#pip install xarray rioxarray xarray-spatial geopandas tqdm scipy scikit-learn scikit-image
#! pip install seaborn 
#! pip install optuna-dashboard
#! pip install plotly
#! pip install dtreeviz

import geopandas as gpd
import numpy as np
import pandas as pd
import xarray as xr
import rioxarray
import matplotlib.pyplot as plt
import os
from pathlib import Path
import json

from xrspatial.multispectral import ndvi, evi, savi
from tqdm import tqdm

from sklearn.model_selection import train_test_split
from sklearn.model_selection import cross_val_score
from sklearn.ensemble import RandomForestClassifier
from sklearn.metrics import (
    confusion_matrix,
    ConfusionMatrixDisplay,
    accuracy_score,
    log_loss
    )

import seaborn as sns
import optuna

import warnings
warnings.filterwarnings('ignore')
warnings.simplefilter('ignore')

The filepaths are stored in src/model_config.json. They keys are paths to the labeled polygons and the values are paths to the corresponding NAIP images.

# open dict of {labeled_polygon: NAIP} pairs from config file
with open(Path(os.getcwd()) / 'model_config.json') as src:
    config = json.load(src)
config

{'/home/michael/TreeMortality/data/huc180102110101and2/10TEL0509245547_2022_labels.gpkg': '/home/michael/TreeMortality/NAIP_train/m_4112249_se_10_060_20220718.tif',
 '/home/michael/TreeMortality/data/huc180102111107/10TDL0458245240_2022_labels.gpkg': '/home/michael/TreeMortality/data/huc180102111107/NAIP/2022/2022.vrt',
 '/home/michael/TreeMortality/data/huc180201520201/10TEK0503244655_2022_labels.gpkg': '/home/michael/TreeMortality/data/huc180201520201/NAIP/2022/2022.vrt',
 '/home/michael/TreeMortality/data/huc180102111105/10TDL0464245187_2022_labels.gpkg': '/home/michael/TreeMortality/data/huc180102111105/NAIP/2022/2022.vrt',
 '/home/michael/TreeMortality/data/huc180102111102/10TDL0480045075_2020_labels.gpkg': '/home/michael/TreeMortality/data/huc180102111102/NAIP/2020/2020.vrt',
 '/home/michael/TreeMortality/data/huc180102111102/10TDL0480045075_2022_labels.gpkg': '/home/michael/TreeMortality/data/huc180102111102/NAIP/2022/2022.vrt',
 '/home/michael/TreeMortality/data/huc180102111102/10TDL0480045075_2018_labels.gpkg': '/home/michael/TreeMortality/data/huc180102111102/NAIP/2018/2018.vrt',
 '/home/michael/TreeMortality/data/huc180102110602/10TEK0500244992_2022_labels.gpkg': '/home/michael/TreeMortality/data/huc180102110602/NAIP/2022/2022.vrt',
 '/home/michael/TreeMortality/data/huc180102110901and2and3/10TDL0488245360_2022_labels.gpkg': '/home/michael/TreeMortality/data/huc180102110901and2and3/NAIP/2022/2022.vrt'}

Here is what the labeled polygon file looks like. The labels are in the column 2022, this is the year of imagery used o create the labels.

gpd.read_file(list(config.keys())[0]).head()

	IDdalponte	label	geometry
0	8482.0	-1.0	POLYGON ((509656.440 4554868.910, 509656.730 4...
1	5354.0	-1.0	POLYGON ((509935.430 4555100.410, 509935.280 4...
2	1012.0	-1.0	POLYGON ((509338.940 4555426.170, 509338.950 4...
3	7508.0	-1.0	POLYGON ((509462.910 4554933.610, 509462.810 4...
4	6135.0	-1.0	POLYGON ((509520.070 4555028.520, 509519.570 4...

Feature Engineering

The next cell contains the function which engineers features for the model based on the pixel values found within each crown. For each crown the function reads the image pixels within the crown, masks those that are in shadow or represent soil, and generates a number of summary features. The red, green, blue and NIR bands are normalized at the image level before crown pixels are isolated in order to minimize image-to-image difference in luminosity. The masking of soil and shadows is based on luminosity. Values for the mask were developed by trial masking and inspection of images. Shadows are masked as any pixels with luminosity below 0.176and bare soil as pixels with luminosity above 0.569.

The feature engineering function produces the following features:

• lum10, lum20, ... , lum100 - fraction of pixels having luminosity between 0 and 0.1, 0.1 and 0.2, ..., 0.9 and 1.
• rgi10, rgi20, ... , rgi100 - fraction of pixels having relative greenness between 0 and 0.1, 0.1 and 0.2, ..., 0.9 and 1.
• r10, r20, ... , r100 - fraction of pixels having red, normalized at pixel level, between 0 and 0.1, 0.1 and 0.2, ..., 0.9 and 1.
• g10, g20, ... , g100 - fraction of pixels having green, normalized at pixel level, between 0 and 0.1, 0.1 and 0.2, ..., 0.9 and 1.
• b10, b20, ... , b100 - fraction of pixels having blue, normalized at pixel level, between 0 and 0.1, 0.1 and 0.2, ..., 0.9 and 1.
• n10, n20, ... , n100 - fraction of pixels having NIR, normalized at pixel level, between 0 and 0.1, 0.1 and 0.2, ..., 0.9 and 1.
• ndvi_mean, ndvi_std - mean and standard deviation of NDVI of all masked pixels in within the crown.
• rgi_mean, rgi_std - mean and standard deviation of relative greenness of all masked pixels in within the crown.
• savi_mean, savi_std - mean and standard deviation of SAVI of all pixels in within the crown (SAVI used unmasked data).
• r_mean, r_std - mean and standard deviation of red, normalized at pixel level, of all masked pixels in within the crown.
• g_mean, g_std - mean and standard deviation of green, normalized at pixel level, of all masked pixels in within the crown.
• b_mean, b_std - mean and standard deviation of blue, normalized at pixel level, of all masked pixels in within the crown.
• n_mean, n_std - mean and standard deviation of NIR, normalized at pixel level, of all masked pixels in within the crown.

def make_model_inputs(crowns, tif_path, label=None, IDcolumn=None):
    '''
    Returns DataFrame with features for use in classification model.
    The resulting DataFrame has 'ID' column which matches that in crowns.
    The DataFrame also has a 'label' column, see params for more detail.  

    params:
        crowns   - str - path to OGR readable vector file containing tree crowns.
        tif_path - str - path to image tif used in producing features.
        label    - str - specifies column containing labels.  If specified 'label'
                         column in resulting DataFrame will contain contents of 
                         specified column. Otherwise 'label' column contain -99.
        IDcolumn - str - column to use as matching ID with crowns
    '''

    # get the extent of the crowns
    xmin, ymin, xmax, ymax = crowns.total_bounds

    # open the naip image
    xa = rioxarray.open_rasterio(tif_path).astype(float).rio.clip_box(
        minx=xmin,
        miny=ymin,
        maxx=xmax,
        maxy=ymax
        ).to_dataset(name='band_data')

    # normalized the band_data
    band_data = xa.band_data.to_numpy().astype(float)
    band_data = (band_data - np.nanmin(band_data)) * (255 / (np.nanmax(band_data) - np.nanmin(band_data)))

    # calculate relative greenness
    red = band_data[0]
    green = band_data[1]
    blue = band_data[2]
    nir = band_data[3]
    rgi = green / (red + green + blue)
    xa['rgi'] = (('y', 'x'), rgi)

    # calculate pixel by pixel normalized R, G, B, and NIR
    rgbn_tot = red + green + blue + nir
    xa['red_'] = (('y', 'x'), red  / rgbn_tot)
    xa['blue_'] = (('y', 'x'), blue  / rgbn_tot)
    xa['green_'] = (('y', 'x'), green  / rgbn_tot)
    xa['nir_'] = (('y', 'x'), nir  / rgbn_tot)

    # calculate NDVI and SAVI
    nir_agg = xa.band_data[3].astype(float)
    red_agg = xa.band_data[2].astype(float)
    ndvi_agg = ndvi(nir_agg, red_agg)
    savi_agg = savi(nir_agg, red_agg)
    xa['NDVI'] = ndvi_agg
    xa['SAVI'] = savi_agg

    # calculate RGB luminosity
    luminosity = band_data[:3].mean(axis=0) / 255
    xa['luminosity'] = (('y', 'x'), luminosity)

    # mask out shadows and soil for RGI,NDVI, and normed pix colors
    mask = (luminosity > 0.176) & (luminosity < 0.569)
    masked_rgi = xa.rgi.where(mask)
    masked_ndvi = xa.NDVI.where(mask)
    r_ = xa.red_.where(mask)
    g_ = xa.green_.where(mask)
    b_ = xa.blue_.where(mask)
    n_ = xa.nir_.where(mask)
    
    print('adding index data...')
    data = []
    masked_count = 0
    total = len(crowns)
    bins = np.arange(0.1, 1.1, 0.1)
    with tqdm(total=total) as progress_bar:
        for _, row in crowns.iterrows():
            # calculate luminosity fractions
            lum = xa.luminosity.rio.clip([row.geometry]).to_numpy().flatten()
            lum_tot = lum.shape[0]
            lum_fracs = [((lum < f).sum() - (lum < f - 0.1).sum()) / lum_tot for f in bins]

            # calculate rgi fracs
            rgi = masked_rgi.rio.clip([row.geometry]).to_numpy().flatten()
            rgi = rgi[~np.isnan(rgi)]
            rgi_tot = len(rgi)
            if rgi_tot == 0:
                rgi_fracs = [-99] * 10
            else:
                rgi_fracs = [((rgi < f).sum() - (rgi < f - 0.1).sum()) / rgi_tot for f in bins]
                
            # and normed pix colr fracs
            r = r_.rio.clip([row.geometry]).to_numpy().flatten()
            r = r[~np.isnan(r)]
            c_tot = len(r)
            
            g = g_.rio.clip([row.geometry]).to_numpy().flatten()
            g = g[~np.isnan(g)]

            b = b_.rio.clip([row.geometry]).to_numpy().flatten()
            b = b[~np.isnan(b)]

            n = n_.rio.clip([row.geometry]).to_numpy().flatten()
            n = n[~np.isnan(n)]

            if c_tot == 0:
                r_fracs = [-99] * 10
                g_fracs = [-99] * 10
                b_fracs = [-99] * 10
                n_fracs = [-99] * 10
            else:
                r_fracs = [((r < f).sum() - (r < f - 0.1).sum()) / c_tot for f in bins]
                g_fracs = [((g < f).sum() - (g < f - 0.1).sum()) / c_tot for f in bins]
                b_fracs = [((b < f).sum() - (b < f - 0.1).sum()) / c_tot for f in bins]
                n_fracs = [((n < f).sum() - (n < f - 0.1).sum()) / c_tot for f in bins]
                        
            # calculate means and stdevs
            if rgi_tot == 0:
                ndvi_mean, ndvi_std = -99, -99
                rgi_mean, rgi_std = -99, -99
                savi_mean, savi_std = -99, -99
                r_mean, r_std = -99, -99
                g_mean, g_std = -99, -99
                b_mean, b_std = -99, -99
                n_mean, n_std = -99, -99
            else:
                #NOTE: .values * 1 casts 1 item DataArray to float
                ndvi_mean, ndvi_std = masked_ndvi.mean().values * 1, masked_ndvi.std().values * 1
                rgi_mean, rgi_std = rgi.mean(), rgi.std()
                savi_mean, savi_std = xa.SAVI.mean().values * 1, xa.SAVI.std().values * 1
                r_mean, r_std = r.mean(), r.std()
                g_mean, g_std = g.mean(), g.std()
                b_mean, b_std = b.mean(), b.std()
                n_mean, n_std = n.mean(), n.std()

            if label is None:
                row[label] = -99

            data.append(
                [row[IDcolumn], (row[label] + 1) / 2] +
                lum_fracs +
                rgi_fracs + 
                r_fracs + 
                g_fracs + 
                b_fracs + 
                n_fracs +
                [ndvi_mean, ndvi_std, rgi_mean, rgi_std, savi_mean, savi_std] +
                [r_mean, r_std, g_mean, g_std, b_mean, b_std, n_mean, n_std]
                )

            #count polygon if has masked pixels            
            if rgi_tot < len(xa.rgi.rio.clip([row.geometry]).to_numpy().flatten()):
                masked_count = masked_count + 1

            progress_bar.update(1)

    cols = [IDcolumn, 'label',
            'lum10', 'lum20', 'lum30', 'lum40', 'lum50', 'lum60' ,'lum70', 'lum80', 'lum90', 'lum100',
            'rgi10', 'rgi20', 'rgi30', 'rgi40', 'rgi50', 'rgi60' ,'rgi70', 'rgi80', 'rgi90', 'rgi100',
            'r10', 'r20', 'r30', 'r40', 'r50', 'r60' ,'r70', 'r80', 'r90', 'r100',
            'g10', 'g20', 'g30', 'g40', 'g50', 'g60' ,'g70', 'g80', 'g90', 'g100',
            'b10', 'b20', 'b30', 'b40', 'b50', 'b60' ,'b70', 'b80', 'b90', 'b100',
            'n10', 'n20', 'n30', 'n40', 'n50', 'n60' ,'n70', 'n80', 'n90', 'n100',
            'ndvi_mean', 'ndvi_std', 'rgi_mean', 'rgi_std', 'savi_mean', 'savi_std',
            'r_mean', 'r_std', 'g_mean', 'g_std', 'b_mean', 'b_std', 'n_mean', 'n_std']

    data = pd.DataFrame(data, columns=cols) 

    print(f'{masked_count}/{total} ({100 * masked_count / total:.1f}%)of crowns contained masked pixels')

    return data

First we enter paths to the labeled crowns (in two separate files crown_path and crown_path2) and the 2022 NAIP image (tif_path) we will use for training. Then we open the crowns as a GeoDataFrame. We will only keep the labeled crowns (the number of labeled crowns is constantly growing as more crowns are hand labeled). We will also throw out crowns with a canpoy smalller than 10 $\mathrm{m}^{2}$.

# TODO: make join ttops with crowns, then use ttop location for this
# function rather than centroid.

def make_unique_ID(crowns, utm_zone):
    '''
    returns copy of dataframe with new uniqueID column
    with entries of form 'utm_zone_x_y where x and y 
    are rounded to the nearest meter.
    '''
    crowns['UniqueID'] = crowns.geometry.centroid.apply(
        lambda p: f'{utm_zone}_{p.x:.0f}_{p.y:.0f}')
    
    return crowns

label_col = 'label'
data = []
for gpkg, tif in config.items():
    # open crowns and keep only those that are classified 
    crowns = gpd.read_file(gpkg).dropna(subset=[label_col]).set_index('IDdalponte', drop=False)
    crowns = crowns[crowns.geometry.area > 10]
    # make uniqueID
    crowns = make_unique_ID(crowns, 10)
    # append engineered features df to list
    data.append(make_model_inputs(crowns, tif, label=label_col, IDcolumn='UniqueID'))

adding index data...

100%|██████████| 832/832 [04:13<00:00,  3.28it/s]

832/832 (100.0%)of crowns contained masked pixels
adding index data...

100%|██████████| 916/916 [04:39<00:00,  3.28it/s]

911/916 (99.5%)of crowns contained masked pixels
adding index data...

100%|██████████| 1112/1112 [03:51<00:00,  4.80it/s]

1112/1112 (100.0%)of crowns contained masked pixels
adding index data...

100%|██████████| 1763/1763 [05:15<00:00,  5.59it/s]

1762/1763 (99.9%)of crowns contained masked pixels

Warning 1: /home/michael/TreeMortality/data/huc180102111102/NAIP/2020/m_4012316_sw_10_060_20200710.tif: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.
Warning 1: /home/michael/TreeMortality/data/huc180102111102/NAIP/2020/m_4012324_nw_10_060_20200710.tif: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.
Warning 1: /home/michael/TreeMortality/data/huc180102111102/NAIP/2020/m_4012324_sw_10_060_20200710.tif: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.

adding index data...

100%|██████████| 1274/1274 [03:53<00:00,  5.45it/s]

1274/1274 (100.0%)of crowns contained masked pixels
adding index data...

100%|██████████| 2331/2331 [06:59<00:00,  5.55it/s]

2331/2331 (100.0%)of crowns contained masked pixels
adding index data...

100%|██████████| 164/164 [00:29<00:00,  5.59it/s]

164/164 (100.0%)of crowns contained masked pixels
adding index data...

100%|██████████| 2755/2755 [08:04<00:00,  5.68it/s]

2754/2755 (100.0%)of crowns contained masked pixels

Warning 1: /home/michael/TreeMortality/data/huc180102110901and2and3/NAIP/2022/m_4012308_ne_10_060_20220718.tif: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.
Warning 1: /home/michael/TreeMortality/data/huc180102110901and2and3/NAIP/2022/m_4112363_ne_10_060_20220718.tif: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.
Warning 1: /home/michael/TreeMortality/data/huc180102110901and2and3/NAIP/2022/m_4112363_nw_10_060_20220718.tif: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.
Warning 1: /home/michael/TreeMortality/data/huc180102110901and2and3/NAIP/2022/m_4112363_se_10_060_20220718.tif: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.
Warning 1: /home/michael/TreeMortality/data/huc180102110901and2and3/NAIP/2022/m_4112363_sw_10_060_20220718.tif: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.
Warning 1: /home/michael/TreeMortality/data/huc180102110901and2and3/NAIP/2022/m_4112364_se_10_060_20220718.tif: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.

adding index data...

100%|██████████| 1489/1489 [04:35<00:00,  5.40it/s]

1489/1489 (100.0%)of crowns contained masked pixels

data = pd.concat(data)

data['y'] = data.label.round().astype(int)
train, test = train_test_split(data, test_size=0.2) 

# save features so we don't have to do this again!
feature_path = Path.cwd().parent / 'train_test_features.parquet'
data.to_parquet(feature_path)

Model Tuning and Feature Selection

Next we will tune the model parameters using all of the engineered features. This will give us insight into which features are most useful for classifying the crowns. Then we can select the features we want to use along with the model parameters.

from sklearn.model_selection import RandomizedSearchCV as RSCV
from sklearn.svm import SVC
from sklearn.metrics import roc_auc_score

# if needed load features
feature_path = Path.cwd().parent / 'train_test_features.parquet'
data = pd.read_parquet(feature_path) 
train, test = train_test_split(data, test_size=0.2) 

def objective(trial):
    cols = train.drop(['y', 'label', 'UniqueID'], axis=1).columns
    n_features = len(cols)
    X = train[cols]
    y = train.y

    class_weight = {
        0: (len(y) - y.sum()) / len(y),
        1: y.sum() / len(y)
    }

    classifier_name = trial.suggest_categorical('classifier', ['SVC', 'RandomForest'])
    
    if classifier_name == 'SVC':
        svc_c = trial.suggest_float('svc_c', 1e-10, 1e10, log=True)
        svc_kernel = trial.suggest_categorical('svc_kernel', ['rbf', 'sigmoid'])
        
        classifier_obj = SVC(
            C=svc_c,
            kernel=svc_kernel,
            gamma='auto',
            class_weight=class_weight
            )
    else:
        rf_max_depth = trial.suggest_int('rf_max_depth', 2, 32, log=True)
        rf_max_features = trial.suggest_int('rf_max_features', 1, n_features, log=True)
        rf_n_estimators = trial.suggest_int('rf_n_estimators', 2, 128, log=False) # worked with log=True
        
        classifier_obj = RandomForestClassifier(
            max_depth=rf_max_depth,
            max_features=rf_max_features,
            n_estimators=rf_n_estimators,
            random_state=np.random.seed(1234)
        )
        
    score = cross_val_score(classifier_obj, X, y, n_jobs=-1, cv=3, scoring='roc_auc')
    roc = score.mean()
    return roc

study = optuna.create_study(direction='maximize')
study.optimize(objective, n_trials=10_000)

print('--------------------\n', study.best_trial, '--------------------\n')
print(f'ROC AUC: {study.best_trial.values[0]}')
_ = [print(key, val) for key, val in study.best_trial.params.items()]

[I 2023-09-05 15:13:56,591] A new study created in memory with name: no-name-9c5b4fa7-4753-4017-8dce-182f33028a27
[I 2023-09-05 15:14:01,473] Trial 0 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 3.826658612661059e-07, 'svc_kernel': 'rbf'}. Best is trial 0 with value: 0.9850754448349184.
[I 2023-09-05 15:14:02,395] Trial 1 finished with value: 0.9942633001640564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 1, 'rf_n_estimators': 68}. Best is trial 1 with value: 0.9942633001640564.
[I 2023-09-05 15:14:04,510] Trial 2 finished with value: 0.9852058917288118 and parameters: {'classifier': 'SVC', 'svc_c': 4.2834809471421584e-10, 'svc_kernel': 'sigmoid'}. Best is trial 1 with value: 0.9942633001640564.
[I 2023-09-05 15:14:06,571] Trial 3 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 1.8842760584517246e-05, 'svc_kernel': 'rbf'}. Best is trial 1 with value: 0.9942633001640564.
[I 2023-09-05 15:14:08,707] Trial 4 finished with value: 0.9852050720656135 and parameters: {'classifier': 'SVC', 'svc_c': 4.1696481415295955e-08, 'svc_kernel': 'sigmoid'}. Best is trial 1 with value: 0.9942633001640564.
[I 2023-09-05 15:14:10,704] Trial 5 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 4.868434623508344e-05, 'svc_kernel': 'rbf'}. Best is trial 1 with value: 0.9942633001640564.
[I 2023-09-05 15:14:11,410] Trial 6 finished with value: 0.988831314771696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 6, 'rf_n_estimators': 4}. Best is trial 1 with value: 0.9942633001640564.
[I 2023-09-05 15:14:12,060] Trial 7 finished with value: 0.9893938238916155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 15}. Best is trial 1 with value: 0.9942633001640564.
[I 2023-09-05 15:14:13,517] Trial 8 finished with value: 0.9856140822559959 and parameters: {'classifier': 'SVC', 'svc_c': 0.39254662101474513, 'svc_kernel': 'sigmoid'}. Best is trial 1 with value: 0.9942633001640564.
[I 2023-09-05 15:14:13,821] Trial 9 finished with value: 0.9965908208410607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 25}. Best is trial 9 with value: 0.9965908208410607.
[I 2023-09-05 15:14:14,637] Trial 10 finished with value: 0.996965870677002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 1, 'rf_n_estimators': 125}. Best is trial 10 with value: 0.996965870677002.
[I 2023-09-05 15:14:15,390] Trial 11 finished with value: 0.9971879555736995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 1, 'rf_n_estimators': 115}. Best is trial 11 with value: 0.9971879555736995.
[I 2023-09-05 15:14:16,173] Trial 12 finished with value: 0.9967803702566731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 11 with value: 0.9971879555736995.
[I 2023-09-05 15:14:17,169] Trial 13 finished with value: 0.9972390398304752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 13 with value: 0.9972390398304752.
[I 2023-09-05 15:14:18,074] Trial 14 finished with value: 0.9972729948212099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 95}. Best is trial 14 with value: 0.9972729948212099.
[I 2023-09-05 15:14:18,896] Trial 15 finished with value: 0.9972943669059351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 4, 'rf_n_estimators': 86}. Best is trial 15 with value: 0.9972943669059351.
[I 2023-09-05 15:14:21,689] Trial 16 finished with value: 0.9966284200735448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 24, 'rf_n_estimators': 84}. Best is trial 15 with value: 0.9972943669059351.
[I 2023-09-05 15:14:22,529] Trial 17 finished with value: 0.9970009667724619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 4, 'rf_n_estimators': 91}. Best is trial 15 with value: 0.9972943669059351.
[I 2023-09-05 15:14:24,803] Trial 18 finished with value: 0.9937470693565359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 53, 'rf_n_estimators': 48}. Best is trial 15 with value: 0.9972943669059351.
[I 2023-09-05 15:14:25,332] Trial 19 finished with value: 0.9946701999105437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 3, 'rf_n_estimators': 85}. Best is trial 15 with value: 0.9972943669059351.
[I 2023-09-05 15:14:27,128] Trial 20 finished with value: 0.9975575126569467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 100}. Best is trial 20 with value: 0.9975575126569467.
[I 2023-09-05 15:14:28,961] Trial 21 finished with value: 0.9974508668450509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 101}. Best is trial 20 with value: 0.9975575126569467.
[I 2023-09-05 15:14:30,763] Trial 22 finished with value: 0.9972502980597028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 102}. Best is trial 20 with value: 0.9975575126569467.
[I 2023-09-05 15:14:32,029] Trial 23 finished with value: 0.9972025816392405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 64}. Best is trial 20 with value: 0.9975575126569467.
[I 2023-09-05 15:14:34,346] Trial 24 finished with value: 0.9962990176956156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 20, 'rf_n_estimators': 106}. Best is trial 20 with value: 0.9975575126569467.
[I 2023-09-05 15:14:35,289] Trial 25 finished with value: 0.9971765371949911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 72}. Best is trial 20 with value: 0.9975575126569467.
[I 2023-09-05 15:14:36,062] Trial 26 finished with value: 0.9971896704045782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 106}. Best is trial 20 with value: 0.9975575126569467.
[I 2023-09-05 15:14:37,170] Trial 27 finished with value: 0.9974672045676795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 80}. Best is trial 20 with value: 0.9975575126569467.
[I 2023-09-05 15:14:38,436] Trial 28 finished with value: 0.9968700608214748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 16, 'rf_n_estimators': 59}. Best is trial 20 with value: 0.9975575126569467.
[I 2023-09-05 15:18:23,245] Trial 29 finished with value: 0.9896088196823487 and parameters: {'classifier': 'SVC', 'svc_c': 8008065478.966109, 'svc_kernel': 'rbf'}. Best is trial 20 with value: 0.9975575126569467.
[I 2023-09-05 15:18:24,036] Trial 30 finished with value: 0.9969950319424545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 49}. Best is trial 20 with value: 0.9975575126569467.
[I 2023-09-05 15:18:25,120] Trial 31 finished with value: 0.9974853622688741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 79}. Best is trial 20 with value: 0.9975575126569467.
[I 2023-09-05 15:18:26,367] Trial 32 finished with value: 0.9974965368052394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 79}. Best is trial 20 with value: 0.9975575126569467.
[I 2023-09-05 15:18:27,351] Trial 33 finished with value: 0.997288488188548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 77}. Best is trial 20 with value: 0.9975575126569467.
[I 2023-09-05 15:18:29,567] Trial 34 finished with value: 0.997374631375694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 79}. Best is trial 20 with value: 0.9975575126569467.
[I 2023-09-05 15:18:30,827] Trial 35 finished with value: 0.9867040495951552 and parameters: {'classifier': 'SVC', 'svc_c': 4926379.433478398, 'svc_kernel': 'sigmoid'}. Best is trial 20 with value: 0.9975575126569467.
[I 2023-09-05 15:18:31,689] Trial 36 finished with value: 0.9970344678476439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 56}. Best is trial 20 with value: 0.9975575126569467.
[I 2023-09-05 15:18:32,634] Trial 37 finished with value: 0.9885329240427004 and parameters: {'classifier': 'SVC', 'svc_c': 4.33061081937743, 'svc_kernel': 'sigmoid'}. Best is trial 20 with value: 0.9975575126569467.
[I 2023-09-05 15:18:34,062] Trial 38 finished with value: 0.997600275773928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 95}. Best is trial 38 with value: 0.997600275773928.
[I 2023-09-05 15:18:35,105] Trial 39 finished with value: 0.996403013265286 and parameters: {'classifier': 'SVC', 'svc_c': 40820.204376669426, 'svc_kernel': 'rbf'}. Best is trial 38 with value: 0.997600275773928.
[I 2023-09-05 15:18:36,599] Trial 40 finished with value: 0.9965750346280503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 16, 'rf_n_estimators': 70}. Best is trial 38 with value: 0.997600275773928.
[I 2023-09-05 15:18:38,008] Trial 41 finished with value: 0.9975558863113543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 92}. Best is trial 38 with value: 0.997600275773928.
[I 2023-09-05 15:18:39,491] Trial 42 finished with value: 0.9974428616243874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 95}. Best is trial 38 with value: 0.997600275773928.
[I 2023-09-05 15:18:40,738] Trial 43 finished with value: 0.9973841140594257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 38 with value: 0.997600275773928.
[I 2023-09-05 15:18:42,162] Trial 44 finished with value: 0.9973947395299921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 93}. Best is trial 38 with value: 0.997600275773928.
[I 2023-09-05 15:18:43,028] Trial 45 finished with value: 0.9972593153070214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 74}. Best is trial 38 with value: 0.997600275773928.
[I 2023-09-05 15:18:45,242] Trial 46 finished with value: 0.997251079986529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 13, 'rf_n_estimators': 92}. Best is trial 38 with value: 0.997600275773928.
[I 2023-09-05 15:18:46,821] Trial 47 finished with value: 0.9850754448983942 and parameters: {'classifier': 'SVC', 'svc_c': 2.188640004248e-10, 'svc_kernel': 'rbf'}. Best is trial 38 with value: 0.997600275773928.
[I 2023-09-05 15:18:48,741] Trial 48 finished with value: 0.9972942416046764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 38 with value: 0.997600275773928.
[I 2023-09-05 15:18:51,087] Trial 49 finished with value: 0.9974179763437329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 100}. Best is trial 38 with value: 0.997600275773928.
[I 2023-09-05 15:18:51,668] Trial 50 finished with value: 0.997428893041338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 36}. Best is trial 38 with value: 0.997600275773928.
[I 2023-09-05 15:18:52,934] Trial 51 finished with value: 0.9976346711598666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 81}. Best is trial 51 with value: 0.9976346711598666.
[I 2023-09-05 15:18:54,270] Trial 52 finished with value: 0.9974466262162821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 86}. Best is trial 51 with value: 0.9976346711598666.
[I 2023-09-05 15:18:55,659] Trial 53 finished with value: 0.9973449773157522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 65}. Best is trial 51 with value: 0.9976346711598666.
[I 2023-09-05 15:18:57,199] Trial 54 finished with value: 0.9973898879782425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 88}. Best is trial 51 with value: 0.9976346711598666.
[I 2023-09-05 15:18:58,077] Trial 55 finished with value: 0.9972463419295364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 80}. Best is trial 51 with value: 0.9976346711598666.
[I 2023-09-05 15:18:59,222] Trial 56 finished with value: 0.9969842527334646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 97}. Best is trial 51 with value: 0.9976346711598666.
[I 2023-09-05 15:19:00,181] Trial 57 finished with value: 0.9972341386406383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 83}. Best is trial 51 with value: 0.9976346711598666.
[I 2023-09-05 15:19:01,893] Trial 58 finished with value: 0.99758714151699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 51 with value: 0.9976346711598666.
[I 2023-09-05 15:19:04,348] Trial 59 finished with value: 0.9972327998404875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 51 with value: 0.9976346711598666.
[I 2023-09-05 15:19:04,747] Trial 60 finished with value: 0.9959160963825529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 12}. Best is trial 51 with value: 0.9976346711598666.
[I 2023-09-05 15:19:06,670] Trial 61 finished with value: 0.9972521560920197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 103}. Best is trial 51 with value: 0.9976346711598666.
[I 2023-09-05 15:19:07,756] Trial 62 finished with value: 0.9973342957008277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 89}. Best is trial 51 with value: 0.9976346711598666.
[I 2023-09-05 15:19:09,152] Trial 63 finished with value: 0.9969856981729843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 51 with value: 0.9976346711598666.
[I 2023-09-05 15:19:11,275] Trial 64 finished with value: 0.9971532882256318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 51 with value: 0.9976346711598666.
[I 2023-09-05 15:19:14,460] Trial 65 finished with value: 0.9972257465983586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 19, 'rf_n_estimators': 99}. Best is trial 51 with value: 0.9976346711598666.
[I 2023-09-05 15:19:15,615] Trial 66 finished with value: 0.9970395708270966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 73}. Best is trial 51 with value: 0.9976346711598666.
[I 2023-09-05 15:19:17,243] Trial 67 finished with value: 0.98540352034615 and parameters: {'classifier': 'SVC', 'svc_c': 0.14750607444316854, 'svc_kernel': 'sigmoid'}. Best is trial 51 with value: 0.9976346711598666.
[I 2023-09-05 15:19:18,137] Trial 68 finished with value: 0.9973982829404093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 92}. Best is trial 51 with value: 0.9976346711598666.
[I 2023-09-05 15:19:18,890] Trial 69 finished with value: 0.9965823432651204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 68}. Best is trial 51 with value: 0.9976346711598666.
[I 2023-09-05 15:19:20,949] Trial 70 finished with value: 0.9973565666665682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 83}. Best is trial 51 with value: 0.9976346711598666.
[I 2023-09-05 15:19:22,054] Trial 71 finished with value: 0.9974977841684788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 80}. Best is trial 51 with value: 0.9976346711598666.
[I 2023-09-05 15:19:23,604] Trial 72 finished with value: 0.9971105470395446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 89}. Best is trial 51 with value: 0.9976346711598666.
[I 2023-09-05 15:19:24,576] Trial 73 finished with value: 0.9974070846555988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 78}. Best is trial 51 with value: 0.9976346711598666.
[I 2023-09-05 15:19:26,540] Trial 74 finished with value: 0.9972909387041217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 96}. Best is trial 51 with value: 0.9976346711598666.
[I 2023-09-05 15:19:27,882] Trial 75 finished with value: 0.9973152714912833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 51 with value: 0.9976346711598666.
[I 2023-09-05 15:19:29,245] Trial 76 finished with value: 0.9975358867006996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 83}. Best is trial 51 with value: 0.9976346711598666.
[I 2023-09-05 15:19:30,980] Trial 77 finished with value: 0.9973886616572356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 51 with value: 0.9976346711598666.
[I 2023-09-05 15:19:31,635] Trial 78 finished with value: 0.993031666802878 and parameters: {'classifier': 'SVC', 'svc_c': 1112.5574067662878, 'svc_kernel': 'sigmoid'}. Best is trial 51 with value: 0.9976346711598666.
[I 2023-09-05 15:19:32,969] Trial 79 finished with value: 0.9968521242382815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 83}. Best is trial 51 with value: 0.9976346711598666.
[I 2023-09-05 15:19:36,858] Trial 80 finished with value: 0.9974110001295053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 51 with value: 0.9976346711598666.
[I 2023-09-05 15:19:38,788] Trial 81 finished with value: 0.9971809871987355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 75}. Best is trial 51 with value: 0.9976346711598666.
[I 2023-09-05 15:19:40,389] Trial 82 finished with value: 0.9975344822348182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 81}. Best is trial 51 with value: 0.9976346711598666.
[I 2023-09-05 15:19:42,384] Trial 83 finished with value: 0.9973193735840858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 89}. Best is trial 51 with value: 0.9976346711598666.
[I 2023-09-05 15:19:43,687] Trial 84 finished with value: 0.9975291007552275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 67}. Best is trial 51 with value: 0.9976346711598666.
[I 2023-09-05 15:19:44,778] Trial 85 finished with value: 0.9973862781721224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 60}. Best is trial 51 with value: 0.9976346711598666.
[I 2023-09-05 15:19:46,585] Trial 86 finished with value: 0.9971604736878831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 70}. Best is trial 51 with value: 0.9976346711598666.
[I 2023-09-05 15:19:47,905] Trial 87 finished with value: 0.9971837561724727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 66}. Best is trial 51 with value: 0.9976346711598666.
[I 2023-09-05 15:19:48,658] Trial 88 finished with value: 0.9969303700819113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 6, 'rf_n_estimators': 53}. Best is trial 51 with value: 0.9976346711598666.
[I 2023-09-05 15:19:51,654] Trial 89 finished with value: 0.9967567430984082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 24, 'rf_n_estimators': 86}. Best is trial 51 with value: 0.9976346711598666.
[I 2023-09-05 15:19:53,273] Trial 90 finished with value: 0.9853532115099298 and parameters: {'classifier': 'SVC', 'svc_c': 0.0035523259140968163, 'svc_kernel': 'rbf'}. Best is trial 51 with value: 0.9976346711598666.
[I 2023-09-05 15:19:54,461] Trial 91 finished with value: 0.9971407134127886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 76}. Best is trial 51 with value: 0.9976346711598666.
[I 2023-09-05 15:19:56,026] Trial 92 finished with value: 0.9971605597610882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 81}. Best is trial 51 with value: 0.9976346711598666.
[I 2023-09-05 15:19:57,497] Trial 93 finished with value: 0.9972357198866643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 95}. Best is trial 51 with value: 0.9976346711598666.
[I 2023-09-05 15:19:58,554] Trial 94 finished with value: 0.9974167927102116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 71}. Best is trial 51 with value: 0.9976346711598666.
[I 2023-09-05 15:20:00,247] Trial 95 finished with value: 0.9974311941665812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 51 with value: 0.9976346711598666.
[I 2023-09-05 15:20:01,587] Trial 96 finished with value: 0.9973868220329049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 98}. Best is trial 51 with value: 0.9976346711598666.
[I 2023-09-05 15:20:03,858] Trial 97 finished with value: 0.9974434930500568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 93}. Best is trial 51 with value: 0.9976346711598666.
[I 2023-09-05 15:20:06,147] Trial 98 finished with value: 0.9971316020625741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 51 with value: 0.9976346711598666.
[I 2023-09-05 15:20:07,356] Trial 99 finished with value: 0.9973896839352352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 62}. Best is trial 51 with value: 0.9976346711598666.
[I 2023-09-05 15:20:09,251] Trial 100 finished with value: 0.9975387307980639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 51 with value: 0.9976346711598666.
[I 2023-09-05 15:20:10,712] Trial 101 finished with value: 0.9971135434788647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 82}. Best is trial 51 with value: 0.9976346711598666.
[I 2023-09-05 15:20:12,053] Trial 102 finished with value: 0.9972937768664973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 86}. Best is trial 51 with value: 0.9976346711598666.
[I 2023-09-05 15:20:13,072] Trial 103 finished with value: 0.9972058562930575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 77}. Best is trial 51 with value: 0.9976346711598666.
[I 2023-09-05 15:20:14,880] Trial 104 finished with value: 0.9978268327956915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:20:17,007] Trial 105 finished with value: 0.9973341989954236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:20:18,713] Trial 106 finished with value: 0.9973249951926846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:20:20,568] Trial 107 finished with value: 0.9972182906021841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:20:22,950] Trial 108 finished with value: 0.9971630250665268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 103}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:20:23,626] Trial 109 finished with value: 0.9921453107083531 and parameters: {'classifier': 'SVC', 'svc_c': 143.01939660611592, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:20:25,064] Trial 110 finished with value: 0.997408543647205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:20:26,462] Trial 111 finished with value: 0.997435551686063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 92}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:20:27,752] Trial 112 finished with value: 0.9972500535826013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:20:29,293] Trial 113 finished with value: 0.9974055388608152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:20:30,028] Trial 114 finished with value: 0.997341656768921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 43}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:20:31,631] Trial 115 finished with value: 0.9975050762066235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 99}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:20:33,578] Trial 116 finished with value: 0.9974302186702572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 101}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:20:35,279] Trial 117 finished with value: 0.9973806567539514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 99}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:20:36,802] Trial 118 finished with value: 0.9971953866556169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 96}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:20:37,943] Trial 119 finished with value: 0.9975232729137061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:20:40,396] Trial 120 finished with value: 0.9973065737812169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:20:41,506] Trial 121 finished with value: 0.9973844621607949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 103}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:20:43,386] Trial 122 finished with value: 0.9973753260550127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:20:44,658] Trial 123 finished with value: 0.9975176578748545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:20:45,972] Trial 124 finished with value: 0.9974446319013904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:20:47,083] Trial 125 finished with value: 0.9972651217254555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:20:50,515] Trial 126 finished with value: 0.9969076446293359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:20:52,544] Trial 127 finished with value: 0.9974449382039353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:20:53,686] Trial 128 finished with value: 0.9974590272323439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:24:22,702] Trial 129 finished with value: 0.9892308618923732 and parameters: {'classifier': 'SVC', 'svc_c': 9943049159.377892, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:24:24,247] Trial 130 finished with value: 0.9975884857443229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 100}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:24:25,804] Trial 131 finished with value: 0.9974358508158411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:24:27,577] Trial 132 finished with value: 0.9974618558733471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 89}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:24:29,161] Trial 133 finished with value: 0.9974283270274961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 94}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:24:30,603] Trial 134 finished with value: 0.9976300869047737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 98}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:24:32,095] Trial 135 finished with value: 0.9970850187806223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:24:33,264] Trial 136 finished with value: 0.9974975003998482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 90}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:24:34,594] Trial 137 finished with value: 0.9969121912432706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:24:35,966] Trial 138 finished with value: 0.9975364029495025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 85}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:24:37,391] Trial 139 finished with value: 0.9971730031472564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 87}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:24:38,732] Trial 140 finished with value: 0.9972479819859049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 97}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:24:40,084] Trial 141 finished with value: 0.9974388132956001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 84}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:24:41,820] Trial 142 finished with value: 0.9973951331435206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 91}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:24:44,202] Trial 143 finished with value: 0.9974823658295539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:24:45,341] Trial 144 finished with value: 0.9973734955394612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 94}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:24:47,066] Trial 145 finished with value: 0.9973862252015548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 100}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:24:47,731] Trial 146 finished with value: 0.9973320184742288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 26}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:24:49,403] Trial 147 finished with value: 0.9973672822410538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:24:51,035] Trial 148 finished with value: 0.9968431820511139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:24:52,386] Trial 149 finished with value: 0.9973068079434982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 86}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:24:54,211] Trial 150 finished with value: 0.9974120885493042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 97}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:24:55,471] Trial 151 finished with value: 0.9974882797125423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 74}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:24:56,821] Trial 152 finished with value: 0.9975415507746185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 99}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:24:58,616] Trial 153 finished with value: 0.997344427900836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:25:00,109] Trial 154 finished with value: 0.9976158680365859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:25:01,611] Trial 155 finished with value: 0.997608415880698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:25:22,738] Trial 156 finished with value: 0.9903259257681899 and parameters: {'classifier': 'SVC', 'svc_c': 12973250.468003953, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:25:24,170] Trial 157 finished with value: 0.9976446918328682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 101}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:25:25,598] Trial 158 finished with value: 0.9971094400848077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 101}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:25:26,958] Trial 159 finished with value: 0.9975059545849506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 95}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:25:28,621] Trial 160 finished with value: 0.9973289022560459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:25:30,311] Trial 161 finished with value: 0.9976686194221651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 97}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:25:32,014] Trial 162 finished with value: 0.9973297807295868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:25:33,476] Trial 163 finished with value: 0.997376013244185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 101}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:25:34,926] Trial 164 finished with value: 0.9974757522526573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 91}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:25:36,179] Trial 165 finished with value: 0.9975730138318103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 98}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:25:37,397] Trial 166 finished with value: 0.9974706983082716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 98}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:25:38,738] Trial 167 finished with value: 0.9976011863979691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:25:40,088] Trial 168 finished with value: 0.9973414333657903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:25:41,573] Trial 169 finished with value: 0.9974979399381286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 103}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:25:43,000] Trial 170 finished with value: 0.9976370164325393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:25:44,386] Trial 171 finished with value: 0.9971720982995143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:25:45,890] Trial 172 finished with value: 0.9975154115927154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:25:47,635] Trial 173 finished with value: 0.9974444833679833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:25:48,966] Trial 174 finished with value: 0.9974206969171612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 94}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:25:49,509] Trial 175 finished with value: 0.9881600464443601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 6, 'rf_n_estimators': 100}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:25:51,353] Trial 176 finished with value: 0.9977518592255356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:25:53,138] Trial 177 finished with value: 0.9975575306840782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:25:54,105] Trial 178 finished with value: 0.9954074541404464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:25:54,786] Trial 179 finished with value: 0.9969081823012264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 103}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:25:56,270] Trial 180 finished with value: 0.9973822852259836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:25:58,278] Trial 181 finished with value: 0.9974656107534421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:26:00,185] Trial 182 finished with value: 0.9977499901166887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:26:11,073] Trial 183 finished with value: 0.9969386883018183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 58, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:26:12,566] Trial 184 finished with value: 0.9973592005002955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 99}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:26:13,958] Trial 185 finished with value: 0.9973239253712997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 96}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:26:15,228] Trial 186 finished with value: 0.9976331683064722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 102}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:26:16,893] Trial 187 finished with value: 0.985325025836015 and parameters: {'classifier': 'SVC', 'svc_c': 0.002216985919187527, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:26:18,174] Trial 188 finished with value: 0.997434464757946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 103}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:26:19,366] Trial 189 finished with value: 0.9972416874384543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:26:21,539] Trial 190 finished with value: 0.9974205994817852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:26:22,337] Trial 191 finished with value: 0.997146772845821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:26:24,042] Trial 192 finished with value: 0.9975928549750929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:26:25,756] Trial 193 finished with value: 0.9975751489043215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:26:27,505] Trial 194 finished with value: 0.9974744177688618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:26:29,700] Trial 195 finished with value: 0.9974513326623189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:26:31,316] Trial 196 finished with value: 0.9973773823540375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:26:33,175] Trial 197 finished with value: 0.9974960753678026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:26:35,116] Trial 198 finished with value: 0.9973976785554374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:26:36,658] Trial 199 finished with value: 0.9975220814409219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 97}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:26:38,895] Trial 200 finished with value: 0.997318558935477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 100}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:26:40,528] Trial 201 finished with value: 0.9975673873673117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 96}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:26:42,275] Trial 202 finished with value: 0.9975554482647553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:26:43,496] Trial 203 finished with value: 0.997238836168323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 96}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:26:45,334] Trial 204 finished with value: 0.9977289923171062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 100}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:26:47,175] Trial 205 finished with value: 0.9972594445437807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 101}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:26:48,902] Trial 206 finished with value: 0.9969854970498648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:26:51,129] Trial 207 finished with value: 0.9969559711158555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:26:52,837] Trial 208 finished with value: 0.9973893757284159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:26:54,166] Trial 209 finished with value: 0.9976836088550085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 94}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:26:55,503] Trial 210 finished with value: 0.9973902983811239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 95}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:26:56,952] Trial 211 finished with value: 0.9975254896478535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 93}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:26:58,238] Trial 212 finished with value: 0.9973658860270284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 101}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:27:00,178] Trial 213 finished with value: 0.9975186953870497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:27:01,725] Trial 214 finished with value: 0.9974049864307979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:27:03,278] Trial 215 finished with value: 0.9972802437275381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 99}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:27:04,975] Trial 216 finished with value: 0.9973838565063066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:27:11,945] Trial 217 finished with value: 0.9966992347717817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 38, 'rf_n_estimators': 103}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:27:13,597] Trial 218 finished with value: 0.9973987563112994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:27:14,940] Trial 219 finished with value: 0.9975771723546124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 96}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:27:15,700] Trial 220 finished with value: 0.9905206692510494 and parameters: {'classifier': 'SVC', 'svc_c': 16.129671217713234, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:27:17,040] Trial 221 finished with value: 0.9975223040506048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 93}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:27:18,436] Trial 222 finished with value: 0.997185138358343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 96}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:27:19,677] Trial 223 finished with value: 0.9975148330106621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 100}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:27:21,397] Trial 224 finished with value: 0.9973361435770144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:27:22,899] Trial 225 finished with value: 0.997463085241193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 97}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:27:24,624] Trial 226 finished with value: 0.997275942542842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:27:26,678] Trial 227 finished with value: 0.997373936759851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:27:27,833] Trial 228 finished with value: 0.9975167809882088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 94}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:27:29,215] Trial 229 finished with value: 0.9974050009032838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 100}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:27:30,486] Trial 230 finished with value: 0.9973008621956506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 91}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:27:32,313] Trial 231 finished with value: 0.9973820891809292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 98}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:27:34,076] Trial 232 finished with value: 0.9970255514633949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:27:35,198] Trial 233 finished with value: 0.997432483169955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:27:36,967] Trial 234 finished with value: 0.9976017496823508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 96}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:27:38,791] Trial 235 finished with value: 0.9974731894483669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 96}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:27:40,494] Trial 236 finished with value: 0.9976924694440159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:27:42,216] Trial 237 finished with value: 0.997389810601224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:27:43,932] Trial 238 finished with value: 0.9975429531140602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:27:45,475] Trial 239 finished with value: 0.9975788484652437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:27:46,853] Trial 240 finished with value: 0.9971647301538678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:27:48,367] Trial 241 finished with value: 0.9975798669664325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:27:49,913] Trial 242 finished with value: 0.9974244719508273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:27:51,328] Trial 243 finished with value: 0.9976955202186337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:27:52,966] Trial 244 finished with value: 0.9973594692886337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:27:54,788] Trial 245 finished with value: 0.9974577712046556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:27:56,300] Trial 246 finished with value: 0.9973649870507991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:27:57,669] Trial 247 finished with value: 0.9975158841384197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:27:59,375] Trial 248 finished with value: 0.9973882582366937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:28:00,759] Trial 249 finished with value: 0.997672287499083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:28:02,141] Trial 250 finished with value: 0.9974349599645161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 127}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:28:03,471] Trial 251 finished with value: 0.997424829065762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:28:04,652] Trial 252 finished with value: 0.9974495235063793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:28:06,111] Trial 253 finished with value: 0.9974887132840963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:28:07,759] Trial 254 finished with value: 0.9973246245574011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:28:08,414] Trial 255 finished with value: 0.9954279096661418 and parameters: {'classifier': 'SVC', 'svc_c': 4052.9189377764537, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:28:09,355] Trial 256 finished with value: 0.9972211291454144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:28:11,035] Trial 257 finished with value: 0.9976639614399131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:28:12,603] Trial 258 finished with value: 0.9973950641453095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:28:15,026] Trial 259 finished with value: 0.9977187714413844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:28:17,575] Trial 260 finished with value: 0.9972975297788419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:28:19,819] Trial 261 finished with value: 0.9976070251255927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:28:20,155] Trial 262 finished with value: 0.9920327110554431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 6}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:28:22,467] Trial 263 finished with value: 0.9971648440294798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:28:25,200] Trial 264 finished with value: 0.9975562263195569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:28:27,229] Trial 265 finished with value: 0.9974872918701724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:28:29,516] Trial 266 finished with value: 0.9975131323031524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:28:31,853] Trial 267 finished with value: 0.9974735446272894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:28:34,286] Trial 268 finished with value: 0.9975625432739704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:28:36,273] Trial 269 finished with value: 0.9972826729152381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:28:37,724] Trial 270 finished with value: 0.9968446992817804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:28:39,464] Trial 271 finished with value: 0.9970593528109197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:28:41,398] Trial 272 finished with value: 0.9976373578689479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:28:44,351] Trial 273 finished with value: 0.9974618388618288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:28:45,808] Trial 274 finished with value: 0.9953873457639829 and parameters: {'classifier': 'SVC', 'svc_c': 173489.07459747148, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:28:47,710] Trial 275 finished with value: 0.9974194030261495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:28:49,950] Trial 276 finished with value: 0.9973893557017962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:28:54,298] Trial 277 finished with value: 0.9974637350748486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:28:55,795] Trial 278 finished with value: 0.9974205531127024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:28:57,173] Trial 279 finished with value: 0.9974014146466912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:29:00,446] Trial 280 finished with value: 0.9975217608563186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:29:02,043] Trial 281 finished with value: 0.9973456470808135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:29:03,476] Trial 282 finished with value: 0.9973528250529187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:29:05,481] Trial 283 finished with value: 0.9975564597836044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:29:07,765] Trial 284 finished with value: 0.9971809888173687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 100}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:29:08,536] Trial 285 finished with value: 0.9970900964967008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:29:10,203] Trial 286 finished with value: 0.9974208366909055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:29:10,972] Trial 287 finished with value: 0.9970341972819828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:29:12,214] Trial 288 finished with value: 0.9965487237758056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:29:14,035] Trial 289 finished with value: 0.9975080205640374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:29:16,217] Trial 290 finished with value: 0.996886919680544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 99}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:29:17,652] Trial 291 finished with value: 0.9976115173090161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 102}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:29:19,139] Trial 292 finished with value: 0.9972022412819207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:29:21,404] Trial 293 finished with value: 0.9974472565311244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:29:23,056] Trial 294 finished with value: 0.9853940170010403 and parameters: {'classifier': 'SVC', 'svc_c': 0.04589162444215909, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:29:24,386] Trial 295 finished with value: 0.9971972843920561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 103}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:29:26,042] Trial 296 finished with value: 0.9970037500917334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 93}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:29:27,257] Trial 297 finished with value: 0.9974447401593928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:29:28,837] Trial 298 finished with value: 0.9974965565779558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:29:30,154] Trial 299 finished with value: 0.9973126631430959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 102}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:29:32,048] Trial 300 finished with value: 0.9974787146689407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:29:34,570] Trial 301 finished with value: 0.9973380342676381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 90}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:29:36,151] Trial 302 finished with value: 0.9972120141136026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 99}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:29:37,780] Trial 303 finished with value: 0.9968896087382303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:29:40,501] Trial 304 finished with value: 0.9973442295389142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:29:42,233] Trial 305 finished with value: 0.9975715079315766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:29:42,672] Trial 306 finished with value: 0.9969690492284352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 25}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:29:43,471] Trial 307 finished with value: 0.9972715392572975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 57}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:29:45,173] Trial 308 finished with value: 0.9975865178353702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:29:49,300] Trial 309 finished with value: 0.994212566420731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 71, 'rf_n_estimators': 29}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:29:51,032] Trial 310 finished with value: 0.9974586964598723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 95}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:29:52,522] Trial 311 finished with value: 0.9974000427439028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:29:54,294] Trial 312 finished with value: 0.9973307451176431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:29:56,358] Trial 313 finished with value: 0.9973383558678545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 98}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:29:57,112] Trial 314 finished with value: 0.9912366465464736 and parameters: {'classifier': 'SVC', 'svc_c': 34.270305609808624, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:29:59,155] Trial 315 finished with value: 0.9974738949185742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:30:01,588] Trial 316 finished with value: 0.9974821495674524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:30:09,670] Trial 317 finished with value: 0.9973527551660464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 36, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:30:10,929] Trial 318 finished with value: 0.9974865009615183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 101}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:30:12,465] Trial 319 finished with value: 0.9972188991448219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:30:13,256] Trial 320 finished with value: 0.9970623458542837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 46}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:30:15,126] Trial 321 finished with value: 0.9971250001969655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:30:17,143] Trial 322 finished with value: 0.9972818622656053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:30:18,790] Trial 323 finished with value: 0.997545424481439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:30:20,531] Trial 324 finished with value: 0.9972552884013216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 92}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:30:21,964] Trial 325 finished with value: 0.9974022185044116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 98}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:30:23,572] Trial 326 finished with value: 0.997517016959551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:30:24,245] Trial 327 finished with value: 0.992374134451468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:30:26,545] Trial 328 finished with value: 0.9969406795381331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:30:27,531] Trial 329 finished with value: 0.9972999471283024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 101}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:30:29,173] Trial 330 finished with value: 0.9973953281412239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 95}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:30:31,660] Trial 331 finished with value: 0.9973865456909445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:30:32,736] Trial 332 finished with value: 0.9971897233751458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 5, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:30:33,592] Trial 333 finished with value: 0.9891867612447576 and parameters: {'classifier': 'SVC', 'svc_c': 3.0145136817932077, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:30:35,198] Trial 334 finished with value: 0.9976029041169973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:30:36,104] Trial 335 finished with value: 0.9967339350003218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 88}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:30:37,523] Trial 336 finished with value: 0.9974687277650727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:30:39,111] Trial 337 finished with value: 0.99767259513462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:30:40,738] Trial 338 finished with value: 0.9974279645171169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:30:42,221] Trial 339 finished with value: 0.9976034009104628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:30:43,595] Trial 340 finished with value: 0.997268448302489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:30:45,067] Trial 341 finished with value: 0.9974513585921893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:30:48,213] Trial 342 finished with value: 0.9973723872199945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 100}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:30:51,116] Trial 343 finished with value: 0.9972425612465227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:30:52,918] Trial 344 finished with value: 0.9972079689903439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:30:54,607] Trial 345 finished with value: 0.9973573797917576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:30:56,334] Trial 346 finished with value: 0.9976605023253778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:30:58,097] Trial 347 finished with value: 0.9974141240599997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:30:59,641] Trial 348 finished with value: 0.9974331470317658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:31:01,321] Trial 349 finished with value: 0.9973191855687219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:31:08,466] Trial 350 finished with value: 0.9968963935728755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 33, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:31:09,888] Trial 351 finished with value: 0.9974835989424728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:31:12,010] Trial 352 finished with value: 0.9977272425427915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:31:14,198] Trial 353 finished with value: 0.9974542488364709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 127}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:31:15,850] Trial 354 finished with value: 0.9852034331200716 and parameters: {'classifier': 'SVC', 'svc_c': 2.520324509416476e-08, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:31:17,241] Trial 355 finished with value: 0.9963453753527832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:31:19,006] Trial 356 finished with value: 0.9973375332530309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:31:19,873] Trial 357 finished with value: 0.9969656174402384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:31:21,771] Trial 358 finished with value: 0.9975729228709674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:31:23,826] Trial 359 finished with value: 0.9972202848853379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:31:26,216] Trial 360 finished with value: 0.9974105034312535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:31:27,958] Trial 361 finished with value: 0.9974319671750554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:31:29,324] Trial 362 finished with value: 0.9975807844141236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:31:30,059] Trial 363 finished with value: 0.9897141197752299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:31:32,844] Trial 364 finished with value: 0.9975107126368249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:31:34,540] Trial 365 finished with value: 0.9971444072291497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:31:36,548] Trial 366 finished with value: 0.99748737638822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:31:37,266] Trial 367 finished with value: 0.9967030842308408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:31:41,784] Trial 368 finished with value: 0.9969002960025023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 19, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:31:43,054] Trial 369 finished with value: 0.9972958555090092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:31:44,364] Trial 370 finished with value: 0.9974413421403295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:31:45,919] Trial 371 finished with value: 0.9970994293457714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:31:47,769] Trial 372 finished with value: 0.997543706032439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:31:49,340] Trial 373 finished with value: 0.9972841379370468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 8, 'rf_n_estimators': 99}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:31:50,914] Trial 374 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 6.704070193312193e-05, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:31:51,949] Trial 375 finished with value: 0.9971229180950217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 4, 'rf_n_estimators': 101}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:31:52,542] Trial 376 finished with value: 0.9961447832400729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 16}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:31:54,891] Trial 377 finished with value: 0.9975163200585788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:32:03,631] Trial 378 finished with value: 0.9968476737267307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 41, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:32:05,104] Trial 379 finished with value: 0.9971675866290157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:32:06,653] Trial 380 finished with value: 0.9975102359651924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:32:07,900] Trial 381 finished with value: 0.9971894163426288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:32:15,584] Trial 382 finished with value: 0.9967657627578083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 46, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:32:17,310] Trial 383 finished with value: 0.9976193955780497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:32:18,522] Trial 384 finished with value: 0.9973252894030868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 62}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:32:20,694] Trial 385 finished with value: 0.9974969610141106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 100}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:32:22,345] Trial 386 finished with value: 0.9972091062547822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:32:23,893] Trial 387 finished with value: 0.9969692567308743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 77}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:32:25,529] Trial 388 finished with value: 0.9974892064594405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:32:27,213] Trial 389 finished with value: 0.9972289967505111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:32:33,554] Trial 390 finished with value: 0.9970611142965221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 29, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:32:35,947] Trial 391 finished with value: 0.9971336513475216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:32:37,550] Trial 392 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 6.646021402145962e-07, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:32:39,156] Trial 393 finished with value: 0.9973891536582773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:32:41,236] Trial 394 finished with value: 0.9972121103746762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:32:42,498] Trial 395 finished with value: 0.9974878824491545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 71}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:32:45,789] Trial 396 finished with value: 0.9969851710698171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 18, 'rf_n_estimators': 100}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:32:50,090] Trial 397 finished with value: 0.9972532212479323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 26, 'rf_n_estimators': 97}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:32:51,709] Trial 398 finished with value: 0.9973789817541467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:32:53,195] Trial 399 finished with value: 0.9975771177654114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:32:55,801] Trial 400 finished with value: 0.9976363753585463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:32:58,249] Trial 401 finished with value: 0.9974407277579167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:33:01,221] Trial 402 finished with value: 0.9973273172966847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:33:04,560] Trial 403 finished with value: 0.9972569736207325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:33:05,834] Trial 404 finished with value: 0.9974988285360621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 101}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:33:07,077] Trial 405 finished with value: 0.9974379280618849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 53}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:33:09,026] Trial 406 finished with value: 0.9974071910728024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:33:09,954] Trial 407 finished with value: 0.9957867446051565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:33:11,724] Trial 408 finished with value: 0.9972396282195417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:33:13,014] Trial 409 finished with value: 0.9973665574424609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:33:24,091] Trial 410 finished with value: 0.9963865601118879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 61, 'rf_n_estimators': 97}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:33:24,829] Trial 411 finished with value: 0.9972698641622791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 38}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:33:26,072] Trial 412 finished with value: 0.9973431636212918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:33:27,764] Trial 413 finished with value: 0.9852997891849867 and parameters: {'classifier': 'SVC', 'svc_c': 0.001391096640877626, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:33:28,594] Trial 414 finished with value: 0.9973127733053726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 94}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:33:30,112] Trial 415 finished with value: 0.9970859291824983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:33:31,698] Trial 416 finished with value: 0.9975448448520349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:33:34,961] Trial 417 finished with value: 0.9975678799396356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:33:36,682] Trial 418 finished with value: 0.9974271960471633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 99}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:33:40,158] Trial 419 finished with value: 0.9973886732733098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 19, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:33:41,756] Trial 420 finished with value: 0.997524652560544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:33:47,643] Trial 421 finished with value: 0.9972220643980717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 30, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:33:49,219] Trial 422 finished with value: 0.9973625196823966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:33:50,998] Trial 423 finished with value: 0.9973273930550698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:33:53,019] Trial 424 finished with value: 0.997241100318904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 99}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:33:54,610] Trial 425 finished with value: 0.9973405565426207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:33:57,079] Trial 426 finished with value: 0.9973374006520533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:34:00,518] Trial 427 finished with value: 0.9975392241320975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 17, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:34:02,713] Trial 428 finished with value: 0.997631255462789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:34:04,997] Trial 429 finished with value: 0.9972034088560607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:34:07,169] Trial 430 finished with value: 0.9975440402643425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:34:08,732] Trial 431 finished with value: 0.9850749532147316 and parameters: {'classifier': 'SVC', 'svc_c': 1.0111763073213511e-10, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:34:11,258] Trial 432 finished with value: 0.9972631331868627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:34:13,236] Trial 433 finished with value: 0.9976897788629101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:34:15,259] Trial 434 finished with value: 0.9973287606097648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:34:17,299] Trial 435 finished with value: 0.9974421224485225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:34:19,280] Trial 436 finished with value: 0.9975806626040349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:34:20,988] Trial 437 finished with value: 0.9943249995765783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 24, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:34:23,090] Trial 438 finished with value: 0.9974577162346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:34:27,291] Trial 439 finished with value: 0.9969681682475997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 20, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:34:29,486] Trial 440 finished with value: 0.9977137110859414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:34:31,901] Trial 441 finished with value: 0.9976927360741769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:34:34,304] Trial 442 finished with value: 0.9974742284522439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:34:36,782] Trial 443 finished with value: 0.9972062599675025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:34:39,410] Trial 444 finished with value: 0.9973551622006869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:34:41,837] Trial 445 finished with value: 0.9976002286748732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:34:44,024] Trial 446 finished with value: 0.9973558527223396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:34:46,227] Trial 447 finished with value: 0.997404311397244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:34:48,282] Trial 448 finished with value: 0.9973546125318672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:34:50,050] Trial 449 finished with value: 0.9966585311593542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:34:52,306] Trial 450 finished with value: 0.9974748805392908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:34:55,052] Trial 451 finished with value: 0.9972843416944129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:34:56,653] Trial 452 finished with value: 0.9852051536002978 and parameters: {'classifier': 'SVC', 'svc_c': 1.0976103069624954e-06, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:34:59,027] Trial 453 finished with value: 0.9973174502034174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:35:02,172] Trial 454 finished with value: 0.9968015407739479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 15, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:35:04,680] Trial 455 finished with value: 0.9975685432936398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:35:15,224] Trial 456 finished with value: 0.9965489954205556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 50, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:35:17,473] Trial 457 finished with value: 0.9973608488085199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:35:19,903] Trial 458 finished with value: 0.997307096409339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:35:22,060] Trial 459 finished with value: 0.9973975631246681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:35:23,452] Trial 460 finished with value: 0.9974728473454623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 80}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:35:24,208] Trial 461 finished with value: 0.9967504380139723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:35:26,925] Trial 462 finished with value: 0.997546972466138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:35:27,467] Trial 463 finished with value: 0.9884692107964738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:35:28,426] Trial 464 finished with value: 0.9968489284214267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:35:30,331] Trial 465 finished with value: 0.997334661543687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:35:33,665] Trial 466 finished with value: 0.9972813310999861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:35:35,543] Trial 467 finished with value: 0.9975045308541594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:35:47,999] Trial 468 finished with value: 0.9964235164295806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 67, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:35:50,475] Trial 469 finished with value: 0.9976139023492866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:35:52,239] Trial 470 finished with value: 0.997474341566146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:35:53,837] Trial 471 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 3.5754356662718777e-09, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:35:55,717] Trial 472 finished with value: 0.9974155665478944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 65}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:36:00,514] Trial 473 finished with value: 0.9972176485760539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:36:02,660] Trial 474 finished with value: 0.9974694436453135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:36:04,613] Trial 475 finished with value: 0.9972306416310414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:36:09,469] Trial 476 finished with value: 0.9967256831761172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 24, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:36:10,466] Trial 477 finished with value: 0.997068400399678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 69}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:36:12,791] Trial 478 finished with value: 0.9975747610353544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:36:13,601] Trial 479 finished with value: 0.9965686882208588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:36:15,629] Trial 480 finished with value: 0.9973592528678427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 91}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:36:17,933] Trial 481 finished with value: 0.9975566960723254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:36:19,828] Trial 482 finished with value: 0.9972631387727344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:36:21,276] Trial 483 finished with value: 0.9969775053178122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:36:23,069] Trial 484 finished with value: 0.9975422094948879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:36:25,384] Trial 485 finished with value: 0.9974302169564101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 95}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:36:34,017] Trial 486 finished with value: 0.9968829933840109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 44, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:36:35,153] Trial 487 finished with value: 0.9972712189583354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 74}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:36:37,289] Trial 488 finished with value: 0.9975108310826956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:36:41,020] Trial 489 finished with value: 0.996818998273428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:36:42,419] Trial 490 finished with value: 0.9973347974136688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:36:43,476] Trial 491 finished with value: 0.9971892534319498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:36:45,118] Trial 492 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 1.4528247726722232e-09, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:36:49,352] Trial 493 finished with value: 0.9970034242386374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:36:50,447] Trial 494 finished with value: 0.9976208736124006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 86}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:36:52,179] Trial 495 finished with value: 0.9972954956011385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:36:54,829] Trial 496 finished with value: 0.996735160432667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:36:56,420] Trial 497 finished with value: 0.997339810733533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:36:57,886] Trial 498 finished with value: 0.997318712959542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 83}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:37:11,686] Trial 499 finished with value: 0.996356532972844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 61, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:37:13,646] Trial 500 finished with value: 0.9974290039018486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 97}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:37:14,635] Trial 501 finished with value: 0.9970053899576744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 3, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:37:16,418] Trial 502 finished with value: 0.9971351538835371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 93}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:37:18,648] Trial 503 finished with value: 0.997373192125066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:37:23,715] Trial 504 finished with value: 0.9970245506719587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 31, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:37:29,896] Trial 505 finished with value: 0.996991312926195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 34, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:37:31,861] Trial 506 finished with value: 0.9973684690483656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:37:33,458] Trial 507 finished with value: 0.9973992093381906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:37:34,924] Trial 508 finished with value: 0.9970177305447603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:37:36,552] Trial 509 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 5.1358353470596324e-08, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:37:38,423] Trial 510 finished with value: 0.9967907489967466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:37:50,888] Trial 511 finished with value: 0.9965867847631057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 59, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:37:52,844] Trial 512 finished with value: 0.9974592147716391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:37:54,543] Trial 513 finished with value: 0.99737754278916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:37:55,146] Trial 514 finished with value: 0.9960775708260718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 89}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:37:57,209] Trial 515 finished with value: 0.9975272678910713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:37:58,592] Trial 516 finished with value: 0.9974608713634575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 98}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:38:00,929] Trial 517 finished with value: 0.9975388645098681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:38:12,284] Trial 518 finished with value: 0.9969902416448663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 54, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:38:13,926] Trial 519 finished with value: 0.9974660439758791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:38:16,088] Trial 520 finished with value: 0.9974088353185747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:38:18,283] Trial 521 finished with value: 0.9975148403421189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:38:20,441] Trial 522 finished with value: 0.9973837292055597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:38:21,650] Trial 523 finished with value: 0.9973772508956248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 94}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:38:22,987] Trial 524 finished with value: 0.997403389379294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:38:23,738] Trial 525 finished with value: 0.994042092598335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 100}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:38:38,506] Trial 526 finished with value: 0.9964401295102943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 68, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:38:39,837] Trial 527 finished with value: 0.9973919665255404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:38:41,062] Trial 528 finished with value: 0.9963241512301826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:38:41,732] Trial 529 finished with value: 0.992014556623253 and parameters: {'classifier': 'SVC', 'svc_c': 119.28533962990885, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:38:42,418] Trial 530 finished with value: 0.9970232774740627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 19}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:38:43,942] Trial 531 finished with value: 0.9975152379228858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:38:46,515] Trial 532 finished with value: 0.9972832612408288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:38:48,951] Trial 533 finished with value: 0.9977177776957636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:38:51,406] Trial 534 finished with value: 0.9971867179857358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:38:53,760] Trial 535 finished with value: 0.9974146269788816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:38:56,004] Trial 536 finished with value: 0.9974114088502778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:38:58,656] Trial 537 finished with value: 0.9972653808337318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:39:01,846] Trial 538 finished with value: 0.9973927168096731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:39:03,386] Trial 539 finished with value: 0.9970129670022282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:39:16,399] Trial 540 finished with value: 0.99634009007079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 71, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:39:18,511] Trial 541 finished with value: 0.9974787962988385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:39:21,070] Trial 542 finished with value: 0.9971757937027707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:39:29,840] Trial 543 finished with value: 0.996706281317212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 49, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:39:32,394] Trial 544 finished with value: 0.9976286505740334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:39:36,389] Trial 545 finished with value: 0.9970342492686752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 18, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:39:48,367] Trial 546 finished with value: 0.9967219163625692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 56, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:39:49,924] Trial 547 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.788686131390443e-06, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:39:51,992] Trial 548 finished with value: 0.9974967504330947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:39:53,346] Trial 549 finished with value: 0.9970992716083714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:39:53,718] Trial 550 finished with value: 0.9913848855843433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 5}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:39:55,764] Trial 551 finished with value: 0.9974758501323638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:39:58,010] Trial 552 finished with value: 0.9972355370445793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:39:59,899] Trial 553 finished with value: 0.9973593728688709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:40:01,671] Trial 554 finished with value: 0.9974040643811101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:40:02,862] Trial 555 finished with value: 0.9974688987689181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 5, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:40:04,980] Trial 556 finished with value: 0.9975567965545404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:40:08,068] Trial 557 finished with value: 0.9970715793954419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:40:10,434] Trial 558 finished with value: 0.997266199862172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:40:11,664] Trial 559 finished with value: 0.9959129669931385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:40:13,946] Trial 560 finished with value: 0.9974223688066509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:40:15,403] Trial 561 finished with value: 0.9976444665254632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 103}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:40:15,962] Trial 562 finished with value: 0.9881610258444468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 6, 'rf_n_estimators': 103}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:40:17,376] Trial 563 finished with value: 0.9974931293282796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 102}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:40:18,735] Trial 564 finished with value: 0.9973588655384201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:40:20,223] Trial 565 finished with value: 0.9972374608378406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:40:20,986] Trial 566 finished with value: 0.9969367049999804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 2, 'rf_n_estimators': 102}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:40:22,417] Trial 567 finished with value: 0.9858384151169418 and parameters: {'classifier': 'SVC', 'svc_c': 0.49643527079670285, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:40:23,344] Trial 568 finished with value: 0.995432569996999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:40:24,234] Trial 569 finished with value: 0.9970518346084466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 78}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:40:25,289] Trial 570 finished with value: 0.9972235215171418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 99}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:40:26,266] Trial 571 finished with value: 0.9971840478438424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 103}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:40:27,767] Trial 572 finished with value: 0.9974109703276103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:40:29,422] Trial 573 finished with value: 0.9975187704472009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:40:32,070] Trial 574 finished with value: 0.997157357850555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:40:33,476] Trial 575 finished with value: 0.9973288302744717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 97}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:40:35,012] Trial 576 finished with value: 0.9972532536840738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:40:36,562] Trial 577 finished with value: 0.9973979534374541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:40:37,489] Trial 578 finished with value: 0.9970615643083122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:40:43,878] Trial 579 finished with value: 0.9967369504189104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 35, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:40:52,602] Trial 580 finished with value: 0.9967729848138668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 44, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:40:53,869] Trial 581 finished with value: 0.9973655835012942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:40:55,594] Trial 582 finished with value: 0.9975720098665831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 99}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:40:57,315] Trial 583 finished with value: 0.9973540090990326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:40:59,869] Trial 584 finished with value: 0.997592196667416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:41:01,284] Trial 585 finished with value: 0.9970713283803319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 7, 'rf_n_estimators': 96}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:41:02,916] Trial 586 finished with value: 0.9850775745754614 and parameters: {'classifier': 'SVC', 'svc_c': 0.00015391799036220769, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:41:05,460] Trial 587 finished with value: 0.9974968702754333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:41:06,931] Trial 588 finished with value: 0.9972943705240566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 7, 'rf_n_estimators': 101}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:41:09,523] Trial 589 finished with value: 0.9974021235128546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:41:11,649] Trial 590 finished with value: 0.9974253134814438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:41:13,425] Trial 591 finished with value: 0.9977247834579829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:41:15,219] Trial 592 finished with value: 0.9972178728995839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:41:17,156] Trial 593 finished with value: 0.9977038814751431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:41:19,126] Trial 594 finished with value: 0.9977424615041818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:41:21,164] Trial 595 finished with value: 0.9973313513434138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:41:32,481] Trial 596 finished with value: 0.9966495652639695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 53, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:41:34,422] Trial 597 finished with value: 0.9974690199759868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:41:36,578] Trial 598 finished with value: 0.9974137427290414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:41:38,506] Trial 599 finished with value: 0.9972399583572553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:41:38,748] Trial 600 finished with value: 0.9846479518202175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 2}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:41:40,529] Trial 601 finished with value: 0.9970803852365592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:41:42,709] Trial 602 finished with value: 0.9974596105750831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:41:44,651] Trial 603 finished with value: 0.9974459604501972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:41:45,448] Trial 604 finished with value: 0.9972023142791079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 1, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:41:50,448] Trial 605 finished with value: 0.9967960353895665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 24, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:41:52,260] Trial 606 finished with value: 0.9976484085005225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:41:54,159] Trial 607 finished with value: 0.9974382245256788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:41:55,517] Trial 608 finished with value: 0.986732879739019 and parameters: {'classifier': 'SVC', 'svc_c': 583701692.2996241, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:41:57,554] Trial 609 finished with value: 0.997553951473301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:41:59,799] Trial 610 finished with value: 0.9976088213642038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:42:02,278] Trial 611 finished with value: 0.9976991776633527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:42:04,614] Trial 612 finished with value: 0.997598642763375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:42:05,535] Trial 613 finished with value: 0.9971010792408913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 38}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:42:07,971] Trial 614 finished with value: 0.9975397093412272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:42:10,178] Trial 615 finished with value: 0.9974595792815064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:42:12,888] Trial 616 finished with value: 0.9973730191217323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:42:14,752] Trial 617 finished with value: 0.9971993972797701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:42:16,826] Trial 618 finished with value: 0.9971811308762426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:42:18,732] Trial 619 finished with value: 0.9975695649686193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:42:21,358] Trial 620 finished with value: 0.9974767587251789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:42:26,878] Trial 621 finished with value: 0.9971064838256787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 27, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:42:28,543] Trial 622 finished with value: 0.9975688564198348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:42:31,019] Trial 623 finished with value: 0.9973955830600967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:42:32,512] Trial 624 finished with value: 0.9967426019246179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:42:45,315] Trial 625 finished with value: 0.9966242607890329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 63, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:42:46,212] Trial 626 finished with value: 0.994073213965215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:42:47,782] Trial 627 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 8.935514356137516e-06, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:42:49,373] Trial 628 finished with value: 0.9975723711709219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:42:50,299] Trial 629 finished with value: 0.9971933105203997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:42:51,928] Trial 630 finished with value: 0.9971869166015607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:42:52,313] Trial 631 finished with value: 0.9948008873142999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 9}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:42:54,878] Trial 632 finished with value: 0.9973547425938122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:42:57,019] Trial 633 finished with value: 0.9975284349574046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:42:59,343] Trial 634 finished with value: 0.99753322696884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:43:00,576] Trial 635 finished with value: 0.9921325094455402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 25, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:43:04,675] Trial 636 finished with value: 0.997119530136875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:43:05,112] Trial 637 finished with value: 0.9952857918867478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 33}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:43:09,036] Trial 638 finished with value: 0.9970205325893972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:43:11,218] Trial 639 finished with value: 0.9975703843461763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:43:12,795] Trial 640 finished with value: 0.9975571351345374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:43:14,618] Trial 641 finished with value: 0.9973178454990549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:43:15,942] Trial 642 finished with value: 0.9967142408670265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 52}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:43:17,858] Trial 643 finished with value: 0.9973436213136555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:43:20,881] Trial 644 finished with value: 0.997228688765857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:43:22,223] Trial 645 finished with value: 0.9867140453856372 and parameters: {'classifier': 'SVC', 'svc_c': 2413574.6030771676, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:43:23,780] Trial 646 finished with value: 0.9972418277200052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:43:39,524] Trial 647 finished with value: 0.9965774547704465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 72, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:43:41,367] Trial 648 finished with value: 0.9976555596858336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:43:43,442] Trial 649 finished with value: 0.9973818912950762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:43:45,686] Trial 650 finished with value: 0.9974591900478093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:43:48,157] Trial 651 finished with value: 0.9975433049605021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:43:50,023] Trial 652 finished with value: 0.9974632759542791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:43:51,773] Trial 653 finished with value: 0.9973811742722706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:43:58,504] Trial 654 finished with value: 0.9958195474463744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 48, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:44:00,478] Trial 655 finished with value: 0.9974684079104413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:44:15,952] Trial 656 finished with value: 0.9959808154348052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 67, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:44:18,098] Trial 657 finished with value: 0.9974815215060014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:44:20,231] Trial 658 finished with value: 0.9970494439823042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:44:22,614] Trial 659 finished with value: 0.9972560143742171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:44:24,310] Trial 660 finished with value: 0.9975491009054265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:44:25,812] Trial 661 finished with value: 0.9971904033598133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 59}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:44:26,670] Trial 662 finished with value: 0.9969798319920707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:44:27,578] Trial 663 finished with value: 0.9961175650962675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:44:29,718] Trial 664 finished with value: 0.9975422206666313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:44:32,914] Trial 665 finished with value: 0.9970648047169272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 16, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:44:34,546] Trial 666 finished with value: 0.9853850036892219 and parameters: {'classifier': 'SVC', 'svc_c': 0.047380199273758694, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:44:37,068] Trial 667 finished with value: 0.9970556988891085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:44:39,067] Trial 668 finished with value: 0.9974842177681925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:44:40,878] Trial 669 finished with value: 0.997548847986042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:44:43,014] Trial 670 finished with value: 0.9973719864019612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:44:44,473] Trial 671 finished with value: 0.9975520141279534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:44:46,474] Trial 672 finished with value: 0.9975925035729812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:44:48,362] Trial 673 finished with value: 0.9971059844297044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:44:50,281] Trial 674 finished with value: 0.9974169833280838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:44:52,413] Trial 675 finished with value: 0.997296261024253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:45:00,794] Trial 676 finished with value: 0.9967216856597196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 46, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:45:02,653] Trial 677 finished with value: 0.9972403694583708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:45:03,474] Trial 678 finished with value: 0.9968247193486285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:45:04,350] Trial 679 finished with value: 0.995509439684961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:45:07,506] Trial 680 finished with value: 0.9953328757389763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 29, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:45:09,483] Trial 681 finished with value: 0.997422708687902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:45:10,510] Trial 682 finished with value: 0.9975428451734368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 4, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:45:11,205] Trial 683 finished with value: 0.9930062342020091 and parameters: {'classifier': 'SVC', 'svc_c': 2707.202898967928, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:45:17,636] Trial 684 finished with value: 0.997134485387992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 33, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:45:18,761] Trial 685 finished with value: 0.9943802705711556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:45:21,036] Trial 686 finished with value: 0.9972062888172605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:45:24,027] Trial 687 finished with value: 0.9974417118869515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:45:25,672] Trial 688 finished with value: 0.9976083961714576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:45:27,426] Trial 689 finished with value: 0.9973378340649178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:45:29,298] Trial 690 finished with value: 0.9975249179211884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:45:30,697] Trial 691 finished with value: 0.9975691558352539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:45:33,024] Trial 692 finished with value: 0.9974350295340093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:45:35,426] Trial 693 finished with value: 0.9976205288752494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:45:37,752] Trial 694 finished with value: 0.9976272466159585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:45:39,856] Trial 695 finished with value: 0.9974021183713134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:45:41,590] Trial 696 finished with value: 0.9974224753508062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:45:43,376] Trial 697 finished with value: 0.996898882205676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:45:45,412] Trial 698 finished with value: 0.9973769519880124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:45:48,698] Trial 699 finished with value: 0.9970785303780328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:45:51,856] Trial 700 finished with value: 0.9971149596877718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 17, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:46:00,403] Trial 701 finished with value: 0.9968150657245269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 41, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:46:02,004] Trial 702 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.1984115823405051e-07, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:46:03,750] Trial 703 finished with value: 0.9974602230532216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:46:04,915] Trial 704 finished with value: 0.9971187053321358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 46}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:46:05,570] Trial 705 finished with value: 0.9891461469428015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:46:07,392] Trial 706 finished with value: 0.9974342632857094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:46:08,832] Trial 707 finished with value: 0.9973044413112139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:46:10,947] Trial 708 finished with value: 0.9975160183897683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:46:13,219] Trial 709 finished with value: 0.9973956084186849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:46:17,415] Trial 710 finished with value: 0.9972934039778224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 20, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:46:19,383] Trial 711 finished with value: 0.9975573340042656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:46:20,982] Trial 712 finished with value: 0.9974321508423261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 95}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:46:22,722] Trial 713 finished with value: 0.9974340550850362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:46:24,306] Trial 714 finished with value: 0.9974244360552539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:46:26,709] Trial 715 finished with value: 0.996976742497206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:46:28,789] Trial 716 finished with value: 0.9973723114298716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 99}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:46:32,893] Trial 717 finished with value: 0.9965548072661715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 21, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:46:34,969] Trial 718 finished with value: 0.9973082251997564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:46:36,486] Trial 719 finished with value: 0.997171016227297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:46:38,490] Trial 720 finished with value: 0.9973502524416148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:46:40,099] Trial 721 finished with value: 0.9866068935762825 and parameters: {'classifier': 'SVC', 'svc_c': 1169944682.6452608, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:46:41,358] Trial 722 finished with value: 0.9974294224613725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:46:48,436] Trial 723 finished with value: 0.9963036283883854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 34, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:46:50,452] Trial 724 finished with value: 0.9974635549622236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:46:52,085] Trial 725 finished with value: 0.9967819566125021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 100}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:46:58,736] Trial 726 finished with value: 0.9968876885313525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 35, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:46:59,539] Trial 727 finished with value: 0.9969564555632751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:47:05,463] Trial 728 finished with value: 0.9954581228845374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 49, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:47:05,989] Trial 729 finished with value: 0.9943639258661875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 1, 'rf_n_estimators': 92}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:47:19,683] Trial 730 finished with value: 0.9967269087354143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 60, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:47:21,246] Trial 731 finished with value: 0.997352447340082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:47:24,138] Trial 732 finished with value: 0.9961247130760501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 26, 'rf_n_estimators': 103}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:47:26,924] Trial 733 finished with value: 0.9975699137999602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:47:29,191] Trial 734 finished with value: 0.997273988154238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:47:31,064] Trial 735 finished with value: 0.9972938873144154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:47:32,995] Trial 736 finished with value: 0.9975121074861203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:47:36,348] Trial 737 finished with value: 0.9973437099258932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:47:38,314] Trial 738 finished with value: 0.9973612493409122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 97}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:47:43,625] Trial 739 finished with value: 0.9969385790282029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 27, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:47:45,785] Trial 740 finished with value: 0.9972719045606125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:47:47,416] Trial 741 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.2797920144898199e-05, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:47:48,880] Trial 742 finished with value: 0.9974287262903719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:47:50,699] Trial 743 finished with value: 0.9974563489338082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:47:52,606] Trial 744 finished with value: 0.9975693380425806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:47:53,592] Trial 745 finished with value: 0.9972695831548464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:47:55,999] Trial 746 finished with value: 0.9972374883228685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 102}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:47:59,045] Trial 747 finished with value: 0.9974339357505042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:47:59,975] Trial 748 finished with value: 0.9971533990861426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:48:02,655] Trial 749 finished with value: 0.9967581110656961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:48:03,717] Trial 750 finished with value: 0.997370362690615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:48:05,189] Trial 751 finished with value: 0.9973962155648547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:48:12,766] Trial 752 finished with value: 0.9969463801106455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 37, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:48:14,874] Trial 753 finished with value: 0.9975283692599363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:48:20,557] Trial 754 finished with value: 0.9969834291030276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 25, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:48:22,976] Trial 755 finished with value: 0.9977458074413389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:48:25,400] Trial 756 finished with value: 0.9972791218242469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:48:28,092] Trial 757 finished with value: 0.997255067410272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:48:30,137] Trial 758 finished with value: 0.9971966622021181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:48:31,631] Trial 759 finished with value: 0.9967252618553957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 56}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:48:33,455] Trial 760 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 4.755981151871884e-09, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:48:36,989] Trial 761 finished with value: 0.9973605023892599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 17, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:48:39,235] Trial 762 finished with value: 0.9976084798960576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:48:41,656] Trial 763 finished with value: 0.9975666606644444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:48:43,708] Trial 764 finished with value: 0.9975999727403875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:48:45,504] Trial 765 finished with value: 0.9962078633467835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:48:48,062] Trial 766 finished with value: 0.9973559949081651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:48:50,089] Trial 767 finished with value: 0.9974237239835618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:48:52,226] Trial 768 finished with value: 0.9972210959158255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:48:54,530] Trial 769 finished with value: 0.9977860253368306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:48:56,868] Trial 770 finished with value: 0.9972764976705816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:49:02,129] Trial 771 finished with value: 0.9967491583098051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 31, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:49:10,483] Trial 772 finished with value: 0.9965561067113172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 36, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:49:14,204] Trial 773 finished with value: 0.996865238754241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 22, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:49:17,074] Trial 774 finished with value: 0.9971884150116481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:49:19,373] Trial 775 finished with value: 0.997563044574219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:49:21,693] Trial 776 finished with value: 0.9975271497943173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:49:22,435] Trial 777 finished with value: 0.9899554938295233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:49:24,897] Trial 778 finished with value: 0.9975742582434242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:49:25,767] Trial 779 finished with value: 0.9887997050218958 and parameters: {'classifier': 'SVC', 'svc_c': 2.3541576850775794, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:49:28,268] Trial 780 finished with value: 0.997387850023728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:49:29,429] Trial 781 finished with value: 0.9953244977248518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:49:38,701] Trial 782 finished with value: 0.9969274083638621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 44, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:49:45,193] Trial 783 finished with value: 0.9969754573658567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 29, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:49:47,271] Trial 784 finished with value: 0.9975180669130058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:49:49,834] Trial 785 finished with value: 0.9971952362496733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:49:52,681] Trial 786 finished with value: 0.9973820103122292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:49:53,631] Trial 787 finished with value: 0.9942181351539757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:49:56,535] Trial 788 finished with value: 0.9975969320901622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:49:58,716] Trial 789 finished with value: 0.997519070878233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:50:01,844] Trial 790 finished with value: 0.9967333655905238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:50:03,014] Trial 791 finished with value: 0.9964909186045304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 30, 'rf_n_estimators': 18}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:50:07,867] Trial 792 finished with value: 0.9956901131821564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 70, 'rf_n_estimators': 42}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:50:10,311] Trial 793 finished with value: 0.9974189439690556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:50:12,025] Trial 794 finished with value: 0.9975222784063756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:50:14,137] Trial 795 finished with value: 0.9973844854246812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:50:16,379] Trial 796 finished with value: 0.9975994032036378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:50:18,256] Trial 797 finished with value: 0.9974660532116101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:50:19,247] Trial 798 finished with value: 0.9882478741526827 and parameters: {'classifier': 'SVC', 'svc_c': 39326.32341697315, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:50:21,823] Trial 799 finished with value: 0.997742841502148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:50:24,017] Trial 800 finished with value: 0.9972760331863059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 67}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:50:26,433] Trial 801 finished with value: 0.9974753041134038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:50:30,567] Trial 802 finished with value: 0.9973350326867769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 21, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:50:32,253] Trial 803 finished with value: 0.9964754282205556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:50:34,751] Trial 804 finished with value: 0.9974868264972353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:50:38,422] Trial 805 finished with value: 0.9973394464140931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:50:41,218] Trial 806 finished with value: 0.9967539328336535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 14, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:50:44,054] Trial 807 finished with value: 0.9976092137082161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 16, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:50:46,277] Trial 808 finished with value: 0.997325566824136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:50:48,851] Trial 809 finished with value: 0.9974705287643699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:50:56,000] Trial 810 finished with value: 0.9970924609390694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 39, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:50:58,618] Trial 811 finished with value: 0.9973496847139262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:51:01,701] Trial 812 finished with value: 0.9975910844759245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:51:03,725] Trial 813 finished with value: 0.9974453093787634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:51:06,402] Trial 814 finished with value: 0.9973638712729241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:51:07,649] Trial 815 finished with value: 0.9974396279759471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:51:11,156] Trial 816 finished with value: 0.9967670055507888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 19, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:51:12,741] Trial 817 finished with value: 0.9851408298119452 and parameters: {'classifier': 'SVC', 'svc_c': 0.00043130391926342874, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:51:15,362] Trial 818 finished with value: 0.9973122448374753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:51:17,670] Trial 819 finished with value: 0.9972137822641658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:51:22,304] Trial 820 finished with value: 0.9970276209971275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 27, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:51:24,447] Trial 821 finished with value: 0.9975271221188623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:51:36,775] Trial 822 finished with value: 0.9966159973804922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 67, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:51:38,823] Trial 823 finished with value: 0.9973267399524098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:51:39,652] Trial 824 finished with value: 0.9967143984139993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:51:41,847] Trial 825 finished with value: 0.9974061092227505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:51:44,996] Trial 826 finished with value: 0.9970745777072986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:51:56,216] Trial 827 finished with value: 0.9962412576239069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 54, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:51:58,339] Trial 828 finished with value: 0.997379748922846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:52:00,211] Trial 829 finished with value: 0.9974824153406896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 72}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:52:02,127] Trial 830 finished with value: 0.9974226660638923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:52:03,619] Trial 831 finished with value: 0.9975005664721373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 94}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:52:05,712] Trial 832 finished with value: 0.9975570027874632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:52:06,760] Trial 833 finished with value: 0.9970023995485567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:52:08,547] Trial 834 finished with value: 0.9973572389071864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:52:11,152] Trial 835 finished with value: 0.9974354596778694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:52:11,945] Trial 836 finished with value: 0.9973260402585019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 62}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:52:13,620] Trial 837 finished with value: 0.9852049079171561 and parameters: {'classifier': 'SVC', 'svc_c': 2.8285485158283987e-07, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:52:16,139] Trial 838 finished with value: 0.997493612506183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:52:17,771] Trial 839 finished with value: 0.9972835345676881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:52:19,964] Trial 840 finished with value: 0.9977417247403978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:52:22,529] Trial 841 finished with value: 0.9972844024725057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:52:29,434] Trial 842 finished with value: 0.9964038412120783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 41, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:52:34,321] Trial 843 finished with value: 0.9970854438781552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 22, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:52:35,716] Trial 844 finished with value: 0.996530169604671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:52:49,364] Trial 845 finished with value: 0.9967084578394306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 58, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:52:52,171] Trial 846 finished with value: 0.9975701793510318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:52:54,603] Trial 847 finished with value: 0.9974328881773923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:52:57,438] Trial 848 finished with value: 0.9972231930615374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:52:59,402] Trial 849 finished with value: 0.9968005610247443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 15, 'rf_n_estimators': 90}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:53:01,404] Trial 850 finished with value: 0.9972815853841007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:53:02,268] Trial 851 finished with value: 0.9971657888035091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:53:03,281] Trial 852 finished with value: 0.9972084286187198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 4, 'rf_n_estimators': 97}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:53:03,977] Trial 853 finished with value: 0.9966996321621212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 29}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:53:06,283] Trial 854 finished with value: 0.9975445680340059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:53:07,915] Trial 855 finished with value: 0.9853823816302585 and parameters: {'classifier': 'SVC', 'svc_c': 0.010915186088967879, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:53:17,773] Trial 856 finished with value: 0.9962142941450708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 53, 'rf_n_estimators': 100}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:53:29,104] Trial 857 finished with value: 0.9967492171836235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 51, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:53:31,472] Trial 858 finished with value: 0.9963656643179402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 16, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:53:46,021] Trial 859 finished with value: 0.9965342410703929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 61, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:53:48,269] Trial 860 finished with value: 0.9972932718529136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:53:51,390] Trial 861 finished with value: 0.9973770861441471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:53:53,209] Trial 862 finished with value: 0.9974807900741857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:53:55,569] Trial 863 finished with value: 0.9975205301554806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:53:56,389] Trial 864 finished with value: 0.9900811816876676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:54:01,795] Trial 865 finished with value: 0.9969708864089472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 24, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:54:12,143] Trial 866 finished with value: 0.9969740243358586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 48, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:54:16,183] Trial 867 finished with value: 0.9946428535138541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 39, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:54:17,659] Trial 868 finished with value: 0.9967006159103011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:54:20,304] Trial 869 finished with value: 0.9972852687586901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:54:22,867] Trial 870 finished with value: 0.9974114395725723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:54:25,201] Trial 871 finished with value: 0.9974494486683935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:54:26,708] Trial 872 finished with value: 0.997490512442595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:54:33,511] Trial 873 finished with value: 0.9968878960337916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 36, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:54:34,190] Trial 874 finished with value: 0.9927875505616414 and parameters: {'classifier': 'SVC', 'svc_c': 462.0501167087413, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:54:38,510] Trial 875 finished with value: 0.9974018922069847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 19, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:54:40,446] Trial 876 finished with value: 0.997515258044719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 101}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:54:42,189] Trial 877 finished with value: 0.9973709255941418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:54:55,908] Trial 878 finished with value: 0.9964968632415512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 66, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:54:57,633] Trial 879 finished with value: 0.9974256614241234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:54:58,453] Trial 880 finished with value: 0.9948621022794023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:54:59,468] Trial 881 finished with value: 0.9969031156616778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 3, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:55:01,843] Trial 882 finished with value: 0.9976869815154835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:55:04,483] Trial 883 finished with value: 0.9970742895588366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:55:05,638] Trial 884 finished with value: 0.9943741917145242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:55:08,053] Trial 885 finished with value: 0.9975077252428083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:55:13,188] Trial 886 finished with value: 0.9964994854274664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 33, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:55:29,526] Trial 887 finished with value: 0.9954020207376392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 74, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:55:32,304] Trial 888 finished with value: 0.9970433020307125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:55:34,990] Trial 889 finished with value: 0.9971115729356655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:55:36,156] Trial 890 finished with value: 0.9971036941905637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 50}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:55:38,306] Trial 891 finished with value: 0.9974068317044762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:55:40,844] Trial 892 finished with value: 0.9974511212878548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:55:43,569] Trial 893 finished with value: 0.9973227821718723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:55:44,627] Trial 894 finished with value: 0.9870798726934744 and parameters: {'classifier': 'SVC', 'svc_c': 0.9133831132136061, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:55:46,786] Trial 895 finished with value: 0.9976571863488054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:55:50,016] Trial 896 finished with value: 0.99736058262269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:55:55,515] Trial 897 finished with value: 0.9972531849715041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 24, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:55:57,518] Trial 898 finished with value: 0.9971334097268322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 87}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:55:58,482] Trial 899 finished with value: 0.9970005590355647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 4, 'rf_n_estimators': 93}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:56:00,693] Trial 900 finished with value: 0.9974993766497241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:56:03,004] Trial 901 finished with value: 0.9974600741389597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:56:04,271] Trial 902 finished with value: 0.9974385426664631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:56:06,168] Trial 903 finished with value: 0.9968480432511875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:56:08,851] Trial 904 finished with value: 0.99753223972949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:56:10,549] Trial 905 finished with value: 0.9974027037770168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 96}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:56:16,422] Trial 906 finished with value: 0.997263422255724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 29, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:56:18,724] Trial 907 finished with value: 0.9974775108183723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:56:21,241] Trial 908 finished with value: 0.9974489776778466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:56:24,822] Trial 909 finished with value: 0.9972986779293826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:56:27,413] Trial 910 finished with value: 0.9974185142060507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:56:29,173] Trial 911 finished with value: 0.9970675800065077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:56:30,008] Trial 912 finished with value: 0.9910026378766288 and parameters: {'classifier': 'SVC', 'svc_c': 26.664883105428963, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:56:32,250] Trial 913 finished with value: 0.9974762458088563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:56:34,131] Trial 914 finished with value: 0.9975912830282736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:56:36,893] Trial 915 finished with value: 0.9972816802169682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:56:40,914] Trial 916 finished with value: 0.9971674351757214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 18, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:56:41,675] Trial 917 finished with value: 0.9968609809552644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:56:44,289] Trial 918 finished with value: 0.997272725588541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:56:46,024] Trial 919 finished with value: 0.9972998543583987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:56:47,927] Trial 920 finished with value: 0.9974550249235223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:56:49,253] Trial 921 finished with value: 0.9966794292384313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:56:50,885] Trial 922 finished with value: 0.9974796463352144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:56:53,004] Trial 923 finished with value: 0.997392475379411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 100}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:56:54,336] Trial 924 finished with value: 0.9971162930290026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:56:56,523] Trial 925 finished with value: 0.9977163861472107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:56:58,702] Trial 926 finished with value: 0.9972995752235027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:57:00,252] Trial 927 finished with value: 0.9972525565926741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:57:02,785] Trial 928 finished with value: 0.9974994657062924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:57:05,822] Trial 929 finished with value: 0.9974676644816965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:57:08,224] Trial 930 finished with value: 0.9969659860442958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:57:14,766] Trial 931 finished with value: 0.9964492718684443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 29, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:57:16,354] Trial 932 finished with value: 0.9850765916524669 and parameters: {'classifier': 'SVC', 'svc_c': 4.783290917535195e-10, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:57:20,601] Trial 933 finished with value: 0.9915127255899931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 65, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:57:22,496] Trial 934 finished with value: 0.9975473972780294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:57:24,170] Trial 935 finished with value: 0.9975501841202087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:57:30,386] Trial 936 finished with value: 0.9965652013039165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 27, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:57:32,666] Trial 937 finished with value: 0.997023518110877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:57:33,201] Trial 938 finished with value: 0.9934208421975596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 12}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:57:35,148] Trial 939 finished with value: 0.9975120119232809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:57:36,695] Trial 940 finished with value: 0.9974189148019187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 75}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:57:38,583] Trial 941 finished with value: 0.9972957502026322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:57:41,122] Trial 942 finished with value: 0.997753027244006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:57:43,525] Trial 943 finished with value: 0.9969742877922285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:57:46,419] Trial 944 finished with value: 0.9973952822482097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:57:48,810] Trial 945 finished with value: 0.9973357798288567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:57:51,288] Trial 946 finished with value: 0.9972444489537833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:57:54,440] Trial 947 finished with value: 0.9971562031937434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:57:56,574] Trial 948 finished with value: 0.9973406050698811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:57:58,797] Trial 949 finished with value: 0.9975973710254227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:58:00,292] Trial 950 finished with value: 0.9970810262788143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 81}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:58:09,696] Trial 951 finished with value: 0.9967935175896291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 41, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:58:11,535] Trial 952 finished with value: 0.9854030285990115 and parameters: {'classifier': 'SVC', 'svc_c': 0.15516335103395076, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:58:12,686] Trial 953 finished with value: 0.9953958155641359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:58:15,064] Trial 954 finished with value: 0.9973888502121439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:58:15,781] Trial 955 finished with value: 0.9959055447026216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 2, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:58:16,824] Trial 956 finished with value: 0.9915437646922168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 16, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:58:18,692] Trial 957 finished with value: 0.9973372407564755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:58:20,518] Trial 958 finished with value: 0.9975881731259344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:58:22,678] Trial 959 finished with value: 0.9975864719106181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:58:25,492] Trial 960 finished with value: 0.9973544431466551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:58:27,905] Trial 961 finished with value: 0.9973136140742794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:58:29,095] Trial 962 finished with value: 0.9963617564928692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:58:31,690] Trial 963 finished with value: 0.9971304749225283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:58:34,850] Trial 964 finished with value: 0.9971679292714649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:58:36,507] Trial 965 finished with value: 0.9975146033551637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:58:38,717] Trial 966 finished with value: 0.9975529831814821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:58:40,418] Trial 967 finished with value: 0.9973433762652718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:58:42,478] Trial 968 finished with value: 0.9975032727317693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:58:45,174] Trial 969 finished with value: 0.9974628110574103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:58:46,794] Trial 970 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 3.535890300890727e-05, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:58:49,131] Trial 971 finished with value: 0.9973549494932309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:58:51,169] Trial 972 finished with value: 0.9974899456353055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:58:53,148] Trial 973 finished with value: 0.9973634222767472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:58:54,891] Trial 974 finished with value: 0.9973334233209649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:58:57,427] Trial 975 finished with value: 0.997028379501378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:58:58,046] Trial 976 finished with value: 0.9965762143895467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 21}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:59:06,915] Trial 977 finished with value: 0.996720549918701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 45, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:59:08,551] Trial 978 finished with value: 0.9974165928566082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:59:12,244] Trial 979 finished with value: 0.9975074033569508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:59:14,647] Trial 980 finished with value: 0.9972858447699728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:59:16,426] Trial 981 finished with value: 0.9974234537352796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:59:18,118] Trial 982 finished with value: 0.997248505724854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:59:20,231] Trial 983 finished with value: 0.9975014325361563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:59:23,189] Trial 984 finished with value: 0.9973359472780565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:59:27,840] Trial 985 finished with value: 0.9963158031131668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 35, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:59:29,248] Trial 986 finished with value: 0.9968100262208893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:59:30,223] Trial 987 finished with value: 0.9952642203610121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:59:43,349] Trial 988 finished with value: 0.9964997924917212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 63, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:59:45,063] Trial 989 finished with value: 0.9853501004332879 and parameters: {'classifier': 'SVC', 'svc_c': 0.003738600973818631, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:59:47,625] Trial 990 finished with value: 0.9975822142703309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:59:49,723] Trial 991 finished with value: 0.9977724070450656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:59:52,047] Trial 992 finished with value: 0.9972547406685145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:59:53,115] Trial 993 finished with value: 0.9973452523881962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 3, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:59:55,236] Trial 994 finished with value: 0.9975419724127192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:59:57,429] Trial 995 finished with value: 0.9975590226196326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 15:59:59,755] Trial 996 finished with value: 0.9974295030756574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:00:04,514] Trial 997 finished with value: 0.9972166646374464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 22, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:00:07,454] Trial 998 finished with value: 0.9972773171433524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:00:09,874] Trial 999 finished with value: 0.9974081774234907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:00:12,028] Trial 1000 finished with value: 0.9975963592844082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:00:16,466] Trial 1001 finished with value: 0.9967299791240588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 20, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:00:18,733] Trial 1002 finished with value: 0.9972728628549906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:00:19,550] Trial 1003 finished with value: 0.9970144522410841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:00:30,698] Trial 1004 finished with value: 0.9960646526408078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 49, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:00:33,386] Trial 1005 finished with value: 0.9969610787607807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:00:35,633] Trial 1006 finished with value: 0.9974366933938086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:00:37,714] Trial 1007 finished with value: 0.9973028935804183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:00:40,091] Trial 1008 finished with value: 0.9973686799150228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:00:41,681] Trial 1009 finished with value: 0.9850924908841657 and parameters: {'classifier': 'SVC', 'svc_c': 0.00033968008985777983, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:00:51,066] Trial 1010 finished with value: 0.9967622800302699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 42, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:00:53,001] Trial 1011 finished with value: 0.9972165333059854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:00:59,586] Trial 1012 finished with value: 0.997132824955887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 32, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:01:02,182] Trial 1013 finished with value: 0.9974886577427583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:01:05,096] Trial 1014 finished with value: 0.9973698674205688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:01:09,301] Trial 1015 finished with value: 0.9971583102734204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:01:11,466] Trial 1016 finished with value: 0.997637172265665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:01:13,267] Trial 1017 finished with value: 0.9975434018880717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:01:15,255] Trial 1018 finished with value: 0.9974572455931702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:01:17,564] Trial 1019 finished with value: 0.9972407408236261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:01:22,022] Trial 1020 finished with value: 0.9972598390142328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 23, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:01:24,610] Trial 1021 finished with value: 0.997381980192955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:01:25,438] Trial 1022 finished with value: 0.9900081180095696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:01:27,836] Trial 1023 finished with value: 0.9973707892798293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:01:29,928] Trial 1024 finished with value: 0.9975470980847755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:01:33,475] Trial 1025 finished with value: 0.9974054763053997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:01:35,531] Trial 1026 finished with value: 0.9972525678913691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:01:38,121] Trial 1027 finished with value: 0.9975125972972462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:01:39,750] Trial 1028 finished with value: 0.985206137570643 and parameters: {'classifier': 'SVC', 'svc_c': 2.0310085319223406e-08, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:01:42,462] Trial 1029 finished with value: 0.9974720138762742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:01:43,303] Trial 1030 finished with value: 0.9970488168095146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:01:45,161] Trial 1031 finished with value: 0.997349509806318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:01:46,719] Trial 1032 finished with value: 0.997301580614924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:01:49,047] Trial 1033 finished with value: 0.9972089873011051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:01:50,540] Trial 1034 finished with value: 0.9973997787797263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:01:53,237] Trial 1035 finished with value: 0.9974501262409801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:01:56,538] Trial 1036 finished with value: 0.9972937880699786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:01:58,612] Trial 1037 finished with value: 0.9972971725369555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:02:00,525] Trial 1038 finished with value: 0.9974564541767094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:02:02,626] Trial 1039 finished with value: 0.9974531414374034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:02:08,673] Trial 1040 finished with value: 0.9970740254359707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 32, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:02:10,482] Trial 1041 finished with value: 0.9966837578764175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:02:12,123] Trial 1042 finished with value: 0.9971548648696613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:02:18,256] Trial 1043 finished with value: 0.9975615727922357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 27, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:02:20,003] Trial 1044 finished with value: 0.9971907283559857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:02:33,424] Trial 1045 finished with value: 0.9962710500293873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 72, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:02:35,116] Trial 1046 finished with value: 0.9975086723337051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:02:35,886] Trial 1047 finished with value: 0.9901622892432003 and parameters: {'classifier': 'SVC', 'svc_c': 5.6768131910557065, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:02:38,198] Trial 1048 finished with value: 0.996964609444297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:02:39,013] Trial 1049 finished with value: 0.9972030616116151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:02:46,041] Trial 1050 finished with value: 0.9967335765841326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 39, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:02:48,201] Trial 1051 finished with value: 0.9974394126025069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:02:50,295] Trial 1052 finished with value: 0.9974829311451617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 85}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:02:52,274] Trial 1053 finished with value: 0.9974217263679278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:02:53,478] Trial 1054 finished with value: 0.9944655588025499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:02:55,325] Trial 1055 finished with value: 0.9965812939464237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:02:57,267] Trial 1056 finished with value: 0.9972214930205237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 64}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:03:03,446] Trial 1057 finished with value: 0.9972077860847831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 31, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:03:04,630] Trial 1058 finished with value: 0.9974533578264566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 57}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:03:05,583] Trial 1059 finished with value: 0.9968272011895168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 3, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:03:10,348] Trial 1060 finished with value: 0.9971925779460195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 22, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:03:11,902] Trial 1061 finished with value: 0.9969480687894882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:03:13,820] Trial 1062 finished with value: 0.9974746917622171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:03:14,837] Trial 1063 finished with value: 0.9943837537747626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:03:16,802] Trial 1064 finished with value: 0.9974794356272466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:03:17,698] Trial 1065 finished with value: 0.9901124842779992 and parameters: {'classifier': 'SVC', 'svc_c': 14227.175870758601, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:03:19,456] Trial 1066 finished with value: 0.9972041683124485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:03:19,794] Trial 1067 finished with value: 0.9915658268225264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 1, 'rf_n_estimators': 33}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:03:21,478] Trial 1068 finished with value: 0.9976586084927012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:03:23,997] Trial 1069 finished with value: 0.9971909479188298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:03:26,213] Trial 1070 finished with value: 0.9976044051613311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:03:28,185] Trial 1071 finished with value: 0.9974728706728243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:03:30,602] Trial 1072 finished with value: 0.997616922687251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:03:31,754] Trial 1073 finished with value: 0.9974354201959125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:03:33,750] Trial 1074 finished with value: 0.9974901353010406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:03:36,259] Trial 1075 finished with value: 0.9975548032869997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:03:38,433] Trial 1076 finished with value: 0.9973342426350463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:03:40,767] Trial 1077 finished with value: 0.9976108875337181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:03:41,539] Trial 1078 finished with value: 0.9968926689707444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 42}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:03:43,596] Trial 1079 finished with value: 0.9974784479118283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:03:46,065] Trial 1080 finished with value: 0.9975182137643038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:03:49,470] Trial 1081 finished with value: 0.9971075615180647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:03:51,422] Trial 1082 finished with value: 0.9957890799121261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 20, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:03:52,878] Trial 1083 finished with value: 0.9974424452547793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:03:54,990] Trial 1084 finished with value: 0.9951294362281594 and parameters: {'classifier': 'SVC', 'svc_c': 287327.64818981115, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:03:57,324] Trial 1085 finished with value: 0.9973420304827814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:03:58,195] Trial 1086 finished with value: 0.9970145745907173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 3, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:03:59,905] Trial 1087 finished with value: 0.997254863272051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:04:02,913] Trial 1088 finished with value: 0.9974911978544446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:04:05,029] Trial 1089 finished with value: 0.9972666122645416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:04:06,748] Trial 1090 finished with value: 0.9969027156370919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:04:08,612] Trial 1091 finished with value: 0.9975805658351549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:04:10,830] Trial 1092 finished with value: 0.9975224071035904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:04:12,292] Trial 1093 finished with value: 0.9974350468946448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:04:15,287] Trial 1094 finished with value: 0.9973994251559614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:04:17,172] Trial 1095 finished with value: 0.9977355613022428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:04:19,259] Trial 1096 finished with value: 0.9975925845681212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:04:21,504] Trial 1097 finished with value: 0.9975633417045086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:04:23,446] Trial 1098 finished with value: 0.9975023992093419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:04:24,773] Trial 1099 finished with value: 0.9963591913082356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:04:26,650] Trial 1100 finished with value: 0.9974363545916463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:04:29,012] Trial 1101 finished with value: 0.9976167585070557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:04:29,882] Trial 1102 finished with value: 0.9906251152133647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:04:32,879] Trial 1103 finished with value: 0.9969642863523989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 17, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:04:41,707] Trial 1104 finished with value: 0.9967227426589903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 44, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:04:42,359] Trial 1105 finished with value: 0.9926210390900413 and parameters: {'classifier': 'SVC', 'svc_c': 305.217156068523, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:04:43,285] Trial 1106 finished with value: 0.9943105237900293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:04:44,906] Trial 1107 finished with value: 0.9970534753947868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:04:47,369] Trial 1108 finished with value: 0.9975135376914445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:04:49,754] Trial 1109 finished with value: 0.9974051664164713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:04:51,851] Trial 1110 finished with value: 0.9973541239585196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:04:53,900] Trial 1111 finished with value: 0.997269574712563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:04:56,759] Trial 1112 finished with value: 0.9974966208154804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:05:02,623] Trial 1113 finished with value: 0.9974205013481753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 29, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:05:10,588] Trial 1114 finished with value: 0.9965064766854619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 51, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:05:12,462] Trial 1115 finished with value: 0.9975070799476736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:05:15,112] Trial 1116 finished with value: 0.9972489748746023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:05:26,444] Trial 1117 finished with value: 0.9970579419022431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 50, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:05:30,164] Trial 1118 finished with value: 0.9973995719755214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:05:32,915] Trial 1119 finished with value: 0.9974111987135924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:05:35,080] Trial 1120 finished with value: 0.9976552886758419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:05:37,741] Trial 1121 finished with value: 0.9975130432465842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:05:38,390] Trial 1122 finished with value: 0.9952055661372362 and parameters: {'classifier': 'SVC', 'svc_c': 3088.7552328744937, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:05:40,328] Trial 1123 finished with value: 0.9973424230489588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:05:41,504] Trial 1124 finished with value: 0.9971800796850091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 70}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:05:43,622] Trial 1125 finished with value: 0.9973905209590689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:05:44,839] Trial 1126 finished with value: 0.9971661102450361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:05:59,153] Trial 1127 finished with value: 0.9966651994524032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 63, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:06:01,752] Trial 1128 finished with value: 0.997411862892782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:06:06,490] Trial 1129 finished with value: 0.9955306139473089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 38, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:06:08,329] Trial 1130 finished with value: 0.9969737706230263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:06:12,795] Trial 1131 finished with value: 0.9971248954618708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 25, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:06:15,297] Trial 1132 finished with value: 0.9970766193434103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:06:16,370] Trial 1133 finished with value: 0.9911112734966335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:06:18,345] Trial 1134 finished with value: 0.9973220079890955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:06:20,685] Trial 1135 finished with value: 0.9974826308728192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:06:21,453] Trial 1136 finished with value: 0.9964480475786637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:06:23,305] Trial 1137 finished with value: 0.9974835011897177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:06:26,052] Trial 1138 finished with value: 0.997342224401396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:06:28,381] Trial 1139 finished with value: 0.9973910625347219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:06:30,261] Trial 1140 finished with value: 0.9975589631110561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:06:31,499] Trial 1141 finished with value: 0.986736321080326 and parameters: {'classifier': 'SVC', 'svc_c': 46164478.217864536, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:06:33,563] Trial 1142 finished with value: 0.9974080037853991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:06:40,679] Trial 1143 finished with value: 0.9968490841276009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 33, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:06:44,331] Trial 1144 finished with value: 0.9971206319183329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 20, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:06:45,120] Trial 1145 finished with value: 0.9957878007792414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:06:47,665] Trial 1146 finished with value: 0.9976616923699563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:06:50,128] Trial 1147 finished with value: 0.9974479847574114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:06:50,942] Trial 1148 finished with value: 0.995380033921384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:06:55,804] Trial 1149 finished with value: 0.9974462428540978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:06:58,604] Trial 1150 finished with value: 0.9975165821819566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:07:00,387] Trial 1151 finished with value: 0.9975332816532544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:07:03,956] Trial 1152 finished with value: 0.9971957231726498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:07:06,203] Trial 1153 finished with value: 0.997492025071265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:07:08,169] Trial 1154 finished with value: 0.9975026479075848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:07:10,901] Trial 1155 finished with value: 0.9971956168506598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:07:21,115] Trial 1156 finished with value: 0.9969050486589323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 45, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:07:22,635] Trial 1157 finished with value: 0.9975452496690446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:07:24,081] Trial 1158 finished with value: 0.9970110384482807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:07:25,878] Trial 1159 finished with value: 0.9971409013646767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:07:27,646] Trial 1160 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 4.988272784139324e-06, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:07:29,727] Trial 1161 finished with value: 0.9972180998573602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:07:45,423] Trial 1162 finished with value: 0.9966891838208166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 67, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:07:48,502] Trial 1163 finished with value: 0.997487914567917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:07:50,577] Trial 1164 finished with value: 0.997471683262492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:07:52,821] Trial 1165 finished with value: 0.9972927876593972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:07:54,485] Trial 1166 finished with value: 0.9967845639133387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:07:56,445] Trial 1167 finished with value: 0.9972457059018707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:07:58,809] Trial 1168 finished with value: 0.996901148482697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:08:01,440] Trial 1169 finished with value: 0.9975936048148947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:08:03,396] Trial 1170 finished with value: 0.9975027841584216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:08:05,707] Trial 1171 finished with value: 0.9975565384618769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:08:11,853] Trial 1172 finished with value: 0.9972750537544813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 27, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:08:15,381] Trial 1173 finished with value: 0.9970882357349237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 18, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:08:25,298] Trial 1174 finished with value: 0.996798196868017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 46, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:08:30,706] Trial 1175 finished with value: 0.997151820728266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 25, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:08:33,092] Trial 1176 finished with value: 0.9975459332083578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:08:35,028] Trial 1177 finished with value: 0.9977400681168415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:08:45,545] Trial 1178 finished with value: 0.9969391841114089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 52, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:08:45,955] Trial 1179 finished with value: 0.9948807500456259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 23}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:08:46,673] Trial 1180 finished with value: 0.9915665299123906 and parameters: {'classifier': 'SVC', 'svc_c': 54.55351271760432, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:08:48,204] Trial 1181 finished with value: 0.9975561643988994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:08:49,471] Trial 1182 finished with value: 0.996733207726172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:08:51,373] Trial 1183 finished with value: 0.9974368992458764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:08:52,757] Trial 1184 finished with value: 0.9975360682097926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:08:54,635] Trial 1185 finished with value: 0.9975552527592453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:08:56,337] Trial 1186 finished with value: 0.9974547185257635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:08:57,790] Trial 1187 finished with value: 0.9963889826028893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:08:59,658] Trial 1188 finished with value: 0.9974912481590281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:09:00,697] Trial 1189 finished with value: 0.9956155850535318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:09:02,599] Trial 1190 finished with value: 0.9974750612549358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:09:04,829] Trial 1191 finished with value: 0.9975202012238076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:09:06,753] Trial 1192 finished with value: 0.9974159327398707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:09:08,526] Trial 1193 finished with value: 0.9973830544259089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:09:10,148] Trial 1194 finished with value: 0.9968233952113911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:09:11,670] Trial 1195 finished with value: 0.997482984877439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:09:12,727] Trial 1196 finished with value: 0.9975637292878345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 53}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:09:14,784] Trial 1197 finished with value: 0.9975421316100631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:09:15,549] Trial 1198 finished with value: 0.990992977873208 and parameters: {'classifier': 'SVC', 'svc_c': 10.593989998217479, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:09:18,858] Trial 1199 finished with value: 0.9973767982813264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:09:21,006] Trial 1200 finished with value: 0.9973628014515391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:09:23,419] Trial 1201 finished with value: 0.9975013373224337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:09:25,312] Trial 1202 finished with value: 0.9974714415465887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:09:26,622] Trial 1203 finished with value: 0.997391418221451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:09:27,729] Trial 1204 finished with value: 0.997261975102357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:09:28,747] Trial 1205 finished with value: 0.9942547201381507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:09:29,292] Trial 1206 finished with value: 0.9965465992720176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 2, 'rf_n_estimators': 60}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:09:31,604] Trial 1207 finished with value: 0.9976340233574374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:09:33,723] Trial 1208 finished with value: 0.9972716791262557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:09:46,183] Trial 1209 finished with value: 0.9960702456535518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 58, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:09:58,659] Trial 1210 finished with value: 0.9967590079154854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 59, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:09:59,353] Trial 1211 finished with value: 0.9890116479433096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:10:03,426] Trial 1212 finished with value: 0.9972271230079298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 21, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:10:05,032] Trial 1213 finished with value: 0.9968949814581585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:10:07,791] Trial 1214 finished with value: 0.9973953311563252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:10:10,177] Trial 1215 finished with value: 0.9973732887987321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:10:17,486] Trial 1216 finished with value: 0.9968814249600993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 36, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:10:18,607] Trial 1217 finished with value: 0.9868072895169867 and parameters: {'classifier': 'SVC', 'svc_c': 620195.6506725489, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:10:23,333] Trial 1218 finished with value: 0.9963552556490199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 31, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:10:27,943] Trial 1219 finished with value: 0.9967047886834237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 52, 'rf_n_estimators': 47}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:10:33,099] Trial 1220 finished with value: 0.9940749127684502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 55, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:10:34,876] Trial 1221 finished with value: 0.9973978908185627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:10:37,005] Trial 1222 finished with value: 0.9975269587321146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:10:37,607] Trial 1223 finished with value: 0.9972863714288094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 1, 'rf_n_estimators': 77}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:10:45,071] Trial 1224 finished with value: 0.9965261505382341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 34, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:10:47,269] Trial 1225 finished with value: 0.9973099093083403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:10:49,663] Trial 1226 finished with value: 0.9975200965204508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:10:52,052] Trial 1227 finished with value: 0.9976053732944606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:10:54,726] Trial 1228 finished with value: 0.9973341813174091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:10:56,681] Trial 1229 finished with value: 0.9974574251027747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:10:59,919] Trial 1230 finished with value: 0.9973667602159516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:11:02,012] Trial 1231 finished with value: 0.9974493720530848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:11:03,612] Trial 1232 finished with value: 0.9974879994033437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:11:05,718] Trial 1233 finished with value: 0.9976738593506883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:11:07,491] Trial 1234 finished with value: 0.9974319599070748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:11:09,995] Trial 1235 finished with value: 0.997471357092017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:11:45,006] Trial 1236 finished with value: 0.9897737849465725 and parameters: {'classifier': 'SVC', 'svc_c': 25911559.05429952, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:11:46,832] Trial 1237 finished with value: 0.997446344986684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:11:51,325] Trial 1238 finished with value: 0.9971162646235753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:11:53,036] Trial 1239 finished with value: 0.9970991093641883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:11:57,153] Trial 1240 finished with value: 0.9973803713984252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:11:59,829] Trial 1241 finished with value: 0.9973274211431177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:12:01,931] Trial 1242 finished with value: 0.9974342832488531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:12:17,435] Trial 1243 finished with value: 0.9963468560531185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 69, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:12:18,953] Trial 1244 finished with value: 0.9975766577244426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:12:20,742] Trial 1245 finished with value: 0.9973565088083628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:12:22,222] Trial 1246 finished with value: 0.9973284851882038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:12:24,784] Trial 1247 finished with value: 0.9971593817769145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:12:26,720] Trial 1248 finished with value: 0.997472600138901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:12:27,698] Trial 1249 finished with value: 0.9968664059475262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:12:37,674] Trial 1250 finished with value: 0.9968834654219086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 44, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:12:38,050] Trial 1251 finished with value: 0.9951593073119125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 5, 'rf_n_estimators': 12}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:12:40,207] Trial 1252 finished with value: 0.9975170002336737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:12:43,335] Trial 1253 finished with value: 0.9972583586947525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:12:44,965] Trial 1254 finished with value: 0.985205317494852 and parameters: {'classifier': 'SVC', 'svc_c': 1.0856788112493194e-06, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:12:50,871] Trial 1255 finished with value: 0.9966820573910731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 29, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:12:53,517] Trial 1256 finished with value: 0.9974879473531754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:12:54,540] Trial 1257 finished with value: 0.9941322557088409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:12:56,490] Trial 1258 finished with value: 0.9974436547229573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:12:58,279] Trial 1259 finished with value: 0.9973121545113907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:12:59,037] Trial 1260 finished with value: 0.9969167828298201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 28}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:13:01,217] Trial 1261 finished with value: 0.9973084642496753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:13:02,216] Trial 1262 finished with value: 0.9972800735171404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:13:07,487] Trial 1263 finished with value: 0.9972873627940871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 27, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:13:09,618] Trial 1264 finished with value: 0.9973059481953227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 83}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:13:11,842] Trial 1265 finished with value: 0.997467020519554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:13:24,657] Trial 1266 finished with value: 0.9968355223610491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 57, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:13:27,391] Trial 1267 finished with value: 0.9977221225518206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:13:30,290] Trial 1268 finished with value: 0.9973921176931939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:13:33,226] Trial 1269 finished with value: 0.9974673618924869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:13:36,395] Trial 1270 finished with value: 0.9973273557630287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:13:39,152] Trial 1271 finished with value: 0.9972048772103498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:13:42,677] Trial 1272 finished with value: 0.9971799851060451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:13:52,624] Trial 1273 finished with value: 0.9965070764049614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 56, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:13:54,231] Trial 1274 finished with value: 0.9850769189972445 and parameters: {'classifier': 'SVC', 'svc_c': 9.552045880015273e-05, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:13:57,003] Trial 1275 finished with value: 0.9973343084594664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:13:59,625] Trial 1276 finished with value: 0.9975866507537269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:14:02,563] Trial 1277 finished with value: 0.9964611173441736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 19, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:14:05,970] Trial 1278 finished with value: 0.9970704946889782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:14:08,819] Trial 1279 finished with value: 0.9974544500230663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:14:11,255] Trial 1280 finished with value: 0.9974286356786463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:14:11,872] Trial 1281 finished with value: 0.9960373821611929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 34}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:14:13,949] Trial 1282 finished with value: 0.9968202804848897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:14:16,487] Trial 1283 finished with value: 0.9975054642342802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:14:18,880] Trial 1284 finished with value: 0.9972371364764262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:14:21,675] Trial 1285 finished with value: 0.997320164238837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:14:24,170] Trial 1286 finished with value: 0.9974410632910744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:14:26,402] Trial 1287 finished with value: 0.997561644043838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:14:30,226] Trial 1288 finished with value: 0.9967355940994348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:14:32,607] Trial 1289 finished with value: 0.9973970429721025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:14:33,438] Trial 1290 finished with value: 0.9970350198650686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:14:34,123] Trial 1291 finished with value: 0.9957642811172692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 1, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:14:35,836] Trial 1292 finished with value: 0.9973336107333086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:14:37,510] Trial 1293 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 2.240735225188083e-05, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:14:38,902] Trial 1294 finished with value: 0.9958728313940407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:14:41,560] Trial 1295 finished with value: 0.9975900246837183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:14:43,642] Trial 1296 finished with value: 0.9976651272367302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:14:45,110] Trial 1297 finished with value: 0.9973326331105447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:14:46,493] Trial 1298 finished with value: 0.9970279807463086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:14:49,071] Trial 1299 finished with value: 0.9975217756779213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:14:51,253] Trial 1300 finished with value: 0.9975089938069699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:14:52,339] Trial 1301 finished with value: 0.9972969122226384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:14:54,330] Trial 1302 finished with value: 0.9975530088257113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:15:03,673] Trial 1303 finished with value: 0.9967772166512351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 44, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:15:05,130] Trial 1304 finished with value: 0.9972575188145071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:15:07,200] Trial 1305 finished with value: 0.9974165260800509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:15:09,026] Trial 1306 finished with value: 0.9971588333458734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:15:10,667] Trial 1307 finished with value: 0.9971664215939086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:15:24,796] Trial 1308 finished with value: 0.9962127534600906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 68, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:15:27,262] Trial 1309 finished with value: 0.9973099741806232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:15:30,333] Trial 1310 finished with value: 0.9973179764813991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:15:30,941] Trial 1311 finished with value: 0.995066279252237 and parameters: {'classifier': 'SVC', 'svc_c': 1051.3498193836176, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:15:34,061] Trial 1312 finished with value: 0.9974482277745689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:15:36,441] Trial 1313 finished with value: 0.9974345761262633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:15:38,689] Trial 1314 finished with value: 0.9975077596149621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:15:40,529] Trial 1315 finished with value: 0.9972316754299015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:15:41,448] Trial 1316 finished with value: 0.9966258242618307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 5, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:15:43,264] Trial 1317 finished with value: 0.9972952917802966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:15:45,854] Trial 1318 finished with value: 0.9974147088626829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:15:48,269] Trial 1319 finished with value: 0.9973181320606216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:15:52,082] Trial 1320 finished with value: 0.9972605851724373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:15:58,261] Trial 1321 finished with value: 0.9970524921861511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 30, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:16:00,342] Trial 1322 finished with value: 0.9971992894660987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:16:05,344] Trial 1323 finished with value: 0.9970179851145162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 26, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:16:07,495] Trial 1324 finished with value: 0.9955734408574841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 21, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:16:09,260] Trial 1325 finished with value: 0.9971312822714186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:16:10,715] Trial 1326 finished with value: 0.9969946011955745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 68}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:16:22,947] Trial 1327 finished with value: 0.9967092301496709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 62, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:16:26,219] Trial 1328 finished with value: 0.9974279045324718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:16:27,069] Trial 1329 finished with value: 0.9906991589580456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:16:28,232] Trial 1330 finished with value: 0.9865625402314476 and parameters: {'classifier': 'SVC', 'svc_c': 1.2198951450314213, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:16:36,436] Trial 1331 finished with value: 0.9969720636314109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 42, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:16:37,870] Trial 1332 finished with value: 0.9976022750399333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:16:39,925] Trial 1333 finished with value: 0.9972610533383103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:16:42,623] Trial 1334 finished with value: 0.9973504140827777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:16:44,559] Trial 1335 finished with value: 0.9975053101150014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:16:46,123] Trial 1336 finished with value: 0.9975477716901239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:16:48,297] Trial 1337 finished with value: 0.9972666846269709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:16:49,962] Trial 1338 finished with value: 0.9970911947869888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:16:50,928] Trial 1339 finished with value: 0.9969004746869213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:16:51,970] Trial 1340 finished with value: 0.9944431107710235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:17:02,654] Trial 1341 finished with value: 0.9963211227673138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 46, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:17:04,443] Trial 1342 finished with value: 0.9976174974924933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:17:05,055] Trial 1343 finished with value: 0.9919685331027756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 19, 'rf_n_estimators': 7}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:17:06,332] Trial 1344 finished with value: 0.9962855421926964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:17:09,003] Trial 1345 finished with value: 0.9975618939481214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:17:11,792] Trial 1346 finished with value: 0.9973420884679384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:17:19,667] Trial 1347 finished with value: 0.9970365916214602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 40, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:17:31,400] Trial 1348 finished with value: 0.9966401769687744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 57, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:17:32,187] Trial 1349 finished with value: 0.9962521197005733 and parameters: {'classifier': 'SVC', 'svc_c': 15467.376965459614, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:17:33,678] Trial 1350 finished with value: 0.9973995336361291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:17:35,679] Trial 1351 finished with value: 0.997704205614392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:17:37,987] Trial 1352 finished with value: 0.9971660874889565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:17:40,555] Trial 1353 finished with value: 0.9973244456825546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:17:41,333] Trial 1354 finished with value: 0.9969852803751703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:17:45,084] Trial 1355 finished with value: 0.9975460935165285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:17:47,138] Trial 1356 finished with value: 0.9974996765412117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:17:49,408] Trial 1357 finished with value: 0.9972979016519038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:17:52,104] Trial 1358 finished with value: 0.9970279341233225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:17:53,245] Trial 1359 finished with value: 0.99722398854045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:17:55,355] Trial 1360 finished with value: 0.9976454327860559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:17:57,915] Trial 1361 finished with value: 0.9976845792732673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:18:00,894] Trial 1362 finished with value: 0.9977132767844158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:18:03,152] Trial 1363 finished with value: 0.9969829067922845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 79}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:18:06,188] Trial 1364 finished with value: 0.997513284422943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:18:10,435] Trial 1365 finished with value: 0.9972515936962992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 20, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:18:14,207] Trial 1366 finished with value: 0.9975119149957115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:18:17,190] Trial 1367 finished with value: 0.9971188518025786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:18:20,658] Trial 1368 finished with value: 0.9975523650222584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:18:22,520] Trial 1369 finished with value: 0.9972908870982843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:18:24,803] Trial 1370 finished with value: 0.9974008162919216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:18:26,474] Trial 1371 finished with value: 0.9852051536002978 and parameters: {'classifier': 'SVC', 'svc_c': 2.591139103928631e-06, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:18:29,840] Trial 1372 finished with value: 0.9973178749518331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:18:32,901] Trial 1373 finished with value: 0.9970797604123748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:18:36,964] Trial 1374 finished with value: 0.9969511601568896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 18, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:18:37,840] Trial 1375 finished with value: 0.9972480607593912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:18:39,647] Trial 1376 finished with value: 0.9974893674341071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:18:41,747] Trial 1377 finished with value: 0.9975964462462747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:18:44,052] Trial 1378 finished with value: 0.9973213344472233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:18:46,620] Trial 1379 finished with value: 0.9973621361297847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:18:48,937] Trial 1380 finished with value: 0.9974571961455103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:18:50,723] Trial 1381 finished with value: 0.9973969444893757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:18:52,199] Trial 1382 finished with value: 0.9971213311996482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:18:54,299] Trial 1383 finished with value: 0.9972986466040679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 72}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:18:59,826] Trial 1384 finished with value: 0.9966275618805267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 26, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:19:01,779] Trial 1385 finished with value: 0.9973822249874352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:19:04,107] Trial 1386 finished with value: 0.9974423839371421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:19:05,628] Trial 1387 finished with value: 0.9973375169080083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:23:33,203] Trial 1388 finished with value: 0.9896111133174458 and parameters: {'classifier': 'SVC', 'svc_c': 4337416803.655261, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:23:36,281] Trial 1389 finished with value: 0.9974106343818597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:23:37,791] Trial 1390 finished with value: 0.9971893389973484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:23:40,415] Trial 1391 finished with value: 0.9973655717265307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:23:41,685] Trial 1392 finished with value: 0.997069695211089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 65}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:23:44,178] Trial 1393 finished with value: 0.9972234104027278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:23:47,010] Trial 1394 finished with value: 0.9975579499735737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:23:47,978] Trial 1395 finished with value: 0.9971980258847882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 43}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:23:52,130] Trial 1396 finished with value: 0.9971828668445676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 19, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:23:54,091] Trial 1397 finished with value: 0.9974226942154161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:23:56,482] Trial 1398 finished with value: 0.9970234528577393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:23:58,562] Trial 1399 finished with value: 0.9973697741111209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:23:59,402] Trial 1400 finished with value: 0.9911646271090072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:24:06,108] Trial 1401 finished with value: 0.9971569300870381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 30, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:24:09,676] Trial 1402 finished with value: 0.9972289487945328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 17, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:24:11,729] Trial 1403 finished with value: 0.9973647993845524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:24:13,124] Trial 1404 finished with value: 0.9968524004215524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:24:14,469] Trial 1405 finished with value: 0.997318018724554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 103}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:24:16,346] Trial 1406 finished with value: 0.9976525354441067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:24:17,598] Trial 1407 finished with value: 0.9867341907685009 and parameters: {'classifier': 'SVC', 'svc_c': 85786387.95069139, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:24:33,131] Trial 1408 finished with value: 0.9961657148661183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 74, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:24:35,469] Trial 1409 finished with value: 0.997258989644353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:24:38,450] Trial 1410 finished with value: 0.9976766047748984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:24:40,820] Trial 1411 finished with value: 0.997449946191831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:24:42,863] Trial 1412 finished with value: 0.997044281526013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:24:45,443] Trial 1413 finished with value: 0.9975541101311006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:24:47,159] Trial 1414 finished with value: 0.9974992329087411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:24:49,563] Trial 1415 finished with value: 0.9974451553864362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:24:52,442] Trial 1416 finished with value: 0.9974846459125644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:24:53,447] Trial 1417 finished with value: 0.9970644852114124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:24:55,443] Trial 1418 finished with value: 0.997190287548189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:24:56,497] Trial 1419 finished with value: 0.9973296582212638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 4, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:24:57,916] Trial 1420 finished with value: 0.9973614708715063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:25:03,020] Trial 1421 finished with value: 0.9969854534737177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 23, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:25:04,739] Trial 1422 finished with value: 0.9974723294462882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:25:09,537] Trial 1423 finished with value: 0.9932418558875251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 62, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:25:11,794] Trial 1424 finished with value: 0.9972890558210231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:25:14,341] Trial 1425 finished with value: 0.9969069025018454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 35, 'rf_n_estimators': 38}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:25:15,160] Trial 1426 finished with value: 0.9971465683267452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 1, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:25:22,177] Trial 1427 finished with value: 0.9928704693995535 and parameters: {'classifier': 'SVC', 'svc_c': 2805535.4082980966, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:25:32,339] Trial 1428 finished with value: 0.9965459838105156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 47, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:25:34,402] Trial 1429 finished with value: 0.9975570603600273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:25:36,354] Trial 1430 finished with value: 0.9957273671696832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:25:37,672] Trial 1431 finished with value: 0.9971869014625788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:25:39,706] Trial 1432 finished with value: 0.9973642704405865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:25:43,340] Trial 1433 finished with value: 0.9973209910430644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:25:45,841] Trial 1434 finished with value: 0.9973380374414288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:25:48,984] Trial 1435 finished with value: 0.9975559280149646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:25:50,584] Trial 1436 finished with value: 0.9972787937812355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:25:50,855] Trial 1437 finished with value: 0.9802492380260345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 8, 'rf_n_estimators': 2}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:25:52,959] Trial 1438 finished with value: 0.9973384698069422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:25:54,745] Trial 1439 finished with value: 0.9976227175848246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:26:04,094] Trial 1440 finished with value: 0.9966628816964964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 42, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:26:05,168] Trial 1441 finished with value: 0.9941749851519024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:26:17,302] Trial 1442 finished with value: 0.9960503093917605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 66, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:26:19,174] Trial 1443 finished with value: 0.9967926838665376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:26:21,343] Trial 1444 finished with value: 0.9852078578921798 and parameters: {'classifier': 'SVC', 'svc_c': 1.9922893764070577e-10, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:26:26,704] Trial 1445 finished with value: 0.9961156937657671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 41, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:26:28,909] Trial 1446 finished with value: 0.9975198019609316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:26:33,865] Trial 1447 finished with value: 0.9971584264341616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 24, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:26:36,188] Trial 1448 finished with value: 0.9974565125427213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:26:37,728] Trial 1449 finished with value: 0.9972797390948095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 55}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:26:40,076] Trial 1450 finished with value: 0.9971698919119248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:26:41,647] Trial 1451 finished with value: 0.9961880496250529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:26:43,471] Trial 1452 finished with value: 0.9971329692681522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:26:46,008] Trial 1453 finished with value: 0.9975590149390591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:26:47,702] Trial 1454 finished with value: 0.9905664279821652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 35, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:26:50,306] Trial 1455 finished with value: 0.9973964357307189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:26:51,189] Trial 1456 finished with value: 0.9969917296131822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:26:53,383] Trial 1457 finished with value: 0.9976117109737275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:26:54,917] Trial 1458 finished with value: 0.9966361715813759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:26:57,387] Trial 1459 finished with value: 0.9972957898432787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:26:58,928] Trial 1460 finished with value: 0.997475991778645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:27:01,054] Trial 1461 finished with value: 0.9974133151242143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:27:06,077] Trial 1462 finished with value: 0.9972258870385993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 25, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:27:07,724] Trial 1463 finished with value: 0.9853850041970286 and parameters: {'classifier': 'SVC', 'svc_c': 0.019427909032312195, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:27:09,647] Trial 1464 finished with value: 0.9973187793552443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:27:11,844] Trial 1465 finished with value: 0.9969199496382274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:27:14,554] Trial 1466 finished with value: 0.9967781262596632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:27:18,106] Trial 1467 finished with value: 0.9964173593707449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 17, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:27:23,872] Trial 1468 finished with value: 0.9970886686082435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 32, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:27:24,849] Trial 1469 finished with value: 0.9940804925147487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:27:27,439] Trial 1470 finished with value: 0.9973956555177396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:27:29,546] Trial 1471 finished with value: 0.9975693257282726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:27:30,866] Trial 1472 finished with value: 0.9968592092183178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 88}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:27:34,329] Trial 1473 finished with value: 0.9972682857091889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:27:35,227] Trial 1474 finished with value: 0.9975276989870684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 50}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:27:37,055] Trial 1475 finished with value: 0.9969864289065661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:27:39,407] Trial 1476 finished with value: 0.9973935804933491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:27:43,110] Trial 1477 finished with value: 0.9973744451376528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:27:46,309] Trial 1478 finished with value: 0.9971112108696173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:27:51,192] Trial 1479 finished with value: 0.9973856423031462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 22, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:27:53,397] Trial 1480 finished with value: 0.9970050723881724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:27:55,522] Trial 1481 finished with value: 0.9972835714788744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:27:56,734] Trial 1482 finished with value: 0.9970773356362441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:27:58,419] Trial 1483 finished with value: 0.9852049898326953 and parameters: {'classifier': 'SVC', 'svc_c': 3.31169727915354e-07, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:27:59,999] Trial 1484 finished with value: 0.9972871789998651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:28:01,008] Trial 1485 finished with value: 0.9971602032491734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 4, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:28:07,303] Trial 1486 finished with value: 0.996866922958039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 33, 'rf_n_estimators': 102}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:28:09,537] Trial 1487 finished with value: 0.9973886718768418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:28:11,518] Trial 1488 finished with value: 0.9975229944135683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:28:13,259] Trial 1489 finished with value: 0.9973908581743358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:28:15,120] Trial 1490 finished with value: 0.997496944764302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:28:15,807] Trial 1491 finished with value: 0.9926918196065518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 3, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:28:22,320] Trial 1492 finished with value: 0.9969417365691413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 35, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:28:24,522] Trial 1493 finished with value: 0.9975235562697441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:28:26,261] Trial 1494 finished with value: 0.9964784187566248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:28:27,024] Trial 1495 finished with value: 0.9969397954152445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:28:28,911] Trial 1496 finished with value: 0.9971606309492146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:28:31,482] Trial 1497 finished with value: 0.9974253290012807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:28:33,558] Trial 1498 finished with value: 0.9974687091983968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:28:41,626] Trial 1499 finished with value: 0.9970367730036015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 40, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:28:44,345] Trial 1500 finished with value: 0.997806300813377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:28:47,548] Trial 1501 finished with value: 0.997527482312374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:28:58,352] Trial 1502 finished with value: 0.9966519277385878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 52, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:28:59,818] Trial 1503 finished with value: 0.9857338712749198 and parameters: {'classifier': 'SVC', 'svc_c': 0.2312693061363913, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:29:02,695] Trial 1504 finished with value: 0.9975186550481693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:29:05,460] Trial 1505 finished with value: 0.9976210854629328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:29:08,537] Trial 1506 finished with value: 0.9970551099287595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:29:11,512] Trial 1507 finished with value: 0.9973562581741074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:29:14,144] Trial 1508 finished with value: 0.997430799696129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:29:16,674] Trial 1509 finished with value: 0.9972135270596518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:29:19,457] Trial 1510 finished with value: 0.9975927443684852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:29:25,360] Trial 1511 finished with value: 0.9971671284288458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 29, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:29:27,093] Trial 1512 finished with value: 0.9970409563771852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 74}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:29:30,713] Trial 1513 finished with value: 0.9973253876001724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:29:33,819] Trial 1514 finished with value: 0.9968252701917506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 15, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:29:36,400] Trial 1515 finished with value: 0.997530576536187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:29:38,353] Trial 1516 finished with value: 0.9973486353634913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:29:40,671] Trial 1517 finished with value: 0.9975487588977358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:29:43,921] Trial 1518 finished with value: 0.9973197788771643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:29:46,759] Trial 1519 finished with value: 0.9978025793215609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:29:49,886] Trial 1520 finished with value: 0.9974191314131374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:29:51,176] Trial 1521 finished with value: 0.9867332074646518 and parameters: {'classifier': 'SVC', 'svc_c': 200614973.64291066, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:29:54,080] Trial 1522 finished with value: 0.997421899529951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:29:56,823] Trial 1523 finished with value: 0.9972648596655533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:30:00,266] Trial 1524 finished with value: 0.9972412399656969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:30:10,292] Trial 1525 finished with value: 0.9966513874007132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 48, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:30:13,117] Trial 1526 finished with value: 0.9973310715420213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:30:15,738] Trial 1527 finished with value: 0.997358221036733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:30:16,562] Trial 1528 finished with value: 0.9904299079762015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:30:20,326] Trial 1529 finished with value: 0.9973265086782782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:30:23,131] Trial 1530 finished with value: 0.9973537083188835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:30:26,390] Trial 1531 finished with value: 0.997366244570169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:30:29,384] Trial 1532 finished with value: 0.9972197953598531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:30:31,764] Trial 1533 finished with value: 0.9967515548709361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 102}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:30:39,353] Trial 1534 finished with value: 0.9972336652062724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 38, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:30:41,548] Trial 1535 finished with value: 0.997424758448918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:30:42,310] Trial 1536 finished with value: 0.9965368473873544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 2, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:30:43,915] Trial 1537 finished with value: 0.9966654859504939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:30:48,228] Trial 1538 finished with value: 0.9968558342727132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 20, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:30:50,357] Trial 1539 finished with value: 0.9976135416162304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:30:52,551] Trial 1540 finished with value: 0.9853841842164511 and parameters: {'classifier': 'SVC', 'svc_c': 0.0697710205466834, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:30:55,277] Trial 1541 finished with value: 0.9973296824372873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:30:57,022] Trial 1542 finished with value: 0.9974449563897564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:31:01,744] Trial 1543 finished with value: 0.9968318397164316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 22, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:31:04,923] Trial 1544 finished with value: 0.9974165634355682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:31:07,313] Trial 1545 finished with value: 0.9973699835495723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:31:09,460] Trial 1546 finished with value: 0.9973776584738326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:31:11,598] Trial 1547 finished with value: 0.9972584378173558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:31:13,691] Trial 1548 finished with value: 0.9969620414349899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:31:18,224] Trial 1549 finished with value: 0.9970979704811166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:31:20,897] Trial 1550 finished with value: 0.9974478452058323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:31:23,301] Trial 1551 finished with value: 0.9971560493283679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:31:25,130] Trial 1552 finished with value: 0.9975136340159937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:31:26,941] Trial 1553 finished with value: 0.9972476720652385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:31:29,961] Trial 1554 finished with value: 0.9973968888528238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:31:32,300] Trial 1555 finished with value: 0.997520148634095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:31:34,086] Trial 1556 finished with value: 0.9974296130792446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:31:36,256] Trial 1557 finished with value: 0.9971013986194542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:31:37,568] Trial 1558 finished with value: 0.986617708649108 and parameters: {'classifier': 'SVC', 'svc_c': 11422280.032417798, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:31:41,008] Trial 1559 finished with value: 0.9971804329913952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:31:43,228] Trial 1560 finished with value: 0.9974129604530981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:31:45,620] Trial 1561 finished with value: 0.9973910353988112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:31:48,935] Trial 1562 finished with value: 0.9966777720753307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 23, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:31:52,077] Trial 1563 finished with value: 0.9971118161749887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:31:54,084] Trial 1564 finished with value: 0.9974774250308084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:31:56,443] Trial 1565 finished with value: 0.9975848826031637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:31:58,336] Trial 1566 finished with value: 0.9974506270016841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:32:09,969] Trial 1567 finished with value: 0.9962204273052621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 55, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:32:11,862] Trial 1568 finished with value: 0.9976220985369393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:32:13,062] Trial 1569 finished with value: 0.995633062008349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:32:15,875] Trial 1570 finished with value: 0.9973919234572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:32:18,437] Trial 1571 finished with value: 0.9974931378340388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:32:22,031] Trial 1572 finished with value: 0.9970354752723029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:32:29,996] Trial 1573 finished with value: 0.9959526905707211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 66, 'rf_n_estimators': 61}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:32:35,135] Trial 1574 finished with value: 0.9941253285931565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 53, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:32:37,188] Trial 1575 finished with value: 0.9972777630926903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:32:39,054] Trial 1576 finished with value: 0.9975048535652026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:32:40,245] Trial 1577 finished with value: 0.9863760593954188 and parameters: {'classifier': 'SVC', 'svc_c': 0.5257869694985998, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:32:44,989] Trial 1578 finished with value: 0.997080863082494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 28, 'rf_n_estimators': 103}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:32:47,778] Trial 1579 finished with value: 0.9971631725208449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:32:50,259] Trial 1580 finished with value: 0.9975347571485728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:32:51,560] Trial 1581 finished with value: 0.9944856931406219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 16, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:32:53,612] Trial 1582 finished with value: 0.9975097771302642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:32:55,317] Trial 1583 finished with value: 0.9972725179274122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 101}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:32:57,199] Trial 1584 finished with value: 0.9976250307704726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:32:59,858] Trial 1585 finished with value: 0.9974303202632989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:33:02,086] Trial 1586 finished with value: 0.9973901536880035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:33:02,920] Trial 1587 finished with value: 0.9969349036833041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:33:07,732] Trial 1588 finished with value: 0.9969698542287202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 24, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:33:23,263] Trial 1589 finished with value: 0.9961232392945787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 73, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:33:25,130] Trial 1590 finished with value: 0.9973289538301454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:33:27,200] Trial 1591 finished with value: 0.9975113558689955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:33:29,815] Trial 1592 finished with value: 0.9974076558744573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:33:32,127] Trial 1593 finished with value: 0.9976465622747069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:33:34,087] Trial 1594 finished with value: 0.9974582242315471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:33:35,776] Trial 1595 finished with value: 0.9972869485509189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:33:36,269] Trial 1596 finished with value: 0.9869975152674074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 2, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:33:36,992] Trial 1597 finished with value: 0.9917967676744969 and parameters: {'classifier': 'SVC', 'svc_c': 93.55391315118145, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:33:46,473] Trial 1598 finished with value: 0.9962846808893634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 42, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:33:48,076] Trial 1599 finished with value: 0.9972169666553738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:33:50,265] Trial 1600 finished with value: 0.9966818740729195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:33:54,449] Trial 1601 finished with value: 0.9971266353974343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:33:56,745] Trial 1602 finished with value: 0.9976166204788961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:33:59,342] Trial 1603 finished with value: 0.9973286246128312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:33:59,858] Trial 1604 finished with value: 0.9964498295352165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 16}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:34:02,032] Trial 1605 finished with value: 0.9974762988428997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:34:04,404] Trial 1606 finished with value: 0.9970061104716499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:34:06,846] Trial 1607 finished with value: 0.9974639775207237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:34:14,700] Trial 1608 finished with value: 0.9970007728221093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 36, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:34:16,536] Trial 1609 finished with value: 0.9972558276283695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:34:19,509] Trial 1610 finished with value: 0.9974138368001993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:34:21,567] Trial 1611 finished with value: 0.9970734684356946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:34:22,492] Trial 1612 finished with value: 0.9968281007370283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 82}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:34:24,791] Trial 1613 finished with value: 0.997526957208695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:34:27,680] Trial 1614 finished with value: 0.9974144539120721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:34:28,428] Trial 1615 finished with value: 0.9911971670016614 and parameters: {'classifier': 'SVC', 'svc_c': 13.142409690819255, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:34:30,456] Trial 1616 finished with value: 0.9974791767728733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:34:32,465] Trial 1617 finished with value: 0.9977287803078844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:34:34,493] Trial 1618 finished with value: 0.9973716000246756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:34:36,717] Trial 1619 finished with value: 0.9968955176066293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:34:39,138] Trial 1620 finished with value: 0.9974703947669247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:34:42,469] Trial 1621 finished with value: 0.9972157122145812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:34:48,382] Trial 1622 finished with value: 0.9972136457911637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 28, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:34:50,194] Trial 1623 finished with value: 0.9976296322275112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:34:53,551] Trial 1624 finished with value: 0.9972788581457118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:34:55,778] Trial 1625 finished with value: 0.9974546903107638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:34:58,192] Trial 1626 finished with value: 0.9972048425525548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:34:59,612] Trial 1627 finished with value: 0.997366785891919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:35:02,963] Trial 1628 finished with value: 0.997340573205022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:35:13,646] Trial 1629 finished with value: 0.9969837927877094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 50, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:35:14,636] Trial 1630 finished with value: 0.9971470134826353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:35:17,858] Trial 1631 finished with value: 0.9972772298323691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:35:19,945] Trial 1632 finished with value: 0.9973175718865548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:35:21,589] Trial 1633 finished with value: 0.9976690541362836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:35:28,841] Trial 1634 finished with value: 0.9957694441765809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 53, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:35:30,489] Trial 1635 finished with value: 0.9852509547015201 and parameters: {'classifier': 'SVC', 'svc_c': 0.0010497689808789093, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:35:33,984] Trial 1636 finished with value: 0.997041011283765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 18, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:35:35,200] Trial 1637 finished with value: 0.9975044265951333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:35:42,098] Trial 1638 finished with value: 0.9967657117867287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 40, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:35:44,384] Trial 1639 finished with value: 0.997204105757033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:35:46,664] Trial 1640 finished with value: 0.9975809546562592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:36:01,333] Trial 1641 finished with value: 0.9962875852887519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 61, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:36:03,296] Trial 1642 finished with value: 0.9971220614571611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:36:04,296] Trial 1643 finished with value: 0.9972782467466622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 3, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:36:06,436] Trial 1644 finished with value: 0.9974057888603124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:36:13,202] Trial 1645 finished with value: 0.997014370262069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 33, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:36:14,574] Trial 1646 finished with value: 0.9957054394811499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:36:16,765] Trial 1647 finished with value: 0.9975884910762914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:36:19,176] Trial 1648 finished with value: 0.9974754780371367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:36:22,303] Trial 1649 finished with value: 0.9975293170808048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:36:24,706] Trial 1650 finished with value: 0.9974664196892279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:36:27,909] Trial 1651 finished with value: 0.994411134543606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 70, 'rf_n_estimators': 31}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:36:30,218] Trial 1652 finished with value: 0.9973841104413044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:36:31,867] Trial 1653 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 9.305149925570662e-09, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:36:36,726] Trial 1654 finished with value: 0.997031493688335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 24, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:36:37,713] Trial 1655 finished with value: 0.9962176808019634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 85}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:36:38,850] Trial 1656 finished with value: 0.9969620316597144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 40}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:36:40,575] Trial 1657 finished with value: 0.9974516967278556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:36:42,337] Trial 1658 finished with value: 0.9973793985363475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:36:44,797] Trial 1659 finished with value: 0.9971870987454117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:36:45,666] Trial 1660 finished with value: 0.997231748331875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:36:53,803] Trial 1661 finished with value: 0.997142421451755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 39, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:36:56,037] Trial 1662 finished with value: 0.9976571160810782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:36:58,301] Trial 1663 finished with value: 0.9976331350134072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:36:59,142] Trial 1664 finished with value: 0.9909799096945933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 13, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:37:01,075] Trial 1665 finished with value: 0.9973708914758913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:37:02,632] Trial 1666 finished with value: 0.9974445300227074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:37:03,130] Trial 1667 finished with value: 0.9874871387588896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 1, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:37:07,512] Trial 1668 finished with value: 0.9968876883409249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 20, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:37:09,966] Trial 1669 finished with value: 0.9974756381231419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:37:12,102] Trial 1670 finished with value: 0.9973532087959578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:37:14,178] Trial 1671 finished with value: 0.9974992196105578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:37:16,019] Trial 1672 finished with value: 0.9852063832220469 and parameters: {'classifier': 'SVC', 'svc_c': 4.894546249880982e-10, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:37:17,538] Trial 1673 finished with value: 0.9962090479324419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:37:20,780] Trial 1674 finished with value: 0.9972490580596577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:37:22,562] Trial 1675 finished with value: 0.997168988397175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:37:23,651] Trial 1676 finished with value: 0.9953758978055446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:37:25,907] Trial 1677 finished with value: 0.9972312194831229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:37:29,408] Trial 1678 finished with value: 0.9972760562915024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:37:32,417] Trial 1679 finished with value: 0.9973222936937386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:37:34,899] Trial 1680 finished with value: 0.9975300354048647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:37:36,778] Trial 1681 finished with value: 0.9972412156227218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:37:38,721] Trial 1682 finished with value: 0.9974904977796818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:37:40,710] Trial 1683 finished with value: 0.99726444716797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:37:43,750] Trial 1684 finished with value: 0.9971498551679187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 26, 'rf_n_estimators': 63}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:37:46,558] Trial 1685 finished with value: 0.9973235435960106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:37:48,927] Trial 1686 finished with value: 0.9967237186631207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 24, 'rf_n_estimators': 58}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:37:50,960] Trial 1687 finished with value: 0.9974849552936865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:37:53,478] Trial 1688 finished with value: 0.9974163815138825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:37:57,072] Trial 1689 finished with value: 0.9973528909090766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:37:58,407] Trial 1690 finished with value: 0.996253963419094 and parameters: {'classifier': 'SVC', 'svc_c': 103713.54930415642, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:37:58,976] Trial 1691 finished with value: 0.9876627603111879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 4, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:38:00,709] Trial 1692 finished with value: 0.9975469832887643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:38:02,159] Trial 1693 finished with value: 0.9962780033288455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:38:03,834] Trial 1694 finished with value: 0.9965005476634916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:38:05,531] Trial 1695 finished with value: 0.9969474910643584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:38:07,887] Trial 1696 finished with value: 0.9972536872556277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:38:09,815] Trial 1697 finished with value: 0.9974093053252465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:38:13,042] Trial 1698 finished with value: 0.9976244602815858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:38:17,691] Trial 1699 finished with value: 0.9969906570623371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 27, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:38:20,019] Trial 1700 finished with value: 0.997541460067679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:38:22,023] Trial 1701 finished with value: 0.9975151750500909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:38:23,085] Trial 1702 finished with value: 0.9943335020985137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:38:25,528] Trial 1703 finished with value: 0.9972387074076323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:38:28,429] Trial 1704 finished with value: 0.9970996297389193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:38:30,230] Trial 1705 finished with value: 0.9974064550072524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:38:31,957] Trial 1706 finished with value: 0.9974501880664238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 90}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:38:39,077] Trial 1707 finished with value: 0.9970693926218793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 40, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:38:41,200] Trial 1708 finished with value: 0.9974528397685929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:38:42,934] Trial 1709 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 1.3736115229710023e-09, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:38:49,372] Trial 1710 finished with value: 0.9971389089223216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 32, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:38:55,488] Trial 1711 finished with value: 0.9966604370524356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 28, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:38:58,793] Trial 1712 finished with value: 0.9974136874733447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:39:10,594] Trial 1713 finished with value: 0.9965328153718515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 61, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:39:13,549] Trial 1714 finished with value: 0.9974054351413337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:39:15,337] Trial 1715 finished with value: 0.9973371590631016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:39:17,609] Trial 1716 finished with value: 0.9975460413076706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:39:22,129] Trial 1717 finished with value: 0.9973086361104443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 21, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:39:22,485] Trial 1718 finished with value: 0.9956258000577408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 1, 'rf_n_estimators': 25}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:39:23,533] Trial 1719 finished with value: 0.9972828851148874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 76}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:39:25,900] Trial 1720 finished with value: 0.9974459583554952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:39:28,568] Trial 1721 finished with value: 0.997548415112722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:39:30,292] Trial 1722 finished with value: 0.997021032080585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:39:32,347] Trial 1723 finished with value: 0.9974942609116327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:39:34,682] Trial 1724 finished with value: 0.9971688754419623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:39:38,044] Trial 1725 finished with value: 0.9975643644903146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:39:38,859] Trial 1726 finished with value: 0.9966332702288265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 2, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:39:41,024] Trial 1727 finished with value: 0.9974653023244572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:39:42,817] Trial 1728 finished with value: 0.997320595017455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:39:44,436] Trial 1729 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 5.9144615521597784e-08, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:39:46,204] Trial 1730 finished with value: 0.9976242215807837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:39:47,328] Trial 1731 finished with value: 0.9973145789701423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:39:51,886] Trial 1732 finished with value: 0.9966268095651681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 30, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:40:01,087] Trial 1733 finished with value: 0.9960494238406663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 54, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:40:03,129] Trial 1734 finished with value: 0.9975190103540434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:40:05,639] Trial 1735 finished with value: 0.9974400196852008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:40:07,767] Trial 1736 finished with value: 0.9968929790818382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 15, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:40:08,798] Trial 1737 finished with value: 0.9943982850709117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:40:10,883] Trial 1738 finished with value: 0.9972400879431316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:40:13,383] Trial 1739 finished with value: 0.997449133955303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:40:14,467] Trial 1740 finished with value: 0.9974721371145691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 45}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:40:17,305] Trial 1741 finished with value: 0.9970782933910778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:40:21,016] Trial 1742 finished with value: 0.9973682471686546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 99}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:40:22,542] Trial 1743 finished with value: 0.9975324384405289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:40:24,693] Trial 1744 finished with value: 0.9975319963632158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:40:26,406] Trial 1745 finished with value: 0.9975350220331486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:40:28,970] Trial 1746 finished with value: 0.9975366616451864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:40:30,860] Trial 1747 finished with value: 0.9966447001601333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:40:32,309] Trial 1748 finished with value: 0.9868115376993775 and parameters: {'classifier': 'SVC', 'svc_c': 937075.1958410607, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:40:33,668] Trial 1749 finished with value: 0.9973829418515513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:40:41,886] Trial 1750 finished with value: 0.9969225553839065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 43, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:40:44,272] Trial 1751 finished with value: 0.9971598990413305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:40:45,824] Trial 1752 finished with value: 0.9970391699138496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 68}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:40:47,758] Trial 1753 finished with value: 0.9975329195554682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:40:49,664] Trial 1754 finished with value: 0.9975571142192564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:40:51,352] Trial 1755 finished with value: 0.997317129650552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:40:53,749] Trial 1756 finished with value: 0.9975130800942947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:40:56,671] Trial 1757 finished with value: 0.9971963979523005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:41:00,366] Trial 1758 finished with value: 0.9973839727939996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:41:02,542] Trial 1759 finished with value: 0.9972780547957979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 103}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:41:12,240] Trial 1760 finished with value: 0.9967373957017523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 50, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:41:13,995] Trial 1761 finished with value: 0.9975669726480749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:41:22,351] Trial 1762 finished with value: 0.9950029522563444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 73, 'rf_n_estimators': 80}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:41:24,316] Trial 1763 finished with value: 0.9975029125382573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:41:27,400] Trial 1764 finished with value: 0.9973786942404428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:41:30,233] Trial 1765 finished with value: 0.9971690355914434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:41:31,914] Trial 1766 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.270868028101061e-07, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:41:42,869] Trial 1767 finished with value: 0.9959035494038547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 69, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:41:45,001] Trial 1768 finished with value: 0.9976059731091738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:41:46,669] Trial 1769 finished with value: 0.9974763594940409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:41:49,662] Trial 1770 finished with value: 0.9973718486277048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:41:51,723] Trial 1771 finished with value: 0.9975283112430414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:41:54,131] Trial 1772 finished with value: 0.9973744888407513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:41:57,387] Trial 1773 finished with value: 0.9968775793095892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:42:02,674] Trial 1774 finished with value: 0.9972164731309127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 25, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:42:04,392] Trial 1775 finished with value: 0.9974744129446999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:42:06,901] Trial 1776 finished with value: 0.997641818885746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:42:08,017] Trial 1777 finished with value: 0.995430580252366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:42:11,533] Trial 1778 finished with value: 0.9973321615169777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:42:13,557] Trial 1779 finished with value: 0.9975216890969097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:42:20,790] Trial 1780 finished with value: 0.9961980617288194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 33, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:42:22,276] Trial 1781 finished with value: 0.9974803102287627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:42:24,946] Trial 1782 finished with value: 0.9971245777654171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:42:27,181] Trial 1783 finished with value: 0.9971430842979526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:42:29,069] Trial 1784 finished with value: 0.9975241492290694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:42:29,929] Trial 1785 finished with value: 0.9966968633470734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 3, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:42:31,322] Trial 1786 finished with value: 0.9866211501808424 and parameters: {'classifier': 'SVC', 'svc_c': 7790983.561186645, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:42:36,130] Trial 1787 finished with value: 0.997183085106157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 23, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:42:38,627] Trial 1788 finished with value: 0.9973383566295643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:42:39,471] Trial 1789 finished with value: 0.9967971772877394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:42:42,017] Trial 1790 finished with value: 0.9972109430544392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:42:43,539] Trial 1791 finished with value: 0.9974783126131287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:42:44,433] Trial 1792 finished with value: 0.996175069360442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:42:47,195] Trial 1793 finished with value: 0.9975589197253365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:42:48,564] Trial 1794 finished with value: 0.9974357224360052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:42:50,531] Trial 1795 finished with value: 0.9973833734553551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:42:50,853] Trial 1796 finished with value: 0.9962219532638534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 10}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:42:51,644] Trial 1797 finished with value: 0.9901133461526145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:42:52,216] Trial 1798 finished with value: 0.9970379629847042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 21}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:42:55,190] Trial 1799 finished with value: 0.997470287270632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:42:56,076] Trial 1800 finished with value: 0.9968600749014819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:42:57,861] Trial 1801 finished with value: 0.9967523451765702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:43:00,329] Trial 1802 finished with value: 0.9972606468074536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:43:01,939] Trial 1803 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 3.0123685320229215e-05, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:43:04,909] Trial 1804 finished with value: 0.9971941704272647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 17, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:43:07,197] Trial 1805 finished with value: 0.9974905602398837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:43:13,310] Trial 1806 finished with value: 0.9964756066193333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 37, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:43:15,850] Trial 1807 finished with value: 0.9975103433345335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:43:24,258] Trial 1808 finished with value: 0.9969168261838016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 44, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:43:31,093] Trial 1809 finished with value: 0.9972059682009191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 30, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:43:35,368] Trial 1810 finished with value: 0.9972141047530436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:43:36,919] Trial 1811 finished with value: 0.9970403773190633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 102}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:43:40,034] Trial 1812 finished with value: 0.9969455068738592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 15, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:43:44,126] Trial 1813 finished with value: 0.9972087306049096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:43:46,308] Trial 1814 finished with value: 0.9974681200158825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:43:48,496] Trial 1815 finished with value: 0.9974114796892873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:43:50,296] Trial 1816 finished with value: 0.9973192657069384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:43:56,953] Trial 1817 finished with value: 0.9961108290110481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 33, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:43:59,506] Trial 1818 finished with value: 0.9976991788693931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:44:01,491] Trial 1819 finished with value: 0.9973917323632592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:44:03,655] Trial 1820 finished with value: 0.9975198532493902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:44:06,282] Trial 1821 finished with value: 0.9973902739429351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:44:07,698] Trial 1822 finished with value: 0.9866068935762825 and parameters: {'classifier': 'SVC', 'svc_c': 2112960520.0770793, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:44:09,946] Trial 1823 finished with value: 0.997445692931375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:44:10,801] Trial 1824 finished with value: 0.9935960302100414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:44:11,762] Trial 1825 finished with value: 0.9960107821448734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:44:13,972] Trial 1826 finished with value: 0.9970487004266079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:44:15,491] Trial 1827 finished with value: 0.9958235077659442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:44:17,402] Trial 1828 finished with value: 0.9972195475820094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:44:19,187] Trial 1829 finished with value: 0.9969365919178163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:44:32,615] Trial 1830 finished with value: 0.9963941879688315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 54, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:44:33,963] Trial 1831 finished with value: 0.9971568975239452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 53}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:44:36,299] Trial 1832 finished with value: 0.9975129321956459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:44:37,860] Trial 1833 finished with value: 0.9970407632202803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:44:50,234] Trial 1834 finished with value: 0.9965535833255078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 69, 'rf_n_estimators': 100}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:44:52,043] Trial 1835 finished with value: 0.9973709122642207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:44:55,329] Trial 1836 finished with value: 0.9973979658787138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:45:02,577] Trial 1837 finished with value: 0.9969542303551066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 35, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:45:04,784] Trial 1838 finished with value: 0.9976194793661253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:45:07,679] Trial 1839 finished with value: 0.9975713556530965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:45:09,945] Trial 1840 finished with value: 0.9974063040300266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:49:03,323] Trial 1841 finished with value: 0.9896084918932404 and parameters: {'classifier': 'SVC', 'svc_c': 7752094588.972984, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:49:05,732] Trial 1842 finished with value: 0.9973806113052678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:49:07,414] Trial 1843 finished with value: 0.9973645671900213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:49:09,369] Trial 1844 finished with value: 0.9972955105814308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:49:14,341] Trial 1845 finished with value: 0.9971730540548599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 25, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:49:17,901] Trial 1846 finished with value: 0.9974942367273472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:49:19,537] Trial 1847 finished with value: 0.9974629392468186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:49:20,312] Trial 1848 finished with value: 0.9966279459409452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:49:23,025] Trial 1849 finished with value: 0.997621295948735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:49:31,259] Trial 1850 finished with value: 0.996924381710054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 43, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:49:32,071] Trial 1851 finished with value: 0.9898561572577179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:49:35,751] Trial 1852 finished with value: 0.9963915389961224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 27, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:49:38,146] Trial 1853 finished with value: 0.997473211379261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:49:40,830] Trial 1854 finished with value: 0.99716479458182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:49:43,144] Trial 1855 finished with value: 0.9975572991560432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:49:44,983] Trial 1856 finished with value: 0.9974105314875636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:49:47,898] Trial 1857 finished with value: 0.997229762014936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:49:49,778] Trial 1858 finished with value: 0.9973384802169759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:49:51,244] Trial 1859 finished with value: 0.9866070574708369 and parameters: {'classifier': 'SVC', 'svc_c': 453634099.4224616, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:49:53,260] Trial 1860 finished with value: 0.9969440616882426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:49:56,570] Trial 1861 finished with value: 0.997336410524554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 17, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:49:58,856] Trial 1862 finished with value: 0.9975297185970723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:50:10,604] Trial 1863 finished with value: 0.9966257145756225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 58, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:50:12,371] Trial 1864 finished with value: 0.9974771856317725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:50:15,841] Trial 1865 finished with value: 0.9973517439963144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:50:18,230] Trial 1866 finished with value: 0.997519240326921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:50:20,279] Trial 1867 finished with value: 0.997478773860138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:50:21,287] Trial 1868 finished with value: 0.9973333260442786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:50:33,616] Trial 1869 finished with value: 0.996542183227834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 58, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:50:34,359] Trial 1870 finished with value: 0.9973935692898678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 49}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:50:40,543] Trial 1871 finished with value: 0.9969785511136012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 31, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:50:41,487] Trial 1872 finished with value: 0.9940466678081243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:50:44,008] Trial 1873 finished with value: 0.9973138790223309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:50:45,018] Trial 1874 finished with value: 0.9962429241179523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 36}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:50:47,261] Trial 1875 finished with value: 0.9973931856420423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:50:48,123] Trial 1876 finished with value: 0.9975128863661075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 71}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:50:59,318] Trial 1877 finished with value: 0.9954397382890424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 72, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:51:01,009] Trial 1878 finished with value: 0.9853673049816454 and parameters: {'classifier': 'SVC', 'svc_c': 0.005541067292721221, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:51:06,082] Trial 1879 finished with value: 0.9971504503806351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 23, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:51:09,089] Trial 1880 finished with value: 0.9970765389512907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:51:12,078] Trial 1881 finished with value: 0.9972681228302477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:51:13,839] Trial 1882 finished with value: 0.9975391808098539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:51:23,951] Trial 1883 finished with value: 0.9969130881247977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 45, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:51:25,126] Trial 1884 finished with value: 0.9972067172155356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 4, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:51:27,264] Trial 1885 finished with value: 0.9972529821980132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:51:29,109] Trial 1886 finished with value: 0.9972509790599832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:51:32,469] Trial 1887 finished with value: 0.9972916746109823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:51:34,472] Trial 1888 finished with value: 0.9974377099907228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:51:36,572] Trial 1889 finished with value: 0.9973964058018722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:51:37,954] Trial 1890 finished with value: 0.9961870865065127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 98}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:51:39,424] Trial 1891 finished with value: 0.9961329009801089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:51:41,199] Trial 1892 finished with value: 0.997394380066452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:51:49,504] Trial 1893 finished with value: 0.9970786419050398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 36, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:51:52,177] Trial 1894 finished with value: 0.997574651063505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:51:54,498] Trial 1895 finished with value: 0.9974519399354405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:51:56,969] Trial 1896 finished with value: 0.9973540403291336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:51:57,930] Trial 1897 finished with value: 0.9883148119385705 and parameters: {'classifier': 'SVC', 'svc_c': 3.8985526984901444, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:51:59,718] Trial 1898 finished with value: 0.9972452204071002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:52:01,907] Trial 1899 finished with value: 0.9975795747237804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:52:04,510] Trial 1900 finished with value: 0.9969709683244862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 87}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:52:06,839] Trial 1901 finished with value: 0.9974054075293542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:52:20,298] Trial 1902 finished with value: 0.9957305492757621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 61, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:52:22,521] Trial 1903 finished with value: 0.9974799491783274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:52:23,390] Trial 1904 finished with value: 0.9969860965471989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:52:25,347] Trial 1905 finished with value: 0.9975288034979863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:52:26,987] Trial 1906 finished with value: 0.997158507270612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:52:30,727] Trial 1907 finished with value: 0.9972858353438142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 19, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:52:32,414] Trial 1908 finished with value: 0.9974690307033994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:52:35,262] Trial 1909 finished with value: 0.9971838749039845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:52:37,752] Trial 1910 finished with value: 0.9972118234322546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:52:39,536] Trial 1911 finished with value: 0.9974507160582524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:52:41,157] Trial 1912 finished with value: 0.9973326962055049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:52:43,960] Trial 1913 finished with value: 0.9970824508347911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:52:46,254] Trial 1914 finished with value: 0.9972524512545592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:52:50,641] Trial 1915 finished with value: 0.9974836797154474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 21, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:52:52,021] Trial 1916 finished with value: 0.9973369022082165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:52:53,703] Trial 1917 finished with value: 0.985077902554997 and parameters: {'classifier': 'SVC', 'svc_c': 0.0002496738301337531, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:53:07,740] Trial 1918 finished with value: 0.996638903834354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 59, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:53:10,231] Trial 1919 finished with value: 0.9974430164736381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:53:18,518] Trial 1920 finished with value: 0.9970690534071244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 39, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:53:20,972] Trial 1921 finished with value: 0.9882729306276105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 63, 'rf_n_estimators': 102}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:53:22,654] Trial 1922 finished with value: 0.9971766803964295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:53:25,813] Trial 1923 finished with value: 0.9973712384981716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:53:27,018] Trial 1924 finished with value: 0.9956055229942992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:53:30,344] Trial 1925 finished with value: 0.9964635144448492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 17, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:53:32,687] Trial 1926 finished with value: 0.997285130571841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:53:34,623] Trial 1927 finished with value: 0.996586719795609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:53:36,560] Trial 1928 finished with value: 0.9974248867970158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:53:37,499] Trial 1929 finished with value: 0.9970370779096784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:53:39,498] Trial 1930 finished with value: 0.9974407621618083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:53:41,286] Trial 1931 finished with value: 0.9974930741677964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:53:42,793] Trial 1932 finished with value: 0.9966842035083762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:53:45,219] Trial 1933 finished with value: 0.9972073745075991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:53:47,116] Trial 1934 finished with value: 0.9853889367141916 and parameters: {'classifier': 'SVC', 'svc_c': 0.029000961692247945, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:53:53,245] Trial 1935 finished with value: 0.9971939929488861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 29, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:53:55,829] Trial 1936 finished with value: 0.9976454430374001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:53:58,063] Trial 1937 finished with value: 0.9975907338037849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:53:59,847] Trial 1938 finished with value: 0.9974425242821691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:54:01,050] Trial 1939 finished with value: 0.9947305580790958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 14, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:54:03,269] Trial 1940 finished with value: 0.9974655403270254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:54:05,896] Trial 1941 finished with value: 0.9974068613159438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:54:10,529] Trial 1942 finished with value: 0.9970435453335112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 22, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:54:12,045] Trial 1943 finished with value: 0.997492480573713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:54:14,177] Trial 1944 finished with value: 0.9974304115732586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:54:15,661] Trial 1945 finished with value: 0.9961028862505864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:54:17,847] Trial 1946 finished with value: 0.9972551971230997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:54:20,816] Trial 1947 finished with value: 0.9975523322369999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 15, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:54:22,627] Trial 1948 finished with value: 0.9972875505238098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:54:23,929] Trial 1949 finished with value: 0.9975344512586206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 66}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:54:26,893] Trial 1950 finished with value: 0.9975423963042114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:54:27,996] Trial 1951 finished with value: 0.9971054888105414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:54:30,345] Trial 1952 finished with value: 0.9974847376668549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 12, 'rf_n_estimators': 100}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:54:32,798] Trial 1953 finished with value: 0.9972380790605403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:54:33,959] Trial 1954 finished with value: 0.9971616107301561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:54:35,636] Trial 1955 finished with value: 0.9853840203218969 and parameters: {'classifier': 'SVC', 'svc_c': 0.09203773859467079, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:54:39,489] Trial 1956 finished with value: 0.9972873090935477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 18, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:54:49,120] Trial 1957 finished with value: 0.9969942689314211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 44, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:54:51,015] Trial 1958 finished with value: 0.9972923596102392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:54:52,873] Trial 1959 finished with value: 0.9974013345084748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:54:54,700] Trial 1960 finished with value: 0.9973786305424626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:54:55,546] Trial 1961 finished with value: 0.9968378600800997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:55:00,276] Trial 1962 finished with value: 0.997189547642352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 25, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:55:02,842] Trial 1963 finished with value: 0.9974960278878932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:55:03,551] Trial 1964 finished with value: 0.9945686297200242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 2, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:55:06,382] Trial 1965 finished with value: 0.9972843825410997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 92}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:55:07,631] Trial 1966 finished with value: 0.9968696299159051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:55:10,718] Trial 1967 finished with value: 0.9973542836319323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:55:12,793] Trial 1968 finished with value: 0.9975405177374682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:55:18,973] Trial 1969 finished with value: 0.9972404319185726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 30, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:55:20,993] Trial 1970 finished with value: 0.9974736402218668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:55:24,142] Trial 1971 finished with value: 0.9973545376938815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:55:25,768] Trial 1972 finished with value: 0.9970469646169726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:55:27,479] Trial 1973 finished with value: 0.9852053993786534 and parameters: {'classifier': 'SVC', 'svc_c': 8.395536557981064e-05, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:55:29,658] Trial 1974 finished with value: 0.9977349906546665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:55:31,625] Trial 1975 finished with value: 0.9974725314580692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:55:33,379] Trial 1976 finished with value: 0.9974299515957658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 127}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:55:35,153] Trial 1977 finished with value: 0.9973852584014175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:55:37,146] Trial 1978 finished with value: 0.9974206919977856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:55:39,119] Trial 1979 finished with value: 0.9975018722966023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 127}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:55:40,077] Trial 1980 finished with value: 0.9950617193083814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 127}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:55:54,009] Trial 1981 finished with value: 0.9966807322382225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 65, 'rf_n_estimators': 127}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:55:56,789] Trial 1982 finished with value: 0.9974613730445608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:55:58,248] Trial 1983 finished with value: 0.9972864445212103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:56:05,449] Trial 1984 finished with value: 0.9968163757383958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 35, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:56:07,008] Trial 1985 finished with value: 0.9973102076129327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:56:08,792] Trial 1986 finished with value: 0.9976101858720599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:56:11,856] Trial 1987 finished with value: 0.9972852004269753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:56:13,730] Trial 1988 finished with value: 0.9974516054813712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:56:18,326] Trial 1989 finished with value: 0.9972947441427032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:56:20,487] Trial 1990 finished with value: 0.9974359998887924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:56:22,136] Trial 1991 finished with value: 0.9853258437853664 and parameters: {'classifier': 'SVC', 'svc_c': 0.001976655785862305, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:56:25,202] Trial 1992 finished with value: 0.9973781374940701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:56:37,546] Trial 1993 finished with value: 0.9968703808030579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 58, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:56:40,197] Trial 1994 finished with value: 0.9974978192071285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 127}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:56:41,814] Trial 1995 finished with value: 0.9974952479605549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:56:44,046] Trial 1996 finished with value: 0.9974179464466241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:56:47,002] Trial 1997 finished with value: 0.9974898620376572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:56:49,442] Trial 1998 finished with value: 0.9975856551673074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:56:53,169] Trial 1999 finished with value: 0.9972406303439701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:56:55,283] Trial 2000 finished with value: 0.9973992384735896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:56:58,341] Trial 2001 finished with value: 0.9975418773576864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:57:00,297] Trial 2002 finished with value: 0.9975060560510407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:57:02,888] Trial 2003 finished with value: 0.9974585670961614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:57:04,364] Trial 2004 finished with value: 0.997523767993325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:57:05,465] Trial 2005 finished with value: 0.9972139010908915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 3, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:57:06,272] Trial 2006 finished with value: 0.9963421031110471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:57:08,554] Trial 2007 finished with value: 0.9975143250771911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:57:25,777] Trial 2008 finished with value: 0.9960042985347078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 72, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:57:28,471] Trial 2009 finished with value: 0.9972133572935847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:57:30,764] Trial 2010 finished with value: 0.9973763364947726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:57:32,476] Trial 2011 finished with value: 0.9852273599793967 and parameters: {'classifier': 'SVC', 'svc_c': 0.0007773545638479195, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:57:34,869] Trial 2012 finished with value: 0.9975123016903762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:57:36,512] Trial 2013 finished with value: 0.9918768992893751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 25, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:57:38,367] Trial 2014 finished with value: 0.9965959373725998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 16, 'rf_n_estimators': 96}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:57:40,117] Trial 2015 finished with value: 0.9975082921770495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:57:55,134] Trial 2016 finished with value: 0.9964711160862811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 66, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:57:57,965] Trial 2017 finished with value: 0.9973265167079687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:58:00,014] Trial 2018 finished with value: 0.9975371986823186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:58:07,557] Trial 2019 finished with value: 0.9969322301454545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 41, 'rf_n_estimators': 101}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:58:08,897] Trial 2020 finished with value: 0.994358770011381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:58:14,697] Trial 2021 finished with value: 0.9967136785347819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 32, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:58:16,743] Trial 2022 finished with value: 0.9971844855095865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:58:18,772] Trial 2023 finished with value: 0.9973256026244957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:58:20,764] Trial 2024 finished with value: 0.9968492266942812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:58:23,228] Trial 2025 finished with value: 0.9970925047691196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:58:27,039] Trial 2026 finished with value: 0.9971822714096854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:58:28,444] Trial 2027 finished with value: 0.9971742647290783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:58:30,089] Trial 2028 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 9.709603425433706e-06, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:58:32,468] Trial 2029 finished with value: 0.9976045999686071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:58:33,343] Trial 2030 finished with value: 0.9971079790619753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:58:35,983] Trial 2031 finished with value: 0.9969794371725019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:58:38,029] Trial 2032 finished with value: 0.9975897286007794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:58:40,783] Trial 2033 finished with value: 0.9975809536723842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:58:42,435] Trial 2034 finished with value: 0.9975127611283247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:58:43,911] Trial 2035 finished with value: 0.9953466519585689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 21, 'rf_n_estimators': 83}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:58:47,324] Trial 2036 finished with value: 0.9972473638584192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:58:49,066] Trial 2037 finished with value: 0.9976618088163388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:58:51,355] Trial 2038 finished with value: 0.9972913469488255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:58:53,391] Trial 2039 finished with value: 0.9973548114333335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:58:55,948] Trial 2040 finished with value: 0.9972395814061285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:58:58,069] Trial 2041 finished with value: 0.9976836230418531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:59:00,575] Trial 2042 finished with value: 0.9974111948415678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:59:03,293] Trial 2043 finished with value: 0.9971405944591115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:59:04,829] Trial 2044 finished with value: 0.9974286287597826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:59:09,655] Trial 2045 finished with value: 0.9971930114223597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:59:11,630] Trial 2046 finished with value: 0.9974343960453763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:59:14,054] Trial 2047 finished with value: 0.9973183545750907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:59:15,946] Trial 2048 finished with value: 0.985381234114476 and parameters: {'classifier': 'SVC', 'svc_c': 0.008914833421350956, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:59:17,874] Trial 2049 finished with value: 0.997327105223987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:59:19,572] Trial 2050 finished with value: 0.99633719100337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:59:25,209] Trial 2051 finished with value: 0.997164532141063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 27, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:59:27,568] Trial 2052 finished with value: 0.9972833310324875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:59:28,514] Trial 2053 finished with value: 0.9974704981690272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 55}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:59:29,498] Trial 2054 finished with value: 0.9973569517425996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:59:31,286] Trial 2055 finished with value: 0.9975523585794631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 99}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:59:33,861] Trial 2056 finished with value: 0.9974651430001619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:59:35,810] Trial 2057 finished with value: 0.9974857694979647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:59:42,297] Trial 2058 finished with value: 0.9966956674944578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 38, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:59:45,582] Trial 2059 finished with value: 0.9973446840574871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:59:48,343] Trial 2060 finished with value: 0.9974691218229319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:59:51,556] Trial 2061 finished with value: 0.9973707191073157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:59:53,288] Trial 2062 finished with value: 0.9971017126660485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:59:55,534] Trial 2063 finished with value: 0.9974241725671461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:59:58,068] Trial 2064 finished with value: 0.9973130368252182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:59:58,506] Trial 2065 finished with value: 0.9960420299873146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 14}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 16:59:59,223] Trial 2066 finished with value: 0.9920548881404535 and parameters: {'classifier': 'SVC', 'svc_c': 34.3208929064377, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:00:01,240] Trial 2067 finished with value: 0.9971386693011203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:00:04,082] Trial 2068 finished with value: 0.9973254468548457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:00:05,841] Trial 2069 finished with value: 0.9975932474777944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:00:07,499] Trial 2070 finished with value: 0.9967416257300599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:00:09,148] Trial 2071 finished with value: 0.9974852765130479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:00:11,561] Trial 2072 finished with value: 0.9973547691584407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:00:15,523] Trial 2073 finished with value: 0.9969436033293829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 19, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:00:17,931] Trial 2074 finished with value: 0.9973221231342239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:00:19,776] Trial 2075 finished with value: 0.9976668990054147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:00:22,121] Trial 2076 finished with value: 0.997257587463601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:00:23,910] Trial 2077 finished with value: 0.9960708933290298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 30, 'rf_n_estimators': 27}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:00:27,053] Trial 2078 finished with value: 0.9971911957284112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:00:32,852] Trial 2079 finished with value: 0.9968277695837018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 28, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:00:34,911] Trial 2080 finished with value: 0.9973406516611293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:00:35,235] Trial 2081 finished with value: 0.9925820244420979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 5, 'rf_n_estimators': 6}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:00:36,505] Trial 2082 finished with value: 0.9974962203783019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:00:38,403] Trial 2083 finished with value: 0.9969242802757018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:00:40,917] Trial 2084 finished with value: 0.9973951567565237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:00:41,737] Trial 2085 finished with value: 0.9923418799460778 and parameters: {'classifier': 'SVC', 'svc_c': 5282.670983630727, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:00:45,013] Trial 2086 finished with value: 0.9970751540994361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 16, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:00:46,560] Trial 2087 finished with value: 0.9973099607872262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 76}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:00:48,393] Trial 2088 finished with value: 0.9972273113406728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:00:51,186] Trial 2089 finished with value: 0.9973637515257993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:01:03,848] Trial 2090 finished with value: 0.9962953721526119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 56, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:01:05,776] Trial 2091 finished with value: 0.9974135366548084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:01:07,364] Trial 2092 finished with value: 0.9971533154250185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:01:11,298] Trial 2093 finished with value: 0.9974255697333088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:01:13,583] Trial 2094 finished with value: 0.997462756023879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:01:16,448] Trial 2095 finished with value: 0.9973814562953164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:01:18,602] Trial 2096 finished with value: 0.997480301246935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:01:19,371] Trial 2097 finished with value: 0.9896020370376192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:01:21,524] Trial 2098 finished with value: 0.9971978349177991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:01:26,160] Trial 2099 finished with value: 0.9972260568364041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 22, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:01:27,976] Trial 2100 finished with value: 0.9966183144381651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:01:29,874] Trial 2101 finished with value: 0.9974633436829735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:01:32,434] Trial 2102 finished with value: 0.9968875252398185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 13, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:01:34,797] Trial 2103 finished with value: 0.9974577797738907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:01:35,879] Trial 2104 finished with value: 0.9875436283939002 and parameters: {'classifier': 'SVC', 'svc_c': 1.2198663420797582, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:01:36,830] Trial 2105 finished with value: 0.9971197974970076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:01:38,048] Trial 2106 finished with value: 0.9969532474638502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 4, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:01:39,883] Trial 2107 finished with value: 0.997285973625877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:01:40,673] Trial 2108 finished with value: 0.9968195120149361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:01:43,066] Trial 2109 finished with value: 0.9973391211322794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:01:45,149] Trial 2110 finished with value: 0.9973131510499473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:01:47,417] Trial 2111 finished with value: 0.9975314596434623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:01:49,183] Trial 2112 finished with value: 0.9972417519933581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:01:52,332] Trial 2113 finished with value: 0.9970150705272595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:01:55,214] Trial 2114 finished with value: 0.997427100103469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:01:56,709] Trial 2115 finished with value: 0.997210729807439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 73}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:01:57,550] Trial 2116 finished with value: 0.993811026286416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:01:58,330] Trial 2117 finished with value: 0.9965600307544588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:02:12,611] Trial 2118 finished with value: 0.9962638010913208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 64, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:02:13,462] Trial 2119 finished with value: 0.9954339823021435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:02:16,293] Trial 2120 finished with value: 0.9973353586985625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:02:18,459] Trial 2121 finished with value: 0.9976225731138698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:02:19,215] Trial 2122 finished with value: 0.9926905270802703 and parameters: {'classifier': 'SVC', 'svc_c': 355.6043316078068, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:02:20,131] Trial 2123 finished with value: 0.9952636713904267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:02:21,814] Trial 2124 finished with value: 0.9972407095617872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:02:23,717] Trial 2125 finished with value: 0.9974884923882602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:02:27,677] Trial 2126 finished with value: 0.9972370795703581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:02:34,712] Trial 2127 finished with value: 0.9970472198214866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 33, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:02:37,394] Trial 2128 finished with value: 0.9973242366884341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:02:39,492] Trial 2129 finished with value: 0.9973199526422079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:02:42,114] Trial 2130 finished with value: 0.9972885055174455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:02:44,574] Trial 2131 finished with value: 0.9973709054723084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:02:46,373] Trial 2132 finished with value: 0.9973195339239945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:02:48,714] Trial 2133 finished with value: 0.9974614734950379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:02:50,360] Trial 2134 finished with value: 0.9973420161689851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:02:53,152] Trial 2135 finished with value: 0.9973274028938212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:02:54,274] Trial 2136 finished with value: 0.9973847066696342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:02:55,074] Trial 2137 finished with value: 0.9954288755458799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 3, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:02:56,321] Trial 2138 finished with value: 0.9974771261549339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 103}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:03:03,716] Trial 2139 finished with value: 0.9961464481789609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 47, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:03:05,661] Trial 2140 finished with value: 0.9977018061968495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:03:40,360] Trial 2141 finished with value: 0.989597268988304 and parameters: {'classifier': 'SVC', 'svc_c': 20838104.575251877, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:03:43,695] Trial 2142 finished with value: 0.9972793281206456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:03:46,142] Trial 2143 finished with value: 0.9972961861227913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:03:47,711] Trial 2144 finished with value: 0.9974471184077512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 95}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:03:49,882] Trial 2145 finished with value: 0.9972483304998669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:03:52,556] Trial 2146 finished with value: 0.9973517289208084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:03:55,113] Trial 2147 finished with value: 0.9976656137788518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:03:57,938] Trial 2148 finished with value: 0.9929886926922881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 42, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:04:01,632] Trial 2149 finished with value: 0.9972121828323188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:04:03,079] Trial 2150 finished with value: 0.996203878176432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:04:04,548] Trial 2151 finished with value: 0.9969401412314843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:04:07,818] Trial 2152 finished with value: 0.997187681770772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:04:09,118] Trial 2153 finished with value: 0.9972172253827956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 79}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:04:13,575] Trial 2154 finished with value: 0.9973328271243731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 19, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:04:16,186] Trial 2155 finished with value: 0.9971723483942251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:04:16,670] Trial 2156 finished with value: 0.9890049240137087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 44}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:04:32,912] Trial 2157 finished with value: 0.996746170820575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 71, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:04:35,577] Trial 2158 finished with value: 0.9973594781752478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:04:37,670] Trial 2159 finished with value: 0.9974702295076404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:04:39,466] Trial 2160 finished with value: 0.9854051573874173 and parameters: {'classifier': 'SVC', 'svc_c': 0.27827426876037653, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:04:41,922] Trial 2161 finished with value: 0.9970800036834356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:04:42,986] Trial 2162 finished with value: 0.9955347486984184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:04:44,392] Trial 2163 finished with value: 0.9975406380876133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:04:46,192] Trial 2164 finished with value: 0.9973224505424773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:04:55,756] Trial 2165 finished with value: 0.9967229049983869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 43, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:04:57,887] Trial 2166 finished with value: 0.9976020715682085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:04:59,770] Trial 2167 finished with value: 0.9973057596404145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:05:07,795] Trial 2168 finished with value: 0.9973475420560548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 35, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:05:10,474] Trial 2169 finished with value: 0.9976940502774493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:05:13,630] Trial 2170 finished with value: 0.9973812868148905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:05:20,978] Trial 2171 finished with value: 0.9969841950339488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 36, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:05:23,636] Trial 2172 finished with value: 0.9971417931681388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:05:26,089] Trial 2173 finished with value: 0.9973810436073055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:05:27,913] Trial 2174 finished with value: 0.99717901265656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:05:29,754] Trial 2175 finished with value: 0.9974878077063826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:05:31,966] Trial 2176 finished with value: 0.9971460095491462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 102}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:05:33,944] Trial 2177 finished with value: 0.9975494146029039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 98}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:05:34,666] Trial 2178 finished with value: 0.9950602071557798 and parameters: {'classifier': 'SVC', 'svc_c': 1207.7064150911544, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:05:37,821] Trial 2179 finished with value: 0.9973527740501013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:05:39,767] Trial 2180 finished with value: 0.9976634593462169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:05:41,884] Trial 2181 finished with value: 0.9968978931572656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:05:45,254] Trial 2182 finished with value: 0.997251415805328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:05:47,533] Trial 2183 finished with value: 0.9972626549918108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:05:49,419] Trial 2184 finished with value: 0.997393788313167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:05:51,515] Trial 2185 finished with value: 0.996925246821936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 90}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:05:53,327] Trial 2186 finished with value: 0.9973351556394304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:05:55,959] Trial 2187 finished with value: 0.997390589830328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:05:58,033] Trial 2188 finished with value: 0.9974314822198292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:06:00,551] Trial 2189 finished with value: 0.9974179797714268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:06:02,824] Trial 2190 finished with value: 0.9973066802301584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:06:04,506] Trial 2191 finished with value: 0.9975658589649017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:06:06,502] Trial 2192 finished with value: 0.9973122520737182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:06:08,712] Trial 2193 finished with value: 0.9977112571744118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:06:10,328] Trial 2194 finished with value: 0.9967194388380363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:06:13,543] Trial 2195 finished with value: 0.997427613273695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:06:15,791] Trial 2196 finished with value: 0.9975055117141899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:06:17,487] Trial 2197 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 1.4725481173582792e-08, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:06:21,741] Trial 2198 finished with value: 0.9975141472179576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:06:23,528] Trial 2199 finished with value: 0.9974569471298883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:06:25,424] Trial 2200 finished with value: 0.9973049833629356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:06:27,028] Trial 2201 finished with value: 0.9974908800627773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:06:27,631] Trial 2202 finished with value: 0.9880405407814741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:06:30,501] Trial 2203 finished with value: 0.9973939086315745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:06:33,475] Trial 2204 finished with value: 0.9973212610374432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:06:34,529] Trial 2205 finished with value: 0.9972829391645438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:06:37,100] Trial 2206 finished with value: 0.9973251898095331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:06:42,007] Trial 2207 finished with value: 0.9972803462409794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 26, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:06:43,103] Trial 2208 finished with value: 0.9971604327459823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:06:44,299] Trial 2209 finished with value: 0.9956652248546627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:06:46,994] Trial 2210 finished with value: 0.9973132781920047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:06:52,206] Trial 2211 finished with value: 0.997222389806837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:06:54,736] Trial 2212 finished with value: 0.997406680822464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:06:58,430] Trial 2213 finished with value: 0.9972493843253467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:07:00,577] Trial 2214 finished with value: 0.997575918072509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:07:02,853] Trial 2215 finished with value: 0.9974189238154846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:07:12,114] Trial 2216 finished with value: 0.9927188805207638 and parameters: {'classifier': 'SVC', 'svc_c': 3887365.289396519, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:07:14,755] Trial 2217 finished with value: 0.9972287273908904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:07:16,684] Trial 2218 finished with value: 0.9974155375711847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:07:18,657] Trial 2219 finished with value: 0.9970630881722015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:07:19,491] Trial 2220 finished with value: 0.9968759898117071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:07:21,149] Trial 2221 finished with value: 0.9976083903316827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:07:24,195] Trial 2222 finished with value: 0.9971915727747519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:07:27,232] Trial 2223 finished with value: 0.9971001483680652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:07:31,708] Trial 2224 finished with value: 0.9975614390169557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 20, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:07:34,019] Trial 2225 finished with value: 0.9974831820967961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:07:36,099] Trial 2226 finished with value: 0.9973748494468562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:07:37,449] Trial 2227 finished with value: 0.9973618634694218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:07:38,671] Trial 2228 finished with value: 0.9975855769968413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:07:40,014] Trial 2229 finished with value: 0.9947609198943742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:07:43,487] Trial 2230 finished with value: 0.9962402162396868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 26, 'rf_n_estimators': 69}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:07:45,537] Trial 2231 finished with value: 0.9975019171740035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:07:47,344] Trial 2232 finished with value: 0.9975235509060378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:07:48,705] Trial 2233 finished with value: 0.9968077934273608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:07:51,737] Trial 2234 finished with value: 0.9957600387429156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 49, 'rf_n_estimators': 30}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:07:53,857] Trial 2235 finished with value: 0.9974645033226367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:07:56,355] Trial 2236 finished with value: 0.9975280345837018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:07:58,057] Trial 2237 finished with value: 0.985205317494852 and parameters: {'classifier': 'SVC', 'svc_c': 7.340869565337467e-07, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:08:00,647] Trial 2238 finished with value: 0.9977110157758876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:08:02,099] Trial 2239 finished with value: 0.9972921711188069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 101}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:08:02,633] Trial 2240 finished with value: 0.9953604759437119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 18}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:08:14,751] Trial 2241 finished with value: 0.9964421550552869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 60, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:08:23,607] Trial 2242 finished with value: 0.9967154306577019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 42, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:08:26,147] Trial 2243 finished with value: 0.996461047266874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:08:27,593] Trial 2244 finished with value: 0.996080940439708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:08:28,639] Trial 2245 finished with value: 0.9972564216667837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:08:31,747] Trial 2246 finished with value: 0.9974034280360652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:08:33,715] Trial 2247 finished with value: 0.9973400512433956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:08:35,844] Trial 2248 finished with value: 0.9974226255345844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:08:40,435] Trial 2249 finished with value: 0.9965516947613239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 23, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:08:41,454] Trial 2250 finished with value: 0.9969865244059296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:08:42,272] Trial 2251 finished with value: 0.9967207816054254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:08:44,776] Trial 2252 finished with value: 0.9972956941534877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:08:46,429] Trial 2253 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.8864848208372546e-06, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:08:48,215] Trial 2254 finished with value: 0.9973533165778917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 86}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:08:58,258] Trial 2255 finished with value: 0.9968315719437063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 46, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:08:59,222] Trial 2256 finished with value: 0.9934117142166814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:09:00,724] Trial 2257 finished with value: 0.997384992088636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:09:03,129] Trial 2258 finished with value: 0.9973868798911102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:09:05,815] Trial 2259 finished with value: 0.9973270758664224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:09:07,969] Trial 2260 finished with value: 0.9971681732407597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:09:09,834] Trial 2261 finished with value: 0.9971944691127118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:09:12,656] Trial 2262 finished with value: 0.9973428163133704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:09:15,958] Trial 2263 finished with value: 0.9973985274175107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:09:18,296] Trial 2264 finished with value: 0.9968600553826689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:09:20,550] Trial 2265 finished with value: 0.9974945622313262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:09:24,327] Trial 2266 finished with value: 0.9974293512415081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:09:26,358] Trial 2267 finished with value: 0.9973192564712074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:09:30,595] Trial 2268 finished with value: 0.9970423210437306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 21, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:09:33,534] Trial 2269 finished with value: 0.9967892316391284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:09:35,197] Trial 2270 finished with value: 0.9973297488647276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:09:35,896] Trial 2271 finished with value: 0.997391749596943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 3, 'rf_n_estimators': 60}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:09:37,742] Trial 2272 finished with value: 0.9852062189466378 and parameters: {'classifier': 'SVC', 'svc_c': 1.0834217273297112e-10, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:09:38,853] Trial 2273 finished with value: 0.9969145166162751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 51}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:09:49,586] Trial 2274 finished with value: 0.9964840445863651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 54, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:09:51,533] Trial 2275 finished with value: 0.9972383226489802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 99}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:10:00,922] Trial 2276 finished with value: 0.996737703083386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 45, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:10:03,750] Trial 2277 finished with value: 0.9960538730827008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 24, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:10:07,927] Trial 2278 finished with value: 0.9942550669700038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 51, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:10:11,248] Trial 2279 finished with value: 0.9974889216434589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:10:11,779] Trial 2280 finished with value: 0.9869898518005317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:10:13,491] Trial 2281 finished with value: 0.9974539646235095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:10:15,168] Trial 2282 finished with value: 0.9971811862588912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:10:17,822] Trial 2283 finished with value: 0.9970060097672695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:10:19,464] Trial 2284 finished with value: 0.9969085371310319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:10:23,467] Trial 2285 finished with value: 0.9972717294308389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:10:34,371] Trial 2286 finished with value: 0.9968616469435148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 46, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:10:42,056] Trial 2287 finished with value: 0.9971595222171549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 37, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:10:43,141] Trial 2288 finished with value: 0.9972271220240548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 102}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:10:43,750] Trial 2289 finished with value: 0.9973809467114738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 23}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:10:46,269] Trial 2290 finished with value: 0.9976115929721875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:10:47,674] Trial 2291 finished with value: 0.9974132765626565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:11:52,394] Trial 2292 finished with value: 0.9901041288930026 and parameters: {'classifier': 'SVC', 'svc_c': 66678966.67839295, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:12:02,434] Trial 2293 finished with value: 0.9965820684465796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 62, 'rf_n_estimators': 93}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:12:04,984] Trial 2294 finished with value: 0.9975945739953751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:12:07,230] Trial 2295 finished with value: 0.9975711172379356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:12:09,835] Trial 2296 finished with value: 0.9969610835532046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:12:20,968] Trial 2297 finished with value: 0.996967859374284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 52, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:12:24,587] Trial 2298 finished with value: 0.997030503719525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:12:27,072] Trial 2299 finished with value: 0.9972462413203697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:12:29,012] Trial 2300 finished with value: 0.9971129839078182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:12:31,075] Trial 2301 finished with value: 0.9974512633784668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:12:45,419] Trial 2302 finished with value: 0.9963319992529902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 68, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:12:47,186] Trial 2303 finished with value: 0.9975902364072992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:12:49,569] Trial 2304 finished with value: 0.9970573744601955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:12:52,394] Trial 2305 finished with value: 0.9974139744157661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:12:54,283] Trial 2306 finished with value: 0.9974563913673906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:13:03,132] Trial 2307 finished with value: 0.9967884674537922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 46, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:13:09,624] Trial 2308 finished with value: 0.9969091289477925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 31, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:13:16,143] Trial 2309 finished with value: 0.9953670153808568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 51, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:13:18,619] Trial 2310 finished with value: 0.997515395279431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:13:21,060] Trial 2311 finished with value: 0.9972186778046552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:13:22,254] Trial 2312 finished with value: 0.9872531958817271 and parameters: {'classifier': 'SVC', 'svc_c': 138697.29715509908, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:13:24,522] Trial 2313 finished with value: 0.997273935628001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:13:27,715] Trial 2314 finished with value: 0.9972227869432734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:13:29,369] Trial 2315 finished with value: 0.997468556158207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:13:30,855] Trial 2316 finished with value: 0.997544095996108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:13:31,893] Trial 2317 finished with value: 0.997189345249716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 48}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:13:33,759] Trial 2318 finished with value: 0.9974274241157666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:13:36,237] Trial 2319 finished with value: 0.9974235704038278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:13:36,882] Trial 2320 finished with value: 0.9967165886787316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 41}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:13:39,354] Trial 2321 finished with value: 0.9975244979334588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:13:46,310] Trial 2322 finished with value: 0.9972327362059831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 34, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:13:48,410] Trial 2323 finished with value: 0.9974941233595418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:13:51,729] Trial 2324 finished with value: 0.9970353053475464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:13:57,764] Trial 2325 finished with value: 0.9969861526598195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 29, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:14:00,303] Trial 2326 finished with value: 0.9975300636198644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:14:02,659] Trial 2327 finished with value: 0.9973835787678783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:14:04,486] Trial 2328 finished with value: 0.9850767551026903 and parameters: {'classifier': 'SVC', 'svc_c': 0.0001887062449597021, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:14:10,614] Trial 2329 finished with value: 0.9966780519719366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 56, 'rf_n_estimators': 63}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:14:16,395] Trial 2330 finished with value: 0.9966654405335484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 27, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:14:20,031] Trial 2331 finished with value: 0.9964131701256486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 26, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:14:21,876] Trial 2332 finished with value: 0.9977408940324076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:14:23,494] Trial 2333 finished with value: 0.9976087106941205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 97}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:14:25,253] Trial 2334 finished with value: 0.9975789515499671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 99}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:14:26,848] Trial 2335 finished with value: 0.9974832011395406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:14:28,713] Trial 2336 finished with value: 0.9972517705399196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:14:30,280] Trial 2337 finished with value: 0.9974695543788727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 99}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:14:32,237] Trial 2338 finished with value: 0.9976686667116472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:14:33,835] Trial 2339 finished with value: 0.997386916357966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 97}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:14:35,334] Trial 2340 finished with value: 0.9972373915857266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 101}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:14:37,154] Trial 2341 finished with value: 0.9975586452241748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:14:39,073] Trial 2342 finished with value: 0.9975877035635933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 98}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:14:40,678] Trial 2343 finished with value: 0.9976144461783312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 100}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:14:42,555] Trial 2344 finished with value: 0.9975889855211518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 98}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:14:44,465] Trial 2345 finished with value: 0.9974435308499044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:14:45,954] Trial 2346 finished with value: 0.9976887630277059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 101}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:14:47,935] Trial 2347 finished with value: 0.9976855991074478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 101}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:14:49,119] Trial 2348 finished with value: 0.9868039989307401 and parameters: {'classifier': 'SVC', 'svc_c': 1012246.2933467155, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:14:50,583] Trial 2349 finished with value: 0.9971552162082968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 6, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:14:51,317] Trial 2350 finished with value: 0.9912875456125589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 2, 'rf_n_estimators': 103}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:14:52,957] Trial 2351 finished with value: 0.9974011255143541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:14:54,662] Trial 2352 finished with value: 0.9972395458914098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:14:56,712] Trial 2353 finished with value: 0.9971309992010219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:14:58,289] Trial 2354 finished with value: 0.9975280979008273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:14:59,889] Trial 2355 finished with value: 0.9974615163412129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 99}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:15:01,579] Trial 2356 finished with value: 0.9976179018016965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:15:02,320] Trial 2357 finished with value: 0.9967543323821705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:15:04,001] Trial 2358 finished with value: 0.9969505613577893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:15:04,827] Trial 2359 finished with value: 0.990430004491178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:15:06,557] Trial 2360 finished with value: 0.997380939824348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:15:08,318] Trial 2361 finished with value: 0.9973750197207297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 94}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:15:10,023] Trial 2362 finished with value: 0.9964158854305841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:15:11,921] Trial 2363 finished with value: 0.99734338235895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 99}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:15:13,648] Trial 2364 finished with value: 0.9976007858655769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 97}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:15:19,151] Trial 2365 finished with value: 0.9971332390403657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 29, 'rf_n_estimators': 101}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:15:19,850] Trial 2366 finished with value: 0.9930585060278063 and parameters: {'classifier': 'SVC', 'svc_c': 109.61430631046287, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:15:21,769] Trial 2367 finished with value: 0.9975354336420704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:15:24,430] Trial 2368 finished with value: 0.9975372302932746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:15:26,117] Trial 2369 finished with value: 0.9975351997019546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:15:28,399] Trial 2370 finished with value: 0.9975597472595359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:15:29,405] Trial 2371 finished with value: 0.9943142200819471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:15:31,071] Trial 2372 finished with value: 0.9975891297699414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:15:32,878] Trial 2373 finished with value: 0.9971375268634027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:15:45,707] Trial 2374 finished with value: 0.9968124858135043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 54, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:15:47,623] Trial 2375 finished with value: 0.9972696153370846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 94}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:15:49,589] Trial 2376 finished with value: 0.9974065210855758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:15:51,806] Trial 2377 finished with value: 0.9974648806863565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:16:06,193] Trial 2378 finished with value: 0.9964749038151104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 72, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:16:07,376] Trial 2379 finished with value: 0.9956323030280299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:16:13,135] Trial 2380 finished with value: 0.9971371950118423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 25, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:16:15,550] Trial 2381 finished with value: 0.9973858445370927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:16:17,199] Trial 2382 finished with value: 0.9974038269180863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:16:18,699] Trial 2383 finished with value: 0.9971760893413787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:16:20,110] Trial 2384 finished with value: 0.9975108992557207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:16:21,770] Trial 2385 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 2.7477215789040805e-09, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:16:23,300] Trial 2386 finished with value: 0.9972530869648457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 100}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:16:25,392] Trial 2387 finished with value: 0.9974816224960231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 103}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:16:27,331] Trial 2388 finished with value: 0.9974034157852331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:16:29,217] Trial 2389 finished with value: 0.997607109453213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 96}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:16:32,135] Trial 2390 finished with value: 0.9970319427479878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:16:33,206] Trial 2391 finished with value: 0.9971837465876247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:16:35,207] Trial 2392 finished with value: 0.997565977252083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:16:41,475] Trial 2393 finished with value: 0.9969835961396347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 31, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:16:47,539] Trial 2394 finished with value: 0.9971494910071682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 33, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:16:49,490] Trial 2395 finished with value: 0.9974618399726555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 89}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:16:52,231] Trial 2396 finished with value: 0.9972664258678111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:16:53,994] Trial 2397 finished with value: 0.9974693781065346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:16:55,585] Trial 2398 finished with value: 0.9962692512200055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:16:57,147] Trial 2399 finished with value: 0.9974283535603868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 82}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:16:58,293] Trial 2400 finished with value: 0.9972895592159737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:17:07,819] Trial 2401 finished with value: 0.9966303214598434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 52, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:17:09,862] Trial 2402 finished with value: 0.9968248022480428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:17:11,288] Trial 2403 finished with value: 0.9961155454227876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:17:12,077] Trial 2404 finished with value: 0.9909901914753595 and parameters: {'classifier': 'SVC', 'svc_c': 10.566617223269784, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:17:13,639] Trial 2405 finished with value: 0.9969033458567207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:17:16,466] Trial 2406 finished with value: 0.9974717826338804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:17:18,199] Trial 2407 finished with value: 0.9966339451989047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:17:18,957] Trial 2408 finished with value: 0.9888791467181414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:17:20,616] Trial 2409 finished with value: 0.9975861610060764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:17:22,568] Trial 2410 finished with value: 0.9976203549515166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:17:23,566] Trial 2411 finished with value: 0.9971474810454882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 2, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:17:24,971] Trial 2412 finished with value: 0.9973427639458231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:17:25,893] Trial 2413 finished with value: 0.9971183019433317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 37}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:17:28,247] Trial 2414 finished with value: 0.9972119494634852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:17:30,294] Trial 2415 finished with value: 0.9974406401612921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:17:38,806] Trial 2416 finished with value: 0.9970274635453684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 42, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:17:53,419] Trial 2417 finished with value: 0.9959535737414725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 73, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:17:55,341] Trial 2418 finished with value: 0.9972221462183972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:18:01,939] Trial 2419 finished with value: 0.996361881032418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 41, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:18:03,144] Trial 2420 finished with value: 0.9942969200977019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:18:05,093] Trial 2421 finished with value: 0.9976049185854601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 100}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:18:06,904] Trial 2422 finished with value: 0.9853889367141916 and parameters: {'classifier': 'SVC', 'svc_c': 0.029134089090906673, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:18:08,803] Trial 2423 finished with value: 0.9973012718050844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:18:21,429] Trial 2424 finished with value: 0.9964695780038092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 63, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:18:25,617] Trial 2425 finished with value: 0.9971028656724892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 20, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:18:27,981] Trial 2426 finished with value: 0.997141001148658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:18:30,063] Trial 2427 finished with value: 0.9975618064784485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:18:32,490] Trial 2428 finished with value: 0.9971283732065578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:18:34,411] Trial 2429 finished with value: 0.9974994618025298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:18:35,529] Trial 2430 finished with value: 0.9974421232102323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:18:41,469] Trial 2431 finished with value: 0.996799499582167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 33, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:18:52,557] Trial 2432 finished with value: 0.9968971774039762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 52, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:18:55,274] Trial 2433 finished with value: 0.9975117498951166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:18:57,256] Trial 2434 finished with value: 0.9976403590689541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:18:58,647] Trial 2435 finished with value: 0.9974216227753979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 5, 'rf_n_estimators': 102}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:19:00,937] Trial 2436 finished with value: 0.9967869750104313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:19:03,708] Trial 2437 finished with value: 0.9973286059509417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:19:05,454] Trial 2438 finished with value: 0.9976450253030619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:19:08,244] Trial 2439 finished with value: 0.9972718771073225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:19:10,532] Trial 2440 finished with value: 0.997525909667321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:19:12,103] Trial 2441 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 4.184928816059741e-05, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:19:14,246] Trial 2442 finished with value: 0.9972948573835572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:19:15,058] Trial 2443 finished with value: 0.997071068256442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:19:17,225] Trial 2444 finished with value: 0.9974079799184926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:19:23,643] Trial 2445 finished with value: 0.9971220876091968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 29, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:19:26,149] Trial 2446 finished with value: 0.9975147483021871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:19:27,880] Trial 2447 finished with value: 0.9974153836105956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:19:30,064] Trial 2448 finished with value: 0.9969286819743509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:19:31,308] Trial 2449 finished with value: 0.9971240922071706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:19:33,202] Trial 2450 finished with value: 0.9977488189244271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:19:37,620] Trial 2451 finished with value: 0.9967043540327808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 23, 'rf_n_estimators': 103}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:19:39,196] Trial 2452 finished with value: 0.9975340638022462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:19:40,966] Trial 2453 finished with value: 0.9969945771699784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:19:42,535] Trial 2454 finished with value: 0.9974735566876943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:19:44,417] Trial 2455 finished with value: 0.9972920867277107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:19:46,097] Trial 2456 finished with value: 0.996951488866397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:19:47,614] Trial 2457 finished with value: 0.9973445399673871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 101}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:19:49,633] Trial 2458 finished with value: 0.9973742151330374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:19:51,271] Trial 2459 finished with value: 0.9968715875100379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 100}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:19:53,134] Trial 2460 finished with value: 0.9968548286253771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:19:54,211] Trial 2461 finished with value: 0.9880013749658773 and parameters: {'classifier': 'SVC', 'svc_c': 47993.99182705478, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:19:55,944] Trial 2462 finished with value: 0.9972309255266237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:19:56,976] Trial 2463 finished with value: 0.997067089846265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 3, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:20:03,737] Trial 2464 finished with value: 0.9971253902241104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 34, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:20:05,669] Trial 2465 finished with value: 0.9973414871932814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:20:07,491] Trial 2466 finished with value: 0.9974217858447664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 99}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:20:18,902] Trial 2467 finished with value: 0.9953705642184563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 61, 'rf_n_estimators': 96}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:20:28,560] Trial 2468 finished with value: 0.9968053350407861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 49, 'rf_n_estimators': 102}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:20:30,345] Trial 2469 finished with value: 0.9973578548447567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:20:32,147] Trial 2470 finished with value: 0.9969145258837441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:20:34,252] Trial 2471 finished with value: 0.9973236874639452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:20:36,165] Trial 2472 finished with value: 0.9971594037078084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:20:37,794] Trial 2473 finished with value: 0.9973011825898265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:20:38,466] Trial 2474 finished with value: 0.9968361197954193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 6, 'rf_n_estimators': 34}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:20:40,276] Trial 2475 finished with value: 0.9971892364521694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:20:41,027] Trial 2476 finished with value: 0.9969736583025718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 102}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:20:43,159] Trial 2477 finished with value: 0.996971690806212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:20:47,643] Trial 2478 finished with value: 0.9969353815609768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 24, 'rf_n_estimators': 100}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:20:48,611] Trial 2479 finished with value: 0.9971969887217101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:20:50,471] Trial 2480 finished with value: 0.9853574718162011 and parameters: {'classifier': 'SVC', 'svc_c': 0.004416457775153775, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:20:52,790] Trial 2481 finished with value: 0.9971550359687202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:20:54,541] Trial 2482 finished with value: 0.9972096048255709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:20:56,436] Trial 2483 finished with value: 0.9973343819961981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:20:58,122] Trial 2484 finished with value: 0.9972714397906954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:21:02,554] Trial 2485 finished with value: 0.9911482683124079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 66, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:21:17,156] Trial 2486 finished with value: 0.996284612462435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 71, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:21:19,008] Trial 2487 finished with value: 0.997420288132913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:21:23,308] Trial 2488 finished with value: 0.9970917282377375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 19, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:21:25,382] Trial 2489 finished with value: 0.9972854990806846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:21:27,158] Trial 2490 finished with value: 0.9971104630927794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 97}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:21:28,973] Trial 2491 finished with value: 0.9971734316090073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:21:43,758] Trial 2492 finished with value: 0.99617093889395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 63, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:21:45,196] Trial 2493 finished with value: 0.9972847762181041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 66}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:21:46,671] Trial 2494 finished with value: 0.9974132528227019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 74}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:21:48,923] Trial 2495 finished with value: 0.9971884852158995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:21:49,669] Trial 2496 finished with value: 0.9965720652929031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 4, 'rf_n_estimators': 78}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:21:52,183] Trial 2497 finished with value: 0.9974846171262826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:21:53,876] Trial 2498 finished with value: 0.9852053177170172 and parameters: {'classifier': 'SVC', 'svc_c': 4.043160840182891e-08, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:21:54,839] Trial 2499 finished with value: 0.9959702136089801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:21:59,170] Trial 2500 finished with value: 0.9959417631457033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 38, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:22:01,165] Trial 2501 finished with value: 0.9973295184157814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:22:02,188] Trial 2502 finished with value: 0.9957255091056282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:22:03,280] Trial 2503 finished with value: 0.9973001439033288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:22:06,116] Trial 2504 finished with value: 0.9973563295209237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:22:07,937] Trial 2505 finished with value: 0.9973788550564201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:22:10,036] Trial 2506 finished with value: 0.9973545824760691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:22:11,784] Trial 2507 finished with value: 0.9973347751653957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 99}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:22:14,528] Trial 2508 finished with value: 0.9974405558971476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:22:15,508] Trial 2509 finished with value: 0.9973553906184068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:22:17,280] Trial 2510 finished with value: 0.9974650511189195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:22:27,549] Trial 2511 finished with value: 0.9968331003461163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 53, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:22:28,290] Trial 2512 finished with value: 0.9893107078978219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:22:30,912] Trial 2513 finished with value: 0.9974036540099664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:22:32,895] Trial 2514 finished with value: 0.9974645556901841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:22:35,152] Trial 2515 finished with value: 0.9973718474534022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:22:35,710] Trial 2516 finished with value: 0.9944729981680611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 8}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:25:16,512] Trial 2517 finished with value: 0.9897196077037623 and parameters: {'classifier': 'SVC', 'svc_c': 1422603774.6567886, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:25:18,975] Trial 2518 finished with value: 0.9972222659337842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:25:27,188] Trial 2519 finished with value: 0.9969330764050194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 41, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:25:30,330] Trial 2520 finished with value: 0.9973999249327905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:25:32,577] Trial 2521 finished with value: 0.9974616191720331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:25:33,723] Trial 2522 finished with value: 0.9957022380466852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:25:38,367] Trial 2523 finished with value: 0.9971573082124676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 20, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:25:41,112] Trial 2524 finished with value: 0.9974314483237442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:25:47,086] Trial 2525 finished with value: 0.9971361509933762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 32, 'rf_n_estimators': 103}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:25:51,923] Trial 2526 finished with value: 0.9971626307547643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:25:53,930] Trial 2527 finished with value: 0.9976193308961941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:25:57,670] Trial 2528 finished with value: 0.9972301458531888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:25:58,951] Trial 2529 finished with value: 0.9972068398825478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 92}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:26:01,222] Trial 2530 finished with value: 0.997424655173767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:26:02,483] Trial 2531 finished with value: 0.9968754910822293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 56}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:26:05,060] Trial 2532 finished with value: 0.9971917811658524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:26:06,669] Trial 2533 finished with value: 0.9973488047804414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:26:08,644] Trial 2534 finished with value: 0.9969090641707233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:26:10,400] Trial 2535 finished with value: 0.9975339338037772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:26:12,254] Trial 2536 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 8.473876160701538e-09, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:26:14,862] Trial 2537 finished with value: 0.9975501634588309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:26:16,826] Trial 2538 finished with value: 0.9970232958185732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:26:19,384] Trial 2539 finished with value: 0.99720021570519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:26:23,101] Trial 2540 finished with value: 0.9971622032451508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 21, 'rf_n_estimators': 100}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:26:37,107] Trial 2541 finished with value: 0.9968447348917125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 60, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:26:39,669] Trial 2542 finished with value: 0.9973014302407185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:26:45,536] Trial 2543 finished with value: 0.9966346348318962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 28, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:26:47,174] Trial 2544 finished with value: 0.9975667780629642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:26:49,131] Trial 2545 finished with value: 0.9974775718186306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:26:50,534] Trial 2546 finished with value: 0.9969753652307114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:27:00,293] Trial 2547 finished with value: 0.9964959670899959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 48, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:27:01,817] Trial 2548 finished with value: 0.9964481131809184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:27:04,076] Trial 2549 finished with value: 0.9971315556934913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:27:06,211] Trial 2550 finished with value: 0.9976432404583595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:27:07,055] Trial 2551 finished with value: 0.9939546443484341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 85}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:27:09,733] Trial 2552 finished with value: 0.9975815368246961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:27:11,696] Trial 2553 finished with value: 0.9973322107107343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:27:13,626] Trial 2554 finished with value: 0.9852285071143244 and parameters: {'classifier': 'SVC', 'svc_c': 0.0006906235178453906, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:27:16,805] Trial 2555 finished with value: 0.9969796783171229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 15, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:27:17,948] Trial 2556 finished with value: 0.9974418451544249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:27:18,614] Trial 2557 finished with value: 0.9945508151056094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:27:23,265] Trial 2558 finished with value: 0.9954666629841554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 38, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:27:25,262] Trial 2559 finished with value: 0.9975131854958854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:27:27,372] Trial 2560 finished with value: 0.9972579163952741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:27:29,185] Trial 2561 finished with value: 0.9974653332689171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:27:30,131] Trial 2562 finished with value: 0.9972596114216982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 101}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:27:34,581] Trial 2563 finished with value: 0.9971899683917913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 21, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:27:37,445] Trial 2564 finished with value: 0.9975535517343564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:27:43,163] Trial 2565 finished with value: 0.9966291965414511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 26, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:27:45,445] Trial 2566 finished with value: 0.9974462271438336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:27:53,579] Trial 2567 finished with value: 0.997060679074597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 40, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:27:57,925] Trial 2568 finished with value: 0.9973405580977781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:27:58,858] Trial 2569 finished with value: 0.9913361711971187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:28:11,847] Trial 2570 finished with value: 0.99581736464005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 67, 'rf_n_estimators': 103}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:28:14,376] Trial 2571 finished with value: 0.9970156127059328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:28:20,166] Trial 2572 finished with value: 0.9969694418263506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 29, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:28:21,284] Trial 2573 finished with value: 0.9872168686728364 and parameters: {'classifier': 'SVC', 'svc_c': 2.0376865923848597, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:28:23,636] Trial 2574 finished with value: 0.9970781358441051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:28:26,601] Trial 2575 finished with value: 0.9973812618054194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:28:41,369] Trial 2576 finished with value: 0.9960456331602119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 72, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:28:43,369] Trial 2577 finished with value: 0.9973950672556245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:28:45,000] Trial 2578 finished with value: 0.997627408320597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:28:46,563] Trial 2579 finished with value: 0.9965713670589387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:28:48,846] Trial 2580 finished with value: 0.9971473406052477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 97}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:28:51,128] Trial 2581 finished with value: 0.9972229709596608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:28:52,976] Trial 2582 finished with value: 0.9972317115159024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:28:56,533] Trial 2583 finished with value: 0.9971035048739454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:28:58,644] Trial 2584 finished with value: 0.9971426796078945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:29:01,517] Trial 2585 finished with value: 0.9975506526669365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:29:07,188] Trial 2586 finished with value: 0.9972589096965642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 26, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:29:09,593] Trial 2587 finished with value: 0.9973373097229485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:29:11,642] Trial 2588 finished with value: 0.9971526488972237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:29:13,602] Trial 2589 finished with value: 0.9973315221568316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:29:17,119] Trial 2590 finished with value: 0.9976317888500619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:29:19,856] Trial 2591 finished with value: 0.9975838481695454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:29:22,149] Trial 2592 finished with value: 0.997263149182768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:30:13,671] Trial 2593 finished with value: 0.9908194789838993 and parameters: {'classifier': 'SVC', 'svc_c': 259939251.6538745, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:30:15,422] Trial 2594 finished with value: 0.9969035258423938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:30:18,039] Trial 2595 finished with value: 0.9976684111262782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:30:19,199] Trial 2596 finished with value: 0.9959175014197165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:30:21,036] Trial 2597 finished with value: 0.9970814357930343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:30:22,884] Trial 2598 finished with value: 0.9976316012155529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:30:25,311] Trial 2599 finished with value: 0.997565746358806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:30:29,192] Trial 2600 finished with value: 0.9968416045501609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 23, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:30:31,344] Trial 2601 finished with value: 0.9974976426491494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:30:34,511] Trial 2602 finished with value: 0.9976571016720682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:30:36,038] Trial 2603 finished with value: 0.9973148851139978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:30:37,313] Trial 2604 finished with value: 0.9973234194373166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:30:40,067] Trial 2605 finished with value: 0.9965179479077865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 33, 'rf_n_estimators': 59}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:30:41,694] Trial 2606 finished with value: 0.9974110858218556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:30:42,545] Trial 2607 finished with value: 0.9970869663773144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:30:44,947] Trial 2608 finished with value: 0.997604196579803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:30:47,640] Trial 2609 finished with value: 0.9974071954208958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:30:49,535] Trial 2610 finished with value: 0.9972593873838095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:30:51,259] Trial 2611 finished with value: 0.9852050717482346 and parameters: {'classifier': 'SVC', 'svc_c': 3.596712235549679e-07, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:30:51,802] Trial 2612 finished with value: 0.9885256831660625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 2, 'rf_n_estimators': 100}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:30:53,038] Trial 2613 finished with value: 0.9972991778649011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:30:55,260] Trial 2614 finished with value: 0.9974255968374818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:30:57,657] Trial 2615 finished with value: 0.997373882202388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:31:00,250] Trial 2616 finished with value: 0.9969693077336915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:31:03,357] Trial 2617 finished with value: 0.9967899944279965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:31:05,278] Trial 2618 finished with value: 0.9973241766403129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:31:07,785] Trial 2619 finished with value: 0.9974526781909061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:31:10,053] Trial 2620 finished with value: 0.9976483683520696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:31:12,281] Trial 2621 finished with value: 0.9971470999049575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:31:23,983] Trial 2622 finished with value: 0.9961763417331525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 59, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:31:25,621] Trial 2623 finished with value: 0.9974887623826393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:31:27,180] Trial 2624 finished with value: 0.9969165419073646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:31:29,641] Trial 2625 finished with value: 0.9973292189368865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 102}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:31:37,110] Trial 2626 finished with value: 0.99718503238547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 38, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:31:40,177] Trial 2627 finished with value: 0.9972390725205198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:31:42,278] Trial 2628 finished with value: 0.9975237070565424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:31:44,520] Trial 2629 finished with value: 0.9950411098220968 and parameters: {'classifier': 'SVC', 'svc_c': 342605.80905599386, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:31:57,381] Trial 2630 finished with value: 0.996597973740219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 59, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:31:58,198] Trial 2631 finished with value: 0.9896987479958153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:31:59,947] Trial 2632 finished with value: 0.9974414529056266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:32:02,733] Trial 2633 finished with value: 0.9951891205374603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 31, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:32:04,845] Trial 2634 finished with value: 0.9975087487903243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:32:06,645] Trial 2635 finished with value: 0.99572584048112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:32:08,866] Trial 2636 finished with value: 0.9972793040950497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:32:12,086] Trial 2637 finished with value: 0.9976897023110775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:32:21,268] Trial 2638 finished with value: 0.996786830095146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 39, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:32:22,898] Trial 2639 finished with value: 0.9973361832176607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:32:27,767] Trial 2640 finished with value: 0.9972282176483583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 25, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:32:28,264] Trial 2641 finished with value: 0.996213890026295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 14}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:32:39,188] Trial 2642 finished with value: 0.9968635795599144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 55, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:32:43,065] Trial 2643 finished with value: 0.997604244980112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 19, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:32:44,921] Trial 2644 finished with value: 0.997414303410915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 95}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:32:47,482] Trial 2645 finished with value: 0.9974052526483658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:32:50,307] Trial 2646 finished with value: 0.9964606623177943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:32:52,134] Trial 2647 finished with value: 0.9977804847551098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:33:05,920] Trial 2648 finished with value: 0.9964859722833891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 74, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:33:07,612] Trial 2649 finished with value: 0.9852048259381411 and parameters: {'classifier': 'SVC', 'svc_c': 1.4308608754792583e-07, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:33:09,077] Trial 2650 finished with value: 0.9974908581953589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:33:10,674] Trial 2651 finished with value: 0.9973619899767209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:33:12,242] Trial 2652 finished with value: 0.9973393388543248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:33:13,711] Trial 2653 finished with value: 0.9968335604822989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:33:15,354] Trial 2654 finished with value: 0.9973930741150353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:33:17,131] Trial 2655 finished with value: 0.9974266081341655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:33:18,344] Trial 2656 finished with value: 0.9966754703153292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 6, 'rf_n_estimators': 71}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:33:19,192] Trial 2657 finished with value: 0.996706583811208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:33:20,752] Trial 2658 finished with value: 0.9974244324371325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:33:22,568] Trial 2659 finished with value: 0.997759965912289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:33:24,214] Trial 2660 finished with value: 0.9975972486123134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:33:26,154] Trial 2661 finished with value: 0.9974038742393064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:33:27,778] Trial 2662 finished with value: 0.9975377790416946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:33:29,392] Trial 2663 finished with value: 0.9976157907230432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:33:31,252] Trial 2664 finished with value: 0.9975569934882564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:33:31,732] Trial 2665 finished with value: 0.9871179937288952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 3}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:33:33,476] Trial 2666 finished with value: 0.9976327275304132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:33:34,935] Trial 2667 finished with value: 0.997160624665109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:33:36,598] Trial 2668 finished with value: 0.9853848396677162 and parameters: {'classifier': 'SVC', 'svc_c': 0.097036354786282, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:33:38,276] Trial 2669 finished with value: 0.9974151936909573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:33:39,772] Trial 2670 finished with value: 0.9974072618165981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:33:41,052] Trial 2671 finished with value: 0.9968480907310969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:33:42,909] Trial 2672 finished with value: 0.9977022050471326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:33:44,593] Trial 2673 finished with value: 0.9972593152752834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:33:46,551] Trial 2674 finished with value: 0.9973675987314671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:33:48,378] Trial 2675 finished with value: 0.9974738985049577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:33:59,123] Trial 2676 finished with value: 0.9966920824439057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 55, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:34:01,048] Trial 2677 finished with value: 0.9973805631271243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:34:09,761] Trial 2678 finished with value: 0.996871062692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 46, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:34:11,674] Trial 2679 finished with value: 0.9969862951630241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:34:13,695] Trial 2680 finished with value: 0.9976303295410766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:34:15,461] Trial 2681 finished with value: 0.9974079501483355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:34:17,105] Trial 2682 finished with value: 0.9974394645257235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:34:18,536] Trial 2683 finished with value: 0.9975196642184132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:34:27,805] Trial 2684 finished with value: 0.9968305270048408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 45, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:34:29,220] Trial 2685 finished with value: 0.9972681959226487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:34:30,973] Trial 2686 finished with value: 0.997519243405498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:34:32,436] Trial 2687 finished with value: 0.9858926574224623 and parameters: {'classifier': 'SVC', 'svc_c': 0.5322391513180021, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:34:34,458] Trial 2688 finished with value: 0.9972706753514561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:34:36,128] Trial 2689 finished with value: 0.9973434229517338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:34:37,976] Trial 2690 finished with value: 0.9974066460694554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:34:39,751] Trial 2691 finished with value: 0.9973440886226052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:34:41,824] Trial 2692 finished with value: 0.9973358189299587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:34:43,266] Trial 2693 finished with value: 0.9975394072598237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:34:45,049] Trial 2694 finished with value: 0.9971633485710175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:34:47,047] Trial 2695 finished with value: 0.9973690280163922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:34:50,285] Trial 2696 finished with value: 0.9974577793295601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:34:51,174] Trial 2697 finished with value: 0.993304525972209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:34:53,479] Trial 2698 finished with value: 0.9971546382610018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:34:54,824] Trial 2699 finished with value: 0.9965239725878098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:34:55,970] Trial 2700 finished with value: 0.9970744367909893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:34:59,642] Trial 2701 finished with value: 0.997236938622311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:35:01,166] Trial 2702 finished with value: 0.9972839484617394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 103}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:35:02,961] Trial 2703 finished with value: 0.9974204074039692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:35:04,828] Trial 2704 finished with value: 0.9969607837886686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:35:05,603] Trial 2705 finished with value: 0.9889166892667228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:35:07,310] Trial 2706 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.4420959201426404e-05, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:35:09,342] Trial 2707 finished with value: 0.9975367544468279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:35:10,159] Trial 2708 finished with value: 0.9968857926357119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 1, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:35:11,766] Trial 2709 finished with value: 0.9974572162673435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:35:12,681] Trial 2710 finished with value: 0.9972630216915938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:35:14,657] Trial 2711 finished with value: 0.9975353163070265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:35:16,026] Trial 2712 finished with value: 0.9971255003229113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 99}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:35:17,980] Trial 2713 finished with value: 0.9977106778306487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:35:20,026] Trial 2714 finished with value: 0.9975183848633629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:35:21,375] Trial 2715 finished with value: 0.9974770582358118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:35:24,362] Trial 2716 finished with value: 0.9972580913028821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:35:28,036] Trial 2717 finished with value: 0.9969308353913728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 17, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:35:31,863] Trial 2718 finished with value: 0.9972661347994617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:35:36,346] Trial 2719 finished with value: 0.9971874664925454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 21, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:35:43,820] Trial 2720 finished with value: 0.9970091101799744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 39, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:35:46,588] Trial 2721 finished with value: 0.9974353931869532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:35:47,933] Trial 2722 finished with value: 0.9972185247327275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:35:49,761] Trial 2723 finished with value: 0.9971823460255059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:35:50,651] Trial 2724 finished with value: 0.9911763016126288 and parameters: {'classifier': 'SVC', 'svc_c': 8723.938027185663, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:35:58,130] Trial 2725 finished with value: 0.996876001522995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 39, 'rf_n_estimators': 102}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:35:59,741] Trial 2726 finished with value: 0.9974825662861774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:36:01,749] Trial 2727 finished with value: 0.9973638718442065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:36:03,931] Trial 2728 finished with value: 0.9974828254261919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:36:05,259] Trial 2729 finished with value: 0.9973670228788739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:36:06,574] Trial 2730 finished with value: 0.995448284704504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 100}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:36:13,427] Trial 2731 finished with value: 0.9970261587682545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 37, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:36:15,284] Trial 2732 finished with value: 0.9972406225047069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:36:16,299] Trial 2733 finished with value: 0.9972229837500376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:36:18,240] Trial 2734 finished with value: 0.9975547868150257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:36:20,423] Trial 2735 finished with value: 0.9974499606960547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:36:23,063] Trial 2736 finished with value: 0.9972297312609036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:36:30,808] Trial 2737 finished with value: 0.9958752977785682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 54, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:36:32,911] Trial 2738 finished with value: 0.9974184919895155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:36:33,793] Trial 2739 finished with value: 0.9939047365524125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:36:35,251] Trial 2740 finished with value: 0.9975072155637523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:36:37,536] Trial 2741 finished with value: 0.9970103026048959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:36:39,604] Trial 2742 finished with value: 0.9974444467107003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:36:41,295] Trial 2743 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 8.907154769715628e-10, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:36:48,188] Trial 2744 finished with value: 0.996998826018865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 34, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:36:49,225] Trial 2745 finished with value: 0.9974393409700498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:36:54,305] Trial 2746 finished with value: 0.9973481327619886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 25, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:36:56,000] Trial 2747 finished with value: 0.9971574532229669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 101}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:36:58,746] Trial 2748 finished with value: 0.9975575948263892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:37:01,160] Trial 2749 finished with value: 0.9971987367504399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:37:02,258] Trial 2750 finished with value: 0.9957287542431913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:37:03,560] Trial 2751 finished with value: 0.9973830879094016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:37:05,515] Trial 2752 finished with value: 0.9962074908707014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 16, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:37:06,317] Trial 2753 finished with value: 0.9969238004620166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:37:07,995] Trial 2754 finished with value: 0.9974357566177318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:37:10,064] Trial 2755 finished with value: 0.9974803125456301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:37:12,061] Trial 2756 finished with value: 0.996671746760549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:37:14,178] Trial 2757 finished with value: 0.9973575274047652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:37:16,514] Trial 2758 finished with value: 0.9975230521765598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:37:18,253] Trial 2759 finished with value: 0.997480309847908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:37:21,053] Trial 2760 finished with value: 0.9961929550677695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 30, 'rf_n_estimators': 47}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:37:34,872] Trial 2761 finished with value: 0.9961202517418727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 62, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:37:35,587] Trial 2762 finished with value: 0.9931192969427268 and parameters: {'classifier': 'SVC', 'svc_c': 1674.9366870254644, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:37:44,697] Trial 2763 finished with value: 0.9966640351790056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 47, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:37:47,073] Trial 2764 finished with value: 0.9976028375308674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:38:01,129] Trial 2765 finished with value: 0.996161333098875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 72, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:38:03,342] Trial 2766 finished with value: 0.9974714560508126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:38:07,129] Trial 2767 finished with value: 0.9971650113199898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 103}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:38:09,187] Trial 2768 finished with value: 0.9973435293054617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:38:11,067] Trial 2769 finished with value: 0.9974200188050301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:38:13,393] Trial 2770 finished with value: 0.9974978822386129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:38:16,930] Trial 2771 finished with value: 0.9967098995656153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 22, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:38:19,510] Trial 2772 finished with value: 0.9971549255842781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 101}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:38:21,345] Trial 2773 finished with value: 0.9974289959991097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:38:22,307] Trial 2774 finished with value: 0.9971446319970104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 3, 'rf_n_estimators': 81}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:38:22,846] Trial 2775 finished with value: 0.9866211738890595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 2, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:38:23,810] Trial 2776 finished with value: 0.9966252058169657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 5, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:38:28,431] Trial 2777 finished with value: 0.9970134055566335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 22, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:38:31,455] Trial 2778 finished with value: 0.997304395291248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:38:39,600] Trial 2779 finished with value: 0.9969302482400847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 43, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:38:40,268] Trial 2780 finished with value: 0.997127791038121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 39}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:38:42,090] Trial 2781 finished with value: 0.9973013846333454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:38:42,966] Trial 2782 finished with value: 0.9963052026838097 and parameters: {'classifier': 'SVC', 'svc_c': 18948.375148279825, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:38:45,513] Trial 2783 finished with value: 0.9972674667124867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:38:53,757] Trial 2784 finished with value: 0.9965843382465082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 45, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:38:55,491] Trial 2785 finished with value: 0.9971349013450074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:38:57,585] Trial 2786 finished with value: 0.9973374375949775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:38:59,353] Trial 2787 finished with value: 0.997513697745712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:39:01,770] Trial 2788 finished with value: 0.9972074747993869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:39:03,874] Trial 2789 finished with value: 0.9971516909837003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:39:06,019] Trial 2790 finished with value: 0.9972857151523585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:39:12,093] Trial 2791 finished with value: 0.9969640418435599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 35, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:39:13,906] Trial 2792 finished with value: 0.9974748792062985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:39:15,677] Trial 2793 finished with value: 0.9975327984118755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:39:19,365] Trial 2794 finished with value: 0.9974434314150402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:39:20,924] Trial 2795 finished with value: 0.9974380986531376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 52}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:39:22,711] Trial 2796 finished with value: 0.9974602862751331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:39:24,704] Trial 2797 finished with value: 0.9975150093147382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 101}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:39:27,171] Trial 2798 finished with value: 0.9973384502246535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:39:28,056] Trial 2799 finished with value: 0.9924125880049456 and parameters: {'classifier': 'SVC', 'svc_c': 224.0823397524075, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:39:29,862] Trial 2800 finished with value: 0.9966239091647561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:39:31,615] Trial 2801 finished with value: 0.997455580051262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:39:33,617] Trial 2802 finished with value: 0.9974236165824831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:39:35,696] Trial 2803 finished with value: 0.9972386017204005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:39:38,625] Trial 2804 finished with value: 0.9973291760907115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:39:40,372] Trial 2805 finished with value: 0.9972279064899136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:39:41,510] Trial 2806 finished with value: 0.9969331942796077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 4, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:39:43,046] Trial 2807 finished with value: 0.9974009737119426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:39:45,348] Trial 2808 finished with value: 0.9972708563210045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:39:47,362] Trial 2809 finished with value: 0.9970418270749386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:39:49,769] Trial 2810 finished with value: 0.9968093943508894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:39:52,056] Trial 2811 finished with value: 0.9973801269213242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:39:54,566] Trial 2812 finished with value: 0.9973797777091281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:39:58,410] Trial 2813 finished with value: 0.9973474226263089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:39:59,560] Trial 2814 finished with value: 0.9960859604245326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:40:01,157] Trial 2815 finished with value: 0.9973877570951347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:40:03,570] Trial 2816 finished with value: 0.9975275406466481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:40:05,502] Trial 2817 finished with value: 0.9976408486579147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:40:07,191] Trial 2818 finished with value: 0.9853374787752935 and parameters: {'classifier': 'SVC', 'svc_c': 0.002351005150115506, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:40:10,027] Trial 2819 finished with value: 0.9970943833993385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:40:11,345] Trial 2820 finished with value: 0.9970915040411589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:40:13,169] Trial 2821 finished with value: 0.997528982658474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 88}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:40:15,561] Trial 2822 finished with value: 0.9968220357181244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:40:17,337] Trial 2823 finished with value: 0.9970009322098807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 94}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:40:18,698] Trial 2824 finished with value: 0.9971785428085779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 5, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:40:20,951] Trial 2825 finished with value: 0.9974105786183562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:40:29,764] Trial 2826 finished with value: 0.9967324627740077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 43, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:40:30,615] Trial 2827 finished with value: 0.9954174597379418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:40:33,565] Trial 2828 finished with value: 0.9973313058629922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:40:36,014] Trial 2829 finished with value: 0.9971135507468456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:40:40,846] Trial 2830 finished with value: 0.9974101906224374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 23, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:40:41,909] Trial 2831 finished with value: 0.9913890386799634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 16, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:40:43,846] Trial 2832 finished with value: 0.997625725195888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:40:45,797] Trial 2833 finished with value: 0.9975015546001483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:40:46,613] Trial 2834 finished with value: 0.9967893105713043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:40:48,211] Trial 2835 finished with value: 0.9976392276125527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:40:51,964] Trial 2836 finished with value: 0.9899812708184265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 67, 'rf_n_estimators': 102}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:40:53,332] Trial 2837 finished with value: 0.9867065068074274 and parameters: {'classifier': 'SVC', 'svc_c': 6229597.759512428, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:41:05,606] Trial 2838 finished with value: 0.9963351067749864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 66, 'rf_n_estimators': 99}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:41:07,932] Trial 2839 finished with value: 0.9972688846987167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:41:10,629] Trial 2840 finished with value: 0.9967947624138357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:41:16,261] Trial 2841 finished with value: 0.9967595341299912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 26, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:41:18,190] Trial 2842 finished with value: 0.997374881756046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:41:18,703] Trial 2843 finished with value: 0.9939162838505013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 11}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:41:21,330] Trial 2844 finished with value: 0.9971686671778136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:41:23,357] Trial 2845 finished with value: 0.997442012540149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:41:25,068] Trial 2846 finished with value: 0.997038272429302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 76}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:41:27,690] Trial 2847 finished with value: 0.9972846304458951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 15, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:41:28,243] Trial 2848 finished with value: 0.9967908668078592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 20}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:41:38,881] Trial 2849 finished with value: 0.9962832933397867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 61, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:41:40,890] Trial 2850 finished with value: 0.9974533862953597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:41:51,837] Trial 2851 finished with value: 0.9966030146403245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 53, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:41:53,968] Trial 2852 finished with value: 0.9975350165424905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:41:55,632] Trial 2853 finished with value: 0.9960801430565208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 30, 'rf_n_estimators': 26}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:42:02,774] Trial 2854 finished with value: 0.9968829612335105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 32, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:42:04,455] Trial 2855 finished with value: 0.9853820537141985 and parameters: {'classifier': 'SVC', 'svc_c': 0.01222882250764952, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:42:08,847] Trial 2856 finished with value: 0.9971226660960365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 22, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:42:11,118] Trial 2857 finished with value: 0.9973854275962023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:42:12,907] Trial 2858 finished with value: 0.997304863139742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:42:15,311] Trial 2859 finished with value: 0.9972533915218058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 103}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:42:17,519] Trial 2860 finished with value: 0.9972409607038489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:42:19,461] Trial 2861 finished with value: 0.9975730938748129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:42:21,837] Trial 2862 finished with value: 0.9971923595574781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:42:24,552] Trial 2863 finished with value: 0.9973225659415088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:42:26,540] Trial 2864 finished with value: 0.9973532830943993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:42:28,483] Trial 2865 finished with value: 0.997236497909728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 68}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:42:33,416] Trial 2866 finished with value: 0.9947107265206614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 48, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:42:34,170] Trial 2867 finished with value: 0.9956620007910701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 64}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:42:36,057] Trial 2868 finished with value: 0.9972981053775318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:42:38,108] Trial 2869 finished with value: 0.9975232430165973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:42:40,345] Trial 2870 finished with value: 0.9975201418421826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 97}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:42:42,063] Trial 2871 finished with value: 0.9973300143205858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:42:43,975] Trial 2872 finished with value: 0.9974956843567826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:42:44,847] Trial 2873 finished with value: 0.9972158374523641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 102}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:42:45,798] Trial 2874 finished with value: 0.9909659308919375 and parameters: {'classifier': 'SVC', 'svc_c': 23.597962160841234, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:42:50,204] Trial 2875 finished with value: 0.9973036741107766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:42:58,819] Trial 2876 finished with value: 0.9973123254200223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 41, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:43:00,279] Trial 2877 finished with value: 0.9974723587086389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:43:05,106] Trial 2878 finished with value: 0.9973123197706748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 24, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:43:05,813] Trial 2879 finished with value: 0.9955999245861108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 1, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:43:08,768] Trial 2880 finished with value: 0.9968691968838955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 18, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:43:11,167] Trial 2881 finished with value: 0.9974680873258378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:43:13,149] Trial 2882 finished with value: 0.9976065156687021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 100}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:43:16,085] Trial 2883 finished with value: 0.9969398795841752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:43:18,022] Trial 2884 finished with value: 0.9976078436779643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:43:23,038] Trial 2885 finished with value: 0.9968735613539792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 26, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:43:24,287] Trial 2886 finished with value: 0.997417348599661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:43:25,426] Trial 2887 finished with value: 0.9972331366431616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 31}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:43:28,086] Trial 2888 finished with value: 0.9975041358759009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:43:29,872] Trial 2889 finished with value: 0.996620617340731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:43:31,976] Trial 2890 finished with value: 0.9974524709106324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:43:39,166] Trial 2891 finished with value: 0.9966794141629253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 39, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:43:40,999] Trial 2892 finished with value: 0.9975753181943201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:43:43,049] Trial 2893 finished with value: 0.9972124813273386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:43:43,693] Trial 2894 finished with value: 0.9948090479554962 and parameters: {'classifier': 'SVC', 'svc_c': 642.9896325037577, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:43:46,693] Trial 2895 finished with value: 0.9965622626275881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:43:48,004] Trial 2896 finished with value: 0.9962402658142984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:43:49,654] Trial 2897 finished with value: 0.9974363013671755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:43:51,493] Trial 2898 finished with value: 0.9975979000963401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:43:53,976] Trial 2899 finished with value: 0.9975228086833337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:43:55,665] Trial 2900 finished with value: 0.9973544567939553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:44:04,779] Trial 2901 finished with value: 0.9967544627614946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 48, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:44:14,786] Trial 2902 finished with value: 0.9967947957703767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 47, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:44:16,808] Trial 2903 finished with value: 0.9973298590270043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:44:21,763] Trial 2904 finished with value: 0.9969269009064595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 26, 'rf_n_estimators': 101}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:44:22,844] Trial 2905 finished with value: 0.9973450875415049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 3, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:44:25,399] Trial 2906 finished with value: 0.9975187063048899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:44:36,880] Trial 2907 finished with value: 0.9965614797168865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 65, 'rf_n_estimators': 96}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:44:37,451] Trial 2908 finished with value: 0.9894018452033978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 2, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:44:39,555] Trial 2909 finished with value: 0.9975279176295128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:44:41,034] Trial 2910 finished with value: 0.9970997676401271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:44:43,470] Trial 2911 finished with value: 0.9974212400797096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 84}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:44:44,752] Trial 2912 finished with value: 0.9867668002623861 and parameters: {'classifier': 'SVC', 'svc_c': 1876385.374239717, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:44:45,561] Trial 2913 finished with value: 0.9889435776536697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:44:53,066] Trial 2914 finished with value: 0.9949860527410158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 59, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:44:54,946] Trial 2915 finished with value: 0.9973764182833603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:44:57,002] Trial 2916 finished with value: 0.9970604332010279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:45:00,033] Trial 2917 finished with value: 0.9971160286522333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 92}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:45:02,250] Trial 2918 finished with value: 0.9972219822286293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:45:04,997] Trial 2919 finished with value: 0.9973162706958241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:45:07,158] Trial 2920 finished with value: 0.9973472095062604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:45:08,736] Trial 2921 finished with value: 0.997400391892623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 103}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:45:10,528] Trial 2922 finished with value: 0.9971534924908042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:45:13,380] Trial 2923 finished with value: 0.9974905512263179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:45:15,160] Trial 2924 finished with value: 0.9974102157588601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:45:17,619] Trial 2925 finished with value: 0.9974102082369761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:45:18,957] Trial 2926 finished with value: 0.997399196833455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:45:21,531] Trial 2927 finished with value: 0.9975687766624733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 99}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:45:23,674] Trial 2928 finished with value: 0.9972124308958037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:45:24,871] Trial 2929 finished with value: 0.9974686091922504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:45:25,608] Trial 2930 finished with value: 0.9954344638614137 and parameters: {'classifier': 'SVC', 'svc_c': 4084.453967979907, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:45:28,091] Trial 2931 finished with value: 0.9975245355428791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:45:29,963] Trial 2932 finished with value: 0.9975684788656874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:45:34,060] Trial 2933 finished with value: 0.9971573902549586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:45:36,501] Trial 2934 finished with value: 0.997250875562667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:45:38,546] Trial 2935 finished with value: 0.9973874606948169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:45:40,065] Trial 2936 finished with value: 0.9974704747781894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:45:42,562] Trial 2937 finished with value: 0.9971832579508012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:45:44,650] Trial 2938 finished with value: 0.9974172998502352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:45:46,154] Trial 2939 finished with value: 0.9975383680655194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:45:48,220] Trial 2940 finished with value: 0.9974754345562035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:45:49,988] Trial 2941 finished with value: 0.9967889852577526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 102}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:45:50,783] Trial 2942 finished with value: 0.9957486622265069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 3, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:45:52,660] Trial 2943 finished with value: 0.9975449011550825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:45:55,903] Trial 2944 finished with value: 0.9973202446944324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:45:57,767] Trial 2945 finished with value: 0.9976184876199926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:46:00,267] Trial 2946 finished with value: 0.9976036992150551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:46:02,164] Trial 2947 finished with value: 0.9973801099415436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:46:05,145] Trial 2948 finished with value: 0.9972912387225611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:46:06,597] Trial 2949 finished with value: 0.9867325520133865 and parameters: {'classifier': 'SVC', 'svc_c': 2572981334.4548135, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:46:08,686] Trial 2950 finished with value: 0.9974865580897517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:46:12,177] Trial 2951 finished with value: 0.9972909654591778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:46:14,341] Trial 2952 finished with value: 0.9970031586558278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:46:15,385] Trial 2953 finished with value: 0.9973565710463994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 44}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:46:27,911] Trial 2954 finished with value: 0.9964590749463523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 59, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:46:30,194] Trial 2955 finished with value: 0.997259831365397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:46:30,776] Trial 2956 finished with value: 0.9917215794608728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:46:31,561] Trial 2957 finished with value: 0.992878233094741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:46:34,159] Trial 2958 finished with value: 0.9975969380251509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:46:36,247] Trial 2959 finished with value: 0.9974255955044896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:46:39,167] Trial 2960 finished with value: 0.989879385057893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 55, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:46:42,176] Trial 2961 finished with value: 0.9973986203461038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:46:46,212] Trial 2962 finished with value: 0.9970494928904196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 21, 'rf_n_estimators': 103}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:46:48,486] Trial 2963 finished with value: 0.9976786364453072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:46:51,043] Trial 2964 finished with value: 0.997593817395399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:46:52,660] Trial 2965 finished with value: 0.9973707668411286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:46:54,899] Trial 2966 finished with value: 0.9976471506637736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:47:00,569] Trial 2967 finished with value: 0.9964313040234124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 33, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:47:11,198] Trial 2968 finished with value: 0.9968758699058927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 49, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:47:12,804] Trial 2969 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.2115253914938436e-06, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:47:14,862] Trial 2970 finished with value: 0.9969186258501068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 101}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:47:16,687] Trial 2971 finished with value: 0.9968456317415019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:47:18,688] Trial 2972 finished with value: 0.9972907033357999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:47:21,254] Trial 2973 finished with value: 0.9973302043989135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:47:23,445] Trial 2974 finished with value: 0.9973668248025932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:47:25,398] Trial 2975 finished with value: 0.9974973216202153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:47:28,090] Trial 2976 finished with value: 0.9973629458907561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:47:29,671] Trial 2977 finished with value: 0.9966902189526686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:47:32,118] Trial 2978 finished with value: 0.9975910817147265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:47:38,647] Trial 2979 finished with value: 0.9971636771853115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 34, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:47:40,463] Trial 2980 finished with value: 0.9972294657415697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:47:41,504] Trial 2981 finished with value: 0.9954842053825378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:47:43,542] Trial 2982 finished with value: 0.9973904380596547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:47:45,926] Trial 2983 finished with value: 0.99737895864895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:47:49,662] Trial 2984 finished with value: 0.9973205936844628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:47:52,705] Trial 2985 finished with value: 0.99719120712232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:47:54,263] Trial 2986 finished with value: 0.9867343545995793 and parameters: {'classifier': 'SVC', 'svc_c': 102839913.74041335, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:47:56,484] Trial 2987 finished with value: 0.9971700582820359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:48:00,462] Trial 2988 finished with value: 0.9963001397258585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 33, 'rf_n_estimators': 98}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:48:02,563] Trial 2989 finished with value: 0.9977493989346863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:48:07,853] Trial 2990 finished with value: 0.9966389015174869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 40, 'rf_n_estimators': 79}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:48:09,052] Trial 2991 finished with value: 0.9973814417910926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 102}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:48:14,002] Trial 2992 finished with value: 0.9967649619786648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 30, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:48:24,869] Trial 2993 finished with value: 0.9963559179874109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 66, 'rf_n_estimators': 101}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:48:26,626] Trial 2994 finished with value: 0.997389369126931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:48:28,254] Trial 2995 finished with value: 0.9975602765843568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:48:40,850] Trial 2996 finished with value: 0.9962759216394944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 73, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:48:43,091] Trial 2997 finished with value: 0.9975706988688394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:48:45,340] Trial 2998 finished with value: 0.9974831287771115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:48:47,112] Trial 2999 finished with value: 0.9973610876362736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:48:48,768] Trial 3000 finished with value: 0.9974971133243287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:48:50,475] Trial 3001 finished with value: 0.9973403929019696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 95}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:48:52,183] Trial 3002 finished with value: 0.9975167155129059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 100}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:48:54,440] Trial 3003 finished with value: 0.9974560915393788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:48:56,207] Trial 3004 finished with value: 0.997390582022803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:48:58,607] Trial 3005 finished with value: 0.9968510449907378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:49:04,432] Trial 3006 finished with value: 0.9971501673737144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 30, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:49:41,040] Trial 3007 finished with value: 0.9897636214529874 and parameters: {'classifier': 'SVC', 'svc_c': 26545697.75789058, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:49:42,801] Trial 3008 finished with value: 0.9973444140631083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 90}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:49:44,730] Trial 3009 finished with value: 0.9977182818206859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:49:45,636] Trial 3010 finished with value: 0.9935142191203138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:49:47,828] Trial 3011 finished with value: 0.9974128486404502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:49:49,497] Trial 3012 finished with value: 0.9974951667749877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:49:50,305] Trial 3013 finished with value: 0.9963709881297529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 2, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:49:52,133] Trial 3014 finished with value: 0.9976469021559581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:49:54,267] Trial 3015 finished with value: 0.9975729539106409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:49:56,257] Trial 3016 finished with value: 0.9974517559825288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:49:58,057] Trial 3017 finished with value: 0.997493051697358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:50:05,907] Trial 3018 finished with value: 0.9964389868186737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 45, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:50:07,312] Trial 3019 finished with value: 0.9973557654748321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:50:08,986] Trial 3020 finished with value: 0.9972668326843092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:50:11,346] Trial 3021 finished with value: 0.997169351986643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:50:13,166] Trial 3022 finished with value: 0.9974561636161666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:50:17,689] Trial 3023 finished with value: 0.9959096744708796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 36, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:50:19,660] Trial 3024 finished with value: 0.9972017025944172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:50:20,589] Trial 3025 finished with value: 0.9890709011883511 and parameters: {'classifier': 'SVC', 'svc_c': 6.0311436264461165, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:50:21,444] Trial 3026 finished with value: 0.9966231342837452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 3, 'rf_n_estimators': 103}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:50:23,498] Trial 3027 finished with value: 0.9975487703233824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:50:28,263] Trial 3028 finished with value: 0.9973232506551245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 25, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:50:29,903] Trial 3029 finished with value: 0.9974177042229141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:50:30,905] Trial 3030 finished with value: 0.9971593220144346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 1, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:50:33,205] Trial 3031 finished with value: 0.9972443913177433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:50:34,013] Trial 3032 finished with value: 0.9935995093829343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 4, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:50:36,228] Trial 3033 finished with value: 0.997512255099128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:50:37,597] Trial 3034 finished with value: 0.9972390044744462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:50:39,787] Trial 3035 finished with value: 0.9974381211870519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:50:41,472] Trial 3036 finished with value: 0.9976375941259311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 98}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:50:46,052] Trial 3037 finished with value: 0.9971169474011788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 23, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:50:47,356] Trial 3038 finished with value: 0.9960958549393517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:50:49,530] Trial 3039 finished with value: 0.9973467289626035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:50:50,520] Trial 3040 finished with value: 0.9972732526282323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:50:52,390] Trial 3041 finished with value: 0.9974487674776853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:50:54,504] Trial 3042 finished with value: 0.9975810366670123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:50:55,182] Trial 3043 finished with value: 0.9883085521758664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 102}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:50:57,288] Trial 3044 finished with value: 0.9967820873092051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:50:59,778] Trial 3045 finished with value: 0.9974145520456821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:54:33,635] Trial 3046 finished with value: 0.9896080002095778 and parameters: {'classifier': 'SVC', 'svc_c': 7001722255.934099, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:54:34,929] Trial 3047 finished with value: 0.9968726111527674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 73}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:54:37,537] Trial 3048 finished with value: 0.997090497314734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:54:39,640] Trial 3049 finished with value: 0.9971809777091011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:54:41,812] Trial 3050 finished with value: 0.997445397673622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:54:58,435] Trial 3051 finished with value: 0.9953606150192226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 74, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:55:00,291] Trial 3052 finished with value: 0.9974473845301053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:55:02,394] Trial 3053 finished with value: 0.9973463282715215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:55:03,787] Trial 3054 finished with value: 0.9956141087012901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:55:05,745] Trial 3055 finished with value: 0.9954300901873366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 57, 'rf_n_estimators': 16}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:55:07,550] Trial 3056 finished with value: 0.9975369939093396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:55:09,633] Trial 3057 finished with value: 0.9972292433223142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:55:11,072] Trial 3058 finished with value: 0.99724257524294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 61}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:55:12,231] Trial 3059 finished with value: 0.9966030472351554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 54}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:55:15,992] Trial 3060 finished with value: 0.9971832620449913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:55:21,962] Trial 3061 finished with value: 0.995567353019025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 46, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:55:24,054] Trial 3062 finished with value: 0.9971093688649435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:55:25,427] Trial 3063 finished with value: 0.986732879739019 and parameters: {'classifier': 'SVC', 'svc_c': 726259848.8163753, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:55:33,451] Trial 3064 finished with value: 0.9966748234967749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 38, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:55:35,344] Trial 3065 finished with value: 0.997466440921888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:55:37,872] Trial 3066 finished with value: 0.9975617501119247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:55:40,103] Trial 3067 finished with value: 0.9974186295098685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:55:41,580] Trial 3068 finished with value: 0.9971224433594017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 57}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:55:43,154] Trial 3069 finished with value: 0.9973661412315421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 100}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:55:50,955] Trial 3070 finished with value: 0.9959438386144243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 38, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:55:53,017] Trial 3071 finished with value: 0.997497589615106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:55:54,923] Trial 3072 finished with value: 0.9974124578833333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:55:57,202] Trial 3073 finished with value: 0.997560153726917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:55:59,267] Trial 3074 finished with value: 0.9971535076932619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:56:00,821] Trial 3075 finished with value: 0.9969541624677225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:56:01,662] Trial 3076 finished with value: 0.9969892926496949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 1, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:56:06,194] Trial 3077 finished with value: 0.9973620817310115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:56:13,086] Trial 3078 finished with value: 0.9965971431591804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 34, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:56:14,639] Trial 3079 finished with value: 0.9971570415188312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:56:19,689] Trial 3080 finished with value: 0.9970980775330786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 25, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:56:21,315] Trial 3081 finished with value: 0.9850770828917987 and parameters: {'classifier': 'SVC', 'svc_c': 0.00015185310779722367, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:56:23,132] Trial 3082 finished with value: 0.9972753506308676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:56:31,476] Trial 3083 finished with value: 0.9964048086787116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 47, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:56:32,841] Trial 3084 finished with value: 0.9972614024235548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:56:34,771] Trial 3085 finished with value: 0.9975957084986155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:56:36,883] Trial 3086 finished with value: 0.9974357171357747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:56:39,350] Trial 3087 finished with value: 0.9976616072171507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:56:40,412] Trial 3088 finished with value: 0.9973193333404193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:56:42,980] Trial 3089 finished with value: 0.9970156508548976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:56:44,063] Trial 3090 finished with value: 0.9969696033088239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:56:46,093] Trial 3091 finished with value: 0.9972364404006396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:56:48,177] Trial 3092 finished with value: 0.9972460250265304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:56:53,258] Trial 3093 finished with value: 0.993939466519372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 54, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:56:54,890] Trial 3094 finished with value: 0.9974258083071592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:56:57,066] Trial 3095 finished with value: 0.9973612229667111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:56:59,652] Trial 3096 finished with value: 0.9948701827506442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 28, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:57:01,125] Trial 3097 finished with value: 0.9972565740404775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:57:03,604] Trial 3098 finished with value: 0.9972614178481777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 99}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:57:04,879] Trial 3099 finished with value: 0.9973034305223368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:57:06,554] Trial 3100 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 6.4710668075429635e-06, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:57:12,791] Trial 3101 finished with value: 0.9971631545254512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 32, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:57:17,547] Trial 3102 finished with value: 0.9972117210140272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 22, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:57:18,624] Trial 3103 finished with value: 0.9973529005256626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 4, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:57:26,310] Trial 3104 finished with value: 0.9971434974302942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 35, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:57:34,747] Trial 3105 finished with value: 0.9961846577631436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 48, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:57:49,663] Trial 3106 finished with value: 0.9955441479114536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 66, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:57:50,566] Trial 3107 finished with value: 0.9939276753154642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:57:52,196] Trial 3108 finished with value: 0.9969830793195497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:57:52,604] Trial 3109 finished with value: 0.9932643777731621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 5}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:57:53,372] Trial 3110 finished with value: 0.9900008763394839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:57:55,688] Trial 3111 finished with value: 0.9973999213146688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:57:58,080] Trial 3112 finished with value: 0.9973613957161414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:58:00,043] Trial 3113 finished with value: 0.9972761883211975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:58:03,058] Trial 3114 finished with value: 0.9976324202122552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:58:06,565] Trial 3115 finished with value: 0.9972267503414202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 17, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:58:08,548] Trial 3116 finished with value: 0.9974609077033615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:58:11,598] Trial 3117 finished with value: 0.9971108171291373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:58:23,482] Trial 3118 finished with value: 0.9968491281480784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 51, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:58:26,115] Trial 3119 finished with value: 0.9966557424446384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:58:27,956] Trial 3120 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 3.1889061446280694e-08, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:58:29,993] Trial 3121 finished with value: 0.9970543225747509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 101}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:58:30,874] Trial 3122 finished with value: 0.9933418560672379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:58:33,474] Trial 3123 finished with value: 0.9970193068396728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:58:45,134] Trial 3124 finished with value: 0.997190417895775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 51, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:58:46,934] Trial 3125 finished with value: 0.9975033201482031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:58:49,104] Trial 3126 finished with value: 0.9977064715740337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:58:51,852] Trial 3127 finished with value: 0.9975109875823173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:58:53,510] Trial 3128 finished with value: 0.9973566756228044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:58:55,802] Trial 3129 finished with value: 0.9975898094372299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:59:01,987] Trial 3130 finished with value: 0.9971211499444586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 31, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:59:05,904] Trial 3131 finished with value: 0.9971864380891297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:59:08,048] Trial 3132 finished with value: 0.9973137051303359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 96}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:59:10,133] Trial 3133 finished with value: 0.9975707170546603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:59:11,299] Trial 3134 finished with value: 0.9971750708719279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 70}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:59:13,382] Trial 3135 finished with value: 0.9971724591277843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:59:15,934] Trial 3136 finished with value: 0.9974766984866306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:59:16,718] Trial 3137 finished with value: 0.9916560037707599 and parameters: {'classifier': 'SVC', 'svc_c': 68.27833776584872, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:59:18,547] Trial 3138 finished with value: 0.9972228860607584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:59:21,131] Trial 3139 finished with value: 0.9971769413455048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:59:23,365] Trial 3140 finished with value: 0.9976854377201884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:59:26,405] Trial 3141 finished with value: 0.9974781758862233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:59:27,919] Trial 3142 finished with value: 0.997497970723899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 102}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:59:30,315] Trial 3143 finished with value: 0.9977947188257553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:59:32,375] Trial 3144 finished with value: 0.9974434751816147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:59:34,502] Trial 3145 finished with value: 0.9974947833175897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:59:36,621] Trial 3146 finished with value: 0.9974143432419887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:59:38,884] Trial 3147 finished with value: 0.9974683823931637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:59:40,209] Trial 3148 finished with value: 0.9962148513357745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:59:41,834] Trial 3149 finished with value: 0.9975357173154875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:59:44,249] Trial 3150 finished with value: 0.9973420797717517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:59:47,865] Trial 3151 finished with value: 0.9969144937649816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 22, 'rf_n_estimators': 107}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:59:49,948] Trial 3152 finished with value: 0.9977388443348674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:59:52,527] Trial 3153 finished with value: 0.9975597443396484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:59:54,760] Trial 3154 finished with value: 0.9975156990746813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:59:57,039] Trial 3155 finished with value: 0.9974526770166033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 17:59:59,045] Trial 3156 finished with value: 0.9974277734231761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 18:00:00,342] Trial 3157 finished with value: 0.9962767391127771 and parameters: {'classifier': 'SVC', 'svc_c': 97663.87983323804, 'svc_kernel': 'rbf'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 18:00:02,506] Trial 3158 finished with value: 0.9975016563518797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 18:00:04,735] Trial 3159 finished with value: 0.9977013304773544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 18:00:07,364] Trial 3160 finished with value: 0.9972258379083184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 18:00:09,837] Trial 3161 finished with value: 0.9972570019944218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 18:00:11,786] Trial 3162 finished with value: 0.9975733616158003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 18:00:14,013] Trial 3163 finished with value: 0.9975416073633073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 18:00:21,955] Trial 3164 finished with value: 0.9965492491968638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 42, 'rf_n_estimators': 100}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 18:00:24,277] Trial 3165 finished with value: 0.9974254729961668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 18:00:25,190] Trial 3166 finished with value: 0.9971799054438971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 112}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 18:00:27,737] Trial 3167 finished with value: 0.9972978869572526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 18:00:30,231] Trial 3168 finished with value: 0.9974614746693407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 18:00:32,126] Trial 3169 finished with value: 0.9974459239516035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 18:00:34,033] Trial 3170 finished with value: 0.9974895956613999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 18:00:42,590] Trial 3171 finished with value: 0.9969632173561996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 38, 'rf_n_estimators': 119}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 18:00:44,860] Trial 3172 finished with value: 0.9974061811408488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 18:00:46,313] Trial 3173 finished with value: 0.9971639796793076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 18:00:47,352] Trial 3174 finished with value: 0.996815415571481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 34}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 18:00:53,408] Trial 3175 finished with value: 0.9966235400211542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 29, 'rf_n_estimators': 113}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 18:00:55,275] Trial 3176 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 3.5080934898829925e-09, 'svc_kernel': 'sigmoid'}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 18:00:57,298] Trial 3177 finished with value: 0.9975181988792251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 18:00:59,649] Trial 3178 finished with value: 0.9973803389305459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 18:01:01,507] Trial 3179 finished with value: 0.9973602092262087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 86}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 18:01:07,225] Trial 3180 finished with value: 0.99736345909272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 27, 'rf_n_estimators': 116}. Best is trial 104 with value: 0.9978268327956915.
[I 2023-09-05 18:01:09,400] Trial 3181 finished with value: 0.9978724657812178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:01:11,396] Trial 3182 finished with value: 0.997329451988341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:01:15,338] Trial 3183 finished with value: 0.9967241885111028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 19, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:01:16,326] Trial 3184 finished with value: 0.9973847252680478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:01:17,161] Trial 3185 finished with value: 0.9971762922418211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 1, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:01:18,964] Trial 3186 finished with value: 0.9974451134923984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:01:24,269] Trial 3187 finished with value: 0.9970550700659476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 25, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:01:25,317] Trial 3188 finished with value: 0.997192007012802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:01:30,995] Trial 3189 finished with value: 0.9972302653781484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 27, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:01:33,301] Trial 3190 finished with value: 0.9975530697942316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:01:35,447] Trial 3191 finished with value: 0.9972261099339234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:01:47,139] Trial 3192 finished with value: 0.9963896383080577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 55, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:01:49,181] Trial 3193 finished with value: 0.9973272246219947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:01:51,160] Trial 3194 finished with value: 0.9972275483911037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:01:53,327] Trial 3195 finished with value: 0.9972944671659848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:01:55,032] Trial 3196 finished with value: 0.9850765916524669 and parameters: {'classifier': 'SVC', 'svc_c': 3.7973201991334595e-10, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:01:56,746] Trial 3197 finished with value: 0.9971781748392786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:01:59,191] Trial 3198 finished with value: 0.9975898758011943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:02:01,199] Trial 3199 finished with value: 0.9970140233350024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:02:02,431] Trial 3200 finished with value: 0.9970941122941329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:02:04,141] Trial 3201 finished with value: 0.9975082357787879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:02:06,911] Trial 3202 finished with value: 0.9975010515543149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:02:08,912] Trial 3203 finished with value: 0.9972111169146963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:02:11,135] Trial 3204 finished with value: 0.997320616916611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:02:25,360] Trial 3205 finished with value: 0.9960334875708293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 66, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:02:27,530] Trial 3206 finished with value: 0.9973904936962065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:02:29,297] Trial 3207 finished with value: 0.9972161912348185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:02:31,180] Trial 3208 finished with value: 0.9974550690392135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:02:34,396] Trial 3209 finished with value: 0.9964675996530851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 24, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:02:36,482] Trial 3210 finished with value: 0.997465960283017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:02:37,988] Trial 3211 finished with value: 0.9966580126254218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:02:40,455] Trial 3212 finished with value: 0.9972909779956513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:02:44,845] Trial 3213 finished with value: 0.997186742614352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 21, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:02:46,626] Trial 3214 finished with value: 0.9974178159403485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:02:47,879] Trial 3215 finished with value: 0.9942397375924333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:02:49,747] Trial 3216 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 6.587517218975574e-05, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:02:51,643] Trial 3217 finished with value: 0.9968764398552352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:02:53,319] Trial 3218 finished with value: 0.9974564760123897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:02:54,714] Trial 3219 finished with value: 0.9972096156481972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 5, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:02:55,553] Trial 3220 finished with value: 0.990365347042204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:02:57,526] Trial 3221 finished with value: 0.9974974216898375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:03:00,054] Trial 3222 finished with value: 0.9972937846740226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:03:02,373] Trial 3223 finished with value: 0.9973720031913142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:03:03,564] Trial 3224 finished with value: 0.9957228442322276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:03:15,153] Trial 3225 finished with value: 0.9963974268540268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 52, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:03:19,913] Trial 3226 finished with value: 0.9963020547911952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 37, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:03:23,406] Trial 3227 finished with value: 0.9972258912914788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 20, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:03:37,858] Trial 3228 finished with value: 0.9962694150828219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 67, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:03:39,795] Trial 3229 finished with value: 0.997075421999113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:03:47,070] Trial 3230 finished with value: 0.9967645420544112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 44, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:03:48,363] Trial 3231 finished with value: 0.9968627652604224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:03:48,972] Trial 3232 finished with value: 0.9920310515754753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 1, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:03:49,627] Trial 3233 finished with value: 0.9934855776583099 and parameters: {'classifier': 'SVC', 'svc_c': 176.87535604866565, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:03:57,080] Trial 3234 finished with value: 0.9971201778123527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 36, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:03:58,408] Trial 3235 finished with value: 0.9969434114419943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:04:00,503] Trial 3236 finished with value: 0.9972015981132257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:04:02,842] Trial 3237 finished with value: 0.997468275912484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:04:05,017] Trial 3238 finished with value: 0.99745457843464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:04:06,967] Trial 3239 finished with value: 0.9975648632197927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:04:09,756] Trial 3240 finished with value: 0.9968331756919087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:04:10,448] Trial 3241 finished with value: 0.9957286065032319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 24}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:04:12,271] Trial 3242 finished with value: 0.997501483062905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:04:14,146] Trial 3243 finished with value: 0.9971892721255773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:04:23,889] Trial 3244 finished with value: 0.9963626257624169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 61, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:04:26,008] Trial 3245 finished with value: 0.9971927030568507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:04:29,398] Trial 3246 finished with value: 0.9972774765628616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:04:30,334] Trial 3247 finished with value: 0.990438423542417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:04:31,578] Trial 3248 finished with value: 0.9972862878946369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:04:34,073] Trial 3249 finished with value: 0.997551911963629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:04:36,070] Trial 3250 finished with value: 0.9974842551871855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:04:37,791] Trial 3251 finished with value: 0.9975610393732248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:04:39,518] Trial 3252 finished with value: 0.9852929065023727 and parameters: {'classifier': 'SVC', 'svc_c': 0.0013197283823570519, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:04:40,987] Trial 3253 finished with value: 0.9973584300625915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:04:42,943] Trial 3254 finished with value: 0.9976247844525726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:04:47,856] Trial 3255 finished with value: 0.9966485193729667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 23, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:04:50,159] Trial 3256 finished with value: 0.9974722310270372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:04:53,449] Trial 3257 finished with value: 0.9971414527790813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:04:55,506] Trial 3258 finished with value: 0.9973741280759573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:04:58,086] Trial 3259 finished with value: 0.997315472931782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:04:59,257] Trial 3260 finished with value: 0.9973021501516737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 50}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:05:01,209] Trial 3261 finished with value: 0.9972177225253782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:05:02,061] Trial 3262 finished with value: 0.9972278388564328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 2, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:05:12,873] Trial 3263 finished with value: 0.9966193807683803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 51, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:05:16,020] Trial 3264 finished with value: 0.9970954003136319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:05:17,037] Trial 3265 finished with value: 0.997157180181749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:05:18,568] Trial 3266 finished with value: 0.997432485645512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:05:20,545] Trial 3267 finished with value: 0.9964812372414977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:05:22,511] Trial 3268 finished with value: 0.9974943488891123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:05:24,284] Trial 3269 finished with value: 0.9960122119058671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 31, 'rf_n_estimators': 41}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:05:26,441] Trial 3270 finished with value: 0.9969503756910306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:05:27,940] Trial 3271 finished with value: 0.9856509535795723 and parameters: {'classifier': 'SVC', 'svc_c': 0.21359531771594817, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:05:29,773] Trial 3272 finished with value: 0.9971964934516641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:05:32,380] Trial 3273 finished with value: 0.9973299412916604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:05:34,187] Trial 3274 finished with value: 0.997506653168032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:05:35,696] Trial 3275 finished with value: 0.9965444785450402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 94}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:05:37,605] Trial 3276 finished with value: 0.9974274180220882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:05:43,609] Trial 3277 finished with value: 0.9966054026639585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 41, 'rf_n_estimators': 77}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:05:46,373] Trial 3278 finished with value: 0.9975344313589526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:05:48,328] Trial 3279 finished with value: 0.9971600474795236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:05:50,670] Trial 3280 finished with value: 0.9970956605962109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:05:54,276] Trial 3281 finished with value: 0.9973434891570089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 19, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:05:56,367] Trial 3282 finished with value: 0.9973931204206424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:05:58,790] Trial 3283 finished with value: 0.9974795433139668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:06:00,418] Trial 3284 finished with value: 0.9975216390144918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:06:02,751] Trial 3285 finished with value: 0.9974626787420742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:06:05,178] Trial 3286 finished with value: 0.9972796867907379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 82}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:06:07,037] Trial 3287 finished with value: 0.9971907800570371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:06:08,965] Trial 3288 finished with value: 0.99736624425279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:06:10,100] Trial 3289 finished with value: 0.9868164665964075 and parameters: {'classifier': 'SVC', 'svc_c': 568959.0149929437, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:06:11,386] Trial 3290 finished with value: 0.9956406362599669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:06:15,911] Trial 3291 finished with value: 0.9972242612960268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 27, 'rf_n_estimators': 97}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:06:18,726] Trial 3292 finished with value: 0.996740806669882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:06:25,358] Trial 3293 finished with value: 0.9970899383149697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 31, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:06:27,591] Trial 3294 finished with value: 0.99758680328611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:06:28,723] Trial 3295 finished with value: 0.9975246491645878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 66}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:06:29,716] Trial 3296 finished with value: 0.9954816757443608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:06:35,989] Trial 3297 finished with value: 0.9970577768968621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 29, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:06:44,285] Trial 3298 finished with value: 0.9969561079379746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 44, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:06:45,363] Trial 3299 finished with value: 0.9973687455807534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:06:46,620] Trial 3300 finished with value: 0.9972125102405722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:06:58,878] Trial 3301 finished with value: 0.9966454930048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 62, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:07:00,772] Trial 3302 finished with value: 0.9973639535375801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:07:03,245] Trial 3303 finished with value: 0.9972932257377342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:07:04,091] Trial 3304 finished with value: 0.9969358676905055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 1, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:07:06,767] Trial 3305 finished with value: 0.9974151656663851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:07:07,817] Trial 3306 finished with value: 0.9942797701702832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:07:09,624] Trial 3307 finished with value: 0.9972845463721782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:07:11,287] Trial 3308 finished with value: 0.9850947840114564 and parameters: {'classifier': 'SVC', 'svc_c': 0.0003590829017617113, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:07:16,195] Trial 3309 finished with value: 0.9969418922435773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 29, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:07:18,203] Trial 3310 finished with value: 0.9973804138002696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 91}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:07:19,080] Trial 3311 finished with value: 0.9955490076515834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:07:21,090] Trial 3312 finished with value: 0.9972420582959031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:07:22,575] Trial 3313 finished with value: 0.9967176235249425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:07:23,946] Trial 3314 finished with value: 0.9973743468453534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:07:31,516] Trial 3315 finished with value: 0.9961269378716257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 56, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:07:33,540] Trial 3316 finished with value: 0.9968731223235051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:07:34,822] Trial 3317 finished with value: 0.9963434210911307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:07:36,592] Trial 3318 finished with value: 0.9973075649878052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:07:39,937] Trial 3319 finished with value: 0.9971439489337658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:07:41,792] Trial 3320 finished with value: 0.9975443613567524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:07:44,530] Trial 3321 finished with value: 0.9974507877859233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:07:46,720] Trial 3322 finished with value: 0.9974554625892663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:07:51,143] Trial 3323 finished with value: 0.9972170032491813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:07:51,944] Trial 3324 finished with value: 0.9900766860765501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:07:54,568] Trial 3325 finished with value: 0.9974329023324991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:07:55,547] Trial 3326 finished with value: 0.9971143457814277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 2, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:07:56,292] Trial 3327 finished with value: 0.9928075519178808 and parameters: {'classifier': 'SVC', 'svc_c': 748.4823722825014, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:07:58,534] Trial 3328 finished with value: 0.9977243462048317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:08:00,102] Trial 3329 finished with value: 0.9973245083649219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:08:01,380] Trial 3330 finished with value: 0.9973215889217654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:08:04,352] Trial 3331 finished with value: 0.9970252858805854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:08:06,393] Trial 3332 finished with value: 0.9972107187626472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:08:08,666] Trial 3333 finished with value: 0.9975019660503808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:08:10,549] Trial 3334 finished with value: 0.9973802390196131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:08:12,461] Trial 3335 finished with value: 0.9973230334091481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:08:14,278] Trial 3336 finished with value: 0.9976588033317152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:08:16,530] Trial 3337 finished with value: 0.9974945282082893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:08:18,873] Trial 3338 finished with value: 0.9974777995063787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:08:21,472] Trial 3339 finished with value: 0.997431296457857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:08:23,742] Trial 3340 finished with value: 0.9974350480372095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:08:27,467] Trial 3341 finished with value: 0.9974230405077243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:08:36,607] Trial 3342 finished with value: 0.997097524849158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 43, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:08:38,224] Trial 3343 finished with value: 0.9974372671516999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:08:41,406] Trial 3344 finished with value: 0.9973108550345072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:09:18,843] Trial 3345 finished with value: 0.9902788877137619 and parameters: {'classifier': 'SVC', 'svc_c': 12040748.942409327, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:09:21,106] Trial 3346 finished with value: 0.9974211867282871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:09:23,131] Trial 3347 finished with value: 0.997203314435786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:09:24,829] Trial 3348 finished with value: 0.9974956601724972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:09:32,552] Trial 3349 finished with value: 0.9968573425850278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 35, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:09:35,680] Trial 3350 finished with value: 0.9931558439048888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 49, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:09:38,088] Trial 3351 finished with value: 0.9973268838520822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:09:40,851] Trial 3352 finished with value: 0.9975935447032979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 13, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:09:44,225] Trial 3353 finished with value: 0.9974318319715696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:09:49,040] Trial 3354 finished with value: 0.9971918770460708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 22, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:09:50,816] Trial 3355 finished with value: 0.9973434354247314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:09:51,796] Trial 3356 finished with value: 0.9973781156583897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 46}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:09:52,756] Trial 3357 finished with value: 0.9971364094668945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:09:54,641] Trial 3358 finished with value: 0.9973498597802237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:09:57,237] Trial 3359 finished with value: 0.9975347907272788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:09:59,685] Trial 3360 finished with value: 0.9971347212641204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:10:04,535] Trial 3361 finished with value: 0.9961979634047822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 38, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:10:05,381] Trial 3362 finished with value: 0.9901688392808062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:10:07,203] Trial 3363 finished with value: 0.9974449820022477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:10:08,410] Trial 3364 finished with value: 0.9884912472190782 and parameters: {'classifier': 'SVC', 'svc_c': 34838.92271194323, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:10:10,080] Trial 3365 finished with value: 0.997408031556068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 88}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:10:10,942] Trial 3366 finished with value: 0.9968846782860425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:10:12,390] Trial 3367 finished with value: 0.9975238334686279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:10:14,826] Trial 3368 finished with value: 0.997498530866228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:10:16,869] Trial 3369 finished with value: 0.9974991178905643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:10:18,757] Trial 3370 finished with value: 0.99725920400218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:10:21,063] Trial 3371 finished with value: 0.99748124411669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:10:23,174] Trial 3372 finished with value: 0.9974525914194668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:10:25,150] Trial 3373 finished with value: 0.9943071610000432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 25, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:10:27,600] Trial 3374 finished with value: 0.9974086192786386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:10:29,433] Trial 3375 finished with value: 0.9962482138749903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:10:31,365] Trial 3376 finished with value: 0.9974470244635452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:10:33,363] Trial 3377 finished with value: 0.9975501534613901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:10:35,287] Trial 3378 finished with value: 0.9972692245164919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:10:36,965] Trial 3379 finished with value: 0.9971143342605672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:10:39,295] Trial 3380 finished with value: 0.9975296568033665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:10:43,077] Trial 3381 finished with value: 0.9970804189739546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:10:44,699] Trial 3382 finished with value: 0.9974468303862408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:10:45,772] Trial 3383 finished with value: 0.9873535357205255 and parameters: {'classifier': 'SVC', 'svc_c': 1.0942450004004058, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:10:47,796] Trial 3384 finished with value: 0.9969192184603152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:10:51,203] Trial 3385 finished with value: 0.9969522742209175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:11:05,942] Trial 3386 finished with value: 0.996489469197772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 71, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:11:08,611] Trial 3387 finished with value: 0.9972820547877522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:11:10,568] Trial 3388 finished with value: 0.9976885320392154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 96}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:11:11,380] Trial 3389 finished with value: 0.9965196415694807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 29}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:11:18,842] Trial 3390 finished with value: 0.9971314179192351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 35, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:11:21,290] Trial 3391 finished with value: 0.9971903130654666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:11:23,045] Trial 3392 finished with value: 0.9975400026629678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:11:24,322] Trial 3393 finished with value: 0.9967673209621134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:11:25,712] Trial 3394 finished with value: 0.997133395032181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 62}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:11:35,952] Trial 3395 finished with value: 0.9970097249115041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 51, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:11:38,742] Trial 3396 finished with value: 0.9973643540699726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:11:40,985] Trial 3397 finished with value: 0.9973069781538958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:11:42,863] Trial 3398 finished with value: 0.997443997524096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:11:45,353] Trial 3399 finished with value: 0.9973110075986283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:11:47,747] Trial 3400 finished with value: 0.9971457274943626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:11:49,454] Trial 3401 finished with value: 0.9853956555657272 and parameters: {'classifier': 'SVC', 'svc_c': 0.04989316706624025, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:11:51,043] Trial 3402 finished with value: 0.9972113159431141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:11:53,168] Trial 3403 finished with value: 0.9974272214374893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 99}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:11:54,294] Trial 3404 finished with value: 0.9968406916092524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:11:57,213] Trial 3405 finished with value: 0.9974197673455892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:11:58,666] Trial 3406 finished with value: 0.9972359126309763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:12:00,134] Trial 3407 finished with value: 0.9973587248125382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:12:01,920] Trial 3408 finished with value: 0.9973684664141192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:12:05,507] Trial 3409 finished with value: 0.9972283446317264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:12:14,897] Trial 3410 finished with value: 0.9969091047952449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 48, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:12:16,988] Trial 3411 finished with value: 0.9972473286610798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:12:19,295] Trial 3412 finished with value: 0.9972293670684153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:12:23,293] Trial 3413 finished with value: 0.9971081683785935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 19, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:12:25,470] Trial 3414 finished with value: 0.9973111684146053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:12:27,975] Trial 3415 finished with value: 0.9973724231155678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:12:29,841] Trial 3416 finished with value: 0.9975210505302115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:12:34,902] Trial 3417 finished with value: 0.9972141648329025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 25, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:12:46,559] Trial 3418 finished with value: 0.9964679760011919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 57, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:12:55,685] Trial 3419 finished with value: 0.997077261210851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 43, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:12:58,250] Trial 3420 finished with value: 0.9956353740196947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 29, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:12:59,928] Trial 3421 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 7.693886741390643e-08, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:13:02,285] Trial 3422 finished with value: 0.9976562848970195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:13:04,798] Trial 3423 finished with value: 0.9970786908131553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:13:06,285] Trial 3424 finished with value: 0.9975036939572771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:13:08,812] Trial 3425 finished with value: 0.9972997175680177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:13:09,654] Trial 3426 finished with value: 0.9969225813772528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:13:11,711] Trial 3427 finished with value: 0.9976386506808708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:13:23,673] Trial 3428 finished with value: 0.9966404742894915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 59, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:13:26,443] Trial 3429 finished with value: 0.9975699908913374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:13:28,775] Trial 3430 finished with value: 0.9976956191456914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:13:29,578] Trial 3431 finished with value: 0.9956645326191628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 4, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:13:31,139] Trial 3432 finished with value: 0.9976101681305695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:13:33,173] Trial 3433 finished with value: 0.9971876722493996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:13:33,972] Trial 3434 finished with value: 0.9968824861170357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 36}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:13:35,427] Trial 3435 finished with value: 0.996840525461307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:13:38,007] Trial 3436 finished with value: 0.9974493087042214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:13:38,959] Trial 3437 finished with value: 0.9972527488926555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 2, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:13:42,258] Trial 3438 finished with value: 0.9973454763308713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:13:43,891] Trial 3439 finished with value: 0.997245645790274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:13:45,292] Trial 3440 finished with value: 0.9866072213653911 and parameters: {'classifier': 'SVC', 'svc_c': 318867408.0204824, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:13:47,167] Trial 3441 finished with value: 0.9968710649771291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:13:51,632] Trial 3442 finished with value: 0.9972313874401292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 23, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:13:53,847] Trial 3443 finished with value: 0.9976550412471153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:13:56,305] Trial 3444 finished with value: 0.9975095193549798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:13:57,216] Trial 3445 finished with value: 0.9909102416552154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 14, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:13:58,826] Trial 3446 finished with value: 0.9973909756998073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:14:01,838] Trial 3447 finished with value: 0.9967324536969663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:14:03,831] Trial 3448 finished with value: 0.9972375896620069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:14:05,928] Trial 3449 finished with value: 0.9973909287911799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:14:06,908] Trial 3450 finished with value: 0.9971828948691397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 99}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:14:09,012] Trial 3451 finished with value: 0.9975377946567452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:14:11,186] Trial 3452 finished with value: 0.9973725431483339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:14:14,170] Trial 3453 finished with value: 0.99752168560574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:14:16,275] Trial 3454 finished with value: 0.9973965307857516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:14:17,824] Trial 3455 finished with value: 0.9975449194995933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:14:24,285] Trial 3456 finished with value: 0.9967470518966243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 33, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:14:27,139] Trial 3457 finished with value: 0.997215291369928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 16, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:14:28,992] Trial 3458 finished with value: 0.9973848170223384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:19:47,515] Trial 3459 finished with value: 0.989610294860288 and parameters: {'classifier': 'SVC', 'svc_c': 9581257944.709213, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:19:51,074] Trial 3460 finished with value: 0.9972402926843725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:19:53,701] Trial 3461 finished with value: 0.9975240479534068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:19:57,781] Trial 3462 finished with value: 0.9972752005105653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:20:08,764] Trial 3463 finished with value: 0.9965535392732924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 49, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:20:09,827] Trial 3464 finished with value: 0.9964346034962731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 18}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:20:12,765] Trial 3465 finished with value: 0.9970353906907795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:20:16,251] Trial 3466 finished with value: 0.9973434874114239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:20:18,891] Trial 3467 finished with value: 0.9972185847173726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:20:24,298] Trial 3468 finished with value: 0.9969637347158292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 26, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:20:26,077] Trial 3469 finished with value: 0.99742936152459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:20:26,819] Trial 3470 finished with value: 0.9969835183817616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 3, 'rf_n_estimators': 75}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:20:29,088] Trial 3471 finished with value: 0.9973601988479128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:20:31,511] Trial 3472 finished with value: 0.9968718357004741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:20:33,437] Trial 3473 finished with value: 0.9974939056692342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:20:36,064] Trial 3474 finished with value: 0.9973619227240951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:20:38,509] Trial 3475 finished with value: 0.9970580196601163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:20:40,396] Trial 3476 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 2.216108322847166e-05, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:20:42,381] Trial 3477 finished with value: 0.9978301933005481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:20:45,229] Trial 3478 finished with value: 0.9976695499458742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:20:58,458] Trial 3479 finished with value: 0.996533693591489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 68, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:21:05,535] Trial 3480 finished with value: 0.9967572714393539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 37, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:21:09,638] Trial 3481 finished with value: 0.9969584820921428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 20, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:21:11,927] Trial 3482 finished with value: 0.9972147692813502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:21:13,873] Trial 3483 finished with value: 0.9971031034211538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:21:15,612] Trial 3484 finished with value: 0.9970847642108667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:21:17,721] Trial 3485 finished with value: 0.9969392214986638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:21:23,098] Trial 3486 finished with value: 0.9969783312651161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 27, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:21:25,282] Trial 3487 finished with value: 0.9974243761340845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 99}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:21:26,769] Trial 3488 finished with value: 0.9972819345010828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:21:29,170] Trial 3489 finished with value: 0.9972521322568512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:21:30,974] Trial 3490 finished with value: 0.9971734979412338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:21:32,618] Trial 3491 finished with value: 0.9973836962933497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:21:34,725] Trial 3492 finished with value: 0.9974421054052662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:21:48,078] Trial 3493 finished with value: 0.9963035499640162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 72, 'rf_n_estimators': 98}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:21:48,980] Trial 3494 finished with value: 0.997167279596499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:21:50,065] Trial 3495 finished with value: 0.9973990840686698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:21:51,867] Trial 3496 finished with value: 0.9850765916524669 and parameters: {'classifier': 'SVC', 'svc_c': 1.194338211894762e-10, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:21:53,040] Trial 3497 finished with value: 0.9973463691499461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:21:55,428] Trial 3498 finished with value: 0.9974235460925905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:21:56,241] Trial 3499 finished with value: 0.9972333892134291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 1, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:21:59,213] Trial 3500 finished with value: 0.9970138459200997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:22:05,341] Trial 3501 finished with value: 0.9970495377995586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 31, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:22:13,082] Trial 3502 finished with value: 0.9970252621088926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 40, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:22:14,378] Trial 3503 finished with value: 0.9972993336662889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:22:27,379] Trial 3504 finished with value: 0.9963338163434066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 62, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:22:29,137] Trial 3505 finished with value: 0.9975981755179012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 93}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:22:31,293] Trial 3506 finished with value: 0.9971442799601408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:22:32,929] Trial 3507 finished with value: 0.9972841271144204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:22:34,864] Trial 3508 finished with value: 0.9974322076214426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:22:37,063] Trial 3509 finished with value: 0.9968003689469284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 11, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:22:39,763] Trial 3510 finished with value: 0.9970185352911421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:22:40,718] Trial 3511 finished with value: 0.9939418714275726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:22:44,751] Trial 3512 finished with value: 0.9973787064277992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:22:47,715] Trial 3513 finished with value: 0.997449394967854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:22:49,527] Trial 3514 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 1.123437683202934e-09, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:22:51,607] Trial 3515 finished with value: 0.9974640023715052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:22:53,214] Trial 3516 finished with value: 0.9974256640901077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:22:54,865] Trial 3517 finished with value: 0.995675183130938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 17, 'rf_n_estimators': 96}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:22:56,057] Trial 3518 finished with value: 0.9966451793073224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:22:57,988] Trial 3519 finished with value: 0.9973176797002264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:23:00,085] Trial 3520 finished with value: 0.9972736029195169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:23:02,188] Trial 3521 finished with value: 0.9974942268251201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:23:03,473] Trial 3522 finished with value: 0.9955791947496812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:23:05,187] Trial 3523 finished with value: 0.9973865312819346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:23:07,502] Trial 3524 finished with value: 0.9974495026228362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:23:09,495] Trial 3525 finished with value: 0.9974036698471824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:23:13,995] Trial 3526 finished with value: 0.9962766216507816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 34, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:23:15,811] Trial 3527 finished with value: 0.996347927017068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:23:17,657] Trial 3528 finished with value: 0.9973511635417246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:23:22,329] Trial 3529 finished with value: 0.996765088105109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 24, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:23:23,501] Trial 3530 finished with value: 0.9970726022764618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 80}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:23:24,902] Trial 3531 finished with value: 0.9960574654647095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:23:27,150] Trial 3532 finished with value: 0.9974226200121885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:23:29,045] Trial 3533 finished with value: 0.9975413473663695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:23:30,714] Trial 3534 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.1234295978370246e-08, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:23:31,825] Trial 3535 finished with value: 0.9942505246406865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:23:34,022] Trial 3536 finished with value: 0.9972398957701017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:23:35,869] Trial 3537 finished with value: 0.996814413669218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 71}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:23:38,457] Trial 3538 finished with value: 0.9875688741219703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 66, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:23:40,492] Trial 3539 finished with value: 0.9974905573199963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:23:45,142] Trial 3540 finished with value: 0.9971486596009441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 22, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:23:46,954] Trial 3541 finished with value: 0.9974238394778072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:23:48,560] Trial 3542 finished with value: 0.9973302206487222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:23:50,868] Trial 3543 finished with value: 0.9974171218323119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:24:01,873] Trial 3544 finished with value: 0.9965922354313346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 53, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:24:05,431] Trial 3545 finished with value: 0.9971503788751296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:24:07,397] Trial 3546 finished with value: 0.9975155102976077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:24:09,725] Trial 3547 finished with value: 0.9971824423500552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:24:11,811] Trial 3548 finished with value: 0.9970791287962784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:24:14,027] Trial 3549 finished with value: 0.9975823770223206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:24:16,407] Trial 3550 finished with value: 0.9975925393098652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:24:18,798] Trial 3551 finished with value: 0.9973994482294201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:24:19,538] Trial 3552 finished with value: 0.9930976741602704 and parameters: {'classifier': 'SVC', 'svc_c': 2151.154589837403, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:24:20,839] Trial 3553 finished with value: 0.9971998676672967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:24:22,836] Trial 3554 finished with value: 0.9973895243887744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:24:24,972] Trial 3555 finished with value: 0.9974118604807011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:24:27,983] Trial 3556 finished with value: 0.9971692574394165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:24:30,241] Trial 3557 finished with value: 0.9973178055092915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:24:36,659] Trial 3558 finished with value: 0.9969428552986418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 32, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:24:38,064] Trial 3559 finished with value: 0.997086046263639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 96}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:24:39,500] Trial 3560 finished with value: 0.9973649506791572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:24:46,291] Trial 3561 finished with value: 0.9968789381363595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 38, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:24:50,028] Trial 3562 finished with value: 0.9972479768761019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:24:50,831] Trial 3563 finished with value: 0.9902798469920152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:24:51,833] Trial 3564 finished with value: 0.9956597807879185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:24:53,675] Trial 3565 finished with value: 0.9973299407838541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:24:56,045] Trial 3566 finished with value: 0.9974417431170525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 99}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:24:56,928] Trial 3567 finished with value: 0.9971597902437837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:24:59,182] Trial 3568 finished with value: 0.9968958629150627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:25:02,458] Trial 3569 finished with value: 0.9973598995594454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:25:04,132] Trial 3570 finished with value: 0.985388608290325 and parameters: {'classifier': 'SVC', 'svc_c': 0.016559497091157446, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:25:18,477] Trial 3571 finished with value: 0.9956120664304201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 64, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:25:26,625] Trial 3572 finished with value: 0.9971645799066137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 36, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:25:28,621] Trial 3573 finished with value: 0.9972353724517911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:25:30,316] Trial 3574 finished with value: 0.9969537812319781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:25:31,702] Trial 3575 finished with value: 0.9975353194173415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 84}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:25:33,742] Trial 3576 finished with value: 0.9976691459223122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:25:36,647] Trial 3577 finished with value: 0.9974798268604319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:25:38,608] Trial 3578 finished with value: 0.9973660605220435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:25:45,538] Trial 3579 finished with value: 0.9940138079338868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 62, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:25:47,526] Trial 3580 finished with value: 0.9974488988408844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:25:50,093] Trial 3581 finished with value: 0.9973542059692727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:25:52,239] Trial 3582 finished with value: 0.9974635064984388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:25:54,285] Trial 3583 finished with value: 0.9974431145120343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:25:57,108] Trial 3584 finished with value: 0.9974722798716767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:25:58,532] Trial 3585 finished with value: 0.9969205161916138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:26:00,195] Trial 3586 finished with value: 0.9962523980420217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:26:01,711] Trial 3587 finished with value: 0.9938894544008487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 21, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:26:04,129] Trial 3588 finished with value: 0.9973950293605629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:26:05,159] Trial 3589 finished with value: 0.9879316704596436 and parameters: {'classifier': 'SVC', 'svc_c': 3.151013871320277, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:26:13,340] Trial 3590 finished with value: 0.9968126404723275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 45, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:26:15,220] Trial 3591 finished with value: 0.9974499048690756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:26:17,708] Trial 3592 finished with value: 0.9973623993957274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:26:19,410] Trial 3593 finished with value: 0.9975989721711166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:26:28,419] Trial 3594 finished with value: 0.9966879562302934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 48, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:26:31,874] Trial 3595 finished with value: 0.9970453257666444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:26:34,063] Trial 3596 finished with value: 0.9974403595347141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:26:36,131] Trial 3597 finished with value: 0.9972982144607198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:26:39,270] Trial 3598 finished with value: 0.9975774887815497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:26:53,725] Trial 3599 finished with value: 0.99621087060873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 71, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:26:54,817] Trial 3600 finished with value: 0.9972565301469515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 3, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:26:57,460] Trial 3601 finished with value: 0.9971741512025832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:27:02,417] Trial 3602 finished with value: 0.9972739314068594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:27:04,406] Trial 3603 finished with value: 0.9974460996526594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:27:05,780] Trial 3604 finished with value: 0.9974772431725986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:27:07,294] Trial 3605 finished with value: 0.9971725829690993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:27:08,572] Trial 3606 finished with value: 0.997129430205828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 57}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:27:10,990] Trial 3607 finished with value: 0.9972635938625897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:27:12,620] Trial 3608 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.2679034544948646e-06, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:27:13,865] Trial 3609 finished with value: 0.9972678032295196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:27:16,241] Trial 3610 finished with value: 0.9974929173825337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:27:18,204] Trial 3611 finished with value: 0.9974795861918796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:27:21,837] Trial 3612 finished with value: 0.9973477498758729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:27:23,485] Trial 3613 finished with value: 0.9973763479838952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:27:25,471] Trial 3614 finished with value: 0.9972655319061715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:27:28,021] Trial 3615 finished with value: 0.9970469324347343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:27:28,957] Trial 3616 finished with value: 0.9969928950608825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:27:31,190] Trial 3617 finished with value: 0.9973854691093852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:27:33,628] Trial 3618 finished with value: 0.9971623120744354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:27:47,824] Trial 3619 finished with value: 0.9968838159036207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 59, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:27:48,479] Trial 3620 finished with value: 0.9962392528037678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 22}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:27:49,830] Trial 3621 finished with value: 0.9957142836299213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 13, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:27:52,274] Trial 3622 finished with value: 0.9975751822291242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:27:54,080] Trial 3623 finished with value: 0.9977136791576067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:27:55,929] Trial 3624 finished with value: 0.9972959490723605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:27:58,070] Trial 3625 finished with value: 0.9976508680931376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:28:00,271] Trial 3626 finished with value: 0.9972422872531675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:28:01,957] Trial 3627 finished with value: 0.9852053994103912 and parameters: {'classifier': 'SVC', 'svc_c': 1.7972496309723682e-07, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:28:04,199] Trial 3628 finished with value: 0.9975481040812287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:28:07,094] Trial 3629 finished with value: 0.9975985745903496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:28:08,953] Trial 3630 finished with value: 0.9972507079230396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 68}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:28:10,985] Trial 3631 finished with value: 0.9974093439185419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:28:12,780] Trial 3632 finished with value: 0.9971708189444642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 97}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:28:15,025] Trial 3633 finished with value: 0.9974489146463624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:28:16,995] Trial 3634 finished with value: 0.9973702306926576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:28:26,813] Trial 3635 finished with value: 0.9965765048866136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 44, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:28:31,867] Trial 3636 finished with value: 0.9970973097930967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 24, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:28:41,827] Trial 3637 finished with value: 0.997262240304312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 49, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:28:47,621] Trial 3638 finished with value: 0.9968436257787983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 31, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:28:49,784] Trial 3639 finished with value: 0.9972582471042698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:28:50,684] Trial 3640 finished with value: 0.9973444143487494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 1, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:28:53,831] Trial 3641 finished with value: 0.9972580328416564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:28:55,554] Trial 3642 finished with value: 0.9973929417679613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:28:57,112] Trial 3643 finished with value: 0.9970589198106481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:29:00,870] Trial 3644 finished with value: 0.9970525785132596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:29:02,533] Trial 3645 finished with value: 0.9853764804741708 and parameters: {'classifier': 'SVC', 'svc_c': 0.006186804001803639, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:29:03,665] Trial 3646 finished with value: 0.9968332652562836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 2, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:29:05,735] Trial 3647 finished with value: 0.9965434131034865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:29:07,010] Trial 3648 finished with value: 0.9972161645432385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 64}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:29:08,765] Trial 3649 finished with value: 0.9966803384342665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:29:13,604] Trial 3650 finished with value: 0.9973970596345039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 21, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:29:14,385] Trial 3651 finished with value: 0.9893722339261553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:29:16,393] Trial 3652 finished with value: 0.9977175670512718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:29:22,717] Trial 3653 finished with value: 0.9971490653700913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 30, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:29:27,148] Trial 3654 finished with value: 0.9949368752025073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 39, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:29:39,564] Trial 3655 finished with value: 0.9965807668432562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 60, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:29:41,548] Trial 3656 finished with value: 0.9972300922478631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:29:43,978] Trial 3657 finished with value: 0.997513507000888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:29:46,743] Trial 3658 finished with value: 0.9973030489057373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 94}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:29:49,059] Trial 3659 finished with value: 0.997320771258055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:29:51,332] Trial 3660 finished with value: 0.997526447497901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:29:53,605] Trial 3661 finished with value: 0.9973319991141052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:29:56,269] Trial 3662 finished with value: 0.997193714448748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 99}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:29:57,984] Trial 3663 finished with value: 0.9975257238418728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:29:58,900] Trial 3664 finished with value: 0.9897414637598386 and parameters: {'classifier': 'SVC', 'svc_c': 9.64227227595842, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:30:00,095] Trial 3665 finished with value: 0.9974051091295482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:30:01,664] Trial 3666 finished with value: 0.9973317251524879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:30:03,866] Trial 3667 finished with value: 0.9976472506064442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:30:07,707] Trial 3668 finished with value: 0.9973429150817384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 19, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:30:09,625] Trial 3669 finished with value: 0.9976393097502574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:30:11,655] Trial 3670 finished with value: 0.9974438201091931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:30:13,604] Trial 3671 finished with value: 0.9971124038658211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:30:15,997] Trial 3672 finished with value: 0.9969496004291648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:30:19,011] Trial 3673 finished with value: 0.9974701628580348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:30:20,959] Trial 3674 finished with value: 0.9974633802450429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:30:23,177] Trial 3675 finished with value: 0.9975146876827838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:30:25,161] Trial 3676 finished with value: 0.9976207964892853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:30:25,488] Trial 3677 finished with value: 0.982369663429612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 2}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:30:26,429] Trial 3678 finished with value: 0.9948876645296233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:30:41,855] Trial 3679 finished with value: 0.9961444004491709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 70, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:30:43,941] Trial 3680 finished with value: 0.9975271164695146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:30:44,398] Trial 3681 finished with value: 0.9934145871003278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 9}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:30:45,414] Trial 3682 finished with value: 0.9903797944550637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:30:47,543] Trial 3683 finished with value: 0.9951366448590832 and parameters: {'classifier': 'SVC', 'svc_c': 278689.70807492454, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:30:50,010] Trial 3684 finished with value: 0.9974130942283782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:30:51,800] Trial 3685 finished with value: 0.996318035652792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:30:54,816] Trial 3686 finished with value: 0.9973047092108908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 15, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:30:56,955] Trial 3687 finished with value: 0.9975912529724753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:30:58,932] Trial 3688 finished with value: 0.99761649362248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:30:59,805] Trial 3689 finished with value: 0.9973444064142726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 52}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:31:01,468] Trial 3690 finished with value: 0.9971599275102334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:31:14,524] Trial 3691 finished with value: 0.995900492789462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 73, 'rf_n_estimators': 91}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:31:15,408] Trial 3692 finished with value: 0.9963495471737686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 32}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:31:17,755] Trial 3693 finished with value: 0.9968394249176274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:31:19,277] Trial 3694 finished with value: 0.997030679388843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:31:21,827] Trial 3695 finished with value: 0.9971972605886256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:31:23,164] Trial 3696 finished with value: 0.9972238626044332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 10, 'rf_n_estimators': 60}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:31:24,721] Trial 3697 finished with value: 0.9975888772314115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:31:25,663] Trial 3698 finished with value: 0.9938547441748676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:31:28,553] Trial 3699 finished with value: 0.9973150640205821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:31:32,247] Trial 3700 finished with value: 0.9969961397541147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:31:34,774] Trial 3701 finished with value: 0.9973468892072982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:31:36,487] Trial 3702 finished with value: 0.9852050717482346 and parameters: {'classifier': 'SVC', 'svc_c': 4.719066316597424e-07, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:31:38,628] Trial 3703 finished with value: 0.9972761701671143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:31:39,607] Trial 3704 finished with value: 0.9971999586916155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:31:41,182] Trial 3705 finished with value: 0.9943057898589648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 53, 'rf_n_estimators': 13}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:31:43,865] Trial 3706 finished with value: 0.9973823131553421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:31:45,977] Trial 3707 finished with value: 0.9969795277842278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:31:47,773] Trial 3708 finished with value: 0.9976472120131487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:31:50,093] Trial 3709 finished with value: 0.9965442330205879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:31:52,537] Trial 3710 finished with value: 0.9975790785015972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:31:58,196] Trial 3711 finished with value: 0.9970674295688265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 26, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:32:00,598] Trial 3712 finished with value: 0.9970914135563849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:32:01,357] Trial 3713 finished with value: 0.9899071637248823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 1, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:32:10,661] Trial 3714 finished with value: 0.9968626298665092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 44, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:32:12,686] Trial 3715 finished with value: 0.9974439905417563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:32:14,004] Trial 3716 finished with value: 0.9974446563395792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:32:15,752] Trial 3717 finished with value: 0.9973860401060786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:32:18,052] Trial 3718 finished with value: 0.997141399681562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:32:20,139] Trial 3719 finished with value: 0.9974263016729309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:32:20,864] Trial 3720 finished with value: 0.9956994064540567 and parameters: {'classifier': 'SVC', 'svc_c': 6405.126089109994, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:32:24,712] Trial 3721 finished with value: 0.9972552375571939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:32:27,352] Trial 3722 finished with value: 0.9973349996793531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:32:29,817] Trial 3723 finished with value: 0.9974238622656247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:32:33,169] Trial 3724 finished with value: 0.9974816109116866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:32:36,274] Trial 3725 finished with value: 0.996576018471444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 41, 'rf_n_estimators': 43}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:32:38,311] Trial 3726 finished with value: 0.9973600108642868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:32:45,306] Trial 3727 finished with value: 0.9968176399227261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 40, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:32:47,108] Trial 3728 finished with value: 0.9966511362269136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:32:48,321] Trial 3729 finished with value: 0.9963975045801622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:32:50,487] Trial 3730 finished with value: 0.997648618541994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:32:52,038] Trial 3731 finished with value: 0.9973726906661279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:32:53,662] Trial 3732 finished with value: 0.9973447009420539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 87}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:32:56,466] Trial 3733 finished with value: 0.9974425306932263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:32:57,163] Trial 3734 finished with value: 0.9903788015981042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:32:59,998] Trial 3735 finished with value: 0.9968956434474325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:33:02,217] Trial 3736 finished with value: 0.9972190593577787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:33:04,258] Trial 3737 finished with value: 0.9974496073896687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:33:08,542] Trial 3738 finished with value: 0.9969568211204933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 21, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:33:10,074] Trial 3739 finished with value: 0.9866070574708368 and parameters: {'classifier': 'SVC', 'svc_c': 860127910.6948192, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:33:12,610] Trial 3740 finished with value: 0.9975605081123917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:33:15,034] Trial 3741 finished with value: 0.997341413529598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:33:17,209] Trial 3742 finished with value: 0.9975877737995825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:33:26,622] Trial 3743 finished with value: 0.9966134827860835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 54, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:33:29,144] Trial 3744 finished with value: 0.9974328428239225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:33:30,419] Trial 3745 finished with value: 0.9973139873120713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:33:32,241] Trial 3746 finished with value: 0.9973487623151213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 97}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:33:34,218] Trial 3747 finished with value: 0.9975360746208498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:33:36,567] Trial 3748 finished with value: 0.9969319703706819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:33:38,959] Trial 3749 finished with value: 0.9974869563052766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:33:40,473] Trial 3750 finished with value: 0.9968830010645844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 49}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:33:42,577] Trial 3751 finished with value: 0.9974200693635167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:33:50,410] Trial 3752 finished with value: 0.9955434750043395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 55, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:33:52,219] Trial 3753 finished with value: 0.9973089733574491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:33:54,294] Trial 3754 finished with value: 0.9975416775675588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:33:57,736] Trial 3755 finished with value: 0.9975305881839991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:33:59,757] Trial 3756 finished with value: 0.9973843100410044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:34:01,202] Trial 3757 finished with value: 0.9975213902527731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:34:01,897] Trial 3758 finished with value: 0.9920553799510676 and parameters: {'classifier': 'SVC', 'svc_c': 34.50486814146689, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:34:04,346] Trial 3759 finished with value: 0.9971312819540393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:34:06,963] Trial 3760 finished with value: 0.9969914744721441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:34:09,616] Trial 3761 finished with value: 0.9975003867403672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:34:11,527] Trial 3762 finished with value: 0.9973778900653434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:34:13,668] Trial 3763 finished with value: 0.9977132287966995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:34:16,079] Trial 3764 finished with value: 0.9973526116789667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:34:18,409] Trial 3765 finished with value: 0.9976120343512668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:34:19,245] Trial 3766 finished with value: 0.9929869846215839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:34:21,192] Trial 3767 finished with value: 0.9973850059898394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:34:24,164] Trial 3768 finished with value: 0.9973676144734691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:34:28,963] Trial 3769 finished with value: 0.9972127053969652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 24, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:34:30,930] Trial 3770 finished with value: 0.9969469412368493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:34:34,511] Trial 3771 finished with value: 0.9973225321406374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 17, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:34:36,842] Trial 3772 finished with value: 0.9973632333727219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:34:41,181] Trial 3773 finished with value: 0.9971730649727001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 23, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:34:41,943] Trial 3774 finished with value: 0.9891597224201294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 74}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:34:45,452] Trial 3775 finished with value: 0.9970028699995592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 20, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:34:47,463] Trial 3776 finished with value: 0.9975394544540922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:34:49,635] Trial 3777 finished with value: 0.9975217316574435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:34:50,834] Trial 3778 finished with value: 0.9867766315870318 and parameters: {'classifier': 'SVC', 'svc_c': 1710632.7504445675, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:34:51,804] Trial 3779 finished with value: 0.9967367776694802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:34:52,813] Trial 3780 finished with value: 0.9972108744688213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:34:59,224] Trial 3781 finished with value: 0.9963879548024939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 30, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:35:11,507] Trial 3782 finished with value: 0.9965104813428886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 51, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:35:13,035] Trial 3783 finished with value: 0.9973087190098586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:35:14,409] Trial 3784 finished with value: 0.9962861269953794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:35:16,560] Trial 3785 finished with value: 0.9972899162991705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:35:18,515] Trial 3786 finished with value: 0.9974833609399046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:35:20,364] Trial 3787 finished with value: 0.9971940611853872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:35:37,853] Trial 3788 finished with value: 0.9965354919248021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 74, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:35:40,194] Trial 3789 finished with value: 0.997404718562859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:35:49,015] Trial 3790 finished with value: 0.9965386266144471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 48, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:35:51,786] Trial 3791 finished with value: 0.9970753348468192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:35:54,173] Trial 3792 finished with value: 0.9973992293013344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:35:55,921] Trial 3793 finished with value: 0.9976027016291477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:36:01,542] Trial 3794 finished with value: 0.9961005600523966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 42, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:36:36,615] Trial 3795 finished with value: 0.9897084336117276 and parameters: {'classifier': 'SVC', 'svc_c': 40152142.546026096, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:36:38,599] Trial 3796 finished with value: 0.9974485909831822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 98}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:36:40,816] Trial 3797 finished with value: 0.9973718938542229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:36:43,836] Trial 3798 finished with value: 0.9974803972223673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:36:45,703] Trial 3799 finished with value: 0.9973985576319985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:36:47,150] Trial 3800 finished with value: 0.9976266371529213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:36:53,012] Trial 3801 finished with value: 0.9968345038281227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 26, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:36:54,371] Trial 3802 finished with value: 0.9971591562473439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 5, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:36:57,200] Trial 3803 finished with value: 0.997296815993303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:36:58,304] Trial 3804 finished with value: 0.997160442140403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:37:00,451] Trial 3805 finished with value: 0.9976405671426755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:37:02,915] Trial 3806 finished with value: 0.9967910883701911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:37:05,152] Trial 3807 finished with value: 0.997373960721971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:37:20,814] Trial 3808 finished with value: 0.9957385774746704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 72, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:37:23,181] Trial 3809 finished with value: 0.9970867424029013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:37:25,350] Trial 3810 finished with value: 0.9969997588277036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:37:28,253] Trial 3811 finished with value: 0.9974993565596287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:37:30,928] Trial 3812 finished with value: 0.9966380308197333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 19, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:37:32,812] Trial 3813 finished with value: 0.9975559853336256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:37:35,583] Trial 3814 finished with value: 0.9976024587072038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:37:37,513] Trial 3815 finished with value: 0.9852058917288118 and parameters: {'classifier': 'SVC', 'svc_c': 4.111997175175786e-09, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:37:38,551] Trial 3816 finished with value: 0.9954627740114015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 11, 'rf_n_estimators': 39}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:37:41,598] Trial 3817 finished with value: 0.9971450595066239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:37:49,635] Trial 3818 finished with value: 0.9967737808005861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 41, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:37:51,533] Trial 3819 finished with value: 0.9972477122136915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:37:53,589] Trial 3820 finished with value: 0.9974485167164785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:37:55,479] Trial 3821 finished with value: 0.9975024474826993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:38:01,403] Trial 3822 finished with value: 0.9969329096540536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 31, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:38:03,113] Trial 3823 finished with value: 0.997255432681849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:38:04,876] Trial 3824 finished with value: 0.996620282283642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:38:12,139] Trial 3825 finished with value: 0.9967643405504365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 35, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:38:13,879] Trial 3826 finished with value: 0.9960017924460581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:38:15,843] Trial 3827 finished with value: 0.9974518165384562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:38:17,737] Trial 3828 finished with value: 0.9975070124411444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:38:19,912] Trial 3829 finished with value: 0.9972444435900769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:38:20,803] Trial 3830 finished with value: 0.9969840096528312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:38:22,448] Trial 3831 finished with value: 0.9975319996322201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 95}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:39:24,671] Trial 3832 finished with value: 0.990713997477139 and parameters: {'classifier': 'SVC', 'svc_c': 149201577.74958286, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:39:25,610] Trial 3833 finished with value: 0.9970828832955183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:39:26,966] Trial 3834 finished with value: 0.9973594547209342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:39:29,356] Trial 3835 finished with value: 0.9975354883582229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:39:31,086] Trial 3836 finished with value: 0.997289655762688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:39:37,593] Trial 3837 finished with value: 0.9962324108726269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 33, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:39:40,248] Trial 3838 finished with value: 0.9973047356803058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:39:41,391] Trial 3839 finished with value: 0.9955808399158528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:39:43,758] Trial 3840 finished with value: 0.9974602635825294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 99}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:39:57,135] Trial 3841 finished with value: 0.9966314272402776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 58, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:40:03,125] Trial 3842 finished with value: 0.9967860714956815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 27, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:40:04,115] Trial 3843 finished with value: 0.990362521384564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:40:07,940] Trial 3844 finished with value: 0.9976896246484178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:40:18,643] Trial 3845 finished with value: 0.9963375099693401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 56, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:40:19,481] Trial 3846 finished with value: 0.9966012410625792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:40:21,954] Trial 3847 finished with value: 0.9975363033559489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:40:23,699] Trial 3848 finished with value: 0.9974951894993294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:40:25,784] Trial 3849 finished with value: 0.9973440755148492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:40:28,745] Trial 3850 finished with value: 0.997201397783554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:40:30,031] Trial 3851 finished with value: 0.9867076537519276 and parameters: {'classifier': 'SVC', 'svc_c': 2987908.763085262, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:40:31,874] Trial 3852 finished with value: 0.9974240576759211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:40:34,272] Trial 3853 finished with value: 0.9974860150541548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:40:37,309] Trial 3854 finished with value: 0.9959337313921494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 25, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:40:38,468] Trial 3855 finished with value: 0.9972346248336428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:40:52,237] Trial 3856 finished with value: 0.9965717506432883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 63, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:40:54,860] Trial 3857 finished with value: 0.9969948600499476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:40:56,393] Trial 3858 finished with value: 0.9973412346547516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 77}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:40:59,117] Trial 3859 finished with value: 0.9974570877922941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:41:00,972] Trial 3860 finished with value: 0.9974754911766305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:41:03,196] Trial 3861 finished with value: 0.997351132152934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:41:06,028] Trial 3862 finished with value: 0.9973256057665484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:41:07,197] Trial 3863 finished with value: 0.9960146770208782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 54}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:41:21,346] Trial 3864 finished with value: 0.9959072404272797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 67, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:41:23,733] Trial 3865 finished with value: 0.9974146894073456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:41:26,790] Trial 3866 finished with value: 0.99745653698091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:41:28,735] Trial 3867 finished with value: 0.9972760150639606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:41:30,608] Trial 3868 finished with value: 0.9974090187954178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:41:32,039] Trial 3869 finished with value: 0.9961943524560973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:45:00,233] Trial 3870 finished with value: 0.9896093098425918 and parameters: {'classifier': 'SVC', 'svc_c': 3395500757.9077926, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:45:02,281] Trial 3871 finished with value: 0.9975457467481514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:45:06,934] Trial 3872 finished with value: 0.9972105900654324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 23, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:45:09,452] Trial 3873 finished with value: 0.9975158342146914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:45:11,616] Trial 3874 finished with value: 0.9975913831296337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:45:12,936] Trial 3875 finished with value: 0.9968771221567699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:45:14,514] Trial 3876 finished with value: 0.9971034624403631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:45:15,929] Trial 3877 finished with value: 0.9972886752517747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:45:18,262] Trial 3878 finished with value: 0.9970519838400872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:45:22,208] Trial 3879 finished with value: 0.9974041590235502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:45:24,019] Trial 3880 finished with value: 0.9975130052880469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:45:26,492] Trial 3881 finished with value: 0.9969654465633445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:45:28,865] Trial 3882 finished with value: 0.9973449390715737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:45:32,115] Trial 3883 finished with value: 0.9974522856882043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:45:33,986] Trial 3884 finished with value: 0.9974873787050873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:45:36,897] Trial 3885 finished with value: 0.9971423318556422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:45:38,023] Trial 3886 finished with value: 0.9969202892020995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 98}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:45:43,509] Trial 3887 finished with value: 0.9972262363777468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 35, 'rf_n_estimators': 81}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:45:45,587] Trial 3888 finished with value: 0.9976139080303721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:45:47,277] Trial 3889 finished with value: 0.9852063832220469 and parameters: {'classifier': 'SVC', 'svc_c': 3.7572250063119024e-10, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:45:51,659] Trial 3890 finished with value: 0.9973226326863283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:45:54,320] Trial 3891 finished with value: 0.997467836501155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:45:56,150] Trial 3892 finished with value: 0.9974258533749878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:45:57,307] Trial 3893 finished with value: 0.9974300899730423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:45:59,964] Trial 3894 finished with value: 0.9968153711066726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:46:01,830] Trial 3895 finished with value: 0.9974625646760348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:46:03,744] Trial 3896 finished with value: 0.9971509922419295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:46:06,783] Trial 3897 finished with value: 0.9968592332756515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:46:13,155] Trial 3898 finished with value: 0.9970990801970515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 29, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:46:15,057] Trial 3899 finished with value: 0.9974130304034462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:46:21,242] Trial 3900 finished with value: 0.9964373877042059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 27, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:46:31,628] Trial 3901 finished with value: 0.9966539878778997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 49, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:46:33,939] Trial 3902 finished with value: 0.9973552642697973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:46:36,052] Trial 3903 finished with value: 0.9974999574534308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:46:38,251] Trial 3904 finished with value: 0.9977157361231277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:46:40,056] Trial 3905 finished with value: 0.9974385072786963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:46:40,984] Trial 3906 finished with value: 0.9953173943685671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 2, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:46:43,879] Trial 3907 finished with value: 0.9971549511650316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:46:45,646] Trial 3908 finished with value: 0.985387952458205 and parameters: {'classifier': 'SVC', 'svc_c': 0.12714039498242014, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:46:48,092] Trial 3909 finished with value: 0.9971692348420266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:46:48,848] Trial 3910 finished with value: 0.9940320452972292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 4, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:46:51,239] Trial 3911 finished with value: 0.9960480267062417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 22, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:46:52,650] Trial 3912 finished with value: 0.9966077393991339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:46:54,549] Trial 3913 finished with value: 0.9971885801122428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:47:00,173] Trial 3914 finished with value: 0.996861665764094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 27, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:47:02,658] Trial 3915 finished with value: 0.997551204747837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:47:05,431] Trial 3916 finished with value: 0.9973705197297811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:47:06,508] Trial 3917 finished with value: 0.9909115683949613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 16, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:47:07,595] Trial 3918 finished with value: 0.9942544140260333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:47:09,617] Trial 3919 finished with value: 0.9972237676446141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:47:10,652] Trial 3920 finished with value: 0.993930116944424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:47:17,971] Trial 3921 finished with value: 0.9969266559850277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 34, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:47:24,233] Trial 3922 finished with value: 0.9963368624525518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 29, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:47:25,617] Trial 3923 finished with value: 0.9975245709623838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:47:28,327] Trial 3924 finished with value: 0.9971512456056448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:47:30,047] Trial 3925 finished with value: 0.9972753780524197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:47:31,807] Trial 3926 finished with value: 0.9852235902142232 and parameters: {'classifier': 'SVC', 'svc_c': 0.0004632232890232478, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:47:33,705] Trial 3927 finished with value: 0.9972840187612043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:47:34,557] Trial 3928 finished with value: 0.9971451249184513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 1, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:47:40,562] Trial 3929 finished with value: 0.9973340523980291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 27, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:47:41,572] Trial 3930 finished with value: 0.997053492818898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:47:44,511] Trial 3931 finished with value: 0.9975345969038779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:47:46,616] Trial 3932 finished with value: 0.9972447024761882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:47:54,803] Trial 3933 finished with value: 0.9970680195447884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 40, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:47:57,169] Trial 3934 finished with value: 0.9975938379615629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:48:00,677] Trial 3935 finished with value: 0.9971429292265367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:48:03,019] Trial 3936 finished with value: 0.99738373602921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 84}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:48:05,195] Trial 3937 finished with value: 0.9972673266213631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:48:07,063] Trial 3938 finished with value: 0.9973541216099147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:48:09,184] Trial 3939 finished with value: 0.9974022920411431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:48:10,488] Trial 3940 finished with value: 0.9974534991870966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:48:12,866] Trial 3941 finished with value: 0.997162153797491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:48:15,924] Trial 3942 finished with value: 0.9975081783966512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:48:17,753] Trial 3943 finished with value: 0.9972861150182548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 96}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:48:20,454] Trial 3944 finished with value: 0.9973785637341673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:48:21,121] Trial 3945 finished with value: 0.9941021611584815 and parameters: {'classifier': 'SVC', 'svc_c': 329.3824909883904, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:48:23,674] Trial 3946 finished with value: 0.9977341060239716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:48:25,836] Trial 3947 finished with value: 0.9975435229681887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:48:27,858] Trial 3948 finished with value: 0.9972248591112521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:48:32,959] Trial 3949 finished with value: 0.9972105548363551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 22, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:48:35,060] Trial 3950 finished with value: 0.9975218424862167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:48:37,871] Trial 3951 finished with value: 0.9977170819373561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:48:39,718] Trial 3952 finished with value: 0.9976899268250349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:48:42,011] Trial 3953 finished with value: 0.9973715101746595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:48:45,423] Trial 3954 finished with value: 0.9973416154144275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:48:48,478] Trial 3955 finished with value: 0.9972823222113606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:48:50,175] Trial 3956 finished with value: 0.9972504075554833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:48:54,407] Trial 3957 finished with value: 0.9972363752109777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:48:56,614] Trial 3958 finished with value: 0.9974330280780886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:48:59,254] Trial 3959 finished with value: 0.9973166797657136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:49:12,072] Trial 3960 finished with value: 0.9966888941171971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 58, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:49:14,711] Trial 3961 finished with value: 0.9972721727776684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:49:16,711] Trial 3962 finished with value: 0.9973968193468065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:49:18,219] Trial 3963 finished with value: 0.997079330522418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:49:20,140] Trial 3964 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 5.005613568230378e-06, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:49:22,343] Trial 3965 finished with value: 0.9976450607225668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:49:25,304] Trial 3966 finished with value: 0.9968342157113986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:49:27,424] Trial 3967 finished with value: 0.9973011235255806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:49:30,144] Trial 3968 finished with value: 0.9972856816371284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:49:32,206] Trial 3969 finished with value: 0.9975931452182567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:49:35,876] Trial 3970 finished with value: 0.9972322421419774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:49:36,432] Trial 3971 finished with value: 0.9961980486210636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 4, 'rf_n_estimators': 27}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:49:45,244] Trial 3972 finished with value: 0.9968477758910549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 37, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:49:48,669] Trial 3973 finished with value: 0.9975614411116576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:49:51,186] Trial 3974 finished with value: 0.9973819066879613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:49:53,422] Trial 3975 finished with value: 0.9973631264159737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:50:02,868] Trial 3976 finished with value: 0.9970930692595417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 42, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:50:04,032] Trial 3977 finished with value: 0.9971816257971716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:50:05,837] Trial 3978 finished with value: 0.9975158258676217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:50:08,704] Trial 3979 finished with value: 0.9973892523631694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:50:11,194] Trial 3980 finished with value: 0.9973858883354051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:50:13,542] Trial 3981 finished with value: 0.9974473787220682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:50:22,752] Trial 3982 finished with value: 0.9969558999594669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 39, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:50:24,431] Trial 3983 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 3.201618885131402e-08, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:50:26,484] Trial 3984 finished with value: 0.9972748762126268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:50:27,510] Trial 3985 finished with value: 0.9969546569760589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:50:29,648] Trial 3986 finished with value: 0.9972524166285021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:50:31,378] Trial 3987 finished with value: 0.9976438403682866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:50:34,551] Trial 3988 finished with value: 0.9974115878838138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:50:36,642] Trial 3989 finished with value: 0.9974262708871606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:50:39,099] Trial 3990 finished with value: 0.9976100430514762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:50:41,827] Trial 3991 finished with value: 0.9976108332301585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:50:43,994] Trial 3992 finished with value: 0.9975650591061577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:50:46,683] Trial 3993 finished with value: 0.9972801170615496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:50:48,325] Trial 3994 finished with value: 0.9973338685403309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:50:50,470] Trial 3995 finished with value: 0.9973528690099204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:50:52,094] Trial 3996 finished with value: 0.9971483908443437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:50:54,201] Trial 3997 finished with value: 0.9973763836255652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:50:57,537] Trial 3998 finished with value: 0.997482597992347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:51:02,058] Trial 3999 finished with value: 0.9970841196457038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 21, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:51:04,353] Trial 4000 finished with value: 0.9972722427280165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:51:06,944] Trial 4001 finished with value: 0.9974030244568338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:51:12,283] Trial 4002 finished with value: 0.9967353962135816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 26, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:51:18,658] Trial 4003 finished with value: 0.9968305285599982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 29, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:51:20,921] Trial 4004 finished with value: 0.9975459231474412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:51:21,989] Trial 4005 finished with value: 0.9874193491593033 and parameters: {'classifier': 'SVC', 'svc_c': 80737.7002959589, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:51:23,087] Trial 4006 finished with value: 0.9970248606561011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 3, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:51:25,661] Trial 4007 finished with value: 0.99705527782229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:51:30,105] Trial 4008 finished with value: 0.9973527248246068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:51:32,400] Trial 4009 finished with value: 0.9971347469400875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:51:34,050] Trial 4010 finished with value: 0.9973583072051518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:51:36,096] Trial 4011 finished with value: 0.99757560424808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:51:38,820] Trial 4012 finished with value: 0.9969943873138157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 16, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:51:40,709] Trial 4013 finished with value: 0.9974202307507761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:51:41,982] Trial 4014 finished with value: 0.9974633908455041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:51:44,324] Trial 4015 finished with value: 0.9974226955166703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:51:47,247] Trial 4016 finished with value: 0.9970485221230437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:51:49,706] Trial 4017 finished with value: 0.9972216227650893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:51:51,706] Trial 4018 finished with value: 0.9971564375147143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:52:06,107] Trial 4019 finished with value: 0.9963165438759272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 66, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:52:07,991] Trial 4020 finished with value: 0.9853874614093007 and parameters: {'classifier': 'SVC', 'svc_c': 0.03586731840123802, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:52:18,009] Trial 4021 finished with value: 0.9966855607482513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 48, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:52:20,444] Trial 4022 finished with value: 0.9972378493098281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:52:22,950] Trial 4023 finished with value: 0.997221632857744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:52:24,646] Trial 4024 finished with value: 0.9956166179002547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:52:31,377] Trial 4025 finished with value: 0.996842879493642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 33, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:52:32,935] Trial 4026 finished with value: 0.9967580560004267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:52:34,988] Trial 4027 finished with value: 0.9975489410733246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:52:42,302] Trial 4028 finished with value: 0.9968668535154973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 32, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:52:44,237] Trial 4029 finished with value: 0.9973502944308664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:52:47,414] Trial 4030 finished with value: 0.9973474551576641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:52:50,055] Trial 4031 finished with value: 0.9975164068617556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:52:51,969] Trial 4032 finished with value: 0.9972610577816176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:52:54,066] Trial 4033 finished with value: 0.9973188910409408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:52:56,058] Trial 4034 finished with value: 0.9975420212573587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:52:58,109] Trial 4035 finished with value: 0.9968888807658466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:53:08,683] Trial 4036 finished with value: 0.9966372170280478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 45, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:53:10,589] Trial 4037 finished with value: 0.9973258429121931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:53:11,999] Trial 4038 finished with value: 0.9917063848424577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 24, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:53:13,032] Trial 4039 finished with value: 0.988796899898682 and parameters: {'classifier': 'SVC', 'svc_c': 24859.3603570062, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:53:15,350] Trial 4040 finished with value: 0.9974196025623736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:53:30,749] Trial 4041 finished with value: 0.9963297817571332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 65, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:53:34,229] Trial 4042 finished with value: 0.9969970407933078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:53:35,321] Trial 4043 finished with value: 0.9971153533647762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:53:37,750] Trial 4044 finished with value: 0.9969596285605745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:53:41,949] Trial 4045 finished with value: 0.99741507822845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:53:43,512] Trial 4046 finished with value: 0.9975653533165599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:53:44,942] Trial 4047 finished with value: 0.9973054385480046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:53:56,567] Trial 4048 finished with value: 0.9964632967545418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 54, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:53:57,955] Trial 4049 finished with value: 0.9971037294513788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 58}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:54:06,190] Trial 4050 finished with value: 0.9970395973282494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 38, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:54:07,640] Trial 4051 finished with value: 0.9969263688521788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:54:16,250] Trial 4052 finished with value: 0.9962756663080289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 37, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:54:18,261] Trial 4053 finished with value: 0.9977204792264476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:54:24,050] Trial 4054 finished with value: 0.9970326993797017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 27, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:54:26,465] Trial 4055 finished with value: 0.9972407186388289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:54:29,598] Trial 4056 finished with value: 0.9976386168799992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:54:30,682] Trial 4057 finished with value: 0.994017991529636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:54:32,904] Trial 4058 finished with value: 0.997220877527284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:54:33,696] Trial 4059 finished with value: 0.9961070999338718 and parameters: {'classifier': 'SVC', 'svc_c': 10880.370545709644, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:54:34,680] Trial 4060 finished with value: 0.9970857652879439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:54:35,306] Trial 4061 finished with value: 0.9965213869322261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 66}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:54:36,959] Trial 4062 finished with value: 0.9955834896502717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:54:38,844] Trial 4063 finished with value: 0.9976435953516409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:54:40,911] Trial 4064 finished with value: 0.9972998254451652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:54:44,151] Trial 4065 finished with value: 0.9952090199832789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 29, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:54:45,699] Trial 4066 finished with value: 0.9974574586497429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:54:46,918] Trial 4067 finished with value: 0.9961691866440786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:54:49,213] Trial 4068 finished with value: 0.9973379735212831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:54:52,889] Trial 4069 finished with value: 0.9973303690551774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:54:55,788] Trial 4070 finished with value: 0.9976046469407102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:54:58,064] Trial 4071 finished with value: 0.9975440281721998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:55:00,300] Trial 4072 finished with value: 0.9974085115919186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:55:02,168] Trial 4073 finished with value: 0.9973547627156455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:55:05,307] Trial 4074 finished with value: 0.9974128455618732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:55:06,847] Trial 4075 finished with value: 0.9974256429843992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 72}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:55:19,618] Trial 4076 finished with value: 0.9952834665454814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 54, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:55:21,100] Trial 4077 finished with value: 0.9858888881016195 and parameters: {'classifier': 'SVC', 'svc_c': 0.5287488061590643, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:55:24,092] Trial 4078 finished with value: 0.9973420559048453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:55:30,168] Trial 4079 finished with value: 0.9969569792704863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 28, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:55:32,401] Trial 4080 finished with value: 0.9972182685760763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:55:34,298] Trial 4081 finished with value: 0.9972673256692257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:55:36,174] Trial 4082 finished with value: 0.9973212318385684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:55:37,179] Trial 4083 finished with value: 0.9894287552038596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:55:38,994] Trial 4084 finished with value: 0.9971004198858636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:55:41,155] Trial 4085 finished with value: 0.9975120417569139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:55:54,843] Trial 4086 finished with value: 0.9969819850917135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 57, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:55:56,051] Trial 4087 finished with value: 0.9975912271060806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 46}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:55:58,426] Trial 4088 finished with value: 0.9969729357256324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:56:00,384] Trial 4089 finished with value: 0.9974891934468985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:56:17,491] Trial 4090 finished with value: 0.9962158968776603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 74, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:56:19,654] Trial 4091 finished with value: 0.9973469597289286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:56:23,056] Trial 4092 finished with value: 0.997648931731665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:56:27,232] Trial 4093 finished with value: 0.9975923766848273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:56:29,892] Trial 4094 finished with value: 0.997303497679749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:56:34,368] Trial 4095 finished with value: 0.9973400425472091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 20, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:56:35,704] Trial 4096 finished with value: 0.9973259081335929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:57:00,446] Trial 4097 finished with value: 0.9903827961628764 and parameters: {'classifier': 'SVC', 'svc_c': 14473358.974834051, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:57:02,692] Trial 4098 finished with value: 0.9974468062654313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:57:04,410] Trial 4099 finished with value: 0.9975812296334897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:57:07,669] Trial 4100 finished with value: 0.9976850849533468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:57:09,567] Trial 4101 finished with value: 0.9971366264589681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:57:12,000] Trial 4102 finished with value: 0.9974705194016872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:57:13,199] Trial 4103 finished with value: 0.9965919930171973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:57:15,229] Trial 4104 finished with value: 0.9972583685335037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:57:15,667] Trial 4105 finished with value: 0.993393654585621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 7}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:57:17,820] Trial 4106 finished with value: 0.9975525966137692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:57:18,538] Trial 4107 finished with value: 0.9943072338702789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 1, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:57:19,925] Trial 4108 finished with value: 0.9973549328943054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:57:21,344] Trial 4109 finished with value: 0.9972793106013206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:57:22,286] Trial 4110 finished with value: 0.9970995220204611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:57:25,168] Trial 4111 finished with value: 0.9971474262341221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:57:28,247] Trial 4112 finished with value: 0.9975052872002323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:57:30,876] Trial 4113 finished with value: 0.9973585771677929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:57:32,597] Trial 4114 finished with value: 0.9852053993786534 and parameters: {'classifier': 'SVC', 'svc_c': 7.365035622850787e-05, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:57:34,665] Trial 4115 finished with value: 0.9973869325442987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:57:36,781] Trial 4116 finished with value: 0.9974379727171208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:57:38,247] Trial 4117 finished with value: 0.9973578999443231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:57:40,112] Trial 4118 finished with value: 0.9974327058431139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:57:47,484] Trial 4119 finished with value: 0.9968264236425218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 34, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:57:49,338] Trial 4120 finished with value: 0.9973670673754201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:58:01,120] Trial 4121 finished with value: 0.9966507362023278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 49, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:58:04,722] Trial 4122 finished with value: 0.997333666465074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:58:06,504] Trial 4123 finished with value: 0.9974046461369541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:58:09,097] Trial 4124 finished with value: 0.9974338266673164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:58:11,008] Trial 4125 finished with value: 0.9972824354522144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:58:13,392] Trial 4126 finished with value: 0.9976164448730542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:58:15,940] Trial 4127 finished with value: 0.997246432287359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:58:17,737] Trial 4128 finished with value: 0.9977761605604307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:58:19,157] Trial 4129 finished with value: 0.9974082866653683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:58:20,929] Trial 4130 finished with value: 0.9973795834413964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:58:22,393] Trial 4131 finished with value: 0.9973187529810432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:58:23,967] Trial 4132 finished with value: 0.997454104048137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:58:25,670] Trial 4133 finished with value: 0.9853374787752935 and parameters: {'classifier': 'SVC', 'svc_c': 0.0023583792645445606, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:58:27,422] Trial 4134 finished with value: 0.9974754933348082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:58:28,874] Trial 4135 finished with value: 0.9972782715974438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:58:30,474] Trial 4136 finished with value: 0.9973303972701771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:58:32,322] Trial 4137 finished with value: 0.9975276403036775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:58:34,190] Trial 4138 finished with value: 0.9972585343323322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:58:35,869] Trial 4139 finished with value: 0.9976076101504411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:58:37,594] Trial 4140 finished with value: 0.9975214459845385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:58:39,456] Trial 4141 finished with value: 0.9976346195222913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:58:41,224] Trial 4142 finished with value: 0.9976680378250107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:58:42,795] Trial 4143 finished with value: 0.9977112844690121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:58:43,614] Trial 4144 finished with value: 0.9977382433141136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 36}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:58:44,318] Trial 4145 finished with value: 0.9972988897799149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 29}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:58:45,026] Trial 4146 finished with value: 0.9965598775555796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 18}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:58:45,509] Trial 4147 finished with value: 0.9942373048818259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 12}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:58:48,717] Trial 4148 finished with value: 0.9967834304574493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 35, 'rf_n_estimators': 54}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:58:49,701] Trial 4149 finished with value: 0.9972599244209417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 68}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:58:51,052] Trial 4150 finished with value: 0.9975282871857075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 89}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:58:53,154] Trial 4151 finished with value: 0.9966901231676638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 28, 'rf_n_estimators': 37}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:58:54,847] Trial 4152 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 1.2106877855362601e-06, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:58:55,846] Trial 4153 finished with value: 0.9972467743585257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 46}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:58:57,454] Trial 4154 finished with value: 0.9971556110278658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 17, 'rf_n_estimators': 49}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:58:59,370] Trial 4155 finished with value: 0.997515395279431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:59:00,205] Trial 4156 finished with value: 0.9971018186071837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 48}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:59:01,239] Trial 4157 finished with value: 0.9968228668704454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 22, 'rf_n_estimators': 23}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:59:02,745] Trial 4158 finished with value: 0.9974786276753361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 81}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:59:08,412] Trial 4159 finished with value: 0.9955432400486104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 64, 'rf_n_estimators': 43}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:59:09,576] Trial 4160 finished with value: 0.9972848965365113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 64}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:59:10,842] Trial 4161 finished with value: 0.997406380010577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 64}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:59:13,549] Trial 4162 finished with value: 0.9961806128303125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 47, 'rf_n_estimators': 35}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:59:15,041] Trial 4163 finished with value: 0.9971846040506708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 76}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:59:15,723] Trial 4164 finished with value: 0.9973023986594892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 28}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:59:17,103] Trial 4165 finished with value: 0.9973636557090568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:59:17,685] Trial 4166 finished with value: 0.9977276888095085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 30}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:59:21,367] Trial 4167 finished with value: 0.9974437487941151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 18, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:59:22,989] Trial 4168 finished with value: 0.9974891541871069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:59:23,431] Trial 4169 finished with value: 0.9965974293716301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 15}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 18:59:25,118] Trial 4170 finished with value: 0.9974882210291515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:00:39,348] Trial 4171 finished with value: 0.9901536369183416 and parameters: {'classifier': 'SVC', 'svc_c': 77184100.3093215, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:00:45,023] Trial 4172 finished with value: 0.9971497829007033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 31, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:00:46,912] Trial 4173 finished with value: 0.9973405020168955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:00:48,417] Trial 4174 finished with value: 0.9967142533717621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 24, 'rf_n_estimators': 33}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:00:49,010] Trial 4175 finished with value: 0.9953855601258329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 19, 'rf_n_estimators': 10}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:00:50,674] Trial 4176 finished with value: 0.9973587611841803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:00:51,033] Trial 4177 finished with value: 0.9893664703856345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 24, 'rf_n_estimators': 3}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:00:51,837] Trial 4178 finished with value: 0.9968212009794201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 3, 'rf_n_estimators': 71}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:00:53,655] Trial 4179 finished with value: 0.9972928980121015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:00:55,605] Trial 4180 finished with value: 0.9974906153686289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:00:58,871] Trial 4181 finished with value: 0.9955420838683793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 59, 'rf_n_estimators': 32}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:00:59,805] Trial 4182 finished with value: 0.9952196782391033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:01:01,996] Trial 4183 finished with value: 0.9971001146941454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 78}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:01:04,037] Trial 4184 finished with value: 0.9976711757836602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:01:04,632] Trial 4185 finished with value: 0.9957208996823746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 20}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:01:05,165] Trial 4186 finished with value: 0.996714141241735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 14}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:01:06,339] Trial 4187 finished with value: 0.9969714217004944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 15, 'rf_n_estimators': 40}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:01:07,312] Trial 4188 finished with value: 0.9964207586593247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:01:08,592] Trial 4189 finished with value: 0.9867152120076401 and parameters: {'classifier': 'SVC', 'svc_c': 757508.872693144, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:01:09,105] Trial 4190 finished with value: 0.996139663852122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 17}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:01:10,995] Trial 4191 finished with value: 0.9941888538557574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 47, 'rf_n_estimators': 35}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:01:11,715] Trial 4192 finished with value: 0.9969063736213554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 4, 'rf_n_estimators': 38}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:01:16,083] Trial 4193 finished with value: 0.9958547607816645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 40, 'rf_n_estimators': 56}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:01:16,665] Trial 4194 finished with value: 0.9958661065757785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 20}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:01:17,579] Trial 4195 finished with value: 0.9973094467283391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 42}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:01:19,133] Trial 4196 finished with value: 0.9972805227354828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 67}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:01:20,031] Trial 4197 finished with value: 0.9973026853162693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 40}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:01:21,722] Trial 4198 finished with value: 0.9937292763238982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 23, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:01:24,600] Trial 4199 finished with value: 0.9951256504353427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 55, 'rf_n_estimators': 32}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:01:25,536] Trial 4200 finished with value: 0.9972485319403656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 2, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:01:26,744] Trial 4201 finished with value: 0.9972083623817071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 44}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:01:27,965] Trial 4202 finished with value: 0.9974453602863669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 60}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:01:28,882] Trial 4203 finished with value: 0.9961997302540909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 58}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:01:29,606] Trial 4204 finished with value: 0.9961649289085778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 20}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:01:30,270] Trial 4205 finished with value: 0.9958978982155262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 23}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:01:30,684] Trial 4206 finished with value: 0.9922472738776428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 6}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:01:31,446] Trial 4207 finished with value: 0.9963478938826925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 21}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:01:32,161] Trial 4208 finished with value: 0.9973154830244364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 25}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:01:33,574] Trial 4209 finished with value: 0.9972804225706469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 16, 'rf_n_estimators': 47}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:01:34,364] Trial 4210 finished with value: 0.991386122251908 and parameters: {'classifier': 'SVC', 'svc_c': 16.823140945750374, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:01:35,886] Trial 4211 finished with value: 0.9975372011896133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 51}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:01:37,223] Trial 4212 finished with value: 0.9975122281219065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 84}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:01:38,301] Trial 4213 finished with value: 0.9967562289760452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 52}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:01:39,120] Trial 4214 finished with value: 0.9967523705351583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 25}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:01:41,206] Trial 4215 finished with value: 0.9971768522254608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:01:42,164] Trial 4216 finished with value: 0.9970352386662027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 29}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:01:45,376] Trial 4217 finished with value: 0.9972741699489718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:01:46,444] Trial 4218 finished with value: 0.9963999128208431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 40}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:01:47,698] Trial 4219 finished with value: 0.9970315560850609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 21, 'rf_n_estimators': 25}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:01:49,677] Trial 4220 finished with value: 0.9971197738840045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 17, 'rf_n_estimators': 55}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:01:50,524] Trial 4221 finished with value: 0.9963100908611047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 34}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:01:52,367] Trial 4222 finished with value: 0.9973979332521449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:01:55,054] Trial 4223 finished with value: 0.9972548563214493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:01:55,986] Trial 4224 finished with value: 0.9967725739666546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 27}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:01:57,031] Trial 4225 finished with value: 0.9971754710234654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:01:57,546] Trial 4226 finished with value: 0.9961428422766035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 16}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:01:58,644] Trial 4227 finished with value: 0.9872727497334713 and parameters: {'classifier': 'SVC', 'svc_c': 2.134388379933828, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:02:01,554] Trial 4228 finished with value: 0.9970659261758875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:02:03,232] Trial 4229 finished with value: 0.9872756582270498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 62, 'rf_n_estimators': 62}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:02:04,969] Trial 4230 finished with value: 0.9975766824482726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:02:06,532] Trial 4231 finished with value: 0.9974345902178943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:02:07,720] Trial 4232 finished with value: 0.996349643371366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 11, 'rf_n_estimators': 44}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:02:08,632] Trial 4233 finished with value: 0.9968978343469229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:02:11,984] Trial 4234 finished with value: 0.9967874100419292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 20, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:02:13,560] Trial 4235 finished with value: 0.9966787261485671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:02:16,443] Trial 4236 finished with value: 0.9970068399039773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 30, 'rf_n_estimators': 50}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:02:18,551] Trial 4237 finished with value: 0.9975322106575669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:02:19,330] Trial 4238 finished with value: 0.9952617034179981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 61}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:02:20,405] Trial 4239 finished with value: 0.9914252717859583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:02:22,357] Trial 4240 finished with value: 0.9974261913519644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:02:24,269] Trial 4241 finished with value: 0.9972037395015807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:02:26,337] Trial 4242 finished with value: 0.9967656835717292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:02:26,922] Trial 4243 finished with value: 0.9927251583105994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 1, 'rf_n_estimators': 13}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:02:29,037] Trial 4244 finished with value: 0.9971362924174918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 73}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:02:29,768] Trial 4245 finished with value: 0.9929962256528883 and parameters: {'classifier': 'SVC', 'svc_c': 88.5153023750479, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:02:31,331] Trial 4246 finished with value: 0.9974038739536653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:02:32,431] Trial 4247 finished with value: 0.9960837575281131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:02:34,789] Trial 4248 finished with value: 0.9971504030911532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:02:37,954] Trial 4249 finished with value: 0.9956789791116231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 49, 'rf_n_estimators': 52}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:02:38,822] Trial 4250 finished with value: 0.9975258378444365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 42}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:02:41,435] Trial 4251 finished with value: 0.9973739717032871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:02:47,729] Trial 4252 finished with value: 0.9965070872275881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 45, 'rf_n_estimators': 69}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:02:48,142] Trial 4253 finished with value: 0.9921937576719695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 5}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:02:57,950] Trial 4254 finished with value: 0.9965143021426174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 45, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:02:59,843] Trial 4255 finished with value: 0.9973364517838337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:03:01,125] Trial 4256 finished with value: 0.9974004871698211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 56}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:03:03,899] Trial 4257 finished with value: 0.9971476600472863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 24, 'rf_n_estimators': 59}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:03:05,029] Trial 4258 finished with value: 0.9942826492428215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:03:08,443] Trial 4259 finished with value: 0.9970802400038945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 18, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:03:09,706] Trial 4260 finished with value: 0.9973025195174409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 87}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:03:12,553] Trial 4261 finished with value: 0.9973921030302805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:03:14,855] Trial 4262 finished with value: 0.9973948699410538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:03:16,684] Trial 4263 finished with value: 0.9972572361249652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:03:18,508] Trial 4264 finished with value: 0.997351565756226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:03:29,272] Trial 4265 finished with value: 0.9971096626627528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 56, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:03:30,979] Trial 4266 finished with value: 0.9852047441178154 and parameters: {'classifier': 'SVC', 'svc_c': 1.0109382369168252e-07, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:03:32,815] Trial 4267 finished with value: 0.9974127104853391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:03:35,709] Trial 4268 finished with value: 0.9974337484016363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:03:36,585] Trial 4269 finished with value: 0.9968015737813717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 36}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:03:39,244] Trial 4270 finished with value: 0.9967886797803932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:03:41,585] Trial 4271 finished with value: 0.9973867746482089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:03:43,907] Trial 4272 finished with value: 0.9974537262083487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:03:46,076] Trial 4273 finished with value: 0.9970145767171571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:03:47,933] Trial 4274 finished with value: 0.9973928098652177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:03:51,013] Trial 4275 finished with value: 0.9972170849425551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:03:53,346] Trial 4276 finished with value: 0.9973784415114855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:03:55,525] Trial 4277 finished with value: 0.9975812969813292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:03:57,281] Trial 4278 finished with value: 0.997457475788213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:04:06,908] Trial 4279 finished with value: 0.9963855743959577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 43, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:04:08,763] Trial 4280 finished with value: 0.9973751168387266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:04:10,129] Trial 4281 finished with value: 0.996811924814252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:04:12,989] Trial 4282 finished with value: 0.9970902598834482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:04:15,697] Trial 4283 finished with value: 0.9975594281666144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:07:14,637] Trial 4284 finished with value: 0.98971895130036 and parameters: {'classifier': 'SVC', 'svc_c': 1311033641.1485045, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:07:16,432] Trial 4285 finished with value: 0.9967650853439111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:07:18,093] Trial 4286 finished with value: 0.9973610602147217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:07:18,861] Trial 4287 finished with value: 0.9752365392728541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 63, 'rf_n_estimators': 2}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:07:20,703] Trial 4288 finished with value: 0.9975747983908715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:07:34,862] Trial 4289 finished with value: 0.9963282385013826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 74, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:07:37,089] Trial 4290 finished with value: 0.9971603914549648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:07:40,922] Trial 4291 finished with value: 0.9969738703117937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 17, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:07:41,375] Trial 4292 finished with value: 0.9949503508641158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 7}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:07:42,369] Trial 4293 finished with value: 0.9932674850729931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 42, 'rf_n_estimators': 8}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:07:43,738] Trial 4294 finished with value: 0.9972007369368444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 5, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:07:50,390] Trial 4295 finished with value: 0.9935938987873896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 69, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:07:52,357] Trial 4296 finished with value: 0.9974303746303345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:07:53,016] Trial 4297 finished with value: 0.991228772117727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 2, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:07:55,240] Trial 4298 finished with value: 0.9975049224999375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:07:56,760] Trial 4299 finished with value: 0.9974799450206615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:07:57,792] Trial 4300 finished with value: 0.9972848614978614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:07:58,714] Trial 4301 finished with value: 0.9970778763232357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:08:00,049] Trial 4302 finished with value: 0.9870612762474469 and parameters: {'classifier': 'SVC', 'svc_c': 214510.7305411737, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:08:02,048] Trial 4303 finished with value: 0.9972668674373177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:08:09,718] Trial 4304 finished with value: 0.9963833635015854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 36, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:08:12,620] Trial 4305 finished with value: 0.9974068026325528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:08:13,846] Trial 4306 finished with value: 0.9968884787417727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 4, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:08:14,582] Trial 4307 finished with value: 0.9894244132359523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:08:15,988] Trial 4308 finished with value: 0.9957101737930693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:08:17,963] Trial 4309 finished with value: 0.9972170773254572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:08:22,014] Trial 4310 finished with value: 0.9970617292502174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:08:28,341] Trial 4311 finished with value: 0.9968988461514132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 32, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:08:30,753] Trial 4312 finished with value: 0.9970374089677914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:08:31,283] Trial 4313 finished with value: 0.9939696300996802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 3, 'rf_n_estimators': 47}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:08:33,615] Trial 4314 finished with value: 0.9971639291208211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:08:34,862] Trial 4315 finished with value: 0.9965240728795975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 39}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:08:35,749] Trial 4316 finished with value: 0.9936865963919725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:08:37,805] Trial 4317 finished with value: 0.9974526192218739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:08:40,349] Trial 4318 finished with value: 0.9974958751650824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:08:42,675] Trial 4319 finished with value: 0.997713064362601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:08:43,460] Trial 4320 finished with value: 0.9952708542819074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 27, 'rf_n_estimators': 10}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:08:45,082] Trial 4321 finished with value: 0.9850765916524669 and parameters: {'classifier': 'SVC', 'svc_c': 1.9400731502258762e-09, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:08:48,269] Trial 4322 finished with value: 0.9973968035413284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:08:49,976] Trial 4323 finished with value: 0.9975627106596944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:09:04,481] Trial 4324 finished with value: 0.9966121925131931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 70, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:09:16,780] Trial 4325 finished with value: 0.9962193638314586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 55, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:09:18,911] Trial 4326 finished with value: 0.997552063988206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:09:21,162] Trial 4327 finished with value: 0.9977331630907406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:09:32,515] Trial 4328 finished with value: 0.9963449671715553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 61, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:09:34,520] Trial 4329 finished with value: 0.9972657724160343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:09:36,814] Trial 4330 finished with value: 0.9971309662570739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:09:41,684] Trial 4331 finished with value: 0.9971377854003971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 29, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:09:42,737] Trial 4332 finished with value: 0.9973245921212598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 37}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:09:43,523] Trial 4333 finished with value: 0.9970016870007962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 30}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:09:44,911] Trial 4334 finished with value: 0.9963693224608932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:09:47,066] Trial 4335 finished with value: 0.9974091043925543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:09:54,492] Trial 4336 finished with value: 0.9966792212281858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 35, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:09:56,244] Trial 4337 finished with value: 0.9975427880769412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:09:58,446] Trial 4338 finished with value: 0.9970770106400716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:09:59,211] Trial 4339 finished with value: 0.9930927595452986 and parameters: {'classifier': 'SVC', 'svc_c': 2049.3492352011167, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:10:04,730] Trial 4340 finished with value: 0.997044028352725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 25, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:10:07,178] Trial 4341 finished with value: 0.9973287694963789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 90}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:10:08,725] Trial 4342 finished with value: 0.9972313567178347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 75}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:10:12,067] Trial 4343 finished with value: 0.9961335965798268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 23, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:10:15,426] Trial 4344 finished with value: 0.9974341928910307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:10:17,447] Trial 4345 finished with value: 0.9974837160553514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:10:18,948] Trial 4346 finished with value: 0.9973031322494824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 70}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:10:27,149] Trial 4347 finished with value: 0.9960700557339135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 64, 'rf_n_estimators': 66}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:10:31,493] Trial 4348 finished with value: 0.997134650044256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 21, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:10:34,268] Trial 4349 finished with value: 0.9972995342181262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:10:36,145] Trial 4350 finished with value: 0.9974960735904799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:10:38,119] Trial 4351 finished with value: 0.9974220499041565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:10:41,059] Trial 4352 finished with value: 0.9973590547915623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:10:43,749] Trial 4353 finished with value: 0.9973453574406698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:10:44,816] Trial 4354 finished with value: 0.997167080980674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 4, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:10:46,645] Trial 4355 finished with value: 0.9975008626185519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:10:48,305] Trial 4356 finished with value: 0.997364905833494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:10:49,431] Trial 4357 finished with value: 0.9970203649180321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 2, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:11:50,991] Trial 4358 finished with value: 0.9894496567423688 and parameters: {'classifier': 'SVC', 'svc_c': 363406413.2999605, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:11:53,390] Trial 4359 finished with value: 0.9972801760623194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:11:55,538] Trial 4360 finished with value: 0.9972344026365526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:11:58,140] Trial 4361 finished with value: 0.9973760474259113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:11:58,665] Trial 4362 finished with value: 0.9971692186239558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 18}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:12:00,744] Trial 4363 finished with value: 0.9974507406551307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:12:02,868] Trial 4364 finished with value: 0.9972403730764924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:12:05,334] Trial 4365 finished with value: 0.996987019549024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 63}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:12:07,269] Trial 4366 finished with value: 0.9974702443609811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:12:10,034] Trial 4367 finished with value: 0.9972064690568369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:12:12,940] Trial 4368 finished with value: 0.9974186085945874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:12:19,602] Trial 4369 finished with value: 0.9969835800485157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 34, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:12:21,356] Trial 4370 finished with value: 0.997651754342466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:12:23,692] Trial 4371 finished with value: 0.9975298844276388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:12:25,804] Trial 4372 finished with value: 0.9973727540149913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:12:28,028] Trial 4373 finished with value: 0.9975412868739179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:12:29,467] Trial 4374 finished with value: 0.9972788839803685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 78}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:12:31,797] Trial 4375 finished with value: 0.9970866675649154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:12:33,486] Trial 4376 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 1.2569113251805676e-08, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:12:35,841] Trial 4377 finished with value: 0.9970127099569154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:12:37,564] Trial 4378 finished with value: 0.9973371590631017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:12:39,805] Trial 4379 finished with value: 0.9973998462862556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:12:40,924] Trial 4380 finished with value: 0.990288604305872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:12:42,599] Trial 4381 finished with value: 0.9973838235306208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:12:48,458] Trial 4382 finished with value: 0.9968312614517575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 29, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:12:50,564] Trial 4383 finished with value: 0.9974478347323227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:12:53,311] Trial 4384 finished with value: 0.9973379616830437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:12:54,577] Trial 4385 finished with value: 0.9943217559624348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:12:56,189] Trial 4386 finished with value: 0.9974676698771409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:12:58,390] Trial 4387 finished with value: 0.9976213671368616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:13:02,819] Trial 4388 finished with value: 0.9964226766762868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 28, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:13:04,277] Trial 4389 finished with value: 0.9972480814842447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:13:08,743] Trial 4390 finished with value: 0.9959738003416412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 32, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:13:10,790] Trial 4391 finished with value: 0.997248157972602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:13:12,431] Trial 4392 finished with value: 0.9973204292821022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:13:14,832] Trial 4393 finished with value: 0.9974655965983353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:13:16,936] Trial 4394 finished with value: 0.9974354586305184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:13:18,107] Trial 4395 finished with value: 0.9955839956794684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 17, 'rf_n_estimators': 23}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:13:21,050] Trial 4396 finished with value: 0.9972961544800976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:13:22,760] Trial 4397 finished with value: 0.985270129602649 and parameters: {'classifier': 'SVC', 'svc_c': 0.0009720401487030105, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:13:27,214] Trial 4398 finished with value: 0.997134804449176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 24, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:13:27,995] Trial 4399 finished with value: 0.9905487450165906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 1, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:13:30,149] Trial 4400 finished with value: 0.9975179817284623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:13:32,557] Trial 4401 finished with value: 0.9976047011490561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:13:36,666] Trial 4402 finished with value: 0.9972175928125505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 20, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:13:44,600] Trial 4403 finished with value: 0.9962672245324482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 50, 'rf_n_estimators': 80}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:13:46,544] Trial 4404 finished with value: 0.9975007426175236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:13:48,742] Trial 4405 finished with value: 0.9971775828638286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:13:50,704] Trial 4406 finished with value: 0.9975273821792761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:13:53,000] Trial 4407 finished with value: 0.9973872630946051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 92}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:13:54,896] Trial 4408 finished with value: 0.9974430013346561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:13:57,069] Trial 4409 finished with value: 0.9975222959574385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:13:58,533] Trial 4410 finished with value: 0.99613127609446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:14:00,345] Trial 4411 finished with value: 0.997139266576801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:14:11,089] Trial 4412 finished with value: 0.996000043211288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 64, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:14:11,736] Trial 4413 finished with value: 0.9953133495626875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 12}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:14:13,460] Trial 4414 finished with value: 0.9852051536955116 and parameters: {'classifier': 'SVC', 'svc_c': 2.7077786249609954e-07, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:14:15,878] Trial 4415 finished with value: 0.9973980366225096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:14:17,622] Trial 4416 finished with value: 0.9975643831522043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:14:19,743] Trial 4417 finished with value: 0.9974002589107908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:14:23,139] Trial 4418 finished with value: 0.9969392676455812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:14:25,475] Trial 4419 finished with value: 0.997297972586127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:14:26,492] Trial 4420 finished with value: 0.9961416856520416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 49}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:14:28,455] Trial 4421 finished with value: 0.9973162997042717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:14:31,026] Trial 4422 finished with value: 0.9972110781627114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:14:32,029] Trial 4423 finished with value: 0.9972678296037207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 45}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:14:33,610] Trial 4424 finished with value: 0.9973191918210897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:14:36,472] Trial 4425 finished with value: 0.9971923461640811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:14:38,813] Trial 4426 finished with value: 0.9973055965710458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:14:41,578] Trial 4427 finished with value: 0.9973019972384355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:14:44,849] Trial 4428 finished with value: 0.9973247222149424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:14:46,948] Trial 4429 finished with value: 0.9973620392022154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:14:49,073] Trial 4430 finished with value: 0.9973460863651908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:14:50,604] Trial 4431 finished with value: 0.9968228666482798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:14:57,978] Trial 4432 finished with value: 0.9969608873494605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 36, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:14:59,832] Trial 4433 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 2.051791700059087e-05, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:15:00,592] Trial 4434 finished with value: 0.9962341647411316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 1, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:15:02,357] Trial 4435 finished with value: 0.9974924191608622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:15:03,616] Trial 4436 finished with value: 0.9972873839315334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 4, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:15:05,631] Trial 4437 finished with value: 0.9974148306727718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:15:07,000] Trial 4438 finished with value: 0.9970311934159923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 53}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:15:08,416] Trial 4439 finished with value: 0.9975357292806786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:15:09,926] Trial 4440 finished with value: 0.9974238378274359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:15:14,534] Trial 4441 finished with value: 0.9970658908515965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:15:20,679] Trial 4442 finished with value: 0.9970506737627427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 33, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:15:22,167] Trial 4443 finished with value: 0.9970940365674856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 85}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:15:22,866] Trial 4444 finished with value: 0.9967970865807998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 26}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:15:25,381] Trial 4445 finished with value: 0.9932737337909056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 39, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:15:27,057] Trial 4446 finished with value: 0.9972758070854529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:15:29,570] Trial 4447 finished with value: 0.9974707010694696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:15:31,078] Trial 4448 finished with value: 0.9972812403613086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:15:33,138] Trial 4449 finished with value: 0.9975239069101459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:15:34,498] Trial 4450 finished with value: 0.9917838612957346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 22, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:15:36,189] Trial 4451 finished with value: 0.9852053993786534 and parameters: {'classifier': 'SVC', 'svc_c': 0.0001415426887335484, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:15:39,466] Trial 4452 finished with value: 0.9973065647041753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:15:40,392] Trial 4453 finished with value: 0.996699733056929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:15:41,538] Trial 4454 finished with value: 0.9971587132178937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:15:43,762] Trial 4455 finished with value: 0.9975406786169211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:15:46,513] Trial 4456 finished with value: 0.99743889019655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:15:50,104] Trial 4457 finished with value: 0.9966504264403508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 25, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:15:50,866] Trial 4458 finished with value: 0.9959666442686922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 14, 'rf_n_estimators': 33}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:15:52,961] Trial 4459 finished with value: 0.9976313712426754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:15:54,454] Trial 4460 finished with value: 0.9976187703412723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:15:56,653] Trial 4461 finished with value: 0.9972265021827219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:15:58,785] Trial 4462 finished with value: 0.9974103896508552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:16:02,587] Trial 4463 finished with value: 0.9974081873257177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:16:04,489] Trial 4464 finished with value: 0.9966256558922315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:16:11,704] Trial 4465 finished with value: 0.996066281176316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 54, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:16:13,846] Trial 4466 finished with value: 0.997545836376002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:16:15,829] Trial 4467 finished with value: 0.9970910617734186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:16:17,975] Trial 4468 finished with value: 0.9975907927728169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:16:19,940] Trial 4469 finished with value: 0.9972909527005389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:16:34,249] Trial 4470 finished with value: 0.9921238031345009 and parameters: {'classifier': 'SVC', 'svc_c': 4789607.435559217, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:16:36,745] Trial 4471 finished with value: 0.997304922838746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:16:38,587] Trial 4472 finished with value: 0.9974059644978923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:16:39,649] Trial 4473 finished with value: 0.9972868870111163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:16:41,952] Trial 4474 finished with value: 0.9975311892682286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:16:43,658] Trial 4475 finished with value: 0.997470612806349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:16:45,936] Trial 4476 finished with value: 0.997433883668598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:16:48,095] Trial 4477 finished with value: 0.9971176049154078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:16:50,158] Trial 4478 finished with value: 0.9974228387815846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:16:52,742] Trial 4479 finished with value: 0.9973797260398148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:16:54,859] Trial 4480 finished with value: 0.997181380145768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:17:05,484] Trial 4481 finished with value: 0.9968951931182634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 52, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:17:07,624] Trial 4482 finished with value: 0.997276855293323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:17:08,094] Trial 4483 finished with value: 0.9958432478239915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 16}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:17:10,670] Trial 4484 finished with value: 0.9975487751792822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:17:12,701] Trial 4485 finished with value: 0.9972268303526851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:17:15,947] Trial 4486 finished with value: 0.9968260080663613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:17:17,938] Trial 4487 finished with value: 0.9972001727003255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:17:21,139] Trial 4488 finished with value: 0.9972700145364847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:17:22,117] Trial 4489 finished with value: 0.9890048632990919 and parameters: {'classifier': 'SVC', 'svc_c': 5.749150356303627, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:17:23,509] Trial 4490 finished with value: 0.9969543241088853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 57}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:17:25,195] Trial 4491 finished with value: 0.9976166685935639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:17:27,715] Trial 4492 finished with value: 0.9972301606747918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:17:29,828] Trial 4493 finished with value: 0.9974139390597371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:17:39,610] Trial 4494 finished with value: 0.9966160847866895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 62, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:17:40,374] Trial 4495 finished with value: 0.9891322107324175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:17:41,850] Trial 4496 finished with value: 0.9961833701562376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:17:44,550] Trial 4497 finished with value: 0.9973385153508394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:17:46,505] Trial 4498 finished with value: 0.9974155365555717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:17:49,806] Trial 4499 finished with value: 0.9975337876189755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:17:51,644] Trial 4500 finished with value: 0.9972230500505262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:17:53,657] Trial 4501 finished with value: 0.9974016592190061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:17:56,248] Trial 4502 finished with value: 0.9974473426995433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:17:58,773] Trial 4503 finished with value: 0.9971747397503394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:18:00,185] Trial 4504 finished with value: 0.9955078730066346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:18:01,943] Trial 4505 finished with value: 0.9974237465174762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:18:05,902] Trial 4506 finished with value: 0.9967585261657881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 19, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:18:07,405] Trial 4507 finished with value: 0.9861089590693987 and parameters: {'classifier': 'SVC', 'svc_c': 0.3574588792243643, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:18:08,938] Trial 4508 finished with value: 0.9953676145608118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:18:11,676] Trial 4509 finished with value: 0.9971708032659379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:18:13,584] Trial 4510 finished with value: 0.9974357033297849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:18:24,946] Trial 4511 finished with value: 0.9966558008106503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 52, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:18:29,625] Trial 4512 finished with value: 0.997307036805549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 24, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:18:31,629] Trial 4513 finished with value: 0.9973668680296234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:18:33,074] Trial 4514 finished with value: 0.997468879599222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:18:35,254] Trial 4515 finished with value: 0.9977547356320894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:18:37,388] Trial 4516 finished with value: 0.997099032653666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:18:39,033] Trial 4517 finished with value: 0.9973845538833475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:18:41,180] Trial 4518 finished with value: 0.9975064345255874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:18:43,527] Trial 4519 finished with value: 0.9970993427012841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:18:45,382] Trial 4520 finished with value: 0.9973160329788971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:18:54,154] Trial 4521 finished with value: 0.9964611429566652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 45, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:18:56,395] Trial 4522 finished with value: 0.9972038881302013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:18:59,787] Trial 4523 finished with value: 0.9973459266600404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:19:02,804] Trial 4524 finished with value: 0.9973324267189324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:19:03,666] Trial 4525 finished with value: 0.9971794652073828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 1, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:19:06,221] Trial 4526 finished with value: 0.9970644140867618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:19:06,948] Trial 4527 finished with value: 0.9928845518264772 and parameters: {'classifier': 'SVC', 'svc_c': 835.7979064485228, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:19:09,091] Trial 4528 finished with value: 0.9974263206204617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:19:22,582] Trial 4529 finished with value: 0.9966427582762648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 65, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:19:25,154] Trial 4530 finished with value: 0.9972583921782449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:19:30,402] Trial 4531 finished with value: 0.9972168094575182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 26, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:19:31,934] Trial 4532 finished with value: 0.9972193080877597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 6, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:19:33,980] Trial 4533 finished with value: 0.997345375245636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:19:34,927] Trial 4534 finished with value: 0.9970186275849771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 2, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:19:36,440] Trial 4535 finished with value: 0.9971108732417576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 6, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:19:38,677] Trial 4536 finished with value: 0.9971454705442637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:19:40,866] Trial 4537 finished with value: 0.9974866287065957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:19:47,240] Trial 4538 finished with value: 0.9969967105603805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 31, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:19:50,006] Trial 4539 finished with value: 0.9975170291786454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:19:51,886] Trial 4540 finished with value: 0.9975330363192297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:19:54,427] Trial 4541 finished with value: 0.9973958916477711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:20:01,739] Trial 4542 finished with value: 0.9963805396530062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 34, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:20:03,817] Trial 4543 finished with value: 0.9971421551072356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:20:05,613] Trial 4544 finished with value: 0.9973363545388851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:20:07,295] Trial 4545 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 4.449850109678618e-06, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:20:10,363] Trial 4546 finished with value: 0.9975001461987665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:20:12,411] Trial 4547 finished with value: 0.9973171807803208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:20:15,546] Trial 4548 finished with value: 0.9968720072121261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 20, 'rf_n_estimators': 73}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:20:18,178] Trial 4549 finished with value: 0.9970025514779198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:20:20,226] Trial 4550 finished with value: 0.9968550543136372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:20:21,998] Trial 4551 finished with value: 0.9972567454251778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:20:24,037] Trial 4552 finished with value: 0.9972110504237802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:20:26,155] Trial 4553 finished with value: 0.9975330724369685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:20:28,486] Trial 4554 finished with value: 0.9973285608513751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:20:30,572] Trial 4555 finished with value: 0.9968923965008086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:20:41,067] Trial 4556 finished with value: 0.997055344376682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 51, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:20:42,915] Trial 4557 finished with value: 0.9974286817620879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:20:47,630] Trial 4558 finished with value: 0.9973027787844068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 23, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:20:51,198] Trial 4559 finished with value: 0.9973433307213746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:20:53,634] Trial 4560 finished with value: 0.9974353964559577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:20:55,631] Trial 4561 finished with value: 0.9971983969961403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:20:58,279] Trial 4562 finished with value: 0.9972836151184973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:21:01,429] Trial 4563 finished with value: 0.9972235153282497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:21:03,159] Trial 4564 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 5.980005414745758e-10, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:21:04,785] Trial 4565 finished with value: 0.99724912794653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:21:07,116] Trial 4566 finished with value: 0.9975119332132704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:21:09,016] Trial 4567 finished with value: 0.9974808652295507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:21:11,304] Trial 4568 finished with value: 0.9975671430171621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:21:14,030] Trial 4569 finished with value: 0.9975756988587823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:21:16,078] Trial 4570 finished with value: 0.9974612288275093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:21:17,390] Trial 4571 finished with value: 0.9971903269666701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:21:19,481] Trial 4572 finished with value: 0.9972582446921888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:21:21,882] Trial 4573 finished with value: 0.9973110130258105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:21:24,196] Trial 4574 finished with value: 0.9971742814866934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:21:25,163] Trial 4575 finished with value: 0.9971040136960779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:21:26,719] Trial 4576 finished with value: 0.9976316877013508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:21:29,381] Trial 4577 finished with value: 0.9973278613161566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:21:37,968] Trial 4578 finished with value: 0.9971455778183907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 42, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:21:38,401] Trial 4579 finished with value: 0.9886073287743408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 1, 'rf_n_estimators': 42}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:21:44,387] Trial 4580 finished with value: 0.9968785680406205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 29, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:21:52,885] Trial 4581 finished with value: 0.9960955715833139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 70, 'rf_n_estimators': 61}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:21:56,088] Trial 4582 finished with value: 0.997479963016055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:21:57,972] Trial 4583 finished with value: 0.9968529618968734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:21:59,635] Trial 4584 finished with value: 0.9853813983264091 and parameters: {'classifier': 'SVC', 'svc_c': 0.009910924871788986, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:22:01,519] Trial 4585 finished with value: 0.9973765552006931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:22:03,376] Trial 4586 finished with value: 0.9976542882335226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:22:06,219] Trial 4587 finished with value: 0.9974117942119504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:22:07,266] Trial 4588 finished with value: 0.9973607950762426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:22:09,731] Trial 4589 finished with value: 0.9972813470641535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:22:11,984] Trial 4590 finished with value: 0.997143414499142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:22:13,770] Trial 4591 finished with value: 0.9972584977702629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:22:16,483] Trial 4592 finished with value: 0.996661182258503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:22:17,700] Trial 4593 finished with value: 0.9972495578047487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:22:19,003] Trial 4594 finished with value: 0.9974290289113198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:22:20,714] Trial 4595 finished with value: 0.9971348296173366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 87}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:22:27,287] Trial 4596 finished with value: 0.9968871101714646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 30, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:22:28,658] Trial 4597 finished with value: 0.9956893145294529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:22:30,705] Trial 4598 finished with value: 0.9972929280044242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:22:32,431] Trial 4599 finished with value: 0.9976651887130569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:22:34,157] Trial 4600 finished with value: 0.997164841839564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:22:48,956] Trial 4601 finished with value: 0.996521601734384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 70, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:22:50,108] Trial 4602 finished with value: 0.9879903940942233 and parameters: {'classifier': 'SVC', 'svc_c': 48423.609632257445, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:22:51,511] Trial 4603 finished with value: 0.9962704984562935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:22:56,614] Trial 4604 finished with value: 0.9966899461336162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 32, 'rf_n_estimators': 82}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:22:58,913] Trial 4605 finished with value: 0.9975179658595087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:23:02,649] Trial 4606 finished with value: 0.9971476283411166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:23:03,803] Trial 4607 finished with value: 0.9971045901834295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 2, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:23:05,640] Trial 4608 finished with value: 0.9973615549769613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:23:07,567] Trial 4609 finished with value: 0.997262055050146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:23:09,595] Trial 4610 finished with value: 0.9974195581293032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:23:11,407] Trial 4611 finished with value: 0.9971536118570743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:23:13,470] Trial 4612 finished with value: 0.9971541969136605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:23:16,363] Trial 4613 finished with value: 0.9975085371936951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:23:18,945] Trial 4614 finished with value: 0.9974403172280836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:23:22,333] Trial 4615 finished with value: 0.9965644903747893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 16, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:23:27,409] Trial 4616 finished with value: 0.9962008236250032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 37, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:23:31,802] Trial 4617 finished with value: 0.9946606474351533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 57, 'rf_n_estimators': 37}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:23:37,344] Trial 4618 finished with value: 0.9974131685268196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 26, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:23:41,285] Trial 4619 finished with value: 0.9971247751117257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 20, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:23:42,027] Trial 4620 finished with value: 0.992440988481018 and parameters: {'classifier': 'SVC', 'svc_c': 51.25445665935382, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:23:44,212] Trial 4621 finished with value: 0.9973133129450132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:23:45,408] Trial 4622 finished with value: 0.9970187084214275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 30}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:23:47,212] Trial 4623 finished with value: 0.9972811788532439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:23:51,314] Trial 4624 finished with value: 0.9966865885486467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 41, 'rf_n_estimators': 54}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:23:54,138] Trial 4625 finished with value: 0.9970849892961064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:23:56,231] Trial 4626 finished with value: 0.9974617024205644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:23:58,331] Trial 4627 finished with value: 0.9974996084634004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 99}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:24:00,015] Trial 4628 finished with value: 0.9975905465818687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:24:01,730] Trial 4629 finished with value: 0.9973330782346971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:24:04,190] Trial 4630 finished with value: 0.9975614854177765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:24:06,107] Trial 4631 finished with value: 0.9974901774172439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:24:08,194] Trial 4632 finished with value: 0.9973482090281803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:24:10,755] Trial 4633 finished with value: 0.9976742756250827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:24:12,200] Trial 4634 finished with value: 0.9977775229101088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 65}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:24:14,389] Trial 4635 finished with value: 0.9973781279409599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 89}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:24:16,734] Trial 4636 finished with value: 0.9967508150920509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 99}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:24:18,884] Trial 4637 finished with value: 0.9973105693933398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 94}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:24:21,087] Trial 4638 finished with value: 0.997223735462376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:24:21,957] Trial 4639 finished with value: 0.9919241967694586 and parameters: {'classifier': 'SVC', 'svc_c': 6138.3969405090465, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:24:24,058] Trial 4640 finished with value: 0.9970773750229872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 71}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:24:26,709] Trial 4641 finished with value: 0.9973911029370783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:24:28,436] Trial 4642 finished with value: 0.9973457265525338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 75}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:24:30,546] Trial 4643 finished with value: 0.9973810943562196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 66}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:24:32,460] Trial 4644 finished with value: 0.9969520007036309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 93}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:24:34,972] Trial 4645 finished with value: 0.9975304252415822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:24:36,605] Trial 4646 finished with value: 0.9973424451385423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 76}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:24:39,257] Trial 4647 finished with value: 0.9972092674198766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:24:42,145] Trial 4648 finished with value: 0.9973886767327415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:24:43,954] Trial 4649 finished with value: 0.9971252271230039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 84}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:24:46,315] Trial 4650 finished with value: 0.9976565865023542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:24:48,971] Trial 4651 finished with value: 0.9976589147317704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:24:49,901] Trial 4652 finished with value: 0.996828312111492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 89}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:24:51,667] Trial 4653 finished with value: 0.9973735135348548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 78}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:24:54,445] Trial 4654 finished with value: 0.9970707483065969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 97}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:24:56,227] Trial 4655 finished with value: 0.9970930958241704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 84}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:24:59,173] Trial 4656 finished with value: 0.9973314272287505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:25:01,078] Trial 4657 finished with value: 0.9973089879886244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 73}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:25:03,157] Trial 4658 finished with value: 0.9975484181278232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:25:04,821] Trial 4659 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.0522868264277745e-05, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:25:07,425] Trial 4660 finished with value: 0.9969893560302961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:25:09,318] Trial 4661 finished with value: 0.997449810036208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 80}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:25:11,300] Trial 4662 finished with value: 0.9973052592923031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 86}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:25:14,477] Trial 4663 finished with value: 0.99733505493505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:25:15,448] Trial 4664 finished with value: 0.9969508800381183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 93}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:25:16,951] Trial 4665 finished with value: 0.9966617879129913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:25:27,064] Trial 4666 finished with value: 0.996606577918672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 48, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:25:29,108] Trial 4667 finished with value: 0.9976053814511028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:25:31,732] Trial 4668 finished with value: 0.9973319749298196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:25:34,642] Trial 4669 finished with value: 0.9978050135873259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:25:37,967] Trial 4670 finished with value: 0.9974041691479426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:25:41,605] Trial 4671 finished with value: 0.9974604264297326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:25:44,744] Trial 4672 finished with value: 0.9972862876724715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:25:48,051] Trial 4673 finished with value: 0.9972808913078023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:25:51,173] Trial 4674 finished with value: 0.997489750986719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:25:53,482] Trial 4675 finished with value: 0.9974213601124756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 70}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:25:56,649] Trial 4676 finished with value: 0.9972917319613811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:25:58,406] Trial 4677 finished with value: 0.9853956559465821 and parameters: {'classifier': 'SVC', 'svc_c': 0.0667077841524102, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:26:01,750] Trial 4678 finished with value: 0.9975220149182679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:26:03,530] Trial 4679 finished with value: 0.9942711333017855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 18, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:26:06,533] Trial 4680 finished with value: 0.9973849315009705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:26:08,463] Trial 4681 finished with value: 0.9973375685455838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 59}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:26:11,552] Trial 4682 finished with value: 0.9972617291018363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:26:13,293] Trial 4683 finished with value: 0.997367967113359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 63}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:26:15,013] Trial 4684 finished with value: 0.9975259351845986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 68}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:26:22,480] Trial 4685 finished with value: 0.9970565621919295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 40, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:26:25,689] Trial 4686 finished with value: 0.9975976833581699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:26:28,695] Trial 4687 finished with value: 0.9974165683232058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:26:31,711] Trial 4688 finished with value: 0.9973114167954694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:26:34,828] Trial 4689 finished with value: 0.9972686458392251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:26:38,475] Trial 4690 finished with value: 0.9975710086625541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:26:45,873] Trial 4691 finished with value: 0.9971547235407593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 36, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:26:49,239] Trial 4692 finished with value: 0.997196218760075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:26:52,251] Trial 4693 finished with value: 0.9973125696432202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:26:55,043] Trial 4694 finished with value: 0.9973592396648735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:26:58,719] Trial 4695 finished with value: 0.9971566805636097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 19, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:26:59,609] Trial 4696 finished with value: 0.9936586132376454 and parameters: {'classifier': 'SVC', 'svc_c': 214.89206775529559, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:27:02,196] Trial 4697 finished with value: 0.9972469316833331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:27:04,976] Trial 4698 finished with value: 0.997301230069736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:27:08,802] Trial 4699 finished with value: 0.9964415476869517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:27:12,121] Trial 4700 finished with value: 0.9972861927443902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:27:14,701] Trial 4701 finished with value: 0.9975111030448246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:27:24,175] Trial 4702 finished with value: 0.9968560132110355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 47, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:27:26,886] Trial 4703 finished with value: 0.9972730435388978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:27:27,862] Trial 4704 finished with value: 0.9909308631701667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:27:42,966] Trial 4705 finished with value: 0.9958022617441875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 74, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:27:46,916] Trial 4706 finished with value: 0.9972967474394229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 18, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:27:52,640] Trial 4707 finished with value: 0.9972253460024906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 28, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:28:00,434] Trial 4708 finished with value: 0.9970112183704782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 36, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:28:03,189] Trial 4709 finished with value: 0.9975540479565398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:28:06,314] Trial 4710 finished with value: 0.9974204054996948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:28:09,994] Trial 4711 finished with value: 0.997313437579776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:28:19,643] Trial 4712 finished with value: 0.9966516137872072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 47, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:28:33,349] Trial 4713 finished with value: 0.9962047951480545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 60, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:28:36,249] Trial 4714 finished with value: 0.9973680581694156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:28:37,965] Trial 4715 finished with value: 0.9852068747787578 and parameters: {'classifier': 'SVC', 'svc_c': 1.811301700306189e-10, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:28:39,891] Trial 4716 finished with value: 0.9970190622356198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:28:42,916] Trial 4717 finished with value: 0.9972908264154051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:28:45,665] Trial 4718 finished with value: 0.996936586490634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:28:49,400] Trial 4719 finished with value: 0.9972507199517068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:28:52,153] Trial 4720 finished with value: 0.9974493114336817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:28:53,800] Trial 4721 finished with value: 0.9964831925505012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:28:56,785] Trial 4722 finished with value: 0.9975879812068079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:29:10,171] Trial 4723 finished with value: 0.9963335509510243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 64, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:29:17,303] Trial 4724 finished with value: 0.995679677186898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 45, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:29:22,505] Trial 4725 finished with value: 0.9971493709426644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 23, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:29:24,846] Trial 4726 finished with value: 0.9967427296062197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:29:27,009] Trial 4727 finished with value: 0.997638729803474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 96}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:29:28,491] Trial 4728 finished with value: 0.9971976800685486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 4, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:29:35,384] Trial 4729 finished with value: 0.9969702186116359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 36, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:29:38,118] Trial 4730 finished with value: 0.9931793361770468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 45, 'rf_n_estimators': 99}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:29:40,607] Trial 4731 finished with value: 0.9976673955449772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 91}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:29:41,670] Trial 4732 finished with value: 0.9974958412055214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:29:44,135] Trial 4733 finished with value: 0.9972804938222491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:29:45,881] Trial 4734 finished with value: 0.9853515726913397 and parameters: {'classifier': 'SVC', 'svc_c': 0.0033899994713022406, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:29:47,051] Trial 4735 finished with value: 0.996949063550722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:29:48,367] Trial 4736 finished with value: 0.9908559664692227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 20, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:29:51,193] Trial 4737 finished with value: 0.9975187324251878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:29:52,599] Trial 4738 finished with value: 0.9958078517735682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:29:55,002] Trial 4739 finished with value: 0.9974675937061628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:29:59,121] Trial 4740 finished with value: 0.9971512603320339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:30:02,495] Trial 4741 finished with value: 0.9972014466281934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:30:05,511] Trial 4742 finished with value: 0.9969249222066182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:30:08,025] Trial 4743 finished with value: 0.9972415897174374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:30:12,397] Trial 4744 finished with value: 0.9972322405233439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:30:15,877] Trial 4745 finished with value: 0.9972477517273863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:30:18,604] Trial 4746 finished with value: 0.9973841810581484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:30:22,669] Trial 4747 finished with value: 0.9975646045875849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 18, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:30:25,090] Trial 4748 finished with value: 0.9974325509303875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:30:26,697] Trial 4749 finished with value: 0.9963809017190547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:30:28,955] Trial 4750 finished with value: 0.9974638907810226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:30:36,685] Trial 4751 finished with value: 0.9970496827465819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 36, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:30:38,074] Trial 4752 finished with value: 0.9866067297452042 and parameters: {'classifier': 'SVC', 'svc_c': 2814891662.9160876, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:30:40,413] Trial 4753 finished with value: 0.9974202720417938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 82}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:30:43,302] Trial 4754 finished with value: 0.9972753243201423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:30:44,196] Trial 4755 finished with value: 0.9970989175085375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:30:45,650] Trial 4756 finished with value: 0.9958990846737213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:30:49,470] Trial 4757 finished with value: 0.9973623429022519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:30:51,265] Trial 4758 finished with value: 0.9967900948467356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:30:52,583] Trial 4759 finished with value: 0.9973849049363421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 5, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:30:55,031] Trial 4760 finished with value: 0.9971832482072637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:30:57,824] Trial 4761 finished with value: 0.9974990104894856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:31:00,325] Trial 4762 finished with value: 0.9974393286874795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:31:02,993] Trial 4763 finished with value: 0.9972836184509775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:31:05,438] Trial 4764 finished with value: 0.9972781163673384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:31:08,673] Trial 4765 finished with value: 0.9975543329629488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:31:23,706] Trial 4766 finished with value: 0.9961129714784919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 73, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:31:26,640] Trial 4767 finished with value: 0.997395969532596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:31:31,304] Trial 4768 finished with value: 0.9966033686132065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 30, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:31:33,460] Trial 4769 finished with value: 0.9974757279096823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:31:35,117] Trial 4770 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 7.281502905273346e-07, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:31:36,282] Trial 4771 finished with value: 0.9940414517465074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:31:38,378] Trial 4772 finished with value: 0.9973197800832048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:31:41,528] Trial 4773 finished with value: 0.9974015806676851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:31:42,857] Trial 4774 finished with value: 0.9965283756829271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:31:44,065] Trial 4775 finished with value: 0.997229151123693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:31:53,409] Trial 4776 finished with value: 0.9965765193273617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 44, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:31:55,914] Trial 4777 finished with value: 0.9972895619454336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:31:57,905] Trial 4778 finished with value: 0.9975908330799594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 79}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:32:00,832] Trial 4779 finished with value: 0.9973611191202778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:32:01,801] Trial 4780 finished with value: 0.9970498227742297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:32:04,246] Trial 4781 finished with value: 0.9972891339280135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:32:06,303] Trial 4782 finished with value: 0.9973881702592142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:32:08,596] Trial 4783 finished with value: 0.997450619543276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:32:10,493] Trial 4784 finished with value: 0.9971288335014298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 99}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:32:15,603] Trial 4785 finished with value: 0.9971608885340717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 22, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:32:22,830] Trial 4786 finished with value: 0.9970229993865174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 37, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:32:25,647] Trial 4787 finished with value: 0.9967774390704908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 17, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:32:27,728] Trial 4788 finished with value: 0.996244589850288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:32:29,957] Trial 4789 finished with value: 0.9968700234024818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:32:31,248] Trial 4790 finished with value: 0.986736648679007 and parameters: {'classifier': 'SVC', 'svc_c': 39209522.53256174, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:32:32,624] Trial 4791 finished with value: 0.9973045700719044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 65}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:32:35,306] Trial 4792 finished with value: 0.9973708914441534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:32:39,158] Trial 4793 finished with value: 0.9972844924494734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:32:40,041] Trial 4794 finished with value: 0.9956846905384998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 3, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:32:52,014] Trial 4795 finished with value: 0.9970929590337891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 54, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:32:54,635] Trial 4796 finished with value: 0.9974893173199514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:32:57,565] Trial 4797 finished with value: 0.9972383077004258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:32:59,736] Trial 4798 finished with value: 0.9975963545554601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:33:02,024] Trial 4799 finished with value: 0.9974499747559477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:33:10,371] Trial 4800 finished with value: 0.9970136958632732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 41, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:33:22,581] Trial 4801 finished with value: 0.9959549559273427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 57, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:33:25,604] Trial 4802 finished with value: 0.9972753902080383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:33:37,300] Trial 4803 finished with value: 0.9969960613614832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 53, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:33:39,209] Trial 4804 finished with value: 0.9973345612201615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:33:40,088] Trial 4805 finished with value: 0.9902568820134521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:33:42,606] Trial 4806 finished with value: 0.9975656988471586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:33:45,339] Trial 4807 finished with value: 0.9973199980591533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:33:47,009] Trial 4808 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 4.6271177467768e-09, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:33:49,316] Trial 4809 finished with value: 0.9969838079266914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:33:56,729] Trial 4810 finished with value: 0.997198694158168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 32, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:33:57,618] Trial 4811 finished with value: 0.9969429426096251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 1, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:33:59,779] Trial 4812 finished with value: 0.9974397586091741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:34:01,309] Trial 4813 finished with value: 0.9974326309733902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:34:03,701] Trial 4814 finished with value: 0.9974644151229918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:34:07,226] Trial 4815 finished with value: 0.9974768261047565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:34:23,088] Trial 4816 finished with value: 0.9963932311026592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 66, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:34:25,518] Trial 4817 finished with value: 0.9974505321370787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:34:26,722] Trial 4818 finished with value: 0.9971384054956333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:34:30,600] Trial 4819 finished with value: 0.9966639373627748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 23, 'rf_n_estimators': 87}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:34:31,732] Trial 4820 finished with value: 0.9971845077578595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 2, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:34:34,257] Trial 4821 finished with value: 0.9971803504093599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:34:42,643] Trial 4822 finished with value: 0.9969041471119325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 41, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:34:45,743] Trial 4823 finished with value: 0.99736200606784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:34:47,851] Trial 4824 finished with value: 0.9974254874686527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:34:50,396] Trial 4825 finished with value: 0.9974316872467117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:34:51,582] Trial 4826 finished with value: 0.9868898791058468 and parameters: {'classifier': 'SVC', 'svc_c': 404636.5514564478, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:34:53,960] Trial 4827 finished with value: 0.9975062839609543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:34:56,181] Trial 4828 finished with value: 0.9976809839713711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:34:58,341] Trial 4829 finished with value: 0.9970183395952047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:35:01,002] Trial 4830 finished with value: 0.9971955587385511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:35:03,191] Trial 4831 finished with value: 0.9975453690987903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:35:04,176] Trial 4832 finished with value: 0.9971077753363473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 95}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:35:06,753] Trial 4833 finished with value: 0.9975624282875315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:35:08,649] Trial 4834 finished with value: 0.9943096196087836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 20, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:35:11,523] Trial 4835 finished with value: 0.9971232652759915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:35:13,494] Trial 4836 finished with value: 0.9972738973838225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:35:16,836] Trial 4837 finished with value: 0.9973432919693895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:35:18,092] Trial 4838 finished with value: 0.9952464531630311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:35:20,155] Trial 4839 finished with value: 0.9974389975658909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:35:22,398] Trial 4840 finished with value: 0.9972690625262123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:35:24,993] Trial 4841 finished with value: 0.9973702675086304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:35:27,283] Trial 4842 finished with value: 0.9964763651235838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 17, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:35:29,480] Trial 4843 finished with value: 0.9973389381632428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:35:43,329] Trial 4844 finished with value: 0.9953871365476967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 66, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:35:45,184] Trial 4845 finished with value: 0.985089702899422 and parameters: {'classifier': 'SVC', 'svc_c': 0.0003164874097531504, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:35:57,385] Trial 4846 finished with value: 0.996796665260078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 57, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:35:59,754] Trial 4847 finished with value: 0.9972838996170997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 98}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:36:01,550] Trial 4848 finished with value: 0.9972718450520359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:36:14,245] Trial 4849 finished with value: 0.9967049700973027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 59, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:36:16,593] Trial 4850 finished with value: 0.997355862910208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:36:18,910] Trial 4851 finished with value: 0.9969790340693391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:36:20,329] Trial 4852 finished with value: 0.9972195523744335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:36:21,207] Trial 4853 finished with value: 0.9968300904816613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:36:23,297] Trial 4854 finished with value: 0.9972686199410926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:36:26,695] Trial 4855 finished with value: 0.9972978401438392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:36:33,340] Trial 4856 finished with value: 0.9972831653288724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 29, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:36:36,208] Trial 4857 finished with value: 0.9973515170068001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:36:38,060] Trial 4858 finished with value: 0.9975582261251067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:36:40,489] Trial 4859 finished with value: 0.9974213496389662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:36:42,459] Trial 4860 finished with value: 0.9971597881173438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:36:44,474] Trial 4861 finished with value: 0.9974805806992103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 91}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:36:45,891] Trial 4862 finished with value: 0.9960899254730508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:36:47,282] Trial 4863 finished with value: 0.996865228502897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:36:50,032] Trial 4864 finished with value: 0.9975472839736997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:36:51,317] Trial 4865 finished with value: 0.986443407615926 and parameters: {'classifier': 'SVC', 'svc_c': 1.0976948026075224, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:36:53,892] Trial 4866 finished with value: 0.9973950861714173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:36:55,078] Trial 4867 finished with value: 0.9970835418888363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:36:58,263] Trial 4868 finished with value: 0.9969270137347207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:37:00,152] Trial 4869 finished with value: 0.9970714871650829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:37:10,068] Trial 4870 finished with value: 0.9969835096855748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 46, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:37:12,461] Trial 4871 finished with value: 0.997620873136332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:37:13,469] Trial 4872 finished with value: 0.9971859788733465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 2, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:37:21,502] Trial 4873 finished with value: 0.9970669487077903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 35, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:37:23,322] Trial 4874 finished with value: 0.9974647738882979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:37:26,120] Trial 4875 finished with value: 0.9977014254054356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:37:28,507] Trial 4876 finished with value: 0.9974748060821598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:37:32,749] Trial 4877 finished with value: 0.9971003288932829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 19, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:37:33,597] Trial 4878 finished with value: 0.9895489604337021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:37:38,518] Trial 4879 finished with value: 0.9971503377110639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 24, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:37:41,318] Trial 4880 finished with value: 0.9975237079769418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:37:43,670] Trial 4881 finished with value: 0.9976244977005787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:37:45,601] Trial 4882 finished with value: 0.997463901254532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:38:33,257] Trial 4883 finished with value: 0.9905515906056365 and parameters: {'classifier': 'SVC', 'svc_c': 126166823.95271523, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:38:35,106] Trial 4884 finished with value: 0.996007441444471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 17, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:38:36,687] Trial 4885 finished with value: 0.9974141047633521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:38:38,050] Trial 4886 finished with value: 0.997325603544895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:38:40,620] Trial 4887 finished with value: 0.9974285787408403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:38:42,792] Trial 4888 finished with value: 0.9975134190551463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:38:52,864] Trial 4889 finished with value: 0.9967893940737388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 45, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:38:54,814] Trial 4890 finished with value: 0.9973979936176449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:38:57,462] Trial 4891 finished with value: 0.9974851336607266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:38:59,301] Trial 4892 finished with value: 0.9962912198504396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:39:01,188] Trial 4893 finished with value: 0.9967648776193068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:39:03,230] Trial 4894 finished with value: 0.9977524413304963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:39:04,172] Trial 4895 finished with value: 0.9938494628283752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:39:06,073] Trial 4896 finished with value: 0.9976718232052346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:39:13,434] Trial 4897 finished with value: 0.9969802997136131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 32, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:39:15,469] Trial 4898 finished with value: 0.9973560689527033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:39:24,849] Trial 4899 finished with value: 0.996992740211632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 40, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:39:26,161] Trial 4900 finished with value: 0.9953037938500305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:39:27,789] Trial 4901 finished with value: 0.997588086100592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:39:29,540] Trial 4902 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 3.611489377996687e-05, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:39:30,762] Trial 4903 finished with value: 0.9965302837976621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:39:32,631] Trial 4904 finished with value: 0.9974683744904246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:39:34,480] Trial 4905 finished with value: 0.9975076222532987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:39:36,334] Trial 4906 finished with value: 0.9973701813719495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:39:38,565] Trial 4907 finished with value: 0.9973109506290845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:39:40,453] Trial 4908 finished with value: 0.9975583221322767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:39:42,490] Trial 4909 finished with value: 0.9973522950298639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:39:44,705] Trial 4910 finished with value: 0.9974461639853978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:39:46,560] Trial 4911 finished with value: 0.9971167663998924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:39:48,546] Trial 4912 finished with value: 0.9974532058336177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:39:50,603] Trial 4913 finished with value: 0.9976171379654776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:39:54,202] Trial 4914 finished with value: 0.9974450429072922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:39:55,862] Trial 4915 finished with value: 0.9971267568584059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:39:59,627] Trial 4916 finished with value: 0.997310618745786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:40:00,973] Trial 4917 finished with value: 0.9973748998466531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:40:05,797] Trial 4918 finished with value: 0.9968360326748633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 21, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:40:07,640] Trial 4919 finished with value: 0.9974689485974327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:40:10,029] Trial 4920 finished with value: 0.997420816696024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:40:13,142] Trial 4921 finished with value: 0.9973691215162676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:40:17,810] Trial 4922 finished with value: 0.9929519812960274 and parameters: {'classifier': 'SVC', 'svc_c': 1417362.7458649275, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:40:19,127] Trial 4923 finished with value: 0.99732648195496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:40:28,948] Trial 4924 finished with value: 0.9966110803217015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 42, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:40:31,016] Trial 4925 finished with value: 0.9975648780731333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:40:32,530] Trial 4926 finished with value: 0.9973749534202409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:40:34,219] Trial 4927 finished with value: 0.997438051522345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:40:36,267] Trial 4928 finished with value: 0.9974616167916901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:40:38,145] Trial 4929 finished with value: 0.997427297703681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:40:40,082] Trial 4930 finished with value: 0.9969034029532162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:40:43,251] Trial 4931 finished with value: 0.9971639306442405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:40:45,912] Trial 4932 finished with value: 0.9975182725746463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:40:51,738] Trial 4933 finished with value: 0.9933810287699608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 57, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:40:54,965] Trial 4934 finished with value: 0.9971000092608168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:40:57,621] Trial 4935 finished with value: 0.9963660076586232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 18, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:40:58,489] Trial 4936 finished with value: 0.9969602170131169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:41:01,121] Trial 4937 finished with value: 0.9972924263867965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:41:02,170] Trial 4938 finished with value: 0.997051566232701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:41:03,304] Trial 4939 finished with value: 0.9872622102091585 and parameters: {'classifier': 'SVC', 'svc_c': 126519.15604721947, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:41:05,791] Trial 4940 finished with value: 0.99725954769198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:41:07,637] Trial 4941 finished with value: 0.9973718895696053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:41:10,451] Trial 4942 finished with value: 0.9975025853204315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:41:22,146] Trial 4943 finished with value: 0.9965860691050299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 58, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:41:26,484] Trial 4944 finished with value: 0.9967603651236226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 23, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:41:28,201] Trial 4945 finished with value: 0.9971200529554247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:41:31,919] Trial 4946 finished with value: 0.9974601070194318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:41:33,631] Trial 4947 finished with value: 0.9972879526113595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:41:35,773] Trial 4948 finished with value: 0.9976023074125989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:41:36,410] Trial 4949 finished with value: 0.9884579133074548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 69}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:41:37,772] Trial 4950 finished with value: 0.9969231852861563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 3, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:41:42,655] Trial 4951 finished with value: 0.9971116305082298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 21, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:41:44,397] Trial 4952 finished with value: 0.9974804869136937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 73}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:41:53,654] Trial 4953 finished with value: 0.9965286707819906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 41, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:41:55,049] Trial 4954 finished with value: 0.9973983475270511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 82}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:41:59,642] Trial 4955 finished with value: 0.9964820028233018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 32, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:42:02,159] Trial 4956 finished with value: 0.997301586169058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:42:03,851] Trial 4957 finished with value: 0.9971222113235602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 56}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:42:25,102] Trial 4958 finished with value: 0.9906966059290307 and parameters: {'classifier': 'SVC', 'svc_c': 9096100.690950237, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:42:30,800] Trial 4959 finished with value: 0.9963805596796259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 25, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:42:33,438] Trial 4960 finished with value: 0.9974051800637714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:42:35,607] Trial 4961 finished with value: 0.9974227484872379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:42:47,620] Trial 4962 finished with value: 0.9965450283725493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 50, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:42:51,991] Trial 4963 finished with value: 0.9971871547945562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 24, 'rf_n_estimators': 98}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:42:53,541] Trial 4964 finished with value: 0.994017287646324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 29, 'rf_n_estimators': 62}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:43:01,279] Trial 4965 finished with value: 0.9962842682965664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 35, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:43:03,291] Trial 4966 finished with value: 0.9977160755917861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:43:06,636] Trial 4967 finished with value: 0.9976609847098336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:43:07,183] Trial 4968 finished with value: 0.9881896117968504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 51}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:43:09,809] Trial 4969 finished with value: 0.9975615183299865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:43:12,020] Trial 4970 finished with value: 0.9974159263922893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 78}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:43:14,233] Trial 4971 finished with value: 0.9973702540517576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:43:18,445] Trial 4972 finished with value: 0.996950213224682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 19, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:43:20,886] Trial 4973 finished with value: 0.9975592378026453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:43:30,882] Trial 4974 finished with value: 0.9966283285731575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 52, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:43:32,873] Trial 4975 finished with value: 0.9974673575761314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:43:49,375] Trial 4976 finished with value: 0.9958377595146043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 69, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:43:51,291] Trial 4977 finished with value: 0.9854038475005001 and parameters: {'classifier': 'SVC', 'svc_c': 0.160904148560501, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:43:53,717] Trial 4978 finished with value: 0.9972093476850444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:43:55,846] Trial 4979 finished with value: 0.9974687468395551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:43:58,846] Trial 4980 finished with value: 0.9972901360207039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:44:01,359] Trial 4981 finished with value: 0.9973070931403347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:44:03,861] Trial 4982 finished with value: 0.9969829548117385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:44:05,513] Trial 4983 finished with value: 0.9974637905527107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:44:07,776] Trial 4984 finished with value: 0.9973952357839133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:44:09,958] Trial 4985 finished with value: 0.9975241876636755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:44:11,955] Trial 4986 finished with value: 0.9973483838088367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:44:13,771] Trial 4987 finished with value: 0.9971768520350333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:44:16,241] Trial 4988 finished with value: 0.9973694381018946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 12, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:44:17,583] Trial 4989 finished with value: 0.9966488410049209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:44:20,326] Trial 4990 finished with value: 0.9974816038341334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:44:22,682] Trial 4991 finished with value: 0.9974615463970112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:44:26,577] Trial 4992 finished with value: 0.9973891288074955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 18, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:44:27,695] Trial 4993 finished with value: 0.9971780701993976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 1, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:44:29,872] Trial 4994 finished with value: 0.9975492157331757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:44:31,581] Trial 4995 finished with value: 0.9853833651245352 and parameters: {'classifier': 'SVC', 'svc_c': 0.023425782237079713, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:44:34,702] Trial 4996 finished with value: 0.9975583425714891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:44:36,824] Trial 4997 finished with value: 0.997365077345146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:44:39,460] Trial 4998 finished with value: 0.9970782159188456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:44:47,122] Trial 4999 finished with value: 0.9968541463238422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 43, 'rf_n_estimators': 97}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:44:48,671] Trial 5000 finished with value: 0.9956847283066096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:44:49,922] Trial 5001 finished with value: 0.9972441075491126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:44:55,077] Trial 5002 finished with value: 0.9968813498047346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 29, 'rf_n_estimators': 94}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:44:57,216] Trial 5003 finished with value: 0.9974836036714211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:45:01,163] Trial 5004 finished with value: 0.9974277809133222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:45:03,215] Trial 5005 finished with value: 0.9971314346768502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:45:05,792] Trial 5006 finished with value: 0.9975389320163973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:45:07,028] Trial 5007 finished with value: 0.9940446117312646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:45:09,341] Trial 5008 finished with value: 0.9972597971519327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:45:11,485] Trial 5009 finished with value: 0.9972769596475627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:45:13,331] Trial 5010 finished with value: 0.9971896560590441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:45:15,311] Trial 5011 finished with value: 0.9971020492782953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:45:18,013] Trial 5012 finished with value: 0.9976382625897382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:45:20,421] Trial 5013 finished with value: 0.9975672184899061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:45:22,019] Trial 5014 finished with value: 0.9963075046659764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:45:23,861] Trial 5015 finished with value: 0.9976275131509054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:45:24,990] Trial 5016 finished with value: 0.9899661398979914 and parameters: {'classifier': 'SVC', 'svc_c': 15274.930021195747, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:45:27,669] Trial 5017 finished with value: 0.9974581651038253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:45:30,622] Trial 5018 finished with value: 0.9973166886840655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:45:44,298] Trial 5019 finished with value: 0.9957919942454797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 61, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:45:46,022] Trial 5020 finished with value: 0.9975747083504279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:45:50,794] Trial 5021 finished with value: 0.9967471445395762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 22, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:45:52,697] Trial 5022 finished with value: 0.9968759193218147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 87}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:45:55,384] Trial 5023 finished with value: 0.9972110630237295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:45:57,670] Trial 5024 finished with value: 0.9973070154459371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:45:59,300] Trial 5025 finished with value: 0.9976152170921037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:46:01,015] Trial 5026 finished with value: 0.997502490741467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 99}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:46:03,021] Trial 5027 finished with value: 0.9971783922756828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:46:11,614] Trial 5028 finished with value: 0.9966505324132239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 38, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:46:12,948] Trial 5029 finished with value: 0.9973200302096537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:46:16,180] Trial 5030 finished with value: 0.9972999399872732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:46:28,285] Trial 5031 finished with value: 0.9966823517601648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 58, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:46:30,997] Trial 5032 finished with value: 0.9974417985314389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:46:32,868] Trial 5033 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 6.438657786132698e-08, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:46:36,583] Trial 5034 finished with value: 0.9972805774833731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:46:41,712] Trial 5035 finished with value: 0.9968452860522138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 25, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:46:43,548] Trial 5036 finished with value: 0.9972535748399594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:46:45,316] Trial 5037 finished with value: 0.9975298239351873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:46:47,551] Trial 5038 finished with value: 0.9973600709758838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:46:50,685] Trial 5039 finished with value: 0.997390973351202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:46:52,655] Trial 5040 finished with value: 0.9973386280521489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:46:55,299] Trial 5041 finished with value: 0.9971220888152375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:46:56,427] Trial 5042 finished with value: 0.9971602814513775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:46:58,434] Trial 5043 finished with value: 0.9971704373596028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:47:00,851] Trial 5044 finished with value: 0.9971738357912588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:47:02,629] Trial 5045 finished with value: 0.9973055427752926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:47:05,279] Trial 5046 finished with value: 0.9973645703320742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:47:06,282] Trial 5047 finished with value: 0.9974152914119744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 48}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:47:08,472] Trial 5048 finished with value: 0.9974788076927474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:47:10,117] Trial 5049 finished with value: 0.9973025031089425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:47:11,922] Trial 5050 finished with value: 0.9961480927103743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:47:13,440] Trial 5051 finished with value: 0.9968076164567887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:47:15,141] Trial 5052 finished with value: 0.9852063832220469 and parameters: {'classifier': 'SVC', 'svc_c': 1.1865962227507185e-09, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:47:16,823] Trial 5053 finished with value: 0.996669062082694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 60}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:47:18,611] Trial 5054 finished with value: 0.9973415765354908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:47:19,619] Trial 5055 finished with value: 0.9945421553858184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 15, 'rf_n_estimators': 76}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:47:21,195] Trial 5056 finished with value: 0.9973317697759857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:47:23,457] Trial 5057 finished with value: 0.9972628133004933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:47:24,306] Trial 5058 finished with value: 0.9969267949653244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:47:27,314] Trial 5059 finished with value: 0.9974477685587857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:47:29,824] Trial 5060 finished with value: 0.9974791536994144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:47:30,791] Trial 5061 finished with value: 0.9972107492310384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:47:32,816] Trial 5062 finished with value: 0.9951198716288885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 20, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:47:34,504] Trial 5063 finished with value: 0.9973292802862618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 65}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:47:36,133] Trial 5064 finished with value: 0.9974921727160106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 90}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:47:38,209] Trial 5065 finished with value: 0.9969740158935753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:47:49,494] Trial 5066 finished with value: 0.9961801093401483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 50, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:47:52,670] Trial 5067 finished with value: 0.9970012067427803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:47:59,591] Trial 5068 finished with value: 0.9958698216247996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 47, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:48:02,481] Trial 5069 finished with value: 0.9976326704021798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:48:03,283] Trial 5070 finished with value: 0.9916325841149343 and parameters: {'classifier': 'SVC', 'svc_c': 21.223808892163962, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:48:06,775] Trial 5071 finished with value: 0.99742684800927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:48:09,177] Trial 5072 finished with value: 0.9973919720479364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:48:10,120] Trial 5073 finished with value: 0.9887574723723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:48:11,944] Trial 5074 finished with value: 0.9975578690736476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:48:26,013] Trial 5075 finished with value: 0.9965644351190924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 60, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:48:28,477] Trial 5076 finished with value: 0.9975065334526448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:48:30,515] Trial 5077 finished with value: 0.9974049149570302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:48:33,122] Trial 5078 finished with value: 0.9974346824482533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:48:35,978] Trial 5079 finished with value: 0.9974499689479107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:48:37,527] Trial 5080 finished with value: 0.9974528690626817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:48:39,313] Trial 5081 finished with value: 0.9971396749801942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:48:41,553] Trial 5082 finished with value: 0.9977057696902101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:48:44,182] Trial 5083 finished with value: 0.9976950096191782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:48:45,313] Trial 5084 finished with value: 0.9970516477039094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:48:47,596] Trial 5085 finished with value: 0.9974798121340429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:48:49,474] Trial 5086 finished with value: 0.9974743864435472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:48:52,161] Trial 5087 finished with value: 0.9972430716238128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:48:58,967] Trial 5088 finished with value: 0.9972112083198699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 35, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:49:00,667] Trial 5089 finished with value: 0.9852066289686645 and parameters: {'classifier': 'SVC', 'svc_c': 1.73436951910246e-08, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:49:02,295] Trial 5090 finished with value: 0.9974509634552412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:49:06,467] Trial 5091 finished with value: 0.9957918501871177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 36, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:49:09,796] Trial 5092 finished with value: 0.9972682169648813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:49:23,586] Trial 5093 finished with value: 0.9964092411313931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 69, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:49:25,334] Trial 5094 finished with value: 0.9976042682757362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:49:27,674] Trial 5095 finished with value: 0.9973647495242998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:49:29,714] Trial 5096 finished with value: 0.9974398264013445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:49:32,154] Trial 5097 finished with value: 0.9969627687726154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:49:34,467] Trial 5098 finished with value: 0.9970084708515664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:49:38,268] Trial 5099 finished with value: 0.9975003008893274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 19, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:49:41,240] Trial 5100 finished with value: 0.9972495533297039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:49:43,101] Trial 5101 finished with value: 0.9975443437104757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:49:45,221] Trial 5102 finished with value: 0.9974484867558937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:49:46,939] Trial 5103 finished with value: 0.9976753772161131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 68}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:49:48,543] Trial 5104 finished with value: 0.99685607411608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 97}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:49:50,086] Trial 5105 finished with value: 0.9943611043027375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 16, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:50:01,348] Trial 5106 finished with value: 0.9962044050256958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 55, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:50:02,307] Trial 5107 finished with value: 0.9969122100003739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:50:03,185] Trial 5108 finished with value: 0.9966181067452986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:50:04,081] Trial 5109 finished with value: 0.9951644282232829 and parameters: {'classifier': 'SVC', 'svc_c': 2617.887863261843, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:50:20,339] Trial 5110 finished with value: 0.9959261514911839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 73, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:50:22,182] Trial 5111 finished with value: 0.9962334663167397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:50:26,702] Trial 5112 finished with value: 0.99725881845008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:50:29,216] Trial 5113 finished with value: 0.997160072425519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:50:38,624] Trial 5114 finished with value: 0.9970872625554668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 42, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:50:43,931] Trial 5115 finished with value: 0.9969199253904663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 27, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:50:44,987] Trial 5116 finished with value: 0.9899864501910223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:50:46,312] Trial 5117 finished with value: 0.997311629947256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:50:47,037] Trial 5118 finished with value: 0.9914765512943408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:50:48,998] Trial 5119 finished with value: 0.9974593522285163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:50:51,317] Trial 5120 finished with value: 0.9972883315937126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:50:53,865] Trial 5121 finished with value: 0.9974977111078158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:50:55,689] Trial 5122 finished with value: 0.9973276398490384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:50:57,828] Trial 5123 finished with value: 0.9970897619156801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:51:03,654] Trial 5124 finished with value: 0.9974624741277848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 26, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:51:06,265] Trial 5125 finished with value: 0.9974243494107665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:51:07,658] Trial 5126 finished with value: 0.986732879739019 and parameters: {'classifier': 'SVC', 'svc_c': 853922520.6097329, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:51:08,770] Trial 5127 finished with value: 0.9972434610796754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:51:10,710] Trial 5128 finished with value: 0.9971559359923005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:51:13,651] Trial 5129 finished with value: 0.9973678655203173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:51:16,139] Trial 5130 finished with value: 0.9974216168721471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:51:17,367] Trial 5131 finished with value: 0.9974962153954504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:51:23,256] Trial 5132 finished with value: 0.9970952645706016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 37, 'rf_n_estimators': 83}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:51:24,916] Trial 5133 finished with value: 0.9969840492934776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:51:26,498] Trial 5134 finished with value: 0.9974507782010753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:51:29,955] Trial 5135 finished with value: 0.9974055681866417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:51:31,759] Trial 5136 finished with value: 0.9975596794038898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:51:34,309] Trial 5137 finished with value: 0.9967990201810745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:51:36,766] Trial 5138 finished with value: 0.9971699114942139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:51:38,635] Trial 5139 finished with value: 0.997384501230159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:51:42,357] Trial 5140 finished with value: 0.9974849768119878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:51:44,064] Trial 5141 finished with value: 0.9973503539394429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:51:46,346] Trial 5142 finished with value: 0.9976573054294343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:51:51,349] Trial 5143 finished with value: 0.9973333052242114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 22, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:51:53,537] Trial 5144 finished with value: 0.9973719494907747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:51:54,612] Trial 5145 finished with value: 0.989279020929693 and parameters: {'classifier': 'SVC', 'svc_c': 3.242860571670103, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:52:03,661] Trial 5146 finished with value: 0.9969116308153003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 40, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:52:06,435] Trial 5147 finished with value: 0.9975488638232578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:52:11,815] Trial 5148 finished with value: 0.9969025791006141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 30, 'rf_n_estimators': 92}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:52:13,002] Trial 5149 finished with value: 0.9964258410726132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 58}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:52:15,729] Trial 5150 finished with value: 0.9974173067056231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:52:17,516] Trial 5151 finished with value: 0.9977035277561644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 80}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:52:22,538] Trial 5152 finished with value: 0.9969201764373143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 27, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:52:24,665] Trial 5153 finished with value: 0.9975652797163524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:52:26,138] Trial 5154 finished with value: 0.9965835853916051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:52:27,152] Trial 5155 finished with value: 0.9958017630147095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 71}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:52:30,969] Trial 5156 finished with value: 0.9973589103206075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:52:32,626] Trial 5157 finished with value: 0.9970531129478836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:52:35,979] Trial 5158 finished with value: 0.9973304626502665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:52:37,332] Trial 5159 finished with value: 0.9962354145164519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:52:40,037] Trial 5160 finished with value: 0.9976116767602633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:52:42,180] Trial 5161 finished with value: 0.9976699261352914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:52:50,442] Trial 5162 finished with value: 0.9968188834774167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 43, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:52:52,284] Trial 5163 finished with value: 0.9974680435910014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:52:53,216] Trial 5164 finished with value: 0.9928285235654276 and parameters: {'classifier': 'SVC', 'svc_c': 586.0928141571501, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:52:55,475] Trial 5165 finished with value: 0.9974983167623042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:52:57,723] Trial 5166 finished with value: 0.9974554401505658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:53:03,066] Trial 5167 finished with value: 0.9967558366320332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 24, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:53:05,280] Trial 5168 finished with value: 0.9975478829314895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:53:08,339] Trial 5169 finished with value: 0.996938385553919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:53:11,012] Trial 5170 finished with value: 0.9971438001464556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 12, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:53:13,744] Trial 5171 finished with value: 0.9975489479921883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:53:15,206] Trial 5172 finished with value: 0.9969932002526006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 54}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:53:17,260] Trial 5173 finished with value: 0.9976427778148823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:53:19,247] Trial 5174 finished with value: 0.9970242882629399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:53:21,191] Trial 5175 finished with value: 0.9969371486007131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:53:23,497] Trial 5176 finished with value: 0.9973273893417346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 95}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:53:25,819] Trial 5177 finished with value: 0.9974398397947414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:53:31,884] Trial 5178 finished with value: 0.997219698273594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 27, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:53:35,490] Trial 5179 finished with value: 0.9972869224623588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 17, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:53:37,842] Trial 5180 finished with value: 0.9972095870523425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:53:39,228] Trial 5181 finished with value: 0.9974053492585561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:53:40,954] Trial 5182 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.9717533484553537e-06, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:53:55,666] Trial 5183 finished with value: 0.9963122887111969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 70, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:53:57,325] Trial 5184 finished with value: 0.9974960169065771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:53:58,304] Trial 5185 finished with value: 0.9896139307549677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:54:00,226] Trial 5186 finished with value: 0.9974362807692735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 99}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:54:04,681] Trial 5187 finished with value: 0.9969021184248871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 19, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:54:07,675] Trial 5188 finished with value: 0.997363459378361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:54:10,041] Trial 5189 finished with value: 0.9973516749663656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:54:15,220] Trial 5190 finished with value: 0.9966230789010965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 30, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:54:16,078] Trial 5191 finished with value: 0.9971101204820684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:54:18,121] Trial 5192 finished with value: 0.9974247361371691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:54:30,151] Trial 5193 finished with value: 0.9957189336776965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 58, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:54:31,632] Trial 5194 finished with value: 0.9972932314188195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:54:33,481] Trial 5195 finished with value: 0.9975019011146221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:54:39,172] Trial 5196 finished with value: 0.9973069339112529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 28, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:54:41,932] Trial 5197 finished with value: 0.9972210708746164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:54:42,695] Trial 5198 finished with value: 0.9945706888437229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 2, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:54:45,624] Trial 5199 finished with value: 0.9974041775584882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:54:47,725] Trial 5200 finished with value: 0.9972885906067755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:54:49,424] Trial 5201 finished with value: 0.9852966760136429 and parameters: {'classifier': 'SVC', 'svc_c': 0.0013446228398768395, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:54:51,901] Trial 5202 finished with value: 0.9972198060237899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:54:53,133] Trial 5203 finished with value: 0.9972076825239912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 4, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:54:57,651] Trial 5204 finished with value: 0.9968809296265775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 20, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:54:59,499] Trial 5205 finished with value: 0.9975719513418818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:55:01,601] Trial 5206 finished with value: 0.99745459693784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:55:04,853] Trial 5207 finished with value: 0.9971997098346831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:55:05,507] Trial 5208 finished with value: 0.9935373918869573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 45}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:55:08,519] Trial 5209 finished with value: 0.9970051480196057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:55:10,337] Trial 5210 finished with value: 0.9972441735322222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:55:17,340] Trial 5211 finished with value: 0.9970841135520255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 31, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:55:20,352] Trial 5212 finished with value: 0.9938571487656894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 50, 'rf_n_estimators': 74}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:55:22,097] Trial 5213 finished with value: 0.9968459663859983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:55:24,041] Trial 5214 finished with value: 0.9976728730634759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:55:32,184] Trial 5215 finished with value: 0.9966453936968874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 47, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:55:33,879] Trial 5216 finished with value: 0.997456820971706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:55:36,533] Trial 5217 finished with value: 0.9975494310431401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:55:39,458] Trial 5218 finished with value: 0.9971891581230138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:55:40,896] Trial 5219 finished with value: 0.9968630979371685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:59:34,823] Trial 5220 finished with value: 0.9896080002095778 and parameters: {'classifier': 'SVC', 'svc_c': 7404124446.367782, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:59:36,802] Trial 5221 finished with value: 0.9975392162293586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:59:39,315] Trial 5222 finished with value: 0.9972971599687441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:59:54,671] Trial 5223 finished with value: 0.9963780189649191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 73, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:59:56,844] Trial 5224 finished with value: 0.997539856509904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 19:59:59,961] Trial 5225 finished with value: 0.9972463631621965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:00:01,669] Trial 5226 finished with value: 0.9973531154230342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:00:07,672] Trial 5227 finished with value: 0.9964471984626871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 28, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:00:09,626] Trial 5228 finished with value: 0.9974231873907603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:00:10,766] Trial 5229 finished with value: 0.9970671605900607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:00:13,526] Trial 5230 finished with value: 0.9974459741609731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:00:15,945] Trial 5231 finished with value: 0.9972972559441763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:00:17,245] Trial 5232 finished with value: 0.996762535456949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:00:19,425] Trial 5233 finished with value: 0.9973706033909052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:00:23,280] Trial 5234 finished with value: 0.9974690726926511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:00:25,668] Trial 5235 finished with value: 0.9971155465216809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:00:27,443] Trial 5236 finished with value: 0.9974148677109098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:00:29,989] Trial 5237 finished with value: 0.9971698869608114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:00:32,508] Trial 5238 finished with value: 0.9976508243265633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:00:34,622] Trial 5239 finished with value: 0.9974338419967256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:00:40,006] Trial 5240 finished with value: 0.9975176028730607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 25, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:00:41,911] Trial 5241 finished with value: 0.9852053993786534 and parameters: {'classifier': 'SVC', 'svc_c': 0.00011997834289913348, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:00:44,561] Trial 5242 finished with value: 0.9973984196990527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:00:51,073] Trial 5243 finished with value: 0.9969057445760292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 34, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:00:52,762] Trial 5244 finished with value: 0.996724058449158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:00:54,701] Trial 5245 finished with value: 0.9963164795431888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:00:56,904] Trial 5246 finished with value: 0.9972522960561916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:01:01,096] Trial 5247 finished with value: 0.997338201304245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 17, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:01:02,853] Trial 5248 finished with value: 0.9972630992590396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:01:04,671] Trial 5249 finished with value: 0.9973649090390225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:01:19,892] Trial 5250 finished with value: 0.9965287621236883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 64, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:01:22,743] Trial 5251 finished with value: 0.9969385622388498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 97}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:01:25,595] Trial 5252 finished with value: 0.9977101801167839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:01:28,022] Trial 5253 finished with value: 0.9975241047959988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:01:29,977] Trial 5254 finished with value: 0.9973316447921062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:01:40,114] Trial 5255 finished with value: 0.9966067800574047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 55, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:01:42,549] Trial 5256 finished with value: 0.9967421320766356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:01:44,855] Trial 5257 finished with value: 0.9976516551932431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:01:45,585] Trial 5258 finished with value: 0.9930619408945803 and parameters: {'classifier': 'SVC', 'svc_c': 102.3461323281275, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:01:46,493] Trial 5259 finished with value: 0.9973384337526795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 50}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:01:48,359] Trial 5260 finished with value: 0.9970995040885434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 86}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:01:51,706] Trial 5261 finished with value: 0.9973935447882032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:01:53,515] Trial 5262 finished with value: 0.9974851981838923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:01:55,052] Trial 5263 finished with value: 0.9970449319626886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 5, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:01:59,198] Trial 5264 finished with value: 0.9968295698530273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 20, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:02:01,410] Trial 5265 finished with value: 0.9975635645363571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:02:03,556] Trial 5266 finished with value: 0.9974072065291634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:02:05,444] Trial 5267 finished with value: 0.9969326039545288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:02:08,270] Trial 5268 finished with value: 0.9974156447500984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:02:11,013] Trial 5269 finished with value: 0.9974080136876262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:02:12,235] Trial 5270 finished with value: 0.9955490759515603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:02:14,521] Trial 5271 finished with value: 0.9974842428411396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:02:16,309] Trial 5272 finished with value: 0.997497662675769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:02:19,875] Trial 5273 finished with value: 0.9966236756689707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 22, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:02:20,778] Trial 5274 finished with value: 0.9967216830572113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:02:22,947] Trial 5275 finished with value: 0.9974278785073878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:02:24,700] Trial 5276 finished with value: 0.985204743990864 and parameters: {'classifier': 'SVC', 'svc_c': 3.0931178671709336e-07, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:02:26,376] Trial 5277 finished with value: 0.9944771561195808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 18, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:02:28,894] Trial 5278 finished with value: 0.9973543700542543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:02:40,014] Trial 5279 finished with value: 0.9967934011749843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 49, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:02:46,346] Trial 5280 finished with value: 0.9969415454117246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 32, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:02:47,883] Trial 5281 finished with value: 0.9974624107154456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:02:49,021] Trial 5282 finished with value: 0.9971074407870647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:02:51,307] Trial 5283 finished with value: 0.9975376298100537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:02:53,667] Trial 5284 finished with value: 0.9973005285032914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:02:55,818] Trial 5285 finished with value: 0.997286107750274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:02:58,202] Trial 5286 finished with value: 0.9972974458638145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:03:01,607] Trial 5287 finished with value: 0.9972819655724944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:03:03,186] Trial 5288 finished with value: 0.997381393581211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:03:04,555] Trial 5289 finished with value: 0.9961575730455011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:03:06,841] Trial 5290 finished with value: 0.9975034707763119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:03:10,141] Trial 5291 finished with value: 0.9974141962954772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:03:11,779] Trial 5292 finished with value: 0.997428075631531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:03:13,753] Trial 5293 finished with value: 0.9974862236991585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:03:15,137] Trial 5294 finished with value: 0.9973012553965862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:03:16,823] Trial 5295 finished with value: 0.9850765916524669 and parameters: {'classifier': 'SVC', 'svc_c': 3.664695390581168e-10, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:03:23,726] Trial 5296 finished with value: 0.9967351420881565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 36, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:03:26,499] Trial 5297 finished with value: 0.9972371296845141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:03:29,019] Trial 5298 finished with value: 0.9971847711507537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:03:38,467] Trial 5299 finished with value: 0.9962488689454005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 47, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:03:39,530] Trial 5300 finished with value: 0.9897954878355074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:03:42,341] Trial 5301 finished with value: 0.9956989324801464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 24, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:03:44,148] Trial 5302 finished with value: 0.9971662809632402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:03:46,234] Trial 5303 finished with value: 0.997359535398695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 89}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:03:51,250] Trial 5304 finished with value: 0.9973068149893135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 25, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:03:54,901] Trial 5305 finished with value: 0.9970551810534101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 17, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:03:58,198] Trial 5306 finished with value: 0.9974748916158204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:04:00,570] Trial 5307 finished with value: 0.9971602100410858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:04:02,937] Trial 5308 finished with value: 0.9973219995785501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:04:05,094] Trial 5309 finished with value: 0.9970972081365792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:04:06,685] Trial 5310 finished with value: 0.9965160184651776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:04:08,509] Trial 5311 finished with value: 0.9974638341605956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:04:11,035] Trial 5312 finished with value: 0.9974355581923341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:04:12,372] Trial 5313 finished with value: 0.9867027392639075 and parameters: {'classifier': 'SVC', 'svc_c': 3903059.781198048, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:04:14,457] Trial 5314 finished with value: 0.9974817552556899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:04:16,349] Trial 5315 finished with value: 0.9970444229818666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:04:18,095] Trial 5316 finished with value: 0.9973501195549964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:04:21,038] Trial 5317 finished with value: 0.9971689890954091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:04:22,051] Trial 5318 finished with value: 0.9965185704785794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:04:27,251] Trial 5319 finished with value: 0.9970308584223789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 27, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:04:29,017] Trial 5320 finished with value: 0.9972653749304811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:04:35,924] Trial 5321 finished with value: 0.9966411653506887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 31, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:04:37,648] Trial 5322 finished with value: 0.9972984821699694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:04:38,661] Trial 5323 finished with value: 0.9974805796201215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 41}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:04:41,435] Trial 5324 finished with value: 0.9970473684818452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:04:44,445] Trial 5325 finished with value: 0.9967761409265994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 15, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:04:46,027] Trial 5326 finished with value: 0.9974868367168414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:04:48,420] Trial 5327 finished with value: 0.9972489738589893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:04:50,854] Trial 5328 finished with value: 0.997661656855238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:04:52,054] Trial 5329 finished with value: 0.9974239002559001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:04:54,269] Trial 5330 finished with value: 0.9974524502809924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:04:56,453] Trial 5331 finished with value: 0.9971823094951743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:04:59,484] Trial 5332 finished with value: 0.9972283401884191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 98}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:05:00,605] Trial 5333 finished with value: 0.9964121911064167 and parameters: {'classifier': 'SVC', 'svc_c': 43379.953886393945, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:05:02,738] Trial 5334 finished with value: 0.9973623013255932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:05:05,711] Trial 5335 finished with value: 0.9973935755422355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:05:08,192] Trial 5336 finished with value: 0.9974385758008385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:05:09,483] Trial 5337 finished with value: 0.9968883864161998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 63}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:05:15,973] Trial 5338 finished with value: 0.9972140805052824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 32, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:05:18,730] Trial 5339 finished with value: 0.9974099877854709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:05:20,771] Trial 5340 finished with value: 0.9973161316837894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:05:22,785] Trial 5341 finished with value: 0.9973441513684481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:05:25,531] Trial 5342 finished with value: 0.9974775961616055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:05:28,114] Trial 5343 finished with value: 0.9976063063254643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:05:30,265] Trial 5344 finished with value: 0.9969866873800846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:05:32,661] Trial 5345 finished with value: 0.9973247821678496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:05:35,988] Trial 5346 finished with value: 0.9946075752428053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 37, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:05:40,429] Trial 5347 finished with value: 0.996717066334239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 19, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:05:41,303] Trial 5348 finished with value: 0.989052026115234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:05:43,992] Trial 5349 finished with value: 0.9971562275049806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:05:45,776] Trial 5350 finished with value: 0.9975836025181417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:05:47,286] Trial 5351 finished with value: 0.9971308714559443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 78}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:05:48,845] Trial 5352 finished with value: 0.986737631728953 and parameters: {'classifier': 'SVC', 'svc_c': 23539752.44553585, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:05:50,939] Trial 5353 finished with value: 0.9973559898935758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:05:54,895] Trial 5354 finished with value: 0.9970869186435015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 21, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:05:56,618] Trial 5355 finished with value: 0.9976891805081407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:05:59,203] Trial 5356 finished with value: 0.997417795469398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:06:01,175] Trial 5357 finished with value: 0.9973653111583102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:06:02,095] Trial 5358 finished with value: 0.9969416960398334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 66}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:06:08,734] Trial 5359 finished with value: 0.9972636462936127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 34, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:06:11,363] Trial 5360 finished with value: 0.9976004164363338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:06:13,861] Trial 5361 finished with value: 0.9973505955918704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:06:23,249] Trial 5362 finished with value: 0.9966319772264761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 44, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:06:25,394] Trial 5363 finished with value: 0.9976796548195441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:06:28,820] Trial 5364 finished with value: 0.9975986840543926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:06:29,998] Trial 5365 finished with value: 0.9939234875937872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:06:46,483] Trial 5366 finished with value: 0.9960939925906794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 68, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:06:48,099] Trial 5367 finished with value: 0.9972476118584281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:06:53,173] Trial 5368 finished with value: 0.9968158520311845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 27, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:06:55,698] Trial 5369 finished with value: 0.9972273276856951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:06:57,388] Trial 5370 finished with value: 0.9850777382161121 and parameters: {'classifier': 'SVC', 'svc_c': 1.0465517353943861e-10, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:06:59,032] Trial 5371 finished with value: 0.9971738158915908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:07:02,355] Trial 5372 finished with value: 0.9974910908342207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:07:04,243] Trial 5373 finished with value: 0.99745361182493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 95}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:07:06,052] Trial 5374 finished with value: 0.9972270215735776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:07:08,116] Trial 5375 finished with value: 0.9973556019611328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:07:10,197] Trial 5376 finished with value: 0.9972153749675763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:07:11,912] Trial 5377 finished with value: 0.9962698954995273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:07:15,999] Trial 5378 finished with value: 0.9974222930482658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:07:18,060] Trial 5379 finished with value: 0.9969534055186293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:07:19,509] Trial 5380 finished with value: 0.9972732464076023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:07:21,860] Trial 5381 finished with value: 0.9972736516372049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:07:23,754] Trial 5382 finished with value: 0.9974503683694761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:07:26,814] Trial 5383 finished with value: 0.9972714609916175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:07:38,562] Trial 5384 finished with value: 0.9959541017015631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 69, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:07:40,388] Trial 5385 finished with value: 0.9973572349399479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:07:43,165] Trial 5386 finished with value: 0.9973394259431427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:07:45,009] Trial 5387 finished with value: 0.997006637606555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:07:46,418] Trial 5388 finished with value: 0.9974228105665849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:07:47,982] Trial 5389 finished with value: 0.9867330436335733 and parameters: {'classifier': 'SVC', 'svc_c': 248988401.44314688, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:07:50,075] Trial 5390 finished with value: 0.9975599931331051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:07:53,163] Trial 5391 finished with value: 0.9977451441190729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:07:56,506] Trial 5392 finished with value: 0.9975162934939501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:07:59,914] Trial 5393 finished with value: 0.9973744314268768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 127}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:08:09,494] Trial 5394 finished with value: 0.9969719419800116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 40, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:08:12,999] Trial 5395 finished with value: 0.9971076059828731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:08:16,584] Trial 5396 finished with value: 0.997003119808629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:08:19,846] Trial 5397 finished with value: 0.9972702979242604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:08:23,395] Trial 5398 finished with value: 0.9973851931800178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:08:27,010] Trial 5399 finished with value: 0.9973696007904082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:08:31,024] Trial 5400 finished with value: 0.9972741487480498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:08:34,770] Trial 5401 finished with value: 0.9973787170917362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:08:38,616] Trial 5402 finished with value: 0.9971357673772886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:08:41,753] Trial 5403 finished with value: 0.9973751478784001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:08:45,772] Trial 5404 finished with value: 0.9974433979950238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 16, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:08:55,122] Trial 5405 finished with value: 0.9970753434477921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 39, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:08:58,363] Trial 5406 finished with value: 0.9974638853538403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:08:59,174] Trial 5407 finished with value: 0.9907201183230221 and parameters: {'classifier': 'SVC', 'svc_c': 8.273430347826379, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:09:02,918] Trial 5408 finished with value: 0.9971745843615444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:09:06,016] Trial 5409 finished with value: 0.9971144844126075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:09:09,218] Trial 5410 finished with value: 0.9975176989437067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:09:10,654] Trial 5411 finished with value: 0.9968953575206241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:09:14,338] Trial 5412 finished with value: 0.9971902006815362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:09:17,585] Trial 5413 finished with value: 0.9974459970122665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:09:20,839] Trial 5414 finished with value: 0.9975664273273486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:09:24,421] Trial 5415 finished with value: 0.997568868004171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:09:27,551] Trial 5416 finished with value: 0.9971969882456415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:09:40,653] Trial 5417 finished with value: 0.9968345521966935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 54, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:09:43,518] Trial 5418 finished with value: 0.9975044121543855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:09:47,311] Trial 5419 finished with value: 0.9972993507095452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:09:51,478] Trial 5420 finished with value: 0.9969038468713279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:09:54,808] Trial 5421 finished with value: 0.9974936475448328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:09:57,621] Trial 5422 finished with value: 0.9975365136513238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:10:14,554] Trial 5423 finished with value: 0.9960782690917741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 73, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:10:17,550] Trial 5424 finished with value: 0.9975284743124101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:10:21,757] Trial 5425 finished with value: 0.9974902815175802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:10:25,023] Trial 5426 finished with value: 0.9971229383755444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:10:28,360] Trial 5427 finished with value: 0.9971307610397643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:10:31,276] Trial 5428 finished with value: 0.9971840005860981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:10:33,233] Trial 5429 finished with value: 0.9853902475532458 and parameters: {'classifier': 'SVC', 'svc_c': 0.010891186256454912, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:10:34,384] Trial 5430 finished with value: 0.9905439013993177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:10:35,882] Trial 5431 finished with value: 0.9957255276723042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:10:39,088] Trial 5432 finished with value: 0.9974529963951664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:10:42,486] Trial 5433 finished with value: 0.997467063746584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:10:45,572] Trial 5434 finished with value: 0.997341660164877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:10:48,770] Trial 5435 finished with value: 0.9975415771170816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:10:51,552] Trial 5436 finished with value: 0.9973461942740762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:10:54,759] Trial 5437 finished with value: 0.9971260403116692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:10:56,255] Trial 5438 finished with value: 0.9942492524584035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:11:00,100] Trial 5439 finished with value: 0.9974032148525408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:11:02,211] Trial 5440 finished with value: 0.9966080135829164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:11:06,640] Trial 5441 finished with value: 0.9972557542820654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:11:10,416] Trial 5442 finished with value: 0.9974490716537906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:11:12,013] Trial 5443 finished with value: 0.9960828543307422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:11:13,447] Trial 5444 finished with value: 0.9974250138438595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:11:15,182] Trial 5445 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 3.421971825416753e-08, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:11:16,216] Trial 5446 finished with value: 0.9972116820716147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:11:17,393] Trial 5447 finished with value: 0.9969285719072879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:11:19,186] Trial 5448 finished with value: 0.9967721837173443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:11:22,647] Trial 5449 finished with value: 0.9970912302699692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 19, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:11:29,036] Trial 5450 finished with value: 0.9970228834479414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 28, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:11:32,379] Trial 5451 finished with value: 0.997370712188452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:11:35,357] Trial 5452 finished with value: 0.9974993135547642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:11:38,412] Trial 5453 finished with value: 0.9975641245834721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:11:51,391] Trial 5454 finished with value: 0.9964841349441876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 57, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:11:53,839] Trial 5455 finished with value: 0.9974610822935904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:12:05,817] Trial 5456 finished with value: 0.9966903121986409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 51, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:12:09,009] Trial 5457 finished with value: 0.9975779757680021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:12:11,955] Trial 5458 finished with value: 0.9975361439999156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:12:16,773] Trial 5459 finished with value: 0.9973063679608868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:12:20,360] Trial 5460 finished with value: 0.9968083064706351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 21, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:12:23,001] Trial 5461 finished with value: 0.9974122918306015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:12:26,455] Trial 5462 finished with value: 0.9972120606413749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:12:35,248] Trial 5463 finished with value: 0.9967613946061272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 37, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:12:36,957] Trial 5464 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 1.2175540149059032e-05, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:12:39,807] Trial 5465 finished with value: 0.9975446853055739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:12:41,200] Trial 5466 finished with value: 0.9974293062371554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 4, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:12:44,099] Trial 5467 finished with value: 0.9974693291984192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:12:47,227] Trial 5468 finished with value: 0.9972000358464683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:12:50,774] Trial 5469 finished with value: 0.9973506126668646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:12:52,485] Trial 5470 finished with value: 0.9973868192082311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:13:02,442] Trial 5471 finished with value: 0.9965938366405043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 46, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:13:03,707] Trial 5472 finished with value: 0.99447946140249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:13:06,269] Trial 5473 finished with value: 0.996069433766141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 21, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:13:13,669] Trial 5474 finished with value: 0.9969065694442444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 40, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:13:17,153] Trial 5475 finished with value: 0.9971260607508815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:13:19,949] Trial 5476 finished with value: 0.997201295555754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:13:22,734] Trial 5477 finished with value: 0.9968974146130968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:13:25,695] Trial 5478 finished with value: 0.9975636673671772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:13:29,030] Trial 5479 finished with value: 0.9973624439557494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:13:31,558] Trial 5480 finished with value: 0.9975016529559236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:13:32,517] Trial 5481 finished with value: 0.9969373604195075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:13:34,193] Trial 5482 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.6418673703712367e-06, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:13:47,068] Trial 5483 finished with value: 0.9959044197524912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 73, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:13:49,926] Trial 5484 finished with value: 0.9970052118445377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:13:52,295] Trial 5485 finished with value: 0.9975231309183082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:13:57,331] Trial 5486 finished with value: 0.9974640928880173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 22, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:13:58,884] Trial 5487 finished with value: 0.9973872017452298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:14:00,061] Trial 5488 finished with value: 0.9971393517613444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:14:02,595] Trial 5489 finished with value: 0.9973662075955069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:14:03,618] Trial 5490 finished with value: 0.9900816487744518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:14:07,298] Trial 5491 finished with value: 0.9961976034334356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 28, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:14:20,441] Trial 5492 finished with value: 0.9960493692832033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 74, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:14:23,485] Trial 5493 finished with value: 0.9972167682617145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:14:29,213] Trial 5494 finished with value: 0.9962513582764352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 42, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:14:33,040] Trial 5495 finished with value: 0.9971549494829225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:14:35,534] Trial 5496 finished with value: 0.9972475122966125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:14:43,265] Trial 5497 finished with value: 0.9973076725793114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 35, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:14:46,350] Trial 5498 finished with value: 0.9970805092048257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:14:48,768] Trial 5499 finished with value: 0.9974118828559259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:14:57,377] Trial 5500 finished with value: 0.997049786021733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 39, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:15:01,619] Trial 5501 finished with value: 0.9969242358426315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 18, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:15:03,134] Trial 5502 finished with value: 0.9859416540231601 and parameters: {'classifier': 'SVC', 'svc_c': 0.5749699535822643, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:15:04,691] Trial 5503 finished with value: 0.9954243096987733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:15:07,595] Trial 5504 finished with value: 0.9973369669218098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:15:10,483] Trial 5505 finished with value: 0.9973738771243227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:15:16,419] Trial 5506 finished with value: 0.9972568908482699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 28, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:15:22,002] Trial 5507 finished with value: 0.9973620656081543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 25, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:15:24,329] Trial 5508 finished with value: 0.9975312545848424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:15:26,195] Trial 5509 finished with value: 0.9967825294499941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:15:27,921] Trial 5510 finished with value: 0.9976331609750155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:15:29,277] Trial 5511 finished with value: 0.9943541574143366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:15:30,761] Trial 5512 finished with value: 0.9972479637366082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:15:32,774] Trial 5513 finished with value: 0.9975040642117058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:15:35,901] Trial 5514 finished with value: 0.9967637792972809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 17, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:15:39,156] Trial 5515 finished with value: 0.997300210362507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:15:49,741] Trial 5516 finished with value: 0.9967961568505385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 47, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:15:52,398] Trial 5517 finished with value: 0.9967016019118725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:15:53,228] Trial 5518 finished with value: 0.9969493745822152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 57}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:15:55,736] Trial 5519 finished with value: 0.99743610291004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:15:58,571] Trial 5520 finished with value: 0.9971726376217761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:16:00,217] Trial 5521 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.292316800783092e-09, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:16:15,765] Trial 5522 finished with value: 0.996201338255173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 66, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:16:17,423] Trial 5523 finished with value: 0.997415924741918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 82}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:16:20,974] Trial 5524 finished with value: 0.9973462434043568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:16:22,520] Trial 5525 finished with value: 0.9973918757868631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 70}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:16:25,277] Trial 5526 finished with value: 0.9969782177386209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:16:26,265] Trial 5527 finished with value: 0.9968166974655638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 75}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:16:27,422] Trial 5528 finished with value: 0.9972104330580042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:16:29,127] Trial 5529 finished with value: 0.997508907670289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:16:34,760] Trial 5530 finished with value: 0.9969773132082582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 24, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:16:40,656] Trial 5531 finished with value: 0.9971194238466229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 27, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:16:48,365] Trial 5532 finished with value: 0.9967610591364453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 34, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:16:49,278] Trial 5533 finished with value: 0.9966721162532678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:16:51,647] Trial 5534 finished with value: 0.997385406363542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:16:54,490] Trial 5535 finished with value: 0.9972789945235002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:16:55,832] Trial 5536 finished with value: 0.9963279812973803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:16:59,212] Trial 5537 finished with value: 0.9973279049240414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:17:00,397] Trial 5538 finished with value: 0.9868525199706326 and parameters: {'classifier': 'SVC', 'svc_c': 439675.4345081877, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:17:05,802] Trial 5539 finished with value: 0.9967901653683663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 26, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:17:08,033] Trial 5540 finished with value: 0.9973711217026722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:17:10,059] Trial 5541 finished with value: 0.9974238971773229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:17:11,826] Trial 5542 finished with value: 0.9968028349506008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:17:15,150] Trial 5543 finished with value: 0.9972801395954637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:17:19,209] Trial 5544 finished with value: 0.9971853085687409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 19, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:17:33,834] Trial 5545 finished with value: 0.9966104798404922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 67, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:17:34,983] Trial 5546 finished with value: 0.9971350620340328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:17:37,671] Trial 5547 finished with value: 0.99741287549072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:17:42,545] Trial 5548 finished with value: 0.996924627012341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 22, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:17:45,424] Trial 5549 finished with value: 0.997261249669006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:17:45,879] Trial 5550 finished with value: 0.9913570740368819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 5}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:17:48,294] Trial 5551 finished with value: 0.997470048220713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:17:50,029] Trial 5552 finished with value: 0.9967295009924827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 17, 'rf_n_estimators': 45}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:17:52,074] Trial 5553 finished with value: 0.9975216108629678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:17:53,661] Trial 5554 finished with value: 0.9953355333443964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:17:58,587] Trial 5555 finished with value: 0.9962842072010946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 44, 'rf_n_estimators': 53}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:18:00,733] Trial 5556 finished with value: 0.9975911699143715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:18:02,429] Trial 5557 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 6.392621339854522e-09, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:18:04,463] Trial 5558 finished with value: 0.9913104573983893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 32, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:18:06,698] Trial 5559 finished with value: 0.9973129055889709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:18:08,360] Trial 5560 finished with value: 0.9973051232318939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 60}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:18:10,646] Trial 5561 finished with value: 0.9972279157891206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:18:12,376] Trial 5562 finished with value: 0.997431438389779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:18:14,272] Trial 5563 finished with value: 0.9971807329146207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:18:16,458] Trial 5564 finished with value: 0.997279774228673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:18:19,161] Trial 5565 finished with value: 0.9975210074936088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:18:22,394] Trial 5566 finished with value: 0.9973555928523533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:18:24,731] Trial 5567 finished with value: 0.9975537759309349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:18:27,655] Trial 5568 finished with value: 0.9970844809183045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:18:29,476] Trial 5569 finished with value: 0.9976627864708405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:18:31,421] Trial 5570 finished with value: 0.9973068274305733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:18:34,057] Trial 5571 finished with value: 0.9975096868993932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:18:36,733] Trial 5572 finished with value: 0.997458975340865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:18:40,183] Trial 5573 finished with value: 0.9972333159940766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:18:50,958] Trial 5574 finished with value: 0.9968785801327632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 53, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:19:02,283] Trial 5575 finished with value: 0.9965998425634246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 53, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:19:03,660] Trial 5576 finished with value: 0.9867325520133865 and parameters: {'classifier': 'SVC', 'svc_c': 2052534085.7172666, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:19:08,280] Trial 5577 finished with value: 0.9966949200349989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 22, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:19:09,940] Trial 5578 finished with value: 0.9974688098075634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:19:12,090] Trial 5579 finished with value: 0.997255022501133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 84}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:19:14,335] Trial 5580 finished with value: 0.997372390457261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:19:17,165] Trial 5581 finished with value: 0.9972896856597969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:19:19,319] Trial 5582 finished with value: 0.9975943010811088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:19:21,260] Trial 5583 finished with value: 0.9976334896527853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:19:29,871] Trial 5584 finished with value: 0.9970439124776248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 39, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:19:32,232] Trial 5585 finished with value: 0.9972319629118674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:19:34,837] Trial 5586 finished with value: 0.997619479778718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:19:37,506] Trial 5587 finished with value: 0.9972043320800511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:19:38,894] Trial 5588 finished with value: 0.9966045239047764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:19:41,190] Trial 5589 finished with value: 0.9962495029735781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 19, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:19:43,210] Trial 5590 finished with value: 0.9976137209671455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:19:44,188] Trial 5591 finished with value: 0.9959291540241823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 27}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:19:47,741] Trial 5592 finished with value: 0.9971700719928118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:19:50,307] Trial 5593 finished with value: 0.997458802908814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:19:52,017] Trial 5594 finished with value: 0.9853856593309144 and parameters: {'classifier': 'SVC', 'svc_c': 0.04407697942434575, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:19:53,160] Trial 5595 finished with value: 0.9969437477685998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:19:56,049] Trial 5596 finished with value: 0.9975512635899174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:19:57,626] Trial 5597 finished with value: 0.9975074546771472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:19:58,832] Trial 5598 finished with value: 0.9970284737947012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 3, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:20:02,168] Trial 5599 finished with value: 0.9972985611021453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:20:07,328] Trial 5600 finished with value: 0.9973809146561874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 25, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:20:07,955] Trial 5601 finished with value: 0.9961426553720666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 4, 'rf_n_estimators': 38}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:20:23,509] Trial 5602 finished with value: 0.9963041962112879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 68, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:20:24,424] Trial 5603 finished with value: 0.997008729261609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:20:26,383] Trial 5604 finished with value: 0.997442383714977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:20:28,683] Trial 5605 finished with value: 0.9975828363333173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:20:30,261] Trial 5606 finished with value: 0.9972612921343261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:20:32,910] Trial 5607 finished with value: 0.9975159301266476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:20:34,154] Trial 5608 finished with value: 0.9942338313582807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:20:35,689] Trial 5609 finished with value: 0.9933800603194521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 61, 'rf_n_estimators': 10}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:20:38,032] Trial 5610 finished with value: 0.9973530150677706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:20:39,493] Trial 5611 finished with value: 0.9969298247611853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:20:47,054] Trial 5612 finished with value: 0.9967302203956314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 44, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:20:48,118] Trial 5613 finished with value: 0.992070518234697 and parameters: {'classifier': 'SVC', 'svc_c': 5898.556260786925, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:20:50,190] Trial 5614 finished with value: 0.9973397652848495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:20:52,752] Trial 5615 finished with value: 0.9971560412669395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:20:56,245] Trial 5616 finished with value: 0.997576734466703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:21:02,297] Trial 5617 finished with value: 0.9971009953893398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 32, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:21:04,915] Trial 5618 finished with value: 0.9974649455269015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:21:05,985] Trial 5619 finished with value: 0.9895258513333008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:21:18,380] Trial 5620 finished with value: 0.9965911540573512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 57, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:21:20,826] Trial 5621 finished with value: 0.9972059243073931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:21:22,611] Trial 5622 finished with value: 0.9975124374968821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:21:36,429] Trial 5623 finished with value: 0.9965131954735219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 60, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:21:38,111] Trial 5624 finished with value: 0.9973716747039719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:21:40,651] Trial 5625 finished with value: 0.9972416935003947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:21:41,664] Trial 5626 finished with value: 0.996381458592379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 16, 'rf_n_estimators': 33}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:21:43,882] Trial 5627 finished with value: 0.9974256376841687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:21:45,981] Trial 5628 finished with value: 0.99745895372735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:21:48,902] Trial 5629 finished with value: 0.9969756639796344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:21:51,415] Trial 5630 finished with value: 0.9974341970169586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:21:53,614] Trial 5631 finished with value: 0.99760507162565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:21:55,106] Trial 5632 finished with value: 0.9857881094545123 and parameters: {'classifier': 'SVC', 'svc_c': 0.24226294938720558, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:21:56,399] Trial 5633 finished with value: 0.9971862390607121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 4, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:21:58,006] Trial 5634 finished with value: 0.9974983578311564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:21:59,336] Trial 5635 finished with value: 0.995526268456494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:22:05,793] Trial 5636 finished with value: 0.9969549593113655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 30, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:22:08,721] Trial 5637 finished with value: 0.9972966591445642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:22:12,503] Trial 5638 finished with value: 0.9972109934859743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 18, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:22:14,664] Trial 5639 finished with value: 0.9975599421302878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:22:18,300] Trial 5640 finished with value: 0.9973795751578027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:22:19,584] Trial 5641 finished with value: 0.9972546730667716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 48}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:22:22,452] Trial 5642 finished with value: 0.9974691499744558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:22:25,134] Trial 5643 finished with value: 0.9973228364754322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:22:26,146] Trial 5644 finished with value: 0.997141158568679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:22:39,864] Trial 5645 finished with value: 0.9959780586484244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 74, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:22:44,652] Trial 5646 finished with value: 0.9971827775023581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 22, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:22:46,733] Trial 5647 finished with value: 0.997258170838078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:22:48,570] Trial 5648 finished with value: 0.9975075113610498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:22:50,009] Trial 5649 finished with value: 0.9971501860038661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:22:51,557] Trial 5650 finished with value: 0.986732879739019 and parameters: {'classifier': 'SVC', 'svc_c': 543985701.7480155, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:22:53,752] Trial 5651 finished with value: 0.9975699255429861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:22:55,504] Trial 5652 finished with value: 0.9968907815491249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:22:58,009] Trial 5653 finished with value: 0.9972717348580212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:23:00,184] Trial 5654 finished with value: 0.9976081287478493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:23:07,738] Trial 5655 finished with value: 0.9967230601332786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 44, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:23:10,274] Trial 5656 finished with value: 0.9971275577962389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:23:19,181] Trial 5657 finished with value: 0.9968969889125439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 40, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:23:20,996] Trial 5658 finished with value: 0.9965779695910436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:23:24,283] Trial 5659 finished with value: 0.9975074220188405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:23:26,259] Trial 5660 finished with value: 0.9974885178103242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:23:28,898] Trial 5661 finished with value: 0.9971647226002457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:23:32,628] Trial 5662 finished with value: 0.9970910896075633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:23:33,839] Trial 5663 finished with value: 0.997509514435604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 72}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:23:36,423] Trial 5664 finished with value: 0.9977333457106602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:23:38,579] Trial 5665 finished with value: 0.9973377530697779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:23:44,447] Trial 5666 finished with value: 0.9969889796187137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 26, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:23:46,244] Trial 5667 finished with value: 0.9971201531519988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 80}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:23:49,010] Trial 5668 finished with value: 0.9968849535489142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:23:50,771] Trial 5669 finished with value: 0.985361240756189 and parameters: {'classifier': 'SVC', 'svc_c': 0.005251607267165006, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:23:53,483] Trial 5670 finished with value: 0.9974283232824229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:23:55,333] Trial 5671 finished with value: 0.9974547976483669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:23:57,981] Trial 5672 finished with value: 0.9969279121079294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 15, 'rf_n_estimators': 86}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:24:09,845] Trial 5673 finished with value: 0.9965735290134576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 53, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:24:12,037] Trial 5674 finished with value: 0.9972373812391687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:24:14,495] Trial 5675 finished with value: 0.9975057745675393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:24:17,341] Trial 5676 finished with value: 0.997615566526465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:24:19,252] Trial 5677 finished with value: 0.9974913405798147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:24:21,305] Trial 5678 finished with value: 0.9973650026023738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:24:24,405] Trial 5679 finished with value: 0.9973104203521265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:24:25,843] Trial 5680 finished with value: 0.9972520031787814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 67}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:24:28,317] Trial 5681 finished with value: 0.9973594607193988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:24:31,745] Trial 5682 finished with value: 0.9969496591760315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 19, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:24:35,105] Trial 5683 finished with value: 0.9970762017677618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 89}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:24:38,029] Trial 5684 finished with value: 0.9973622992308915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:24:39,017] Trial 5685 finished with value: 0.9965683270752096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 3, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:24:45,878] Trial 5686 finished with value: 0.9968133900582261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 30, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:24:48,863] Trial 5687 finished with value: 0.9973213279726901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:24:49,607] Trial 5688 finished with value: 0.992697410207215 and parameters: {'classifier': 'SVC', 'svc_c': 364.4528910763081, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:24:50,256] Trial 5689 finished with value: 0.9963894101759788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 1, 'rf_n_estimators': 55}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:24:51,441] Trial 5690 finished with value: 0.995987722936463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 22}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:24:53,443] Trial 5691 finished with value: 0.9974017881383862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:24:55,038] Trial 5692 finished with value: 0.997083127582192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:25:06,806] Trial 5693 finished with value: 0.996526759461727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 54, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:25:08,243] Trial 5694 finished with value: 0.9976207685599268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:25:10,264] Trial 5695 finished with value: 0.9943109714849522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 38, 'rf_n_estimators': 62}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:25:11,765] Trial 5696 finished with value: 0.989518393750231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 51, 'rf_n_estimators': 51}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:25:12,899] Trial 5697 finished with value: 0.9939527553399193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:25:15,355] Trial 5698 finished with value: 0.997515354750123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:25:17,928] Trial 5699 finished with value: 0.9974111821464048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:25:19,619] Trial 5700 finished with value: 0.9975044122178612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:25:21,535] Trial 5701 finished with value: 0.9975251515439253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:25:24,107] Trial 5702 finished with value: 0.997850042536997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:25:26,202] Trial 5703 finished with value: 0.9977034288291068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 127}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:25:28,067] Trial 5704 finished with value: 0.9974718030730929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:25:30,368] Trial 5705 finished with value: 0.9976279828084603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:25:32,415] Trial 5706 finished with value: 0.9973551578525935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:25:33,188] Trial 5707 finished with value: 0.992212217898898 and parameters: {'classifier': 'SVC', 'svc_c': 42.10490420288853, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:25:35,310] Trial 5708 finished with value: 0.9972912523381234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:25:36,356] Trial 5709 finished with value: 0.9969694749289881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:25:38,463] Trial 5710 finished with value: 0.9975543337246586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 127}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:25:44,311] Trial 5711 finished with value: 0.9973154919110506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 24, 'rf_n_estimators': 127}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:25:58,986] Trial 5712 finished with value: 0.9964546064076701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 67, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:26:06,593] Trial 5713 finished with value: 0.9970433377993343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 34, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:26:08,769] Trial 5714 finished with value: 0.9974571476182498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:26:10,862] Trial 5715 finished with value: 0.9975041345429089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:26:13,206] Trial 5716 finished with value: 0.9976271029384512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:26:15,614] Trial 5717 finished with value: 0.9976512811937415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 127}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:26:17,532] Trial 5718 finished with value: 0.9974356922215174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:26:19,732] Trial 5719 finished with value: 0.9973873765258863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:26:22,057] Trial 5720 finished with value: 0.9974021475701885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:26:24,198] Trial 5721 finished with value: 0.9973210866693796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:26:32,073] Trial 5722 finished with value: 0.9969766738798501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 34, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:26:33,910] Trial 5723 finished with value: 0.9966906751216128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:26:36,267] Trial 5724 finished with value: 0.9973803387401184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:26:38,014] Trial 5725 finished with value: 0.9973630473251083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:26:39,834] Trial 5726 finished with value: 0.9973779876911467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:26:41,587] Trial 5727 finished with value: 0.9852055630193042 and parameters: {'classifier': 'SVC', 'svc_c': 0.00024330854665623568, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:26:43,903] Trial 5728 finished with value: 0.9973477177888485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:26:52,018] Trial 5729 finished with value: 0.9930631982235224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 73, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:26:54,128] Trial 5730 finished with value: 0.997386798039047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:26:56,447] Trial 5731 finished with value: 0.9973372251096871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:26:59,060] Trial 5732 finished with value: 0.9974858131693253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:27:01,447] Trial 5733 finished with value: 0.9975892334259471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:27:03,577] Trial 5734 finished with value: 0.9975023005996636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:27:05,792] Trial 5735 finished with value: 0.9973177130567671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 127}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:27:11,875] Trial 5736 finished with value: 0.9973555680650475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 28, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:27:15,678] Trial 5737 finished with value: 0.9974496967318783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:27:16,748] Trial 5738 finished with value: 0.9970330513530956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 127}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:27:19,300] Trial 5739 finished with value: 0.9975931373155177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:27:21,061] Trial 5740 finished with value: 0.9973849876453289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:27:22,728] Trial 5741 finished with value: 0.9975151016403111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:27:31,588] Trial 5742 finished with value: 0.9968630058654989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 37, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:27:35,239] Trial 5743 finished with value: 0.9974603677146038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:27:40,817] Trial 5744 finished with value: 0.9975258926875404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 25, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:27:42,539] Trial 5745 finished with value: 0.985164923453974 and parameters: {'classifier': 'SVC', 'svc_c': 0.0005139530395308696, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:27:45,053] Trial 5746 finished with value: 0.997558932960044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 127}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:27:47,066] Trial 5747 finished with value: 0.9974156264055879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:27:51,128] Trial 5748 finished with value: 0.996810656345304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 23, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:27:53,804] Trial 5749 finished with value: 0.997680031135913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:27:55,764] Trial 5750 finished with value: 0.9974347152017738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:27:58,279] Trial 5751 finished with value: 0.9971845682820492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:27:59,263] Trial 5752 finished with value: 0.9972762484010563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:28:00,871] Trial 5753 finished with value: 0.9968948210230361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:28:01,971] Trial 5754 finished with value: 0.9894593845062222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:28:05,321] Trial 5755 finished with value: 0.9975122448795216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:28:07,533] Trial 5756 finished with value: 0.9972732690367304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:28:10,051] Trial 5757 finished with value: 0.9974096605676447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:28:18,008] Trial 5758 finished with value: 0.9942521646335792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 62, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:28:19,984] Trial 5759 finished with value: 0.9975540549071416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:28:22,770] Trial 5760 finished with value: 0.9975015301302218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:28:25,035] Trial 5761 finished with value: 0.9971624369948393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:28:26,630] Trial 5762 finished with value: 0.9955963189059189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:28:28,372] Trial 5763 finished with value: 0.9852058094324178 and parameters: {'classifier': 'SVC', 'svc_c': 1.2829919611791262e-07, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:28:35,847] Trial 5764 finished with value: 0.9969556788732036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 33, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:28:37,286] Trial 5765 finished with value: 0.997117773665862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:28:41,260] Trial 5766 finished with value: 0.9974465432851298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 18, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:28:44,308] Trial 5767 finished with value: 0.9976303246851765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:28:45,744] Trial 5768 finished with value: 0.9941633985622843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:28:52,317] Trial 5769 finished with value: 0.9962285092681857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 44, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:28:56,027] Trial 5770 finished with value: 0.997435674829144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:28:58,902] Trial 5771 finished with value: 0.997300799957614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:29:00,971] Trial 5772 finished with value: 0.9974305883851414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:29:03,156] Trial 5773 finished with value: 0.9975137211365498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:29:06,535] Trial 5774 finished with value: 0.99749153903695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:29:11,331] Trial 5775 finished with value: 0.9974497017147298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:29:13,250] Trial 5776 finished with value: 0.9973612974555799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:29:16,189] Trial 5777 finished with value: 0.9975215018749936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:29:17,278] Trial 5778 finished with value: 0.9972341426713524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:29:18,094] Trial 5779 finished with value: 0.9935053563731285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:29:20,048] Trial 5780 finished with value: 0.9972969240926157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:29:21,817] Trial 5781 finished with value: 0.9971970501345612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:29:25,465] Trial 5782 finished with value: 0.9969425779093304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:30:31,883] Trial 5783 finished with value: 0.9901006844413808 and parameters: {'classifier': 'SVC', 'svc_c': 65231340.25581526, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:30:40,631] Trial 5784 finished with value: 0.9962894295150792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 57, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:30:42,718] Trial 5785 finished with value: 0.9973591540994747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:30:45,193] Trial 5786 finished with value: 0.9973185510962139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:30:47,672] Trial 5787 finished with value: 0.9974864128570872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:30:50,292] Trial 5788 finished with value: 0.997516446597616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:30:51,267] Trial 5789 finished with value: 0.996948098305742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:30:53,672] Trial 5790 finished with value: 0.9976993604419618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:31:04,623] Trial 5791 finished with value: 0.996474643945124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 64, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:31:16,908] Trial 5792 finished with value: 0.9964010155227002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 51, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:31:18,450] Trial 5793 finished with value: 0.9974931673820308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:31:20,008] Trial 5794 finished with value: 0.9974055970363999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:31:21,970] Trial 5795 finished with value: 0.9973351377075126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:31:24,579] Trial 5796 finished with value: 0.9972203341108323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:31:26,898] Trial 5797 finished with value: 0.9973392821069461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:31:29,245] Trial 5798 finished with value: 0.9973598459223818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:31:31,547] Trial 5799 finished with value: 0.9974073279901353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:31:34,761] Trial 5800 finished with value: 0.9975316386135226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:31:36,470] Trial 5801 finished with value: 0.9852052355793127 and parameters: {'classifier': 'SVC', 'svc_c': 6.576750499122185e-07, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:31:39,650] Trial 5802 finished with value: 0.9955427972730634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 30, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:31:41,536] Trial 5803 finished with value: 0.9968111756726841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 78}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:31:46,041] Trial 5804 finished with value: 0.9976739715124534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 19, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:31:48,648] Trial 5805 finished with value: 0.996829796334735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 13, 'rf_n_estimators': 91}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:31:50,506] Trial 5806 finished with value: 0.9974795019277353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:31:51,942] Trial 5807 finished with value: 0.9956715267335698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:31:54,284] Trial 5808 finished with value: 0.9974456372313475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:31:57,595] Trial 5809 finished with value: 0.9972794329192162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 17, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:31:59,179] Trial 5810 finished with value: 0.9974403497277008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:32:01,202] Trial 5811 finished with value: 0.9969963953077455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 76}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:32:04,128] Trial 5812 finished with value: 0.9974702162411951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:32:06,145] Trial 5813 finished with value: 0.9973390255694401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:32:09,370] Trial 5814 finished with value: 0.9973834826020188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:32:11,497] Trial 5815 finished with value: 0.997519051295944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:32:12,604] Trial 5816 finished with value: 0.9898725170064543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:32:16,163] Trial 5817 finished with value: 0.9971398043756431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:32:17,718] Trial 5818 finished with value: 0.9973544632367505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:32:20,405] Trial 5819 finished with value: 0.9975102811917106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:32:24,335] Trial 5820 finished with value: 0.9932662826823685 and parameters: {'classifier': 'SVC', 'svc_c': 1075180.9108216383, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:32:26,969] Trial 5821 finished with value: 0.9973796824001919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:32:29,291] Trial 5822 finished with value: 0.9976910018196988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:32:30,966] Trial 5823 finished with value: 0.9972524622358753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:32:48,671] Trial 5824 finished with value: 0.9958342877683819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 74, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:32:54,379] Trial 5825 finished with value: 0.9973126074113302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 24, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:32:54,905] Trial 5826 finished with value: 0.993289488075581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 19}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:33:07,648] Trial 5827 finished with value: 0.9962491578238345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 60, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:33:09,587] Trial 5828 finished with value: 0.9974375110257808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:33:12,412] Trial 5829 finished with value: 0.9973209341052583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:33:13,677] Trial 5830 finished with value: 0.9968282070907563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 3, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:33:15,723] Trial 5831 finished with value: 0.9972866547213713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:33:17,169] Trial 5832 finished with value: 0.9970476485371407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 5, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:33:18,295] Trial 5833 finished with value: 0.9970334833060163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 4, 'rf_n_estimators': 69}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:33:20,966] Trial 5834 finished with value: 0.9974202958769623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:33:23,532] Trial 5835 finished with value: 0.997047469313177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:33:25,597] Trial 5836 finished with value: 0.9962874881390172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 21, 'rf_n_estimators': 40}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:33:27,119] Trial 5837 finished with value: 0.9970158176693392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 42}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:33:28,851] Trial 5838 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 4.088378625823692e-05, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:33:30,009] Trial 5839 finished with value: 0.9968673611633273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 65}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:33:32,288] Trial 5840 finished with value: 0.9974441949973563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:33:34,274] Trial 5841 finished with value: 0.9973163788586129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:33:35,036] Trial 5842 finished with value: 0.9961085963127333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 15}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:33:38,076] Trial 5843 finished with value: 0.9973705764454217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:33:40,361] Trial 5844 finished with value: 0.9972614992876482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:33:42,902] Trial 5845 finished with value: 0.9974031646749091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:33:45,466] Trial 5846 finished with value: 0.9973951846224063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:33:46,655] Trial 5847 finished with value: 0.9973299044756878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 31}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:33:48,781] Trial 5848 finished with value: 0.9971261602809592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:33:50,719] Trial 5849 finished with value: 0.9973204705096439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:33:53,821] Trial 5850 finished with value: 0.9974017261859909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:33:55,503] Trial 5851 finished with value: 0.9974157116536073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:33:57,161] Trial 5852 finished with value: 0.9973403115577127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:33:58,924] Trial 5853 finished with value: 0.9973658509249027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:34:01,044] Trial 5854 finished with value: 0.9975171141092858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:34:02,219] Trial 5855 finished with value: 0.9970038153131333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:34:04,510] Trial 5856 finished with value: 0.9973377152381921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:34:06,200] Trial 5857 finished with value: 0.9952626510801773 and parameters: {'classifier': 'SVC', 'svc_c': 209164.92477891297, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:34:08,918] Trial 5858 finished with value: 0.9974960500092146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:34:09,871] Trial 5859 finished with value: 0.9970958125890498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:34:13,331] Trial 5860 finished with value: 0.9974186260504365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 17, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:34:15,456] Trial 5861 finished with value: 0.9974722023994446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:34:18,114] Trial 5862 finished with value: 0.9967853746264472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 15, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:34:19,392] Trial 5863 finished with value: 0.9972268582503055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 4, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:34:26,424] Trial 5864 finished with value: 0.9965988754776459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 29, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:34:28,610] Trial 5865 finished with value: 0.9973365246858071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:34:31,020] Trial 5866 finished with value: 0.9972223457546215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:34:32,738] Trial 5867 finished with value: 0.997577532928979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:34:40,523] Trial 5868 finished with value: 0.9969714189392965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 38, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:34:41,876] Trial 5869 finished with value: 0.9973175540815885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 35}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:34:44,479] Trial 5870 finished with value: 0.997269189890435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:34:46,427] Trial 5871 finished with value: 0.997387239069009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:34:48,759] Trial 5872 finished with value: 0.9961035473511992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 19, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:34:51,429] Trial 5873 finished with value: 0.9974182428469417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:34:53,937] Trial 5874 finished with value: 0.9974546522887507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:34:57,371] Trial 5875 finished with value: 0.9970958192857483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:34:59,130] Trial 5876 finished with value: 0.985402209062765 and parameters: {'classifier': 'SVC', 'svc_c': 0.14013795341177382, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:35:00,796] Trial 5877 finished with value: 0.9970087252943705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:35:02,127] Trial 5878 finished with value: 0.9940455465395912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:35:03,779] Trial 5879 finished with value: 0.9975961856780543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:35:05,877] Trial 5880 finished with value: 0.9971979830068753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:35:11,641] Trial 5881 finished with value: 0.9968190449916277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 25, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:35:13,746] Trial 5882 finished with value: 0.9976350419221017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:35:16,399] Trial 5883 finished with value: 0.997588531034317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:35:18,890] Trial 5884 finished with value: 0.9972819608435461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:35:21,361] Trial 5885 finished with value: 0.9968881803102287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 26, 'rf_n_estimators': 47}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:35:22,596] Trial 5886 finished with value: 0.9957638769032798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 59}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:35:24,361] Trial 5887 finished with value: 0.9967390714315288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:35:25,393] Trial 5888 finished with value: 0.9895847171854438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:35:27,725] Trial 5889 finished with value: 0.9974134654984198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:35:29,394] Trial 5890 finished with value: 0.9973380621969966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:35:31,867] Trial 5891 finished with value: 0.9974514671993084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:35:38,806] Trial 5892 finished with value: 0.9972026979904092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 35, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:35:41,000] Trial 5893 finished with value: 0.9974828039396285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:35:41,871] Trial 5894 finished with value: 0.9950672598901021 and parameters: {'classifier': 'SVC', 'svc_c': 1067.4483835193098, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:35:45,708] Trial 5895 finished with value: 0.9973767075109111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:35:49,869] Trial 5896 finished with value: 0.996467253233825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 21, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:35:53,104] Trial 5897 finished with value: 0.9967724650421562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:35:58,238] Trial 5898 finished with value: 0.9973409050565825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 23, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:36:00,169] Trial 5899 finished with value: 0.9974760033629813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:36:02,963] Trial 5900 finished with value: 0.9974007926154426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:36:04,747] Trial 5901 finished with value: 0.9969698592115718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:36:06,764] Trial 5902 finished with value: 0.9975812838735735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:36:09,346] Trial 5903 finished with value: 0.9968846981222347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:36:11,649] Trial 5904 finished with value: 0.9974593827286454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:36:13,841] Trial 5905 finished with value: 0.9974902694889133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:36:15,796] Trial 5906 finished with value: 0.9972485248310744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 83}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:36:17,307] Trial 5907 finished with value: 0.9957252079128863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:36:19,989] Trial 5908 finished with value: 0.996998115058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:36:24,006] Trial 5909 finished with value: 0.9968019585717619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 31, 'rf_n_estimators': 74}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:36:27,384] Trial 5910 finished with value: 0.9970102636307456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:36:29,749] Trial 5911 finished with value: 0.9973093395494254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:36:31,309] Trial 5912 finished with value: 0.9972807932059302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:36:32,633] Trial 5913 finished with value: 0.9863554114110528 and parameters: {'classifier': 'SVC', 'svc_c': 1.0006331955565344, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:36:35,374] Trial 5914 finished with value: 0.9975909140750994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:36:46,445] Trial 5915 finished with value: 0.9966647336668731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 48, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:36:53,101] Trial 5916 finished with value: 0.9966325723439792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 40, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:36:55,084] Trial 5917 finished with value: 0.9974184246416757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:36:59,099] Trial 5918 finished with value: 0.9972746888637589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:37:01,083] Trial 5919 finished with value: 0.9971769403616296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:37:03,356] Trial 5920 finished with value: 0.9976404225765068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:37:09,627] Trial 5921 finished with value: 0.9972066166063688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 28, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:37:11,983] Trial 5922 finished with value: 0.997392111440826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:37:14,429] Trial 5923 finished with value: 0.9973101022113419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:37:16,442] Trial 5924 finished with value: 0.9974903777786536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:37:19,630] Trial 5925 finished with value: 0.9974271743701726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:37:22,112] Trial 5926 finished with value: 0.9971548307514108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:37:24,230] Trial 5927 finished with value: 0.9975109762518842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:37:25,597] Trial 5928 finished with value: 0.9974971045646662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:37:28,444] Trial 5929 finished with value: 0.9973328826657112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:37:31,423] Trial 5930 finished with value: 0.9974834462514001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:37:33,992] Trial 5931 finished with value: 0.9974190637479184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:37:35,934] Trial 5932 finished with value: 0.9972269817425037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:37:36,928] Trial 5933 finished with value: 0.9961357791322477 and parameters: {'classifier': 'SVC', 'svc_c': 11705.289759086512, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:37:39,404] Trial 5934 finished with value: 0.9974646476983778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:37:40,881] Trial 5935 finished with value: 0.9965389850623741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:37:43,098] Trial 5936 finished with value: 0.9973710071605639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:37:47,586] Trial 5937 finished with value: 0.9937221432926701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 56, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:37:50,109] Trial 5938 finished with value: 0.9973493540049302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:38:05,196] Trial 5939 finished with value: 0.996044218569938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 73, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:38:08,482] Trial 5940 finished with value: 0.997479725997362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:38:11,129] Trial 5941 finished with value: 0.9972982259181045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:38:12,981] Trial 5942 finished with value: 0.9973264282544206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:38:15,013] Trial 5943 finished with value: 0.9975859501076814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:38:17,846] Trial 5944 finished with value: 0.9975111761689633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:38:19,752] Trial 5945 finished with value: 0.9973478158272447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:38:22,796] Trial 5946 finished with value: 0.9976600825915515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:38:26,917] Trial 5947 finished with value: 0.9973515382077224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:38:28,957] Trial 5948 finished with value: 0.9971415780803398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:38:30,819] Trial 5949 finished with value: 0.99710278026578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:38:32,589] Trial 5950 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 7.308884432350954e-06, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:38:33,640] Trial 5951 finished with value: 0.9975097637368674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 44}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:38:34,758] Trial 5952 finished with value: 0.997158216360952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 1, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:38:35,840] Trial 5953 finished with value: 0.9975076192064595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 87}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:38:36,632] Trial 5954 finished with value: 0.9887879539029654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:38:38,620] Trial 5955 finished with value: 0.9972330131827013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:38:42,535] Trial 5956 finished with value: 0.997364105244778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:38:49,192] Trial 5957 finished with value: 0.9968932903989725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 31, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:38:50,360] Trial 5958 finished with value: 0.9968074044158289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:38:55,199] Trial 5959 finished with value: 0.9964853499030234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 35, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:38:57,376] Trial 5960 finished with value: 0.9974506033252052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:39:02,737] Trial 5961 finished with value: 0.9973755279398421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:39:06,488] Trial 5962 finished with value: 0.9971734509373928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:39:12,338] Trial 5963 finished with value: 0.9967580485420183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 27, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:39:14,739] Trial 5964 finished with value: 0.9975309619613354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:39:17,442] Trial 5965 finished with value: 0.9971415754778316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:39:28,863] Trial 5966 finished with value: 0.9965101686927622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 57, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:39:29,986] Trial 5967 finished with value: 0.9973191755712812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:39:32,216] Trial 5968 finished with value: 0.9963944207981207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:43:38,495] Trial 5969 finished with value: 0.9892308618288975 and parameters: {'classifier': 'SVC', 'svc_c': 9868020919.352497, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:43:40,851] Trial 5970 finished with value: 0.9974335129381009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:43:42,870] Trial 5971 finished with value: 0.9973131802488222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:43:46,348] Trial 5972 finished with value: 0.9971250900787193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 21, 'rf_n_estimators': 92}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:43:48,265] Trial 5973 finished with value: 0.9975369793099023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:43:51,178] Trial 5974 finished with value: 0.9973528354312143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:43:54,382] Trial 5975 finished with value: 0.9976088750964812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:44:05,023] Trial 5976 finished with value: 0.9967704798677818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 47, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:44:07,229] Trial 5977 finished with value: 0.9976500305932353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:44:09,612] Trial 5978 finished with value: 0.9970643404865545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:44:23,034] Trial 5979 finished with value: 0.9962350649234013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 60, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:44:24,373] Trial 5980 finished with value: 0.9945801286495418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:44:33,619] Trial 5981 finished with value: 0.9968221520058176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 44, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:44:35,547] Trial 5982 finished with value: 0.997517359284621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:44:38,081] Trial 5983 finished with value: 0.9973146969399442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:44:40,382] Trial 5984 finished with value: 0.9977587281656355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:44:42,358] Trial 5985 finished with value: 0.9971832663930845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:44:44,340] Trial 5986 finished with value: 0.9970830157060683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:45:00,211] Trial 5987 finished with value: 0.9962102398812949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 66, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:45:02,184] Trial 5988 finished with value: 0.9973021475174274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:45:03,741] Trial 5989 finished with value: 0.9866198391513606 and parameters: {'classifier': 'SVC', 'svc_c': 8913496.204386972, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:45:05,391] Trial 5990 finished with value: 0.9968362967659914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:45:08,891] Trial 5991 finished with value: 0.9975410819739873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:45:11,064] Trial 5992 finished with value: 0.9975025022623276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:45:13,273] Trial 5993 finished with value: 0.9974031275098195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:45:15,582] Trial 5994 finished with value: 0.9975562952860298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:45:19,506] Trial 5995 finished with value: 0.9975487901595746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:45:22,504] Trial 5996 finished with value: 0.99744546276807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:45:25,019] Trial 5997 finished with value: 0.9972537126142157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:45:27,134] Trial 5998 finished with value: 0.9971734496361386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:45:43,157] Trial 5999 finished with value: 0.9964053659963666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 73, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:45:45,910] Trial 6000 finished with value: 0.9975044780105434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:45:48,257] Trial 6001 finished with value: 0.997469684282128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:45:51,137] Trial 6002 finished with value: 0.9971453059514754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:45:53,075] Trial 6003 finished with value: 0.9971001531287512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:45:54,727] Trial 6004 finished with value: 0.9957390980715667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:45:57,982] Trial 6005 finished with value: 0.9973636448229545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:45:59,498] Trial 6006 finished with value: 0.9972866320605055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:46:00,709] Trial 6007 finished with value: 0.9883590571840926 and parameters: {'classifier': 'SVC', 'svc_c': 1.8836207444827748, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:46:01,788] Trial 6008 finished with value: 0.9971610633782039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:46:10,255] Trial 6009 finished with value: 0.9966585158299447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 36, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:46:20,424] Trial 6010 finished with value: 0.997075252233046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 44, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:46:22,917] Trial 6011 finished with value: 0.9973395620987658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:46:25,093] Trial 6012 finished with value: 0.9972039215819559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:46:27,607] Trial 6013 finished with value: 0.9970228916363215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:46:30,213] Trial 6014 finished with value: 0.997339508588654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:46:31,200] Trial 6015 finished with value: 0.9971579531584854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:46:33,559] Trial 6016 finished with value: 0.9967287154792728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:46:36,535] Trial 6017 finished with value: 0.997461819914298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:46:41,002] Trial 6018 finished with value: 0.9966993611521292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 18, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:46:42,074] Trial 6019 finished with value: 0.9934652275659431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:46:44,446] Trial 6020 finished with value: 0.9972224898447215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:46:47,035] Trial 6021 finished with value: 0.997413132345605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:46:49,557] Trial 6022 finished with value: 0.9974999359033916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:46:51,088] Trial 6023 finished with value: 0.9972513435381125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:46:53,190] Trial 6024 finished with value: 0.9974662070452475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:46:57,688] Trial 6025 finished with value: 0.9974124679442501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:46:59,407] Trial 6026 finished with value: 0.9853309259130137 and parameters: {'classifier': 'SVC', 'svc_c': 0.0024207834946799356, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:47:01,625] Trial 6027 finished with value: 0.9974024738358772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:47:04,138] Trial 6028 finished with value: 0.9972728319740066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:47:05,583] Trial 6029 finished with value: 0.996961846881617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:47:09,084] Trial 6030 finished with value: 0.997446197532366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:47:20,537] Trial 6031 finished with value: 0.9967169107232787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 54, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:47:22,444] Trial 6032 finished with value: 0.9975751948925494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:47:25,200] Trial 6033 finished with value: 0.9971394275832055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:47:27,506] Trial 6034 finished with value: 0.9973752598179998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:47:29,830] Trial 6035 finished with value: 0.9975130593059651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:47:39,352] Trial 6036 finished with value: 0.9968898747971084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 41, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:47:42,305] Trial 6037 finished with value: 0.9972358223366297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:47:48,922] Trial 6038 finished with value: 0.9973429379330319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 31, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:47:51,902] Trial 6039 finished with value: 0.9973935380915048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:47:55,733] Trial 6040 finished with value: 0.9977180485153282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:47:57,118] Trial 6041 finished with value: 0.9974091286720536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:47:59,588] Trial 6042 finished with value: 0.9974427707904964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:48:02,053] Trial 6043 finished with value: 0.9975333588398455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:48:03,735] Trial 6044 finished with value: 0.996309875614616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:48:08,010] Trial 6045 finished with value: 0.9971747572061886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:48:22,764] Trial 6046 finished with value: 0.9961294033992297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 62, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:48:23,760] Trial 6047 finished with value: 0.9963224128180387 and parameters: {'classifier': 'SVC', 'svc_c': 27553.696468656053, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:48:26,880] Trial 6048 finished with value: 0.9974627879839518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:48:27,776] Trial 6049 finished with value: 0.9897572072218876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:48:29,658] Trial 6050 finished with value: 0.997617439253433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:48:32,041] Trial 6051 finished with value: 0.9973446947848998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:48:32,949] Trial 6052 finished with value: 0.9963321773661269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:48:44,960] Trial 6053 finished with value: 0.9970338046205915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 53, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:48:55,838] Trial 6054 finished with value: 0.9971695860854486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 45, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:48:57,702] Trial 6055 finished with value: 0.9975587401839939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:49:00,451] Trial 6056 finished with value: 0.9972729296950238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:49:06,349] Trial 6057 finished with value: 0.9961634162481697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 39, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:49:11,885] Trial 6058 finished with value: 0.9972724565145613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 25, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:49:13,612] Trial 6059 finished with value: 0.9974183356168455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:49:16,121] Trial 6060 finished with value: 0.997538541100591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:49:17,828] Trial 6061 finished with value: 0.9966562866862758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:49:21,295] Trial 6062 finished with value: 0.997142032503699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:49:22,438] Trial 6063 finished with value: 0.9873270951871911 and parameters: {'classifier': 'SVC', 'svc_c': 100232.54918973178, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:49:24,730] Trial 6064 finished with value: 0.9976113408145126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:49:26,999] Trial 6065 finished with value: 0.9976649715622941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:49:29,956] Trial 6066 finished with value: 0.9972779010891119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:49:33,007] Trial 6067 finished with value: 0.9973833593637241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:49:35,541] Trial 6068 finished with value: 0.997022800231148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:49:40,455] Trial 6069 finished with value: 0.9969468102545053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 21, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:49:43,121] Trial 6070 finished with value: 0.9975049662982499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:49:45,058] Trial 6071 finished with value: 0.9971112687278226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:49:47,137] Trial 6072 finished with value: 0.9974354121662219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:49:49,799] Trial 6073 finished with value: 0.9974741230506532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:49:51,822] Trial 6074 finished with value: 0.99748709306392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:49:53,739] Trial 6075 finished with value: 0.9954582259057849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:49:55,806] Trial 6076 finished with value: 0.9972807497567349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:49:57,319] Trial 6077 finished with value: 0.99464801028906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:49:58,430] Trial 6078 finished with value: 0.9967755293053845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:49:59,737] Trial 6079 finished with value: 0.997506551606728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 57}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:50:11,181] Trial 6080 finished with value: 0.9969189199970333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 50, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:50:12,764] Trial 6081 finished with value: 0.9974310440780166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 63}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:50:14,610] Trial 6082 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.087971113300025e-09, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:50:16,295] Trial 6083 finished with value: 0.9973589501199434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 81}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:50:17,647] Trial 6084 finished with value: 0.9973030416377565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:50:19,429] Trial 6085 finished with value: 0.997369328479162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 53}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:50:20,449] Trial 6086 finished with value: 0.9969575559165271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:50:23,562] Trial 6087 finished with value: 0.9969802924138945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:50:26,106] Trial 6088 finished with value: 0.9976585442869145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:50:28,286] Trial 6089 finished with value: 0.9975864720058318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:50:30,790] Trial 6090 finished with value: 0.9974408151641138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:50:32,652] Trial 6091 finished with value: 0.9972401282820118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:50:35,812] Trial 6092 finished with value: 0.9974114061208178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:50:38,915] Trial 6093 finished with value: 0.9976891470246482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:50:41,234] Trial 6094 finished with value: 0.9972846133709009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:50:43,002] Trial 6095 finished with value: 0.9973316224486193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 72}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:50:45,111] Trial 6096 finished with value: 0.9973994863149093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:50:47,156] Trial 6097 finished with value: 0.9976096614666146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:50:49,961] Trial 6098 finished with value: 0.9974290867695251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:50:54,344] Trial 6099 finished with value: 0.9972282371354337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 19, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:50:56,352] Trial 6100 finished with value: 0.9973731967270624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:50:57,438] Trial 6101 finished with value: 0.9900475715610355 and parameters: {'classifier': 'SVC', 'svc_c': 11.535890779406133, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:50:59,499] Trial 6102 finished with value: 0.9959779776850225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:51:00,397] Trial 6103 finished with value: 0.9970666487528268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 27}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:51:03,268] Trial 6104 finished with value: 0.9972662695586169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:51:07,023] Trial 6105 finished with value: 0.9973714028053186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:51:07,597] Trial 6106 finished with value: 0.9877702608249317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 6, 'rf_n_estimators': 50}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:51:09,751] Trial 6107 finished with value: 0.9974112998305656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:51:12,736] Trial 6108 finished with value: 0.9975847543185417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:51:15,189] Trial 6109 finished with value: 0.9975185540581477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:51:17,253] Trial 6110 finished with value: 0.9974273038925731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:51:19,973] Trial 6111 finished with value: 0.9971181805458356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:51:20,574] Trial 6112 finished with value: 0.9859182707707145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 2}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:51:21,694] Trial 6113 finished with value: 0.9971373806468632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:51:23,177] Trial 6114 finished with value: 0.9973782645409136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:51:28,196] Trial 6115 finished with value: 0.9968446844601777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 23, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:51:31,472] Trial 6116 finished with value: 0.9973287555951754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:51:33,595] Trial 6117 finished with value: 0.9976522263168879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:51:40,261] Trial 6118 finished with value: 0.9967733115238863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 31, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:51:41,634] Trial 6119 finished with value: 0.9973639679465903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:51:43,316] Trial 6120 finished with value: 0.9853836912632722 and parameters: {'classifier': 'SVC', 'svc_c': 0.014773266444769319, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:51:45,973] Trial 6121 finished with value: 0.9975128882069061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:51:48,509] Trial 6122 finished with value: 0.9972451211626635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:51:50,765] Trial 6123 finished with value: 0.9971849593882828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:51:52,831] Trial 6124 finished with value: 0.9974133370868462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:51:53,472] Trial 6125 finished with value: 0.996142692314991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 24}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:51:55,826] Trial 6126 finished with value: 0.9947452825956254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 31, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:51:57,959] Trial 6127 finished with value: 0.9971042505560815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:52:04,159] Trial 6128 finished with value: 0.9967172043306607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 32, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:52:06,426] Trial 6129 finished with value: 0.9972311935215146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:52:08,549] Trial 6130 finished with value: 0.9976258510366911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:52:11,487] Trial 6131 finished with value: 0.997440876830868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 14, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:52:14,644] Trial 6132 finished with value: 0.9976481012458404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:52:19,943] Trial 6133 finished with value: 0.9966240868018241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 29, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:52:29,954] Trial 6134 finished with value: 0.9958149943261686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 60, 'rf_n_estimators': 85}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:52:33,155] Trial 6135 finished with value: 0.9969739076355729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:52:35,718] Trial 6136 finished with value: 0.9975514513196401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:52:39,409] Trial 6137 finished with value: 0.9972202081430775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:52:40,173] Trial 6138 finished with value: 0.9924155360756947 and parameters: {'classifier': 'SVC', 'svc_c': 219.16581398190414, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:52:51,780] Trial 6139 finished with value: 0.9964920902411226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 53, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:52:59,916] Trial 6140 finished with value: 0.9963670052127928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 35, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:53:02,272] Trial 6141 finished with value: 0.997461205944478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:53:03,634] Trial 6142 finished with value: 0.997376801518593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 68}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:53:05,906] Trial 6143 finished with value: 0.9973112532182943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:53:11,118] Trial 6144 finished with value: 0.9969879342989931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 26, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:53:13,113] Trial 6145 finished with value: 0.9974433793013963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:53:14,872] Trial 6146 finished with value: 0.9974829956365897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:53:17,607] Trial 6147 finished with value: 0.9975593193690674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:53:27,451] Trial 6148 finished with value: 0.9968509910362954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 42, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:53:29,717] Trial 6149 finished with value: 0.9973032350168268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:53:31,763] Trial 6150 finished with value: 0.9973120511092882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:53:33,071] Trial 6151 finished with value: 0.9968066576228661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:53:37,347] Trial 6152 finished with value: 0.9971055747885328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 21, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:53:39,030] Trial 6153 finished with value: 0.9974437438112634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:53:41,651] Trial 6154 finished with value: 0.9950361410939927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 27, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:53:42,363] Trial 6155 finished with value: 0.9947464737827687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 11}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:53:50,170] Trial 6156 finished with value: 0.9967630902673096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 33, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:53:59,931] Trial 6157 finished with value: 0.9965488810688751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 66, 'rf_n_estimators': 79}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:54:01,666] Trial 6158 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 9.548901596653652e-09, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:54:03,432] Trial 6159 finished with value: 0.9972880422074722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 61}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:54:05,888] Trial 6160 finished with value: 0.9974719370070623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:54:08,384] Trial 6161 finished with value: 0.9973583274221989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:54:10,251] Trial 6162 finished with value: 0.9970553997910684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:54:11,603] Trial 6163 finished with value: 0.9972759825326055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 38}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:54:13,614] Trial 6164 finished with value: 0.9974485482004827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:54:14,675] Trial 6165 finished with value: 0.997034096704554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:54:16,935] Trial 6166 finished with value: 0.9970543247964044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:54:20,206] Trial 6167 finished with value: 0.997418348724601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:54:21,923] Trial 6168 finished with value: 0.9973860613704765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 88}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:54:26,131] Trial 6169 finished with value: 0.9974385720240276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 18, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:54:27,812] Trial 6170 finished with value: 0.996874610640938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:54:29,845] Trial 6171 finished with value: 0.99757915914762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:54:31,872] Trial 6172 finished with value: 0.9972778212365369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:54:33,312] Trial 6173 finished with value: 0.9968227637857217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:54:41,312] Trial 6174 finished with value: 0.9970528639322617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 36, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:54:44,402] Trial 6175 finished with value: 0.9974035253444896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:54:46,117] Trial 6176 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 6.937402830458894e-05, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:54:47,888] Trial 6177 finished with value: 0.997392522319776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:54:50,527] Trial 6178 finished with value: 0.9971951645537404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:54:52,320] Trial 6179 finished with value: 0.9963816749496943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:54:57,808] Trial 6180 finished with value: 0.996969746256359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 28, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:55:00,303] Trial 6181 finished with value: 0.9970488411207518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:55:02,464] Trial 6182 finished with value: 0.9973287636883418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:55:10,018] Trial 6183 finished with value: 0.9968620781347256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 40, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:55:11,197] Trial 6184 finished with value: 0.9973164608693658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:55:13,093] Trial 6185 finished with value: 0.9974466540504269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 93}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:55:15,656] Trial 6186 finished with value: 0.9974901834474462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:55:18,669] Trial 6187 finished with value: 0.9972575625810814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:55:21,048] Trial 6188 finished with value: 0.997248391151008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:55:28,667] Trial 6189 finished with value: 0.9969957406499282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 40, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:55:30,509] Trial 6190 finished with value: 0.9973207591341745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:55:40,538] Trial 6191 finished with value: 0.9968487447858942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 52, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:55:43,880] Trial 6192 finished with value: 0.9879870241949459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 67, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:55:46,080] Trial 6193 finished with value: 0.9975710806758662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:55:52,660] Trial 6194 finished with value: 0.992781132458517 and parameters: {'classifier': 'SVC', 'svc_c': 2536196.3813932273, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:55:53,492] Trial 6195 finished with value: 0.9968625263691928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 2, 'rf_n_estimators': 76}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:55:56,025] Trial 6196 finished with value: 0.9969589261372063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:55:58,359] Trial 6197 finished with value: 0.9975636675893425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:55:59,982] Trial 6198 finished with value: 0.9954268046474174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 15, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:56:01,741] Trial 6199 finished with value: 0.9968366321404596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 55}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:56:04,277] Trial 6200 finished with value: 0.9976740718994548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:56:06,519] Trial 6201 finished with value: 0.9974045824707116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:56:07,463] Trial 6202 finished with value: 0.9967186286009965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:56:09,060] Trial 6203 finished with value: 0.9974159322003263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:56:13,530] Trial 6204 finished with value: 0.9969731105062888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 24, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:56:16,168] Trial 6205 finished with value: 0.9975130977405713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:56:17,524] Trial 6206 finished with value: 0.9953918256965739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:56:19,529] Trial 6207 finished with value: 0.9972776482332032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:56:23,026] Trial 6208 finished with value: 0.9968650541665713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 18, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:56:25,767] Trial 6209 finished with value: 0.9970105942127899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:56:29,979] Trial 6210 finished with value: 0.9972282423404505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 20, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:56:40,396] Trial 6211 finished with value: 0.9964860370287202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 48, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:56:42,045] Trial 6212 finished with value: 0.9969465473694177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:56:43,811] Trial 6213 finished with value: 0.985205317494852 and parameters: {'classifier': 'SVC', 'svc_c': 1.7341594374991658e-06, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:56:45,237] Trial 6214 finished with value: 0.9961699134104217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:56:48,998] Trial 6215 finished with value: 0.9972700975311127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 16, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:56:50,408] Trial 6216 finished with value: 0.9971733880963362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:56:52,639] Trial 6217 finished with value: 0.9971937941743715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:56:55,042] Trial 6218 finished with value: 0.997593579995851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:57:01,695] Trial 6219 finished with value: 0.9950809855829458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 51, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:57:02,967] Trial 6220 finished with value: 0.997037761734633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:57:06,560] Trial 6221 finished with value: 0.9974503880152409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:57:08,470] Trial 6222 finished with value: 0.9975406616688787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:57:17,731] Trial 6223 finished with value: 0.9964431645746478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 45, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:57:20,421] Trial 6224 finished with value: 0.997507995998897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:57:23,238] Trial 6225 finished with value: 0.997399925726238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:57:25,793] Trial 6226 finished with value: 0.9973569744034654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:57:27,683] Trial 6227 finished with value: 0.9964396670255068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 13, 'rf_n_estimators': 65}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:57:29,919] Trial 6228 finished with value: 0.9970152611133938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:57:32,265] Trial 6229 finished with value: 0.9973680156406196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:57:34,668] Trial 6230 finished with value: 0.9974194504743211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:57:36,465] Trial 6231 finished with value: 0.9974943177542249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:57:38,345] Trial 6232 finished with value: 0.9850765916524669 and parameters: {'classifier': 'SVC', 'svc_c': 3.194827843742676e-10, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:57:40,402] Trial 6233 finished with value: 0.9972152637262107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:57:40,930] Trial 6234 finished with value: 0.9957633433573173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 8}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:57:43,753] Trial 6235 finished with value: 0.997182916387441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:57:45,355] Trial 6236 finished with value: 0.9975034631274763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:57:47,442] Trial 6237 finished with value: 0.9970845397286471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:57:48,582] Trial 6238 finished with value: 0.9969581566833776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:58:01,648] Trial 6239 finished with value: 0.9956672928014997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 73, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:58:03,409] Trial 6240 finished with value: 0.9972842956109713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:58:05,309] Trial 6241 finished with value: 0.9974189129928579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:58:06,367] Trial 6242 finished with value: 0.9905552213905132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 14, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:58:09,253] Trial 6243 finished with value: 0.9973371677910263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:58:11,438] Trial 6244 finished with value: 0.997384879895133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:58:13,699] Trial 6245 finished with value: 0.9976331248255391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:58:15,843] Trial 6246 finished with value: 0.9973297727633718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:58:18,381] Trial 6247 finished with value: 0.9971451247597618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:58:19,749] Trial 6248 finished with value: 0.9973282669900897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 5, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:58:22,305] Trial 6249 finished with value: 0.9961405292179072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 16, 'rf_n_estimators': 72}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:58:23,587] Trial 6250 finished with value: 0.994200435081669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:58:25,543] Trial 6251 finished with value: 0.9852056454109119 and parameters: {'classifier': 'SVC', 'svc_c': 6.812716749297514e-08, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:58:27,825] Trial 6252 finished with value: 0.9973477175984211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:58:29,693] Trial 6253 finished with value: 0.9971931066360821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:58:33,989] Trial 6254 finished with value: 0.9971247462937057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 19, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:58:35,842] Trial 6255 finished with value: 0.9975081187611231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:58:38,817] Trial 6256 finished with value: 0.9971912559669596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:58:41,355] Trial 6257 finished with value: 0.997542131292684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:58:43,449] Trial 6258 finished with value: 0.9971825015412524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:58:46,274] Trial 6259 finished with value: 0.9975519574440505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:58:46,996] Trial 6260 finished with value: 0.996846164398803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 21}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:58:49,073] Trial 6261 finished with value: 0.9973954640746817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:58:52,192] Trial 6262 finished with value: 0.9972789562793216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:58:57,121] Trial 6263 finished with value: 0.9970752979673708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 22, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:59:00,214] Trial 6264 finished with value: 0.9974896437443297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:59:02,154] Trial 6265 finished with value: 0.9970810305634318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:59:04,974] Trial 6266 finished with value: 0.9971483564404521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:59:07,001] Trial 6267 finished with value: 0.9975734335338986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:59:09,205] Trial 6268 finished with value: 0.9973201550983196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:59:12,972] Trial 6269 finished with value: 0.997264055807833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 17, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:59:14,874] Trial 6270 finished with value: 0.9852784856858795 and parameters: {'classifier': 'SVC', 'svc_c': 0.0010334752711806468, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:59:15,803] Trial 6271 finished with value: 0.9959733483938389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 34}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:59:17,841] Trial 6272 finished with value: 0.9975725347163591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:59:26,382] Trial 6273 finished with value: 0.9952698678360054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 67, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:59:28,862] Trial 6274 finished with value: 0.997565040095151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:59:31,860] Trial 6275 finished with value: 0.9940423564038219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 39, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:59:35,189] Trial 6276 finished with value: 0.9974923487979211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:59:37,582] Trial 6277 finished with value: 0.9974980632716371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:59:40,696] Trial 6278 finished with value: 0.9970071533792894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:59:43,095] Trial 6279 finished with value: 0.9975247807182145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:59:45,014] Trial 6280 finished with value: 0.9973733670009359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:59:47,296] Trial 6281 finished with value: 0.9970388320955624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:59:49,041] Trial 6282 finished with value: 0.9972305974201364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 90}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:59:50,221] Trial 6283 finished with value: 0.9959080267974132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 46}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 20:59:52,125] Trial 6284 finished with value: 0.9971225859895579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:00:04,057] Trial 6285 finished with value: 0.9963293478682002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 64, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:00:05,302] Trial 6286 finished with value: 0.995498965064669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:00:13,112] Trial 6287 finished with value: 0.9970351638282168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 34, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:00:15,195] Trial 6288 finished with value: 0.9973571339816641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:00:16,000] Trial 6289 finished with value: 0.991800865546158 and parameters: {'classifier': 'SVC', 'svc_c': 94.4009958709724, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:00:24,784] Trial 6290 finished with value: 0.9965579738524136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 41, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:00:28,293] Trial 6291 finished with value: 0.9973568700174877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:00:39,930] Trial 6292 finished with value: 0.9967684357243752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 50, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:00:40,851] Trial 6293 finished with value: 0.9963621297941367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 6, 'rf_n_estimators': 30}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:00:43,519] Trial 6294 finished with value: 0.9972975009290841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:00:44,144] Trial 6295 finished with value: 0.9966139301318891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 14}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:00:46,094] Trial 6296 finished with value: 0.9975345918258128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:00:48,249] Trial 6297 finished with value: 0.9973833860870421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:00:51,320] Trial 6298 finished with value: 0.9973105510488294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:01:01,902] Trial 6299 finished with value: 0.9963642167519803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 45, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:01:02,820] Trial 6300 finished with value: 0.9965203843634671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:01:03,941] Trial 6301 finished with value: 0.996409856465943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 3, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:01:05,113] Trial 6302 finished with value: 0.9973262133887871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 3, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:01:06,912] Trial 6303 finished with value: 0.9973199532134901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:01:09,085] Trial 6304 finished with value: 0.9976047416466259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:01:16,678] Trial 6305 finished with value: 0.9971545472049453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 32, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:02:08,487] Trial 6306 finished with value: 0.990948791533242 and parameters: {'classifier': 'SVC', 'svc_c': 179224873.09326515, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:02:10,247] Trial 6307 finished with value: 0.9961830990827698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:02:11,233] Trial 6308 finished with value: 0.9968125460837909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:02:13,220] Trial 6309 finished with value: 0.9964251533121583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:02:15,275] Trial 6310 finished with value: 0.9974997326220943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:02:16,534] Trial 6311 finished with value: 0.9911245303571081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 14, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:02:21,840] Trial 6312 finished with value: 0.9972115476933144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 24, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:02:22,963] Trial 6313 finished with value: 0.9970652327026093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 42}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:02:28,242] Trial 6314 finished with value: 0.997185299523437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 25, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:02:31,454] Trial 6315 finished with value: 0.9973597526764096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:02:33,758] Trial 6316 finished with value: 0.9972973766434383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:02:37,954] Trial 6317 finished with value: 0.9972149592009885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 19, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:02:40,507] Trial 6318 finished with value: 0.9974757066135463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:02:42,483] Trial 6319 finished with value: 0.9971781518610335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:02:45,426] Trial 6320 finished with value: 0.9972371669765554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:02:47,670] Trial 6321 finished with value: 0.9974430689046613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:02:49,839] Trial 6322 finished with value: 0.9973288549983015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:02:52,114] Trial 6323 finished with value: 0.997189717789274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:02:54,327] Trial 6324 finished with value: 0.9975482005009916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:02:55,636] Trial 6325 finished with value: 0.9867392704205916 and parameters: {'classifier': 'SVC', 'svc_c': 18496474.78676003, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:02:57,375] Trial 6326 finished with value: 0.9974823151123777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 59}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:03:00,070] Trial 6327 finished with value: 0.9973656430098709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:03:03,256] Trial 6328 finished with value: 0.9973101983137257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:03:03,936] Trial 6329 finished with value: 0.9936128773895608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 5}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:03:05,920] Trial 6330 finished with value: 0.9940398971285859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 27, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:03:08,002] Trial 6331 finished with value: 0.9975061220341503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:03:12,291] Trial 6332 finished with value: 0.9971764733065833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:03:14,015] Trial 6333 finished with value: 0.9973199794924774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:03:16,340] Trial 6334 finished with value: 0.997234212812128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:03:18,829] Trial 6335 finished with value: 0.9972748459981388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:03:21,470] Trial 6336 finished with value: 0.9974605506836403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:03:23,255] Trial 6337 finished with value: 0.9973902023104779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:03:24,585] Trial 6338 finished with value: 0.9971538720761776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 4, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:03:26,190] Trial 6339 finished with value: 0.9973937237900014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 84}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:03:29,036] Trial 6340 finished with value: 0.9973463382054866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:03:38,751] Trial 6341 finished with value: 0.997077573353171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 51, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:03:40,320] Trial 6342 finished with value: 0.9970970224380826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:03:41,229] Trial 6343 finished with value: 0.9970301526347928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:03:41,962] Trial 6344 finished with value: 0.995438231595361 and parameters: {'classifier': 'SVC', 'svc_c': 4138.480508874241, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:03:42,790] Trial 6345 finished with value: 0.9964347297496688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 17}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:03:45,753] Trial 6346 finished with value: 0.9972132804243728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:03:48,166] Trial 6347 finished with value: 0.9976541132624387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:03:51,377] Trial 6348 finished with value: 0.9971444936832096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 15, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:03:54,059] Trial 6349 finished with value: 0.9975533401694653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:03:56,596] Trial 6350 finished with value: 0.9973775765582934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:03:58,136] Trial 6351 finished with value: 0.9971100205076597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:04:00,870] Trial 6352 finished with value: 0.9975675090821868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:04:03,118] Trial 6353 finished with value: 0.997380765265857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:04:05,408] Trial 6354 finished with value: 0.9963651367704424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:04:06,952] Trial 6355 finished with value: 0.9971013006445338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 69}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:04:09,045] Trial 6356 finished with value: 0.9973900680591292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:04:11,169] Trial 6357 finished with value: 0.9971419122487676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:04:13,186] Trial 6358 finished with value: 0.9972565277983464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:04:14,465] Trial 6359 finished with value: 0.9973978359754585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:04:17,233] Trial 6360 finished with value: 0.9971677185634972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:04:20,166] Trial 6361 finished with value: 0.9976661948681996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:04:22,639] Trial 6362 finished with value: 0.997626078819653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:04:23,828] Trial 6363 finished with value: 0.9883710193918457 and parameters: {'classifier': 'SVC', 'svc_c': 4.009103293012822, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:04:28,580] Trial 6364 finished with value: 0.9969745999028107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 20, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:04:31,116] Trial 6365 finished with value: 0.997277963549314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:04:36,927] Trial 6366 finished with value: 0.9971945881298648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 27, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:04:39,237] Trial 6367 finished with value: 0.9973898508448906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:04:43,217] Trial 6368 finished with value: 0.9970037175286404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 18, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:04:53,755] Trial 6369 finished with value: 0.9967544799951783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 58, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:04:57,041] Trial 6370 finished with value: 0.9972107830953857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:04:58,519] Trial 6371 finished with value: 0.9972806621283724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 52}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:05:00,515] Trial 6372 finished with value: 0.997424677866371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:05:02,522] Trial 6373 finished with value: 0.9969400546187349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:05:07,782] Trial 6374 finished with value: 0.9945089042149196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 54, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:05:12,339] Trial 6375 finished with value: 0.9972472556321547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 24, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:05:14,115] Trial 6376 finished with value: 0.9973712600799486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:05:19,051] Trial 6377 finished with value: 0.9972556841412898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 21, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:05:20,302] Trial 6378 finished with value: 0.9954301755305699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:05:22,151] Trial 6379 finished with value: 0.9973645949924282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:05:24,030] Trial 6380 finished with value: 0.9973127559129993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:08:51,948] Trial 6381 finished with value: 0.9896096374412725 and parameters: {'classifier': 'SVC', 'svc_c': 3182919698.811979, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:08:53,539] Trial 6382 finished with value: 0.9973950940741564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:08:56,223] Trial 6383 finished with value: 0.9974524771630002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:08:58,759] Trial 6384 finished with value: 0.997668941847567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:09:03,631] Trial 6385 finished with value: 0.9973629072022469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:09:07,260] Trial 6386 finished with value: 0.9972138578321235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:09:09,460] Trial 6387 finished with value: 0.9973564563456018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:09:12,456] Trial 6388 finished with value: 0.9973405751410344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:09:15,107] Trial 6389 finished with value: 0.9972353701983998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:09:30,704] Trial 6390 finished with value: 0.9957547692029246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 68, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:09:33,228] Trial 6391 finished with value: 0.9976600957945211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:09:35,082] Trial 6392 finished with value: 0.9976811729071343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:09:36,141] Trial 6393 finished with value: 0.9972551075587249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 2, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:09:38,119] Trial 6394 finished with value: 0.9973632828521196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:09:40,346] Trial 6395 finished with value: 0.9973548689106839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:09:41,378] Trial 6396 finished with value: 0.9909897643466007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:09:44,113] Trial 6397 finished with value: 0.9972184706513332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 95}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:09:45,994] Trial 6398 finished with value: 0.9971642651935232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:09:48,499] Trial 6399 finished with value: 0.9974390894471329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:09:51,011] Trial 6400 finished with value: 0.9973336474858053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:09:52,731] Trial 6401 finished with value: 0.9852054813576684 and parameters: {'classifier': 'SVC', 'svc_c': 1.841807765044709e-07, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:09:54,807] Trial 6402 finished with value: 0.9977139761292069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:09:58,460] Trial 6403 finished with value: 0.9970180997835758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:10:00,259] Trial 6404 finished with value: 0.9974380981135932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:10:03,054] Trial 6405 finished with value: 0.9973798226182673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:10:03,940] Trial 6406 finished with value: 0.997074428697823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:10:07,540] Trial 6407 finished with value: 0.9972253618397063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:10:15,150] Trial 6408 finished with value: 0.9972312193561712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 35, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:10:17,094] Trial 6409 finished with value: 0.9972429778065582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:10:22,795] Trial 6410 finished with value: 0.9974342684272504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 28, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:10:25,131] Trial 6411 finished with value: 0.9973569225437245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:10:27,352] Trial 6412 finished with value: 0.9970725152828575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:10:29,219] Trial 6413 finished with value: 0.9970355278937536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:10:31,405] Trial 6414 finished with value: 0.9974303201680853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:10:33,729] Trial 6415 finished with value: 0.9975596873383665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:10:36,087] Trial 6416 finished with value: 0.9974706184239586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:10:39,077] Trial 6417 finished with value: 0.9975219140869358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:10:42,847] Trial 6418 finished with value: 0.9972985667832305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:10:45,099] Trial 6419 finished with value: 0.9974690709153283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:10:47,700] Trial 6420 finished with value: 0.9972739667311504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:10:49,432] Trial 6421 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.5093508852622728e-08, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:10:55,898] Trial 6422 finished with value: 0.9968626307551706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 34, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:10:58,434] Trial 6423 finished with value: 0.9974029888786397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 77}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:11:03,306] Trial 6424 finished with value: 0.9970463378567759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 23, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:11:05,696] Trial 6425 finished with value: 0.9976005977549992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:11:18,017] Trial 6426 finished with value: 0.9963991578395003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 60, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:11:19,326] Trial 6427 finished with value: 0.9940686403105831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:11:21,883] Trial 6428 finished with value: 0.9973648353436014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:11:23,615] Trial 6429 finished with value: 0.997621996404353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:11:25,046] Trial 6430 finished with value: 0.9969365667813935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:11:26,764] Trial 6431 finished with value: 0.9974046879040402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:11:27,500] Trial 6432 finished with value: 0.9909116467875928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 2, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:11:30,407] Trial 6433 finished with value: 0.9972406076831043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:11:31,872] Trial 6434 finished with value: 0.9973208190553438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:11:34,082] Trial 6435 finished with value: 0.9974533649992238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:11:48,741] Trial 6436 finished with value: 0.9962739740745405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 60, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:11:49,517] Trial 6437 finished with value: 0.9930568906952678 and parameters: {'classifier': 'SVC', 'svc_c': 1220.5771266253557, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:11:52,325] Trial 6438 finished with value: 0.9973122930790946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:11:54,178] Trial 6439 finished with value: 0.9971559569393192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:11:56,484] Trial 6440 finished with value: 0.9975167450608976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:11:58,852] Trial 6441 finished with value: 0.9971561460020343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:12:01,448] Trial 6442 finished with value: 0.997549626612126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:12:18,102] Trial 6443 finished with value: 0.9961629724570097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 68, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:12:19,584] Trial 6444 finished with value: 0.9961029555979145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:12:20,888] Trial 6445 finished with value: 0.9971020511508316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 48}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:12:24,201] Trial 6446 finished with value: 0.9972528638473562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 82}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:12:27,312] Trial 6447 finished with value: 0.9974282984316414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:12:29,370] Trial 6448 finished with value: 0.9973011591037749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 98}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:12:31,540] Trial 6449 finished with value: 0.9974262876130379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:12:33,610] Trial 6450 finished with value: 0.997554703725184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:12:35,052] Trial 6451 finished with value: 0.9974226558442858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:12:38,105] Trial 6452 finished with value: 0.9976103653499265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:12:52,541] Trial 6453 finished with value: 0.9964730560341374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 64, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:12:53,937] Trial 6454 finished with value: 0.9969865011737813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:12:56,080] Trial 6455 finished with value: 0.9977669376832093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:12:58,253] Trial 6456 finished with value: 0.9972393716185599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:12:59,039] Trial 6457 finished with value: 0.9917730293700804 and parameters: {'classifier': 'SVC', 'svc_c': 24.64957390603054, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:13:06,827] Trial 6458 finished with value: 0.9968128004313813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 44, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:13:09,041] Trial 6459 finished with value: 0.9972571256770472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:13:10,849] Trial 6460 finished with value: 0.9976190627426139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:13:12,775] Trial 6461 finished with value: 0.9972784225429319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:13:14,689] Trial 6462 finished with value: 0.997573498628347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 98}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:13:21,859] Trial 6463 finished with value: 0.9969225632231696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 41, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:13:23,930] Trial 6464 finished with value: 0.9973229465107574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:13:25,987] Trial 6465 finished with value: 0.9973873732251439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:13:27,979] Trial 6466 finished with value: 0.9976527313622094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:13:29,743] Trial 6467 finished with value: 0.9974265065093858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:13:31,490] Trial 6468 finished with value: 0.9975069310651498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 99}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:13:33,630] Trial 6469 finished with value: 0.997585074934883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:13:40,608] Trial 6470 finished with value: 0.996968342393498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 39, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:13:46,592] Trial 6471 finished with value: 0.9969356310844053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 32, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:13:48,578] Trial 6472 finished with value: 0.9975270311580194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:13:50,677] Trial 6473 finished with value: 0.9973701300200153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:13:52,631] Trial 6474 finished with value: 0.9974133028099059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:13:54,472] Trial 6475 finished with value: 0.9974404640159057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:13:56,270] Trial 6476 finished with value: 0.9853728762539227 and parameters: {'classifier': 'SVC', 'svc_c': 0.006062952935864049, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:13:58,196] Trial 6477 finished with value: 0.9973956152105968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:14:00,171] Trial 6478 finished with value: 0.9977134198589027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:14:02,070] Trial 6479 finished with value: 0.9971707727023329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:14:04,021] Trial 6480 finished with value: 0.9974430412292059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:14:05,508] Trial 6481 finished with value: 0.9967211647454445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 99}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:14:06,881] Trial 6482 finished with value: 0.9955768277365419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:14:11,654] Trial 6483 finished with value: 0.9970907429978758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 27, 'rf_n_estimators': 97}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:14:12,538] Trial 6484 finished with value: 0.993416488264461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 95}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:14:14,600] Trial 6485 finished with value: 0.9974061960259274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:14:16,759] Trial 6486 finished with value: 0.9970174217349207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:14:22,690] Trial 6487 finished with value: 0.9968873003132682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 31, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:14:23,907] Trial 6488 finished with value: 0.9972058904430458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:14:25,540] Trial 6489 finished with value: 0.9972732004511123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:14:27,824] Trial 6490 finished with value: 0.9972509403714739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 10, 'rf_n_estimators': 99}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:14:29,508] Trial 6491 finished with value: 0.9973137723829618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:14:30,588] Trial 6492 finished with value: 0.9900126559273175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 98}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:14:35,164] Trial 6493 finished with value: 0.995725881042166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 36, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:15:38,571] Trial 6494 finished with value: 0.9901008358946751 and parameters: {'classifier': 'SVC', 'svc_c': 55425908.83493121, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:15:40,823] Trial 6495 finished with value: 0.9971159834257152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:15:42,672] Trial 6496 finished with value: 0.9974309587030458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:15:44,181] Trial 6497 finished with value: 0.9973596361348133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:15:46,222] Trial 6498 finished with value: 0.9970889324137305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:15:48,220] Trial 6499 finished with value: 0.9974352096148964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:15:50,421] Trial 6500 finished with value: 0.9974460195461807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:15:52,050] Trial 6501 finished with value: 0.9971920621415471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:15:52,749] Trial 6502 finished with value: 0.9912545193364726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 1, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:15:55,158] Trial 6503 finished with value: 0.9968750729670361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:16:05,142] Trial 6504 finished with value: 0.9965871367999751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 55, 'rf_n_estimators': 97}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:16:07,118] Trial 6505 finished with value: 0.9975165029958775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:16:09,148] Trial 6506 finished with value: 0.9975177331254331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:16:11,299] Trial 6507 finished with value: 0.9975579318194908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:16:13,763] Trial 6508 finished with value: 0.9974789542266662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:16:15,670] Trial 6509 finished with value: 0.9974715719893886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:16:28,568] Trial 6510 finished with value: 0.9959358489770738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 61, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:16:31,178] Trial 6511 finished with value: 0.9975147161199489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:16:33,444] Trial 6512 finished with value: 0.9896556058012673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 51, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:16:35,249] Trial 6513 finished with value: 0.9974283189660677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 96}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:16:36,999] Trial 6514 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 1.583158146288685e-05, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:16:38,545] Trial 6515 finished with value: 0.9973873439945312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:16:40,586] Trial 6516 finished with value: 0.9972563246440006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:16:42,311] Trial 6517 finished with value: 0.9974649732340947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:16:44,276] Trial 6518 finished with value: 0.9973938548675593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 94}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:16:46,576] Trial 6519 finished with value: 0.996901289716385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:16:48,602] Trial 6520 finished with value: 0.9973325464977952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:16:50,210] Trial 6521 finished with value: 0.9974154475307414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:16:52,637] Trial 6522 finished with value: 0.9974169106800138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:16:53,899] Trial 6523 finished with value: 0.9972453373612892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:16:55,649] Trial 6524 finished with value: 0.9970285776093964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:16:57,819] Trial 6525 finished with value: 0.9974356607057752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:16:59,626] Trial 6526 finished with value: 0.9969897881101685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 99}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:17:01,846] Trial 6527 finished with value: 0.9970680100868922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:17:14,832] Trial 6528 finished with value: 0.9967470862687783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 62, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:17:16,841] Trial 6529 finished with value: 0.9974638977316244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:17:22,354] Trial 6530 finished with value: 0.9964585939266266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 27, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:17:32,671] Trial 6531 finished with value: 0.9967672143227443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 52, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:17:34,370] Trial 6532 finished with value: 0.9853854954363603 and parameters: {'classifier': 'SVC', 'svc_c': 0.04383202982391362, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:17:35,858] Trial 6533 finished with value: 0.9973472439101521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 74}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:17:37,912] Trial 6534 finished with value: 0.9970348191862798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:17:39,440] Trial 6535 finished with value: 0.9974682811809766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:17:41,053] Trial 6536 finished with value: 0.9972369425895495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:17:42,755] Trial 6537 finished with value: 0.9973214450855686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:17:43,687] Trial 6538 finished with value: 0.9968354233705158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 2, 'rf_n_estimators': 93}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:17:45,464] Trial 6539 finished with value: 0.9965678312973569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:17:55,255] Trial 6540 finished with value: 0.9968422481631866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 47, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:17:57,839] Trial 6541 finished with value: 0.9974442191499038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:17:58,575] Trial 6542 finished with value: 0.9934404655870589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 63}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:18:00,806] Trial 6543 finished with value: 0.9972578154052524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:18:03,161] Trial 6544 finished with value: 0.9973276396586108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:18:04,039] Trial 6545 finished with value: 0.9970593682355428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:18:06,658] Trial 6546 finished with value: 0.9974339142004651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:18:08,152] Trial 6547 finished with value: 0.9974310366830842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:18:08,963] Trial 6548 finished with value: 0.9960773876983456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 25}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:18:12,915] Trial 6549 finished with value: 0.996938869112677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 21, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:18:14,651] Trial 6550 finished with value: 0.9969328539857637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:18:16,630] Trial 6551 finished with value: 0.9852051536320358 and parameters: {'classifier': 'SVC', 'svc_c': 5.321226963102016e-07, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:18:18,904] Trial 6552 finished with value: 0.9976512384110422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:18:20,834] Trial 6553 finished with value: 0.9974762534259543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:18:26,627] Trial 6554 finished with value: 0.9972829200900616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 28, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:18:37,081] Trial 6555 finished with value: 0.996913491767505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 45, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:18:38,788] Trial 6556 finished with value: 0.9956629541978105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:18:40,443] Trial 6557 finished with value: 0.9975820652925934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:18:41,888] Trial 6558 finished with value: 0.9972367646033645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 67}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:18:43,888] Trial 6559 finished with value: 0.9974079309151636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 80}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:18:47,220] Trial 6560 finished with value: 0.9970177199125615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 19, 'rf_n_estimators': 88}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:18:49,570] Trial 6561 finished with value: 0.9975231095269587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:18:51,903] Trial 6562 finished with value: 0.997619411224838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:18:53,795] Trial 6563 finished with value: 0.9976315694141696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:18:55,729] Trial 6564 finished with value: 0.9976525067530385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:18:57,883] Trial 6565 finished with value: 0.9969625716167343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:18:59,177] Trial 6566 finished with value: 0.9970952021421375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 38}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:19:01,150] Trial 6567 finished with value: 0.997364911641531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:19:04,298] Trial 6568 finished with value: 0.9958412568098421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 26, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:19:06,992] Trial 6569 finished with value: 0.997348637236028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:21:38,647] Trial 6570 finished with value: 0.9897305868615693 and parameters: {'classifier': 'SVC', 'svc_c': 983629989.8794653, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:21:40,666] Trial 6571 finished with value: 0.9974460213235036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:21:45,783] Trial 6572 finished with value: 0.9965873147861602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 31, 'rf_n_estimators': 99}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:21:50,241] Trial 6573 finished with value: 0.9970666632887886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 24, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:21:53,048] Trial 6574 finished with value: 0.9973406809869557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:21:55,216] Trial 6575 finished with value: 0.997341721196873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:21:57,120] Trial 6576 finished with value: 0.9971166660446292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:21:58,405] Trial 6577 finished with value: 0.997187961984757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:22:00,319] Trial 6578 finished with value: 0.9973880304854698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:22:03,377] Trial 6579 finished with value: 0.9974036175431108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:22:05,500] Trial 6580 finished with value: 0.9972052963728938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:22:07,394] Trial 6581 finished with value: 0.9973077532570721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:22:09,586] Trial 6582 finished with value: 0.9975733999869304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:22:17,916] Trial 6583 finished with value: 0.9970119808102292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 35, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:22:20,329] Trial 6584 finished with value: 0.9972137836606337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:22:22,404] Trial 6585 finished with value: 0.9976046228833763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:22:26,522] Trial 6586 finished with value: 0.9973642560950523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:22:28,421] Trial 6587 finished with value: 0.9974851179504624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:22:30,998] Trial 6588 finished with value: 0.9972522589863156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:22:31,819] Trial 6589 finished with value: 0.9944907220437984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 2, 'rf_n_estimators': 55}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:22:33,547] Trial 6590 finished with value: 0.996151692677743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:22:35,233] Trial 6591 finished with value: 0.9975284586021457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:22:36,736] Trial 6592 finished with value: 0.9867193049916634 and parameters: {'classifier': 'SVC', 'svc_c': 849621.8502472064, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:22:38,123] Trial 6593 finished with value: 0.9969921455701974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 70}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:22:40,342] Trial 6594 finished with value: 0.9974526627028073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:22:42,863] Trial 6595 finished with value: 0.9970689147442066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:22:44,305] Trial 6596 finished with value: 0.9964753707114671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 32}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:22:48,481] Trial 6597 finished with value: 0.9972843433130464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:22:51,168] Trial 6598 finished with value: 0.9976639700726239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:22:53,140] Trial 6599 finished with value: 0.997462795378884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 97}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:23:10,465] Trial 6600 finished with value: 0.9959603351218039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 73, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:23:12,782] Trial 6601 finished with value: 0.9976235002098849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:23:15,214] Trial 6602 finished with value: 0.9971165883184937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 91}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:23:17,622] Trial 6603 finished with value: 0.9935452610472114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 36, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:23:27,154] Trial 6604 finished with value: 0.9957020195946682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 65, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:23:29,481] Trial 6605 finished with value: 0.9974937412986117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:23:31,455] Trial 6606 finished with value: 0.9972046399060156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:23:33,615] Trial 6607 finished with value: 0.997501406574548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:23:34,965] Trial 6608 finished with value: 0.986215143697761 and parameters: {'classifier': 'SVC', 'svc_c': 0.41793645586078293, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:23:36,988] Trial 6609 finished with value: 0.9975940673631581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:23:39,672] Trial 6610 finished with value: 0.9974891458717753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:23:41,943] Trial 6611 finished with value: 0.9973015918184055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:23:43,849] Trial 6612 finished with value: 0.9976205402056825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:23:45,236] Trial 6613 finished with value: 0.9974220084861875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:23:51,681] Trial 6614 finished with value: 0.996214661479612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 44, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:23:54,092] Trial 6615 finished with value: 0.9972063721292675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:23:55,075] Trial 6616 finished with value: 0.9960763461871741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 28}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:23:57,197] Trial 6617 finished with value: 0.9973593966405637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:23:59,813] Trial 6618 finished with value: 0.997325588818506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:24:01,117] Trial 6619 finished with value: 0.9972633885500665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:24:02,211] Trial 6620 finished with value: 0.9898936774945503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:24:04,431] Trial 6621 finished with value: 0.9976845150674806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:24:07,619] Trial 6622 finished with value: 0.9971989017875588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:24:09,915] Trial 6623 finished with value: 0.9975731284691319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:24:15,698] Trial 6624 finished with value: 0.9966519139643362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 30, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:24:17,624] Trial 6625 finished with value: 0.9852034331200716 and parameters: {'classifier': 'SVC', 'svc_c': 1.910779992210005e-09, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:24:19,527] Trial 6626 finished with value: 0.9974861252799075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:24:20,585] Trial 6627 finished with value: 0.9970100262311977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:24:22,567] Trial 6628 finished with value: 0.9969099133819134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:24:24,314] Trial 6629 finished with value: 0.9965232629916746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 45}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:24:26,786] Trial 6630 finished with value: 0.9974096141985619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:24:29,201] Trial 6631 finished with value: 0.9974237278238488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:24:31,501] Trial 6632 finished with value: 0.9969696051178846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:24:32,482] Trial 6633 finished with value: 0.9971075987466301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 85}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:24:35,194] Trial 6634 finished with value: 0.9972901489697703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:24:41,561] Trial 6635 finished with value: 0.9966527879945698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 38, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:24:54,404] Trial 6636 finished with value: 0.9970703066736144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 55, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:25:09,267] Trial 6637 finished with value: 0.9964732923863343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 67, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:25:10,740] Trial 6638 finished with value: 0.9973610508520389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:25:12,683] Trial 6639 finished with value: 0.9971840234691293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:25:14,927] Trial 6640 finished with value: 0.9973261772393104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:25:19,136] Trial 6641 finished with value: 0.9968374931264136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 22, 'rf_n_estimators': 99}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:25:21,651] Trial 6642 finished with value: 0.997446859839019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:25:23,669] Trial 6643 finished with value: 0.997464170169822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:25:26,421] Trial 6644 finished with value: 0.9973861635030628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:25:36,653] Trial 6645 finished with value: 0.9967132193189987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 48, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:27:33,724] Trial 6646 finished with value: 0.9903658300931558 and parameters: {'classifier': 'SVC', 'svc_c': 418657580.8709318, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:27:35,898] Trial 6647 finished with value: 0.9973020832799026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:27:37,392] Trial 6648 finished with value: 0.997464555372805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 58}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:27:40,032] Trial 6649 finished with value: 0.9972585327771749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:27:43,776] Trial 6650 finished with value: 0.9972898070890309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:27:46,563] Trial 6651 finished with value: 0.9974473348285421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:27:48,947] Trial 6652 finished with value: 0.9974679921438533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:27:51,118] Trial 6653 finished with value: 0.9973218937008909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:27:53,489] Trial 6654 finished with value: 0.9972423242913057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:27:54,677] Trial 6655 finished with value: 0.9970366419577815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:27:56,383] Trial 6656 finished with value: 0.9975756499189289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:27:58,402] Trial 6657 finished with value: 0.9971672969253964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:28:00,357] Trial 6658 finished with value: 0.9974283397861349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:28:08,154] Trial 6659 finished with value: 0.9964036411997853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 34, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:28:09,860] Trial 6660 finished with value: 0.9965746205118334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:28:14,647] Trial 6661 finished with value: 0.9969324385048169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 24, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:28:17,883] Trial 6662 finished with value: 0.9968742915797543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 41, 'rf_n_estimators': 40}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:28:19,814] Trial 6663 finished with value: 0.9852051536002978 and parameters: {'classifier': 'SVC', 'svc_c': 3.2308875121770844e-06, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:28:23,739] Trial 6664 finished with value: 0.9972509473538137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:28:25,381] Trial 6665 finished with value: 0.9974767559322433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:28:27,587] Trial 6666 finished with value: 0.9974432416540916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:28:29,712] Trial 6667 finished with value: 0.9972775579388564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:28:31,250] Trial 6668 finished with value: 0.9955600804044797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:28:33,413] Trial 6669 finished with value: 0.9971024371790004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:28:36,543] Trial 6670 finished with value: 0.9972936755908347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:28:39,639] Trial 6671 finished with value: 0.9970795770624834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:28:41,824] Trial 6672 finished with value: 0.9972223070026365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:28:48,419] Trial 6673 finished with value: 0.9971035865673196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 31, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:28:51,224] Trial 6674 finished with value: 0.9974940191957294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:28:57,767] Trial 6675 finished with value: 0.9971903843805446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 28, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:28:59,413] Trial 6676 finished with value: 0.9975728145494892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:29:01,406] Trial 6677 finished with value: 0.9975431251969944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:29:03,931] Trial 6678 finished with value: 0.9974733528033767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:29:07,182] Trial 6679 finished with value: 0.9972916174510109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 96}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:29:08,471] Trial 6680 finished with value: 0.9919318896573747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:29:10,169] Trial 6681 finished with value: 0.9851488613433338 and parameters: {'classifier': 'SVC', 'svc_c': 0.00047377753474505915, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:29:13,181] Trial 6682 finished with value: 0.9969851394271233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:29:15,583] Trial 6683 finished with value: 0.9975189142199218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:29:17,513] Trial 6684 finished with value: 0.997570051701168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:29:19,403] Trial 6685 finished with value: 0.9974605337673358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:29:28,267] Trial 6686 finished with value: 0.9969530668434187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 41, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:29:33,233] Trial 6687 finished with value: 0.9974227032289819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 26, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:29:37,047] Trial 6688 finished with value: 0.9970181041634071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 21, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:29:37,897] Trial 6689 finished with value: 0.9943617738138956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:29:40,225] Trial 6690 finished with value: 0.9974910104103634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:29:42,895] Trial 6691 finished with value: 0.997097352639272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:29:50,172] Trial 6692 finished with value: 0.9944950116758964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 59, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:29:52,065] Trial 6693 finished with value: 0.9972954006095813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:29:53,491] Trial 6694 finished with value: 0.9974065088347435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:29:59,949] Trial 6695 finished with value: 0.993914853232584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 66, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:30:01,024] Trial 6696 finished with value: 0.9972150264536145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:30:04,082] Trial 6697 finished with value: 0.9975389744817176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:30:06,090] Trial 6698 finished with value: 0.9972721531001659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:30:08,505] Trial 6699 finished with value: 0.997322162870084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:30:09,698] Trial 6700 finished with value: 0.9894504105811469 and parameters: {'classifier': 'SVC', 'svc_c': 19024.171519046766, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:30:10,429] Trial 6701 finished with value: 0.9953836421406087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 19}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:30:12,876] Trial 6702 finished with value: 0.9974734840396241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:30:16,419] Trial 6703 finished with value: 0.9974241237859823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:30:18,415] Trial 6704 finished with value: 0.9973941572346038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:30:21,251] Trial 6705 finished with value: 0.9973056493829239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:30:24,041] Trial 6706 finished with value: 0.9933130789891553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 39, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:30:30,173] Trial 6707 finished with value: 0.996322450808314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 47, 'rf_n_estimators': 65}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:30:32,540] Trial 6708 finished with value: 0.9976905907185833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:30:43,772] Trial 6709 finished with value: 0.996922987432041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 52, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:30:46,250] Trial 6710 finished with value: 0.9972842881208251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:30:48,913] Trial 6711 finished with value: 0.9966063383926843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 20, 'rf_n_estimators': 61}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:30:50,328] Trial 6712 finished with value: 0.9974576326686894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:30:53,635] Trial 6713 finished with value: 0.9963206336861598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 39, 'rf_n_estimators': 51}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:30:56,093] Trial 6714 finished with value: 0.9974213172028247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:30:59,713] Trial 6715 finished with value: 0.9976201271050789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:31:02,821] Trial 6716 finished with value: 0.9967784401158303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:31:04,801] Trial 6717 finished with value: 0.997316475881396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:31:06,846] Trial 6718 finished with value: 0.9972147665201523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 74}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:31:08,523] Trial 6719 finished with value: 0.9850770828917987 and parameters: {'classifier': 'SVC', 'svc_c': 0.00015167380042779662, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:31:10,653] Trial 6720 finished with value: 0.9972404900306812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:31:13,867] Trial 6721 finished with value: 0.9974729110434426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:31:14,986] Trial 6722 finished with value: 0.9967516681435279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 36}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:31:16,271] Trial 6723 finished with value: 0.9969752220292728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:31:17,970] Trial 6724 finished with value: 0.9974705349215239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:31:29,723] Trial 6725 finished with value: 0.9967498209973132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 55, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:31:36,616] Trial 6726 finished with value: 0.9973115013769928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 33, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:31:39,063] Trial 6727 finished with value: 0.9974359136568977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:31:50,091] Trial 6728 finished with value: 0.9968447500624323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 47, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:31:51,877] Trial 6729 finished with value: 0.9973315950588052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:31:54,281] Trial 6730 finished with value: 0.9975919524124802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:32:07,978] Trial 6731 finished with value: 0.9965847127220783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 63, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:32:10,710] Trial 6732 finished with value: 0.997444882091315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:32:12,750] Trial 6733 finished with value: 0.9973867866451381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:32:14,518] Trial 6734 finished with value: 0.9972015186415056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 78}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:32:17,094] Trial 6735 finished with value: 0.9965896452689679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 17, 'rf_n_estimators': 99}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:32:18,860] Trial 6736 finished with value: 0.9975910313149295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:32:19,964] Trial 6737 finished with value: 0.9876110567208857 and parameters: {'classifier': 'SVC', 'svc_c': 64034.29076136314, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:32:22,418] Trial 6738 finished with value: 0.9975033805137031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:32:23,798] Trial 6739 finished with value: 0.9956835178862945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:32:27,929] Trial 6740 finished with value: 0.9975059363673916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 19, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:32:29,015] Trial 6741 finished with value: 0.9963907200946339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 4, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:32:31,192] Trial 6742 finished with value: 0.9974526108748044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:32:41,404] Trial 6743 finished with value: 0.9969755689880774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 47, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:32:44,407] Trial 6744 finished with value: 0.9969912708734675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 14, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:32:45,480] Trial 6745 finished with value: 0.9962135081875303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 1, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:32:47,930] Trial 6746 finished with value: 0.9974821970473619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:32:48,896] Trial 6747 finished with value: 0.9899036317401114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:32:49,917] Trial 6748 finished with value: 0.9918694613520698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:33:02,533] Trial 6749 finished with value: 0.9963452564943197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 62, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:33:05,260] Trial 6750 finished with value: 0.9967866750872058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:33:07,207] Trial 6751 finished with value: 0.9962426387624262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:33:10,143] Trial 6752 finished with value: 0.9973561677528093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:33:11,965] Trial 6753 finished with value: 0.9974862446144396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:33:13,795] Trial 6754 finished with value: 0.9973079526028691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:33:15,986] Trial 6755 finished with value: 0.9973710532757436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:33:17,790] Trial 6756 finished with value: 0.9972875622668355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:33:19,495] Trial 6757 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 4.946740230326828e-09, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:33:32,400] Trial 6758 finished with value: 0.9964450880822678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 71, 'rf_n_estimators': 92}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:33:35,666] Trial 6759 finished with value: 0.9972706144781496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:33:37,993] Trial 6760 finished with value: 0.9974757662173365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:33:40,044] Trial 6761 finished with value: 0.9970116829499677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:33:44,956] Trial 6762 finished with value: 0.9970871466168907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 22, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:33:46,149] Trial 6763 finished with value: 0.9955803182081299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:33:48,273] Trial 6764 finished with value: 0.9975051841155089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:33:49,314] Trial 6765 finished with value: 0.995606200820789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 12}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:33:51,952] Trial 6766 finished with value: 0.9971525923720105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:33:54,424] Trial 6767 finished with value: 0.9974863450014407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:33:56,874] Trial 6768 finished with value: 0.9974410563087348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:33:59,886] Trial 6769 finished with value: 0.9974445749953222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:34:02,037] Trial 6770 finished with value: 0.9974061567978737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:34:04,588] Trial 6771 finished with value: 0.9976141232451227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:34:06,687] Trial 6772 finished with value: 0.9974586372051989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:34:09,361] Trial 6773 finished with value: 0.9971509086125434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:34:11,260] Trial 6774 finished with value: 0.9972659657316288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:34:13,018] Trial 6775 finished with value: 0.9852068745248547 and parameters: {'classifier': 'SVC', 'svc_c': 1.8056687066728075e-10, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:34:14,813] Trial 6776 finished with value: 0.9970422384934331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:34:18,791] Trial 6777 finished with value: 0.997430780526433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:34:21,995] Trial 6778 finished with value: 0.9972517499737558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:34:23,868] Trial 6779 finished with value: 0.9973853283517656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:34:26,328] Trial 6780 finished with value: 0.9970464882627192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:34:28,845] Trial 6781 finished with value: 0.9974039833542322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:34:30,969] Trial 6782 finished with value: 0.9973816439615631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:34:33,070] Trial 6783 finished with value: 0.9973524492760942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:34:35,323] Trial 6784 finished with value: 0.9974481413839849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:34:36,900] Trial 6785 finished with value: 0.9963708229974202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:34:37,996] Trial 6786 finished with value: 0.9960656910416645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 2, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:34:44,470] Trial 6787 finished with value: 0.9970475940748914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 34, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:34:47,607] Trial 6788 finished with value: 0.9973611528259356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:34:49,026] Trial 6789 finished with value: 0.997346816876607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 43}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:34:54,425] Trial 6790 finished with value: 0.9972174065110334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 23, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:34:55,460] Trial 6791 finished with value: 0.9890309582383519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:35:00,648] Trial 6792 finished with value: 0.9970698512663801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 29, 'rf_n_estimators': 96}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:35:02,374] Trial 6793 finished with value: 0.9853836929771193 and parameters: {'classifier': 'SVC', 'svc_c': 0.022508965503019455, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:35:05,152] Trial 6794 finished with value: 0.9972703915828255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:35:06,157] Trial 6795 finished with value: 0.9969186592383856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 3, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:35:16,540] Trial 6796 finished with value: 0.9964354836836607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 46, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:35:18,499] Trial 6797 finished with value: 0.9974190756813718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:35:22,086] Trial 6798 finished with value: 0.9973096877777462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 17, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:35:23,239] Trial 6799 finished with value: 0.9970204965033963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 49}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:35:24,778] Trial 6800 finished with value: 0.9975950334333237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:35:25,878] Trial 6801 finished with value: 0.996917280956278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:35:29,111] Trial 6802 finished with value: 0.9974387641970575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:35:32,160] Trial 6803 finished with value: 0.9974495875852144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:35:49,772] Trial 6804 finished with value: 0.9958126640020506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 74, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:35:50,979] Trial 6805 finished with value: 0.9968989822435604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 3, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:35:59,513] Trial 6806 finished with value: 0.9966105866702888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 40, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:36:01,856] Trial 6807 finished with value: 0.9972925842511483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:36:04,271] Trial 6808 finished with value: 0.9973018639074861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 86}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:36:06,492] Trial 6809 finished with value: 0.9969054522699015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:36:08,646] Trial 6810 finished with value: 0.9976874490148608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:36:11,440] Trial 6811 finished with value: 0.9972748184178971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:36:13,192] Trial 6812 finished with value: 0.997436026104304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:36:15,165] Trial 6813 finished with value: 0.9852062193274927 and parameters: {'classifier': 'SVC', 'svc_c': 6.156163783052894e-10, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:36:17,667] Trial 6814 finished with value: 0.9972880773413358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:36:19,348] Trial 6815 finished with value: 0.9974044320012924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 72}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:36:21,770] Trial 6816 finished with value: 0.9974133066819308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:36:23,947] Trial 6817 finished with value: 0.9973928193865901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:36:26,181] Trial 6818 finished with value: 0.9974190847901512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:36:29,744] Trial 6819 finished with value: 0.9975476221411038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:36:32,646] Trial 6820 finished with value: 0.9970491591980603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:36:35,552] Trial 6821 finished with value: 0.9937288511946276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 42, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:36:37,683] Trial 6822 finished with value: 0.9971153511748606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:36:39,434] Trial 6823 finished with value: 0.9976528931620617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:36:42,077] Trial 6824 finished with value: 0.9974071848204348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:36:43,797] Trial 6825 finished with value: 0.9974315159889628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:36:47,579] Trial 6826 finished with value: 0.997233800219331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 18, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:36:49,752] Trial 6827 finished with value: 0.9975117295511181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:36:51,919] Trial 6828 finished with value: 0.9975349940403141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:36:54,532] Trial 6829 finished with value: 0.9974543269751991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:36:56,838] Trial 6830 finished with value: 0.9973878913464834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:36:58,557] Trial 6831 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 4.69411422250224e-05, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:37:01,291] Trial 6832 finished with value: 0.997348906056104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:37:06,073] Trial 6833 finished with value: 0.9973320870598467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:37:08,260] Trial 6834 finished with value: 0.9966891636989832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 15, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:37:10,758] Trial 6835 finished with value: 0.997277440730764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:37:12,978] Trial 6836 finished with value: 0.9973674058919412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:37:16,162] Trial 6837 finished with value: 0.9973948900946251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:37:17,332] Trial 6838 finished with value: 0.995383026012611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:37:18,499] Trial 6839 finished with value: 0.9966428373353923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 2, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:37:20,797] Trial 6840 finished with value: 0.9974256476498716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:37:21,458] Trial 6841 finished with value: 0.9968587426076021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 22}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:37:27,787] Trial 6842 finished with value: 0.9970687650682349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 32, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:37:30,092] Trial 6843 finished with value: 0.9972337473439771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:37:32,861] Trial 6844 finished with value: 0.9972532639354178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:37:34,915] Trial 6845 finished with value: 0.9974051508966344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:37:36,502] Trial 6846 finished with value: 0.9974184049324353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:37:38,727] Trial 6847 finished with value: 0.997326977225006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:37:41,327] Trial 6848 finished with value: 0.9963848979341979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 22, 'rf_n_estimators': 57}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:37:42,882] Trial 6849 finished with value: 0.9867042137436127 and parameters: {'classifier': 'SVC', 'svc_c': 3417015.293375302, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:37:46,909] Trial 6850 finished with value: 0.9973710841249895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:37:48,397] Trial 6851 finished with value: 0.9972270186536901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 4, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:37:50,575] Trial 6852 finished with value: 0.9975732018471741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:38:02,100] Trial 6853 finished with value: 0.9964569486017655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 54, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:38:05,550] Trial 6854 finished with value: 0.9973858184802706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:38:08,624] Trial 6855 finished with value: 0.9970453167848167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:38:10,792] Trial 6856 finished with value: 0.9973424307930084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:38:11,687] Trial 6857 finished with value: 0.995274400390047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 2, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:38:18,738] Trial 6858 finished with value: 0.9969618547526181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 39, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:38:21,213] Trial 6859 finished with value: 0.9971340298538062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:38:23,560] Trial 6860 finished with value: 0.9975945050289022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:38:26,621] Trial 6861 finished with value: 0.9974516978069442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:38:35,752] Trial 6862 finished with value: 0.996649077706235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 50, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:38:38,545] Trial 6863 finished with value: 0.9970311419371064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:38:40,835] Trial 6864 finished with value: 0.9973326240017654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:38:42,687] Trial 6865 finished with value: 0.9971209606278405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:38:44,991] Trial 6866 finished with value: 0.9972724721613497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:38:46,098] Trial 6867 finished with value: 0.9968609716560576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:38:47,009] Trial 6868 finished with value: 0.9944775507169844 and parameters: {'classifier': 'SVC', 'svc_c': 435.87560916316033, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:38:48,928] Trial 6869 finished with value: 0.9972621715917422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 97}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:38:51,547] Trial 6870 finished with value: 0.9974892961825049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:38:55,172] Trial 6871 finished with value: 0.9970321304777103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:38:56,332] Trial 6872 finished with value: 0.9939970534607955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:38:59,966] Trial 6873 finished with value: 0.9968240369201422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 19, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:39:01,706] Trial 6874 finished with value: 0.996216393290271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:39:04,853] Trial 6875 finished with value: 0.9974224085425111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:39:06,786] Trial 6876 finished with value: 0.9971308102335209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:39:07,607] Trial 6877 finished with value: 0.9892122868376956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 89}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:39:09,314] Trial 6878 finished with value: 0.9975826820870871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:39:13,016] Trial 6879 finished with value: 0.9971432539053301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:39:15,258] Trial 6880 finished with value: 0.9975246742375347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:39:16,452] Trial 6881 finished with value: 0.9955664032304058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:39:21,653] Trial 6882 finished with value: 0.9974385920189093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 23, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:39:22,746] Trial 6883 finished with value: 0.9965957185079898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:39:25,055] Trial 6884 finished with value: 0.9972925125552153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:39:27,782] Trial 6885 finished with value: 0.9975665129244851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:39:33,209] Trial 6886 finished with value: 0.9973499434413479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 25, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:39:35,256] Trial 6887 finished with value: 0.9973395362323713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:39:36,458] Trial 6888 finished with value: 0.9870062960990534 and parameters: {'classifier': 'SVC', 'svc_c': 1.768812765687097, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:39:39,473] Trial 6889 finished with value: 0.9974835898971692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:39:42,155] Trial 6890 finished with value: 0.9967369708898607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:39:44,389] Trial 6891 finished with value: 0.9973171995691622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:39:46,609] Trial 6892 finished with value: 0.9974514227345003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:39:47,664] Trial 6893 finished with value: 0.9963442319311907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 80}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:39:49,364] Trial 6894 finished with value: 0.997300236736708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 83}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:39:52,546] Trial 6895 finished with value: 0.9972330209584888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:39:54,997] Trial 6896 finished with value: 0.9974731045812023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:39:56,901] Trial 6897 finished with value: 0.9972360959808677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:39:58,901] Trial 6898 finished with value: 0.9975008975302501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:40:00,489] Trial 6899 finished with value: 0.9972046878302558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:40:02,923] Trial 6900 finished with value: 0.9974278011938451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:40:04,807] Trial 6901 finished with value: 0.9974974318142301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:40:07,558] Trial 6902 finished with value: 0.9973822175607648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:40:09,894] Trial 6903 finished with value: 0.9973664280470119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:40:13,130] Trial 6904 finished with value: 0.9972275700680946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:40:14,828] Trial 6905 finished with value: 0.9853469842151051 and parameters: {'classifier': 'SVC', 'svc_c': 0.0031430075087187288, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:40:17,476] Trial 6906 finished with value: 0.9974780687073098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:40:21,349] Trial 6907 finished with value: 0.9969605967889178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:40:23,576] Trial 6908 finished with value: 0.9974916831270498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:40:25,686] Trial 6909 finished with value: 0.9959867020231933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 16, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:40:27,593] Trial 6910 finished with value: 0.9973049847594035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:40:29,758] Trial 6911 finished with value: 0.997365422748793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:40:32,103] Trial 6912 finished with value: 0.9972390641417124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:40:34,999] Trial 6913 finished with value: 0.9973535278254037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:40:37,719] Trial 6914 finished with value: 0.9973977523778103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:40:39,772] Trial 6915 finished with value: 0.99721578397399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:40:42,282] Trial 6916 finished with value: 0.9968826488372874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:40:43,444] Trial 6917 finished with value: 0.9975703805376274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 68}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:40:45,476] Trial 6918 finished with value: 0.997677168440135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:40:47,223] Trial 6919 finished with value: 0.9974412280108141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:40:49,484] Trial 6920 finished with value: 0.9973930190497658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:40:52,759] Trial 6921 finished with value: 0.9974339546028212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:40:59,836] Trial 6922 finished with value: 0.9969038426819242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 34, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:41:02,399] Trial 6923 finished with value: 0.997371382048727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:41:04,223] Trial 6924 finished with value: 0.9853945088116545 and parameters: {'classifier': 'SVC', 'svc_c': 0.06551971597296108, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:41:06,290] Trial 6925 finished with value: 0.9973443646789243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:41:09,141] Trial 6926 finished with value: 0.9973508211531789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:41:10,702] Trial 6927 finished with value: 0.9969100227824806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:41:18,252] Trial 6928 finished with value: 0.9965714760469129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 32, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:41:27,073] Trial 6929 finished with value: 0.9943691026045371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 74, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:41:28,932] Trial 6930 finished with value: 0.9971762694222658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:41:31,409] Trial 6931 finished with value: 0.9974012887106743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:41:34,570] Trial 6932 finished with value: 0.9972422926486119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:41:44,468] Trial 6933 finished with value: 0.9966478274548459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 45, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:41:47,346] Trial 6934 finished with value: 0.9974750785838332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:41:48,847] Trial 6935 finished with value: 0.9972968696303667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:41:51,174] Trial 6936 finished with value: 0.9973828369577671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 93}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:41:53,013] Trial 6937 finished with value: 0.9973852385017495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:41:55,438] Trial 6938 finished with value: 0.9972830752884291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:41:58,706] Trial 6939 finished with value: 0.9968481381157929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 15, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:42:09,436] Trial 6940 finished with value: 0.9968738601346402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 58, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:42:11,931] Trial 6941 finished with value: 0.9974708445882873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:42:16,731] Trial 6942 finished with value: 0.9972987468641176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:42:19,217] Trial 6943 finished with value: 0.9951053495684704 and parameters: {'classifier': 'SVC', 'svc_c': 307252.3216810726, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:42:21,949] Trial 6944 finished with value: 0.9972888326083199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:42:27,018] Trial 6945 finished with value: 0.9973160266630536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 23, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:42:29,249] Trial 6946 finished with value: 0.997204645967956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:42:32,386] Trial 6947 finished with value: 0.9974048277412605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:42:33,125] Trial 6948 finished with value: 0.9932611072452732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 7}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:42:35,163] Trial 6949 finished with value: 0.9973934272944698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:42:45,689] Trial 6950 finished with value: 0.9968073533495359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 53, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:42:48,091] Trial 6951 finished with value: 0.997173981499992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:42:49,271] Trial 6952 finished with value: 0.9971209299055461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 1, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:42:51,051] Trial 6953 finished with value: 0.9975083042057165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:42:52,012] Trial 6954 finished with value: 0.9928437172951813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:42:57,402] Trial 6955 finished with value: 0.9972437884879288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 24, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:42:59,969] Trial 6956 finished with value: 0.9975330477766143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:43:08,061] Trial 6957 finished with value: 0.9963504930268869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 62, 'rf_n_estimators': 76}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:43:08,946] Trial 6958 finished with value: 0.9889798657614582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:43:11,077] Trial 6959 finished with value: 0.9971892372773549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:43:12,149] Trial 6960 finished with value: 0.9964502484438572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 53}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:43:13,875] Trial 6961 finished with value: 0.9974022381184383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:43:15,620] Trial 6962 finished with value: 0.9866209864132399 and parameters: {'classifier': 'SVC', 'svc_c': 7606543.4863831205, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:43:18,689] Trial 6963 finished with value: 0.997006170107178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:43:20,218] Trial 6964 finished with value: 0.9951333022226686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:43:27,080] Trial 6965 finished with value: 0.9970329436346378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 35, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:43:30,868] Trial 6966 finished with value: 0.996578417730297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 36, 'rf_n_estimators': 63}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:43:34,572] Trial 6967 finished with value: 0.997361749847713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:43:36,236] Trial 6968 finished with value: 0.9975374548389699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:43:50,158] Trial 6969 finished with value: 0.9962604921923018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 65, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:43:52,961] Trial 6970 finished with value: 0.9974902878016859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:43:55,709] Trial 6971 finished with value: 0.9973670679784404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:43:57,643] Trial 6972 finished with value: 0.997564342464207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:43:58,868] Trial 6973 finished with value: 0.9974106534246042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:44:01,109] Trial 6974 finished with value: 0.9972463869338891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:44:03,287] Trial 6975 finished with value: 0.9972638769329865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:44:04,547] Trial 6976 finished with value: 0.9969108997643398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:44:19,515] Trial 6977 finished with value: 0.9963405330685026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 62, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:44:21,053] Trial 6978 finished with value: 0.9971913395328699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:44:22,015] Trial 6979 finished with value: 0.9958578196811864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 17, 'rf_n_estimators': 35}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:44:22,790] Trial 6980 finished with value: 0.9924375474570901 and parameters: {'classifier': 'SVC', 'svc_c': 51.146810273998014, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:44:26,254] Trial 6981 finished with value: 0.9973731177948867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:44:28,178] Trial 6982 finished with value: 0.9975734192835782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:44:30,744] Trial 6983 finished with value: 0.9974296292338396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:44:32,128] Trial 6984 finished with value: 0.9942777557335581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:44:33,683] Trial 6985 finished with value: 0.9974990154088612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:44:35,981] Trial 6986 finished with value: 0.99763129078708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:44:37,633] Trial 6987 finished with value: 0.9972816133451973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 7, 'rf_n_estimators': 99}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:44:39,915] Trial 6988 finished with value: 0.9975790122328463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:44:42,478] Trial 6989 finished with value: 0.9971853370376439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:44:46,624] Trial 6990 finished with value: 0.9970533775150802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 18, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:44:48,452] Trial 6991 finished with value: 0.9974148063932725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:44:51,543] Trial 6992 finished with value: 0.9974764341098613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:44:54,072] Trial 6993 finished with value: 0.9973630753179427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:44:56,008] Trial 6994 finished with value: 0.9971035648268528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:44:57,973] Trial 6995 finished with value: 0.9974951103449882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:45:00,725] Trial 6996 finished with value: 0.9972621515016468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:45:02,560] Trial 6997 finished with value: 0.9975077029627973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:45:05,083] Trial 6998 finished with value: 0.9973608598215739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:45:11,855] Trial 6999 finished with value: 0.9969987169674152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 37, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:45:13,015] Trial 7000 finished with value: 0.9891143231525534 and parameters: {'classifier': 'SVC', 'svc_c': 6.4714091680048815, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:45:26,300] Trial 7001 finished with value: 0.99589131951859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 74, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:45:39,400] Trial 7002 finished with value: 0.9967201564321241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 60, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:45:41,783] Trial 7003 finished with value: 0.9973097241811261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:45:45,079] Trial 7004 finished with value: 0.9972998520097938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:45:52,852] Trial 7005 finished with value: 0.9962196116093023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 47, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:45:55,531] Trial 7006 finished with value: 0.9972788112370846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:46:05,742] Trial 7007 finished with value: 0.9967748346260659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 47, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:46:07,626] Trial 7008 finished with value: 0.9974154205535198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:46:14,727] Trial 7009 finished with value: 0.9965284103724598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 39, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:46:16,896] Trial 7010 finished with value: 0.9974647420234387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:46:18,145] Trial 7011 finished with value: 0.9974810979318883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:46:22,690] Trial 7012 finished with value: 0.9974724335466245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 19, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:46:36,136] Trial 7013 finished with value: 0.9957771822275391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 63, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:46:38,522] Trial 7014 finished with value: 0.9973591874560155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:46:39,451] Trial 7015 finished with value: 0.9954324369199529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:46:41,942] Trial 7016 finished with value: 0.9973894201932242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:46:45,078] Trial 7017 finished with value: 0.9974458235328644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:50:17,267] Trial 7018 finished with value: 0.9896104571679466 and parameters: {'classifier': 'SVC', 'svc_c': 3751945424.51104, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:50:17,974] Trial 7019 finished with value: 0.9892641491810106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 4}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:50:20,942] Trial 7020 finished with value: 0.9974509360019512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:50:22,308] Trial 7021 finished with value: 0.9977369719887541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 60}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:50:23,921] Trial 7022 finished with value: 0.9956667327226465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:50:26,541] Trial 7023 finished with value: 0.9971902911345726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:50:28,678] Trial 7024 finished with value: 0.9972861086071975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:50:30,624] Trial 7025 finished with value: 0.9974260822687766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:50:34,145] Trial 7026 finished with value: 0.9974220620280372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:50:36,643] Trial 7027 finished with value: 0.9975661056636564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:50:41,618] Trial 7028 finished with value: 0.9972247364442396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 21, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:50:44,139] Trial 7029 finished with value: 0.9973926078534369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:50:51,752] Trial 7030 finished with value: 0.9962370747898676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 37, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:50:53,347] Trial 7031 finished with value: 0.9972045672579454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 47}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:50:53,962] Trial 7032 finished with value: 0.9861898219574026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 1, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:50:56,182] Trial 7033 finished with value: 0.9974600851837515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:50:57,950] Trial 7034 finished with value: 0.997456897491801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:50:59,133] Trial 7035 finished with value: 0.9973002595245255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 3, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:51:00,457] Trial 7036 finished with value: 0.9963243205836566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 70}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:51:01,245] Trial 7037 finished with value: 0.9930888249969095 and parameters: {'classifier': 'SVC', 'svc_c': 1785.7118726252281, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:51:03,179] Trial 7038 finished with value: 0.9974675649833568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:51:04,372] Trial 7039 finished with value: 0.9967574771644703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 31}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:51:06,971] Trial 7040 finished with value: 0.9970696501115226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:51:09,081] Trial 7041 finished with value: 0.9973308514078952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:51:15,568] Trial 7042 finished with value: 0.9966427240945385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 37, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:51:21,702] Trial 7043 finished with value: 0.996964519245164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 27, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:51:24,361] Trial 7044 finished with value: 0.9976318516276428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:51:27,020] Trial 7045 finished with value: 0.9972057426078728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 99}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:51:29,379] Trial 7046 finished with value: 0.9970896267121944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:51:31,185] Trial 7047 finished with value: 0.9972097407590286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:51:34,255] Trial 7048 finished with value: 0.9972771212887256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:51:35,955] Trial 7049 finished with value: 0.9970855153836604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:51:38,723] Trial 7050 finished with value: 0.9971946095212146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:51:40,867] Trial 7051 finished with value: 0.996957240029134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:51:43,132] Trial 7052 finished with value: 0.9974815844105341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:51:46,193] Trial 7053 finished with value: 0.9971177023825217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 95}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:51:48,121] Trial 7054 finished with value: 0.9974019314033006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:51:50,014] Trial 7055 finished with value: 0.9850779023645696 and parameters: {'classifier': 'SVC', 'svc_c': 1.0348907192596159e-10, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:52:06,642] Trial 7056 finished with value: 0.9961243112424035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 72, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:52:09,274] Trial 7057 finished with value: 0.9972167564869506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:52:12,218] Trial 7058 finished with value: 0.9975744878989227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:52:13,741] Trial 7059 finished with value: 0.9960912447861263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:52:15,967] Trial 7060 finished with value: 0.9975013344025463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:52:21,669] Trial 7061 finished with value: 0.9969591491912199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 30, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:52:24,409] Trial 7062 finished with value: 0.9970709543173543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:52:28,560] Trial 7063 finished with value: 0.9972757091740084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:52:30,438] Trial 7064 finished with value: 0.9974750289140082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:52:32,575] Trial 7065 finished with value: 0.9973248731604304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:52:40,817] Trial 7066 finished with value: 0.9965763005897035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 43, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:52:43,268] Trial 7067 finished with value: 0.9976244223230485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:52:46,024] Trial 7068 finished with value: 0.9963487474102383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 51, 'rf_n_estimators': 27}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:52:46,808] Trial 7069 finished with value: 0.993896130818802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 9}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:52:49,029] Trial 7070 finished with value: 0.9970409178473655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:52:50,954] Trial 7071 finished with value: 0.9975886344046816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:52:56,093] Trial 7072 finished with value: 0.9971094647134239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 24, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:53:00,206] Trial 7073 finished with value: 0.9969693146208174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 17, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:53:03,244] Trial 7074 finished with value: 0.9974072635304451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:53:15,661] Trial 7075 finished with value: 0.9965762680900859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 58, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:53:17,458] Trial 7076 finished with value: 0.985398604779041 and parameters: {'classifier': 'SVC', 'svc_c': 0.10934915751186022, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:53:19,377] Trial 7077 finished with value: 0.9972492948879234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:53:21,688] Trial 7078 finished with value: 0.9973895001092751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:53:24,070] Trial 7079 finished with value: 0.9973634764533553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:53:25,497] Trial 7080 finished with value: 0.9971000140849787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 5, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:53:28,446] Trial 7081 finished with value: 0.9974522027887901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:53:34,858] Trial 7082 finished with value: 0.9971066218855761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 27, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:53:36,015] Trial 7083 finished with value: 0.9968919721967237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:53:46,604] Trial 7084 finished with value: 0.9964920485057743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 49, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:53:48,544] Trial 7085 finished with value: 0.9973397947376275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 89}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:53:50,804] Trial 7086 finished with value: 0.9973695625144918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:53:52,467] Trial 7087 finished with value: 0.9975313202823107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:53:56,048] Trial 7088 finished with value: 0.9971533045389163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:53:57,969] Trial 7089 finished with value: 0.997549063676861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:54:00,462] Trial 7090 finished with value: 0.9972429437517837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:54:03,159] Trial 7091 finished with value: 0.9965012072406846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 24, 'rf_n_estimators': 55}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:54:36,981] Trial 7092 finished with value: 0.9897447841797181 and parameters: {'classifier': 'SVC', 'svc_c': 23742192.910203215, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:54:38,361] Trial 7093 finished with value: 0.9966837781252024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 3, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:54:40,013] Trial 7094 finished with value: 0.9973268514159409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:54:46,053] Trial 7095 finished with value: 0.9964738257418694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 28, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:54:46,905] Trial 7096 finished with value: 0.9945314791028621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:54:47,949] Trial 7097 finished with value: 0.9907144647860887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:54:49,885] Trial 7098 finished with value: 0.997220217283595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:55:00,295] Trial 7099 finished with value: 0.9969465348012063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 47, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:55:07,161] Trial 7100 finished with value: 0.9964973633674971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 32, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:55:13,358] Trial 7101 finished with value: 0.9963304453967784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 27, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:55:17,354] Trial 7102 finished with value: 0.9972501630783821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:55:19,477] Trial 7103 finished with value: 0.9973990582974889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 99}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:55:20,669] Trial 7104 finished with value: 0.9973662703730878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 41}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:55:22,210] Trial 7105 finished with value: 0.9972984570018086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:55:24,012] Trial 7106 finished with value: 0.9961301326728677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:55:27,964] Trial 7107 finished with value: 0.9974726052169661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:55:29,311] Trial 7108 finished with value: 0.9972492154479409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 65}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:55:30,158] Trial 7109 finished with value: 0.9963524278649402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 15}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:55:31,485] Trial 7110 finished with value: 0.9953712825425162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:55:35,095] Trial 7111 finished with value: 0.9968373391658244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:55:36,622] Trial 7112 finished with value: 0.9867341907685009 and parameters: {'classifier': 'SVC', 'svc_c': 115570890.2481658, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:55:38,141] Trial 7113 finished with value: 0.997450572190318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:55:40,664] Trial 7114 finished with value: 0.9974094922615215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:55:42,931] Trial 7115 finished with value: 0.9974279172593729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:55:44,884] Trial 7116 finished with value: 0.9974589769912363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:55:47,215] Trial 7117 finished with value: 0.9972763478359203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:55:49,372] Trial 7118 finished with value: 0.9974766806816643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:55:51,741] Trial 7119 finished with value: 0.9975833511539145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:55:53,107] Trial 7120 finished with value: 0.9944970269695448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 14, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:55:56,119] Trial 7121 finished with value: 0.9974014013485079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:55:58,087] Trial 7122 finished with value: 0.9972932382424696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:56:00,369] Trial 7123 finished with value: 0.9973514640679705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:56:02,791] Trial 7124 finished with value: 0.9974854441209374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:56:04,918] Trial 7125 finished with value: 0.9970097094551432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:56:09,326] Trial 7126 finished with value: 0.9972910141768657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:56:15,627] Trial 7127 finished with value: 0.9968726841182166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 27, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:56:29,326] Trial 7128 finished with value: 0.9967072617329117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 58, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:56:33,793] Trial 7129 finished with value: 0.9971207190071509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 25, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:56:34,521] Trial 7130 finished with value: 0.9932933473733914 and parameters: {'classifier': 'SVC', 'svc_c': 150.8777677818388, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:56:36,468] Trial 7131 finished with value: 0.9970498383575425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 7, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:56:38,523] Trial 7132 finished with value: 0.9973813333744008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:56:41,582] Trial 7133 finished with value: 0.9974548873079555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:56:43,604] Trial 7134 finished with value: 0.9974479344528281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:56:46,668] Trial 7135 finished with value: 0.9974015853648953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:56:47,668] Trial 7136 finished with value: 0.9967523142638482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:56:49,165] Trial 7137 finished with value: 0.9965392535968093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:56:50,919] Trial 7138 finished with value: 0.994441587351465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 22, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:56:53,259] Trial 7139 finished with value: 0.9974677508405428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:56:55,248] Trial 7140 finished with value: 0.9968871185185342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:56:57,353] Trial 7141 finished with value: 0.9973976734456343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:57:00,134] Trial 7142 finished with value: 0.9972933449453145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:57:13,107] Trial 7143 finished with value: 0.9968654910071297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 54, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:57:14,956] Trial 7144 finished with value: 0.9971902571432736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:57:18,235] Trial 7145 finished with value: 0.9971254085686209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:57:21,904] Trial 7146 finished with value: 0.9974964691717584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:57:24,323] Trial 7147 finished with value: 0.9974287339392078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:57:26,094] Trial 7148 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 5.850746738643436e-06, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:57:28,449] Trial 7149 finished with value: 0.9972958350697967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:57:30,840] Trial 7150 finished with value: 0.9973347717377017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:57:33,719] Trial 7151 finished with value: 0.9972738520303528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:57:35,856] Trial 7152 finished with value: 0.9973653087462292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:57:49,237] Trial 7153 finished with value: 0.9963240293566177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 66, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:57:51,406] Trial 7154 finished with value: 0.9972303829353577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:58:02,768] Trial 7155 finished with value: 0.9964120871647698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 52, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:58:10,921] Trial 7156 finished with value: 0.9969439001105557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 37, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:58:11,827] Trial 7157 finished with value: 0.994165192864883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 4, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:58:15,219] Trial 7158 finished with value: 0.9969533615616274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:58:17,459] Trial 7159 finished with value: 0.9974368145374012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:58:20,385] Trial 7160 finished with value: 0.9973646801452339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:58:21,937] Trial 7161 finished with value: 0.9962967629077172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:58:23,749] Trial 7162 finished with value: 0.997637744690564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:58:26,678] Trial 7163 finished with value: 0.9968846655591417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 78}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:58:41,539] Trial 7164 finished with value: 0.9960877742776825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 73, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:58:44,178] Trial 7165 finished with value: 0.9973394187068999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:58:45,490] Trial 7166 finished with value: 0.9971051009733122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 50}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:58:47,488] Trial 7167 finished with value: 0.9972185675789026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:58:48,671] Trial 7168 finished with value: 0.9889554723866314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:58:50,365] Trial 7169 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.9079685609054334e-07, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:58:52,949] Trial 7170 finished with value: 0.9976345703285348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:58:53,766] Trial 7171 finished with value: 0.9967709482875581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 86}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:59:03,727] Trial 7172 finished with value: 0.9971360233117744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 43, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:59:07,703] Trial 7173 finished with value: 0.9969162626455167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:59:11,262] Trial 7174 finished with value: 0.9957861292706065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 38, 'rf_n_estimators': 44}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:59:14,127] Trial 7175 finished with value: 0.9975184019700952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:59:15,903] Trial 7176 finished with value: 0.997255156244675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 74}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:59:17,801] Trial 7177 finished with value: 0.9973325372938021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:59:19,972] Trial 7178 finished with value: 0.9975561815373695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:59:21,097] Trial 7179 finished with value: 0.9961638754004771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 24}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:59:22,733] Trial 7180 finished with value: 0.9973401246849137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:59:25,373] Trial 7181 finished with value: 0.9974537068164872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:59:26,745] Trial 7182 finished with value: 0.9974503339021087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:59:29,024] Trial 7183 finished with value: 0.9975525519902712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:59:30,508] Trial 7184 finished with value: 0.9972860411324063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:59:33,081] Trial 7185 finished with value: 0.9972236056225965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:59:34,972] Trial 7186 finished with value: 0.9854777450286413 and parameters: {'classifier': 'SVC', 'svc_c': 0.33883760511116534, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:59:41,776] Trial 7187 finished with value: 0.995245363822833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 63, 'rf_n_estimators': 83}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:59:45,741] Trial 7188 finished with value: 0.9975302141210216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 19, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:59:47,028] Trial 7189 finished with value: 0.9969946316639655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:59:48,755] Trial 7190 finished with value: 0.9975871732866354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 96}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:59:50,582] Trial 7191 finished with value: 0.9972105323341788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:59:52,188] Trial 7192 finished with value: 0.9973586829819764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 21:59:57,575] Trial 7193 finished with value: 0.9966812141783473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 25, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:00:00,446] Trial 7194 finished with value: 0.9975241089536647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:00:02,469] Trial 7195 finished with value: 0.9974340530855482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:00:12,745] Trial 7196 finished with value: 0.9961657100419563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 48, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:00:14,909] Trial 7197 finished with value: 0.9973548579928436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:00:28,521] Trial 7198 finished with value: 0.9965041853037563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 59, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:00:30,963] Trial 7199 finished with value: 0.9977196773047394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:00:36,331] Trial 7200 finished with value: 0.997462875009294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 22, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:00:39,481] Trial 7201 finished with value: 0.9973649513139153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:00:42,063] Trial 7202 finished with value: 0.9970928045336556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:00:44,179] Trial 7203 finished with value: 0.9974649043945734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:00:55,267] Trial 7204 finished with value: 0.9967521347542436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 51, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:00:56,996] Trial 7205 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.776968248292742e-08, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:01:07,076] Trial 7206 finished with value: 0.9970564246081007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 44, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:01:09,995] Trial 7207 finished with value: 0.9973001268600723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:01:12,384] Trial 7208 finished with value: 0.9972983217665851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:01:14,522] Trial 7209 finished with value: 0.9973005174902375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:01:18,065] Trial 7210 finished with value: 0.9972896113613556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:01:20,615] Trial 7211 finished with value: 0.9971858176130386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:01:22,334] Trial 7212 finished with value: 0.9976830490617966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:01:24,297] Trial 7213 finished with value: 0.9974418338874679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:01:25,793] Trial 7214 finished with value: 0.9942502980955029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:01:27,798] Trial 7215 finished with value: 0.9975816242308931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:01:31,737] Trial 7216 finished with value: 0.9973969729265407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:01:33,831] Trial 7217 finished with value: 0.9973983673315053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:01:36,821] Trial 7218 finished with value: 0.9968833628132537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:01:38,397] Trial 7219 finished with value: 0.9969166639713567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:01:39,919] Trial 7220 finished with value: 0.9955584632946183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:01:46,890] Trial 7221 finished with value: 0.9973120093739398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 31, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:01:49,504] Trial 7222 finished with value: 0.9973072792196863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:01:50,694] Trial 7223 finished with value: 0.9962384743998491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 3, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:01:52,413] Trial 7224 finished with value: 0.9852051536002978 and parameters: {'classifier': 'SVC', 'svc_c': 1.0123447962851497e-06, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:01:53,858] Trial 7225 finished with value: 0.9962109567136729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:01:57,747] Trial 7226 finished with value: 0.9974647328194456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:01:58,768] Trial 7227 finished with value: 0.9893050945410794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:02:01,257] Trial 7228 finished with value: 0.9976978090295688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:02:04,433] Trial 7229 finished with value: 0.9974588521343084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:02:07,090] Trial 7230 finished with value: 0.9974175246180957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:02:08,720] Trial 7231 finished with value: 0.9966255792769229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:02:10,866] Trial 7232 finished with value: 0.9976295462812579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:02:11,843] Trial 7233 finished with value: 0.996809829763242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:02:13,531] Trial 7234 finished with value: 0.9973702438638895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 67}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:02:28,238] Trial 7235 finished with value: 0.9959886521271798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 73, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:02:31,188] Trial 7236 finished with value: 0.9973783691490566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:02:32,883] Trial 7237 finished with value: 0.9974798197194028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:02:35,721] Trial 7238 finished with value: 0.9971656968905291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 98}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:02:38,008] Trial 7239 finished with value: 0.9974978181915156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:02:39,148] Trial 7240 finished with value: 0.9971009007786376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:02:42,072] Trial 7241 finished with value: 0.997174583504621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:02:43,462] Trial 7242 finished with value: 0.9975240709633896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:02:45,361] Trial 7243 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 5.950530739818981e-08, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:02:47,483] Trial 7244 finished with value: 0.9967914255537201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:02:49,000] Trial 7245 finished with value: 0.9966706063540577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:02:59,039] Trial 7246 finished with value: 0.9969819945178723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 41, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:03:00,741] Trial 7247 finished with value: 0.997035086990743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:03:04,424] Trial 7248 finished with value: 0.9974903635283332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:03:07,096] Trial 7249 finished with value: 0.9971938917366993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:03:09,578] Trial 7250 finished with value: 0.9975538116995567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:03:11,079] Trial 7251 finished with value: 0.9973180212635865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:03:14,186] Trial 7252 finished with value: 0.9974858780416082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:03:15,719] Trial 7253 finished with value: 0.9973988561270183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:03:17,698] Trial 7254 finished with value: 0.9973678077255878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:03:20,329] Trial 7255 finished with value: 0.9974498929673601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:03:22,639] Trial 7256 finished with value: 0.9974466076813441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:03:24,689] Trial 7257 finished with value: 0.9971827748998495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:03:27,134] Trial 7258 finished with value: 0.9977947725580326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:03:29,444] Trial 7259 finished with value: 0.9936623082283088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 32, 'rf_n_estimators': 99}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:03:31,611] Trial 7260 finished with value: 0.9972981338146969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:03:33,949] Trial 7261 finished with value: 0.9973115016943718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 98}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:03:35,120] Trial 7262 finished with value: 0.9872236942272171 and parameters: {'classifier': 'SVC', 'svc_c': 146533.49172924078, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:03:37,392] Trial 7263 finished with value: 0.9969474247321318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:03:39,586] Trial 7264 finished with value: 0.9971838166331864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:03:41,848] Trial 7265 finished with value: 0.9976611822148316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 97}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:03:44,237] Trial 7266 finished with value: 0.9973231554414022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:03:46,060] Trial 7267 finished with value: 0.9975100180527199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 99}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:03:48,425] Trial 7268 finished with value: 0.9973703489798389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:03:50,809] Trial 7269 finished with value: 0.9970432204008146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 11, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:03:52,936] Trial 7270 finished with value: 0.9975337759711632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:03:55,219] Trial 7271 finished with value: 0.9972957641990493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:03:57,433] Trial 7272 finished with value: 0.9973610781466394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:03:59,130] Trial 7273 finished with value: 0.9961341314905194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:04:01,133] Trial 7274 finished with value: 0.9975076261570611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:04:03,658] Trial 7275 finished with value: 0.9973471094366381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 99}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:04:05,542] Trial 7276 finished with value: 0.9973414093719323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:04:07,936] Trial 7277 finished with value: 0.9976058466653505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:04:09,759] Trial 7278 finished with value: 0.997024553020564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:04:12,225] Trial 7279 finished with value: 0.997388450219296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:04:14,107] Trial 7280 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 2.1557977315175593e-05, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:04:21,216] Trial 7281 finished with value: 0.996605861371935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 44, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:04:22,250] Trial 7282 finished with value: 0.9903935228456296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 96}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:04:24,078] Trial 7283 finished with value: 0.9971833170467849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:04:26,308] Trial 7284 finished with value: 0.9974987057420982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:04:28,281] Trial 7285 finished with value: 0.9973830117701614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:04:30,202] Trial 7286 finished with value: 0.9972804670037173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:04:32,696] Trial 7287 finished with value: 0.9973835410315063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:04:34,954] Trial 7288 finished with value: 0.9975243635234207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:04:36,852] Trial 7289 finished with value: 0.9974792278709043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:04:39,192] Trial 7290 finished with value: 0.9974528441801621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:04:41,383] Trial 7291 finished with value: 0.997477524275245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:04:43,642] Trial 7292 finished with value: 0.9974109321151697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:04:45,624] Trial 7293 finished with value: 0.9973435786579078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:04:47,208] Trial 7294 finished with value: 0.9974049836378621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:04:49,210] Trial 7295 finished with value: 0.9974107016027477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:04:51,230] Trial 7296 finished with value: 0.9969389488383008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:04:53,634] Trial 7297 finished with value: 0.99750677862798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:04:54,944] Trial 7298 finished with value: 0.9885350108101166 and parameters: {'classifier': 'SVC', 'svc_c': 31935.891659430843, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:04:58,928] Trial 7299 finished with value: 0.9972933398672493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 23, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:05:05,185] Trial 7300 finished with value: 0.9970084608858634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 32, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:05:07,455] Trial 7301 finished with value: 0.9975117761106284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:05:09,183] Trial 7302 finished with value: 0.996637189257379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:05:10,381] Trial 7303 finished with value: 0.9970333718107472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:05:12,404] Trial 7304 finished with value: 0.9976135022294871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:05:13,773] Trial 7305 finished with value: 0.9953229029902152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:05:16,041] Trial 7306 finished with value: 0.9972304393653572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:05:18,552] Trial 7307 finished with value: 0.9971704988994053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:05:29,999] Trial 7308 finished with value: 0.996537778450608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 58, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:05:32,071] Trial 7309 finished with value: 0.9972349546539773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 95}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:05:33,701] Trial 7310 finished with value: 0.997143939253704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:05:35,442] Trial 7311 finished with value: 0.9973899142889676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:05:37,829] Trial 7312 finished with value: 0.997518031239598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:05:38,682] Trial 7313 finished with value: 0.9966782615056018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 92}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:05:41,171] Trial 7314 finished with value: 0.9974214160029305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:05:43,603] Trial 7315 finished with value: 0.9973482736782978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:05:52,222] Trial 7316 finished with value: 0.9964604362169416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 43, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:05:54,136] Trial 7317 finished with value: 0.9973331280949497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:05:55,895] Trial 7318 finished with value: 0.9852897950448757 and parameters: {'classifier': 'SVC', 'svc_c': 0.0012198162255874472, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:05:58,051] Trial 7319 finished with value: 0.9974322387563297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:06:00,341] Trial 7320 finished with value: 0.9971001430043588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:06:02,359] Trial 7321 finished with value: 0.9973416033540227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:06:04,444] Trial 7322 finished with value: 0.9974273909179153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:06:06,947] Trial 7323 finished with value: 0.9972325918937178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 97}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:06:08,666] Trial 7324 finished with value: 0.9974284993325956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:06:11,000] Trial 7325 finished with value: 0.9969553606372052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:06:12,611] Trial 7326 finished with value: 0.9965173846551426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:06:14,506] Trial 7327 finished with value: 0.9975085312904444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 97}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:06:16,626] Trial 7328 finished with value: 0.997511786869779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:06:18,853] Trial 7329 finished with value: 0.9968547185265763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:06:24,499] Trial 7330 finished with value: 0.9967949590301726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 26, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:06:26,915] Trial 7331 finished with value: 0.9975005494606188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:06:34,229] Trial 7332 finished with value: 0.996885925268427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 35, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:06:36,780] Trial 7333 finished with value: 0.9974931504974641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:06:38,723] Trial 7334 finished with value: 0.9976347605972901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:06:40,709] Trial 7335 finished with value: 0.9973165788709056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:06:41,674] Trial 7336 finished with value: 0.9915368222153852 and parameters: {'classifier': 'SVC', 'svc_c': 7229.477083494274, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:06:43,158] Trial 7337 finished with value: 0.9973093057802919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:06:44,931] Trial 7338 finished with value: 0.9973561015475343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:06:49,201] Trial 7339 finished with value: 0.9966881445947743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 28, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:06:51,142] Trial 7340 finished with value: 0.9975872065797003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 94}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:07:06,595] Trial 7341 finished with value: 0.9958614519577448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 73, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:07:11,595] Trial 7342 finished with value: 0.9973051291351447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 24, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:07:13,143] Trial 7343 finished with value: 0.9964757037055922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:07:15,441] Trial 7344 finished with value: 0.9975000123917486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 99}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:07:16,450] Trial 7345 finished with value: 0.9942773306677634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:07:27,565] Trial 7346 finished with value: 0.9965842266560255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 52, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:07:30,110] Trial 7347 finished with value: 0.9972605625433092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:07:31,871] Trial 7348 finished with value: 0.997400087970421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:07:33,257] Trial 7349 finished with value: 0.9973076907333945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:07:41,212] Trial 7350 finished with value: 0.9967753446542389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 38, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:07:43,417] Trial 7351 finished with value: 0.9972644682419404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:07:45,125] Trial 7352 finished with value: 0.9975256635398484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:07:46,327] Trial 7353 finished with value: 0.9971307772895729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:07:47,158] Trial 7354 finished with value: 0.9912768139152165 and parameters: {'classifier': 'SVC', 'svc_c': 14.346739317937844, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:07:49,457] Trial 7355 finished with value: 0.9974486996220393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:07:50,389] Trial 7356 finished with value: 0.9967546470635232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:07:52,406] Trial 7357 finished with value: 0.9971682312259166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 98}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:07:54,814] Trial 7358 finished with value: 0.997285202902532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:07:56,852] Trial 7359 finished with value: 0.997394979278145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:07:58,896] Trial 7360 finished with value: 0.9967181125743588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:08:00,795] Trial 7361 finished with value: 0.9976208034398871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:08:02,749] Trial 7362 finished with value: 0.9971815268066382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:08:03,775] Trial 7363 finished with value: 0.990966175242087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:08:08,390] Trial 7364 finished with value: 0.9934177173149279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 59, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:08:13,167] Trial 7365 finished with value: 0.9952565418503682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 42, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:08:15,406] Trial 7366 finished with value: 0.9972953629049472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:08:19,994] Trial 7367 finished with value: 0.9972634905874388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:08:22,001] Trial 7368 finished with value: 0.9973662134987576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:08:24,733] Trial 7369 finished with value: 0.9974340255687825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:08:26,731] Trial 7370 finished with value: 0.9972261486541704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:08:28,808] Trial 7371 finished with value: 0.9974127742467952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:08:31,017] Trial 7372 finished with value: 0.9974231667293826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:08:32,467] Trial 7373 finished with value: 0.9867833491055754 and parameters: {'classifier': 'SVC', 'svc_c': 1456487.5182431943, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:08:35,154] Trial 7374 finished with value: 0.997223167099929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:08:37,545] Trial 7375 finished with value: 0.9972229123714836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:08:39,475] Trial 7376 finished with value: 0.9974251425093362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:08:41,111] Trial 7377 finished with value: 0.9971592411779845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:08:44,481] Trial 7378 finished with value: 0.9967491159079609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 20, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:08:46,517] Trial 7379 finished with value: 0.9974659633298563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:08:47,702] Trial 7380 finished with value: 0.9972129249280712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 81}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:08:49,782] Trial 7381 finished with value: 0.9974096839584826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 99}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:08:52,092] Trial 7382 finished with value: 0.9974738786687656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:08:53,522] Trial 7383 finished with value: 0.9958189418236238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:08:56,045] Trial 7384 finished with value: 0.9971736671994943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:09:05,998] Trial 7385 finished with value: 0.9965558538871463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 51, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:09:07,328] Trial 7386 finished with value: 0.9972787653758083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:09:09,386] Trial 7387 finished with value: 0.9975180236859759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:09:11,672] Trial 7388 finished with value: 0.9970761663482571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:09:12,497] Trial 7389 finished with value: 0.9971094042209723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 18}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:09:14,543] Trial 7390 finished with value: 0.9975324823657928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:09:23,489] Trial 7391 finished with value: 0.995036267569554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 73, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:09:24,595] Trial 7392 finished with value: 0.9872224399451137 and parameters: {'classifier': 'SVC', 'svc_c': 0.9985436949120433, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:09:25,974] Trial 7393 finished with value: 0.9965977425930389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 7, 'rf_n_estimators': 71}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:09:28,295] Trial 7394 finished with value: 0.9976559930669602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:09:35,532] Trial 7395 finished with value: 0.9964281391510174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 35, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:09:37,281] Trial 7396 finished with value: 0.9970545193180395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 58}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:09:39,459] Trial 7397 finished with value: 0.9973827645318621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:09:41,910] Trial 7398 finished with value: 0.9972889618450792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:09:43,898] Trial 7399 finished with value: 0.9970783823524324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:09:46,525] Trial 7400 finished with value: 0.9975734112538874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:09:48,514] Trial 7401 finished with value: 0.9973814682287694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:09:50,854] Trial 7402 finished with value: 0.9973538041991019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:09:52,034] Trial 7403 finished with value: 0.9967951001369091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 2, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:09:53,904] Trial 7404 finished with value: 0.9972660218442492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:09:56,283] Trial 7405 finished with value: 0.9974812149495532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:09:58,579] Trial 7406 finished with value: 0.9974899150082249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:10:00,997] Trial 7407 finished with value: 0.9974679921438533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:10:03,491] Trial 7408 finished with value: 0.9973111252827892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:10:05,695] Trial 7409 finished with value: 0.9972789406007955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:10:07,652] Trial 7410 finished with value: 0.9853897563773898 and parameters: {'classifier': 'SVC', 'svc_c': 0.013070551034230491, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:10:08,776] Trial 7411 finished with value: 0.9974539508175199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 3, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:10:11,252] Trial 7412 finished with value: 0.9976541065340022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:10:12,785] Trial 7413 finished with value: 0.9973607860626769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:10:14,944] Trial 7414 finished with value: 0.9974963777031093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:10:17,248] Trial 7415 finished with value: 0.9973373962722221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:10:19,058] Trial 7416 finished with value: 0.9963572703079103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:10:21,307] Trial 7417 finished with value: 0.9974111267320183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:10:22,557] Trial 7418 finished with value: 0.996850062988143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 39}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:10:25,891] Trial 7419 finished with value: 0.9961970694431423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 26, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:10:31,106] Trial 7420 finished with value: 0.9972314505985649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 27, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:10:33,066] Trial 7421 finished with value: 0.9975082525046651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:10:34,196] Trial 7422 finished with value: 0.9970803549585954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 91}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:10:35,350] Trial 7423 finished with value: 0.993905004325138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 98}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:10:37,675] Trial 7424 finished with value: 0.9972985191763696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:10:38,652] Trial 7425 finished with value: 0.9968382680709001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:10:53,723] Trial 7426 finished with value: 0.9962965217313583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 74, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:10:55,283] Trial 7427 finished with value: 0.9973735989098259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:10:56,929] Trial 7428 finished with value: 0.9972293892214746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:10:58,642] Trial 7429 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 8.05806893138975e-10, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:11:01,057] Trial 7430 finished with value: 0.9970653404845432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:11:03,598] Trial 7431 finished with value: 0.9971970953610793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:11:04,604] Trial 7432 finished with value: 0.9969618321234902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 29}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:11:06,690] Trial 7433 finished with value: 0.9976574977294156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:11:07,774] Trial 7434 finished with value: 0.9908916446696435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:11:11,004] Trial 7435 finished with value: 0.9945032083078796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 36, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:11:12,598] Trial 7436 finished with value: 0.9972671552366629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 95}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:11:15,295] Trial 7437 finished with value: 0.9974318545689598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:11:17,266] Trial 7438 finished with value: 0.9971266370795432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:11:19,656] Trial 7439 finished with value: 0.9974342450998884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:11:21,528] Trial 7440 finished with value: 0.9972026194073503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:11:23,051] Trial 7441 finished with value: 0.9964294041287953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:11:32,137] Trial 7442 finished with value: 0.9963887778616484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 41, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:11:36,610] Trial 7443 finished with value: 0.9970753378301823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 20, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:11:38,110] Trial 7444 finished with value: 0.9974077741299006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 62}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:11:39,759] Trial 7445 finished with value: 0.9972315064255444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:11:41,761] Trial 7446 finished with value: 0.9973747876531505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:11:43,966] Trial 7447 finished with value: 0.997609239479397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:11:46,059] Trial 7448 finished with value: 0.9976174937474201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 76}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:11:47,889] Trial 7449 finished with value: 0.9866068935762825 and parameters: {'classifier': 'SVC', 'svc_c': 1900537384.5934439, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:11:50,762] Trial 7450 finished with value: 0.9971612865591691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:11:58,141] Trial 7451 finished with value: 0.9965099474478092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 44, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:12:02,786] Trial 7452 finished with value: 0.9971862822877419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 24, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:12:05,200] Trial 7453 finished with value: 0.9975050996926749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:12:08,043] Trial 7454 finished with value: 0.9973813122052165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:12:10,433] Trial 7455 finished with value: 0.9973720702217747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:12:14,760] Trial 7456 finished with value: 0.9968325256678258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 22, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:12:30,230] Trial 7457 finished with value: 0.996267208822184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 74, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:12:32,138] Trial 7458 finished with value: 0.9974623518098893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:12:34,494] Trial 7459 finished with value: 0.9971708414149028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:12:37,063] Trial 7460 finished with value: 0.9974005192885835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:12:38,595] Trial 7461 finished with value: 0.9972955031864984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 87}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:12:39,702] Trial 7462 finished with value: 0.9975245701371982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 33}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:12:41,772] Trial 7463 finished with value: 0.9976310970906307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:12:42,913] Trial 7464 finished with value: 0.9953904809931725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 3, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:12:44,061] Trial 7465 finished with value: 0.9967969226545077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 4, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:12:44,813] Trial 7466 finished with value: 0.9952190031420737 and parameters: {'classifier': 'SVC', 'svc_c': 2183.5606009604817, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:12:47,619] Trial 7467 finished with value: 0.9974417531144933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:12:50,175] Trial 7468 finished with value: 0.9972812658468483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:12:52,237] Trial 7469 finished with value: 0.9974557919335322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 97}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:12:54,559] Trial 7470 finished with value: 0.9972870772163956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:12:56,471] Trial 7471 finished with value: 0.9974998499571383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:12:59,230] Trial 7472 finished with value: 0.9974480844144408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:13:01,658] Trial 7473 finished with value: 0.9971573726086821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:13:02,895] Trial 7474 finished with value: 0.9969573196595439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 53}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:13:06,806] Trial 7475 finished with value: 0.9974346956829607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:13:09,481] Trial 7476 finished with value: 0.9974867000534117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:13:10,169] Trial 7477 finished with value: 0.9883748167689989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 1, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:13:11,750] Trial 7478 finished with value: 0.9974803817342682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:13:13,564] Trial 7479 finished with value: 0.9971586952225001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:13:15,864] Trial 7480 finished with value: 0.9974855627254975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:13:18,111] Trial 7481 finished with value: 0.9973728338993042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:13:20,346] Trial 7482 finished with value: 0.9970703367611508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:13:23,097] Trial 7483 finished with value: 0.9965144015140056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 13, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:13:27,282] Trial 7484 finished with value: 0.9969286703582769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 20, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:13:29,232] Trial 7485 finished with value: 0.9852053993786534 and parameters: {'classifier': 'SVC', 'svc_c': 0.00015764786973542668, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:13:30,079] Trial 7486 finished with value: 0.9887288742960156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:13:41,182] Trial 7487 finished with value: 0.9962178872253137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 50, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:13:43,580] Trial 7488 finished with value: 0.9974141998818608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:13:45,371] Trial 7489 finished with value: 0.9972296759417308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:13:47,745] Trial 7490 finished with value: 0.9973170301839499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:13:50,239] Trial 7491 finished with value: 0.9974432046159536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:13:52,601] Trial 7492 finished with value: 0.9975059493481959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:14:03,200] Trial 7493 finished with value: 0.9967435074388561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 51, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:14:05,479] Trial 7494 finished with value: 0.9974679220982915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:14:07,989] Trial 7495 finished with value: 0.9971814811357893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:14:21,019] Trial 7496 finished with value: 0.9964652286409695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 58, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:14:23,059] Trial 7497 finished with value: 0.9972886969922413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:14:30,947] Trial 7498 finished with value: 0.9960041203263574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 48, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:14:31,962] Trial 7499 finished with value: 0.9973518415269039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:14:34,273] Trial 7500 finished with value: 0.997046937671489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:14:36,390] Trial 7501 finished with value: 0.9972454165473684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:14:38,760] Trial 7502 finished with value: 0.9972303878229954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:14:41,284] Trial 7503 finished with value: 0.997337144876257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:14:44,025] Trial 7504 finished with value: 0.9943841030821723 and parameters: {'classifier': 'SVC', 'svc_c': 524089.0009593339, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:14:57,088] Trial 7505 finished with value: 0.9964747793072993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 66, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:14:58,597] Trial 7506 finished with value: 0.9970881657845755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:15:01,538] Trial 7507 finished with value: 0.9973118502400719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:15:03,733] Trial 7508 finished with value: 0.9976167654259195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:15:05,822] Trial 7509 finished with value: 0.9973699682836387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:15:18,017] Trial 7510 finished with value: 0.9959322417734623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 65, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:15:19,715] Trial 7511 finished with value: 0.9976978543513008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:15:20,687] Trial 7512 finished with value: 0.9963065485615138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 21}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:15:23,656] Trial 7513 finished with value: 0.997622021445562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:15:25,179] Trial 7514 finished with value: 0.996920505813318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 46}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:15:30,064] Trial 7515 finished with value: 0.9938948767588641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 62, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:15:31,581] Trial 7516 finished with value: 0.9971978799856277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 4, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:15:33,194] Trial 7517 finished with value: 0.9970988591107878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 7, 'rf_n_estimators': 94}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:15:37,564] Trial 7518 finished with value: 0.9972321508320175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:15:40,158] Trial 7519 finished with value: 0.9973401753703519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:15:42,265] Trial 7520 finished with value: 0.9974283852348184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:15:44,770] Trial 7521 finished with value: 0.997264463957323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:15:47,038] Trial 7522 finished with value: 0.9971570725267669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 98}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:15:49,203] Trial 7523 finished with value: 0.9974812889623536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:15:50,941] Trial 7524 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 3.010461151856791e-09, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:15:52,073] Trial 7525 finished with value: 0.9971749331928854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 36}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:15:52,558] Trial 7526 finished with value: 0.9852168490192007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 2}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:15:55,639] Trial 7527 finished with value: 0.9973322384179274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:15:57,560] Trial 7528 finished with value: 0.9974308168028614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:15:59,923] Trial 7529 finished with value: 0.9972762257719282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 56}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:16:00,852] Trial 7530 finished with value: 0.9944151553238898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 2, 'rf_n_estimators': 80}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:16:03,154] Trial 7531 finished with value: 0.9974781658253068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:16:05,015] Trial 7532 finished with value: 0.9973434973453889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:16:07,225] Trial 7533 finished with value: 0.9969232367967801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:16:15,586] Trial 7534 finished with value: 0.9968597670120415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 40, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:16:18,153] Trial 7535 finished with value: 0.9975221360618606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:16:20,378] Trial 7536 finished with value: 0.9975211840198502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:16:23,341] Trial 7537 finished with value: 0.9975063364237154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:16:25,544] Trial 7538 finished with value: 0.9972260931445703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:16:27,699] Trial 7539 finished with value: 0.9974285231042884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:16:29,696] Trial 7540 finished with value: 0.9971829345415241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:16:31,651] Trial 7541 finished with value: 0.9851604972219223 and parameters: {'classifier': 'SVC', 'svc_c': 0.0004850871274196809, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:16:42,396] Trial 7542 finished with value: 0.9964538207357706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 49, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:16:44,802] Trial 7543 finished with value: 0.9974634970088045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:16:49,487] Trial 7544 finished with value: 0.9969587653847051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 23, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:16:51,529] Trial 7545 finished with value: 0.9973507396502325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 67}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:16:53,077] Trial 7546 finished with value: 0.997216771498981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 5, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:16:54,640] Trial 7547 finished with value: 0.9975526944299999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 72}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:16:55,607] Trial 7548 finished with value: 0.9969724130022964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:16:57,804] Trial 7549 finished with value: 0.9973637874531104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:17:00,577] Trial 7550 finished with value: 0.9970762944107138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 17, 'rf_n_estimators': 84}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:17:03,224] Trial 7551 finished with value: 0.9972350689739199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:17:05,507] Trial 7552 finished with value: 0.9970534270262159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:17:07,775] Trial 7553 finished with value: 0.997567513874611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:17:08,762] Trial 7554 finished with value: 0.9897164786317268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 3, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:17:10,652] Trial 7555 finished with value: 0.9971853387197528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:17:13,285] Trial 7556 finished with value: 0.9975337172242966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:17:13,912] Trial 7557 finished with value: 0.9965586828455285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 13}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:17:16,965] Trial 7558 finished with value: 0.9975496576835372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:17:18,592] Trial 7559 finished with value: 0.9972109816477349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:17:20,191] Trial 7560 finished with value: 0.9867330436335733 and parameters: {'classifier': 'SVC', 'svc_c': 318150954.0756783, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:17:34,129] Trial 7561 finished with value: 0.9963114969138812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 61, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:17:36,422] Trial 7562 finished with value: 0.9973311324788038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:17:39,718] Trial 7563 finished with value: 0.9968123421994731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:17:41,524] Trial 7564 finished with value: 0.9972015509824331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:17:47,885] Trial 7565 finished with value: 0.9971914530276272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 29, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:17:49,842] Trial 7566 finished with value: 0.9973687125098539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:17:51,911] Trial 7567 finished with value: 0.9972587397718073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:17:54,300] Trial 7568 finished with value: 0.9970977227984869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:18:02,572] Trial 7569 finished with value: 0.9967828988157613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 42, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:18:05,100] Trial 7570 finished with value: 0.9973447837145165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:18:08,474] Trial 7571 finished with value: 0.9972249261099747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:18:12,830] Trial 7572 finished with value: 0.997346701985382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:18:15,590] Trial 7573 finished with value: 0.9973765201303054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:18:17,924] Trial 7574 finished with value: 0.9972620454018221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:18:18,881] Trial 7575 finished with value: 0.9972502257607493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 43}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:18:20,785] Trial 7576 finished with value: 0.9962115640820083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:18:22,082] Trial 7577 finished with value: 0.9972744874867362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 60}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:18:24,520] Trial 7578 finished with value: 0.9972842338172653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:18:26,224] Trial 7579 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.7330937403912203e-06, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:18:35,366] Trial 7580 finished with value: 0.9969480808498931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 42, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:18:40,259] Trial 7581 finished with value: 0.9973186440565449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 21, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:18:41,120] Trial 7582 finished with value: 0.9897438151579273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:18:43,733] Trial 7583 finished with value: 0.9974159762842798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:18:45,753] Trial 7584 finished with value: 0.9975914775499085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:18:49,283] Trial 7585 finished with value: 0.9965658160671843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 24, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:18:51,752] Trial 7586 finished with value: 0.9970327663466865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:18:53,265] Trial 7587 finished with value: 0.9972587941071049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 4, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:18:54,116] Trial 7588 finished with value: 0.9955615587562097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 51}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:18:55,504] Trial 7589 finished with value: 0.9970772520703336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:18:56,614] Trial 7590 finished with value: 0.9959182418650979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:18:58,715] Trial 7591 finished with value: 0.9972467287194147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:19:01,369] Trial 7592 finished with value: 0.997461424459971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:19:03,841] Trial 7593 finished with value: 0.997658931965454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:19:05,364] Trial 7594 finished with value: 0.9972483820422285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:19:06,261] Trial 7595 finished with value: 0.9968921462791461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 88}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:19:09,181] Trial 7596 finished with value: 0.9976406261434455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:19:09,971] Trial 7597 finished with value: 0.9929956383746484 and parameters: {'classifier': 'SVC', 'svc_c': 947.3537437163692, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:19:12,243] Trial 7598 finished with value: 0.9975692301336953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:19:13,566] Trial 7599 finished with value: 0.9972064246872422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:19:15,749] Trial 7600 finished with value: 0.9974347362757444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:19:18,035] Trial 7601 finished with value: 0.9972757286293458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:19:22,222] Trial 7602 finished with value: 0.9968063776310464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 25, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:19:25,174] Trial 7603 finished with value: 0.9971968471706427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:19:32,389] Trial 7604 finished with value: 0.996325897957658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 46, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:19:35,006] Trial 7605 finished with value: 0.9972912325971449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:19:37,198] Trial 7606 finished with value: 0.9976562468115304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:19:40,266] Trial 7607 finished with value: 0.9973219625086741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:19:43,993] Trial 7608 finished with value: 0.9962013873219778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 28, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:19:46,310] Trial 7609 finished with value: 0.9973349591500454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:19:47,422] Trial 7610 finished with value: 0.9942241587549104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:19:50,440] Trial 7611 finished with value: 0.9968133607323998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:19:52,154] Trial 7612 finished with value: 0.9975653500158175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:19:56,042] Trial 7613 finished with value: 0.9970305479304301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 17, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:19:58,340] Trial 7614 finished with value: 0.9972326199182899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:20:00,581] Trial 7615 finished with value: 0.9972718915480704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:20:01,553] Trial 7616 finished with value: 0.9892090460164878 and parameters: {'classifier': 'SVC', 'svc_c': 3.0564055526534877, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:20:03,862] Trial 7617 finished with value: 0.9972169312041311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:20:05,064] Trial 7618 finished with value: 0.9971354907496869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 48}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:20:08,087] Trial 7619 finished with value: 0.9975295271222765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:20:09,732] Trial 7620 finished with value: 0.9972659240280182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:20:10,780] Trial 7621 finished with value: 0.997303593718657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 65}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:20:16,958] Trial 7622 finished with value: 0.9968200221700609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 31, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:20:18,675] Trial 7623 finished with value: 0.9973035221496757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 97}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:20:21,119] Trial 7624 finished with value: 0.997469304569803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:20:28,858] Trial 7625 finished with value: 0.9973905978282809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 35, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:20:30,861] Trial 7626 finished with value: 0.9974025674627042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:20:33,097] Trial 7627 finished with value: 0.9968988912827177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:20:34,439] Trial 7628 finished with value: 0.9969533135421735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:20:36,973] Trial 7629 finished with value: 0.9971192878179513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:20:39,715] Trial 7630 finished with value: 0.9975148284721415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:20:41,947] Trial 7631 finished with value: 0.9967713233344108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:20:44,870] Trial 7632 finished with value: 0.9972479848740545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:20:45,896] Trial 7633 finished with value: 0.9968313941162107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:20:48,107] Trial 7634 finished with value: 0.9972996098495597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:20:49,486] Trial 7635 finished with value: 0.9867359933546935 and parameters: {'classifier': 'SVC', 'svc_c': 47582889.74005179, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:21:02,770] Trial 7636 finished with value: 0.9965150233865646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 60, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:21:03,958] Trial 7637 finished with value: 0.9960392581889036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 77}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:21:06,335] Trial 7638 finished with value: 0.9973026015281937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:21:08,690] Trial 7639 finished with value: 0.9974214669105342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:21:10,253] Trial 7640 finished with value: 0.9974674003270927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:21:12,879] Trial 7641 finished with value: 0.9969858640352888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:21:16,341] Trial 7642 finished with value: 0.9970824389330758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:21:18,047] Trial 7643 finished with value: 0.9960125642283778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:21:18,959] Trial 7644 finished with value: 0.9900279165288423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:21:21,227] Trial 7645 finished with value: 0.9971902267066204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 91}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:21:24,157] Trial 7646 finished with value: 0.9973418011446619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:21:26,826] Trial 7647 finished with value: 0.9974101658351318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:21:28,751] Trial 7648 finished with value: 0.997476380377584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:21:32,853] Trial 7649 finished with value: 0.9973791174971769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:21:35,182] Trial 7650 finished with value: 0.9973435231483077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:21:37,344] Trial 7651 finished with value: 0.9974567764751597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:21:39,350] Trial 7652 finished with value: 0.9968946284691516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:21:40,137] Trial 7653 finished with value: 0.9921479787872824 and parameters: {'classifier': 'SVC', 'svc_c': 40.035973362769404, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:21:41,724] Trial 7654 finished with value: 0.9973440285427463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:21:46,877] Trial 7655 finished with value: 0.9971572811717705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 26, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:21:49,378] Trial 7656 finished with value: 0.9974957431671253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:21:58,616] Trial 7657 finished with value: 0.9966842124902041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 40, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:22:01,441] Trial 7658 finished with value: 0.9974721785642761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:22:04,825] Trial 7659 finished with value: 0.9974304108115489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:22:07,396] Trial 7660 finished with value: 0.9969375188868795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 12, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:22:09,829] Trial 7661 finished with value: 0.9976000425003081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:22:12,016] Trial 7662 finished with value: 0.9975780351496267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:22:27,904] Trial 7663 finished with value: 0.9950485880665445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 74, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:22:30,040] Trial 7664 finished with value: 0.9973892612815214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:22:31,795] Trial 7665 finished with value: 0.9967257153583554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:22:34,781] Trial 7666 finished with value: 0.9975678840973017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:22:36,574] Trial 7667 finished with value: 0.9970659815902737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:22:47,233] Trial 7668 finished with value: 0.9968852937475443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 51, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:22:58,533] Trial 7669 finished with value: 0.9965693997847441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 56, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:22:59,379] Trial 7670 finished with value: 0.997306300010027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 25}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:23:01,793] Trial 7671 finished with value: 0.99753551403419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:23:03,739] Trial 7672 finished with value: 0.9852053174631141 and parameters: {'classifier': 'SVC', 'svc_c': 1.1992382211782032e-07, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:23:05,365] Trial 7673 finished with value: 0.9974702168124775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 69}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:23:09,090] Trial 7674 finished with value: 0.9967638362033489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 21, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:23:12,434] Trial 7675 finished with value: 0.9974661608665922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:23:13,599] Trial 7676 finished with value: 0.997010591768971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:23:18,616] Trial 7677 finished with value: 0.9973469307839569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:23:20,557] Trial 7678 finished with value: 0.996991566765979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:23:23,161] Trial 7679 finished with value: 0.997344051933584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:23:24,222] Trial 7680 finished with value: 0.9958054651464021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 94}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:23:26,558] Trial 7681 finished with value: 0.9974881254028363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:23:28,663] Trial 7682 finished with value: 0.9974940440147729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:23:30,351] Trial 7683 finished with value: 0.997298493627354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:23:32,838] Trial 7684 finished with value: 0.9972604278158922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:23:34,270] Trial 7685 finished with value: 0.9939941983186394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:23:37,344] Trial 7686 finished with value: 0.9974967059048104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:23:39,491] Trial 7687 finished with value: 0.9974356747021925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:23:41,665] Trial 7688 finished with value: 0.9974940390319217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:23:50,905] Trial 7689 finished with value: 0.9964698212748702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 40, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:23:52,814] Trial 7690 finished with value: 0.9971102464498229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:23:54,403] Trial 7691 finished with value: 0.9855614820698081 and parameters: {'classifier': 'SVC', 'svc_c': 0.19527576039288966, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:24:02,775] Trial 7692 finished with value: 0.9964798843814537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 53, 'rf_n_estimators': 98}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:24:04,763] Trial 7693 finished with value: 0.9976162123611441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:24:06,022] Trial 7694 finished with value: 0.997249894575685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 2, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:24:09,402] Trial 7695 finished with value: 0.9975117159038178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:24:11,534] Trial 7696 finished with value: 0.9974293675230546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:24:13,300] Trial 7697 finished with value: 0.9974325882541667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:24:15,712] Trial 7698 finished with value: 0.9974130325616238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:24:19,832] Trial 7699 finished with value: 0.9968706313103616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 17, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:24:21,800] Trial 7700 finished with value: 0.9971250135903625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:24:23,735] Trial 7701 finished with value: 0.9976375093222423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:24:36,770] Trial 7702 finished with value: 0.996715838394599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 57, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:24:39,809] Trial 7703 finished with value: 0.9975553185519276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:24:41,975] Trial 7704 finished with value: 0.9971225257827475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:24:44,562] Trial 7705 finished with value: 0.9971518093978332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:24:49,071] Trial 7706 finished with value: 0.997326122840537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:24:51,679] Trial 7707 finished with value: 0.9971979955750866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:24:53,719] Trial 7708 finished with value: 0.9973805564939017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 74}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:24:55,127] Trial 7709 finished with value: 0.9877175695826873 and parameters: {'classifier': 'SVC', 'svc_c': 58736.85217099753, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:24:57,169] Trial 7710 finished with value: 0.9974243442057497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:24:58,184] Trial 7711 finished with value: 0.9972438857963531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 40}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:25:01,192] Trial 7712 finished with value: 0.9976808734599772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:25:03,448] Trial 7713 finished with value: 0.9974750425613084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:25:04,944] Trial 7714 finished with value: 0.9968674639306717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:25:07,268] Trial 7715 finished with value: 0.997552756541085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:25:10,136] Trial 7716 finished with value: 0.9976255175347596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:25:12,683] Trial 7717 finished with value: 0.9971234241559562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:25:14,891] Trial 7718 finished with value: 0.9973987722119909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:25:16,941] Trial 7719 finished with value: 0.9940988305189956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 29, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:25:19,257] Trial 7720 finished with value: 0.9975306442014058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:25:19,946] Trial 7721 finished with value: 0.9972247721811235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 17}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:25:22,967] Trial 7722 finished with value: 0.9972473533531717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 16, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:25:23,933] Trial 7723 finished with value: 0.9962867833670438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 6, 'rf_n_estimators': 31}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:25:26,976] Trial 7724 finished with value: 0.997037320958574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:25:29,271] Trial 7725 finished with value: 0.9973833148989156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:25:31,436] Trial 7726 finished with value: 0.9977020847922011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:25:34,225] Trial 7727 finished with value: 0.9968888092603411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:25:35,113] Trial 7728 finished with value: 0.9961328306171678 and parameters: {'classifier': 'SVC', 'svc_c': 11838.11013214325, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:25:37,844] Trial 7729 finished with value: 0.9974916183817187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:25:40,732] Trial 7730 finished with value: 0.9969686845916162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:25:41,761] Trial 7731 finished with value: 0.9909825842480556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 18, 'rf_n_estimators': 81}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:25:42,815] Trial 7732 finished with value: 0.9932806097133451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 26, 'rf_n_estimators': 10}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:25:46,213] Trial 7733 finished with value: 0.996958409761452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:25:48,741] Trial 7734 finished with value: 0.9973423285334704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:25:51,201] Trial 7735 finished with value: 0.9969721634788679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:25:53,290] Trial 7736 finished with value: 0.9968698627134563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:25:55,211] Trial 7737 finished with value: 0.9975478593502242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:25:56,883] Trial 7738 finished with value: 0.9966543417555679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:25:59,566] Trial 7739 finished with value: 0.9975366849725483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:26:09,985] Trial 7740 finished with value: 0.99679626057002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 50, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:26:13,279] Trial 7741 finished with value: 0.997486573450899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:26:14,537] Trial 7742 finished with value: 0.9973220522952143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 2, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:26:15,961] Trial 7743 finished with value: 0.9972617985761157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 63}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:26:19,688] Trial 7744 finished with value: 0.9945957435730657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 33, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:26:20,588] Trial 7745 finished with value: 0.9971738798117364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 96}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:26:22,658] Trial 7746 finished with value: 0.9974599006278194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:26:24,622] Trial 7747 finished with value: 0.9853732049951681 and parameters: {'classifier': 'SVC', 'svc_c': 0.005171454176475848, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:26:37,289] Trial 7748 finished with value: 0.9968638229896647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 54, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:26:39,512] Trial 7749 finished with value: 0.9957035128314767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 19, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:26:41,366] Trial 7750 finished with value: 0.9975770221708341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:26:43,065] Trial 7751 finished with value: 0.9975311578794382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:26:45,381] Trial 7752 finished with value: 0.9972092320321096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:26:58,210] Trial 7753 finished with value: 0.996225816973233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 74, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:27:00,234] Trial 7754 finished with value: 0.997317390980482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:27:03,270] Trial 7755 finished with value: 0.9975322341118806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:27:04,788] Trial 7756 finished with value: 0.9966562181958715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:27:10,063] Trial 7757 finished with value: 0.9967297311240498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 25, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:27:13,076] Trial 7758 finished with value: 0.9971850589183607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:27:15,007] Trial 7759 finished with value: 0.9971075524727611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:27:17,313] Trial 7760 finished with value: 0.9972720248790198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 99}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:27:18,331] Trial 7761 finished with value: 0.9950271490783101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:27:20,518] Trial 7762 finished with value: 0.997445942994348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:27:29,831] Trial 7763 finished with value: 0.9970468410930367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 42, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:27:32,934] Trial 7764 finished with value: 0.9975756609954586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:27:46,738] Trial 7765 finished with value: 0.9916994824188651 and parameters: {'classifier': 'SVC', 'svc_c': 5533868.1591369165, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:27:49,038] Trial 7766 finished with value: 0.9974183941415466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:27:51,404] Trial 7767 finished with value: 0.9973784116778526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:27:53,708] Trial 7768 finished with value: 0.9974674913831493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:27:55,385] Trial 7769 finished with value: 0.9942507092600943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:27:57,598] Trial 7770 finished with value: 0.9971593986297433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:27:59,695] Trial 7771 finished with value: 0.9974642975340445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:28:02,687] Trial 7772 finished with value: 0.9972841885907472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:28:09,615] Trial 7773 finished with value: 0.9968084537980015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 34, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:28:22,517] Trial 7774 finished with value: 0.9962832932763112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 65, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:28:24,881] Trial 7775 finished with value: 0.9974118852362689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:28:28,669] Trial 7776 finished with value: 0.9973508275959743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:28:31,588] Trial 7777 finished with value: 0.9973229963075342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:28:33,891] Trial 7778 finished with value: 0.9974021105955263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:28:39,268] Trial 7779 finished with value: 0.9965938071559882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 27, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:28:40,433] Trial 7780 finished with value: 0.9966363973013737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 2, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:28:42,644] Trial 7781 finished with value: 0.997440723854154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:28:43,759] Trial 7782 finished with value: 0.9891664689153824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:28:47,537] Trial 7783 finished with value: 0.9973251490897979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 23, 'rf_n_estimators': 85}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:28:48,531] Trial 7784 finished with value: 0.9924101290788263 and parameters: {'classifier': 'SVC', 'svc_c': 222.31116475778248, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:28:51,107] Trial 7785 finished with value: 0.9972798750917429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:28:53,988] Trial 7786 finished with value: 0.9971892920569833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:28:55,957] Trial 7787 finished with value: 0.9968283919958051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:28:57,559] Trial 7788 finished with value: 0.9973566402350377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:28:58,888] Trial 7789 finished with value: 0.9975008663636249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 57}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:29:01,460] Trial 7790 finished with value: 0.9975387860854988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:29:06,205] Trial 7791 finished with value: 0.997603937027196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:29:08,466] Trial 7792 finished with value: 0.9975076573236863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:29:10,542] Trial 7793 finished with value: 0.9972867052163821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:29:11,511] Trial 7794 finished with value: 0.9976779673150039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 37}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:29:17,851] Trial 7795 finished with value: 0.9971650612437184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 26, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:29:20,003] Trial 7796 finished with value: 0.9971982573176096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:29:22,625] Trial 7797 finished with value: 0.9975563144557259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:29:24,928] Trial 7798 finished with value: 0.9971799881211462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:29:28,370] Trial 7799 finished with value: 0.9970952427983969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 15, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:29:30,579] Trial 7800 finished with value: 0.9974551964986501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:29:31,584] Trial 7801 finished with value: 0.9973471102300858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 1, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:29:34,083] Trial 7802 finished with value: 0.9972620346109334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:29:35,803] Trial 7803 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 6.987357893163386e-05, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:29:37,437] Trial 7804 finished with value: 0.9970928970813938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:29:39,029] Trial 7805 finished with value: 0.9974738856511052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:29:41,142] Trial 7806 finished with value: 0.9975884260135811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:29:43,440] Trial 7807 finished with value: 0.9974802649705068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:29:51,014] Trial 7808 finished with value: 0.9968236387363549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 37, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:29:52,584] Trial 7809 finished with value: 0.9974798847503753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:29:56,003] Trial 7810 finished with value: 0.9973537067637261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:29:57,821] Trial 7811 finished with value: 0.9975688689563084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 89}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:29:59,670] Trial 7812 finished with value: 0.9974258948246949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:30:03,622] Trial 7813 finished with value: 0.997137131662979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:30:05,997] Trial 7814 finished with value: 0.9973914051136953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:30:12,100] Trial 7815 finished with value: 0.9972961844089442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 31, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:30:15,511] Trial 7816 finished with value: 0.9975800572034497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:30:18,062] Trial 7817 finished with value: 0.9975176777110466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:30:20,596] Trial 7818 finished with value: 0.997349376062776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:30:22,692] Trial 7819 finished with value: 0.9972517201718606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:30:24,973] Trial 7820 finished with value: 0.9972315782166911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:30:26,974] Trial 7821 finished with value: 0.9852065474339803 and parameters: {'classifier': 'SVC', 'svc_c': 2.449520098379823e-10, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:30:29,589] Trial 7822 finished with value: 0.9970096049422139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 12, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:30:30,793] Trial 7823 finished with value: 0.9971164432127807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 8, 'rf_n_estimators': 54}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:30:37,695] Trial 7824 finished with value: 0.9971270019067896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 31, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:30:39,687] Trial 7825 finished with value: 0.9970372455175679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:30:41,676] Trial 7826 finished with value: 0.9973535539139636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:30:46,302] Trial 7827 finished with value: 0.9971002173980139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 22, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:31:00,988] Trial 7828 finished with value: 0.9968862791460954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 66, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:31:10,733] Trial 7829 finished with value: 0.9967261857776201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 49, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:31:12,182] Trial 7830 finished with value: 0.9973159809287289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:31:14,582] Trial 7831 finished with value: 0.9974618782168342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:31:16,350] Trial 7832 finished with value: 0.9968303637133067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:31:18,211] Trial 7833 finished with value: 0.9972936993942653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:31:21,901] Trial 7834 finished with value: 0.9973848099765229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:31:28,247] Trial 7835 finished with value: 0.9969892690049539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 29, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:31:30,095] Trial 7836 finished with value: 0.9971684658325285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:31:36,958] Trial 7837 finished with value: 0.996850449555856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 32, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:31:39,490] Trial 7838 finished with value: 0.9974064234915102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:31:46,217] Trial 7839 finished with value: 0.997102838568316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 30, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:31:47,982] Trial 7840 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.5636496468565793e-08, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:31:50,935] Trial 7841 finished with value: 0.9974394892495534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:31:53,271] Trial 7842 finished with value: 0.9974918738083981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:31:56,226] Trial 7843 finished with value: 0.9972717748160466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:31:58,696] Trial 7844 finished with value: 0.9973404508553888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:32:00,058] Trial 7845 finished with value: 0.9913602749635398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 15, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:32:03,425] Trial 7846 finished with value: 0.9949316406376902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 55, 'rf_n_estimators': 28}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:32:09,959] Trial 7847 finished with value: 0.9924100944845072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 74, 'rf_n_estimators': 98}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:32:12,174] Trial 7848 finished with value: 0.9975603232708187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:32:14,953] Trial 7849 finished with value: 0.9974853666804432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:32:17,060] Trial 7850 finished with value: 0.997462191343029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:32:18,274] Trial 7851 finished with value: 0.9967176688784124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 3, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:32:20,890] Trial 7852 finished with value: 0.9972989609363035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:32:22,819] Trial 7853 finished with value: 0.9974816521074907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:32:36,084] Trial 7854 finished with value: 0.9962516898423545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 61, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:32:37,524] Trial 7855 finished with value: 0.995389707000823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 28, 'rf_n_estimators': 34}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:32:39,471] Trial 7856 finished with value: 0.9974240457424678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:32:41,926] Trial 7857 finished with value: 0.9975476554659067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:32:43,385] Trial 7858 finished with value: 0.9944157276853131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:32:45,178] Trial 7859 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 1.1561062702546302e-05, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:32:49,456] Trial 7860 finished with value: 0.9972503920991226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:32:53,040] Trial 7861 finished with value: 0.9973298676914532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:32:54,536] Trial 7862 finished with value: 0.9971946305317093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:32:56,736] Trial 7863 finished with value: 0.9973750651694132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:32:59,307] Trial 7864 finished with value: 0.9975380394512254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:33:06,723] Trial 7865 finished with value: 0.9963726431981517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 45, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:33:09,182] Trial 7866 finished with value: 0.9976469082813743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:33:12,550] Trial 7867 finished with value: 0.9975110685457192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:33:14,977] Trial 7868 finished with value: 0.9971680661887977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:33:18,398] Trial 7869 finished with value: 0.9945245996892526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 38, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:33:21,024] Trial 7870 finished with value: 0.9971506129421973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:33:23,386] Trial 7871 finished with value: 0.9974962664300057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:33:25,523] Trial 7872 finished with value: 0.997675742932021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:33:27,974] Trial 7873 finished with value: 0.997490232196872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:33:29,670] Trial 7874 finished with value: 0.9973916472739291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:33:31,813] Trial 7875 finished with value: 0.9969958757899383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:33:34,663] Trial 7876 finished with value: 0.997327414541633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:33:38,268] Trial 7877 finished with value: 0.9973025039341282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:33:40,231] Trial 7878 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 7.034927067057378e-09, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:33:46,947] Trial 7879 finished with value: 0.996454986786491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 42, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:33:49,518] Trial 7880 finished with value: 0.9974818316488333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:33:51,452] Trial 7881 finished with value: 0.9973302442617253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 71}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:33:53,822] Trial 7882 finished with value: 0.9975903831633831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:33:54,682] Trial 7883 finished with value: 0.9942066817366172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:33:57,361] Trial 7884 finished with value: 0.9973224238191593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:33:59,397] Trial 7885 finished with value: 0.9976738722362789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:34:05,942] Trial 7886 finished with value: 0.9967811505648662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 29, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:34:06,538] Trial 7887 finished with value: 0.9924481649614415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 5}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:34:08,503] Trial 7888 finished with value: 0.9976383973171554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:34:10,182] Trial 7889 finished with value: 0.9961495218366099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:34:12,016] Trial 7890 finished with value: 0.9972879335368772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:34:14,348] Trial 7891 finished with value: 0.9975766263356523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:34:15,733] Trial 7892 finished with value: 0.996777804595971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 49}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:34:18,748] Trial 7893 finished with value: 0.9974678582733595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:34:21,027] Trial 7894 finished with value: 0.9970154101863452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:34:27,958] Trial 7895 finished with value: 0.9973096241432419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 29, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:34:30,737] Trial 7896 finished with value: 0.9976259277789513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:34:32,662] Trial 7897 finished with value: 0.9866067297452042 and parameters: {'classifier': 'SVC', 'svc_c': 5079881475.055068, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:34:34,516] Trial 7898 finished with value: 0.996943639288432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 78}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:34:41,981] Trial 7899 finished with value: 0.9969047343266966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 38, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:34:45,444] Trial 7900 finished with value: 0.9970668735206876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:34:46,196] Trial 7901 finished with value: 0.9937022984995281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 23, 'rf_n_estimators': 22}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:34:47,571] Trial 7902 finished with value: 0.9954758022637286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:34:52,105] Trial 7903 finished with value: 0.9966336519406397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 31, 'rf_n_estimators': 96}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:34:54,329] Trial 7904 finished with value: 0.9972232715493824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:34:56,921] Trial 7905 finished with value: 0.9972978341771127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:34:59,570] Trial 7906 finished with value: 0.9974233427478173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:35:04,027] Trial 7907 finished with value: 0.9969791155088098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 19, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:35:05,492] Trial 7908 finished with value: 0.9972355255554568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:35:07,416] Trial 7909 finished with value: 0.9974339103284403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:35:11,650] Trial 7910 finished with value: 0.9973869126446306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 20, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:35:13,779] Trial 7911 finished with value: 0.9973526939436228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 82}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:35:15,617] Trial 7912 finished with value: 0.997469287399595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:35:17,011] Trial 7913 finished with value: 0.9971718388421209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 92}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:35:19,409] Trial 7914 finished with value: 0.9976718959485186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:35:24,850] Trial 7915 finished with value: 0.9961179111346725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 45, 'rf_n_estimators': 59}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:35:26,567] Trial 7916 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 5.909467308743661e-07, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:35:28,953] Trial 7917 finished with value: 0.9974008071831423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:35:30,663] Trial 7918 finished with value: 0.9968752973223042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:35:33,054] Trial 7919 finished with value: 0.9974912315918404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:35:35,741] Trial 7920 finished with value: 0.9974988326302521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:35:39,023] Trial 7921 finished with value: 0.997376721253425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 15, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:35:41,061] Trial 7922 finished with value: 0.997491359654297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:35:44,606] Trial 7923 finished with value: 0.9974504329561179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:35:46,906] Trial 7924 finished with value: 0.9975158943580259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:35:48,228] Trial 7925 finished with value: 0.9971492928674119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 2, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:35:50,822] Trial 7926 finished with value: 0.9973206477341193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:35:53,002] Trial 7927 finished with value: 0.9973889686897525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:35:54,377] Trial 7928 finished with value: 0.9972011731426448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:35:55,741] Trial 7929 finished with value: 0.9971187836295535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:35:58,136] Trial 7930 finished with value: 0.9975350884923269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:36:00,772] Trial 7931 finished with value: 0.997357975131426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:36:05,341] Trial 7932 finished with value: 0.9971719091415858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 24, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:36:07,347] Trial 7933 finished with value: 0.9973567152951888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:36:08,593] Trial 7934 finished with value: 0.9871486279823712 and parameters: {'classifier': 'SVC', 'svc_c': 189188.11477781105, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:36:11,791] Trial 7935 finished with value: 0.9969045156207762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 16, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:36:13,630] Trial 7936 finished with value: 0.9971952297751402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:36:16,620] Trial 7937 finished with value: 0.9971319326128804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:36:19,470] Trial 7938 finished with value: 0.9975113100077193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:36:25,070] Trial 7939 finished with value: 0.9952917247490052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 64, 'rf_n_estimators': 43}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:36:27,951] Trial 7940 finished with value: 0.9975885719127419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:36:30,224] Trial 7941 finished with value: 0.9974644187728513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:36:31,379] Trial 7942 finished with value: 0.9894148289909165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:36:32,979] Trial 7943 finished with value: 0.9975743974141484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:36:34,047] Trial 7944 finished with value: 0.9952577451931299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 1, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:36:35,112] Trial 7945 finished with value: 0.9953424506213295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 99}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:36:38,886] Trial 7946 finished with value: 0.9971832227217239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:36:40,987] Trial 7947 finished with value: 0.9973578527817925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:36:43,123] Trial 7948 finished with value: 0.9965063197097717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:36:45,101] Trial 7949 finished with value: 0.9974994188611409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:36:52,361] Trial 7950 finished with value: 0.9968055443205479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 33, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:36:54,028] Trial 7951 finished with value: 0.9972878329594485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 75}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:36:55,015] Trial 7952 finished with value: 0.995432661529124 and parameters: {'classifier': 'SVC', 'svc_c': 4081.303650211369, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:36:57,990] Trial 7953 finished with value: 0.9972003547489626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:37:00,776] Trial 7954 finished with value: 0.9976311975728458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:37:03,903] Trial 7955 finished with value: 0.9973619254535552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:37:06,016] Trial 7956 finished with value: 0.9972364225639355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:37:08,233] Trial 7957 finished with value: 0.9971328699602396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:37:18,908] Trial 7958 finished with value: 0.9969424054138033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 46, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:37:20,880] Trial 7959 finished with value: 0.99263748662583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 32, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:37:25,384] Trial 7960 finished with value: 0.9955583663987867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 38, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:37:27,721] Trial 7961 finished with value: 0.9976722280539821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:37:30,086] Trial 7962 finished with value: 0.9974674201950228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:37:31,664] Trial 7963 finished with value: 0.9974795127820997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:37:33,999] Trial 7964 finished with value: 0.9977374499299027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:37:40,852] Trial 7965 finished with value: 0.9970437358879076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 31, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:37:42,810] Trial 7966 finished with value: 0.9972648135503738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:37:45,290] Trial 7967 finished with value: 0.9972298357103573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:37:47,588] Trial 7968 finished with value: 0.9973892746431804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:37:49,598] Trial 7969 finished with value: 0.9973876971739655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:37:51,341] Trial 7970 finished with value: 0.9973423725222103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:37:56,891] Trial 7971 finished with value: 0.9973803380736225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 25, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:37:58,421] Trial 7972 finished with value: 0.986732879739019 and parameters: {'classifier': 'SVC', 'svc_c': 904138499.1083022, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:38:11,767] Trial 7973 finished with value: 0.995575178952249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 59, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:38:14,059] Trial 7974 finished with value: 0.9973217885532032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:38:16,362] Trial 7975 finished with value: 0.9977341467754449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:38:18,977] Trial 7976 finished with value: 0.9972465997365588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:38:21,307] Trial 7977 finished with value: 0.9975673820036054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:38:24,407] Trial 7978 finished with value: 0.9974784212519859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:38:27,135] Trial 7979 finished with value: 0.9973947378796209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:38:29,607] Trial 7980 finished with value: 0.9976336489770808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:38:32,076] Trial 7981 finished with value: 0.9973542820767749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:38:37,803] Trial 7982 finished with value: 0.9961226868962992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 46, 'rf_n_estimators': 61}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:38:41,869] Trial 7983 finished with value: 0.9976161702449408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:38:48,713] Trial 7984 finished with value: 0.9970248711613484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 33, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:38:50,773] Trial 7985 finished with value: 0.9972694482052638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:38:53,933] Trial 7986 finished with value: 0.997387560796177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:38:55,007] Trial 7987 finished with value: 0.9969319445995012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:38:57,439] Trial 7988 finished with value: 0.9974579771201993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:39:12,757] Trial 7989 finished with value: 0.9963877045490935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 69, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:39:14,718] Trial 7990 finished with value: 0.9853856590135354 and parameters: {'classifier': 'SVC', 'svc_c': 0.03185543482752744, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:39:16,777] Trial 7991 finished with value: 0.9973823334358651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:39:19,697] Trial 7992 finished with value: 0.9975228838386986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:39:22,105] Trial 7993 finished with value: 0.9973509554045275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:39:26,479] Trial 7994 finished with value: 0.9971857106245525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:39:28,140] Trial 7995 finished with value: 0.9964964178317578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 46}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:39:29,829] Trial 7996 finished with value: 0.9961614358027435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 98}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:39:31,590] Trial 7997 finished with value: 0.996718773484544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:39:33,862] Trial 7998 finished with value: 0.9973471061358957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:39:36,180] Trial 7999 finished with value: 0.9969717999528757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:39:37,902] Trial 8000 finished with value: 0.9973129167924522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:39:39,211] Trial 8001 finished with value: 0.9973231893692253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:39:46,253] Trial 8002 finished with value: 0.9968261949708984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 29, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:39:48,268] Trial 8003 finished with value: 0.9973062219982504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 94}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:40:02,054] Trial 8004 finished with value: 0.9962624675914009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 65, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:40:04,604] Trial 8005 finished with value: 0.9974316842633483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:40:05,599] Trial 8006 finished with value: 0.9925723394926816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 3, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:40:07,676] Trial 8007 finished with value: 0.9972591726768654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:40:09,992] Trial 8008 finished with value: 0.9971579517937554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 67}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:40:12,083] Trial 8009 finished with value: 0.9975386168907138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:40:13,844] Trial 8010 finished with value: 0.9853089656931253 and parameters: {'classifier': 'SVC', 'svc_c': 0.0016241158661096287, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:40:17,356] Trial 8011 finished with value: 0.9966844413522548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 21, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:40:19,768] Trial 8012 finished with value: 0.99752749738788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:40:20,871] Trial 8013 finished with value: 0.9964176174951463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:40:23,147] Trial 8014 finished with value: 0.9972143424699706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:40:26,448] Trial 8015 finished with value: 0.9977073022185481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:40:29,094] Trial 8016 finished with value: 0.9973389622205767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:40:31,018] Trial 8017 finished with value: 0.997145142183873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:40:32,214] Trial 8018 finished with value: 0.9963899978985493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 5, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:40:34,637] Trial 8019 finished with value: 0.9973660910539106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:40:36,577] Trial 8020 finished with value: 0.9973354164932919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:40:38,691] Trial 8021 finished with value: 0.9971275337389051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 86}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:40:40,509] Trial 8022 finished with value: 0.9974129719422207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:40:45,696] Trial 8023 finished with value: 0.9969028841336427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 21, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:40:47,196] Trial 8024 finished with value: 0.9963161880305087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:40:50,711] Trial 8025 finished with value: 0.9972966330877423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:40:52,815] Trial 8026 finished with value: 0.997143126985438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:41:29,399] Trial 8027 finished with value: 0.9896333217912466 and parameters: {'classifier': 'SVC', 'svc_c': 18214512.98148613, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:41:32,195] Trial 8028 finished with value: 0.9972825603726182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:41:36,015] Trial 8029 finished with value: 0.9969790239132087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 22, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:41:39,238] Trial 8030 finished with value: 0.9973974831768792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:41:41,677] Trial 8031 finished with value: 0.9973256676237301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:41:44,542] Trial 8032 finished with value: 0.9975111329736714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:41:46,929] Trial 8033 finished with value: 0.9972539693104113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:41:49,206] Trial 8034 finished with value: 0.9974710328892922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:41:51,050] Trial 8035 finished with value: 0.9969992593682537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:41:57,868] Trial 8036 finished with value: 0.9968243712155215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 29, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:42:09,525] Trial 8037 finished with value: 0.9966517028120377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 50, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:42:12,324] Trial 8038 finished with value: 0.9975200812862552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:42:14,110] Trial 8039 finished with value: 0.9970513105521182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:42:16,493] Trial 8040 finished with value: 0.997779960222713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:42:18,293] Trial 8041 finished with value: 0.9974583740344704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:42:20,372] Trial 8042 finished with value: 0.9973938409028799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:42:22,149] Trial 8043 finished with value: 0.9974200587630556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:42:24,060] Trial 8044 finished with value: 0.997491970196423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 97}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:42:25,945] Trial 8045 finished with value: 0.9976079085185093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:42:28,108] Trial 8046 finished with value: 0.9973651910620683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:42:28,898] Trial 8047 finished with value: 0.992701345834693 and parameters: {'classifier': 'SVC', 'svc_c': 385.03128446842663, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:42:30,511] Trial 8048 finished with value: 0.9971894124071282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:42:32,462] Trial 8049 finished with value: 0.9974424270054826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:42:34,573] Trial 8050 finished with value: 0.9974243374773133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:42:36,680] Trial 8051 finished with value: 0.9974233206899719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:42:41,242] Trial 8052 finished with value: 0.9968685016332944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 27, 'rf_n_estimators': 97}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:42:43,285] Trial 8053 finished with value: 0.9973369726028953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:42:45,452] Trial 8054 finished with value: 0.9975446640411758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:42:47,592] Trial 8055 finished with value: 0.9975300914857472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:42:49,257] Trial 8056 finished with value: 0.9974811493790363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:42:51,146] Trial 8057 finished with value: 0.9974588744460572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 97}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:42:53,118] Trial 8058 finished with value: 0.9976193863423184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:42:55,522] Trial 8059 finished with value: 0.9975434276592526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:42:57,548] Trial 8060 finished with value: 0.997460781640393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:42:59,686] Trial 8061 finished with value: 0.9973733949937705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:43:04,847] Trial 8062 finished with value: 0.9969346634908204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 30, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:43:06,737] Trial 8063 finished with value: 0.9975756764200816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:43:08,486] Trial 8064 finished with value: 0.997545832281812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 98}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:43:10,406] Trial 8065 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 4.27712787117843e-08, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:43:12,498] Trial 8066 finished with value: 0.9972726855670394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:43:14,732] Trial 8067 finished with value: 0.9973261279503399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:43:16,588] Trial 8068 finished with value: 0.9976789994000169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:43:18,875] Trial 8069 finished with value: 0.9973805380224393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:43:20,934] Trial 8070 finished with value: 0.997657151817962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:43:23,032] Trial 8071 finished with value: 0.9976178290901506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:43:24,614] Trial 8072 finished with value: 0.9974379331399502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:43:25,743] Trial 8073 finished with value: 0.9970166846854956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:43:28,127] Trial 8074 finished with value: 0.9974707097339185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:43:30,004] Trial 8075 finished with value: 0.9971923062377938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:43:32,278] Trial 8076 finished with value: 0.9974679151794278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 99}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:43:33,802] Trial 8077 finished with value: 0.9974976272880022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:43:37,531] Trial 8078 finished with value: 0.9972850516396651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:43:38,414] Trial 8079 finished with value: 0.9959439751509024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 1, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:43:42,941] Trial 8080 finished with value: 0.9970293531886414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 24, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:43:44,688] Trial 8081 finished with value: 0.997530272328344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 95}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:43:48,580] Trial 8082 finished with value: 0.9970870765395912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 22, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:43:50,562] Trial 8083 finished with value: 0.9971373000960541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:43:58,492] Trial 8084 finished with value: 0.9968669593931567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 44, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:43:59,899] Trial 8085 finished with value: 0.9862529952148716 and parameters: {'classifier': 'SVC', 'svc_c': 0.8411173840911014, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:44:01,671] Trial 8086 finished with value: 0.9975396514830216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:44:03,052] Trial 8087 finished with value: 0.9973452358210085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:44:04,853] Trial 8088 finished with value: 0.9973997738603507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:44:06,766] Trial 8089 finished with value: 0.9975544372854509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:44:08,008] Trial 8090 finished with value: 0.9968403569330183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:44:16,950] Trial 8091 finished with value: 0.9965953881798489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 50, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:44:19,216] Trial 8092 finished with value: 0.997522216200077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 99}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:44:21,156] Trial 8093 finished with value: 0.9974897823755094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:44:23,089] Trial 8094 finished with value: 0.9973175980385904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:44:25,299] Trial 8095 finished with value: 0.9971646805157803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:44:27,230] Trial 8096 finished with value: 0.9969894212199581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 99}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:44:33,933] Trial 8097 finished with value: 0.9965803261624112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 32, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:44:35,888] Trial 8098 finished with value: 0.9976933519800091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:44:38,042] Trial 8099 finished with value: 0.9974090245399791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:44:40,313] Trial 8100 finished with value: 0.9975489995980261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:44:42,526] Trial 8101 finished with value: 0.9974161417657293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:44:44,539] Trial 8102 finished with value: 0.9973549828815097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 96}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:44:45,610] Trial 8103 finished with value: 0.9911499660682922 and parameters: {'classifier': 'SVC', 'svc_c': 12.22465455598069, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:44:46,657] Trial 8104 finished with value: 0.9966612963245426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:44:48,720] Trial 8105 finished with value: 0.9976063469817239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:44:50,350] Trial 8106 finished with value: 0.9973554568554198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:44:56,836] Trial 8107 finished with value: 0.9970312791083424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 39, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:44:59,190] Trial 8108 finished with value: 0.9974967319616325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:45:00,513] Trial 8109 finished with value: 0.9940334033622898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:45:02,756] Trial 8110 finished with value: 0.9969171279160879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:45:03,870] Trial 8111 finished with value: 0.9893520007245019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:45:05,108] Trial 8112 finished with value: 0.9971769883810837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 4, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:45:07,390] Trial 8113 finished with value: 0.9969478653812391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:45:12,224] Trial 8114 finished with value: 0.997060400542721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 25, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:45:14,636] Trial 8115 finished with value: 0.9973115381294897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 98}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:45:17,851] Trial 8116 finished with value: 0.9975362209008654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:45:19,364] Trial 8117 finished with value: 0.996623649548673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:45:21,572] Trial 8118 finished with value: 0.997344342113272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:45:22,717] Trial 8119 finished with value: 0.9928891018046301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 6, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:45:24,868] Trial 8120 finished with value: 0.9973047850010138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:45:26,978] Trial 8121 finished with value: 0.9973699117584256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:45:28,761] Trial 8122 finished with value: 0.9853927055272279 and parameters: {'classifier': 'SVC', 'svc_c': 0.09515849556334897, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:45:30,133] Trial 8123 finished with value: 0.995492148872971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:45:32,282] Trial 8124 finished with value: 0.9974799990703179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:45:34,735] Trial 8125 finished with value: 0.9974508200633752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:45:46,043] Trial 8126 finished with value: 0.9963335104534545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 53, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:45:48,092] Trial 8127 finished with value: 0.9973640933430626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:45:49,647] Trial 8128 finished with value: 0.9974399597005559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:45:51,605] Trial 8129 finished with value: 0.9975540206619393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:46:01,299] Trial 8130 finished with value: 0.9966720314178411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 56, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:46:12,416] Trial 8131 finished with value: 0.996215195565119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 57, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:46:13,873] Trial 8132 finished with value: 0.9968415753830239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 5, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:46:16,152] Trial 8133 finished with value: 0.9973696678843446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:46:20,021] Trial 8134 finished with value: 0.9970294912802767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 17, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:46:20,907] Trial 8135 finished with value: 0.9964378598373175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 99}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:46:23,403] Trial 8136 finished with value: 0.997350468830668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:46:24,255] Trial 8137 finished with value: 0.9888956469071183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:46:26,293] Trial 8138 finished with value: 0.9974105240291554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:46:29,183] Trial 8139 finished with value: 0.9952550336650052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 26, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:46:32,337] Trial 8140 finished with value: 0.9969784342863637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 19, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:46:37,245] Trial 8141 finished with value: 0.9929292076335704 and parameters: {'classifier': 'SVC', 'svc_c': 1584707.4883041335, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:46:39,580] Trial 8142 finished with value: 0.9972962211931792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:46:42,162] Trial 8143 finished with value: 0.9974004317554348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:46:44,400] Trial 8144 finished with value: 0.9970741600046984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:46:45,897] Trial 8145 finished with value: 0.9963984939776896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:46:47,815] Trial 8146 finished with value: 0.9970804330021098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 9, 'rf_n_estimators': 95}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:46:56,720] Trial 8147 finished with value: 0.9947988292062143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 74, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:46:58,350] Trial 8148 finished with value: 0.9972912646206935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:46:59,729] Trial 8149 finished with value: 0.9972491486079078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:47:02,020] Trial 8150 finished with value: 0.9973998776750461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:47:05,390] Trial 8151 finished with value: 0.9971461123164908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:47:15,793] Trial 8152 finished with value: 0.9966596702011152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 59, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:47:18,032] Trial 8153 finished with value: 0.9974156046333832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:47:19,620] Trial 8154 finished with value: 0.9974820226792982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:47:21,802] Trial 8155 finished with value: 0.997384922074812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:47:23,521] Trial 8156 finished with value: 0.9972414719380626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:47:26,041] Trial 8157 finished with value: 0.997679048784201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 98}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:47:31,978] Trial 8158 finished with value: 0.9969434884381578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 29, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:47:33,978] Trial 8159 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 2.9935619968874765e-05, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:47:35,256] Trial 8160 finished with value: 0.9938914542381362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:47:42,582] Trial 8161 finished with value: 0.996915323425621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 38, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:47:43,619] Trial 8162 finished with value: 0.996810494862831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:47:45,820] Trial 8163 finished with value: 0.9971779310604113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:47:48,076] Trial 8164 finished with value: 0.9975128119724523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:47:49,985] Trial 8165 finished with value: 0.9963310181707946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 14, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:47:51,905] Trial 8166 finished with value: 0.9973614049201346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:47:53,880] Trial 8167 finished with value: 0.9975382618387432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:47:56,004] Trial 8168 finished with value: 0.9975714548657951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:47:57,176] Trial 8169 finished with value: 0.9943231622056391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:47:59,638] Trial 8170 finished with value: 0.9972580035158299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 93}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:48:03,134] Trial 8171 finished with value: 0.9972118201632503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:48:04,572] Trial 8172 finished with value: 0.9972250458570997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 3, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:48:06,738] Trial 8173 finished with value: 0.9971025579417384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:48:08,595] Trial 8174 finished with value: 0.9973190606165803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:48:10,447] Trial 8175 finished with value: 0.9975119977681741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:48:13,076] Trial 8176 finished with value: 0.997232430919051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:49:10,888] Trial 8177 finished with value: 0.9901883140734228 and parameters: {'classifier': 'SVC', 'svc_c': 207972710.06196922, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:49:13,900] Trial 8178 finished with value: 0.997432006815702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:49:15,387] Trial 8179 finished with value: 0.9969705007298955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 64}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:49:16,228] Trial 8180 finished with value: 0.9945274898065826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 1, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:49:18,015] Trial 8181 finished with value: 0.9972115226838434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 98}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:49:20,563] Trial 8182 finished with value: 0.9972444673300317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:49:22,328] Trial 8183 finished with value: 0.996615544036222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:49:24,488] Trial 8184 finished with value: 0.997408667774161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:49:32,989] Trial 8185 finished with value: 0.9966623110171823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 40, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:49:35,580] Trial 8186 finished with value: 0.9975564748591103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:49:37,281] Trial 8187 finished with value: 0.9965634268375099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:49:43,712] Trial 8188 finished with value: 0.9970778414750132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 33, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:49:45,173] Trial 8189 finished with value: 0.9956002283813611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:49:45,993] Trial 8190 finished with value: 0.9908218956986016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 15, 'rf_n_estimators': 52}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:49:49,135] Trial 8191 finished with value: 0.9972550285630732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:49:50,937] Trial 8192 finished with value: 0.9972251537977229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:49:53,471] Trial 8193 finished with value: 0.9973098337721206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:49:55,726] Trial 8194 finished with value: 0.9969653906094136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:49:57,910] Trial 8195 finished with value: 0.9972210976931483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:49:59,450] Trial 8196 finished with value: 0.9974818560235462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:50:01,241] Trial 8197 finished with value: 0.9852051536002978 and parameters: {'classifier': 'SVC', 'svc_c': 1.7835073288450742e-06, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:50:02,974] Trial 8198 finished with value: 0.9970906509579441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:50:05,125] Trial 8199 finished with value: 0.99736585520952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:50:09,217] Trial 8200 finished with value: 0.9975215115233175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:50:11,239] Trial 8201 finished with value: 0.997131504690674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:50:13,743] Trial 8202 finished with value: 0.9973525552489672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:50:15,717] Trial 8203 finished with value: 0.9970960111096611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:50:17,851] Trial 8204 finished with value: 0.9969800215943301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 99}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:50:19,197] Trial 8205 finished with value: 0.9971138897394353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:50:21,577] Trial 8206 finished with value: 0.9974234587816072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:50:22,770] Trial 8207 finished with value: 0.9972352988198457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:50:24,614] Trial 8208 finished with value: 0.9973186552600263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 96}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:50:26,676] Trial 8209 finished with value: 0.9973270948139531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:50:29,199] Trial 8210 finished with value: 0.9972836272106399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:50:31,659] Trial 8211 finished with value: 0.9973348441636066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:50:34,741] Trial 8212 finished with value: 0.9974004657784715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:50:36,782] Trial 8213 finished with value: 0.9972331076664519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:50:40,803] Trial 8214 finished with value: 0.9969620951990051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 23, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:50:43,766] Trial 8215 finished with value: 0.9969462519212371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 16, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:50:45,501] Trial 8216 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.7009847907732055e-09, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:50:48,616] Trial 8217 finished with value: 0.997077828240306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 79}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:50:51,069] Trial 8218 finished with value: 0.9967961677049028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 13, 'rf_n_estimators': 89}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:50:52,990] Trial 8219 finished with value: 0.9969799978543753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 73}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:50:54,749] Trial 8220 finished with value: 0.9974483219409404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:50:55,870] Trial 8221 finished with value: 0.9939821102700831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 36, 'rf_n_estimators': 7}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:50:58,543] Trial 8222 finished with value: 0.9976312512416473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:51:00,978] Trial 8223 finished with value: 0.9972447016827405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:51:02,627] Trial 8224 finished with value: 0.995481087069653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 47, 'rf_n_estimators': 14}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:51:15,839] Trial 8225 finished with value: 0.9965068244059762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 68, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:51:17,595] Trial 8226 finished with value: 0.9974038634484179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:51:20,418] Trial 8227 finished with value: 0.9973783800351589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:51:22,005] Trial 8228 finished with value: 0.9973240854255669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:51:24,532] Trial 8229 finished with value: 0.9974447766897243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:51:28,786] Trial 8230 finished with value: 0.9973454327229865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:51:34,920] Trial 8231 finished with value: 0.9969896702038423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 31, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:51:36,417] Trial 8232 finished with value: 0.9971354629155421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 5, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:51:37,840] Trial 8233 finished with value: 0.9954819130804329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:51:39,463] Trial 8234 finished with value: 0.9967165077153296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:51:42,596] Trial 8235 finished with value: 0.9973399484125754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:51:43,417] Trial 8236 finished with value: 0.9917941458694366 and parameters: {'classifier': 'SVC', 'svc_c': 93.25574976340519, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:51:45,381] Trial 8237 finished with value: 0.9975407690382196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:51:48,068] Trial 8238 finished with value: 0.9974113356626632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:51:49,311] Trial 8239 finished with value: 0.9970616462238513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 38}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:51:51,586] Trial 8240 finished with value: 0.9975582768740207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:51:52,900] Trial 8241 finished with value: 0.9969714260803256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 7, 'rf_n_estimators': 69}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:51:54,163] Trial 8242 finished with value: 0.9969204620150057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:51:56,379] Trial 8243 finished with value: 0.9973809221463336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:51:58,974] Trial 8244 finished with value: 0.9975770729832241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:52:01,632] Trial 8245 finished with value: 0.997440538314347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:52:03,511] Trial 8246 finished with value: 0.9972880973362176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:52:07,173] Trial 8247 finished with value: 0.9968171931799406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 32, 'rf_n_estimators': 56}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:52:09,444] Trial 8248 finished with value: 0.9974443177913203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 83}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:52:12,400] Trial 8249 finished with value: 0.9962877204922377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 57, 'rf_n_estimators': 26}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:52:13,988] Trial 8250 finished with value: 0.9962789178883872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:52:17,158] Trial 8251 finished with value: 0.993872967859172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 69, 'rf_n_estimators': 20}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:52:18,869] Trial 8252 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.774348466531523e-07, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:52:20,405] Trial 8253 finished with value: 0.9972553191870919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:52:21,440] Trial 8254 finished with value: 0.9933623769095469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:52:23,916] Trial 8255 finished with value: 0.9975766277003822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:52:31,970] Trial 8256 finished with value: 0.9968839965557902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 38, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:52:34,767] Trial 8257 finished with value: 0.997416217682804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:52:36,759] Trial 8258 finished with value: 0.9972504833138686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:52:40,299] Trial 8259 finished with value: 0.9973789441447263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:52:41,903] Trial 8260 finished with value: 0.9970575559058125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:52:44,531] Trial 8261 finished with value: 0.9967932585130903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:52:56,201] Trial 8262 finished with value: 0.996091394081243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 57, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:53:05,981] Trial 8263 finished with value: 0.9970365867655603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 47, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:53:10,753] Trial 8264 finished with value: 0.9972813768977865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 22, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:53:14,291] Trial 8265 finished with value: 0.9975325814515399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 17, 'rf_n_estimators': 96}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:53:16,297] Trial 8266 finished with value: 0.99755588910429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 99}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:53:18,991] Trial 8267 finished with value: 0.9972751423349809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:53:20,919] Trial 8268 finished with value: 0.9973434245068912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:53:24,022] Trial 8269 finished with value: 0.9966887164801289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:53:25,754] Trial 8270 finished with value: 0.9974882683186336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:53:28,294] Trial 8271 finished with value: 0.9976336642747522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:53:29,355] Trial 8272 finished with value: 0.9909685483171665 and parameters: {'classifier': 'SVC', 'svc_c': 23.05932315032523, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:53:31,486] Trial 8273 finished with value: 0.9975712747214325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:53:32,777] Trial 8274 finished with value: 0.9968615410658556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:53:36,189] Trial 8275 finished with value: 0.9976560238844684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:53:38,519] Trial 8276 finished with value: 0.9974238790549778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:53:40,243] Trial 8277 finished with value: 0.9976418694442325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:53:43,077] Trial 8278 finished with value: 0.9973357157500214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:53:44,579] Trial 8279 finished with value: 0.9967958923785555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:53:46,031] Trial 8280 finished with value: 0.9953816665828201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:53:47,844] Trial 8281 finished with value: 0.9970255018887837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:53:50,457] Trial 8282 finished with value: 0.9975257841438969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:53:52,172] Trial 8283 finished with value: 0.9969317566793511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:53:53,434] Trial 8284 finished with value: 0.9904735299526966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:54:01,280] Trial 8285 finished with value: 0.9969855469418554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 40, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:54:07,514] Trial 8286 finished with value: 0.9966168300244949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 28, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:54:10,540] Trial 8287 finished with value: 0.9971431779882555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 14, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:54:13,677] Trial 8288 finished with value: 0.9973718200318501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:54:14,633] Trial 8289 finished with value: 0.997219145716625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 32}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:58:06,477] Trial 8290 finished with value: 0.9896094753240412 and parameters: {'classifier': 'SVC', 'svc_c': 9166996481.924911, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:58:09,084] Trial 8291 finished with value: 0.9976389779939105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:58:12,250] Trial 8292 finished with value: 0.9974032008878616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 91}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:58:17,774] Trial 8293 finished with value: 0.9971216189037794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 26, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:58:19,862] Trial 8294 finished with value: 0.9975842994508518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:58:22,537] Trial 8295 finished with value: 0.9974127254338935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:58:24,877] Trial 8296 finished with value: 0.9974918919942191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:58:29,493] Trial 8297 finished with value: 0.997176229527716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 24, 'rf_n_estimators': 99}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:58:43,555] Trial 8298 finished with value: 0.996056250378922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 73, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:58:46,226] Trial 8299 finished with value: 0.9972765938364412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:58:48,684] Trial 8300 finished with value: 0.9972859972706182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:58:50,106] Trial 8301 finished with value: 0.997504146127245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:58:51,526] Trial 8302 finished with value: 0.9961775743700026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:58:54,256] Trial 8303 finished with value: 0.997348697950645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:58:57,404] Trial 8304 finished with value: 0.993624748287354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 42, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:58:59,704] Trial 8305 finished with value: 0.9975190305393525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:59:02,167] Trial 8306 finished with value: 0.997250264639686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:59:04,324] Trial 8307 finished with value: 0.9973175676654128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:59:15,965] Trial 8308 finished with value: 0.996357273894294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 54, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:59:17,238] Trial 8309 finished with value: 0.997034857113079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 76}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:59:19,924] Trial 8310 finished with value: 0.9973744882377312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:59:23,834] Trial 8311 finished with value: 0.9969014929659447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 19, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:59:25,319] Trial 8312 finished with value: 0.9868018815045053 and parameters: {'classifier': 'SVC', 'svc_c': 647625.202161601, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:59:27,814] Trial 8313 finished with value: 0.9975514790903092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:59:30,218] Trial 8314 finished with value: 0.9973626524738015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:59:33,072] Trial 8315 finished with value: 0.9974484369591171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 98}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:59:35,636] Trial 8316 finished with value: 0.9974369193994477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:59:36,661] Trial 8317 finished with value: 0.9971343404409687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:59:37,670] Trial 8318 finished with value: 0.9917742778758845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 1, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:59:39,408] Trial 8319 finished with value: 0.9969983146577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:59:41,196] Trial 8320 finished with value: 0.997330524253545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:59:43,673] Trial 8321 finished with value: 0.9973541748026475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:59:52,242] Trial 8322 finished with value: 0.9968017903925901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 43, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:59:54,703] Trial 8323 finished with value: 0.9971827418924257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 22:59:57,675] Trial 8324 finished with value: 0.9973959928282201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:00:05,209] Trial 8325 finished with value: 0.997122008708759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 35, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:00:07,353] Trial 8326 finished with value: 0.9972158500205754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:01:41,804] Trial 8327 finished with value: 0.9902309883560011 and parameters: {'classifier': 'SVC', 'svc_c': 84157699.7459434, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:01:43,961] Trial 8328 finished with value: 0.9973121625410813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:01:45,971] Trial 8329 finished with value: 0.9972110825425426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:01:51,079] Trial 8330 finished with value: 0.9974331004087796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 26, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:01:54,595] Trial 8331 finished with value: 0.9971481196756623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:01:59,311] Trial 8332 finished with value: 0.9973111582267372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 21, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:02:03,616] Trial 8333 finished with value: 0.996054385173838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 53, 'rf_n_estimators': 50}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:02:05,246] Trial 8334 finished with value: 0.997275220505447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:02:07,373] Trial 8335 finished with value: 0.9972706909030308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 94}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:02:08,562] Trial 8336 finished with value: 0.9971418685774068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:02:11,232] Trial 8337 finished with value: 0.9970290350478569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:02:24,556] Trial 8338 finished with value: 0.9964455175278939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 61, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:02:26,011] Trial 8339 finished with value: 0.9947945987653138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 38, 'rf_n_estimators': 11}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:02:28,058] Trial 8340 finished with value: 0.9975242925574596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:02:29,528] Trial 8341 finished with value: 0.9953437187411603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:02:33,735] Trial 8342 finished with value: 0.9973087471613825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 21, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:02:37,342] Trial 8343 finished with value: 0.9972152813407492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:02:40,234] Trial 8344 finished with value: 0.9975847797088676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:02:42,586] Trial 8345 finished with value: 0.9974001762335415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:02:44,348] Trial 8346 finished with value: 0.98520572704081 and parameters: {'classifier': 'SVC', 'svc_c': 0.0002150835072615108, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:02:47,580] Trial 8347 finished with value: 0.9974897267072197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:02:48,874] Trial 8348 finished with value: 0.9970043805970032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 45}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:02:51,322] Trial 8349 finished with value: 0.9972432409455493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:02:52,789] Trial 8350 finished with value: 0.9975448012124121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 66}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:02:54,660] Trial 8351 finished with value: 0.9966166633052668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:02:56,057] Trial 8352 finished with value: 0.9971872884746226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 62}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:02:59,212] Trial 8353 finished with value: 0.997204330747059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:03:01,252] Trial 8354 finished with value: 0.9975135341685367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:03:02,556] Trial 8355 finished with value: 0.9892219383036194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 42, 'rf_n_estimators': 41}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:03:04,853] Trial 8356 finished with value: 0.9968402875856904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:03:06,890] Trial 8357 finished with value: 0.9974502837244769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:03:09,560] Trial 8358 finished with value: 0.9973551563926497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:03:12,993] Trial 8359 finished with value: 0.9972669116482229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:03:15,514] Trial 8360 finished with value: 0.9974272920543333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:03:22,887] Trial 8361 finished with value: 0.9969899816796662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 36, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:03:31,842] Trial 8362 finished with value: 0.9944249492930181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 68, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:03:34,059] Trial 8363 finished with value: 0.9974594675640721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:03:35,782] Trial 8364 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 4.949652839242039e-10, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:03:38,354] Trial 8365 finished with value: 0.9974128004623065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:03:40,897] Trial 8366 finished with value: 0.996954370160589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 86}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:03:42,887] Trial 8367 finished with value: 0.9971030276310309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:03:45,264] Trial 8368 finished with value: 0.9974235100700656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:03:51,108] Trial 8369 finished with value: 0.9965836900632238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 35, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:04:04,612] Trial 8370 finished with value: 0.9965631302150267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 68, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:04:07,092] Trial 8371 finished with value: 0.997356880586211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 96}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:04:09,762] Trial 8372 finished with value: 0.99331005274794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 37, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:04:11,545] Trial 8373 finished with value: 0.9970778977463234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:04:13,686] Trial 8374 finished with value: 0.9973367276179875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:04:18,305] Trial 8375 finished with value: 0.9973994307100952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:04:19,737] Trial 8376 finished with value: 0.9973252227852191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:04:22,595] Trial 8377 finished with value: 0.9974524993160596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:04:23,803] Trial 8378 finished with value: 0.9970530550579403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:04:30,438] Trial 8379 finished with value: 0.9962422421337965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 45, 'rf_n_estimators': 71}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:04:31,680] Trial 8380 finished with value: 0.997484374426504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 98}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:04:34,025] Trial 8381 finished with value: 0.9974076009044016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:04:36,168] Trial 8382 finished with value: 0.9975480335913364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:04:37,087] Trial 8383 finished with value: 0.9962900005752484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 16}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:04:38,094] Trial 8384 finished with value: 0.9888187086652761 and parameters: {'classifier': 'SVC', 'svc_c': 5.122103931552937, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:04:40,119] Trial 8385 finished with value: 0.9974471129805691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:04:42,066] Trial 8386 finished with value: 0.9976405156003137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:04:44,914] Trial 8387 finished with value: 0.997186299489688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:04:47,667] Trial 8388 finished with value: 0.9974320766708363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:04:50,163] Trial 8389 finished with value: 0.9976549579668461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:05:01,951] Trial 8390 finished with value: 0.9967795507521644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 61, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:05:05,029] Trial 8391 finished with value: 0.9973014209415115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:05:07,159] Trial 8392 finished with value: 0.997323545817664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:05:08,867] Trial 8393 finished with value: 0.9972860323727438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:05:11,454] Trial 8394 finished with value: 0.9973017392727236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:05:16,166] Trial 8395 finished with value: 0.9973924453236126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:05:18,433] Trial 8396 finished with value: 0.9974403069450014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:05:20,565] Trial 8397 finished with value: 0.9972085784216432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:05:23,309] Trial 8398 finished with value: 0.997463059533488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:05:35,482] Trial 8399 finished with value: 0.996767982380105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 60, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:05:36,262] Trial 8400 finished with value: 0.9972438718316737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 23}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:05:38,759] Trial 8401 finished with value: 0.9951073406460956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 37, 'rf_n_estimators': 58}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:05:39,944] Trial 8402 finished with value: 0.9963040896353945 and parameters: {'classifier': 'SVC', 'svc_c': 77304.6611303056, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:05:41,849] Trial 8403 finished with value: 0.9973129689060963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:05:43,284] Trial 8404 finished with value: 0.9965312104493463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:05:45,525] Trial 8405 finished with value: 0.9973825995582192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:05:48,312] Trial 8406 finished with value: 0.9970521428470039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 81}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:05:52,741] Trial 8407 finished with value: 0.9941396132540267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 55, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:05:55,058] Trial 8408 finished with value: 0.9973511033031763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:06:03,287] Trial 8409 finished with value: 0.996756093550394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 45, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:06:05,425] Trial 8410 finished with value: 0.9973017168974988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:06:07,348] Trial 8411 finished with value: 0.9974182335794728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:06:10,109] Trial 8412 finished with value: 0.9972800559343397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:06:13,192] Trial 8413 finished with value: 0.9975695444976688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:06:14,326] Trial 8414 finished with value: 0.9964617890769855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:06:17,996] Trial 8415 finished with value: 0.9974019784388796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:06:21,506] Trial 8416 finished with value: 0.997178988313585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:06:23,656] Trial 8417 finished with value: 0.9974208786484193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:06:24,839] Trial 8418 finished with value: 0.9969858351220551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 54}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:06:26,078] Trial 8419 finished with value: 0.9972159189553104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 99}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:06:28,068] Trial 8420 finished with value: 0.9852198212107594 and parameters: {'classifier': 'SVC', 'svc_c': 0.0006057111859778342, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:06:30,107] Trial 8421 finished with value: 0.9970564115003447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:06:31,252] Trial 8422 finished with value: 0.988775582910964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:06:32,384] Trial 8423 finished with value: 0.9971897854862307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:06:35,068] Trial 8424 finished with value: 0.9973289339622152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:06:39,250] Trial 8425 finished with value: 0.99721664426171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:06:42,000] Trial 8426 finished with value: 0.9971440103148788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:06:43,844] Trial 8427 finished with value: 0.9974132088339621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:06:46,039] Trial 8428 finished with value: 0.997520446272191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:06:48,024] Trial 8429 finished with value: 0.9973026451360786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:06:49,469] Trial 8430 finished with value: 0.9937174874368578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:06:52,317] Trial 8431 finished with value: 0.9975411242806178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:06:55,760] Trial 8432 finished with value: 0.9975551569742406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:06:58,049] Trial 8433 finished with value: 0.997463474919221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:07:00,791] Trial 8434 finished with value: 0.9974734000928588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:07:03,414] Trial 8435 finished with value: 0.9971887539407619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:07:08,900] Trial 8436 finished with value: 0.9968376362326383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 28, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:07:10,814] Trial 8437 finished with value: 0.9972801136655933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:07:15,951] Trial 8438 finished with value: 0.9970454971830828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 23, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:07:17,708] Trial 8439 finished with value: 0.9853478029896419 and parameters: {'classifier': 'SVC', 'svc_c': 0.002888019376690294, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:07:19,945] Trial 8440 finished with value: 0.9975514010150568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:07:20,880] Trial 8441 finished with value: 0.9973238612924643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 29}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:07:23,647] Trial 8442 finished with value: 0.9976024522009328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:07:27,181] Trial 8443 finished with value: 0.9969237968121574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 17, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:07:30,601] Trial 8444 finished with value: 0.9970981979149616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:07:32,659] Trial 8445 finished with value: 0.9974726928770666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 90}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:07:35,043] Trial 8446 finished with value: 0.9967994057649124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:07:37,072] Trial 8447 finished with value: 0.9975902766192278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:07:39,342] Trial 8448 finished with value: 0.997649486002481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:07:41,795] Trial 8449 finished with value: 0.997205216393367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:07:43,997] Trial 8450 finished with value: 0.997529976340619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:07:46,138] Trial 8451 finished with value: 0.9973541002503028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:07:55,214] Trial 8452 finished with value: 0.9966780296284498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 49, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:07:57,235] Trial 8453 finished with value: 0.9972304514575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:08:00,404] Trial 8454 finished with value: 0.9971506223683558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:08:01,256] Trial 8455 finished with value: 0.9933851185484551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 2, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:08:03,472] Trial 8456 finished with value: 0.9973773744830364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 97}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:08:06,121] Trial 8457 finished with value: 0.9972846145134656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:08:08,134] Trial 8458 finished with value: 0.9853832000874162 and parameters: {'classifier': 'SVC', 'svc_c': 0.010047456659787991, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:08:08,987] Trial 8459 finished with value: 0.9886185474898735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:08:11,637] Trial 8460 finished with value: 0.9975743770701498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:08:14,326] Trial 8461 finished with value: 0.9973042343483192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:08:17,652] Trial 8462 finished with value: 0.9965383035542871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 18, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:08:19,634] Trial 8463 finished with value: 0.9976887137069976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:08:22,859] Trial 8464 finished with value: 0.9974620375728674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:08:25,634] Trial 8465 finished with value: 0.9971363475144992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:08:28,088] Trial 8466 finished with value: 0.9973802705670932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:08:30,158] Trial 8467 finished with value: 0.9972471713362724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:08:31,450] Trial 8468 finished with value: 0.9969552259732639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:08:42,001] Trial 8469 finished with value: 0.9960596202147235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 67, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:08:44,125] Trial 8470 finished with value: 0.9975639345368824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:08:52,919] Trial 8471 finished with value: 0.9968367107869943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 44, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:08:55,359] Trial 8472 finished with value: 0.9973818014133222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:08:57,795] Trial 8473 finished with value: 0.997507519200313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:09:10,593] Trial 8474 finished with value: 0.9969393075083931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 61, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:09:11,757] Trial 8475 finished with value: 0.9953079650362576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:09:12,733] Trial 8476 finished with value: 0.996301925237057 and parameters: {'classifier': 'SVC', 'svc_c': 19505.939836874742, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:09:15,160] Trial 8477 finished with value: 0.9974364485993282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:09:17,508] Trial 8478 finished with value: 0.9975660266045289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 99}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:09:20,011] Trial 8479 finished with value: 0.99751142708886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:09:22,716] Trial 8480 finished with value: 0.9974285481772354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:09:23,686] Trial 8481 finished with value: 0.9966133492647066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 4, 'rf_n_estimators': 36}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:09:24,771] Trial 8482 finished with value: 0.9970267664539687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:09:28,874] Trial 8483 finished with value: 0.9972771059910541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 20, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:09:31,657] Trial 8484 finished with value: 0.9974340914884164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:09:44,831] Trial 8485 finished with value: 0.9958874535558189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 73, 'rf_n_estimators': 93}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:09:47,383] Trial 8486 finished with value: 0.9970041507828151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:09:48,475] Trial 8487 finished with value: 0.9917670200829422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 5, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:09:51,482] Trial 8488 finished with value: 0.9972167199248813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:09:53,788] Trial 8489 finished with value: 0.9973751477197105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:09:56,601] Trial 8490 finished with value: 0.9975728864358496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:09:58,895] Trial 8491 finished with value: 0.997134039184751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:10:01,233] Trial 8492 finished with value: 0.9975055242189251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:10:03,565] Trial 8493 finished with value: 0.9975596786739178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:10:05,160] Trial 8494 finished with value: 0.9967550962501276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 16, 'rf_n_estimators': 48}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:10:07,761] Trial 8495 finished with value: 0.997575542168733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:10:09,594] Trial 8496 finished with value: 0.9974048945178179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:10:11,249] Trial 8497 finished with value: 0.9867037216156195 and parameters: {'classifier': 'SVC', 'svc_c': 5239892.174002633, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:10:13,592] Trial 8498 finished with value: 0.9974868456351933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:10:16,508] Trial 8499 finished with value: 0.9965610271978019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:10:18,279] Trial 8500 finished with value: 0.9971611995020891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:10:22,917] Trial 8501 finished with value: 0.99732543511182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:10:25,747] Trial 8502 finished with value: 0.9973684077624664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:10:27,078] Trial 8503 finished with value: 0.9971392197951253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:10:30,607] Trial 8504 finished with value: 0.9963589949458022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 24, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:10:32,685] Trial 8505 finished with value: 0.9974179553967137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:10:34,508] Trial 8506 finished with value: 0.9976161625326293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 78}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:10:36,558] Trial 8507 finished with value: 0.9974265756345481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:10:42,855] Trial 8508 finished with value: 0.9970689037311526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 27, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:10:50,113] Trial 8509 finished with value: 0.9967063699929254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 35, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:10:52,719] Trial 8510 finished with value: 0.9970480602095385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 12, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:10:58,697] Trial 8511 finished with value: 0.9965255609113891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 32, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:11:01,083] Trial 8512 finished with value: 0.9972947216722649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:11:03,602] Trial 8513 finished with value: 0.9975096377691125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:11:05,691] Trial 8514 finished with value: 0.9974788020751376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:11:07,613] Trial 8515 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 8.679293045979102e-06, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:11:09,518] Trial 8516 finished with value: 0.9969119222962427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:11:14,550] Trial 8517 finished with value: 0.9963221542810445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 42, 'rf_n_estimators': 84}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:11:22,003] Trial 8518 finished with value: 0.9969691023576922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 33, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:11:24,213] Trial 8519 finished with value: 0.9975238017941964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:11:31,993] Trial 8520 finished with value: 0.9964896700352505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 34, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:11:40,490] Trial 8521 finished with value: 0.9964416815257074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 37, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:11:42,678] Trial 8522 finished with value: 0.9973474786119777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:11:45,717] Trial 8523 finished with value: 0.9972143156831766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:11:46,598] Trial 8524 finished with value: 0.9956509853250969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 5, 'rf_n_estimators': 73}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:11:49,049] Trial 8525 finished with value: 0.9974627472642164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:11:52,823] Trial 8526 finished with value: 0.9976639359861114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 17, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:11:54,972] Trial 8527 finished with value: 0.9968740080332888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:11:56,793] Trial 8528 finished with value: 0.9971471866763962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:11:58,797] Trial 8529 finished with value: 0.9973245068097644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:12:01,648] Trial 8530 finished with value: 0.9975664595095869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:12:03,948] Trial 8531 finished with value: 0.9972518526141484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:12:04,944] Trial 8532 finished with value: 0.9891496405564421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:12:06,678] Trial 8533 finished with value: 0.9867327158444649 and parameters: {'classifier': 'SVC', 'svc_c': 1034301435.7644781, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:12:09,912] Trial 8534 finished with value: 0.9971347109175626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:12:11,452] Trial 8535 finished with value: 0.9955276219830337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:12:13,167] Trial 8536 finished with value: 0.9975539286537457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:12:16,001] Trial 8537 finished with value: 0.9975256547167103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:12:16,519] Trial 8538 finished with value: 0.977916323682083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 2}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:12:19,023] Trial 8539 finished with value: 0.9973942087452276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:12:20,927] Trial 8540 finished with value: 0.9973730548586159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:12:28,345] Trial 8541 finished with value: 0.9965016919737454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 36, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:12:30,085] Trial 8542 finished with value: 0.9969898847838347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 69}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:12:31,509] Trial 8543 finished with value: 0.9955829818437522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:12:38,291] Trial 8544 finished with value: 0.9967922949502195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 31, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:12:39,627] Trial 8545 finished with value: 0.9970542375806347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 3, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:12:42,266] Trial 8546 finished with value: 0.9975764750727852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 97}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:12:44,617] Trial 8547 finished with value: 0.9970110182947094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:12:48,152] Trial 8548 finished with value: 0.9959587924373356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 56, 'rf_n_estimators': 34}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:12:50,860] Trial 8549 finished with value: 0.9973243513574936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:12:52,924] Trial 8550 finished with value: 0.9976187994449335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:12:54,231] Trial 8551 finished with value: 0.9863552478338775 and parameters: {'classifier': 'SVC', 'svc_c': 0.5094073291314378, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:12:57,653] Trial 8552 finished with value: 0.99697473732795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 15, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:12:59,056] Trial 8553 finished with value: 0.9960305870117278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:13:01,776] Trial 8554 finished with value: 0.9972403788210533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:13:04,023] Trial 8555 finished with value: 0.9974463151213131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:13:05,349] Trial 8556 finished with value: 0.9972453317119417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:13:13,946] Trial 8557 finished with value: 0.9967529295666604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 45, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:13:16,406] Trial 8558 finished with value: 0.9975264058895043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:13:20,475] Trial 8559 finished with value: 0.9971170529931971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:13:22,963] Trial 8560 finished with value: 0.9969000588251197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:13:25,128] Trial 8561 finished with value: 0.9973048102643882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:13:26,496] Trial 8562 finished with value: 0.9968071174416696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 39}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:13:28,741] Trial 8563 finished with value: 0.99709711181203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:13:30,745] Trial 8564 finished with value: 0.9965699795728379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:13:33,759] Trial 8565 finished with value: 0.9972623062239455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:13:36,238] Trial 8566 finished with value: 0.9974439886692198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:13:41,372] Trial 8567 finished with value: 0.997516265469378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 25, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:13:45,141] Trial 8568 finished with value: 0.997416729043969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:13:47,989] Trial 8569 finished with value: 0.9973500078058241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:13:50,000] Trial 8570 finished with value: 0.9852048261285685 and parameters: {'classifier': 'SVC', 'svc_c': 1.162309289094301e-07, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:13:52,235] Trial 8571 finished with value: 0.9976691548406641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:13:53,301] Trial 8572 finished with value: 0.9952307809525842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 1, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:13:55,774] Trial 8573 finished with value: 0.9974268846348152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:13:57,872] Trial 8574 finished with value: 0.9972378954567455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 99}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:13:59,710] Trial 8575 finished with value: 0.9975944104499379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:14:00,680] Trial 8576 finished with value: 0.9901834219923655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 3, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:14:02,455] Trial 8577 finished with value: 0.997503338334024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:14:04,220] Trial 8578 finished with value: 0.9971234409135713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 64}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:14:05,745] Trial 8579 finished with value: 0.9974907499373566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:14:09,219] Trial 8580 finished with value: 0.9974403498229144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:14:15,745] Trial 8581 finished with value: 0.9962698600800225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 31, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:14:17,744] Trial 8582 finished with value: 0.9972028800707844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 88}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:14:20,542] Trial 8583 finished with value: 0.9974000865422151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:14:22,970] Trial 8584 finished with value: 0.9972011994216322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:14:25,391] Trial 8585 finished with value: 0.997204756447612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:14:27,840] Trial 8586 finished with value: 0.9973896061138862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:14:30,218] Trial 8587 finished with value: 0.9973419984274948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:14:34,189] Trial 8588 finished with value: 0.9967495232957412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 18, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:14:34,946] Trial 8589 finished with value: 0.9946178066237744 and parameters: {'classifier': 'SVC', 'svc_c': 505.1895479183357, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:14:36,157] Trial 8590 finished with value: 0.9971707944427997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 43}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:14:38,518] Trial 8591 finished with value: 0.9973136106148474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:14:39,738] Trial 8592 finished with value: 0.9966663100569993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:14:41,155] Trial 8593 finished with value: 0.9971083325270508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:14:53,935] Trial 8594 finished with value: 0.9966825277468617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 61, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:14:55,119] Trial 8595 finished with value: 0.9972238938027963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:14:58,410] Trial 8596 finished with value: 0.997459406881193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:15:00,728] Trial 8597 finished with value: 0.997475549257001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:15:03,159] Trial 8598 finished with value: 0.9974294109087741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:15:06,067] Trial 8599 finished with value: 0.9972245038371158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:15:08,907] Trial 8600 finished with value: 0.9974124862570227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:15:10,637] Trial 8601 finished with value: 0.9971896805924464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:15:11,545] Trial 8602 finished with value: 0.987181658574813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 2, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:15:13,637] Trial 8603 finished with value: 0.9968320000563402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:15:19,257] Trial 8604 finished with value: 0.9967118111397822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 25, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:15:30,969] Trial 8605 finished with value: 0.9968332729368571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 53, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:15:32,656] Trial 8606 finished with value: 0.9967905786276593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:15:35,169] Trial 8607 finished with value: 0.9974093272878785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:15:36,802] Trial 8608 finished with value: 0.9866167255991621 and parameters: {'classifier': 'SVC', 'svc_c': 12260917.310585907, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:15:39,061] Trial 8609 finished with value: 0.9973133286870155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:15:48,322] Trial 8610 finished with value: 0.9969702548563264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 45, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:15:50,984] Trial 8611 finished with value: 0.9967516416423753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 16, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:15:53,530] Trial 8612 finished with value: 0.9976851640442125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 99}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:15:56,453] Trial 8613 finished with value: 0.9975591677253455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:15:58,172] Trial 8614 finished with value: 0.9972912995958675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 5, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:16:00,598] Trial 8615 finished with value: 0.9973769785843786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:16:03,958] Trial 8616 finished with value: 0.9973679207125382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:16:05,154] Trial 8617 finished with value: 0.9972511127400496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 51}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:16:08,213] Trial 8618 finished with value: 0.9973030540790163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:16:10,661] Trial 8619 finished with value: 0.9975833266205121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:16:13,010] Trial 8620 finished with value: 0.9971000934297475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:16:25,429] Trial 8621 finished with value: 0.9959386250601021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 53, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:16:30,875] Trial 8622 finished with value: 0.9971228290067154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 24, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:16:32,716] Trial 8623 finished with value: 0.9976101164612562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:16:34,724] Trial 8624 finished with value: 0.99750871048267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:16:37,810] Trial 8625 finished with value: 0.9971614899039425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:16:40,470] Trial 8626 finished with value: 0.9975919201350282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:16:41,225] Trial 8627 finished with value: 0.9951865483387493 and parameters: {'classifier': 'SVC', 'svc_c': 2417.814593297946, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:16:42,975] Trial 8628 finished with value: 0.9972665190185697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 59}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:16:49,050] Trial 8629 finished with value: 0.9969072297196715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 26, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:16:51,386] Trial 8630 finished with value: 0.997249999850324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 95}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:16:58,851] Trial 8631 finished with value: 0.9969770922806843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 35, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:17:01,192] Trial 8632 finished with value: 0.9976108596678354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:17:02,844] Trial 8633 finished with value: 0.9972612721077067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:17:05,480] Trial 8634 finished with value: 0.9971913586708281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:17:07,025] Trial 8635 finished with value: 0.9963598343817169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:17:12,251] Trial 8636 finished with value: 0.9968542735928514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 28, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:17:13,839] Trial 8637 finished with value: 0.9968676526442696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:17:16,119] Trial 8638 finished with value: 0.9974807594153673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:17:19,674] Trial 8639 finished with value: 0.9971805537223952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 17, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:17:22,450] Trial 8640 finished with value: 0.9972644161600343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:17:25,242] Trial 8641 finished with value: 0.9975526484735099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:17:26,291] Trial 8642 finished with value: 0.9967219029374345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 18}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:17:32,177] Trial 8643 finished with value: 0.9961542193008187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 27, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:17:33,463] Trial 8644 finished with value: 0.9951247882750863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 75}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:17:35,250] Trial 8645 finished with value: 0.9852053993786534 and parameters: {'classifier': 'SVC', 'svc_c': 9.152823758121576e-05, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:17:39,481] Trial 8646 finished with value: 0.9970030417651145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 19, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:17:41,395] Trial 8647 finished with value: 0.9972048045940175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:17:43,396] Trial 8648 finished with value: 0.9974595604291894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:17:46,435] Trial 8649 finished with value: 0.9970936510471237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 13, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:17:53,260] Trial 8650 finished with value: 0.9968837965117593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 29, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:17:56,136] Trial 8651 finished with value: 0.9973636724666717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:17:58,290] Trial 8652 finished with value: 0.997441431514277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:18:02,853] Trial 8653 finished with value: 0.9968561122333068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 20, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:18:04,903] Trial 8654 finished with value: 0.9976921432100653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:18:08,251] Trial 8655 finished with value: 0.9972418268630818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 15, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:18:16,539] Trial 8656 finished with value: 0.9958830516984802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 39, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:18:19,217] Trial 8657 finished with value: 0.9973593389727857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:18:21,972] Trial 8658 finished with value: 0.9970995228456468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:18:24,508] Trial 8659 finished with value: 0.9974934686065106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 99}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:18:36,098] Trial 8660 finished with value: 0.9969269697777188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 54, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:18:38,736] Trial 8661 finished with value: 0.9974183315226552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:18:40,395] Trial 8662 finished with value: 0.9973353979900921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:18:42,312] Trial 8663 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 4.821470328944326e-09, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:18:53,819] Trial 8664 finished with value: 0.9967248139065696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 55, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:18:55,893] Trial 8665 finished with value: 0.997563574470322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:18:57,772] Trial 8666 finished with value: 0.9975009314580731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:19:00,473] Trial 8667 finished with value: 0.9971667874050297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:19:01,651] Trial 8668 finished with value: 0.9936688605827819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:19:04,696] Trial 8669 finished with value: 0.9974722565443148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:19:13,254] Trial 8670 finished with value: 0.9968330377907005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 40, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:19:15,833] Trial 8671 finished with value: 0.9970860481996512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:19:19,220] Trial 8672 finished with value: 0.9975487778135287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:19:21,383] Trial 8673 finished with value: 0.9974234250124736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:19:23,043] Trial 8674 finished with value: 0.9909015032254137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 24, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:19:30,370] Trial 8675 finished with value: 0.9965541535287535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 43, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:19:32,210] Trial 8676 finished with value: 0.9973865471191505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:19:34,703] Trial 8677 finished with value: 0.9974379269827961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:19:36,899] Trial 8678 finished with value: 0.997443090264273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:19:39,779] Trial 8679 finished with value: 0.9974746340309634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:19:40,799] Trial 8680 finished with value: 0.9972062322603094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:19:43,750] Trial 8681 finished with value: 0.9974519871931847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:19:44,844] Trial 8682 finished with value: 0.9969782098041442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:19:46,200] Trial 8683 finished with value: 0.9877553451827232 and parameters: {'classifier': 'SVC', 'svc_c': 2.864831590529059, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:19:48,435] Trial 8684 finished with value: 0.9977466044436714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:19:52,399] Trial 8685 finished with value: 0.9971093949217655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 16, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:19:54,534] Trial 8686 finished with value: 0.9974669830688233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:20:08,207] Trial 8687 finished with value: 0.9962382507428152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 64, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:20:16,196] Trial 8688 finished with value: 0.9965316797577842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 35, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:20:18,888] Trial 8689 finished with value: 0.9975543210929715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:20:21,812] Trial 8690 finished with value: 0.997374155624461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:20:24,217] Trial 8691 finished with value: 0.9973986170136234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 97}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:20:26,877] Trial 8692 finished with value: 0.9973831948344117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:20:27,695] Trial 8693 finished with value: 0.9952401887983303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 8}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:20:31,615] Trial 8694 finished with value: 0.9970435191814754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 22, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:20:33,263] Trial 8695 finished with value: 0.9965657205995586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:20:35,326] Trial 8696 finished with value: 0.9974665598755651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:20:39,652] Trial 8697 finished with value: 0.996646209837178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 26, 'rf_n_estimators': 80}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:20:41,354] Trial 8698 finished with value: 0.9961454421825078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:20:42,975] Trial 8699 finished with value: 0.9970136889761472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:20:44,533] Trial 8700 finished with value: 0.9975027039249916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:20:46,473] Trial 8701 finished with value: 0.9853871334932407 and parameters: {'classifier': 'SVC', 'svc_c': 0.026958880178148965, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:20:48,215] Trial 8702 finished with value: 0.9971792235232173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:20:49,645] Trial 8703 finished with value: 0.9975699826077435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 92}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:21:02,184] Trial 8704 finished with value: 0.9964352950970148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 64, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:21:04,838] Trial 8705 finished with value: 0.9976270597748972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:21:07,067] Trial 8706 finished with value: 0.9975050255529232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:21:09,516] Trial 8707 finished with value: 0.9972891174560395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:21:10,678] Trial 8708 finished with value: 0.9971221090005464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:21:12,972] Trial 8709 finished with value: 0.9974551459084257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:21:13,972] Trial 8710 finished with value: 0.99655383370586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 17, 'rf_n_estimators': 26}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:21:15,865] Trial 8711 finished with value: 0.997245469835315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:21:19,003] Trial 8712 finished with value: 0.9969906545233046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:21:21,343] Trial 8713 finished with value: 0.9973651267928059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:21:24,324] Trial 8714 finished with value: 0.9968558530932924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 13, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:21:26,349] Trial 8715 finished with value: 0.9974838253607047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:21:28,909] Trial 8716 finished with value: 0.9976461854187937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:21:30,906] Trial 8717 finished with value: 0.9973728767454793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:21:32,748] Trial 8718 finished with value: 0.9970120698985355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 61}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:21:43,525] Trial 8719 finished with value: 0.9960045070210222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 47, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:21:45,183] Trial 8720 finished with value: 0.9955683568890382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:21:46,016] Trial 8721 finished with value: 0.9917166332032071 and parameters: {'classifier': 'SVC', 'svc_c': 75.53744842766183, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:21:49,365] Trial 8722 finished with value: 0.9972462543963877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:21:53,236] Trial 8723 finished with value: 0.9907447042199958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 65, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:21:55,881] Trial 8724 finished with value: 0.9972248779000933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:21:57,677] Trial 8725 finished with value: 0.9975258496509379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 67}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:22:00,334] Trial 8726 finished with value: 0.9973577764521252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:22:04,571] Trial 8727 finished with value: 0.9972748347311818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:22:06,832] Trial 8728 finished with value: 0.9974790052294834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:22:08,985] Trial 8729 finished with value: 0.9974204336512186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:22:12,292] Trial 8730 finished with value: 0.9975760485153088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:22:13,223] Trial 8731 finished with value: 0.9965343651021352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 99}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:22:18,959] Trial 8732 finished with value: 0.9945875650951655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 49, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:22:20,775] Trial 8733 finished with value: 0.9974794708563239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:22:23,554] Trial 8734 finished with value: 0.9975824699509136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:22:24,572] Trial 8735 finished with value: 0.9954352777800507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 13, 'rf_n_estimators': 54}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:22:27,002] Trial 8736 finished with value: 0.9975012907629236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:22:27,955] Trial 8737 finished with value: 0.9898005556493583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:22:29,868] Trial 8738 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.1219865407153842e-06, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:22:32,329] Trial 8739 finished with value: 0.9974684055300981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:22:34,991] Trial 8740 finished with value: 0.9973373853226439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:22:37,022] Trial 8741 finished with value: 0.99740055680279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:22:38,925] Trial 8742 finished with value: 0.9973866290664274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:22:40,981] Trial 8743 finished with value: 0.9973879859889235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:22:42,800] Trial 8744 finished with value: 0.9973051151069895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:22:45,482] Trial 8745 finished with value: 0.9970300587540623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:22:47,384] Trial 8746 finished with value: 0.9972945991004663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:22:50,189] Trial 8747 finished with value: 0.9974287234022224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:22:52,882] Trial 8748 finished with value: 0.9974519964289157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:22:54,948] Trial 8749 finished with value: 0.9956649684441081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 16, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:22:57,457] Trial 8750 finished with value: 0.9974981266522384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:22:59,948] Trial 8751 finished with value: 0.9975217220725957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:23:13,673] Trial 8752 finished with value: 0.9962579806129942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 65, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:23:15,869] Trial 8753 finished with value: 0.9976233672280527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:23:16,906] Trial 8754 finished with value: 0.9971117151532289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:23:18,947] Trial 8755 finished with value: 0.9955336932543055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 24, 'rf_n_estimators': 30}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:23:23,936] Trial 8756 finished with value: 0.9974800147488443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 21, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:23:25,364] Trial 8757 finished with value: 0.9867368125100854 and parameters: {'classifier': 'SVC', 'svc_c': 38107328.8531195, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:23:34,783] Trial 8758 finished with value: 0.9967132571823223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 38, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:23:37,386] Trial 8759 finished with value: 0.9974756635769437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:23:42,114] Trial 8760 finished with value: 0.9971380973522898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 22, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:23:43,705] Trial 8761 finished with value: 0.9943768567466145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:23:46,108] Trial 8762 finished with value: 0.9973577542673279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:23:54,825] Trial 8763 finished with value: 0.9970737461741229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 42, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:23:56,539] Trial 8764 finished with value: 0.9975911745798438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:24:11,492] Trial 8765 finished with value: 0.9960890878144588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 74, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:24:12,799] Trial 8766 finished with value: 0.9973813069684617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 3, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:24:15,059] Trial 8767 finished with value: 0.9975939929695029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:24:17,861] Trial 8768 finished with value: 0.9974366319809574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:24:19,370] Trial 8769 finished with value: 0.9965471229792285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 47}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:24:36,030] Trial 8770 finished with value: 0.9961876881620246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 74, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:24:38,798] Trial 8771 finished with value: 0.9974953336846432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:24:41,180] Trial 8772 finished with value: 0.9974250446613676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:24:43,343] Trial 8773 finished with value: 0.9974887278517959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:24:49,927] Trial 8774 finished with value: 0.9971854295536441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 35, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:24:51,801] Trial 8775 finished with value: 0.9854489042208406 and parameters: {'classifier': 'SVC', 'svc_c': 0.17325366870079187, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:24:53,005] Trial 8776 finished with value: 0.9970066609656549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 4, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:25:05,120] Trial 8777 finished with value: 0.9959217324636374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 54, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:25:08,249] Trial 8778 finished with value: 0.9973303623902169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:25:10,711] Trial 8779 finished with value: 0.9973675372234023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:25:15,660] Trial 8780 finished with value: 0.9973455254611521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:25:18,177] Trial 8781 finished with value: 0.9972965778003072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 96}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:25:20,207] Trial 8782 finished with value: 0.9972207790762951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:25:21,632] Trial 8783 finished with value: 0.9972652470901898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:25:24,592] Trial 8784 finished with value: 0.9974255183178987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:25:26,286] Trial 8785 finished with value: 0.9969622234836271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:25:28,609] Trial 8786 finished with value: 0.9973558555787513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:25:31,786] Trial 8787 finished with value: 0.9974386409270246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:25:33,940] Trial 8788 finished with value: 0.997621962793909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:25:47,187] Trial 8789 finished with value: 0.9966729975197445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 65, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:25:49,385] Trial 8790 finished with value: 0.9975226816999658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:25:52,019] Trial 8791 finished with value: 0.9975356078197066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:25:55,328] Trial 8792 finished with value: 0.9975808118991516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:25:59,581] Trial 8793 finished with value: 0.9971639438154721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:26:01,567] Trial 8794 finished with value: 0.9866068935762825 and parameters: {'classifier': 'SVC', 'svc_c': 2325038572.7293735, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:26:02,808] Trial 8795 finished with value: 0.9972839478269812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 84}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:26:05,471] Trial 8796 finished with value: 0.9976500781366209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:26:06,489] Trial 8797 finished with value: 0.9951952232292602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 87}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:26:08,639] Trial 8798 finished with value: 0.9972464046436417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:26:09,652] Trial 8799 finished with value: 0.9894027159963651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:26:11,339] Trial 8800 finished with value: 0.9964951197830801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:26:14,284] Trial 8801 finished with value: 0.997239473782884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:26:17,012] Trial 8802 finished with value: 0.996963831865564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:26:20,477] Trial 8803 finished with value: 0.9973306804040497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:26:32,875] Trial 8804 finished with value: 0.9966954813516306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 58, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:26:37,562] Trial 8805 finished with value: 0.9971988906158153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 26, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:26:40,081] Trial 8806 finished with value: 0.9975364418919151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:26:41,831] Trial 8807 finished with value: 0.9965649545416859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:26:46,028] Trial 8808 finished with value: 0.9973824210642276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:26:48,011] Trial 8809 finished with value: 0.997274045060306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:26:49,238] Trial 8810 finished with value: 0.9970587316683325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 1, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:26:51,265] Trial 8811 finished with value: 0.9973194130977808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:26:54,450] Trial 8812 finished with value: 0.9975512483239838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:26:56,195] Trial 8813 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 3.931739853746213e-08, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:26:58,079] Trial 8814 finished with value: 0.9971885712256289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:26:59,791] Trial 8815 finished with value: 0.9975197890118652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 71}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:27:02,084] Trial 8816 finished with value: 0.9974407397231078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:27:07,713] Trial 8817 finished with value: 0.9968303307058829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 23, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:27:10,491] Trial 8818 finished with value: 0.9976378914149103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:27:12,692] Trial 8819 finished with value: 0.9966732099098213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:27:14,830] Trial 8820 finished with value: 0.9972812138601558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:27:19,697] Trial 8821 finished with value: 0.9972942116440917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 20, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:27:22,238] Trial 8822 finished with value: 0.9974420123497215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:27:24,500] Trial 8823 finished with value: 0.9974133761879482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:27:27,474] Trial 8824 finished with value: 0.9971511175431882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:27:29,716] Trial 8825 finished with value: 0.9974128755859336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:27:31,884] Trial 8826 finished with value: 0.9975019437386319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:27:34,780] Trial 8827 finished with value: 0.9976325818534181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:27:36,877] Trial 8828 finished with value: 0.9973281374042137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:27:39,136] Trial 8829 finished with value: 0.9974244000009911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:27:41,240] Trial 8830 finished with value: 0.9973147824736049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:27:42,854] Trial 8831 finished with value: 0.9867336991483141 and parameters: {'classifier': 'SVC', 'svc_c': 148310894.7272473, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:27:44,825] Trial 8832 finished with value: 0.9965367628375689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:27:57,005] Trial 8833 finished with value: 0.996665644766983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 57, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:27:58,389] Trial 8834 finished with value: 0.9972018523338647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 41}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:28:01,108] Trial 8835 finished with value: 0.9972897395825018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:28:10,509] Trial 8836 finished with value: 0.9970179719750224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 46, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:28:14,568] Trial 8837 finished with value: 0.9974812335479669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:28:22,779] Trial 8838 finished with value: 0.9967387247266276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 34, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:28:24,851] Trial 8839 finished with value: 0.9973392771875704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:28:27,061] Trial 8840 finished with value: 0.9974666835899283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:28:29,295] Trial 8841 finished with value: 0.9974779270927666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:28:31,714] Trial 8842 finished with value: 0.9974455541732435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:28:34,039] Trial 8843 finished with value: 0.9973650647451967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:28:36,830] Trial 8844 finished with value: 0.9971916474857861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:28:38,198] Trial 8845 finished with value: 0.9936817551867806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:28:44,928] Trial 8846 finished with value: 0.9969731907397191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 34, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:28:46,217] Trial 8847 finished with value: 0.997060883847576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 56}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:28:48,862] Trial 8848 finished with value: 0.9973317492732976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:28:52,911] Trial 8849 finished with value: 0.9971219627522689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:29:00,440] Trial 8850 finished with value: 0.9926501689032277 and parameters: {'classifier': 'SVC', 'svc_c': 2326791.236446113, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:29:02,902] Trial 8851 finished with value: 0.9974031617550216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:29:04,646] Trial 8852 finished with value: 0.9974391369270426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:29:06,377] Trial 8853 finished with value: 0.9973179214161297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:29:09,752] Trial 8854 finished with value: 0.9973452038291978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:29:12,492] Trial 8855 finished with value: 0.9974085582783805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:29:13,397] Trial 8856 finished with value: 0.9961277447127094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 1, 'rf_n_estimators': 99}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:29:23,938] Trial 8857 finished with value: 0.9963223170647719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 51, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:29:25,164] Trial 8858 finished with value: 0.9971609532794027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:29:27,515] Trial 8859 finished with value: 0.997441278188446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:29:29,597] Trial 8860 finished with value: 0.9975057625388725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:29:32,477] Trial 8861 finished with value: 0.9974994367613208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:29:36,744] Trial 8862 finished with value: 0.9965264657908692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 19, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:29:38,778] Trial 8863 finished with value: 0.9974735450081443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:29:48,962] Trial 8864 finished with value: 0.9964207605635992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 43, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:29:54,303] Trial 8865 finished with value: 0.9970274985205424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 34, 'rf_n_estimators': 76}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:29:56,082] Trial 8866 finished with value: 0.99740988723978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:30:02,319] Trial 8867 finished with value: 0.9969229674688972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 30, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:30:13,569] Trial 8868 finished with value: 0.9964186968696417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 52, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:30:16,504] Trial 8869 finished with value: 0.9975140546067435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 13, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:30:18,357] Trial 8870 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 3.405036283799096e-06, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:30:19,652] Trial 8871 finished with value: 0.9971493295881708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:30:21,995] Trial 8872 finished with value: 0.9971209603104615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:30:23,512] Trial 8873 finished with value: 0.9962555567255248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:30:39,595] Trial 8874 finished with value: 0.9964981675425966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 69, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:30:42,364] Trial 8875 finished with value: 0.9971958162599323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:30:43,362] Trial 8876 finished with value: 0.9902028976736433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:30:46,445] Trial 8877 finished with value: 0.9973860341393519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:30:48,553] Trial 8878 finished with value: 0.9973667719907153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:30:51,025] Trial 8879 finished with value: 0.9976104619918548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:30:52,884] Trial 8880 finished with value: 0.9975183082797923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:30:56,205] Trial 8881 finished with value: 0.9972717897646012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:30:57,946] Trial 8882 finished with value: 0.9969649371381918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 94}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:30:59,307] Trial 8883 finished with value: 0.9971556409567127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:31:01,495] Trial 8884 finished with value: 0.9972901701389545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:31:09,865] Trial 8885 finished with value: 0.9962807420880947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 59, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:31:12,984] Trial 8886 finished with value: 0.9976354629889203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:31:15,916] Trial 8887 finished with value: 0.9973019320487735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:31:17,885] Trial 8888 finished with value: 0.9951979277115696 and parameters: {'classifier': 'SVC', 'svc_c': 233307.50974645227, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:31:20,528] Trial 8889 finished with value: 0.9973518875468699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:31:23,241] Trial 8890 finished with value: 0.9973060233824255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:31:25,650] Trial 8891 finished with value: 0.9974457098476798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:31:27,478] Trial 8892 finished with value: 0.9968274515063932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:31:29,668] Trial 8893 finished with value: 0.9973147003676384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:31:31,055] Trial 8894 finished with value: 0.9970753537308742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 2, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:31:37,765] Trial 8895 finished with value: 0.9967655669031812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 32, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:31:40,945] Trial 8896 finished with value: 0.9975025687849817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:31:49,705] Trial 8897 finished with value: 0.9953597150908561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 69, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:31:52,098] Trial 8898 finished with value: 0.9975803205646058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:31:55,123] Trial 8899 finished with value: 0.997520708395569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:31:57,344] Trial 8900 finished with value: 0.9972628557975515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 97}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:31:59,343] Trial 8901 finished with value: 0.9975281438573173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:32:02,010] Trial 8902 finished with value: 0.9975726953101708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:32:04,635] Trial 8903 finished with value: 0.9972565105011867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:32:06,945] Trial 8904 finished with value: 0.9973868495814086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:32:09,718] Trial 8905 finished with value: 0.9976312645398305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:32:11,734] Trial 8906 finished with value: 0.9853954920520279 and parameters: {'classifier': 'SVC', 'svc_c': 0.07507380688422452, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:32:13,934] Trial 8907 finished with value: 0.9974817403706112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:32:17,310] Trial 8908 finished with value: 0.9973506504984503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:32:19,453] Trial 8909 finished with value: 0.9972700153299323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:32:21,288] Trial 8910 finished with value: 0.9969538488971966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 90}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:32:24,941] Trial 8911 finished with value: 0.9970463495045877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:32:28,083] Trial 8912 finished with value: 0.9972107012115844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:32:28,819] Trial 8913 finished with value: 0.9948564818133683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 12}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:32:31,275] Trial 8914 finished with value: 0.9972636481661493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:32:33,222] Trial 8915 finished with value: 0.9972104952643027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:32:34,087] Trial 8916 finished with value: 0.996749160436245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 20}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:32:35,747] Trial 8917 finished with value: 0.9973874504117349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:32:37,555] Trial 8918 finished with value: 0.99742506100639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:32:39,199] Trial 8919 finished with value: 0.997031304720834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:32:41,130] Trial 8920 finished with value: 0.9968467823358614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 79}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:32:43,636] Trial 8921 finished with value: 0.9972870941644384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:32:45,243] Trial 8922 finished with value: 0.995740623268448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:32:49,254] Trial 8923 finished with value: 0.9973605976029823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 20, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:32:51,015] Trial 8924 finished with value: 0.9948187264303794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:32:53,000] Trial 8925 finished with value: 0.9973792533988967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:32:54,104] Trial 8926 finished with value: 0.9960515483761924 and parameters: {'classifier': 'SVC', 'svc_c': 10074.278256229665, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:32:56,376] Trial 8927 finished with value: 0.9971952897597852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:32:58,812] Trial 8928 finished with value: 0.9974395552961389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:33:04,073] Trial 8929 finished with value: 0.9968296630037856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 41, 'rf_n_estimators': 65}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:33:04,870] Trial 8930 finished with value: 0.9931040622075967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 5}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:33:06,826] Trial 8931 finished with value: 0.9968065828166183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 23, 'rf_n_estimators': 45}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:33:08,971] Trial 8932 finished with value: 0.9975284738363414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:33:11,106] Trial 8933 finished with value: 0.99748394707558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:33:13,764] Trial 8934 finished with value: 0.9973665401453014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:33:14,783] Trial 8935 finished with value: 0.9971494302608134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:33:18,558] Trial 8936 finished with value: 0.9975740023406763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:33:26,069] Trial 8937 finished with value: 0.9968883339217008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 32, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:33:28,601] Trial 8938 finished with value: 0.9973848211800043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:33:31,414] Trial 8939 finished with value: 0.9972254240460051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:33:33,009] Trial 8940 finished with value: 0.9961965424034508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:33:35,347] Trial 8941 finished with value: 0.9966037249029558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:33:43,416] Trial 8942 finished with value: 0.9965283760003061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 38, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:33:45,517] Trial 8943 finished with value: 0.9975811522564713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:33:50,646] Trial 8944 finished with value: 0.997421658067951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:33:52,416] Trial 8945 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 3.8190335555835205e-05, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:33:55,044] Trial 8946 finished with value: 0.9967715449602187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:33:57,214] Trial 8947 finished with value: 0.997353943084185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:33:58,906] Trial 8948 finished with value: 0.9953988249525222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 15, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:34:02,193] Trial 8949 finished with value: 0.9972893523165548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:34:04,728] Trial 8950 finished with value: 0.9974743145571868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:34:06,495] Trial 8951 finished with value: 0.9970686023479832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:34:09,298] Trial 8952 finished with value: 0.9973632210901519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:34:11,944] Trial 8953 finished with value: 0.9975863479106136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:34:14,198] Trial 8954 finished with value: 0.9972998989818967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:34:15,148] Trial 8955 finished with value: 0.9872355433845438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 3, 'rf_n_estimators': 99}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:34:17,422] Trial 8956 finished with value: 0.9974560009276529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:34:18,822] Trial 8957 finished with value: 0.9970155562124575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:34:20,185] Trial 8958 finished with value: 0.9974274993663451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:34:22,751] Trial 8959 finished with value: 0.9974122287039036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:34:23,683] Trial 8960 finished with value: 0.9967461947192193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 33}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:34:25,761] Trial 8961 finished with value: 0.9974482132703453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:34:26,862] Trial 8962 finished with value: 0.9879837799143063 and parameters: {'classifier': 'SVC', 'svc_c': 1.5646582188914138, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:34:37,682] Trial 8963 finished with value: 0.996966498040219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 48, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:34:40,614] Trial 8964 finished with value: 0.9973987989035712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:34:43,061] Trial 8965 finished with value: 0.9971952024488019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:34:45,468] Trial 8966 finished with value: 0.997479321656421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:34:48,162] Trial 8967 finished with value: 0.9976282559448918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:34:50,427] Trial 8968 finished with value: 0.9972188393506042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:35:02,023] Trial 8969 finished with value: 0.9966336742206506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 51, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:35:03,583] Trial 8970 finished with value: 0.9973344887625187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:35:10,251] Trial 8971 finished with value: 0.9965637907760949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 30, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:35:19,415] Trial 8972 finished with value: 0.9968604495357418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 46, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:35:34,767] Trial 8973 finished with value: 0.9959170858118181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 68, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:35:36,051] Trial 8974 finished with value: 0.9972451292875678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 52}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:35:37,486] Trial 8975 finished with value: 0.9943277072009403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:35:42,714] Trial 8976 finished with value: 0.9965798743732983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 33, 'rf_n_estimators': 82}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:35:45,483] Trial 8977 finished with value: 0.9975585522003682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:35:49,217] Trial 8978 finished with value: 0.9974293096648493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:35:50,927] Trial 8979 finished with value: 0.9970684842829676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:35:52,621] Trial 8980 finished with value: 0.9963630471466144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:35:54,603] Trial 8981 finished with value: 0.9852067110111552 and parameters: {'classifier': 'SVC', 'svc_c': 1.1955584061232795e-10, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:35:56,721] Trial 8982 finished with value: 0.997399741233782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:36:02,137] Trial 8983 finished with value: 0.9969691425061452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 25, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:36:03,111] Trial 8984 finished with value: 0.9968434261790983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 23}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:36:05,423] Trial 8985 finished with value: 0.9971480599131826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:36:07,919] Trial 8986 finished with value: 0.9971514776097484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:36:10,117] Trial 8987 finished with value: 0.9975980736074804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:36:12,490] Trial 8988 finished with value: 0.9970138767376079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:36:16,190] Trial 8989 finished with value: 0.9970254496481878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:36:18,993] Trial 8990 finished with value: 0.997639221709302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:36:21,336] Trial 8991 finished with value: 0.9973856397641138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:36:24,660] Trial 8992 finished with value: 0.9971999684986287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:36:26,330] Trial 8993 finished with value: 0.9974016017099179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:36:28,307] Trial 8994 finished with value: 0.9972987066839267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 99}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:36:30,491] Trial 8995 finished with value: 0.9973017372414975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:36:32,594] Trial 8996 finished with value: 0.9972149784658985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:36:34,594] Trial 8997 finished with value: 0.9974788704703285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:36:37,657] Trial 8998 finished with value: 0.9955016838925125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 29, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:36:47,175] Trial 8999 finished with value: 0.9965023567242174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 50, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:36:49,158] Trial 9000 finished with value: 0.9852716035110719 and parameters: {'classifier': 'SVC', 'svc_c': 0.0009169239445903979, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:36:51,496] Trial 9001 finished with value: 0.9970009152935759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:36:52,517] Trial 9002 finished with value: 0.9966451784503988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 3, 'rf_n_estimators': 61}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:36:53,720] Trial 9003 finished with value: 0.9969794063232559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 5, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:36:55,754] Trial 9004 finished with value: 0.9963871558006733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:36:58,006] Trial 9005 finished with value: 0.9975052765045573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:36:59,214] Trial 9006 finished with value: 0.9968682749928973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:37:07,323] Trial 9007 finished with value: 0.9965170659430758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 40, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:37:11,049] Trial 9008 finished with value: 0.9973945008926658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:37:15,179] Trial 9009 finished with value: 0.9967751537507255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 19, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:37:17,981] Trial 9010 finished with value: 0.997371638268854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:37:20,584] Trial 9011 finished with value: 0.9974022217099403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 95}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:37:25,466] Trial 9012 finished with value: 0.9955621917687741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 61, 'rf_n_estimators': 37}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:37:27,574] Trial 9013 finished with value: 0.9973918057095633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:37:29,501] Trial 9014 finished with value: 0.9974292311770041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:37:30,591] Trial 9015 finished with value: 0.9894020153503198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:37:33,527] Trial 9016 finished with value: 0.9973825992725781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:37:35,676] Trial 9017 finished with value: 0.9974396374973192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:37:37,673] Trial 9018 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 1.1361987082438986e-08, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:37:39,460] Trial 9019 finished with value: 0.9971004672388215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:37:42,079] Trial 9020 finished with value: 0.9973883505305287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:37:44,004] Trial 9021 finished with value: 0.9973622977392097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:37:49,002] Trial 9022 finished with value: 0.9971348243805819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:37:51,125] Trial 9023 finished with value: 0.9976478058611354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:37:53,767] Trial 9024 finished with value: 0.9969973856256725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:37:54,933] Trial 9025 finished with value: 0.9971749525530091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:37:57,704] Trial 9026 finished with value: 0.9971199312722875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:38:00,290] Trial 9027 finished with value: 0.9974679673882855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:38:06,704] Trial 9028 finished with value: 0.9970130361591284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 31, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:38:09,394] Trial 9029 finished with value: 0.9972913426324701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:38:11,421] Trial 9030 finished with value: 0.9976531879120084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:38:13,825] Trial 9031 finished with value: 0.9974397632746466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:38:18,785] Trial 9032 finished with value: 0.9970833805650524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 21, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:38:24,178] Trial 9033 finished with value: 0.9962213840444828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 36, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:38:26,912] Trial 9034 finished with value: 0.9973850357599966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:38:28,175] Trial 9035 finished with value: 0.9937750419421398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:38:32,831] Trial 9036 finished with value: 0.9973288194835831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:38:34,355] Trial 9037 finished with value: 0.9971982498909394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:40:29,736] Trial 9038 finished with value: 0.9897276244452861 and parameters: {'classifier': 'SVC', 'svc_c': 414616649.7237258, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:40:31,877] Trial 9039 finished with value: 0.996279691722047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:40:33,899] Trial 9040 finished with value: 0.9973386464601353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 97}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:40:36,791] Trial 9041 finished with value: 0.9973825556329552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:40:40,088] Trial 9042 finished with value: 0.9970588589056035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:40:45,707] Trial 9043 finished with value: 0.9968955217325574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 29, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:40:50,099] Trial 9044 finished with value: 0.9972882101644786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:40:56,336] Trial 9045 finished with value: 0.9971608898670637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 28, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:40:58,008] Trial 9046 finished with value: 0.9975689198639118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:41:00,076] Trial 9047 finished with value: 0.9972760143974645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:41:02,030] Trial 9048 finished with value: 0.9973148602632161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:41:04,515] Trial 9049 finished with value: 0.9967224214713665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:41:05,777] Trial 9050 finished with value: 0.9972190381251188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:41:08,615] Trial 9051 finished with value: 0.9976576174765405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:41:10,938] Trial 9052 finished with value: 0.9974949769505631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:41:13,460] Trial 9053 finished with value: 0.9972263108983533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:41:15,436] Trial 9054 finished with value: 0.9973988301654101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:41:16,654] Trial 9055 finished with value: 0.9967153603264988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:41:18,412] Trial 9056 finished with value: 0.9852119533200216 and parameters: {'classifier': 'SVC', 'svc_c': 0.0003688981998723404, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:41:20,769] Trial 9057 finished with value: 0.9973668154081726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:41:24,940] Trial 9058 finished with value: 0.9969506775185306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 24, 'rf_n_estimators': 85}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:41:27,965] Trial 9059 finished with value: 0.9971348257453118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:41:37,598] Trial 9060 finished with value: 0.9960591009508194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 62, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:41:40,206] Trial 9061 finished with value: 0.9973097636948208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:41:51,891] Trial 9062 finished with value: 0.9961872638896777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 50, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:41:53,621] Trial 9063 finished with value: 0.9974145329394618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:41:55,020] Trial 9064 finished with value: 0.996956844923924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 72}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:41:58,100] Trial 9065 finished with value: 0.9975458449134993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:42:00,279] Trial 9066 finished with value: 0.9970980516984219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:42:02,269] Trial 9067 finished with value: 0.9975669644914328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:42:15,391] Trial 9068 finished with value: 0.996438665345409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 58, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:42:19,024] Trial 9069 finished with value: 0.9972281019002099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:42:21,734] Trial 9070 finished with value: 0.9976556533126608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:42:23,902] Trial 9071 finished with value: 0.9969134021079163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:42:26,222] Trial 9072 finished with value: 0.9969669369754793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 92}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:42:29,838] Trial 9073 finished with value: 0.9974672738832693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:42:30,922] Trial 9074 finished with value: 0.990788779286858 and parameters: {'classifier': 'SVC', 'svc_c': 8.873661437420225, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:42:33,269] Trial 9075 finished with value: 0.9975170014714522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:42:35,166] Trial 9076 finished with value: 0.9972868837738497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:42:37,813] Trial 9077 finished with value: 0.9974835857712413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:42:39,997] Trial 9078 finished with value: 0.9975228691757853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:42:42,946] Trial 9079 finished with value: 0.9974615457622532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:42:45,604] Trial 9080 finished with value: 0.9975494875048775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:42:49,630] Trial 9081 finished with value: 0.9970982867176267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 20, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:42:52,149] Trial 9082 finished with value: 0.9976361285645777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:42:53,068] Trial 9083 finished with value: 0.9901755445802554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:42:55,508] Trial 9084 finished with value: 0.9974861123625791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 99}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:42:56,658] Trial 9085 finished with value: 0.9958997480277253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 57}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:42:58,741] Trial 9086 finished with value: 0.9973929632545245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:43:02,823] Trial 9087 finished with value: 0.997552890633744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:43:05,481] Trial 9088 finished with value: 0.9975088022369604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:43:07,970] Trial 9089 finished with value: 0.9975440406451974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:43:10,161] Trial 9090 finished with value: 0.9974549956611716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:43:13,634] Trial 9091 finished with value: 0.9971615121522155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:43:15,131] Trial 9092 finished with value: 0.9974095886495465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:43:17,154] Trial 9093 finished with value: 0.9852073662085171 and parameters: {'classifier': 'SVC', 'svc_c': 1.3447149571905495e-09, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:43:19,626] Trial 9094 finished with value: 0.9973663379748307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:43:21,293] Trial 9095 finished with value: 0.995661386884726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:43:27,051] Trial 9096 finished with value: 0.9964150474863511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 62, 'rf_n_estimators': 49}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:43:30,296] Trial 9097 finished with value: 0.9974002049563478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:43:34,262] Trial 9098 finished with value: 0.9966910532787802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 26, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:43:36,726] Trial 9099 finished with value: 0.9973783462342873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:43:54,475] Trial 9100 finished with value: 0.9963434690788467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 73, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:43:56,846] Trial 9101 finished with value: 0.9975862872594724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:43:59,273] Trial 9102 finished with value: 0.997574227076799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:44:01,420] Trial 9103 finished with value: 0.9973907186862325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:44:03,290] Trial 9104 finished with value: 0.9970798518810241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 67}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:44:06,349] Trial 9105 finished with value: 0.9971655621313742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:44:08,861] Trial 9106 finished with value: 0.9973951609141894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:44:11,189] Trial 9107 finished with value: 0.9973801036574378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:44:13,452] Trial 9108 finished with value: 0.9973716696893824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:44:16,522] Trial 9109 finished with value: 0.9966292660792062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 13, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:44:30,282] Trial 9110 finished with value: 0.9963623795397307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 63, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:44:30,903] Trial 9111 finished with value: 0.995998062765862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 16}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:44:31,652] Trial 9112 finished with value: 0.9950682392584508 and parameters: {'classifier': 'SVC', 'svc_c': 1088.9065835388199, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:44:33,965] Trial 9113 finished with value: 0.9973384702830109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:44:35,901] Trial 9114 finished with value: 0.9976796347929245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:44:38,910] Trial 9115 finished with value: 0.9971716805969141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 19, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:44:41,669] Trial 9116 finished with value: 0.997508880248737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:44:43,572] Trial 9117 finished with value: 0.997191335057825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:44:49,939] Trial 9118 finished with value: 0.9962496505231101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 49, 'rf_n_estimators': 63}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:44:52,590] Trial 9119 finished with value: 0.9973281734267386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:44:55,883] Trial 9120 finished with value: 0.9970543687216683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 16, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:44:56,797] Trial 9121 finished with value: 0.9970732040589253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 77}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:44:59,598] Trial 9122 finished with value: 0.9971897107751966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:45:01,667] Trial 9123 finished with value: 0.9973261938064981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:45:04,067] Trial 9124 finished with value: 0.9973400124596729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:45:06,713] Trial 9125 finished with value: 0.9974219627201247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:45:09,264] Trial 9126 finished with value: 0.997246004269939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:45:12,001] Trial 9127 finished with value: 0.9974817482733503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:45:13,509] Trial 9128 finished with value: 0.9970727076463146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:45:15,352] Trial 9129 finished with value: 0.9970498322956022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:45:20,542] Trial 9130 finished with value: 0.9970291686009715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 28, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:45:21,671] Trial 9131 finished with value: 0.988524192690452 and parameters: {'classifier': 'SVC', 'svc_c': 32846.75446574773, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:45:23,734] Trial 9132 finished with value: 0.9973238923956137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 97}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:45:24,913] Trial 9133 finished with value: 0.9945184641487184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:45:26,344] Trial 9134 finished with value: 0.9964859885649355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 88}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:45:29,582] Trial 9135 finished with value: 0.9968018311440634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:45:32,127] Trial 9136 finished with value: 0.9973629569355479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:45:33,580] Trial 9137 finished with value: 0.9953844405394089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:45:36,649] Trial 9138 finished with value: 0.9972595345524863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:45:44,847] Trial 9139 finished with value: 0.9969668706432527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 36, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:45:46,929] Trial 9140 finished with value: 0.9969649440570555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:45:49,835] Trial 9141 finished with value: 0.9974576705320132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:45:52,227] Trial 9142 finished with value: 0.9972737121931323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:45:53,816] Trial 9143 finished with value: 0.9973121982144892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:45:54,820] Trial 9144 finished with value: 0.9964485288522926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:45:57,090] Trial 9145 finished with value: 0.9972599268012847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:45:58,187] Trial 9146 finished with value: 0.9970382931224177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:46:00,333] Trial 9147 finished with value: 0.9975276197375135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:46:02,309] Trial 9148 finished with value: 0.9976653557496641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:46:05,049] Trial 9149 finished with value: 0.9974666073872126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:46:06,841] Trial 9150 finished with value: 0.9853754971068458 and parameters: {'classifier': 'SVC', 'svc_c': 0.00599054469359831, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:46:08,373] Trial 9151 finished with value: 0.9911396820658723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 17, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:46:13,571] Trial 9152 finished with value: 0.9956087457566373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 39, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:46:15,282] Trial 9153 finished with value: 0.9974001817559376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:46:18,512] Trial 9154 finished with value: 0.9974742503831379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:46:30,520] Trial 9155 finished with value: 0.9967059134748645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 53, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:46:33,480] Trial 9156 finished with value: 0.997319570422588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:46:35,656] Trial 9157 finished with value: 0.9975011948509672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:46:38,066] Trial 9158 finished with value: 0.9973150073049416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:46:39,952] Trial 9159 finished with value: 0.9975341441308899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:46:43,130] Trial 9160 finished with value: 0.9973682289193578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:46:45,574] Trial 9161 finished with value: 0.9972128824944891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:46:47,963] Trial 9162 finished with value: 0.997006151286599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:46:51,183] Trial 9163 finished with value: 0.997480917977953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:46:53,341] Trial 9164 finished with value: 0.9973684021131187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:46:54,534] Trial 9165 finished with value: 0.9944173786595218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:46:57,222] Trial 9166 finished with value: 0.9972716102867344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:47:05,210] Trial 9167 finished with value: 0.9938520071612033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 74, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:47:07,188] Trial 9168 finished with value: 0.9852050716847586 and parameters: {'classifier': 'SVC', 'svc_c': 5.948857139052073e-07, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:47:10,415] Trial 9169 finished with value: 0.9955621202315307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 29, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:47:12,740] Trial 9170 finished with value: 0.9973416063691238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:47:15,413] Trial 9171 finished with value: 0.9974355744738806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:47:16,892] Trial 9172 finished with value: 0.9973522101626994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 70}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:47:18,899] Trial 9173 finished with value: 0.997407414158554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:47:22,495] Trial 9174 finished with value: 0.9973390725098051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:47:25,141] Trial 9175 finished with value: 0.9975561057789845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:47:27,426] Trial 9176 finished with value: 0.9974534360286605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:47:37,006] Trial 9177 finished with value: 0.9965152818283451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 43, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:47:39,753] Trial 9178 finished with value: 0.9974159547342406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:47:43,635] Trial 9179 finished with value: 0.9972783892181288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:47:46,290] Trial 9180 finished with value: 0.9972297809624667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:47:49,189] Trial 9181 finished with value: 0.9967986120315845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:47:51,097] Trial 9182 finished with value: 0.9974473399066074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:47:53,940] Trial 9183 finished with value: 0.9973748207240498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:47:56,421] Trial 9184 finished with value: 0.9974717441040607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:47:58,757] Trial 9185 finished with value: 0.9973906554960587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:48:00,122] Trial 9186 finished with value: 0.997324727134318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 29}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:48:01,146] Trial 9187 finished with value: 0.9954986935151325 and parameters: {'classifier': 'SVC', 'svc_c': 4627.247299752327, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:48:03,556] Trial 9188 finished with value: 0.9967992515186821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:48:04,701] Trial 9189 finished with value: 0.9961570556858715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 1, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:48:06,732] Trial 9190 finished with value: 0.9975229559154863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:48:09,623] Trial 9191 finished with value: 0.9974527387468335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:48:11,840] Trial 9192 finished with value: 0.9970441091256994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:48:16,366] Trial 9193 finished with value: 0.9971704232997096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 20, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:48:21,816] Trial 9194 finished with value: 0.9969410953364587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 28, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:48:24,355] Trial 9195 finished with value: 0.9971365617453746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:48:25,980] Trial 9196 finished with value: 0.9971531672407284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 6, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:48:28,129] Trial 9197 finished with value: 0.997346812401562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:48:30,047] Trial 9198 finished with value: 0.9973782023663529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:48:34,895] Trial 9199 finished with value: 0.9971235907799705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 23, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:48:37,014] Trial 9200 finished with value: 0.9971030973274756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:48:41,691] Trial 9201 finished with value: 0.996163419612388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 34, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:48:42,644] Trial 9202 finished with value: 0.9902553727172624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 2, 'rf_n_estimators': 82}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:48:43,395] Trial 9203 finished with value: 0.9898403695847637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 13, 'rf_n_estimators': 42}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:48:45,617] Trial 9204 finished with value: 0.9972102148916283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:48:48,275] Trial 9205 finished with value: 0.9973687103199382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:48:49,354] Trial 9206 finished with value: 0.9913551322164892 and parameters: {'classifier': 'SVC', 'svc_c': 39.247495980728665, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:48:52,445] Trial 9207 finished with value: 0.9972395347514044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:48:54,555] Trial 9208 finished with value: 0.9977454773671014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:48:57,084] Trial 9209 finished with value: 0.9973491146693698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:48:59,923] Trial 9210 finished with value: 0.9972934276225636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:49:02,416] Trial 9211 finished with value: 0.9972974070483538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:49:04,064] Trial 9212 finished with value: 0.9969094280458325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 4, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:49:05,255] Trial 9213 finished with value: 0.9972609775799253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:49:07,530] Trial 9214 finished with value: 0.9974092375330761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:49:10,040] Trial 9215 finished with value: 0.9973309447490811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:49:18,227] Trial 9216 finished with value: 0.9968437837701017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 39, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:49:21,471] Trial 9217 finished with value: 0.9973896032574744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:49:23,782] Trial 9218 finished with value: 0.9976266932972796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:49:25,568] Trial 9219 finished with value: 0.9968268317602739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 94}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:49:38,148] Trial 9220 finished with value: 0.9961383406670219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 56, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:49:40,425] Trial 9221 finished with value: 0.9968731208318236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:49:43,346] Trial 9222 finished with value: 0.9974883030716422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:49:46,013] Trial 9223 finished with value: 0.9973730282939876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:49:46,752] Trial 9224 finished with value: 0.9935609523956165 and parameters: {'classifier': 'SVC', 'svc_c': 193.27534092415692, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:49:49,432] Trial 9225 finished with value: 0.9974082780009196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:49:53,943] Trial 9226 finished with value: 0.9972960526331526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:50:00,067] Trial 9227 finished with value: 0.9939283855463575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 55, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:50:02,737] Trial 9228 finished with value: 0.9975408277533484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:50:05,717] Trial 9229 finished with value: 0.9972019378675253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:50:07,564] Trial 9230 finished with value: 0.997203228013464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:50:09,618] Trial 9231 finished with value: 0.9973298205606606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:50:11,275] Trial 9232 finished with value: 0.9976600000729922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 74}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:50:13,879] Trial 9233 finished with value: 0.9972012243041517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:50:16,452] Trial 9234 finished with value: 0.997524474510883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:50:19,009] Trial 9235 finished with value: 0.9976751408004404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:50:22,818] Trial 9236 finished with value: 0.9970338400083584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 17, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:50:25,190] Trial 9237 finished with value: 0.9975049565229743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:50:26,516] Trial 9238 finished with value: 0.9970829265225483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:50:30,021] Trial 9239 finished with value: 0.9974607012482734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:50:31,636] Trial 9240 finished with value: 0.9974171383994997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:50:33,967] Trial 9241 finished with value: 0.9973279940758234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:50:35,450] Trial 9242 finished with value: 0.9969165106137877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 59}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:50:36,792] Trial 9243 finished with value: 0.9867163578095756 and parameters: {'classifier': 'SVC', 'svc_c': 810387.7299941352, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:50:43,241] Trial 9244 finished with value: 0.9962943352116991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 28, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:50:44,408] Trial 9245 finished with value: 0.9969690532591495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:50:52,050] Trial 9246 finished with value: 0.9971261449832879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 41, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:50:58,075] Trial 9247 finished with value: 0.9966091963277762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 25, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:51:02,929] Trial 9248 finished with value: 0.9972915780007919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:51:04,635] Trial 9249 finished with value: 0.9976370613734162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:51:06,985] Trial 9250 finished with value: 0.9969548480382618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:51:12,324] Trial 9251 finished with value: 0.9971497340560638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 25, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:51:15,659] Trial 9252 finished with value: 0.9967556875273438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 15, 'rf_n_estimators': 98}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:51:17,986] Trial 9253 finished with value: 0.9975452044107885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:51:19,682] Trial 9254 finished with value: 0.991954954070802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 57, 'rf_n_estimators': 25}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:51:22,061] Trial 9255 finished with value: 0.9976467378805491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:51:25,055] Trial 9256 finished with value: 0.9972740430608177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:51:27,052] Trial 9257 finished with value: 0.997275764842298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:51:32,497] Trial 9258 finished with value: 0.997016113434899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 26, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:51:34,272] Trial 9259 finished with value: 0.9975628872811494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:51:38,073] Trial 9260 finished with value: 0.9970778668653392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 18, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:51:39,775] Trial 9261 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 6.1480569103105505e-06, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:51:43,040] Trial 9262 finished with value: 0.9975910693686806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:51:44,215] Trial 9263 finished with value: 0.9965691538794371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 39}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:51:46,705] Trial 9264 finished with value: 0.9975670875392999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:51:49,691] Trial 9265 finished with value: 0.9973866450305949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:51:51,694] Trial 9266 finished with value: 0.9975491654285925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:51:53,588] Trial 9267 finished with value: 0.9974619289022724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:51:56,248] Trial 9268 finished with value: 0.9973247239605274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:52:06,697] Trial 9269 finished with value: 0.996376065909307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 50, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:52:08,820] Trial 9270 finished with value: 0.9974347275795578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:52:12,206] Trial 9271 finished with value: 0.9972672592417856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:52:14,942] Trial 9272 finished with value: 0.9972547948768606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:52:17,433] Trial 9273 finished with value: 0.9973365167513304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:52:19,614] Trial 9274 finished with value: 0.9974230316528484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:52:22,857] Trial 9275 finished with value: 0.9972496944364405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:52:24,962] Trial 9276 finished with value: 0.9973545871098035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:52:27,260] Trial 9277 finished with value: 0.9974460204665802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:52:29,110] Trial 9278 finished with value: 0.9974986161777232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:52:32,439] Trial 9279 finished with value: 0.9971111877644206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:52:34,060] Trial 9280 finished with value: 0.9857566493172082 and parameters: {'classifier': 'SVC', 'svc_c': 0.44936045763045646, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:52:35,745] Trial 9281 finished with value: 0.9962731496506559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 55}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:52:39,170] Trial 9282 finished with value: 0.9922793414150203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 51, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:52:45,091] Trial 9283 finished with value: 0.9969376790046228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 30, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:52:59,771] Trial 9284 finished with value: 0.9966899181407817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 62, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:53:01,179] Trial 9285 finished with value: 0.9943096973666568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:53:03,554] Trial 9286 finished with value: 0.9972914462567379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:53:04,583] Trial 9287 finished with value: 0.9969605498168147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:53:11,181] Trial 9288 finished with value: 0.9970536845793349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 32, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:53:12,952] Trial 9289 finished with value: 0.9966243438153989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:53:15,422] Trial 9290 finished with value: 0.9975112121597505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:53:16,278] Trial 9291 finished with value: 0.9965688356751768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 35}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:53:19,145] Trial 9292 finished with value: 0.9974442358123051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:53:20,952] Trial 9293 finished with value: 0.9974361625138304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:53:25,125] Trial 9294 finished with value: 0.9970189999975835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:53:27,417] Trial 9295 finished with value: 0.9969534738186061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 14, 'rf_n_estimators': 96}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:53:28,727] Trial 9296 finished with value: 0.9897531500064861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:53:31,955] Trial 9297 finished with value: 0.9972653364958752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:53:34,828] Trial 9298 finished with value: 0.9975914517787277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:53:36,553] Trial 9299 finished with value: 0.9850756087294726 and parameters: {'classifier': 'SVC', 'svc_c': 2.379940891156315e-10, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:53:38,994] Trial 9300 finished with value: 0.9971258953329079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:53:54,831] Trial 9301 finished with value: 0.9957866895398871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 66, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:53:56,966] Trial 9302 finished with value: 0.9974652775054137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:53:59,541] Trial 9303 finished with value: 0.9975872654535186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:54:05,710] Trial 9304 finished with value: 0.9968057975255736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 26, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:54:07,487] Trial 9305 finished with value: 0.9961158446477792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 90}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:54:10,459] Trial 9306 finished with value: 0.9966843283970421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 19, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:54:12,581] Trial 9307 finished with value: 0.9973871401102136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:54:14,211] Trial 9308 finished with value: 0.9972666579353905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:54:16,596] Trial 9309 finished with value: 0.9971159526716828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:54:25,683] Trial 9310 finished with value: 0.9963456612795917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 43, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:54:27,969] Trial 9311 finished with value: 0.9973427631841133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:54:30,563] Trial 9312 finished with value: 0.9969018782958793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:54:33,367] Trial 9313 finished with value: 0.997450387634386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:54:35,005] Trial 9314 finished with value: 0.995223676041142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:54:37,011] Trial 9315 finished with value: 0.9974921811900318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:54:38,812] Trial 9316 finished with value: 0.9972902572277725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:54:40,602] Trial 9317 finished with value: 0.9852049897057436 and parameters: {'classifier': 'SVC', 'svc_c': 1.7066598013668315e-07, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:54:42,906] Trial 9318 finished with value: 0.997537387205489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:54:45,134] Trial 9319 finished with value: 0.9972287034287701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:54:47,958] Trial 9320 finished with value: 0.9975128536760628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:54:49,862] Trial 9321 finished with value: 0.9961456873578433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 14, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:54:52,134] Trial 9322 finished with value: 0.9973542814102786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:54:55,111] Trial 9323 finished with value: 0.9970684443249421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:54:57,444] Trial 9324 finished with value: 0.9974924971409008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:54:58,816] Trial 9325 finished with value: 0.9971136308215861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 46}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:55:01,290] Trial 9326 finished with value: 0.9975921700710494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:55:05,230] Trial 9327 finished with value: 0.9969930883130008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 17, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:55:07,788] Trial 9328 finished with value: 0.9975441474115182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:55:10,826] Trial 9329 finished with value: 0.9972714302375852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:55:18,409] Trial 9330 finished with value: 0.9972310692676066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 30, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:55:20,801] Trial 9331 finished with value: 0.9974429605197072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:55:23,450] Trial 9332 finished with value: 0.9973355734689823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:55:37,941] Trial 9333 finished with value: 0.9967408864907191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 67, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:55:40,189] Trial 9334 finished with value: 0.9971058961348461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:55:50,710] Trial 9335 finished with value: 0.9964600890042338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 46, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:55:52,474] Trial 9336 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.4967049977170706e-08, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:55:55,050] Trial 9337 finished with value: 0.9972317607731348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:55:55,877] Trial 9338 finished with value: 0.996090144877205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 9}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:56:05,960] Trial 9339 finished with value: 0.9964942439755236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 49, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:56:07,918] Trial 9340 finished with value: 0.9975543302334889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:56:10,545] Trial 9341 finished with value: 0.9975780424176078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:56:12,213] Trial 9342 finished with value: 0.9971122789454174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:56:15,517] Trial 9343 finished with value: 0.9972457416387545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 99}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:56:18,471] Trial 9344 finished with value: 0.9963386676095151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 22, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:56:19,522] Trial 9345 finished with value: 0.9961679903153944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 2, 'rf_n_estimators': 68}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:56:21,760] Trial 9346 finished with value: 0.9972785807564005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:56:23,053] Trial 9347 finished with value: 0.9971533451317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:56:24,396] Trial 9348 finished with value: 0.9969737988697639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 3, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:56:26,261] Trial 9349 finished with value: 0.9974296669384737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:56:29,594] Trial 9350 finished with value: 0.9974241408292386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:56:31,198] Trial 9351 finished with value: 0.9974493339993339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 4, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:56:33,693] Trial 9352 finished with value: 0.9975504956912462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:56:34,873] Trial 9353 finished with value: 0.997445745774991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 51}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:56:37,330] Trial 9354 finished with value: 0.997525689469719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 86}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:56:39,178] Trial 9355 finished with value: 0.9853891004183182 and parameters: {'classifier': 'SVC', 'svc_c': 0.018984689328665025, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:56:41,798] Trial 9356 finished with value: 0.9971434956212334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:56:44,714] Trial 9357 finished with value: 0.9974741081973124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:56:45,915] Trial 9358 finished with value: 0.9891613043643893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:56:48,217] Trial 9359 finished with value: 0.9973741068115592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:56:51,094] Trial 9360 finished with value: 0.9976020394177083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:56:52,697] Trial 9361 finished with value: 0.9945904860300038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:56:55,528] Trial 9362 finished with value: 0.9970897423016533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:56:57,761] Trial 9363 finished with value: 0.9974433833321106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:56:59,779] Trial 9364 finished with value: 0.9975271108836429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:57:02,449] Trial 9365 finished with value: 0.9975688102729174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:57:06,787] Trial 9366 finished with value: 0.9974498450113819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:57:08,878] Trial 9367 finished with value: 0.9976680353177159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:57:10,137] Trial 9368 finished with value: 0.9949496869388296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 25, 'rf_n_estimators': 13}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:57:13,025] Trial 9369 finished with value: 0.9976348147104223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:57:15,625] Trial 9370 finished with value: 0.997435040674015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:57:17,491] Trial 9371 finished with value: 0.9972033268135698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:57:19,236] Trial 9372 finished with value: 0.997434937716243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 79}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:57:21,187] Trial 9373 finished with value: 0.9853404290676959 and parameters: {'classifier': 'SVC', 'svc_c': 0.0026357919883612424, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:57:23,869] Trial 9374 finished with value: 0.9974624724774136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:57:37,371] Trial 9375 finished with value: 0.9967334441418448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 60, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:57:38,917] Trial 9376 finished with value: 0.9973686207555633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:57:41,818] Trial 9377 finished with value: 0.9976717877222541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:57:43,878] Trial 9378 finished with value: 0.9975541023870512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:57:46,570] Trial 9379 finished with value: 0.9975725108494525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:57:48,599] Trial 9380 finished with value: 0.9974442418107697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:57:53,052] Trial 9381 finished with value: 0.9966211776417495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 27, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:57:54,582] Trial 9382 finished with value: 0.9972088077280247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:57:56,637] Trial 9383 finished with value: 0.9974144038296542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:57:59,568] Trial 9384 finished with value: 0.9970517075933406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 16, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:58:01,828] Trial 9385 finished with value: 0.996679581929504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 14, 'rf_n_estimators': 64}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:58:03,925] Trial 9386 finished with value: 0.9974027680462795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:58:07,269] Trial 9387 finished with value: 0.9967552187267126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 20, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:58:10,072] Trial 9388 finished with value: 0.9972935227728102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:58:11,688] Trial 9389 finished with value: 0.9956073928331177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:58:19,012] Trial 9390 finished with value: 0.9968248596619174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 35, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:58:21,258] Trial 9391 finished with value: 0.9975772580787003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:58:22,674] Trial 9392 finished with value: 0.9873205507671948 and parameters: {'classifier': 'SVC', 'svc_c': 103902.6465707806, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:58:25,097] Trial 9393 finished with value: 0.9975082685323086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:58:27,445] Trial 9394 finished with value: 0.9974782794787534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 93}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:58:29,533] Trial 9395 finished with value: 0.9973355870528069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:58:35,703] Trial 9396 finished with value: 0.996996922030058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 29, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:58:38,795] Trial 9397 finished with value: 0.9973665902594572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:58:40,568] Trial 9398 finished with value: 0.9968397908557006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:58:42,969] Trial 9399 finished with value: 0.9974508003858727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:58:47,732] Trial 9400 finished with value: 0.9972759317202157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 21, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:58:50,079] Trial 9401 finished with value: 0.9975764506663344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:58:53,329] Trial 9402 finished with value: 0.99709090689243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 14, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:58:55,784] Trial 9403 finished with value: 0.9973932486417886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:58:57,656] Trial 9404 finished with value: 0.9969979630016853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 6, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:59:06,212] Trial 9405 finished with value: 0.9960943435484602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 40, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:59:07,331] Trial 9406 finished with value: 0.9961737164686602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 31}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:59:12,661] Trial 9407 finished with value: 0.995152745182164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 49, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:59:15,229] Trial 9408 finished with value: 0.9972113655177255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:59:17,566] Trial 9409 finished with value: 0.9974128111262436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:59:20,263] Trial 9410 finished with value: 0.9972166951375755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:59:22,199] Trial 9411 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 1.8008419112188742e-05, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:59:24,214] Trial 9412 finished with value: 0.9975134567597806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:59:26,568] Trial 9413 finished with value: 0.9971905382141822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:59:27,939] Trial 9414 finished with value: 0.9973805211061348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:59:42,296] Trial 9415 finished with value: 0.9966729528962466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 72, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:59:55,475] Trial 9416 finished with value: 0.9961174508398006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 58, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-05 23:59:56,936] Trial 9417 finished with value: 0.9967961747507181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 4, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:00:03,888] Trial 9418 finished with value: 0.9968784948847437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 32, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:00:04,832] Trial 9419 finished with value: 0.9855683715760722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 1, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:00:08,617] Trial 9420 finished with value: 0.9976933896211673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:00:10,629] Trial 9421 finished with value: 0.9969817600699497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:00:13,123] Trial 9422 finished with value: 0.997081832739043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:00:15,967] Trial 9423 finished with value: 0.9977437336229892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:00:18,327] Trial 9424 finished with value: 0.9974384756360025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:00:19,417] Trial 9425 finished with value: 0.9969169419319502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:00:27,755] Trial 9426 finished with value: 0.9962094412285913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 36, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:00:31,480] Trial 9427 finished with value: 0.9970852223792988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 18, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:00:34,388] Trial 9428 finished with value: 0.9971821805440563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:00:36,159] Trial 9429 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 3.0138785625353943e-09, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:00:38,251] Trial 9430 finished with value: 0.9974628775800644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:00:40,504] Trial 9431 finished with value: 0.9973942333421056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 96}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:00:42,646] Trial 9432 finished with value: 0.9976153272861183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:00:49,111] Trial 9433 finished with value: 0.997089651182121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 30, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:00:52,628] Trial 9434 finished with value: 0.997225318073132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:00:53,651] Trial 9435 finished with value: 0.9928005525032431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:00:55,936] Trial 9436 finished with value: 0.9974855669149013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 100}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:00:56,632] Trial 9437 finished with value: 0.9962407903149574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 19}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:00:58,524] Trial 9438 finished with value: 0.9975434569533411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 74}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:01:00,813] Trial 9439 finished with value: 0.996920218013973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:01:02,947] Trial 9440 finished with value: 0.997605354632571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:01:05,357] Trial 9441 finished with value: 0.9973339737197563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:01:08,041] Trial 9442 finished with value: 0.9974641979722288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:01:10,423] Trial 9443 finished with value: 0.9975173723606389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:01:12,569] Trial 9444 finished with value: 0.9973996059033444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:01:15,993] Trial 9445 finished with value: 0.9970213939879438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:01:18,477] Trial 9446 finished with value: 0.997494623675915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:01:26,307] Trial 9447 finished with value: 0.9973067619235323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 33, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:01:58,639] Trial 9448 finished with value: 0.9902785601785569 and parameters: {'classifier': 'SVC', 'svc_c': 11964603.373970108, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:02:00,927] Trial 9449 finished with value: 0.9974236611107673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:02:03,183] Trial 9450 finished with value: 0.9966072345125018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 15, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:02:05,598] Trial 9451 finished with value: 0.9975773756676477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:02:07,692] Trial 9452 finished with value: 0.9971930063760324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:02:13,339] Trial 9453 finished with value: 0.9972046280677763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 26, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:02:15,674] Trial 9454 finished with value: 0.9975869622295507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:02:17,939] Trial 9455 finished with value: 0.9974867882530566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:02:21,720] Trial 9456 finished with value: 0.9974790162425373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:02:24,487] Trial 9457 finished with value: 0.9976611432724191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:02:26,892] Trial 9458 finished with value: 0.9976021302833372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:02:28,035] Trial 9459 finished with value: 0.99701386912051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:02:44,523] Trial 9460 finished with value: 0.9964588431326761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 65, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:02:45,778] Trial 9461 finished with value: 0.9972296235741837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:02:48,843] Trial 9462 finished with value: 0.997362468425676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:02:50,420] Trial 9463 finished with value: 0.9970483148110322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:02:53,277] Trial 9464 finished with value: 0.9975353270344393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:02:55,775] Trial 9465 finished with value: 0.9975442847414437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:02:58,096] Trial 9466 finished with value: 0.9975119331180565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:02:59,896] Trial 9467 finished with value: 0.9852053993786534 and parameters: {'classifier': 'SVC', 'svc_c': 0.0001686578330017574, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:03:03,574] Trial 9468 finished with value: 0.997542018464423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:03:06,770] Trial 9469 finished with value: 0.9972845111748389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 17, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:03:07,898] Trial 9470 finished with value: 0.997122214878206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 27}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:03:10,368] Trial 9471 finished with value: 0.9972469666267693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:03:11,881] Trial 9472 finished with value: 0.9963184518637106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 44}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:03:13,925] Trial 9473 finished with value: 0.9975154959520734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:03:15,389] Trial 9474 finished with value: 0.9953995308353223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:03:19,796] Trial 9475 finished with value: 0.9969820658012125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 24, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:03:22,918] Trial 9476 finished with value: 0.9973330358011147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:03:24,321] Trial 9477 finished with value: 0.994035616732219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:03:32,710] Trial 9478 finished with value: 0.9961866103109491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 39, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:03:38,942] Trial 9479 finished with value: 0.997191426970805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 27, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:03:41,187] Trial 9480 finished with value: 0.9972852172798042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 98}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:03:43,416] Trial 9481 finished with value: 0.9975012476628452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:03:51,690] Trial 9482 finished with value: 0.9969393814894554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 43, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:03:54,194] Trial 9483 finished with value: 0.9969499900119789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 83}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:03:57,001] Trial 9484 finished with value: 0.9976093552592834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:03:58,762] Trial 9485 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 8.313055088227851e-10, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:04:11,695] Trial 9486 finished with value: 0.9965700703432532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 55, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:04:13,611] Trial 9487 finished with value: 0.9973272667064602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:04:15,341] Trial 9488 finished with value: 0.9971823244754666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:04:17,779] Trial 9489 finished with value: 0.9976529689839229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:04:19,828] Trial 9490 finished with value: 0.9970922398845438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:04:20,842] Trial 9491 finished with value: 0.9964284392011945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:04:25,151] Trial 9492 finished with value: 0.9971916248249201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 19, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:04:27,629] Trial 9493 finished with value: 0.9975222709479675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:04:29,254] Trial 9494 finished with value: 0.997019539668962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 14, 'rf_n_estimators': 53}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:04:43,470] Trial 9495 finished with value: 0.9957069811182672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 63, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:04:45,848] Trial 9496 finished with value: 0.9975913986494706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:04:48,221] Trial 9497 finished with value: 0.9973615530726866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:04:49,321] Trial 9498 finished with value: 0.9970456908160562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:04:51,563] Trial 9499 finished with value: 0.997297440944439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:04:52,762] Trial 9500 finished with value: 0.9974225898929143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:04:55,537] Trial 9501 finished with value: 0.9975294639321027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:04:57,271] Trial 9502 finished with value: 0.9959347617633152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:04:58,428] Trial 9503 finished with value: 0.9893606778049283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:05:01,620] Trial 9504 finished with value: 0.9973463900969652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:05:03,104] Trial 9505 finished with value: 0.9869038059535482 and parameters: {'classifier': 'SVC', 'svc_c': 386105.0548571257, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:05:03,687] Trial 9506 finished with value: 0.9917413677922774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 4}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:05:04,869] Trial 9507 finished with value: 0.9970309713775918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 61}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:05:07,125] Trial 9508 finished with value: 0.997337800740115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:05:09,539] Trial 9509 finished with value: 0.9971780355098647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:05:12,576] Trial 9510 finished with value: 0.9974046105587598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:05:21,813] Trial 9511 finished with value: 0.9968879227571096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 45, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:05:23,621] Trial 9512 finished with value: 0.9960915250001113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:05:26,011] Trial 9513 finished with value: 0.9973117851138856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:05:28,480] Trial 9514 finished with value: 0.9967608945753949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:05:33,251] Trial 9515 finished with value: 0.9967440536482434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 28, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:05:35,152] Trial 9516 finished with value: 0.9966391322203364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:05:37,855] Trial 9517 finished with value: 0.9971503644661196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:05:39,877] Trial 9518 finished with value: 0.9974418283333341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:05:41,538] Trial 9519 finished with value: 0.9957897499628287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 14, 'rf_n_estimators': 104}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:05:43,892] Trial 9520 finished with value: 0.9972295943753088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:05:45,854] Trial 9521 finished with value: 0.9975090231327964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:06:00,876] Trial 9522 finished with value: 0.9966687892319035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 65, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:06:01,738] Trial 9523 finished with value: 0.9913923497371601 and parameters: {'classifier': 'SVC', 'svc_c': 16.936196208281565, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:06:05,850] Trial 9524 finished with value: 0.9972719114477383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 99}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:06:10,936] Trial 9525 finished with value: 0.9970856146280972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 22, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:06:14,826] Trial 9526 finished with value: 0.9973371293564203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:06:18,781] Trial 9527 finished with value: 0.9972206680570949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:06:21,990] Trial 9528 finished with value: 0.996434382917816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 36, 'rf_n_estimators': 48}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:06:24,018] Trial 9529 finished with value: 0.9974915615708643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:06:26,469] Trial 9530 finished with value: 0.9973253567509263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:06:29,348] Trial 9531 finished with value: 0.996628352408326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:06:32,493] Trial 9532 finished with value: 0.997304338766035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:06:34,901] Trial 9533 finished with value: 0.9975748107686554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:06:37,107] Trial 9534 finished with value: 0.9972503310671263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:06:39,858] Trial 9535 finished with value: 0.9972008770597061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:06:41,926] Trial 9536 finished with value: 0.9970601595250518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:06:44,469] Trial 9537 finished with value: 0.9971352528740706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:06:46,151] Trial 9538 finished with value: 0.9971533048562953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 77}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:06:48,543] Trial 9539 finished with value: 0.9972388351209719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 70}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:06:51,368] Trial 9540 finished with value: 0.9975995905525057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 103}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:06:52,964] Trial 9541 finished with value: 0.986732879739019 and parameters: {'classifier': 'SVC', 'svc_c': 616981458.1872298, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:06:55,657] Trial 9542 finished with value: 0.9972554555014046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:06:56,847] Trial 9543 finished with value: 0.9939166570248174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:07:03,532] Trial 9544 finished with value: 0.9964574631049835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 31, 'rf_n_estimators': 106}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:07:05,822] Trial 9545 finished with value: 0.9976049834894809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:07:19,244] Trial 9546 finished with value: 0.9960783945517223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 68, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:07:21,621] Trial 9547 finished with value: 0.9977537581680153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:07:24,858] Trial 9548 finished with value: 0.9974822470980421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:07:27,708] Trial 9549 finished with value: 0.9973891478185021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:07:30,812] Trial 9550 finished with value: 0.9972474649753922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:07:33,849] Trial 9551 finished with value: 0.9974736689446729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:07:36,684] Trial 9552 finished with value: 0.9976871314453586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:07:39,722] Trial 9553 finished with value: 0.9975336741559562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:07:42,411] Trial 9554 finished with value: 0.9970738418004381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:07:45,403] Trial 9555 finished with value: 0.9974075015012754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:07:48,538] Trial 9556 finished with value: 0.9974490807308322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:07:51,382] Trial 9557 finished with value: 0.9972695443076475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:07:54,098] Trial 9558 finished with value: 0.9973765018492706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:07:57,298] Trial 9559 finished with value: 0.9976027506007389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:08:00,105] Trial 9560 finished with value: 0.9972623736035233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:08:57,389] Trial 9561 finished with value: 0.9898977584816446 and parameters: {'classifier': 'SVC', 'svc_c': 48652568.75468458, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:09:00,129] Trial 9562 finished with value: 0.9974592057263356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:09:03,762] Trial 9563 finished with value: 0.9976540184930469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:09:06,730] Trial 9564 finished with value: 0.9976218475853048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:09:09,369] Trial 9565 finished with value: 0.9971692797511654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:09:12,056] Trial 9566 finished with value: 0.9974980774902197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:09:14,685] Trial 9567 finished with value: 0.9977660972634194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:09:17,158] Trial 9568 finished with value: 0.9974202669319908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:09:20,577] Trial 9569 finished with value: 0.9975973406205071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:09:22,244] Trial 9570 finished with value: 0.9974299584511538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:09:25,165] Trial 9571 finished with value: 0.9973849342939065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:09:26,995] Trial 9572 finished with value: 0.9975246343429851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:09:29,700] Trial 9573 finished with value: 0.997403452125137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:09:32,392] Trial 9574 finished with value: 0.9974523197429791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:09:35,638] Trial 9575 finished with value: 0.9973806769075226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:09:41,209] Trial 9576 finished with value: 0.9972339873142954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 24, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:09:44,090] Trial 9577 finished with value: 0.9974500872350918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:09:54,320] Trial 9578 finished with value: 0.9971122546659181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 45, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:10:01,994] Trial 9579 finished with value: 0.9970548755760508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 34, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:10:03,340] Trial 9580 finished with value: 0.9883431605549021 and parameters: {'classifier': 'SVC', 'svc_c': 3.9402779138456383, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:10:10,682] Trial 9581 finished with value: 0.9970693543142249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 34, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:10:13,352] Trial 9582 finished with value: 0.9974382704504308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:10:15,908] Trial 9583 finished with value: 0.9975292034590962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:10:18,937] Trial 9584 finished with value: 0.9974501423955751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:10:31,026] Trial 9585 finished with value: 0.9966964047343105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 53, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:10:34,041] Trial 9586 finished with value: 0.9972037407393591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:10:36,996] Trial 9587 finished with value: 0.9977046934895059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:10:38,046] Trial 9588 finished with value: 0.996755851739277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:10:40,762] Trial 9589 finished with value: 0.9974162286323821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:10:44,863] Trial 9590 finished with value: 0.996984254256884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:10:49,706] Trial 9591 finished with value: 0.9971566639964221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:10:52,619] Trial 9592 finished with value: 0.997278052066338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:10:55,369] Trial 9593 finished with value: 0.997587068424589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:10:58,096] Trial 9594 finished with value: 0.9973764927087533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:11:01,324] Trial 9595 finished with value: 0.997196723614969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:11:03,813] Trial 9596 finished with value: 0.9974733188438157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:11:07,488] Trial 9597 finished with value: 0.9973958125569057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:11:10,632] Trial 9598 finished with value: 0.9970635454837101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:11:15,611] Trial 9599 finished with value: 0.9974726987803174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:15:07,303] Trial 9600 finished with value: 0.9896101309022579 and parameters: {'classifier': 'SVC', 'svc_c': 9678290932.209932, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:15:09,925] Trial 9601 finished with value: 0.9974773042998084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:15:12,814] Trial 9602 finished with value: 0.9974594962551403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:15:16,724] Trial 9603 finished with value: 0.9974193313619543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:15:23,875] Trial 9604 finished with value: 0.9968980665097161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 33, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:15:26,935] Trial 9605 finished with value: 0.9977272642832582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:15:38,613] Trial 9606 finished with value: 0.9967444594173904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 55, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:15:41,946] Trial 9607 finished with value: 0.9974400555490365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:15:43,256] Trial 9608 finished with value: 0.996894204355494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:15:45,487] Trial 9609 finished with value: 0.9975304024220266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:15:48,339] Trial 9610 finished with value: 0.9975310127419874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:15:50,812] Trial 9611 finished with value: 0.9974917381288436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:15:54,023] Trial 9612 finished with value: 0.9974512513497998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:15:55,279] Trial 9613 finished with value: 0.9973001703727435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:15:57,705] Trial 9614 finished with value: 0.9974140935916087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:16:01,306] Trial 9615 finished with value: 0.9972896333239875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:16:11,689] Trial 9616 finished with value: 0.9971320421721371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 46, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:16:22,583] Trial 9617 finished with value: 0.9969929249579912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 49, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:16:24,104] Trial 9618 finished with value: 0.9867325520133865 and parameters: {'classifier': 'SVC', 'svc_c': 2329572967.88298, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:16:39,262] Trial 9619 finished with value: 0.9963448973164208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 66, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:16:41,784] Trial 9620 finished with value: 0.9974879744573483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:16:44,622] Trial 9621 finished with value: 0.9972686289546582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:16:52,521] Trial 9622 finished with value: 0.9970051190428965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 37, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:16:59,426] Trial 9623 finished with value: 0.9970680292248503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 30, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:17:01,763] Trial 9624 finished with value: 0.9971845023306773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:17:05,515] Trial 9625 finished with value: 0.9972262426935904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:17:13,587] Trial 9626 finished with value: 0.9972732829379338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 37, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:17:16,217] Trial 9627 finished with value: 0.9974665179180514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:17:19,383] Trial 9628 finished with value: 0.9975204683617748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:17:22,411] Trial 9629 finished with value: 0.9972806340720622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:17:24,924] Trial 9630 finished with value: 0.9974079102220478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:17:27,489] Trial 9631 finished with value: 0.9974527847033235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:17:30,314] Trial 9632 finished with value: 0.9974779954879573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:17:42,435] Trial 9633 finished with value: 0.996656112667329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 57, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:17:44,961] Trial 9634 finished with value: 0.997555365714458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:17:54,262] Trial 9635 finished with value: 0.9967275164211286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 41, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:17:56,209] Trial 9636 finished with value: 0.9975291572169649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:17:57,324] Trial 9637 finished with value: 0.9876068866772232 and parameters: {'classifier': 'SVC', 'svc_c': 1.2724902677725098, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:18:00,429] Trial 9638 finished with value: 0.9973219285173752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:18:02,922] Trial 9639 finished with value: 0.9974383478274492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:18:04,635] Trial 9640 finished with value: 0.9972542555545988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:18:08,694] Trial 9641 finished with value: 0.9973629401144568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:18:10,075] Trial 9642 finished with value: 0.9970035506189848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:18:12,442] Trial 9643 finished with value: 0.9971721428277985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:18:15,918] Trial 9644 finished with value: 0.9973596158225527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:18:18,743] Trial 9645 finished with value: 0.9975098864673555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:18:28,815] Trial 9646 finished with value: 0.9969494362172316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 48, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:18:32,159] Trial 9647 finished with value: 0.9971421583127641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:18:34,418] Trial 9648 finished with value: 0.9970875600983492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:18:36,291] Trial 9649 finished with value: 0.9975879775569485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:18:38,724] Trial 9650 finished with value: 0.9977450652503728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:18:41,589] Trial 9651 finished with value: 0.9973263486874865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:18:43,769] Trial 9652 finished with value: 0.9975906854669518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:18:47,784] Trial 9653 finished with value: 0.9971127766275444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:18:56,472] Trial 9654 finished with value: 0.9969031562544615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 41, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:18:58,524] Trial 9655 finished with value: 0.9853927059715586 and parameters: {'classifier': 'SVC', 'svc_c': 0.08462332559287378, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:19:09,115] Trial 9656 finished with value: 0.9967847836031343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 49, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:19:12,126] Trial 9657 finished with value: 0.9974328883043441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:19:14,494] Trial 9658 finished with value: 0.9971960526438672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:19:17,092] Trial 9659 finished with value: 0.9974621708720788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:19:19,682] Trial 9660 finished with value: 0.9971563777204966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:19:21,000] Trial 9661 finished with value: 0.9973005072388935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:19:23,433] Trial 9662 finished with value: 0.997680415259807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:19:26,079] Trial 9663 finished with value: 0.9973280665969421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:19:34,875] Trial 9664 finished with value: 0.9969432274573448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 42, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:19:38,000] Trial 9665 finished with value: 0.9975041683437803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:19:39,877] Trial 9666 finished with value: 0.9972405079943368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:19:41,611] Trial 9667 finished with value: 0.9974808241924364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:19:44,269] Trial 9668 finished with value: 0.9976501704939316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:19:45,331] Trial 9669 finished with value: 0.9967027718663556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:19:55,571] Trial 9670 finished with value: 0.9968105912191181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 47, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:19:56,786] Trial 9671 finished with value: 0.9970868617056955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:20:12,873] Trial 9672 finished with value: 0.9960806683188893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 71, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:20:22,130] Trial 9673 finished with value: 0.9968314978356925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 43, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:20:24,052] Trial 9674 finished with value: 0.9976122360774067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:20:31,117] Trial 9675 finished with value: 0.992805233527216 and parameters: {'classifier': 'SVC', 'svc_c': 2673156.4978428646, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:20:33,535] Trial 9676 finished with value: 0.9975499484027698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:20:37,405] Trial 9677 finished with value: 0.9973511128245486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:20:46,287] Trial 9678 finished with value: 0.9971667686796644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 40, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:20:49,384] Trial 9679 finished with value: 0.9972867765949361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:20:51,718] Trial 9680 finished with value: 0.9969359415446163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:20:53,211] Trial 9681 finished with value: 0.9973429024500513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:20:55,687] Trial 9682 finished with value: 0.9975708185842264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:20:58,771] Trial 9683 finished with value: 0.9973704330535558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:21:01,989] Trial 9684 finished with value: 0.997502820403112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:21:08,497] Trial 9685 finished with value: 0.9970867001280085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 31, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:21:10,829] Trial 9686 finished with value: 0.9973528818320351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:21:15,303] Trial 9687 finished with value: 0.9971797092084153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 20, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:21:18,162] Trial 9688 finished with value: 0.9975124172163592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:21:31,665] Trial 9689 finished with value: 0.9965495125580199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 67, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:21:34,018] Trial 9690 finished with value: 0.997394850358765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:21:36,962] Trial 9691 finished with value: 0.9974866500344696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:21:39,058] Trial 9692 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 5.602137727931461e-05, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:21:43,199] Trial 9693 finished with value: 0.997390195772469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:21:45,501] Trial 9694 finished with value: 0.9970656675119415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:21:47,519] Trial 9695 finished with value: 0.9963562135625432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:21:48,835] Trial 9696 finished with value: 0.9901784433620341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:21:51,058] Trial 9697 finished with value: 0.9974249658878812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:21:53,320] Trial 9698 finished with value: 0.9973749218410232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:21:55,099] Trial 9699 finished with value: 0.9974758435626171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:21:57,554] Trial 9700 finished with value: 0.9974502522087348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:21:59,400] Trial 9701 finished with value: 0.9972392642809568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:22:02,732] Trial 9702 finished with value: 0.9975834888012192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:22:05,585] Trial 9703 finished with value: 0.9973111211568613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:22:07,518] Trial 9704 finished with value: 0.9974180014801556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:22:21,803] Trial 9705 finished with value: 0.9961085639718056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 73, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:22:25,053] Trial 9706 finished with value: 0.9969507831740246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:22:27,998] Trial 9707 finished with value: 0.9974337752836441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:22:31,673] Trial 9708 finished with value: 0.9974700848145203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:22:34,391] Trial 9709 finished with value: 0.9973564072787969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:22:36,489] Trial 9710 finished with value: 0.9965074609097105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:22:38,439] Trial 9711 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 8.89889357657946e-08, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:22:41,237] Trial 9712 finished with value: 0.9974675097593977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:22:47,527] Trial 9713 finished with value: 0.9969060847746597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 28, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:22:49,924] Trial 9714 finished with value: 0.997353402175028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:22:53,237] Trial 9715 finished with value: 0.9973994231564732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:22:55,288] Trial 9716 finished with value: 0.9973521556369743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:23:00,640] Trial 9717 finished with value: 0.9935743214495938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 56, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:23:02,580] Trial 9718 finished with value: 0.9974057176721861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:23:03,979] Trial 9719 finished with value: 0.9967968263299586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:23:15,105] Trial 9720 finished with value: 0.9970019346516882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 50, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:23:16,768] Trial 9721 finished with value: 0.9961730971033959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:23:19,456] Trial 9722 finished with value: 0.9973408924566334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:23:21,694] Trial 9723 finished with value: 0.9964098285683224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:23:24,679] Trial 9724 finished with value: 0.9972876011775101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:23:30,589] Trial 9725 finished with value: 0.9971438949475852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 28, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:23:32,336] Trial 9726 finished with value: 0.9962079026383129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:23:35,111] Trial 9727 finished with value: 0.9971308801521309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:23:39,287] Trial 9728 finished with value: 0.9972526273682076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:23:41,654] Trial 9729 finished with value: 0.9974141026369123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:23:43,475] Trial 9730 finished with value: 0.9853027385252521 and parameters: {'classifier': 'SVC', 'svc_c': 0.001492341894187376, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:23:45,138] Trial 9731 finished with value: 0.997350072360728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:23:47,682] Trial 9732 finished with value: 0.9975517323588107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:23:56,232] Trial 9733 finished with value: 0.9967421843172314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 39, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:23:58,210] Trial 9734 finished with value: 0.9973608178323222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:24:01,997] Trial 9735 finished with value: 0.9964674829845371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 21, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:24:02,692] Trial 9736 finished with value: 0.9863586247789703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 1, 'rf_n_estimators': 87}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:24:05,231] Trial 9737 finished with value: 0.9973545221740449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:24:08,752] Trial 9738 finished with value: 0.9973139226936917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:24:12,488] Trial 9739 finished with value: 0.9973770613251035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:24:15,138] Trial 9740 finished with value: 0.9977099727730344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:24:17,354] Trial 9741 finished with value: 0.9975530104126067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:24:20,428] Trial 9742 finished with value: 0.9972362990082617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:24:22,940] Trial 9743 finished with value: 0.9974807162200752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:24:25,487] Trial 9744 finished with value: 0.9945417646921774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 27, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:24:27,813] Trial 9745 finished with value: 0.9974741664681105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:24:43,580] Trial 9746 finished with value: 0.9963908368901332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 73, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:24:45,811] Trial 9747 finished with value: 0.9975016359444053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:24:46,798] Trial 9748 finished with value: 0.9950849672938654 and parameters: {'classifier': 'SVC', 'svc_c': 981.3079744630242, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:24:49,138] Trial 9749 finished with value: 0.9972596620753985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:24:51,635] Trial 9750 finished with value: 0.9972721774431408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 80}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:24:54,270] Trial 9751 finished with value: 0.9973967160081797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:24:56,715] Trial 9752 finished with value: 0.9975228893293565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:24:59,594] Trial 9753 finished with value: 0.9974511575008075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:25:01,669] Trial 9754 finished with value: 0.9977336046285094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:25:04,065] Trial 9755 finished with value: 0.9973858174963954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:25:06,572] Trial 9756 finished with value: 0.9976149747097044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:25:11,472] Trial 9757 finished with value: 0.9970426910125179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 22, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:25:14,082] Trial 9758 finished with value: 0.9973249221954973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:25:20,383] Trial 9759 finished with value: 0.9972292357686922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 25, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:25:23,212] Trial 9760 finished with value: 0.9973654406807108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:25:32,074] Trial 9761 finished with value: 0.9970060913654296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 44, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:25:33,272] Trial 9762 finished with value: 0.996666025463183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:25:36,673] Trial 9763 finished with value: 0.9974025035108206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:25:41,778] Trial 9764 finished with value: 0.9971626457033187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:25:44,403] Trial 9765 finished with value: 0.996548808008212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 16, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:25:46,861] Trial 9766 finished with value: 0.9972815178458337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:25:48,864] Trial 9767 finished with value: 0.9852051536002978 and parameters: {'classifier': 'SVC', 'svc_c': 1.539336701305705e-06, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:25:51,025] Trial 9768 finished with value: 0.9972647788925788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:25:54,109] Trial 9769 finished with value: 0.9947557708632178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 30, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:25:56,939] Trial 9770 finished with value: 0.997643322976919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:25:59,563] Trial 9771 finished with value: 0.9973551126260753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:26:03,409] Trial 9772 finished with value: 0.9972243198524663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:26:04,845] Trial 9773 finished with value: 0.9972081762388797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 65}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:26:06,277] Trial 9774 finished with value: 0.9940204254780219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:26:08,140] Trial 9775 finished with value: 0.9973535953636707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:26:10,516] Trial 9776 finished with value: 0.9974350718089022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:26:22,559] Trial 9777 finished with value: 0.996836201203152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 56, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:26:23,994] Trial 9778 finished with value: 0.9972243835187086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:26:26,776] Trial 9779 finished with value: 0.9975380547171588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:26:30,268] Trial 9780 finished with value: 0.9973396077061388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:26:33,116] Trial 9781 finished with value: 0.9973681303414171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:26:35,305] Trial 9782 finished with value: 0.9975767971173323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 90}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:26:37,628] Trial 9783 finished with value: 0.9974003267664369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:26:39,849] Trial 9784 finished with value: 0.9975646943106491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:26:42,426] Trial 9785 finished with value: 0.9973988972593464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:26:44,997] Trial 9786 finished with value: 0.9961674515009392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 19, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:26:48,270] Trial 9787 finished with value: 0.9975412518987438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:26:49,363] Trial 9788 finished with value: 0.99642579137105 and parameters: {'classifier': 'SVC', 'svc_c': 33545.7975175627, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:26:50,612] Trial 9789 finished with value: 0.9975221274926255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 40}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:26:51,668] Trial 9790 finished with value: 0.9976003266815315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 58}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:26:53,988] Trial 9791 finished with value: 0.9973614699511071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:26:56,464] Trial 9792 finished with value: 0.9974591628484225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:26:58,204] Trial 9793 finished with value: 0.9975114471154796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:27:00,575] Trial 9794 finished with value: 0.9970957277218851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:27:03,383] Trial 9795 finished with value: 0.9971684360941092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:27:06,730] Trial 9796 finished with value: 0.9971826459169936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:27:09,163] Trial 9797 finished with value: 0.9975665082907507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:27:12,226] Trial 9798 finished with value: 0.9972352729851891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:27:15,895] Trial 9799 finished with value: 0.9969097184794237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:27:27,374] Trial 9800 finished with value: 0.9968457707217988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 52, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:27:32,969] Trial 9801 finished with value: 0.9972724141444548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 26, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:27:35,189] Trial 9802 finished with value: 0.9974514418724585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:27:38,344] Trial 9803 finished with value: 0.9975012665151622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:27:40,222] Trial 9804 finished with value: 0.9852049078536803 and parameters: {'classifier': 'SVC', 'svc_c': 3.5385945012153677e-07, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:27:43,169] Trial 9805 finished with value: 0.9973852865529415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:27:45,491] Trial 9806 finished with value: 0.9975607405290882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:27:48,545] Trial 9807 finished with value: 0.9972819323111674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:27:50,114] Trial 9808 finished with value: 0.9967338032245298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:27:52,391] Trial 9809 finished with value: 0.9974567622565772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:27:54,954] Trial 9810 finished with value: 0.9972679292924882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:27:56,210] Trial 9811 finished with value: 0.9969760183968471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 34}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:27:59,091] Trial 9812 finished with value: 0.9972915647978224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:28:00,526] Trial 9813 finished with value: 0.9973330487819189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:28:03,464] Trial 9814 finished with value: 0.9975429960237109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:28:04,824] Trial 9815 finished with value: 0.9910241625572133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 16, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:28:15,932] Trial 9816 finished with value: 0.9947860758676418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 74, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:28:16,581] Trial 9817 finished with value: 0.9930551330182141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 22}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:28:18,914] Trial 9818 finished with value: 0.9970851343700815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:28:20,071] Trial 9819 finished with value: 0.9951848434418359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 1, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:28:21,697] Trial 9820 finished with value: 0.9972597979771183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:28:24,358] Trial 9821 finished with value: 0.9971832995591979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:28:26,651] Trial 9822 finished with value: 0.9974666540736742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:28:27,643] Trial 9823 finished with value: 0.9931125926271528 and parameters: {'classifier': 'SVC', 'svc_c': 125.41242848752488, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:28:30,630] Trial 9824 finished with value: 0.9974358995017911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:28:33,735] Trial 9825 finished with value: 0.9975503864493686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:28:34,933] Trial 9826 finished with value: 0.9968905671595599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:28:37,489] Trial 9827 finished with value: 0.9974779535939193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:28:38,831] Trial 9828 finished with value: 0.9973364212202288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:28:43,249] Trial 9829 finished with value: 0.9974987326558437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 20, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:28:45,611] Trial 9830 finished with value: 0.9973868180339286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:28:47,676] Trial 9831 finished with value: 0.997409503433265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:28:49,611] Trial 9832 finished with value: 0.9973238385681226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:28:51,014] Trial 9833 finished with value: 0.99542665217851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:28:53,902] Trial 9834 finished with value: 0.9969924893234733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:28:56,699] Trial 9835 finished with value: 0.9974434202750349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:28:59,587] Trial 9836 finished with value: 0.9973679448650858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:29:01,815] Trial 9837 finished with value: 0.9974322792538995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:29:03,523] Trial 9838 finished with value: 0.9972072244825106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:29:14,206] Trial 9839 finished with value: 0.996777575829134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 48, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:29:16,297] Trial 9840 finished with value: 0.9973171220334542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:29:23,815] Trial 9841 finished with value: 0.996717956772971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 35, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:29:24,675] Trial 9842 finished with value: 0.9930558887295288 and parameters: {'classifier': 'SVC', 'svc_c': 2526.9850366177916, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:29:27,745] Trial 9843 finished with value: 0.9973029990137469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:29:29,772] Trial 9844 finished with value: 0.9962942289849227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:29:33,907] Trial 9845 finished with value: 0.9974330820642693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:29:35,003] Trial 9846 finished with value: 0.9954958471643769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 72}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:29:37,176] Trial 9847 finished with value: 0.9973017673925094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:29:39,214] Trial 9848 finished with value: 0.997483399247559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:29:40,447] Trial 9849 finished with value: 0.9898661907528341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:29:43,432] Trial 9850 finished with value: 0.9973148882877885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:29:47,086] Trial 9851 finished with value: 0.9974293048406873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:29:48,900] Trial 9852 finished with value: 0.9970468266522888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 55}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:29:51,445] Trial 9853 finished with value: 0.997371655788179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:29:52,518] Trial 9854 finished with value: 0.9958670906413375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 37}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:29:54,586] Trial 9855 finished with value: 0.9973793580070399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:29:56,818] Trial 9856 finished with value: 0.9973828095996908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 75}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:29:59,591] Trial 9857 finished with value: 0.9977200510185998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:30:06,919] Trial 9858 finished with value: 0.9970367894755755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 44, 'rf_n_estimators': 84}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:30:08,300] Trial 9859 finished with value: 0.9971516050691848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:30:10,723] Trial 9860 finished with value: 0.9976166205106342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:30:12,700] Trial 9861 finished with value: 0.9853809054367062 and parameters: {'classifier': 'SVC', 'svc_c': 0.008103360071995774, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:30:14,661] Trial 9862 finished with value: 0.9975442873756902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:30:17,292] Trial 9863 finished with value: 0.9972830208261798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:30:18,669] Trial 9864 finished with value: 0.9970939694100734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:30:20,799] Trial 9865 finished with value: 0.9973344591193132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:30:22,386] Trial 9866 finished with value: 0.9968004861867584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:30:24,967] Trial 9867 finished with value: 0.9968241895477391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 14, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:30:26,354] Trial 9868 finished with value: 0.9974316469713069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 50}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:30:28,272] Trial 9869 finished with value: 0.9974583222382053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:30:31,467] Trial 9870 finished with value: 0.9975258631078109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:30:40,332] Trial 9871 finished with value: 0.9965423894924946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 38, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:30:41,902] Trial 9872 finished with value: 0.9973325513536953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:30:44,071] Trial 9873 finished with value: 0.997640363543999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:30:48,236] Trial 9874 finished with value: 0.9970836425932165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:31:01,921] Trial 9875 finished with value: 0.9967646853510632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 61, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:31:04,825] Trial 9876 finished with value: 0.9974829946844525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:31:06,709] Trial 9877 finished with value: 0.9973440363185335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:31:09,400] Trial 9878 finished with value: 0.9972680830943877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:31:10,623] Trial 9879 finished with value: 0.9909463889101707 and parameters: {'classifier': 'SVC', 'svc_c': 10169.283240989347, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:31:12,813] Trial 9880 finished with value: 0.9972579839018031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:31:16,731] Trial 9881 finished with value: 0.9968227420135173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 22, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:31:19,308] Trial 9882 finished with value: 0.9972731164726092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:31:20,581] Trial 9883 finished with value: 0.9897909446810044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:31:23,983] Trial 9884 finished with value: 0.9974080533282725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:31:26,340] Trial 9885 finished with value: 0.9974432666000869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:31:28,927] Trial 9886 finished with value: 0.9975545176458326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:31:30,243] Trial 9887 finished with value: 0.9972937500797036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:31:31,835] Trial 9888 finished with value: 0.9943924687502507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:31:37,117] Trial 9889 finished with value: 0.9972080768674915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 23, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:31:39,133] Trial 9890 finished with value: 0.9956147826240173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:31:41,343] Trial 9891 finished with value: 0.9974839404423572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:31:44,247] Trial 9892 finished with value: 0.9975343870528337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:31:46,301] Trial 9893 finished with value: 0.9976346991209631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:31:48,381] Trial 9894 finished with value: 0.9967959579808102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:31:54,564] Trial 9895 finished with value: 0.9970333445478848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 30, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:32:01,582] Trial 9896 finished with value: 0.9971336636300919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 32, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:32:02,989] Trial 9897 finished with value: 0.9971407574015285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:32:04,586] Trial 9898 finished with value: 0.9857248582170047 and parameters: {'classifier': 'SVC', 'svc_c': 0.22956612533002035, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:32:06,659] Trial 9899 finished with value: 0.9968920910234492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:32:08,516] Trial 9900 finished with value: 0.9976480014935971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:32:11,265] Trial 9901 finished with value: 0.9972520048291527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:32:14,290] Trial 9902 finished with value: 0.9972952681355557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:32:18,210] Trial 9903 finished with value: 0.9969071201921528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 20, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:32:24,524] Trial 9904 finished with value: 0.9962596340627597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 49, 'rf_n_estimators': 68}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:32:28,167] Trial 9905 finished with value: 0.997525305663204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:32:30,387] Trial 9906 finished with value: 0.9974268517226053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:32:32,848] Trial 9907 finished with value: 0.997056240591713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:32:35,371] Trial 9908 finished with value: 0.9976095463849622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:32:37,923] Trial 9909 finished with value: 0.9975496212801575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:32:39,885] Trial 9910 finished with value: 0.9972211315257575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:32:42,256] Trial 9911 finished with value: 0.9972342768592252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 81}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:32:44,350] Trial 9912 finished with value: 0.9975140392138583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:32:59,930] Trial 9913 finished with value: 0.9967527060365781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 63, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:33:01,866] Trial 9914 finished with value: 0.9973760688172612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 43}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:33:04,310] Trial 9915 finished with value: 0.9975520370427224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:33:06,681] Trial 9916 finished with value: 0.9973025748048755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:33:07,709] Trial 9917 finished with value: 0.9927272400316883 and parameters: {'classifier': 'SVC', 'svc_c': 414.86554845304875, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:33:14,745] Trial 9918 finished with value: 0.9965047474773113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 31, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:33:17,612] Trial 9919 finished with value: 0.997462759419835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:33:20,644] Trial 9920 finished with value: 0.9972094258555105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:33:21,793] Trial 9921 finished with value: 0.9947416475896071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 25, 'rf_n_estimators': 10}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:33:24,268] Trial 9922 finished with value: 0.997397030435629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:33:26,617] Trial 9923 finished with value: 0.997362884573119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:33:29,101] Trial 9924 finished with value: 0.9972062829140095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:33:30,171] Trial 9925 finished with value: 0.9945951799713049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 13, 'rf_n_estimators': 14}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:33:32,361] Trial 9926 finished with value: 0.9974483681513336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:33:33,245] Trial 9927 finished with value: 0.9933429486447025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 62}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:33:35,583] Trial 9928 finished with value: 0.9971879292312366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:33:38,272] Trial 9929 finished with value: 0.9975406788708244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:33:40,002] Trial 9930 finished with value: 0.9971823098125535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:33:42,951] Trial 9931 finished with value: 0.9972420473463249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:33:44,919] Trial 9932 finished with value: 0.99703203523225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:33:50,495] Trial 9933 finished with value: 0.9932874179070904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 68, 'rf_n_estimators': 92}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:33:52,890] Trial 9934 finished with value: 0.9975899030640569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 88}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:33:56,775] Trial 9935 finished with value: 0.9966685194596899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 25, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:33:58,517] Trial 9936 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.0401361905928489e-08, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:34:00,894] Trial 9937 finished with value: 0.9974782360612959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:34:02,169] Trial 9938 finished with value: 0.9971903673690262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 32}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:34:04,329] Trial 9939 finished with value: 0.9971303883415167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:34:08,600] Trial 9940 finished with value: 0.9974438547352502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:34:10,993] Trial 9941 finished with value: 0.9973159523646123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:34:13,402] Trial 9942 finished with value: 0.9975399492480695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:34:15,904] Trial 9943 finished with value: 0.9974772796394543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:34:18,415] Trial 9944 finished with value: 0.9975009559914755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:34:23,913] Trial 9945 finished with value: 0.9974609913010098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 24, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:34:27,296] Trial 9946 finished with value: 0.9971843727448011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:34:42,021] Trial 9947 finished with value: 0.9961905618391188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 68, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:34:45,241] Trial 9948 finished with value: 0.9974578046564102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:34:49,222] Trial 9949 finished with value: 0.9972421449403904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 18, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:34:51,652] Trial 9950 finished with value: 0.9975534805462302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:34:53,046] Trial 9951 finished with value: 0.9973718038772553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:34:54,388] Trial 9952 finished with value: 0.990482715474401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:34:55,971] Trial 9953 finished with value: 0.9972912883289103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:34:58,031] Trial 9954 finished with value: 0.9853959831644081 and parameters: {'classifier': 'SVC', 'svc_c': 0.05308882839653651, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:35:00,433] Trial 9955 finished with value: 0.9973158046563908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:35:16,033] Trial 9956 finished with value: 0.9964697358998991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 68, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:35:17,430] Trial 9957 finished with value: 0.9971543419558978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:35:19,430] Trial 9958 finished with value: 0.9974413864464484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:35:21,774] Trial 9959 finished with value: 0.9975302916567296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:35:27,566] Trial 9960 finished with value: 0.997210970571205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 27, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:35:31,398] Trial 9961 finished with value: 0.9975040097177187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:35:40,465] Trial 9962 finished with value: 0.9967620323159019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 38, 'rf_n_estimators': 124}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:35:43,577] Trial 9963 finished with value: 0.9976394705027586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:35:45,588] Trial 9964 finished with value: 0.997519804880819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:35:48,511] Trial 9965 finished with value: 0.9974726614565382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:35:49,472] Trial 9966 finished with value: 0.9879065872296601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 1, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:35:52,170] Trial 9967 finished with value: 0.997282438372102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:35:54,136] Trial 9968 finished with value: 0.996744487727604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:35:55,905] Trial 9969 finished with value: 0.9973613707066704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:35:58,906] Trial 9970 finished with value: 0.9971495792068131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:36:00,052] Trial 9971 finished with value: 0.9948211029966286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 77}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:36:03,595] Trial 9972 finished with value: 0.9970406596594882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 15, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:36:05,950] Trial 9973 finished with value: 0.9974909927640868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:36:56,658] Trial 9974 finished with value: 0.9904801391180241 and parameters: {'classifier': 'SVC', 'svc_c': 119250199.87307744, 'svc_kernel': 'rbf'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:36:59,755] Trial 9975 finished with value: 0.9975673235423798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:37:02,333] Trial 9976 finished with value: 0.9975221710370347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:37:04,101] Trial 9977 finished with value: 0.9963065703019804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:37:05,008] Trial 9978 finished with value: 0.994256579217819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 30, 'rf_n_estimators': 7}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:37:07,136] Trial 9979 finished with value: 0.9973514695268905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:37:10,134] Trial 9980 finished with value: 0.9974005508995395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:37:19,341] Trial 9981 finished with value: 0.9965446736062195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 50, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:37:22,964] Trial 9982 finished with value: 0.9972867946538054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:37:25,254] Trial 9983 finished with value: 0.9975072480633695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:37:28,091] Trial 9984 finished with value: 0.9975847579366631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:37:30,180] Trial 9985 finished with value: 0.9975754913880811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:37:33,544] Trial 9986 finished with value: 0.9947930135203115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 35, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:37:34,877] Trial 9987 finished with value: 0.9972941776210549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 118}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:37:36,969] Trial 9988 finished with value: 0.9972802951746861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:37:38,798] Trial 9989 finished with value: 0.9975244206516539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:37:39,878] Trial 9990 finished with value: 0.9971209872559449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 46}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:37:41,908] Trial 9991 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 1.0001228439426554e-05, 'svc_kernel': 'sigmoid'}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:37:44,527] Trial 9992 finished with value: 0.9976454662378105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:37:47,695] Trial 9993 finished with value: 0.9973195515385331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:37:50,640] Trial 9994 finished with value: 0.9974037810250721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:37:53,278] Trial 9995 finished with value: 0.9973107888292322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:37:57,022] Trial 9996 finished with value: 0.9962440724271825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 26, 'rf_n_estimators': 109}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:38:00,833] Trial 9997 finished with value: 0.9971929751459315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:38:02,531] Trial 9998 finished with value: 0.9963143060043335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3181 with value: 0.9978724657812178.
[I 2023-09-06 00:38:04,951] Trial 9999 finished with value: 0.997397470862571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 3181 with value: 0.9978724657812178.

--------------------
 FrozenTrial(number=3181, state=1, values=[0.9978724657812178], datetime_start=datetime.datetime(2023, 9, 5, 18, 1, 7, 227710), datetime_complete=datetime.datetime(2023, 9, 5, 18, 1, 9, 400453), params={'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 111}, user_attrs={}, system_attrs={}, intermediate_values={}, distributions={'classifier': CategoricalDistribution(choices=('SVC', 'RandomForest')), 'rf_max_depth': IntDistribution(high=32, log=True, low=2, step=1), 'rf_max_features': IntDistribution(high=74, log=True, low=1, step=1), 'rf_n_estimators': IntDistribution(high=128, log=False, low=2, step=1)}, trial_id=3181, value=None) --------------------

ROC AUC: 0.9978724657812178
classifier RandomForest
rf_max_depth 16
rf_max_features 9
rf_n_estimators 111

Now use the best model from tuning on a train and test set to examine.

cols = train.drop(['y', 'UniqueID', 'label'], axis=1).columns

X = train[cols]
y = train.y

X_test = test[cols]
y_test = test.y

bst = study.best_trial.params
rf_max_depth = bst['rf_max_depth']
rf_max_features = bst['rf_max_features']
rf_n_estimators = bst['rf_n_estimators']

model = RandomForestClassifier(
    max_depth=rf_max_depth,
    max_features=rf_max_features,
    n_estimators=rf_n_estimators,
    random_state=np.random.seed(1234)
).fit(X, y)


# roc auc score
score = roc_auc_score(y_test, model.predict_proba(X_test)[:, 1])

# report and plot first n features
n_feat = range(50)
importances = model.feature_importances_
indices = np.argsort(importances)[::-1]
print('Model with:')
print(f'\t{rf_n_estimators} estimators')
print(f'\tmax depth of {rf_max_depth}')
print(f'\t{rf_max_features} max features')
print(f'\tROC AUC: {score.mean().round(4)}')
print('\nFeature ranking:')
for f in n_feat:
    print('   %d.  %s (%f)' % (f + 1, cols[indices[f]], importances[indices[f]]))

pred = model.predict(X_test)
cm = confusion_matrix(y_test, pred)
cm_display1 = ConfusionMatrixDisplay(cm).plot(
    colorbar=False,
    cmap='binary')
plt.title('Confusion Matrix for Test Data')
plt.savefig('/home/michael/thesis/images/confusion_test.png')

fig, ax = plt.subplots(figsize=(12, 7))
fig.autofmt_xdate(rotation=45)
ax.bar(n_feat, importances[indices[n_feat]], color='grey');
#ax.plot(n_feat, importances[indices[n_feat]], c='r');
ax.set_xticks(n_feat,rotation=80, labels=n_feat);
ax.set_xticklabels([f'{cols[indices[i]]} ({i+1})' for i in n_feat]);
ax.set_title('Importance of Top 50 Parameters');
plt.xlabel('Importance')
plt.savefig('/home/michael/thesis/images/param_importance.png')

Model with:
	111 estimators
	max depth of 16
	9 max features
	ROC AUC: 0.9982

Feature ranking:
   1.  n_mean (0.153735)
   2.  r_mean (0.108761)
   3.  rgi_mean (0.104064)
   4.  n30 (0.085179)
   5.  n50 (0.063940)
   6.  rgi40 (0.059648)
   7.  r20 (0.047179)
   8.  r30 (0.044765)
   9.  rgi50 (0.038491)
   10.  g_mean (0.033937)
   11.  b20 (0.029495)
   12.  n60 (0.025317)
   13.  b30 (0.023730)
   14.  g40 (0.013692)
   15.  r10 (0.013007)
   16.  lum70 (0.012050)
   17.  ndvi_mean (0.011386)
   18.  b_mean (0.010696)
   19.  savi_std (0.008859)
   20.  savi_mean (0.008676)
   21.  rgi_std (0.008061)
   22.  n20 (0.007811)
   23.  lum50 (0.007810)
   24.  lum30 (0.006870)
   25.  n_std (0.006753)
   26.  b_std (0.006560)
   27.  ndvi_std (0.006343)
   28.  lum20 (0.005230)
   29.  r_std (0.005118)
   30.  lum60 (0.004806)
   31.  n40 (0.004770)
   32.  r40 (0.004734)
   33.  lum40 (0.004636)
   34.  g_std (0.004616)
   35.  g30 (0.004549)
   36.  g20 (0.004326)
   37.  b40 (0.002596)
   38.  lum80 (0.002034)
   39.  b50 (0.001570)
   40.  lum10 (0.001423)
   41.  b10 (0.001120)
   42.  n10 (0.000476)
   43.  rgi60 (0.000373)
   44.  rgi80 (0.000222)
   45.  r60 (0.000218)
   46.  b80 (0.000170)
   47.  rgi30 (0.000086)
   48.  r70 (0.000036)
   49.  n80 (0.000011)
   50.  b60 (0.000009)

Now lets look at the ROC AUC score as a function of the number of features used.

We will start by running the model using only the 10 most important features. Each iteration we will add the next most important feature until all of the features are used.

total_cols = len(list(train.drop(['y', 'label', 'UniqueID'], axis=1).columns))
scores = []

for n_cols in range(10, total_cols):
    # get model params
    use_cols = cols[indices[:n_cols]]
    X = train[use_cols]
    y = train.y

    model_ = RandomForestClassifier(
        n_estimators=rf_n_estimators,
        max_features=rf_max_features,
        max_depth=rf_max_depth,
        oob_score=False,
        random_state=np.random.seed(1234)
    ).fit(X, y)

    # get appropriate columns from test data
    X_test = test[use_cols]
    y_test = test.y

    scores.append(roc_auc_score(y_test, model_.predict_proba(X_test)[:,1]))

highlight = [
    s if s == max(scores)
    else np.nan for s in scores
    ]

x_range = range(10, total_cols)

plt.subplots(figsize=(12,7))
plt.scatter(x_range, scores, color='k', marker='x');
plt.scatter(x_range, highlight, [100] * len(scores), edgecolors='r', facecolors='none', marker='o');
for i, h in enumerate(highlight):
    if not np.isnan(h):
        plt.annotate(i + x_range[0], (x_range[i] + 1, scores[i]), color='r')

plt.title('ROC AUC Score vs. Number of Features Used');
plt.xlabel('number of features');
plt.ylabel('ROC UAC');
plt.savefig('/home/michael/thesis/images/n_features.png')

Now we will run the model using only the number of columns highlighted in the plot above. Beyond this number there do not seem to be benefits.

# number of variables to use
n_cols = np.nanargmax(highlight) + 10
print(f'Using {n_cols} features.')

# get model params
use_cols = cols[indices[:n_cols]]
X = train[use_cols]
y = train.y

final_model = RandomForestClassifier(
    n_estimators=rf_n_estimators,
    max_features=rf_max_features,
    max_depth=rf_max_depth,
    #max_samples=rf_max_samples,
    oob_score=False,
    random_state=np.random.seed(1234)
).fit(X, y)

X_test = test[use_cols]
y_test = test.y

roc = roc_auc_score(y_test, final_model.predict_proba(X_test)[:,1])
print(f'ROC AUC: {roc:.4f}')

# plot feature correlation
corr = data[data.n50 != -99][use_cols].corr()
plt.subplots(figsize=(20,15))
mask = np.triu(corr)
sns.heatmap(data=corr, mask=mask, cmap='PiYG');
plt.title(f'Correlation Heatmap of Top {n_cols} Features');
plt.savefig('/home/michael/thesis/images/param_corr.png')

Using 62 features.
ROC AUC: 0.9988

Now we need to save the model parameters, we don't want the model to be pre-trained in the next step. We will use them in other notebooks. We will also save the pickeled model for later.

# save the parameters
params = {
    'n_estimators': rf_n_estimators,
    'max_features': rf_max_features,
    'max_depth': rf_max_depth,
    'np.random.seed': 1234,
    'columns': use_cols.to_list()
}

with open('/home/michael/TreeMortality/src/model_params.json', 'w') as dst:
    json.dump(params, dst, indent=6)

# save the model to disk
import pickle
filename = '/home/michael/TreeMortality/src/RF_model.sav'
pickle.dump(final_model, open(filename, 'wb'))

Determine how right the wrong predictions are

# if needed load features, and model
feature_path = Path.cwd().parent / 'train_test_features.parquet'
data = pd.read_parquet(feature_path) 
train, test = train_test_split(data, test_size=0.2)

import pickle
pickle_path = '/home/michael/TreeMortality/src/RF_model.sav'
final_model = pickle.load(open(pickle_path, 'rb'))
cols = final_model.feature_names_in_

X = train[cols]
y = train.y

X_test = test[cols]
y_test = test.y

the_df = pd.DataFrame()
the_df['probabilities'] = final_model.predict_proba(X_test)[:,1]
the_df['prediction'] = ['right' if v else 'wrong' for v in (final_model.predict(X_test) == y_test).values]
the_df['distance from 0.5'] = (the_df['probabilities'] - 0.5).abs()

#fig, ax = plt.subplots()
#ax.hist(wrong, color='r', alpha=0.5);
#ax.hist(right, color='g', alpha=0.5);
#plt.legend(loc='upper right');

wrong_mean = the_df[the_df.prediction == 'wrong']['distance from 0.5'].mean()
wrong_std = the_df[the_df.prediction == 'wrong']['distance from 0.5'].std()

right_mean = the_df[the_df.prediction == 'right']['distance from 0.5'].mean()
right_std = the_df[the_df.prediction == 'right']['distance from 0.5'].std()

an_str =f'mean: {wrong_mean:4f}, std: {wrong_std:4f}\nmean: {right_mean:4f},std: {right_std:4f}'


ax = sns.displot(
    x='distance from 0.5',
    hue='prediction',
    data=the_df,
    kind='kde',
    common_norm=False,
    legend=False);

plt.legend(
    title='Prediction',
    loc='upper left',
    labels=[
        f'Incorrect\n(mean:{wrong_mean:.3f}, std:{wrong_std:.3f})',
        f'Correct\n(mean:{right_mean:.3f}, std:{right_std:.3f})',
    ]
    )
#sns.move_legend(g, 'upper left', bbox_to_anchor=(0.13, 0.93), title='Prediction')
#ax.labels(labels=)
plt.title('Kernel Density Function of\nPrediction Probability Distance From Threshold');
plt.savefig('/home/michael/thesis/images/kd_confidence.png')
#plt.annotate(an_str, [0.05, 28])

We can estimate a value for σ in order to change predictive probabilities into predictive probability distributions. The mean plus the standard distribution of the incorrect predictions seems like a reasonable value. It puts the majority of incorrect prediction probabilities within σ of making a correct prediction.

the_df['within_σ'] = (
        np.round(the_df.probabilities + (wrong_mean + wrong_std)).astype(int)
        != np.round(the_df.probabilities - (wrong_mean + wrong_std)).astype(int)
        )
print(f'''
Using σ = {wrong_mean + wrong_std}:
{the_df[the_df.prediction == 'right'].within_σ.sum()} out of the {len(the_df[the_df.prediction == 'right'])} right predictions ({100 * the_df[the_df.prediction == 'right'].within_σ.sum() / len(the_df[the_df.prediction == 'right']):.2f}%) are within σ of 0.5.
{the_df[the_df.prediction == 'wrong'].within_σ.sum()} out of {len(the_df[the_df.prediction == 'wrong'])} wrong predictions ({100 * the_df[the_df.prediction == 'wrong'].within_σ.sum() / len(the_df[the_df.prediction == 'wrong']):.2f}%) are within σ of 0.5
''')

Using σ = 0.30364547029993105:
34 out of the 2522 right predictions (1.35%) are within σ of 0.5.
5 out of 6 wrong predictions (83.33%) are within σ of 0.5

the_df['within_σ'] = (
        np.round(the_df.probabilities + (wrong_mean + wrong_std)).astype(int)
        != np.round(the_df.probabilities - (wrong_mean + wrong_std)).astype(int)
        )
print(f'''
Using σ = {wrong_mean + wrong_std}:
{the_df.within_σ.sum()} out of the {len(the_df)} predictions are within σ of 0.5.
{the_df[the_df.prediction == 'wrong'].within_σ.sum()} out of {len(the_df[the_df.prediction == 'wrong'])} wrong predictions are within σ of 0.5
''')

Using σ = 0.3348311848324811:
99 out of the 2528 predictions are within σ of 0.5.
30 out of 36 wrong predictions are within σ of 0.5

Test sensitivity to quantity of training data

In order to test how the number of labeled polygons provided in training affects the model performance we then run a series of trials drawing different sized samples from the training dataset.

from joblib import Parallel, delayed

def sample_rep(df, frac, replicates):
    '''a sample generator function'''
    for i in range(replicates):
        yield df.sample(frac=frac)

def inner_func(train, frac, replicates):
    n_crowns = []
    roc = []
    for samp in sample_rep(train, frac, replicates):
        X = samp[use_cols]
        y = samp.y
        
        model = RandomForestClassifier(
            n_estimators=rf_n_estimators,
            max_features=rf_max_features,
            max_depth=rf_max_depth,
            random_state=np.random.seed(1234)
        ).fit(X, y)
        
        n_crowns.append(len(samp))
        roc.append(roc_auc_score(y_test, model.predict_proba(X_test)[:,1]))
        
    df = pd.DataFrame()
    df['n_crowns'] = n_crowns
    df['ROC_AUC'] = roc
        
    return df


def n_train_sensitivity_test(train, test, use_cols, step=0.01, replicates=10):
    # get test data
    X_test = test[use_cols]
    y_test = test.y
    
    
    # run replicates at each fraction
    dfs = Parallel(n_jobs=5)(
        delayed(inner_func)
        (train, frac, replicates) 
        for frac in list(np.arange(0.1, 1, step)) +[1])
        
    score_df = pd.concat(dfs)

    return score_df

score_df = n_train_sensitivity_test(train, test, use_cols, step=0.0005, replicates=3)

sns.scatterplot(data=score_df, x='n_crowns', y='ROC_AUC', s=7, color='g');
plt.title(f'Model Performance vs. Number of Training Crowns\nBest ROC AUC:{score_df.ROC_AUC.max():.4f}')
plt.savefig('/home/michael/thesis/images/n_crowns.png')

See how variable the model selection process is

The model selection process is not reproducible. Here we will get an idea of how variable the model selection process is.

# if needed load features, and model
#feature_path = Path.cwd().parent / 'train_test_features.parquet'
#data = pd.read_parquet(feature_path) 
#train, test = train_test_split(data, test_size=0.2) 
#
#pickle_path = '/home/michael/TreeMortality/src/RF_model.sav'
#final_model = pickle.load(open(pickle_path, 'rb'))

# redefine the tuning function here in case not running whole notebook
def objective(trial):
    cols = train.drop(['y', 'label', 'UniqueID'], axis=1).columns
    n_features = len(cols)
    X = train[cols]
    y = train.y

    class_weight = {
        0: (len(y) - y.sum()) / len(y),
        1: y.sum() / len(y)
    }

    classifier_name = trial.suggest_categorical('classifier', ['SVC', 'RandomForest'])
    
    if classifier_name == 'SVC':
        svc_c = trial.suggest_float('svc_c', 1e-10, 1e10, log=True)
        svc_kernel = trial.suggest_categorical('svc_kernel', ['rbf', 'sigmoid'])
        
        classifier_obj = SVC(
            C=svc_c,
            kernel=svc_kernel,
            gamma='auto',
            class_weight=class_weight
            )
    else:
        rf_max_depth = trial.suggest_int('rf_max_depth', 2, 32, log=True)
        rf_max_features = trial.suggest_int('rf_max_features', 1, n_features, log=True)
        rf_n_estimators = trial.suggest_int('rf_n_estimators', 2, 128, log=False) # worked with log=True
        
        classifier_obj = RandomForestClassifier(
            max_depth=rf_max_depth,
            max_features=rf_max_features,
            n_estimators=rf_n_estimators,
            random_state=np.random.seed(1234)
        )
        
    score = cross_val_score(classifier_obj, X, y, n_jobs=-1, cv=3, scoring='roc_auc')
    roc = score.mean()
    return roc

tuning_runs = 10
best_params = {'trials': []}

for t in range(tuning_runs):
    study_ = optuna.create_study(direction='maximize')
    study_.optimize(objective, n_trials=10_000)
    best_params['trials'].append(study_.best_trial.params)

[I 2023-09-06 14:49:40,459] A new study created in memory with name: no-name-87f7469f-e579-4b0b-b4bb-927b78b5303d
[I 2023-09-06 14:49:48,217] Trial 0 finished with value: 0.9958864541291127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 2, 'rf_n_estimators': 95}. Best is trial 0 with value: 0.9958864541291127.
[I 2023-09-06 14:49:52,643] Trial 1 finished with value: 0.9866227888724809 and parameters: {'classifier': 'SVC', 'svc_c': 6705801.616512455, 'svc_kernel': 'sigmoid'}. Best is trial 0 with value: 0.9958864541291127.
[I 2023-09-06 14:49:59,814] Trial 2 finished with value: 0.9959378040956496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 40, 'rf_n_estimators': 99}. Best is trial 2 with value: 0.9959378040956496.
[I 2023-09-06 14:50:03,004] Trial 3 finished with value: 0.9876452317822709 and parameters: {'classifier': 'SVC', 'svc_c': 1.2970437804956976, 'svc_kernel': 'rbf'}. Best is trial 2 with value: 0.9959378040956496.
[I 2023-09-06 14:50:05,072] Trial 4 finished with value: 0.9879296879829914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 1, 'rf_n_estimators': 80}. Best is trial 2 with value: 0.9959378040956496.
[I 2023-09-06 14:50:10,605] Trial 5 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.1829933389005456e-09, 'svc_kernel': 'rbf'}. Best is trial 2 with value: 0.9959378040956496.
[I 2023-09-06 14:50:13,144] Trial 6 finished with value: 0.9962831145918919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 6 with value: 0.9962831145918919.
[I 2023-09-06 14:50:18,498] Trial 7 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 1.984131667402312e-05, 'svc_kernel': 'sigmoid'}. Best is trial 6 with value: 0.9962831145918919.
[I 2023-09-06 14:50:20,151] Trial 8 finished with value: 0.9973646448844186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 3, 'rf_n_estimators': 112}. Best is trial 8 with value: 0.9973646448844186.
[I 2023-09-06 14:50:24,704] Trial 9 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 3.931199513192601e-05, 'svc_kernel': 'sigmoid'}. Best is trial 8 with value: 0.9973646448844186.
[I 2023-09-06 14:50:25,096] Trial 10 finished with value: 0.9957575350663469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 4, 'rf_n_estimators': 22}. Best is trial 8 with value: 0.9973646448844186.
[I 2023-09-06 14:50:29,097] Trial 11 finished with value: 0.9972777238011609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 8 with value: 0.9973646448844186.
[I 2023-09-06 14:50:32,216] Trial 12 finished with value: 0.9972212583821737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 8 with value: 0.9973646448844186.
[I 2023-09-06 14:50:34,790] Trial 13 finished with value: 0.9967979604840821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 19, 'rf_n_estimators': 52}. Best is trial 8 with value: 0.9973646448844186.
[I 2023-09-06 14:50:36,622] Trial 14 finished with value: 0.9971062025643427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 127}. Best is trial 8 with value: 0.9973646448844186.
[I 2023-09-06 14:50:37,346] Trial 15 finished with value: 0.9967544156624397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 63}. Best is trial 8 with value: 0.9973646448844186.
[I 2023-09-06 14:50:38,738] Trial 16 finished with value: 0.9916556827418259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 17, 'rf_n_estimators': 105}. Best is trial 8 with value: 0.9973646448844186.
[I 2023-09-06 14:50:39,662] Trial 17 finished with value: 0.9963144573306764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 5, 'rf_n_estimators': 39}. Best is trial 8 with value: 0.9973646448844186.
[I 2023-09-06 14:50:49,601] Trial 18 finished with value: 0.9964137583242877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 67, 'rf_n_estimators': 76}. Best is trial 8 with value: 0.9973646448844186.
[I 2023-09-06 14:50:50,750] Trial 19 finished with value: 0.9971150583609262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 2, 'rf_n_estimators': 115}. Best is trial 8 with value: 0.9973646448844186.
[I 2023-09-06 14:50:52,790] Trial 20 finished with value: 0.9973578846149138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 86}. Best is trial 8 with value: 0.9973646448844186.
[I 2023-09-06 14:50:54,820] Trial 21 finished with value: 0.9972573496197223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 86}. Best is trial 8 with value: 0.9973646448844186.
[I 2023-09-06 14:50:59,658] Trial 22 finished with value: 0.997104490812041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 8 with value: 0.9973646448844186.
[I 2023-09-06 14:51:01,229] Trial 23 finished with value: 0.9971584978761915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 93}. Best is trial 8 with value: 0.9973646448844186.
[I 2023-09-06 14:51:03,707] Trial 24 finished with value: 0.9973899879843887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 24 with value: 0.9973899879843887.
[I 2023-09-06 14:51:03,875] Trial 25 finished with value: 0.9807032506966734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 2}. Best is trial 24 with value: 0.9973899879843887.
[I 2023-09-06 14:52:28,740] Trial 26 finished with value: 0.9899439486261365 and parameters: {'classifier': 'SVC', 'svc_c': 223740291.47963864, 'svc_kernel': 'rbf'}. Best is trial 24 with value: 0.9973899879843887.
[I 2023-09-06 14:52:29,775] Trial 27 finished with value: 0.997113742348593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 70}. Best is trial 24 with value: 0.9973899879843887.
[I 2023-09-06 14:52:35,612] Trial 28 finished with value: 0.9967138657566982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 22, 'rf_n_estimators': 103}. Best is trial 24 with value: 0.9973899879843887.
[I 2023-09-06 14:52:37,820] Trial 29 finished with value: 0.9973364391204087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 88}. Best is trial 24 with value: 0.9973899879843887.
[I 2023-09-06 14:52:38,970] Trial 30 finished with value: 0.9975513627074025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 61}. Best is trial 30 with value: 0.9975513627074025.
[I 2023-09-06 14:52:40,398] Trial 31 finished with value: 0.9971215172789996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 58}. Best is trial 30 with value: 0.9975513627074025.
[I 2023-09-06 14:52:41,392] Trial 32 finished with value: 0.9963962516945268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 5, 'rf_n_estimators': 46}. Best is trial 30 with value: 0.9975513627074025.
[I 2023-09-06 14:52:43,730] Trial 33 finished with value: 0.9973545085902203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 73}. Best is trial 30 with value: 0.9975513627074025.
[I 2023-09-06 14:52:45,812] Trial 34 finished with value: 0.9928279331768728 and parameters: {'classifier': 'SVC', 'svc_c': 3555.3324142710826, 'svc_kernel': 'sigmoid'}. Best is trial 30 with value: 0.9975513627074025.
[I 2023-09-06 14:52:47,967] Trial 35 finished with value: 0.9976856065341183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:52:49,651] Trial 36 finished with value: 0.9972218821272693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 110}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:56:59,537] Trial 37 finished with value: 0.9896081639771803 and parameters: {'classifier': 'SVC', 'svc_c': 6400439399.107657, 'svc_kernel': 'rbf'}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:57:00,540] Trial 38 finished with value: 0.9971964863741108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 2, 'rf_n_estimators': 95}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:57:01,094] Trial 39 finished with value: 0.9965012751280687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 3, 'rf_n_estimators': 34}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:57:05,743] Trial 40 finished with value: 0.9850736420582983 and parameters: {'classifier': 'SVC', 'svc_c': 1.6631603057633178e-10, 'svc_kernel': 'rbf'}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:57:08,134] Trial 41 finished with value: 0.9974981369353203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:57:11,487] Trial 42 finished with value: 0.9973525215115716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:57:13,467] Trial 43 finished with value: 0.9968636072036318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 5, 'rf_n_estimators': 105}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:57:15,555] Trial 44 finished with value: 0.9974088763874271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:57:17,181] Trial 45 finished with value: 0.9970177487623193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 99}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:57:19,562] Trial 46 finished with value: 0.9974890408827773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:57:21,393] Trial 47 finished with value: 0.9973891685750936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:57:23,153] Trial 48 finished with value: 0.9928801281334582 and parameters: {'classifier': 'SVC', 'svc_c': 835.0487169043113, 'svc_kernel': 'sigmoid'}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:57:26,716] Trial 49 finished with value: 0.9973167345136039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:57:28,841] Trial 50 finished with value: 0.9975895179880255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:57:30,789] Trial 51 finished with value: 0.9975142278005046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:57:32,343] Trial 52 finished with value: 0.9976066073277788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 112}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:57:34,040] Trial 53 finished with value: 0.9970570573032861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 111}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:57:35,423] Trial 54 finished with value: 0.9973156361281023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 100}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:57:37,142] Trial 55 finished with value: 0.9973162700928041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 65}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:57:40,153] Trial 56 finished with value: 0.9974021277657341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:57:42,099] Trial 57 finished with value: 0.9975356621550042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:57:43,701] Trial 58 finished with value: 0.997128795003348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 108}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:57:45,027] Trial 59 finished with value: 0.9972038701982836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 112}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:57:46,597] Trial 60 finished with value: 0.9973010110464368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 90}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:57:49,033] Trial 61 finished with value: 0.9973939062829693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:57:50,851] Trial 62 finished with value: 0.9974615226887945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 80}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:57:52,691] Trial 63 finished with value: 0.9975332678155269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 100}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:57:54,233] Trial 64 finished with value: 0.997019793477008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 99}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:57:55,352] Trial 65 finished with value: 0.9969410080254754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 5, 'rf_n_estimators': 58}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:57:57,689] Trial 66 finished with value: 0.9976403073679027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:58:00,612] Trial 67 finished with value: 0.9871243733656758 and parameters: {'classifier': 'SVC', 'svc_c': 197372.4545775449, 'svc_kernel': 'sigmoid'}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:58:03,062] Trial 68 finished with value: 0.9974316180263353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 96}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:58:06,898] Trial 69 finished with value: 0.9973039147475911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 104}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:58:10,526] Trial 70 finished with value: 0.9975772630932899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:58:13,636] Trial 71 finished with value: 0.9966970967793829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:58:16,434] Trial 72 finished with value: 0.9973974776544831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:58:22,187] Trial 73 finished with value: 0.9973186903938897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:58:25,326] Trial 74 finished with value: 0.99668383518996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 12, 'rf_n_estimators': 103}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:58:27,460] Trial 75 finished with value: 0.9973904086068766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 83}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:58:29,384] Trial 76 finished with value: 0.9974932189243925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 114}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:58:32,568] Trial 77 finished with value: 0.9971502431320994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:58:36,892] Trial 78 finished with value: 0.9863719624758951 and parameters: {'classifier': 'SVC', 'svc_c': 0.520934710171496, 'svc_kernel': 'rbf'}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:58:39,776] Trial 79 finished with value: 0.9970839253462342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 91}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:58:41,297] Trial 80 finished with value: 0.9966754387995871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 65}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:58:43,405] Trial 81 finished with value: 0.9973593679494952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:58:46,031] Trial 82 finished with value: 0.9974274363983366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:58:47,212] Trial 83 finished with value: 0.9971172331058219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 49}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:58:49,244] Trial 84 finished with value: 0.9974018222566369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:58:50,986] Trial 85 finished with value: 0.997606841902653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 116}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:58:52,918] Trial 86 finished with value: 0.9969258217858677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:58:53,989] Trial 87 finished with value: 0.9971226059209637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 60}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:58:55,363] Trial 88 finished with value: 0.9970845073242435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 100}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:58:56,798] Trial 89 finished with value: 0.9972968261494333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 70}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:59:00,916] Trial 90 finished with value: 0.9867327158444649 and parameters: {'classifier': 'SVC', 'svc_c': 1248878421.8700595, 'svc_kernel': 'sigmoid'}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:59:03,103] Trial 91 finished with value: 0.9975381666567585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:59:04,453] Trial 92 finished with value: 0.9973048211504905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 122}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:59:06,841] Trial 93 finished with value: 0.9969254634966301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:59:09,883] Trial 94 finished with value: 0.9974744648044407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:59:11,899] Trial 95 finished with value: 0.9974077471526792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:59:14,280] Trial 96 finished with value: 0.9974334471771567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:59:15,849] Trial 97 finished with value: 0.9974996910454355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:59:18,437] Trial 98 finished with value: 0.9972018207863846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 96}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:59:18,797] Trial 99 finished with value: 0.9948084489342307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 6}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:59:21,488] Trial 100 finished with value: 0.9972904273429566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:59:23,538] Trial 101 finished with value: 0.9973775375524051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:59:25,020] Trial 102 finished with value: 0.9972721967080508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 4, 'rf_n_estimators': 110}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:59:27,104] Trial 103 finished with value: 0.997336267830922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:59:29,247] Trial 104 finished with value: 0.9975678545810477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:59:31,839] Trial 105 finished with value: 0.9973891693685414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 100}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:59:33,348] Trial 106 finished with value: 0.996717601435359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 53}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:59:35,464] Trial 107 finished with value: 0.9972966782507845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:59:37,076] Trial 108 finished with value: 0.997488590267967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 93}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:59:42,810] Trial 109 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 4.776557754768514e-07, 'svc_kernel': 'rbf'}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:59:45,484] Trial 110 finished with value: 0.997086959585402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:59:47,040] Trial 111 finished with value: 0.9973735488591459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 104}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:59:49,856] Trial 112 finished with value: 0.9974745192984278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:59:51,342] Trial 113 finished with value: 0.997478568706304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:59:52,826] Trial 114 finished with value: 0.997388796670294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 102}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:59:54,984] Trial 115 finished with value: 0.9975809625589983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:59:57,120] Trial 116 finished with value: 0.9973888345970933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 127}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 14:59:59,563] Trial 117 finished with value: 0.9973393436150108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 15:00:02,512] Trial 118 finished with value: 0.9974553617896721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 15:00:04,276] Trial 119 finished with value: 0.9973414411733156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 15:00:06,427] Trial 120 finished with value: 0.9975759029335273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 15:00:08,933] Trial 121 finished with value: 0.9975966218838547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 15:00:11,361] Trial 122 finished with value: 0.9975110659114729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 15:00:15,184] Trial 123 finished with value: 0.9973646837633554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 15:00:17,404] Trial 124 finished with value: 0.9973318882218564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 15:00:20,525] Trial 125 finished with value: 0.9976443800079272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 15:00:24,061] Trial 126 finished with value: 0.9974701054441603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 127}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 15:00:28,368] Trial 127 finished with value: 0.9973318215722508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 19, 'rf_n_estimators': 118}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 15:00:31,274] Trial 128 finished with value: 0.997542638210542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 15:00:32,907] Trial 129 finished with value: 0.9854103995375941 and parameters: {'classifier': 'SVC', 'svc_c': 0.1584040915707728, 'svc_kernel': 'rbf'}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 15:00:35,764] Trial 130 finished with value: 0.9974394801725119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 15:00:38,218] Trial 131 finished with value: 0.997682202008784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 15:00:40,822] Trial 132 finished with value: 0.9974780070088177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 15:00:43,374] Trial 133 finished with value: 0.9975148521803582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 15:00:46,452] Trial 134 finished with value: 0.9972423737707032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 15:00:50,651] Trial 135 finished with value: 0.9974904469672919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 15:00:53,160] Trial 136 finished with value: 0.9974125042524163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 15:00:56,560] Trial 137 finished with value: 0.9974516600705723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 15:01:01,245] Trial 138 finished with value: 0.9973260914200086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 15:01:02,323] Trial 139 finished with value: 0.9972429222969582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 33}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 15:01:06,373] Trial 140 finished with value: 0.9974452328269305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 111}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 15:01:09,954] Trial 141 finished with value: 0.9974506237326796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 15:01:12,480] Trial 142 finished with value: 0.9972131558213482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 15:01:18,998] Trial 143 finished with value: 0.996695662352917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 23, 'rf_n_estimators': 113}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 15:01:22,063] Trial 144 finished with value: 0.997572654114367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 15:01:25,574] Trial 145 finished with value: 0.9976734467578913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 15:01:28,621] Trial 146 finished with value: 0.9972379596625324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 15:01:31,300] Trial 147 finished with value: 0.9972703004315552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 15:01:32,992] Trial 148 finished with value: 0.9968098887005362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 55}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 15:01:35,720] Trial 149 finished with value: 0.9974948516810422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 15:01:39,089] Trial 150 finished with value: 0.9973567434467127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 15:01:42,312] Trial 151 finished with value: 0.9975070666812282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 15:01:44,701] Trial 152 finished with value: 0.9972867551401108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 68}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 15:01:47,463] Trial 153 finished with value: 0.9974563410628071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 15:01:50,843] Trial 154 finished with value: 0.9972953671895648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 15:01:53,035] Trial 155 finished with value: 0.9973235518796044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 62}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 15:01:56,383] Trial 156 finished with value: 0.9975985927444326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 15:02:01,792] Trial 157 finished with value: 0.9853471498235061 and parameters: {'classifier': 'SVC', 'svc_c': 0.003442121058736629, 'svc_kernel': 'sigmoid'}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 15:02:04,592] Trial 158 finished with value: 0.9973643595923685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 15:02:07,675] Trial 159 finished with value: 0.9971892652701895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 15:02:09,558] Trial 160 finished with value: 0.99641386385283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 15:02:12,517] Trial 161 finished with value: 0.9973582679770981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 15:02:15,202] Trial 162 finished with value: 0.997520014509698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 35 with value: 0.9976856065341183.
[I 2023-09-06 15:02:18,850] Trial 163 finished with value: 0.9977032957203229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 163 with value: 0.9977032957203229.
[I 2023-09-06 15:02:21,781] Trial 164 finished with value: 0.9972799020054884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 163 with value: 0.9977032957203229.
[I 2023-09-06 15:02:24,747] Trial 165 finished with value: 0.9972725716914276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 163 with value: 0.9977032957203229.
[I 2023-09-06 15:02:27,358] Trial 166 finished with value: 0.9975264278521362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 163 with value: 0.9977032957203229.
[I 2023-09-06 15:02:30,296] Trial 167 finished with value: 0.9975086217117427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 163 with value: 0.9977032957203229.
[I 2023-09-06 15:02:33,009] Trial 168 finished with value: 0.9971228268167999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 163 with value: 0.9977032957203229.
[I 2023-09-06 15:02:35,085] Trial 169 finished with value: 0.9978128964266179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 77}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:02:37,591] Trial 170 finished with value: 0.9973929729345864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:02:38,670] Trial 171 finished with value: 0.9968946916275874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:02:41,950] Trial 172 finished with value: 0.9973120865922688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:02:43,865] Trial 173 finished with value: 0.9974876533332006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 58}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:02:47,675] Trial 174 finished with value: 0.9970601779965139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 102}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:02:51,012] Trial 175 finished with value: 0.9974824274963082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:02:52,631] Trial 176 finished with value: 0.9972380728081726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 77}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:02:54,548] Trial 177 finished with value: 0.997415861996075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 83}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:02:57,017] Trial 178 finished with value: 0.9974317359643997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:02:58,917] Trial 179 finished with value: 0.9971031139898772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 125}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:03:01,077] Trial 180 finished with value: 0.9926387375437149 and parameters: {'classifier': 'SVC', 'svc_c': 310.9701792136303, 'svc_kernel': 'sigmoid'}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:03:04,836] Trial 181 finished with value: 0.9971780815615685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:03:06,842] Trial 182 finished with value: 0.9952937728913879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:03:10,237] Trial 183 finished with value: 0.9972448922688747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:03:11,854] Trial 184 finished with value: 0.9972006115086343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:03:15,194] Trial 185 finished with value: 0.9971821013579772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:03:18,593] Trial 186 finished with value: 0.9975238587320024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:03:22,028] Trial 187 finished with value: 0.9974538921658667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:03:24,904] Trial 188 finished with value: 0.9969746783906558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:03:27,954] Trial 189 finished with value: 0.9969740220824672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:03:30,585] Trial 190 finished with value: 0.9973645756957804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 65}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:03:32,379] Trial 191 finished with value: 0.9974096816098775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:03:34,436] Trial 192 finished with value: 0.9974659777071283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:03:37,373] Trial 193 finished with value: 0.997382219211136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:03:40,730] Trial 194 finished with value: 0.9971829840526598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:03:43,112] Trial 195 finished with value: 0.9974795051967398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:03:46,143] Trial 196 finished with value: 0.9975037525771923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:03:49,385] Trial 197 finished with value: 0.9973557577307824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:04:07,256] Trial 198 finished with value: 0.9960833715951581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 72, 'rf_n_estimators': 112}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:04:09,018] Trial 199 finished with value: 0.9970471259724941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:04:11,571] Trial 200 finished with value: 0.9975440853639091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:04:14,250] Trial 201 finished with value: 0.9972999098997368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:04:16,412] Trial 202 finished with value: 0.9974020515630183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:04:19,406] Trial 203 finished with value: 0.9972589542248481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 102}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:04:21,626] Trial 204 finished with value: 0.997422213703497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:04:23,775] Trial 205 finished with value: 0.9975427712875882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:04:25,833] Trial 206 finished with value: 0.9975490138483464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:04:28,057] Trial 207 finished with value: 0.9976220073539311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:04:30,253] Trial 208 finished with value: 0.9975621972355652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:04:32,458] Trial 209 finished with value: 0.9972422516114975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 97}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:04:34,845] Trial 210 finished with value: 0.9970296044259169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:04:36,937] Trial 211 finished with value: 0.9973658990395703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:04:39,191] Trial 212 finished with value: 0.9976539526686269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 95}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:04:41,496] Trial 213 finished with value: 0.9976031575441885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 91}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:04:43,905] Trial 214 finished with value: 0.9974316957842086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 93}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:04:46,593] Trial 215 finished with value: 0.9976081167191823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 94}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:04:49,255] Trial 216 finished with value: 0.9973659161780404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 86}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:04:51,527] Trial 217 finished with value: 0.9975853933295706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 94}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:05:13,549] Trial 218 finished with value: 0.9903713246866487 and parameters: {'classifier': 'SVC', 'svc_c': 13984735.085549826, 'svc_kernel': 'rbf'}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:05:16,132] Trial 219 finished with value: 0.9974436345376482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 94}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:05:19,322] Trial 220 finished with value: 0.9973879136899703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 98}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:05:21,600] Trial 221 finished with value: 0.9974336264963338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 95}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:05:22,531] Trial 222 finished with value: 0.9881817570456063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 90}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:05:25,459] Trial 223 finished with value: 0.997510130119271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 97}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:05:28,282] Trial 224 finished with value: 0.99717792471283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 100}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:05:39,522] Trial 225 finished with value: 0.9961431865059481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 55, 'rf_n_estimators': 90}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:05:42,270] Trial 226 finished with value: 0.9977012878216067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 88}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:05:45,233] Trial 227 finished with value: 0.99732246263462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 94}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:05:46,255] Trial 228 finished with value: 0.9966591728363673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 85}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:05:48,923] Trial 229 finished with value: 0.997284529328922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 93}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:05:51,745] Trial 230 finished with value: 0.9972509705542242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 92}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:05:53,911] Trial 231 finished with value: 0.9974425301854198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 89}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:05:56,070] Trial 232 finished with value: 0.9974342250415309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 80}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:05:59,016] Trial 233 finished with value: 0.9971939362967212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 99}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:06:01,400] Trial 234 finished with value: 0.9973588828038418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 96}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:06:04,945] Trial 235 finished with value: 0.9971380779921661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 101}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:06:07,330] Trial 236 finished with value: 0.9970025408139828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 88}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:06:08,950] Trial 237 finished with value: 0.9971807553850592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 96}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:06:11,142] Trial 238 finished with value: 0.997312519338637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 92}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:06:13,502] Trial 239 finished with value: 0.9974974287991288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:06:16,234] Trial 240 finished with value: 0.9973253462774169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:06:19,292] Trial 241 finished with value: 0.9976637226756351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:06:22,547] Trial 242 finished with value: 0.9975274454646635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:06:26,825] Trial 243 finished with value: 0.9974829239723947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:06:29,634] Trial 244 finished with value: 0.9975871409774456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:06:32,764] Trial 245 finished with value: 0.9974776956916833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:06:36,319] Trial 246 finished with value: 0.9975890848608021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:06:40,158] Trial 247 finished with value: 0.9976550319479083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:06:44,157] Trial 248 finished with value: 0.9974752067097659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:06:47,228] Trial 249 finished with value: 0.997381944836926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:06:49,477] Trial 250 finished with value: 0.9972920468014231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 74}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:06:53,525] Trial 251 finished with value: 0.9973882079638483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:06:56,812] Trial 252 finished with value: 0.9976225172234147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:07:02,262] Trial 253 finished with value: 0.9852058917288118 and parameters: {'classifier': 'SVC', 'svc_c': 1.1173377815987927e-08, 'svc_kernel': 'sigmoid'}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:07:05,342] Trial 254 finished with value: 0.997347812272599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:07:09,005] Trial 255 finished with value: 0.9974675067125585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:07:13,403] Trial 256 finished with value: 0.9974460027568278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:07:15,094] Trial 257 finished with value: 0.9974231491465818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:07:18,584] Trial 258 finished with value: 0.9974970213478729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:07:21,793] Trial 259 finished with value: 0.9970426972014099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 87}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:07:25,332] Trial 260 finished with value: 0.9977135460170848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:07:27,959] Trial 261 finished with value: 0.9975380888354094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:07:31,286] Trial 262 finished with value: 0.9971127395259306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:07:32,706] Trial 263 finished with value: 0.9972402740859588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 115}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:07:33,320] Trial 264 finished with value: 0.9965318861176584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 16}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:07:34,188] Trial 265 finished with value: 0.990754654657008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 4, 'rf_n_estimators': 112}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:07:38,418] Trial 266 finished with value: 0.997547883090179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:07:46,495] Trial 267 finished with value: 0.9969356712645961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 32, 'rf_n_estimators': 118}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:07:50,211] Trial 268 finished with value: 0.9973540933949149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:07:53,407] Trial 269 finished with value: 0.9973482883094732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 84}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:07:55,696] Trial 270 finished with value: 0.9974245341888638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:07:57,585] Trial 271 finished with value: 0.9974146693172501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 91}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:08:02,817] Trial 272 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.8412018803163901e-07, 'svc_kernel': 'rbf'}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:08:05,166] Trial 273 finished with value: 0.9971680495263963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 78}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:08:07,677] Trial 274 finished with value: 0.997427337185638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:08:11,903] Trial 275 finished with value: 0.9976449189810719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:08:16,676] Trial 276 finished with value: 0.9972858800942638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:08:20,074] Trial 277 finished with value: 0.9976811756048564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:08:23,776] Trial 278 finished with value: 0.9973069518749086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:08:28,642] Trial 279 finished with value: 0.9972023315762675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 113}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:08:32,269] Trial 280 finished with value: 0.9973529064289134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:08:35,491] Trial 281 finished with value: 0.9970993459385507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:08:37,981] Trial 282 finished with value: 0.9974630122440057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 81}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:08:41,969] Trial 283 finished with value: 0.9973347432370608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:08:43,010] Trial 284 finished with value: 0.9969257656097713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:08:45,169] Trial 285 finished with value: 0.9962179832959595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:08:48,364] Trial 286 finished with value: 0.9972091009862897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:08:52,811] Trial 287 finished with value: 0.9967688977330944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 108}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:08:56,209] Trial 288 finished with value: 0.9974903024963372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:09:01,875] Trial 289 finished with value: 0.996438426961986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 18, 'rf_n_estimators': 122}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:09:03,858] Trial 290 finished with value: 0.9974865269866023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:09:07,779] Trial 291 finished with value: 0.9976267556622678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:09:13,195] Trial 292 finished with value: 0.9852072026948179 and parameters: {'classifier': 'SVC', 'svc_c': 1.4442434554566065e-10, 'svc_kernel': 'sigmoid'}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:09:15,797] Trial 293 finished with value: 0.9972293562140511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 72}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:09:19,261] Trial 294 finished with value: 0.9970111219189773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 16, 'rf_n_estimators': 116}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:09:21,334] Trial 295 finished with value: 0.997270713183042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 111}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:09:25,083] Trial 296 finished with value: 0.9972874197953688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:09:28,276] Trial 297 finished with value: 0.997673634836731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:09:32,604] Trial 298 finished with value: 0.9974811960020226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 109}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:09:35,741] Trial 299 finished with value: 0.9972849555055433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:09:39,959] Trial 300 finished with value: 0.9975804791906674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:09:42,141] Trial 301 finished with value: 0.9972900384266384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 44}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:09:45,122] Trial 302 finished with value: 0.9975681884955722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:09:48,451] Trial 303 finished with value: 0.9974513760480384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:09:52,280] Trial 304 finished with value: 0.9975053767646073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:09:54,914] Trial 305 finished with value: 0.9974058229785631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:09:57,920] Trial 306 finished with value: 0.9975329893153887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:10:02,426] Trial 307 finished with value: 0.9975896913087382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:10:06,102] Trial 308 finished with value: 0.9973075206182104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:10:10,383] Trial 309 finished with value: 0.9969288375218355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 21, 'rf_n_estimators': 89}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:10:14,555] Trial 310 finished with value: 0.997313792568271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:10:19,119] Trial 311 finished with value: 0.9973743315159441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 104}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:10:22,355] Trial 312 finished with value: 0.9957685306643901 and parameters: {'classifier': 'SVC', 'svc_c': 136392.5537319224, 'svc_kernel': 'rbf'}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:10:26,780] Trial 313 finished with value: 0.9973372307907726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:10:28,844] Trial 314 finished with value: 0.9971752787234841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 68}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:10:32,619] Trial 315 finished with value: 0.9976121812343024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:10:36,226] Trial 316 finished with value: 0.9973738531304649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:10:39,504] Trial 317 finished with value: 0.9975196631075862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:10:42,648] Trial 318 finished with value: 0.9972362211234369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:10:46,038] Trial 319 finished with value: 0.9974977838510998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:10:48,329] Trial 320 finished with value: 0.9968426071506578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:10:51,802] Trial 321 finished with value: 0.9976325959450488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:10:54,390] Trial 322 finished with value: 0.9974820337558281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 169 with value: 0.9978128964266179.
[I 2023-09-06 15:10:57,697] Trial 323 finished with value: 0.9978162624221326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:11:01,417] Trial 324 finished with value: 0.9973605894146021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:11:05,497] Trial 325 finished with value: 0.9975383279805423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:11:08,236] Trial 326 finished with value: 0.997429063823018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 87}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:11:11,151] Trial 327 finished with value: 0.9969957811157603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:11:14,833] Trial 328 finished with value: 0.9974807189812731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:11:16,298] Trial 329 finished with value: 0.9970786922096231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 117}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:11:18,168] Trial 330 finished with value: 0.9972732923323545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 107}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:11:19,982] Trial 331 finished with value: 0.9973852937257085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 114}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:11:22,219] Trial 332 finished with value: 0.9906437493005505 and parameters: {'classifier': 'SVC', 'svc_c': 7.577767820656927, 'svc_kernel': 'rbf'}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:11:24,582] Trial 333 finished with value: 0.9974210511439464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:11:29,914] Trial 334 finished with value: 0.9975827247428347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:11:33,131] Trial 335 finished with value: 0.997621964507756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 103}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:11:36,690] Trial 336 finished with value: 0.9971645196045894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 103}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:11:37,926] Trial 337 finished with value: 0.9898130113180968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 104}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:11:41,354] Trial 338 finished with value: 0.9970127621657734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:11:44,739] Trial 339 finished with value: 0.9971746893188045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 102}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:11:47,668] Trial 340 finished with value: 0.9972631956153267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:11:50,210] Trial 341 finished with value: 0.9973985731835732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:11:51,286] Trial 342 finished with value: 0.996984959155809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 105}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:11:56,069] Trial 343 finished with value: 0.9970468490275136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:11:58,085] Trial 344 finished with value: 0.9973926822788298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:12:01,332] Trial 345 finished with value: 0.9972159826215528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:12:04,988] Trial 346 finished with value: 0.9974086135340774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:12:07,493] Trial 347 finished with value: 0.9973531678223194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 99}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:12:10,389] Trial 348 finished with value: 0.9974666874936909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:12:14,410] Trial 349 finished with value: 0.9969953242168444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:12:17,472] Trial 350 finished with value: 0.9974103930785492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:12:24,914] Trial 351 finished with value: 0.9971448422289094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 24, 'rf_n_estimators': 128}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:12:26,991] Trial 352 finished with value: 0.99732049999416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 75}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:12:31,798] Trial 353 finished with value: 0.9853728762539227 and parameters: {'classifier': 'SVC', 'svc_c': 0.006061156453532224, 'svc_kernel': 'sigmoid'}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:12:34,743] Trial 354 finished with value: 0.9978021803443259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:12:37,650] Trial 355 finished with value: 0.9975201891634026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:12:39,596] Trial 356 finished with value: 0.9973400934230748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 81}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:12:40,601] Trial 357 finished with value: 0.9936718304574734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:12:43,815] Trial 358 finished with value: 0.9970751620656508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:12:46,386] Trial 359 finished with value: 0.9977403964772321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:12:48,816] Trial 360 finished with value: 0.997584653391996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:12:51,460] Trial 361 finished with value: 0.9976219161709229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:12:54,426] Trial 362 finished with value: 0.9975715361148385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:12:56,954] Trial 363 finished with value: 0.9975105601679174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:12:59,430] Trial 364 finished with value: 0.9974676185252065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:13:03,287] Trial 365 finished with value: 0.9974111545026872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:13:06,852] Trial 366 finished with value: 0.997478897637977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:13:09,534] Trial 367 finished with value: 0.9972072473972796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:13:13,582] Trial 368 finished with value: 0.9974140908304108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:13:24,955] Trial 369 finished with value: 0.9951490467003307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 63, 'rf_n_estimators': 116}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:13:27,141] Trial 370 finished with value: 0.9975416579535321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:13:28,186] Trial 371 finished with value: 0.996278596922929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:13:31,128] Trial 372 finished with value: 0.9972913740212608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:13:33,996] Trial 373 finished with value: 0.9895385901676499 and parameters: {'classifier': 'SVC', 'svc_c': 8.64448139605759, 'svc_kernel': 'sigmoid'}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:13:36,144] Trial 374 finished with value: 0.9957578378777221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:13:39,991] Trial 375 finished with value: 0.9974779918380979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 106}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:13:42,797] Trial 376 finished with value: 0.9972250371609128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:13:44,844] Trial 377 finished with value: 0.9973796710380212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:13:47,211] Trial 378 finished with value: 0.9974558609634808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:13:50,254] Trial 379 finished with value: 0.997633429033382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:13:52,986] Trial 380 finished with value: 0.9976386227515123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 102}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:13:56,038] Trial 381 finished with value: 0.9972960268619717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 102}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:13:59,265] Trial 382 finished with value: 0.9971569734727576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 101}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:14:02,685] Trial 383 finished with value: 0.9973967620281456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 19, 'rf_n_estimators': 105}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:14:05,712] Trial 384 finished with value: 0.9976099585016907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 108}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:14:08,431] Trial 385 finished with value: 0.997155589319137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 103}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:14:11,142] Trial 386 finished with value: 0.9974230067068531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:14:13,880] Trial 387 finished with value: 0.9973972071522978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 104}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:14:16,919] Trial 388 finished with value: 0.9971127253390858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:14:19,966] Trial 389 finished with value: 0.9972901028228528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 99}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:14:22,865] Trial 390 finished with value: 0.9973625254269578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:14:26,700] Trial 391 finished with value: 0.9969220961363855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 21, 'rf_n_estimators': 106}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:18:15,674] Trial 392 finished with value: 0.9896098031766254 and parameters: {'classifier': 'SVC', 'svc_c': 9721847161.890219, 'svc_kernel': 'rbf'}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:18:18,987] Trial 393 finished with value: 0.9974203597018941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:18:21,620] Trial 394 finished with value: 0.9974206567369702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 100}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:18:24,061] Trial 395 finished with value: 0.9974070107062741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:18:28,281] Trial 396 finished with value: 0.9973360249089782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 113}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:18:30,393] Trial 397 finished with value: 0.9966418550788939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 96}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:18:34,840] Trial 398 finished with value: 0.9974991813346414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:18:38,557] Trial 399 finished with value: 0.9977144495318347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:18:40,397] Trial 400 finished with value: 0.9972781210328109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:18:43,304] Trial 401 finished with value: 0.9975081727473035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:18:47,903] Trial 402 finished with value: 0.9975499384053289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:18:51,175] Trial 403 finished with value: 0.9971113861898181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:18:52,035] Trial 404 finished with value: 0.9969905255087106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 71}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:18:55,195] Trial 405 finished with value: 0.9974705659611974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:19:07,802] Trial 406 finished with value: 0.9969455912332174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 46, 'rf_n_estimators': 120}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:19:13,098] Trial 407 finished with value: 0.997101641827039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:19:15,116] Trial 408 finished with value: 0.9974301791565624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:19:17,969] Trial 409 finished with value: 0.9976317382280994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:19:20,932] Trial 410 finished with value: 0.9975222970047896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:19:21,236] Trial 411 finished with value: 0.9807558381559605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 2}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:19:24,921] Trial 412 finished with value: 0.9867373041302722 and parameters: {'classifier': 'SVC', 'svc_c': 29619234.11837176, 'svc_kernel': 'sigmoid'}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:19:28,776] Trial 413 finished with value: 0.9973487377499809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:19:32,417] Trial 414 finished with value: 0.9973012359095111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:19:33,406] Trial 415 finished with value: 0.9972417358070254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 33}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:19:34,416] Trial 416 finished with value: 0.9890054144595929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:19:38,837] Trial 417 finished with value: 0.9975725169431309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:19:41,158] Trial 418 finished with value: 0.9974710013735502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:19:45,178] Trial 419 finished with value: 0.9975066697669576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:19:48,290] Trial 420 finished with value: 0.997213797561837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:19:51,786] Trial 421 finished with value: 0.99749376103959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:19:53,604] Trial 422 finished with value: 0.9961990364634336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:19:56,667] Trial 423 finished with value: 0.99728256049957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:19:59,790] Trial 424 finished with value: 0.997258297472329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:20:02,560] Trial 425 finished with value: 0.9976443840069037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:20:05,970] Trial 426 finished with value: 0.9972175956054863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:20:08,438] Trial 427 finished with value: 0.9975520738269573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 78}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:20:11,156] Trial 428 finished with value: 0.9975998913326549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:20:16,607] Trial 429 finished with value: 0.9973397302144617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 113}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:20:22,243] Trial 430 finished with value: 0.9962164095718175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 29, 'rf_n_estimators': 120}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:20:25,880] Trial 431 finished with value: 0.9972014528805611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:20:29,336] Trial 432 finished with value: 0.9973816650355337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:20:34,063] Trial 433 finished with value: 0.9970251983791744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 17, 'rf_n_estimators': 112}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:20:39,133] Trial 434 finished with value: 0.9945686326081739 and parameters: {'classifier': 'SVC', 'svc_c': 471396.15715508955, 'svc_kernel': 'rbf'}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:20:41,585] Trial 435 finished with value: 0.9975972481362448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:20:44,395] Trial 436 finished with value: 0.997579725066248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:20:48,356] Trial 437 finished with value: 0.9973822048973399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:20:51,507] Trial 438 finished with value: 0.9973629602997661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:21:09,848] Trial 439 finished with value: 0.996505673399024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 68, 'rf_n_estimators': 128}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:21:12,103] Trial 440 finished with value: 0.9975890562332097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:21:29,564] Trial 441 finished with value: 0.9965242485171775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 58, 'rf_n_estimators': 117}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:21:38,535] Trial 442 finished with value: 0.996080537400021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 42, 'rf_n_estimators': 83}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:21:40,995] Trial 443 finished with value: 0.9974827675679866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:21:49,041] Trial 444 finished with value: 0.9965565750993557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 26, 'rf_n_estimators': 123}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:21:50,125] Trial 445 finished with value: 0.997142968930659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 20, 'rf_n_estimators': 20}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:21:52,642] Trial 446 finished with value: 0.997308108340781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 67}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:21:57,271] Trial 447 finished with value: 0.9973597241122928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 118}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:22:00,631] Trial 448 finished with value: 0.9975333724871458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:22:02,922] Trial 449 finished with value: 0.9974887141727576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:22:03,745] Trial 450 finished with value: 0.9965071414994097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 29}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:22:07,589] Trial 451 finished with value: 0.9974252467683623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 109}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:22:11,542] Trial 452 finished with value: 0.9867341907685009 and parameters: {'classifier': 'SVC', 'svc_c': 93911230.58066635, 'svc_kernel': 'sigmoid'}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:22:14,258] Trial 453 finished with value: 0.9972470188356269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:22:17,724] Trial 454 finished with value: 0.9970877555721214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:22:20,877] Trial 455 finished with value: 0.9975946560378658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:22:36,033] Trial 456 finished with value: 0.9949447783857982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 71, 'rf_n_estimators': 119}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:22:40,289] Trial 457 finished with value: 0.9973543401254076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 114}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:22:49,257] Trial 458 finished with value: 0.995223032269427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 48, 'rf_n_estimators': 124}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:22:56,238] Trial 459 finished with value: 0.9971654500330849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 22, 'rf_n_estimators': 128}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:22:57,388] Trial 460 finished with value: 0.9968907510807338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 110}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:23:01,013] Trial 461 finished with value: 0.997243173756399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:23:04,988] Trial 462 finished with value: 0.997558002372859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:23:10,195] Trial 463 finished with value: 0.9972928511986879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 122}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:23:12,621] Trial 464 finished with value: 0.9975535983573426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:23:22,888] Trial 465 finished with value: 0.9969246997238871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 38, 'rf_n_estimators': 107}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:23:26,468] Trial 466 finished with value: 0.9974168794181747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:23:29,810] Trial 467 finished with value: 0.9970032957001121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:23:32,914] Trial 468 finished with value: 0.9974964111231257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:23:36,824] Trial 469 finished with value: 0.9972662476277229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:23:46,336] Trial 470 finished with value: 0.9929290430407823 and parameters: {'classifier': 'SVC', 'svc_c': 1558367.1759928032, 'svc_kernel': 'rbf'}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:23:50,700] Trial 471 finished with value: 0.9973610304445643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:23:54,070] Trial 472 finished with value: 0.9976448409058197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:23:57,509] Trial 473 finished with value: 0.9973390290606098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:24:00,134] Trial 474 finished with value: 0.9975671250217686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:24:03,346] Trial 475 finished with value: 0.9973361977853603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:24:06,059] Trial 476 finished with value: 0.9974975482923504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:24:08,418] Trial 477 finished with value: 0.997224525736272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:24:12,047] Trial 478 finished with value: 0.9975881131412891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:24:14,984] Trial 479 finished with value: 0.9972985271108463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:24:25,500] Trial 480 finished with value: 0.9973266748262238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 36, 'rf_n_estimators': 118}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:24:28,121] Trial 481 finished with value: 0.9974648242246191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:24:30,687] Trial 482 finished with value: 0.9975681834809826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 86}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:24:34,351] Trial 483 finished with value: 0.9975278363487319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:24:35,553] Trial 484 finished with value: 0.9892319226049788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:24:37,370] Trial 485 finished with value: 0.9973499711168031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 98}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:24:39,951] Trial 486 finished with value: 0.9975198283351326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:24:43,127] Trial 487 finished with value: 0.9975759592683131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:24:46,696] Trial 488 finished with value: 0.9971584217686894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:24:49,394] Trial 489 finished with value: 0.9913157433786165 and parameters: {'classifier': 'SVC', 'svc_c': 8327.194193576865, 'svc_kernel': 'sigmoid'}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:24:50,964] Trial 490 finished with value: 0.9974496466811983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 49}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:24:53,873] Trial 491 finished with value: 0.9975385775674467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:24:56,267] Trial 492 finished with value: 0.996920245118146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 62}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:24:59,541] Trial 493 finished with value: 0.9973329988581905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 95}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:25:02,755] Trial 494 finished with value: 0.9974175820319705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:25:05,028] Trial 495 finished with value: 0.9974471901036842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 75}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:25:07,731] Trial 496 finished with value: 0.9974034904327914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:25:10,379] Trial 497 finished with value: 0.9974365354977189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:25:10,922] Trial 498 finished with value: 0.9962597377505035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 12}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:25:13,359] Trial 499 finished with value: 0.9975463764282356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:25:22,242] Trial 500 finished with value: 0.9971068789943646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 30, 'rf_n_estimators': 126}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:25:24,998] Trial 501 finished with value: 0.997752869919199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:25:31,294] Trial 502 finished with value: 0.9971220949406535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 27, 'rf_n_estimators': 112}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:25:35,159] Trial 503 finished with value: 0.9971248627083501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 18, 'rf_n_estimators': 107}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:25:39,020] Trial 504 finished with value: 0.9974498106392282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:25:43,813] Trial 505 finished with value: 0.9970671438324455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 111}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:25:47,223] Trial 506 finished with value: 0.9975160931008026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:25:50,751] Trial 507 finished with value: 0.9972853392803205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:25:52,727] Trial 508 finished with value: 0.9928701890268788 and parameters: {'classifier': 'SVC', 'svc_c': 73.8669250666006, 'svc_kernel': 'rbf'}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:26:02,715] Trial 509 finished with value: 0.9965398253234744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 51, 'rf_n_estimators': 91}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:26:06,897] Trial 510 finished with value: 0.9972960108025903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:26:10,068] Trial 511 finished with value: 0.9973975280860182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:26:13,241] Trial 512 finished with value: 0.9974899239900527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:26:18,193] Trial 513 finished with value: 0.9972812130032325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 101}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:26:22,353] Trial 514 finished with value: 0.9973450099105831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 14, 'rf_n_estimators': 109}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:26:36,571] Trial 515 finished with value: 0.9967360660421187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 54, 'rf_n_estimators': 119}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:26:38,972] Trial 516 finished with value: 0.9975465703785882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:26:49,772] Trial 517 finished with value: 0.995314770817922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 64, 'rf_n_estimators': 122}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:26:51,726] Trial 518 finished with value: 0.9974067537561754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 56}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:26:54,193] Trial 519 finished with value: 0.995867186204177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:26:57,049] Trial 520 finished with value: 0.9975328901979038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:27:04,804] Trial 521 finished with value: 0.9973910042956619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 26, 'rf_n_estimators': 113}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:27:07,078] Trial 522 finished with value: 0.9972025504408775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:27:09,600] Trial 523 finished with value: 0.9971295023143538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:27:12,835] Trial 524 finished with value: 0.997430605650563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:27:13,680] Trial 525 finished with value: 0.9970061514135504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 105}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:27:16,870] Trial 526 finished with value: 0.9974556879284092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:27:18,269] Trial 527 finished with value: 0.9974867996787032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 83}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:27:19,154] Trial 528 finished with value: 0.9904353008814387 and parameters: {'classifier': 'SVC', 'svc_c': 11977.042834372507, 'svc_kernel': 'sigmoid'}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:27:20,090] Trial 529 finished with value: 0.9973287778751864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 111}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:27:21,347] Trial 530 finished with value: 0.9974764156383992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 97}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:27:23,807] Trial 531 finished with value: 0.9970432181474232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:27:26,926] Trial 532 finished with value: 0.9971922940821751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:27:33,886] Trial 533 finished with value: 0.9972487460760274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 31, 'rf_n_estimators': 121}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:27:35,899] Trial 534 finished with value: 0.9972733417800143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:27:37,992] Trial 535 finished with value: 0.9973485381185428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:27:40,225] Trial 536 finished with value: 0.9930130503619689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 43, 'rf_n_estimators': 89}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:27:42,810] Trial 537 finished with value: 0.9975385107908893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:27:45,297] Trial 538 finished with value: 0.9977771777286272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:27:48,237] Trial 539 finished with value: 0.9973646604359935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:27:49,166] Trial 540 finished with value: 0.9973210368726028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 80}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:27:50,864] Trial 541 finished with value: 0.9968698661411505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:27:52,494] Trial 542 finished with value: 0.9975503181811297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:27:55,836] Trial 543 finished with value: 0.9974744450952002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 114}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:27:58,503] Trial 544 finished with value: 0.9974267992598441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 103}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:28:01,226] Trial 545 finished with value: 0.997224368665368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:28:02,122] Trial 546 finished with value: 0.9971807753799409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 42}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:28:03,721] Trial 547 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 6.60841683187404e-05, 'svc_kernel': 'rbf'}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:28:10,918] Trial 548 finished with value: 0.9919837976715385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 73, 'rf_n_estimators': 110}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:28:12,533] Trial 549 finished with value: 0.997171375690837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 93}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:28:15,917] Trial 550 finished with value: 0.9973633558493069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:28:21,895] Trial 551 finished with value: 0.9973709001403401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 122}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:28:25,495] Trial 552 finished with value: 0.9972551368845514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 100}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:28:28,442] Trial 553 finished with value: 0.9975717108320189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:28:31,504] Trial 554 finished with value: 0.9972053532472239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:28:35,160] Trial 555 finished with value: 0.9971800380448747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:28:36,523] Trial 556 finished with value: 0.9971058779807628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 1, 'rf_n_estimators': 112}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:28:38,920] Trial 557 finished with value: 0.9975918496768736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:28:46,674] Trial 558 finished with value: 0.996601811900583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 49, 'rf_n_estimators': 73}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:28:49,460] Trial 559 finished with value: 0.9976921438765611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:28:51,731] Trial 560 finished with value: 0.9974060300366713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:28:54,566] Trial 561 finished with value: 0.997080387362999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:28:56,605] Trial 562 finished with value: 0.9968805873332455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:28:59,249] Trial 563 finished with value: 0.9972947856241484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:29:01,068] Trial 564 finished with value: 0.9974623051551653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:29:03,360] Trial 565 finished with value: 0.9972046357166119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:29:06,236] Trial 566 finished with value: 0.9973044520703646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:29:09,332] Trial 567 finished with value: 0.997400500594956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:29:12,100] Trial 568 finished with value: 0.9867147009003782 and parameters: {'classifier': 'SVC', 'svc_c': 2399220.728965851, 'svc_kernel': 'sigmoid'}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:29:15,159] Trial 569 finished with value: 0.9976576767312136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:29:17,700] Trial 570 finished with value: 0.9975530733171393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:29:19,963] Trial 571 finished with value: 0.9973537922973866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:29:37,057] Trial 572 finished with value: 0.996145062755824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 62, 'rf_n_estimators': 124}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:29:39,532] Trial 573 finished with value: 0.9971613957058328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:29:42,480] Trial 574 finished with value: 0.9973772100489379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:29:45,572] Trial 575 finished with value: 0.9974558811487899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:29:48,170] Trial 576 finished with value: 0.9975772693773953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:29:54,747] Trial 577 finished with value: 0.99676350857293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 23, 'rf_n_estimators': 115}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:29:58,291] Trial 578 finished with value: 0.9974467148285197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:30:00,338] Trial 579 finished with value: 0.9973435720246852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 85}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:30:03,387] Trial 580 finished with value: 0.9974738290306783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:30:05,387] Trial 581 finished with value: 0.9972250596948272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:30:06,967] Trial 582 finished with value: 0.9942870206317691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:30:15,770] Trial 583 finished with value: 0.9961051400546097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 56, 'rf_n_estimators': 70}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:30:17,453] Trial 584 finished with value: 0.9970044949169458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 65}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:31:41,585] Trial 585 finished with value: 0.9894475259862129 and parameters: {'classifier': 'SVC', 'svc_c': 352100753.9467076, 'svc_kernel': 'rbf'}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:31:44,054] Trial 586 finished with value: 0.9974347742660196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:31:46,229] Trial 587 finished with value: 0.9971329100769548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 78}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:31:52,451] Trial 588 finished with value: 0.9971701095704945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 24, 'rf_n_estimators': 118}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:31:56,386] Trial 589 finished with value: 0.9974458215651141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:31:59,450] Trial 590 finished with value: 0.9971420976933608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:32:02,244] Trial 591 finished with value: 0.9972209928945778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:32:05,510] Trial 592 finished with value: 0.9974758054136523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:32:08,443] Trial 593 finished with value: 0.9974338443453307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:32:11,554] Trial 594 finished with value: 0.9971925159301483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:32:14,543] Trial 595 finished with value: 0.9973335476383486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:32:17,248] Trial 596 finished with value: 0.9973919305030156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:32:19,410] Trial 597 finished with value: 0.9975519568092924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:32:20,265] Trial 598 finished with value: 0.9899401628333199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:32:21,903] Trial 599 finished with value: 0.9969623859817133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:32:25,345] Trial 600 finished with value: 0.99741990975358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:32:28,525] Trial 601 finished with value: 0.9976005920739138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:32:30,270] Trial 602 finished with value: 0.9971866047448819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 109}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:32:32,423] Trial 603 finished with value: 0.995852379835584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:32:37,861] Trial 604 finished with value: 0.9853941808321188 and parameters: {'classifier': 'SVC', 'svc_c': 0.039387341637752114, 'svc_kernel': 'sigmoid'}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:32:40,329] Trial 605 finished with value: 0.9971243244651774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 88}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:32:43,703] Trial 606 finished with value: 0.9973856817851031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:32:46,062] Trial 607 finished with value: 0.9974078418268572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:32:48,728] Trial 608 finished with value: 0.9973683907826859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:32:52,360] Trial 609 finished with value: 0.9972587644321615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:33:03,615] Trial 610 finished with value: 0.9970459044756493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 38, 'rf_n_estimators': 121}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:33:06,223] Trial 611 finished with value: 0.9975275406466478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:33:20,960] Trial 612 finished with value: 0.9970110988137807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 49, 'rf_n_estimators': 124}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:33:24,295] Trial 613 finished with value: 0.9973827875735831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:33:26,806] Trial 614 finished with value: 0.9975040606887982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 81}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:33:27,994] Trial 615 finished with value: 0.9969866731932399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 116}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:33:29,569] Trial 616 finished with value: 0.9971021782928889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:33:31,975] Trial 617 finished with value: 0.9969013090130329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:33:36,028] Trial 618 finished with value: 0.9973322215016228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:33:40,154] Trial 619 finished with value: 0.9973692604330885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:33:43,132] Trial 620 finished with value: 0.9973277395378056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:33:46,202] Trial 621 finished with value: 0.9975140417846289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:33:49,340] Trial 622 finished with value: 0.9973220312847196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:33:54,524] Trial 623 finished with value: 0.985075935820347 and parameters: {'classifier': 'SVC', 'svc_c': 0.00020939804831764962, 'svc_kernel': 'rbf'}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:33:57,321] Trial 624 finished with value: 0.9972537352750818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:34:00,709] Trial 625 finished with value: 0.997274213112526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:34:03,145] Trial 626 finished with value: 0.9974292576464189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:34:05,477] Trial 627 finished with value: 0.9970827790682302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:34:09,289] Trial 628 finished with value: 0.9972010311472467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:34:11,591] Trial 629 finished with value: 0.9972943154587869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 92}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:34:28,324] Trial 630 finished with value: 0.9966386306661846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 62, 'rf_n_estimators': 115}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:34:30,652] Trial 631 finished with value: 0.9965328951926887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:34:33,356] Trial 632 finished with value: 0.9975532191210862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:34:34,776] Trial 633 finished with value: 0.9970271219185326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 6, 'rf_n_estimators': 60}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:34:36,832] Trial 634 finished with value: 0.9970001661837459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:34:41,288] Trial 635 finished with value: 0.997345671614216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:34:44,931] Trial 636 finished with value: 0.9974459013859512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:34:48,066] Trial 637 finished with value: 0.9969741088539062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:34:53,959] Trial 638 finished with value: 0.997065670146188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 21, 'rf_n_estimators': 123}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:34:57,189] Trial 639 finished with value: 0.9974170930142922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:35:00,535] Trial 640 finished with value: 0.9975125762867515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:35:04,782] Trial 641 finished with value: 0.9976966406302431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:35:07,007] Trial 642 finished with value: 0.9963849137396759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:35:10,997] Trial 643 finished with value: 0.9972011658111882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:35:16,076] Trial 644 finished with value: 0.9973563586880605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:35:21,266] Trial 645 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 8.139053584776815e-06, 'svc_kernel': 'sigmoid'}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:35:24,763] Trial 646 finished with value: 0.9974849481843951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:35:29,230] Trial 647 finished with value: 0.9975064158002219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:35:35,254] Trial 648 finished with value: 0.9963556352661311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 37, 'rf_n_estimators': 77}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:35:38,731] Trial 649 finished with value: 0.9975921264949026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:35:42,313] Trial 650 finished with value: 0.997275190354435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:35:47,110] Trial 651 finished with value: 0.9974248191317971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 121}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:35:48,950] Trial 652 finished with value: 0.9974298971652544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:35:53,456] Trial 653 finished with value: 0.9973233291112319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:35:56,820] Trial 654 finished with value: 0.9975267236494338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:36:00,308] Trial 655 finished with value: 0.9975152699464344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:36:01,292] Trial 656 finished with value: 0.9967800366595276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 26}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:36:13,033] Trial 657 finished with value: 0.9962587895487799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 43, 'rf_n_estimators': 125}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:36:16,993] Trial 658 finished with value: 0.9971888843518238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:36:19,814] Trial 659 finished with value: 0.9975137623323537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:36:31,903] Trial 660 finished with value: 0.9969107398370239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 45, 'rf_n_estimators': 122}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:36:34,796] Trial 661 finished with value: 0.9973157284854128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 83}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:36:37,924] Trial 662 finished with value: 0.9974224531342711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:36:39,706] Trial 663 finished with value: 0.994706320727822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:36:41,580] Trial 664 finished with value: 0.9884524658447544 and parameters: {'classifier': 'SVC', 'svc_c': 1.9904100250470158, 'svc_kernel': 'rbf'}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:36:48,099] Trial 665 finished with value: 0.9971039703420965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 29, 'rf_n_estimators': 120}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:36:52,213] Trial 666 finished with value: 0.9964774384996146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 19, 'rf_n_estimators': 114}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:36:54,808] Trial 667 finished with value: 0.9972280382974436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:36:57,322] Trial 668 finished with value: 0.9972281608375041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:36:59,543] Trial 669 finished with value: 0.9971523618913264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:37:01,609] Trial 670 finished with value: 0.9974847111657023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:37:02,187] Trial 671 finished with value: 0.9962458152191574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 36}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:37:04,234] Trial 672 finished with value: 0.9975270716555893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:37:19,143] Trial 673 finished with value: 0.9962581089293542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 67, 'rf_n_estimators': 114}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:37:20,229] Trial 674 finished with value: 0.9971829035970643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 69}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:37:33,070] Trial 675 finished with value: 0.9965422206150891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 58, 'rf_n_estimators': 116}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:37:45,028] Trial 676 finished with value: 0.9964992104819741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 53, 'rf_n_estimators': 121}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:37:46,771] Trial 677 finished with value: 0.9972351764067368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 111}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:37:50,188] Trial 678 finished with value: 0.9975511572361896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:37:54,900] Trial 679 finished with value: 0.9974094030780014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:37:57,121] Trial 680 finished with value: 0.9972106215176987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:38:02,803] Trial 681 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 1.2570269042604949e-09, 'svc_kernel': 'sigmoid'}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:38:04,306] Trial 682 finished with value: 0.9972133900788432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 120}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:38:05,749] Trial 683 finished with value: 0.9969852046167853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 87}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:38:08,761] Trial 684 finished with value: 0.997607771410749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:38:10,895] Trial 685 finished with value: 0.9972908657069346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 74}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:38:14,870] Trial 686 finished with value: 0.9975148131427322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:38:18,711] Trial 687 finished with value: 0.9971283347402139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:38:22,215] Trial 688 finished with value: 0.9975135210290432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:38:27,445] Trial 689 finished with value: 0.997599817446806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 126}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:38:30,369] Trial 690 finished with value: 0.9974426510116335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:38:33,371] Trial 691 finished with value: 0.9975324478666873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:38:34,361] Trial 692 finished with value: 0.9969367350557787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:38:36,679] Trial 693 finished with value: 0.997021346888889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:38:39,927] Trial 694 finished with value: 0.9973460629108771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:38:43,468] Trial 695 finished with value: 0.9973570211534032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:38:48,166] Trial 696 finished with value: 0.9970348237882763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:38:50,315] Trial 697 finished with value: 0.9973832167970437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:38:54,247] Trial 698 finished with value: 0.9974443092220852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:38:57,165] Trial 699 finished with value: 0.9975249354722511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:38:59,160] Trial 700 finished with value: 0.9927048342750546 and parameters: {'classifier': 'SVC', 'svc_c': 65.85038042566678, 'svc_kernel': 'rbf'}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:39:07,472] Trial 701 finished with value: 0.9972263274972791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 28, 'rf_n_estimators': 124}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:39:09,569] Trial 702 finished with value: 0.9918532620701938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 24, 'rf_n_estimators': 115}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:39:12,420] Trial 703 finished with value: 0.9973288619171653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:39:16,995] Trial 704 finished with value: 0.9975115077983586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:39:19,683] Trial 705 finished with value: 0.9974534906813374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:39:21,296] Trial 706 finished with value: 0.997251967695801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 79}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:39:28,414] Trial 707 finished with value: 0.9972511251813092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 26, 'rf_n_estimators': 125}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:39:31,827] Trial 708 finished with value: 0.9973281883118172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:39:37,499] Trial 709 finished with value: 0.9972803751224751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 122}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:39:41,079] Trial 710 finished with value: 0.9974907594587288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:39:41,519] Trial 711 finished with value: 0.9931417927715418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 11}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:39:43,975] Trial 712 finished with value: 0.9974190957397293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:39:47,617] Trial 713 finished with value: 0.997601278310949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:39:50,536] Trial 714 finished with value: 0.9972474145121194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:39:52,642] Trial 715 finished with value: 0.9966161685430271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:39:56,515] Trial 716 finished with value: 0.9974205248659648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:40:08,826] Trial 717 finished with value: 0.9969349910577634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 44, 'rf_n_estimators': 111}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:40:13,192] Trial 718 finished with value: 0.9971681591491285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:40:15,880] Trial 719 finished with value: 0.9893630662094172 and parameters: {'classifier': 'SVC', 'svc_c': 19833.65162862225, 'svc_kernel': 'sigmoid'}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:40:20,955] Trial 720 finished with value: 0.9973212643064477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:40:24,269] Trial 721 finished with value: 0.997229221137517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:40:25,887] Trial 722 finished with value: 0.9975342229043763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 50}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:40:29,465] Trial 723 finished with value: 0.9973482875795013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:40:33,361] Trial 724 finished with value: 0.9976213685650674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:40:38,672] Trial 725 finished with value: 0.9973420798987033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 120}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:40:41,119] Trial 726 finished with value: 0.997400479394034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:40:43,973] Trial 727 finished with value: 0.9974962640179248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:40:45,466] Trial 728 finished with value: 0.9974735157140557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 85}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:40:48,743] Trial 729 finished with value: 0.9972336172820323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:40:50,572] Trial 730 finished with value: 0.9975757983253842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:40:53,174] Trial 731 finished with value: 0.9974208622081832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:40:54,927] Trial 732 finished with value: 0.9970508812651818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 7, 'rf_n_estimators': 89}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:41:01,795] Trial 733 finished with value: 0.9971281419641639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 25, 'rf_n_estimators': 116}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:41:04,561] Trial 734 finished with value: 0.9975757175524098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:41:05,631] Trial 735 finished with value: 0.9972289503496903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 4, 'rf_n_estimators': 66}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:41:08,500] Trial 736 finished with value: 0.9975080698530077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:41:10,799] Trial 737 finished with value: 0.9974149831099414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:43:10,881] Trial 738 finished with value: 0.9897376312805598 and parameters: {'classifier': 'SVC', 'svc_c': 725781877.9262106, 'svc_kernel': 'rbf'}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:43:12,802] Trial 739 finished with value: 0.9965990489253103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 72}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:43:16,053] Trial 740 finished with value: 0.9975411837574564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:43:18,758] Trial 741 finished with value: 0.9974072887938196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:43:23,688] Trial 742 finished with value: 0.9971406393999885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:43:25,249] Trial 743 finished with value: 0.9973285448237318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 82}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:43:28,251] Trial 744 finished with value: 0.9971627556751681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:43:29,503] Trial 745 finished with value: 0.9943482231556114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:43:31,388] Trial 746 finished with value: 0.9974658526915108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:43:34,753] Trial 747 finished with value: 0.9974746364430443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:43:44,082] Trial 748 finished with value: 0.9966967553747121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 39, 'rf_n_estimators': 128}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:43:47,161] Trial 749 finished with value: 0.9974061499742236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:43:49,205] Trial 750 finished with value: 0.9971859102877286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:43:57,980] Trial 751 finished with value: 0.9970332924977167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 39, 'rf_n_estimators': 122}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:44:00,468] Trial 752 finished with value: 0.9974953570754809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:44:11,333] Trial 753 finished with value: 0.9966189000025579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 61, 'rf_n_estimators': 109}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:44:13,245] Trial 754 finished with value: 0.997554204614851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:44:15,454] Trial 755 finished with value: 0.9970609251068557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 94}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:44:16,347] Trial 756 finished with value: 0.9970005339308798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 118}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:44:17,747] Trial 757 finished with value: 0.9866190197420656 and parameters: {'classifier': 'SVC', 'svc_c': 9987601.576461349, 'svc_kernel': 'sigmoid'}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:44:20,521] Trial 758 finished with value: 0.9974133320722568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:44:24,211] Trial 759 finished with value: 0.9973149610310724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:44:27,460] Trial 760 finished with value: 0.9973291209302282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:44:31,609] Trial 761 finished with value: 0.9973692064151699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 113}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:44:34,791] Trial 762 finished with value: 0.9972336931991069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:44:36,559] Trial 763 finished with value: 0.9975799092095872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 77}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:44:40,617] Trial 764 finished with value: 0.9974882649861533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 107}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:44:44,367] Trial 765 finished with value: 0.9976463220187474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:44:59,316] Trial 766 finished with value: 0.9963472099307866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 57, 'rf_n_estimators': 120}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:45:10,928] Trial 767 finished with value: 0.9962068285005724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 42, 'rf_n_estimators': 117}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:45:13,297] Trial 768 finished with value: 0.9965081081408574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:45:16,697] Trial 769 finished with value: 0.9971849091471753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:45:19,514] Trial 770 finished with value: 0.9974425783635633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:45:22,888] Trial 771 finished with value: 0.9976618230349213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:45:26,797] Trial 772 finished with value: 0.9971419208497405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:45:29,278] Trial 773 finished with value: 0.9973565062058545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:45:32,067] Trial 774 finished with value: 0.9975252744013651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:45:35,552] Trial 775 finished with value: 0.9974971905426574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:45:38,231] Trial 776 finished with value: 0.9974977415762071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:45:40,167] Trial 777 finished with value: 0.9950629895546519 and parameters: {'classifier': 'SVC', 'svc_c': 1159.4400523801428, 'svc_kernel': 'rbf'}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:45:46,316] Trial 778 finished with value: 0.9973213747861035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 21, 'rf_n_estimators': 128}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:45:53,420] Trial 779 finished with value: 0.9972113557107121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 22, 'rf_n_estimators': 126}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:45:54,136] Trial 780 finished with value: 0.9873994449845364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 3, 'rf_n_estimators': 96}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:45:58,282] Trial 781 finished with value: 0.9974584280523887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:46:06,343] Trial 782 finished with value: 0.9967520842274951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 26, 'rf_n_estimators': 123}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:46:15,841] Trial 783 finished with value: 0.9971524945875175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 35, 'rf_n_estimators': 112}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:46:19,897] Trial 784 finished with value: 0.997414527702707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:46:22,343] Trial 785 finished with value: 0.9973730475271595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:46:25,436] Trial 786 finished with value: 0.9976293722623112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:46:27,385] Trial 787 finished with value: 0.9972888154381119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 85}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:46:29,514] Trial 788 finished with value: 0.9953491683303005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:46:32,906] Trial 789 finished with value: 0.9975862276874201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:46:42,805] Trial 790 finished with value: 0.9970469293561575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 47, 'rf_n_estimators': 91}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:46:44,871] Trial 791 finished with value: 0.9963070404356037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:46:48,087] Trial 792 finished with value: 0.9973778125296354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:46:50,752] Trial 793 finished with value: 0.9970480114601127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:46:53,564] Trial 794 finished with value: 0.9972950652668512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:46:55,844] Trial 795 finished with value: 0.9976874003289108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:47:01,811] Trial 796 finished with value: 0.9852051536002978 and parameters: {'classifier': 'SVC', 'svc_c': 1.991159433946417e-06, 'svc_kernel': 'sigmoid'}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:47:04,349] Trial 797 finished with value: 0.9973898693480906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:47:06,787] Trial 798 finished with value: 0.997420050098607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:47:09,020] Trial 799 finished with value: 0.9975291847337308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:47:18,203] Trial 800 finished with value: 0.9966813071386783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 33, 'rf_n_estimators': 113}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:47:20,476] Trial 801 finished with value: 0.997291740594092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:47:21,720] Trial 802 finished with value: 0.9971783310532594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 111}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:47:24,015] Trial 803 finished with value: 0.9974573410607958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:47:26,151] Trial 804 finished with value: 0.9976891151597892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:47:27,243] Trial 805 finished with value: 0.9971755733782169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 5, 'rf_n_estimators': 111}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:47:28,723] Trial 806 finished with value: 0.9976523202293562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:47:30,167] Trial 807 finished with value: 0.9973933192268948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 106}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:47:31,485] Trial 808 finished with value: 0.9975540664280019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:47:32,821] Trial 809 finished with value: 0.9972780443222885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:47:34,249] Trial 810 finished with value: 0.9972957766403092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 106}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:47:35,647] Trial 811 finished with value: 0.9974156237713415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:47:37,183] Trial 812 finished with value: 0.9971300844193148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:47:38,450] Trial 813 finished with value: 0.9972590668309439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:47:40,146] Trial 814 finished with value: 0.997175218738839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:47:41,818] Trial 815 finished with value: 0.9973663114419399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:47:43,347] Trial 816 finished with value: 0.9972057798999141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:47:44,981] Trial 817 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 5.284294912451805e-08, 'svc_kernel': 'rbf'}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:47:46,215] Trial 818 finished with value: 0.9971456390090765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:47:48,095] Trial 819 finished with value: 0.9976208726285254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:47:48,951] Trial 820 finished with value: 0.9960223436932826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 5, 'rf_n_estimators': 111}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:47:50,523] Trial 821 finished with value: 0.9973355875606132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:47:51,218] Trial 822 finished with value: 0.9963130462950481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 112}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:47:52,900] Trial 823 finished with value: 0.9972619555200682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:47:53,921] Trial 824 finished with value: 0.997667663190751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 75}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:47:55,252] Trial 825 finished with value: 0.997432703113654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 75}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:48:07,528] Trial 826 finished with value: 0.9963867986540005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 65, 'rf_n_estimators': 92}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:48:12,610] Trial 827 finished with value: 0.9966386815737881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 31, 'rf_n_estimators': 68}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:48:14,184] Trial 828 finished with value: 0.9975169653854513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 70}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:48:15,825] Trial 829 finished with value: 0.9973951841463378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 81}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:48:17,445] Trial 830 finished with value: 0.9973260288963308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 71}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:48:18,775] Trial 831 finished with value: 0.9967685124031598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 64}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:48:20,907] Trial 832 finished with value: 0.9972994833739984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 76}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:48:27,233] Trial 833 finished with value: 0.9949296032227202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 55, 'rf_n_estimators': 87}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:48:27,982] Trial 834 finished with value: 0.9892530186651228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 78}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:48:33,371] Trial 835 finished with value: 0.9852229346360065 and parameters: {'classifier': 'SVC', 'svc_c': 0.0005524256960749971, 'svc_kernel': 'sigmoid'}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:48:36,094] Trial 836 finished with value: 0.9976087162165165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:48:37,170] Trial 837 finished with value: 0.997306333969588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 60}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:48:38,842] Trial 838 finished with value: 0.9974488135611271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 6, 'rf_n_estimators': 80}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:48:48,145] Trial 839 finished with value: 0.9963346077598674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 38, 'rf_n_estimators': 89}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:48:50,003] Trial 840 finished with value: 0.9975371324770436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 82}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:48:51,845] Trial 841 finished with value: 0.9973779822639646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 85}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:48:53,993] Trial 842 finished with value: 0.9974317648776333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:49:01,915] Trial 843 finished with value: 0.9968321892142686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 32, 'rf_n_estimators': 116}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:49:03,068] Trial 844 finished with value: 0.9971913388346362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 54}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:49:04,858] Trial 845 finished with value: 0.9973312570500906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 73}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:49:06,535] Trial 846 finished with value: 0.9971249158058696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 79}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:49:08,392] Trial 847 finished with value: 0.9973880803774603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:49:12,929] Trial 848 finished with value: 0.997246435715053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 23, 'rf_n_estimators': 75}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:49:15,937] Trial 849 finished with value: 0.9975414152220156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:49:19,372] Trial 850 finished with value: 0.9974332775697791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:49:25,468] Trial 851 finished with value: 0.9968339084249784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 51, 'rf_n_estimators': 58}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:49:27,709] Trial 852 finished with value: 0.9975625911982107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:49:29,067] Trial 853 finished with value: 0.9939486138286355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:49:34,717] Trial 854 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 6.442382066337974e-06, 'svc_kernel': 'rbf'}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:49:43,514] Trial 855 finished with value: 0.9968632865555526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 40, 'rf_n_estimators': 83}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:49:47,323] Trial 856 finished with value: 0.997038707714703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:49:48,816] Trial 857 finished with value: 0.9972342611172232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 64}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:49:51,777] Trial 858 finished with value: 0.9974490230947922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 97}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:50:07,228] Trial 859 finished with value: 0.9967729741499299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 63, 'rf_n_estimators': 115}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:50:13,572] Trial 860 finished with value: 0.9964349942851275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 23, 'rf_n_estimators': 107}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:50:20,903] Trial 861 finished with value: 0.9969522705393201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 27, 'rf_n_estimators': 111}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:50:22,666] Trial 862 finished with value: 0.9973108405302834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 67}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:50:24,396] Trial 863 finished with value: 0.9973080522916363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:50:26,145] Trial 864 finished with value: 0.9973957784703931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:50:33,007] Trial 865 finished with value: 0.997012482047002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 28, 'rf_n_estimators': 113}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:50:37,972] Trial 866 finished with value: 0.9973152979289602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 119}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:50:40,159] Trial 867 finished with value: 0.997347639745334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 100}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:50:42,059] Trial 868 finished with value: 0.995761192796707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:50:42,819] Trial 869 finished with value: 0.9958017759955137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 1, 'rf_n_estimators': 72}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:50:45,154] Trial 870 finished with value: 0.9973070095744244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:50:47,699] Trial 871 finished with value: 0.997345304946171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:50:50,057] Trial 872 finished with value: 0.9972895501071942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:50:56,180] Trial 873 finished with value: 0.985399424188336 and parameters: {'classifier': 'SVC', 'svc_c': 0.10939340396153788, 'svc_kernel': 'sigmoid'}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:50:59,896] Trial 874 finished with value: 0.9975835021311403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 105}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:51:03,477] Trial 875 finished with value: 0.997464112597258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:51:06,389] Trial 876 finished with value: 0.9973912080847658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:51:07,926] Trial 877 finished with value: 0.9970310082570402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 3, 'rf_n_estimators': 116}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:51:09,577] Trial 878 finished with value: 0.9975460436562757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 90}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:51:13,982] Trial 879 finished with value: 0.9973416787950287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 20, 'rf_n_estimators': 87}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:51:17,074] Trial 880 finished with value: 0.9973346027333445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:51:19,820] Trial 881 finished with value: 0.9973963968517822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:51:24,064] Trial 882 finished with value: 0.9969896503993879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:51:32,946] Trial 883 finished with value: 0.9968685078221865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 42, 'rf_n_estimators': 94}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:51:36,345] Trial 884 finished with value: 0.9975480346386872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:51:39,004] Trial 885 finished with value: 0.9973300210172841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:51:42,120] Trial 886 finished with value: 0.997287567598804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:51:45,807] Trial 887 finished with value: 0.9973456208335639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:52:07,799] Trial 888 finished with value: 0.9960682539094305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 73, 'rf_n_estimators': 121}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:52:10,110] Trial 889 finished with value: 0.9969782190081373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 76}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:52:11,954] Trial 890 finished with value: 0.9971986518515376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 116}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:52:16,102] Trial 891 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.3782694540043501e-08, 'svc_kernel': 'rbf'}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:52:18,111] Trial 892 finished with value: 0.9974553715014719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:52:20,329] Trial 893 finished with value: 0.997031662470527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:52:22,404] Trial 894 finished with value: 0.997318135964384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:52:23,562] Trial 895 finished with value: 0.9972153963271881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 114}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:52:26,299] Trial 896 finished with value: 0.9966758858914897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:52:28,986] Trial 897 finished with value: 0.9972440723835111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:52:31,501] Trial 898 finished with value: 0.9969198668975027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:52:33,808] Trial 899 finished with value: 0.9948312747738077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:52:36,817] Trial 900 finished with value: 0.9974802677317047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:52:39,169] Trial 901 finished with value: 0.9973530290007121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:52:42,664] Trial 902 finished with value: 0.9973662711982735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:52:44,116] Trial 903 finished with value: 0.9974006805488914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 112}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:52:44,511] Trial 904 finished with value: 0.9947298320427245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 6}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:52:47,240] Trial 905 finished with value: 0.9973832803045966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 104}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:52:51,807] Trial 906 finished with value: 0.9972194839792429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 16, 'rf_n_estimators': 124}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:52:54,519] Trial 907 finished with value: 0.99734427965307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 98}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:52:57,549] Trial 908 finished with value: 0.9971105740802417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:53:01,002] Trial 909 finished with value: 0.9971870000405194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:53:03,757] Trial 910 finished with value: 0.9876864323468536 and parameters: {'classifier': 'SVC', 'svc_c': 59570.69983544554, 'svc_kernel': 'sigmoid'}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:53:05,455] Trial 911 finished with value: 0.9975620264538853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 84}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:53:07,411] Trial 912 finished with value: 0.9972665903971235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 62}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:53:13,744] Trial 913 finished with value: 0.9966714960945557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 29, 'rf_n_estimators': 107}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:53:17,046] Trial 914 finished with value: 0.9974704321859176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:53:20,569] Trial 915 finished with value: 0.9969512980898353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:53:23,130] Trial 916 finished with value: 0.9975527718704941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:53:26,229] Trial 917 finished with value: 0.9974882235364461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:53:29,689] Trial 918 finished with value: 0.997335513928668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:53:33,494] Trial 919 finished with value: 0.9973486088940766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:53:35,573] Trial 920 finished with value: 0.9973648206489503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 69}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:53:38,479] Trial 921 finished with value: 0.9963010733598825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:53:41,073] Trial 922 finished with value: 0.9976592939045509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:53:43,146] Trial 923 finished with value: 0.9975246405636149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:53:45,547] Trial 924 finished with value: 0.9975074163377547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:53:47,725] Trial 925 finished with value: 0.9974204913189966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:53:50,186] Trial 926 finished with value: 0.9975096538919695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:53:52,419] Trial 927 finished with value: 0.9974254653155933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:53:53,164] Trial 928 finished with value: 0.9858598601036405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:53:55,733] Trial 929 finished with value: 0.9973206127906832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:53:58,255] Trial 930 finished with value: 0.9975133061316717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:53:59,603] Trial 931 finished with value: 0.9955021469803204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:54:05,158] Trial 932 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 8.450994196004657e-10, 'svc_kernel': 'rbf'}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:54:12,068] Trial 933 finished with value: 0.9971505306458033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 25, 'rf_n_estimators': 117}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:54:14,230] Trial 934 finished with value: 0.9967437926991684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:54:22,321] Trial 935 finished with value: 0.9968489091882548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 33, 'rf_n_estimators': 119}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:54:25,007] Trial 936 finished with value: 0.9973934822645255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:54:29,640] Trial 937 finished with value: 0.9972630567302437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 115}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:54:32,125] Trial 938 finished with value: 0.9975182475334373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:54:42,831] Trial 939 finished with value: 0.9961346393605147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 39, 'rf_n_estimators': 122}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:54:45,678] Trial 940 finished with value: 0.997405235033827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:54:51,194] Trial 941 finished with value: 0.9973887038686525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 119}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:54:54,177] Trial 942 finished with value: 0.9974307865566354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:54:56,396] Trial 943 finished with value: 0.9974546882795378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:54:57,421] Trial 944 finished with value: 0.9970353805981249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 2, 'rf_n_estimators': 57}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:54:59,276] Trial 945 finished with value: 0.9973419926829337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:55:02,951] Trial 946 finished with value: 0.9973113436395927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:55:06,003] Trial 947 finished with value: 0.9972879291887837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:55:09,553] Trial 948 finished with value: 0.9867325520133865 and parameters: {'classifier': 'SVC', 'svc_c': 3745066163.687825, 'svc_kernel': 'sigmoid'}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:55:20,129] Trial 949 finished with value: 0.9972836507919052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 32, 'rf_n_estimators': 123}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:55:21,984] Trial 950 finished with value: 0.9970409525686361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 14, 'rf_n_estimators': 52}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:55:25,120] Trial 951 finished with value: 0.9975610854884044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:55:28,432] Trial 952 finished with value: 0.9969217977048417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 32, 'rf_n_estimators': 41}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:55:31,731] Trial 953 finished with value: 0.9976118645534617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:55:34,369] Trial 954 finished with value: 0.9971422707284324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:55:37,944] Trial 955 finished with value: 0.9971280911200363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:55:40,853] Trial 956 finished with value: 0.9974654420347259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:55:43,785] Trial 957 finished with value: 0.9971752151841934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:55:47,474] Trial 958 finished with value: 0.9975883316250442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:55:50,131] Trial 959 finished with value: 0.9973945671296787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:55:56,363] Trial 960 finished with value: 0.9967527731622523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 19, 'rf_n_estimators': 126}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:56:01,344] Trial 961 finished with value: 0.9972423893222779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:56:04,622] Trial 962 finished with value: 0.9974774905061116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:56:06,740] Trial 963 finished with value: 0.9970658170609616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 67}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:56:09,368] Trial 964 finished with value: 0.9974334249606214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:56:11,475] Trial 965 finished with value: 0.9965406220719034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 33, 'rf_n_estimators': 24}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:56:12,822] Trial 966 finished with value: 0.9973934327216519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 73}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:57:39,569] Trial 967 finished with value: 0.9898241535770104 and parameters: {'classifier': 'SVC', 'svc_c': 43629725.40275487, 'svc_kernel': 'rbf'}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:57:41,795] Trial 968 finished with value: 0.9973106701611961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:58:00,513] Trial 969 finished with value: 0.9963562907173961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 69, 'rf_n_estimators': 123}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:58:02,663] Trial 970 finished with value: 0.9970025658551919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:58:04,471] Trial 971 finished with value: 0.9974479683171754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:58:09,593] Trial 972 finished with value: 0.9965733278268623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 16, 'rf_n_estimators': 113}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:58:12,834] Trial 973 finished with value: 0.9976099109265674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:58:13,805] Trial 974 finished with value: 0.9930854453223567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:58:17,059] Trial 975 finished with value: 0.9973668037286227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:58:17,921] Trial 976 finished with value: 0.9915493390113334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 4, 'rf_n_estimators': 108}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:58:21,832] Trial 977 finished with value: 0.9974138043005819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:58:22,795] Trial 978 finished with value: 0.9962031873691379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 19}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:58:25,931] Trial 979 finished with value: 0.9973502322563058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:58:28,588] Trial 980 finished with value: 0.9970224798369721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:58:31,057] Trial 981 finished with value: 0.9974657860101672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:58:34,497] Trial 982 finished with value: 0.9973863066092875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:58:36,780] Trial 983 finished with value: 0.9975864305243868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:58:41,862] Trial 984 finished with value: 0.9965036121806232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 43, 'rf_n_estimators': 47}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:58:45,704] Trial 985 finished with value: 0.9974544266639666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:58:51,527] Trial 986 finished with value: 0.9852050716847586 and parameters: {'classifier': 'SVC', 'svc_c': 5.500092726641412e-07, 'svc_kernel': 'sigmoid'}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:58:53,493] Trial 987 finished with value: 0.9963372069040616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:58:57,465] Trial 988 finished with value: 0.9975380105062538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:59:00,302] Trial 989 finished with value: 0.9976386999063652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:59:03,763] Trial 990 finished with value: 0.9973755084210288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:59:06,443] Trial 991 finished with value: 0.9974511245885974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:59:11,029] Trial 992 finished with value: 0.9971983187939365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:59:30,958] Trial 993 finished with value: 0.9955430585077799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 71, 'rf_n_estimators': 118}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:59:33,955] Trial 994 finished with value: 0.9971368272647085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 61}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:59:34,925] Trial 995 finished with value: 0.9966279798052925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 29}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:59:36,172] Trial 996 finished with value: 0.9969482267173158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 1, 'rf_n_estimators': 121}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:59:48,431] Trial 997 finished with value: 0.9969872505375145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 43, 'rf_n_estimators': 114}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:59:49,849] Trial 998 finished with value: 0.9976572353203966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 70}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:59:51,354] Trial 999 finished with value: 0.9974192740432933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 73}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:59:52,772] Trial 1000 finished with value: 0.9973634369713983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 73}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:59:54,278] Trial 1001 finished with value: 0.9969820064513254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 71}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 15:59:55,527] Trial 1002 finished with value: 0.9973319510311754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 69}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:00:05,939] Trial 1003 finished with value: 0.9965829321619936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 58, 'rf_n_estimators': 77}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:00:07,265] Trial 1004 finished with value: 0.9973042597069074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 72}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:00:09,055] Trial 1005 finished with value: 0.9967519287752241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 74}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:00:14,360] Trial 1006 finished with value: 0.9850741337419606 and parameters: {'classifier': 'SVC', 'svc_c': 1.3347056005149842e-10, 'svc_kernel': 'rbf'}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:00:15,893] Trial 1007 finished with value: 0.9970674505793212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 71}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:00:17,621] Trial 1008 finished with value: 0.9964001066125062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 67}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:00:19,375] Trial 1009 finished with value: 0.997376266100094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 74}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:00:20,643] Trial 1010 finished with value: 0.9972657499455958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 68}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:00:22,364] Trial 1011 finished with value: 0.9972236586883779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 71}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:00:23,800] Trial 1012 finished with value: 0.9968176600128215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 6, 'rf_n_estimators': 69}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:00:25,620] Trial 1013 finished with value: 0.9976728063503942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 77}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:00:27,774] Trial 1014 finished with value: 0.9971788693916458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 82}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:00:29,573] Trial 1015 finished with value: 0.997238931540735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 4, 'rf_n_estimators': 108}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:00:31,262] Trial 1016 finished with value: 0.9972838121156888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 76}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:00:36,291] Trial 1017 finished with value: 0.997357555968882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 113}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:00:50,261] Trial 1018 finished with value: 0.9964364130965432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 71, 'rf_n_estimators': 81}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:00:52,837] Trial 1019 finished with value: 0.9974098143060687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:00:54,893] Trial 1020 finished with value: 0.9973229054736429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 79}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:00:56,800] Trial 1021 finished with value: 0.9974807066987029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:00:59,071] Trial 1022 finished with value: 0.9973981288846065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 78}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:01:08,107] Trial 1023 finished with value: 0.9969855644611801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 35, 'rf_n_estimators': 115}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:01:11,854] Trial 1024 finished with value: 0.9971566556810902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 26, 'rf_n_estimators': 79}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:01:12,581] Trial 1025 finished with value: 0.9930943954440014 and parameters: {'classifier': 'SVC', 'svc_c': 2215.657563291186, 'svc_kernel': 'sigmoid'}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:01:13,980] Trial 1026 finished with value: 0.9974619378206243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 76}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:01:21,432] Trial 1027 finished with value: 0.9967404403509539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 51, 'rf_n_estimators': 78}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:01:22,426] Trial 1028 finished with value: 0.9970173429614343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 82}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:01:23,143] Trial 1029 finished with value: 0.9907842814858251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 13, 'rf_n_estimators': 80}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:01:24,767] Trial 1030 finished with value: 0.9973359361380512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:01:28,199] Trial 1031 finished with value: 0.9975195797321034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 118}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:01:29,463] Trial 1032 finished with value: 0.9975034670312389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 75}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:01:35,869] Trial 1033 finished with value: 0.9969472839110364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 31, 'rf_n_estimators': 111}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:01:41,356] Trial 1034 finished with value: 0.9971076851689521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 24, 'rf_n_estimators': 113}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:01:43,862] Trial 1035 finished with value: 0.997439523716921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:01:45,630] Trial 1036 finished with value: 0.9966229900349556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:01:48,587] Trial 1037 finished with value: 0.996864505100772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 14, 'rf_n_estimators': 109}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:01:49,838] Trial 1038 finished with value: 0.9969902806190166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 118}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:02:04,316] Trial 1039 finished with value: 0.9962973451078918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 50, 'rf_n_estimators': 114}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:02:06,384] Trial 1040 finished with value: 0.9975040256501483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:02:07,284] Trial 1041 finished with value: 0.9975839498895388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 37}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:02:14,055] Trial 1042 finished with value: 0.9971597911324449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 23, 'rf_n_estimators': 116}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:03:18,912] Trial 1043 finished with value: 0.9905953494994645 and parameters: {'classifier': 'SVC', 'svc_c': 132819684.58707243, 'svc_kernel': 'rbf'}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:03:20,566] Trial 1044 finished with value: 0.9964609272975838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 76}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:03:23,677] Trial 1045 finished with value: 0.997085253196807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:03:26,407] Trial 1046 finished with value: 0.9975852007439481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:03:29,649] Trial 1047 finished with value: 0.9971901001993212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:03:31,445] Trial 1048 finished with value: 0.9975012531852413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 64}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:03:33,735] Trial 1049 finished with value: 0.9977436584993621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 84}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:03:36,199] Trial 1050 finished with value: 0.9973868910945916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 83}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:03:39,817] Trial 1051 finished with value: 0.9974332830286992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:03:42,267] Trial 1052 finished with value: 0.9976150305684214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 86}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:03:45,268] Trial 1053 finished with value: 0.997311994520599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 79}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:03:47,497] Trial 1054 finished with value: 0.9936047253493375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 35, 'rf_n_estimators': 85}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:03:50,927] Trial 1055 finished with value: 0.9971227326186906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 17, 'rf_n_estimators': 78}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:03:53,583] Trial 1056 finished with value: 0.9973150993448732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 82}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:03:55,808] Trial 1057 finished with value: 0.9972046403503464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 79}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:03:57,849] Trial 1058 finished with value: 0.9976129281224789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 74}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:04:00,075] Trial 1059 finished with value: 0.9975362370237223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 76}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:04:02,796] Trial 1060 finished with value: 0.9975667619718451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 89}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:04:05,161] Trial 1061 finished with value: 0.9972100568368489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 81}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:04:07,471] Trial 1062 finished with value: 0.9972514705214804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 86}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:04:13,518] Trial 1063 finished with value: 0.9853507555036981 and parameters: {'classifier': 'SVC', 'svc_c': 0.0033782796216417933, 'svc_kernel': 'sigmoid'}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:04:27,250] Trial 1064 finished with value: 0.9961800658592151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 69, 'rf_n_estimators': 84}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:04:30,074] Trial 1065 finished with value: 0.9964517716412505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 13, 'rf_n_estimators': 76}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:04:31,716] Trial 1066 finished with value: 0.9906905553508748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 15, 'rf_n_estimators': 112}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:04:35,158] Trial 1067 finished with value: 0.9973790641457544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:04:44,051] Trial 1068 finished with value: 0.9964344683245251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 50, 'rf_n_estimators': 79}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:04:45,228] Trial 1069 finished with value: 0.996961809875217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 1, 'rf_n_estimators': 111}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:04:47,888] Trial 1070 finished with value: 0.9971192334826539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:04:50,897] Trial 1071 finished with value: 0.9975500318417286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:05:05,788] Trial 1072 finished with value: 0.9959059981738435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 74, 'rf_n_estimators': 84}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:05:09,502] Trial 1073 finished with value: 0.9975455988495024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:05:11,828] Trial 1074 finished with value: 0.9976161875103625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 87}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:05:14,382] Trial 1075 finished with value: 0.9972882677687807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 81}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:05:16,622] Trial 1076 finished with value: 0.9970245560356652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 91}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:05:22,183] Trial 1077 finished with value: 0.9968704295207457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 26, 'rf_n_estimators': 114}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:05:25,052] Trial 1078 finished with value: 0.9975317322720875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:05:29,014] Trial 1079 finished with value: 0.997047587314717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 103}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:05:34,451] Trial 1080 finished with value: 0.9971662830579423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 117}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:05:38,021] Trial 1081 finished with value: 0.9963715274520147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 22, 'rf_n_estimators': 108}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:05:41,295] Trial 1082 finished with value: 0.9973159435097361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:05:46,650] Trial 1083 finished with value: 0.9945617497986082 and parameters: {'classifier': 'SVC', 'svc_c': 472465.6673242969, 'svc_kernel': 'rbf'}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:05:50,267] Trial 1084 finished with value: 0.9974437857687772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:05:52,828] Trial 1085 finished with value: 0.9973637942767607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:05:54,730] Trial 1086 finished with value: 0.9970409147370506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 80}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:05:58,933] Trial 1087 finished with value: 0.9973996081567358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:06:01,513] Trial 1088 finished with value: 0.9973199552447162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:06:03,637] Trial 1089 finished with value: 0.9972408177880516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 76}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:06:07,042] Trial 1090 finished with value: 0.9977660804740665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:06:11,698] Trial 1091 finished with value: 0.9971118045906522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 106}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:06:16,492] Trial 1092 finished with value: 0.997302212421448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 15, 'rf_n_estimators': 110}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:06:20,691] Trial 1093 finished with value: 0.9972134950043653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:06:24,740] Trial 1094 finished with value: 0.9974142644367646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:06:28,488] Trial 1095 finished with value: 0.9974792184447457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:06:32,637] Trial 1096 finished with value: 0.9974733664824148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:06:36,312] Trial 1097 finished with value: 0.9975176997688924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:06:39,674] Trial 1098 finished with value: 0.9970726298567034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:06:49,964] Trial 1099 finished with value: 0.9969659062869343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 41, 'rf_n_estimators': 112}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:06:53,716] Trial 1100 finished with value: 0.9863568862716128 and parameters: {'classifier': 'SVC', 'svc_c': 1.0077633428708546, 'svc_kernel': 'sigmoid'}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:06:58,193] Trial 1101 finished with value: 0.9972361920197756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 16, 'rf_n_estimators': 116}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:07:01,795] Trial 1102 finished with value: 0.9975223202051998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:07:05,235] Trial 1103 finished with value: 0.9970279649090927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:07:09,513] Trial 1104 finished with value: 0.9974995634907854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:07:12,810] Trial 1105 finished with value: 0.9974530920214816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:07:24,521] Trial 1106 finished with value: 0.9968485948242812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 44, 'rf_n_estimators': 118}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:07:27,768] Trial 1107 finished with value: 0.9970747515675557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 77}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:07:29,204] Trial 1108 finished with value: 0.9964917683870028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 3, 'rf_n_estimators': 114}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:07:32,201] Trial 1109 finished with value: 0.9969839522389566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:07:35,765] Trial 1110 finished with value: 0.9971683978181929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:07:41,623] Trial 1111 finished with value: 0.9967445380004495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 28, 'rf_n_estimators': 84}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:07:44,926] Trial 1112 finished with value: 0.997471859249189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 88}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:07:47,000] Trial 1113 finished with value: 0.9971278612106346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 73}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:07:48,800] Trial 1114 finished with value: 0.9972213575313966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 3, 'rf_n_estimators': 118}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:07:50,122] Trial 1115 finished with value: 0.9948598314003849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 5, 'rf_n_estimators': 108}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:07:53,446] Trial 1116 finished with value: 0.9974574707418857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:07:56,783] Trial 1117 finished with value: 0.9975980355219912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:07:58,550] Trial 1118 finished with value: 0.9974515463853876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:08:17,473] Trial 1119 finished with value: 0.9924655202965972 and parameters: {'classifier': 'SVC', 'svc_c': 4326247.950832281, 'svc_kernel': 'rbf'}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:08:20,513] Trial 1120 finished with value: 0.9970003573094247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:08:21,929] Trial 1121 finished with value: 0.9941439252613492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:08:36,002] Trial 1122 finished with value: 0.9963682412138614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 58, 'rf_n_estimators': 113}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:08:39,224] Trial 1123 finished with value: 0.9976516937865384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:08:46,488] Trial 1124 finished with value: 0.996734272755133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 45, 'rf_n_estimators': 81}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:08:49,029] Trial 1125 finished with value: 0.9974574874677629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:08:53,907] Trial 1126 finished with value: 0.9970763628693801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 19, 'rf_n_estimators': 117}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:08:59,601] Trial 1127 finished with value: 0.9972545431635164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 20, 'rf_n_estimators': 110}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:09:02,800] Trial 1128 finished with value: 0.9972531598033433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:09:06,518] Trial 1129 finished with value: 0.9970417989868906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:09:07,558] Trial 1130 finished with value: 0.9966636941234519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 78}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:09:26,002] Trial 1131 finished with value: 0.9963425636598225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 74, 'rf_n_estimators': 116}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:09:29,771] Trial 1132 finished with value: 0.9970926529534095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:09:32,411] Trial 1133 finished with value: 0.9972209565229356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:09:34,628] Trial 1134 finished with value: 0.9973127958710247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 74}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:09:43,284] Trial 1135 finished with value: 0.997140087001709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 29, 'rf_n_estimators': 119}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:09:45,778] Trial 1136 finished with value: 0.9974779660986549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:09:50,179] Trial 1137 finished with value: 0.9948908760250045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 39, 'rf_n_estimators': 112}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:09:56,077] Trial 1138 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 3.8710456156787894e-05, 'svc_kernel': 'sigmoid'}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:09:59,988] Trial 1139 finished with value: 0.9974637385977562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:10:04,301] Trial 1140 finished with value: 0.997575040741533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:10:11,601] Trial 1141 finished with value: 0.9943449475496574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 60, 'rf_n_estimators': 117}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:10:20,996] Trial 1142 finished with value: 0.9966220231078667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 50, 'rf_n_estimators': 105}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:10:23,803] Trial 1143 finished with value: 0.9972276737875762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 92}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:10:26,797] Trial 1144 finished with value: 0.9976464218662043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:10:29,383] Trial 1145 finished with value: 0.9976249948748993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 83}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:10:43,273] Trial 1146 finished with value: 0.9966900333811237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 48, 'rf_n_estimators': 120}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:10:46,094] Trial 1147 finished with value: 0.9972010706926794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:10:48,291] Trial 1148 finished with value: 0.99700306731413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:10:51,278] Trial 1149 finished with value: 0.997295839767007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:10:55,678] Trial 1150 finished with value: 0.997568144284667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:10:56,933] Trial 1151 finished with value: 0.9967844404211408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 116}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:11:00,872] Trial 1152 finished with value: 0.9972003878198623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 89}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:11:03,330] Trial 1153 finished with value: 0.9975350744006959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:11:07,837] Trial 1154 finished with value: 0.9967453449050089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 29, 'rf_n_estimators': 80}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:11:09,026] Trial 1155 finished with value: 0.9961591894888665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 4, 'rf_n_estimators': 113}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:11:15,532] Trial 1156 finished with value: 0.9973234794536996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 21, 'rf_n_estimators': 118}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:15:10,924] Trial 1157 finished with value: 0.9897286203808223 and parameters: {'classifier': 'SVC', 'svc_c': 1130079608.4436588, 'svc_kernel': 'rbf'}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:15:12,271] Trial 1158 finished with value: 0.9973011488206929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 76}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:15:14,649] Trial 1159 finished with value: 0.997340014141782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:15:17,380] Trial 1160 finished with value: 0.9970191239341121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:15:21,350] Trial 1161 finished with value: 0.9973035121522348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:15:24,508] Trial 1162 finished with value: 0.9971616475461288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:15:26,585] Trial 1163 finished with value: 0.996889508985987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:15:28,974] Trial 1164 finished with value: 0.9972671031230188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 86}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:15:31,949] Trial 1165 finished with value: 0.9974743860626923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:15:35,505] Trial 1166 finished with value: 0.9974047909570257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:15:39,248] Trial 1167 finished with value: 0.9973374308665414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:15:42,145] Trial 1168 finished with value: 0.9974212466494565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 94}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:15:43,163] Trial 1169 finished with value: 0.9899241895888206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:15:45,691] Trial 1170 finished with value: 0.9973769111730634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:15:49,379] Trial 1171 finished with value: 0.9971582724100968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:15:51,478] Trial 1172 finished with value: 0.9975821737092853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 72}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:15:55,303] Trial 1173 finished with value: 0.9974876318148992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:16:02,798] Trial 1174 finished with value: 0.9969691377771971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 33, 'rf_n_estimators': 103}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:16:05,984] Trial 1175 finished with value: 0.9970256870477358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:16:11,517] Trial 1176 finished with value: 0.9852050722560408 and parameters: {'classifier': 'SVC', 'svc_c': 4.6222386708824127e-10, 'svc_kernel': 'sigmoid'}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:16:13,784] Trial 1177 finished with value: 0.9975470208347089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 78}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:16:18,828] Trial 1178 finished with value: 0.9970627991350782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:16:23,837] Trial 1179 finished with value: 0.9971844447263752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 111}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:16:25,398] Trial 1180 finished with value: 0.9941908699111156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:16:29,693] Trial 1181 finished with value: 0.9973768199583173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:16:31,387] Trial 1182 finished with value: 0.9972329357422072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 65}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:16:33,868] Trial 1183 finished with value: 0.9973845839391459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:16:35,547] Trial 1184 finished with value: 0.9974184427322831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 81}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:16:39,029] Trial 1185 finished with value: 0.9971493299372879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:16:41,421] Trial 1186 finished with value: 0.9971734105667746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 75}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:16:43,608] Trial 1187 finished with value: 0.9973446740600463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:16:44,726] Trial 1188 finished with value: 0.9972388866633337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 116}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:16:47,919] Trial 1189 finished with value: 0.9974477510394607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:16:50,175] Trial 1190 finished with value: 0.9961044444548918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 14, 'rf_n_estimators': 110}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:16:53,405] Trial 1191 finished with value: 0.9971165049430107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:16:55,173] Trial 1192 finished with value: 0.997662080810206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 83}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:16:56,957] Trial 1193 finished with value: 0.9973967348287589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:16:58,701] Trial 1194 finished with value: 0.9972242080080802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 6, 'rf_n_estimators': 87}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:17:00,469] Trial 1195 finished with value: 0.9936900761044095 and parameters: {'classifier': 'SVC', 'svc_c': 222.6558878112755, 'svc_kernel': 'rbf'}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:17:01,966] Trial 1196 finished with value: 0.9974940962553687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 83}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:17:03,658] Trial 1197 finished with value: 0.9974321421461395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 83}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:17:05,162] Trial 1198 finished with value: 0.9974284655634622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 88}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:17:06,666] Trial 1199 finished with value: 0.9973795869960421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 86}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:17:08,392] Trial 1200 finished with value: 0.997487338270993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 82}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:17:10,256] Trial 1201 finished with value: 0.9975635555862671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 84}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:17:11,917] Trial 1202 finished with value: 0.9971863458587706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 80}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:17:13,453] Trial 1203 finished with value: 0.9973647200080458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 84}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:17:16,832] Trial 1204 finished with value: 0.9972365697326125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 87}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:17:18,169] Trial 1205 finished with value: 0.9973625190159007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 82}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:17:19,779] Trial 1206 finished with value: 0.9972499472288735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 79}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:17:21,533] Trial 1207 finished with value: 0.9975864305561247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 85}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:17:29,635] Trial 1208 finished with value: 0.9956891715819177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 61, 'rf_n_estimators': 79}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:17:30,592] Trial 1209 finished with value: 0.997126048595263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 4, 'rf_n_estimators': 77}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:17:32,704] Trial 1210 finished with value: 0.9973641556128371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 90}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:17:35,584] Trial 1211 finished with value: 0.997147336701485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 82}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:17:37,489] Trial 1212 finished with value: 0.9975166006851567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 77}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:17:39,698] Trial 1213 finished with value: 0.9972926788301127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 75}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:17:44,240] Trial 1214 finished with value: 0.9853858234793719 and parameters: {'classifier': 'SVC', 'svc_c': 0.016553430234201034, 'svc_kernel': 'sigmoid'}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:17:45,942] Trial 1215 finished with value: 0.9971620046610637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 86}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:17:46,816] Trial 1216 finished with value: 0.996816835588937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 80}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:17:49,936] Trial 1217 finished with value: 0.9974391580327512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 85}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:17:51,958] Trial 1218 finished with value: 0.9972010186107733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:17:54,467] Trial 1219 finished with value: 0.9975099484197508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:17:57,547] Trial 1220 finished with value: 0.9967842640853268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 16, 'rf_n_estimators': 106}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:17:59,005] Trial 1221 finished with value: 0.9975240145016522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 80}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:18:01,701] Trial 1222 finished with value: 0.9974214103853211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:18:04,633] Trial 1223 finished with value: 0.9971111761483465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 100}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:18:07,468] Trial 1224 finished with value: 0.9972873203605048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 83}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:18:09,283] Trial 1225 finished with value: 0.9954075035563683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:18:12,246] Trial 1226 finished with value: 0.9975471046862604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 74}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:18:15,012] Trial 1227 finished with value: 0.997374029720182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:18:15,548] Trial 1228 finished with value: 0.9968226439116452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 14}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:18:27,832] Trial 1229 finished with value: 0.9963952137380009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 50, 'rf_n_estimators': 114}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:18:29,773] Trial 1230 finished with value: 0.9968495191908363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:18:32,807] Trial 1231 finished with value: 0.9959416388917955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 19, 'rf_n_estimators': 119}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:18:35,885] Trial 1232 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.2351193829896143e-08, 'svc_kernel': 'rbf'}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:18:37,729] Trial 1233 finished with value: 0.9974889563964675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 90}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:18:44,975] Trial 1234 finished with value: 0.9962572776818196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 45, 'rf_n_estimators': 112}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:18:51,620] Trial 1235 finished with value: 0.9966921545206935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 30, 'rf_n_estimators': 116}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:18:55,918] Trial 1236 finished with value: 0.9971237913952837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 29, 'rf_n_estimators': 77}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:19:05,378] Trial 1237 finished with value: 0.9955663188393098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 74, 'rf_n_estimators': 71}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:19:08,144] Trial 1238 finished with value: 0.9973832418382527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:19:10,254] Trial 1239 finished with value: 0.9975406087300489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 114}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:19:11,504] Trial 1240 finished with value: 0.9967679998359541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 109}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:19:17,545] Trial 1241 finished with value: 0.9975726468146483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 22, 'rf_n_estimators': 105}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:19:19,609] Trial 1242 finished with value: 0.9975088024908637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:19:22,381] Trial 1243 finished with value: 0.997248374456869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 88}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:19:28,177] Trial 1244 finished with value: 0.9973328479127025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 24, 'rf_n_estimators': 112}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:19:29,037] Trial 1245 finished with value: 0.9874684358639206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 4, 'rf_n_estimators': 116}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:19:31,475] Trial 1246 finished with value: 0.9974596998538169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 81}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:19:35,070] Trial 1247 finished with value: 0.9975339202199528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:19:40,227] Trial 1248 finished with value: 0.9972150634917525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 27, 'rf_n_estimators': 84}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:19:40,962] Trial 1249 finished with value: 0.994061881151905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 25, 'rf_n_estimators': 6}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:19:44,654] Trial 1250 finished with value: 0.9970893130464548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:19:49,451] Trial 1251 finished with value: 0.9854041740200922 and parameters: {'classifier': 'SVC', 'svc_c': 0.2747961690176998, 'svc_kernel': 'sigmoid'}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:19:52,532] Trial 1252 finished with value: 0.9975612552227334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:19:54,916] Trial 1253 finished with value: 0.9969417682753109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:19:56,137] Trial 1254 finished with value: 0.9970241165925984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 114}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:19:58,248] Trial 1255 finished with value: 0.9970713229531496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:20:00,234] Trial 1256 finished with value: 0.9976078873175872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 78}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:20:02,301] Trial 1257 finished with value: 0.9975173870235522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:20:05,003] Trial 1258 finished with value: 0.9974111216222153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:20:08,766] Trial 1259 finished with value: 0.9976905507922957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:20:14,207] Trial 1260 finished with value: 0.9969280892689291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:20:18,257] Trial 1261 finished with value: 0.9974159790454777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:20:22,901] Trial 1262 finished with value: 0.9969740558516006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:20:33,202] Trial 1263 finished with value: 0.9965362003783728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 37, 'rf_n_estimators': 119}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:20:36,924] Trial 1264 finished with value: 0.9974544955987016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:20:41,401] Trial 1265 finished with value: 0.9972027415030804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:20:46,383] Trial 1266 finished with value: 0.9973422973351074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:20:49,834] Trial 1267 finished with value: 0.9972910131612528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:20:55,719] Trial 1268 finished with value: 0.9972913770363618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 122}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:21:06,784] Trial 1269 finished with value: 0.9967344190986243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 38, 'rf_n_estimators': 119}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:21:10,058] Trial 1270 finished with value: 0.9971380438739156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 97}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:21:16,300] Trial 1271 finished with value: 0.9969247687855737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 21, 'rf_n_estimators': 115}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:21:18,374] Trial 1272 finished with value: 0.9914595385698961 and parameters: {'classifier': 'SVC', 'svc_c': 18.513820548261798, 'svc_kernel': 'rbf'}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:21:22,371] Trial 1273 finished with value: 0.997574437721291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:21:36,946] Trial 1274 finished with value: 0.9959815389956196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 55, 'rf_n_estimators': 121}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:21:40,964] Trial 1275 finished with value: 0.9970487865632888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:21:45,126] Trial 1276 finished with value: 0.9972980391722569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:21:50,018] Trial 1277 finished with value: 0.9972976232469795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 16, 'rf_n_estimators': 112}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:21:53,605] Trial 1278 finished with value: 0.9970468830822883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:21:56,487] Trial 1279 finished with value: 0.9976697989614962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:21:59,392] Trial 1280 finished with value: 0.9974584215461176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:22:02,856] Trial 1281 finished with value: 0.997570776087168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:22:11,423] Trial 1282 finished with value: 0.9964304509401974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 37, 'rf_n_estimators': 103}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:22:14,328] Trial 1283 finished with value: 0.9977294780023044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:22:17,268] Trial 1284 finished with value: 0.9969180633274348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:22:19,939] Trial 1285 finished with value: 0.9975067479056857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 100}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:22:23,378] Trial 1286 finished with value: 0.9967916044920425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 104}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:22:26,628] Trial 1287 finished with value: 0.9969289090273411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:22:29,645] Trial 1288 finished with value: 0.9970645881691844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:22:32,859] Trial 1289 finished with value: 0.9973592044675339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:22:35,847] Trial 1290 finished with value: 0.9876698056188395 and parameters: {'classifier': 'SVC', 'svc_c': 2.726991481106339, 'svc_kernel': 'sigmoid'}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:22:43,796] Trial 1291 finished with value: 0.9970453429051146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 34, 'rf_n_estimators': 106}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:22:46,101] Trial 1292 finished with value: 0.9973932966295046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:22:50,148] Trial 1293 finished with value: 0.9969727792894866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 106}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:22:53,702] Trial 1294 finished with value: 0.9970822107692591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 103}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:22:56,724] Trial 1295 finished with value: 0.9975213071946691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:23:00,289] Trial 1296 finished with value: 0.9970799544262032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:23:03,837] Trial 1297 finished with value: 0.9976425225151546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 99}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:23:06,781] Trial 1298 finished with value: 0.9973446911667785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 103}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:23:20,642] Trial 1299 finished with value: 0.9965813499638303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 55, 'rf_n_estimators': 111}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:23:23,817] Trial 1300 finished with value: 0.9971220386058678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 104}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:23:26,885] Trial 1301 finished with value: 0.9969905613408082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:23:28,930] Trial 1302 finished with value: 0.9965911755756524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:23:31,755] Trial 1303 finished with value: 0.9972559001494882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:23:35,227] Trial 1304 finished with value: 0.9975784393001406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 95}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:23:38,823] Trial 1305 finished with value: 0.9968935775952973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:23:43,028] Trial 1306 finished with value: 0.9970260951654879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 101}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:23:47,529] Trial 1307 finished with value: 0.997442072493056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 107}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:23:56,442] Trial 1308 finished with value: 0.9963612212013219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 35, 'rf_n_estimators': 107}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:23:59,951] Trial 1309 finished with value: 0.9972079585485724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:24:39,418] Trial 1310 finished with value: 0.9897678916614859 and parameters: {'classifier': 'SVC', 'svc_c': 24490891.534482498, 'svc_kernel': 'rbf'}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:24:42,882] Trial 1311 finished with value: 0.997306067117262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:24:44,349] Trial 1312 finished with value: 0.9910413030267354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 13, 'rf_n_estimators': 108}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:24:47,382] Trial 1313 finished with value: 0.9967973501006456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:24:49,826] Trial 1314 finished with value: 0.997031301578781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:24:52,861] Trial 1315 finished with value: 0.9967044553401815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 11, 'rf_n_estimators': 100}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:24:56,082] Trial 1316 finished with value: 0.9969830669100278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:25:01,809] Trial 1317 finished with value: 0.9971425814742846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 22, 'rf_n_estimators': 113}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:25:03,960] Trial 1318 finished with value: 0.9956927651699669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 14, 'rf_n_estimators': 109}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:25:07,101] Trial 1319 finished with value: 0.9971374478042755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:25:10,102] Trial 1320 finished with value: 0.9974347196768188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:25:13,739] Trial 1321 finished with value: 0.9973888671601864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:25:16,335] Trial 1322 finished with value: 0.9974592320053229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:25:20,584] Trial 1323 finished with value: 0.9973298418885342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 101}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:25:22,915] Trial 1324 finished with value: 0.9974253823209652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 92}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:25:26,533] Trial 1325 finished with value: 0.9966759155664332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 110}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:25:30,612] Trial 1326 finished with value: 0.9973760566616425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:25:33,243] Trial 1327 finished with value: 0.9971020449936777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 97}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:25:35,040] Trial 1328 finished with value: 0.992147197590428 and parameters: {'classifier': 'SVC', 'svc_c': 5810.1297469689825, 'svc_kernel': 'sigmoid'}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:25:41,420] Trial 1329 finished with value: 0.9952647407992189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 40, 'rf_n_estimators': 116}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:25:43,751] Trial 1330 finished with value: 0.997538092517007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:25:45,692] Trial 1331 finished with value: 0.9966114429272944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 18, 'rf_n_estimators': 45}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:25:48,921] Trial 1332 finished with value: 0.9976485621119947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:25:50,107] Trial 1333 finished with value: 0.9969512043677945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 1, 'rf_n_estimators': 109}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:25:52,991] Trial 1334 finished with value: 0.9944329528315722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 27, 'rf_n_estimators': 115}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:25:57,122] Trial 1335 finished with value: 0.9973479041538411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:25:58,626] Trial 1336 finished with value: 0.9973805290723495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 113}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:26:01,976] Trial 1337 finished with value: 0.997659352175349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:26:06,371] Trial 1338 finished with value: 0.9973632470200221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 107}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:26:09,744] Trial 1339 finished with value: 0.9975221592940088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:26:12,553] Trial 1340 finished with value: 0.9974199696430114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:26:15,458] Trial 1341 finished with value: 0.9973896917427605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:26:18,371] Trial 1342 finished with value: 0.9972272632577429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 102}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:26:23,583] Trial 1343 finished with value: 0.9968185876483809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 34, 'rf_n_estimators': 59}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:26:27,166] Trial 1344 finished with value: 0.9969642024691096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:26:30,725] Trial 1345 finished with value: 0.9976654442032121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:26:36,649] Trial 1346 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 5.1464591852779315e-09, 'svc_kernel': 'rbf'}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:26:52,629] Trial 1347 finished with value: 0.9959446008002724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 65, 'rf_n_estimators': 115}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:26:55,078] Trial 1348 finished with value: 0.9973958787621807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:27:00,609] Trial 1349 finished with value: 0.9973049715881719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 117}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:27:01,867] Trial 1350 finished with value: 0.9969850936927988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 1, 'rf_n_estimators': 112}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:27:04,131] Trial 1351 finished with value: 0.9972184814739596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 323 with value: 0.9978162624221326.
[I 2023-09-06 16:27:07,458] Trial 1352 finished with value: 0.9978410125310394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:27:11,436] Trial 1353 finished with value: 0.9974103045615251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:27:16,149] Trial 1354 finished with value: 0.9973772859342747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:27:19,612] Trial 1355 finished with value: 0.997206207663431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:27:23,054] Trial 1356 finished with value: 0.9973831212342041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:27:24,472] Trial 1357 finished with value: 0.9968962304400311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:27:27,333] Trial 1358 finished with value: 0.9974291786507673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:27:31,196] Trial 1359 finished with value: 0.996988124345583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:27:35,546] Trial 1360 finished with value: 0.997274335557373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:27:37,363] Trial 1361 finished with value: 0.9958417792157993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:27:41,225] Trial 1362 finished with value: 0.997352366408418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:27:44,076] Trial 1363 finished with value: 0.997316571253808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:27:45,757] Trial 1364 finished with value: 0.9944559669404164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:27:50,358] Trial 1365 finished with value: 0.9859432927782746 and parameters: {'classifier': 'SVC', 'svc_c': 0.5757251972361414, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:27:54,605] Trial 1366 finished with value: 0.997449425531459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:27:57,988] Trial 1367 finished with value: 0.9974249774722175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:28:05,691] Trial 1368 finished with value: 0.9956293857747888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 46, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:28:09,658] Trial 1369 finished with value: 0.9971156960072252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:28:12,725] Trial 1370 finished with value: 0.9972488736624155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:28:15,788] Trial 1371 finished with value: 0.9974454930777717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:28:21,589] Trial 1372 finished with value: 0.9943628990179292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 45, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:28:24,492] Trial 1373 finished with value: 0.9976376806117289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:28:28,123] Trial 1374 finished with value: 0.9973774720453642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:28:31,676] Trial 1375 finished with value: 0.9974759535344665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:28:35,912] Trial 1376 finished with value: 0.9974927881457744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:28:39,848] Trial 1377 finished with value: 0.9973844455618694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:28:43,105] Trial 1378 finished with value: 0.9975981683133961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:28:58,716] Trial 1379 finished with value: 0.9963267039100804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 61, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:29:00,576] Trial 1380 finished with value: 0.997280147402989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 54}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:29:04,037] Trial 1381 finished with value: 0.997597177773304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:29:08,230] Trial 1382 finished with value: 0.9971620520140215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:29:09,213] Trial 1383 finished with value: 0.9896820868956476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:29:12,321] Trial 1384 finished with value: 0.9970527170492257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:29:27,872] Trial 1385 finished with value: 0.9964622395331061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 61, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:29:30,823] Trial 1386 finished with value: 0.9963768252387434 and parameters: {'classifier': 'SVC', 'svc_c': 57673.99715382689, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:29:34,263] Trial 1387 finished with value: 0.997540609396545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:29:37,459] Trial 1388 finished with value: 0.996818052229882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:29:40,280] Trial 1389 finished with value: 0.9964224096652711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:29:45,807] Trial 1390 finished with value: 0.9971767259720647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:29:51,842] Trial 1391 finished with value: 0.9967556358262925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 25, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:29:54,827] Trial 1392 finished with value: 0.9973613905111246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:29:57,723] Trial 1393 finished with value: 0.9973406756549873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:30:05,562] Trial 1394 finished with value: 0.9967489870203187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 31, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:30:09,289] Trial 1395 finished with value: 0.9971371470558642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:30:12,017] Trial 1396 finished with value: 0.9974520026812833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:30:15,081] Trial 1397 finished with value: 0.997444477020402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:30:18,175] Trial 1398 finished with value: 0.9976860113193902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:30:21,177] Trial 1399 finished with value: 0.9974634449903741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:30:24,479] Trial 1400 finished with value: 0.9969557981759977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:30:30,449] Trial 1401 finished with value: 0.9967439357419172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 24, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:30:43,363] Trial 1402 finished with value: 0.9967325210448061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 51, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:30:46,763] Trial 1403 finished with value: 0.9975071230160141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:30:48,417] Trial 1404 finished with value: 0.9927972362727674 and parameters: {'classifier': 'SVC', 'svc_c': 699.465448604075, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:30:52,405] Trial 1405 finished with value: 0.9972331345484596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:30:54,905] Trial 1406 finished with value: 0.996539089638779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:30:58,091] Trial 1407 finished with value: 0.9971361299511434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:31:00,820] Trial 1408 finished with value: 0.9974589879725523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:31:04,021] Trial 1409 finished with value: 0.9975993209707196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:31:08,965] Trial 1410 finished with value: 0.9973242096159988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:31:12,850] Trial 1411 finished with value: 0.9974343969657756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:31:15,998] Trial 1412 finished with value: 0.9975219410641571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:31:34,333] Trial 1413 finished with value: 0.9965160116097894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 69, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:31:37,479] Trial 1414 finished with value: 0.9974955559452091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:31:43,226] Trial 1415 finished with value: 0.9973074931649203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:31:46,327] Trial 1416 finished with value: 0.9973848221004036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:31:49,342] Trial 1417 finished with value: 0.9971228997822491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:31:57,412] Trial 1418 finished with value: 0.9967857026059829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 31, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:32:14,338] Trial 1419 finished with value: 0.9965403208791618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 67, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:32:17,576] Trial 1420 finished with value: 0.9974753076045735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:32:21,519] Trial 1421 finished with value: 0.9975475710748108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:32:24,064] Trial 1422 finished with value: 0.997478396210777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 94}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:32:30,272] Trial 1423 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 9.33083453431469e-08, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:32:31,769] Trial 1424 finished with value: 0.9944407543266077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:32:37,319] Trial 1425 finished with value: 0.9970375731797244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:32:38,905] Trial 1426 finished with value: 0.9971472824931391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:32:40,133] Trial 1427 finished with value: 0.9910570484247968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:32:41,746] Trial 1428 finished with value: 0.9957097774183428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:32:44,751] Trial 1429 finished with value: 0.9973459987368282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:32:48,145] Trial 1430 finished with value: 0.9974135598552186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:32:51,859] Trial 1431 finished with value: 0.99716025456937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:32:54,619] Trial 1432 finished with value: 0.9970448444612777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:32:58,808] Trial 1433 finished with value: 0.9972814046367177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:33:01,658] Trial 1434 finished with value: 0.997047828491076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:33:03,561] Trial 1435 finished with value: 0.9975151315374199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:33:18,891] Trial 1436 finished with value: 0.9967170336441944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 53, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:33:22,983] Trial 1437 finished with value: 0.9972973916554686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:33:24,110] Trial 1438 finished with value: 0.9972722506624935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 31}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:33:30,438] Trial 1439 finished with value: 0.9973497716757924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 23, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:33:32,015] Trial 1440 finished with value: 0.9970550571803573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:33:35,128] Trial 1441 finished with value: 0.9867193060072763 and parameters: {'classifier': 'SVC', 'svc_c': 829930.3713329999, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:33:36,537] Trial 1442 finished with value: 0.9970176434559422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 2, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:33:39,540] Trial 1443 finished with value: 0.9974440907700681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:33:50,753] Trial 1444 finished with value: 0.9967246400463124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 43, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:33:55,092] Trial 1445 finished with value: 0.9974370985599353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:33:58,133] Trial 1446 finished with value: 0.9974653876994285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:34:00,787] Trial 1447 finished with value: 0.9972997743471342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:34:02,735] Trial 1448 finished with value: 0.997213528011789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:34:06,226] Trial 1449 finished with value: 0.9974315446800314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:34:07,640] Trial 1450 finished with value: 0.997166212853691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:34:11,907] Trial 1451 finished with value: 0.997146101525602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:34:14,691] Trial 1452 finished with value: 0.9974709464669701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:34:18,612] Trial 1453 finished with value: 0.9973166312384532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:34:22,458] Trial 1454 finished with value: 0.9973861427147334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:34:25,952] Trial 1455 finished with value: 0.9975628470692207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:34:27,121] Trial 1456 finished with value: 0.9968028305707697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:34:31,266] Trial 1457 finished with value: 0.9968966100254043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 17, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:34:34,798] Trial 1458 finished with value: 0.9970073059751484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:34:36,279] Trial 1459 finished with value: 0.99701603075765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 50}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:34:36,530] Trial 1460 finished with value: 0.9874084946045211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 3}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:38:04,234] Trial 1461 finished with value: 0.9896104566601402 and parameters: {'classifier': 'SVC', 'svc_c': 2963298633.069459, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:38:08,341] Trial 1462 finished with value: 0.9975192191894746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:38:15,179] Trial 1463 finished with value: 0.997033935158605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 28, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:38:18,266] Trial 1464 finished with value: 0.9973142728580248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:38:22,735] Trial 1465 finished with value: 0.9973752697837028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:38:25,965] Trial 1466 finished with value: 0.9974018856372381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:38:28,786] Trial 1467 finished with value: 0.9975181487968072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:38:32,497] Trial 1468 finished with value: 0.9976769406889109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:38:36,633] Trial 1469 finished with value: 0.9969022763527148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:38:40,863] Trial 1470 finished with value: 0.9971763914862578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:38:45,034] Trial 1471 finished with value: 0.9971258779087967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:38:50,553] Trial 1472 finished with value: 0.9968698234536647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 22, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:38:54,625] Trial 1473 finished with value: 0.9973480040965118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:38:59,348] Trial 1474 finished with value: 0.997060388894909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:39:03,131] Trial 1475 finished with value: 0.9970457775557572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:39:07,922] Trial 1476 finished with value: 0.9968420937900045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:39:11,789] Trial 1477 finished with value: 0.9973294358654842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:39:21,000] Trial 1478 finished with value: 0.9968861920890152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 30, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:39:26,753] Trial 1479 finished with value: 0.9852484960293042 and parameters: {'classifier': 'SVC', 'svc_c': 0.0009643131953549653, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:39:29,992] Trial 1480 finished with value: 0.9975789395847761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:39:35,061] Trial 1481 finished with value: 0.9973426749209926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 18, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:39:38,063] Trial 1482 finished with value: 0.9968952201906984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:39:40,956] Trial 1483 finished with value: 0.9973374689202923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 13, 'rf_n_estimators': 92}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:39:51,752] Trial 1484 finished with value: 0.9947015388407793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 64, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:39:53,662] Trial 1485 finished with value: 0.9961719718358865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:40:05,886] Trial 1486 finished with value: 0.9969876932495859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 47, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:40:09,379] Trial 1487 finished with value: 0.9974366255699003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:40:26,091] Trial 1488 finished with value: 0.9964059050329871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 63, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:40:28,635] Trial 1489 finished with value: 0.9973441910408325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:40:31,729] Trial 1490 finished with value: 0.9973061070435495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:40:35,131] Trial 1491 finished with value: 0.9973643623218286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:40:39,558] Trial 1492 finished with value: 0.9974982977512976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:40:42,281] Trial 1493 finished with value: 0.9972712973827046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 62}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:40:43,800] Trial 1494 finished with value: 0.9938027206981964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:40:46,076] Trial 1495 finished with value: 0.9973562869603896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:40:49,071] Trial 1496 finished with value: 0.9974210722179171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:40:52,846] Trial 1497 finished with value: 0.9972659641764712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:43:10,992] Trial 1498 finished with value: 0.9897287710089313 and parameters: {'classifier': 'SVC', 'svc_c': 399214281.7929955, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:43:14,698] Trial 1499 finished with value: 0.9974919408071207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 96}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:43:17,689] Trial 1500 finished with value: 0.997431426361112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:43:21,248] Trial 1501 finished with value: 0.9970351127936617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:43:24,278] Trial 1502 finished with value: 0.9974628377172529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:43:27,697] Trial 1503 finished with value: 0.9974679300010306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:43:31,418] Trial 1504 finished with value: 0.9973819180501321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:43:35,710] Trial 1505 finished with value: 0.9974704978833859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:43:41,866] Trial 1506 finished with value: 0.9970251738775099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 25, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:43:43,861] Trial 1507 finished with value: 0.9970733317087892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:43:48,624] Trial 1508 finished with value: 0.9972683747022814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:43:51,630] Trial 1509 finished with value: 0.9973950012725147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:43:54,084] Trial 1510 finished with value: 0.9963062657450203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:44:02,275] Trial 1511 finished with value: 0.9970414054368381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 34, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:44:04,163] Trial 1512 finished with value: 0.997411291451758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 104}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:44:15,479] Trial 1513 finished with value: 0.9966189384371639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 52, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:44:18,821] Trial 1514 finished with value: 0.996973244249831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:44:20,017] Trial 1515 finished with value: 0.9965424019654924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:44:34,066] Trial 1516 finished with value: 0.9968200232808876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 53, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:44:37,464] Trial 1517 finished with value: 0.9867163392746375 and parameters: {'classifier': 'SVC', 'svc_c': 2249670.454334413, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:44:39,132] Trial 1518 finished with value: 0.9966142826765654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 56}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:44:41,938] Trial 1519 finished with value: 0.9977258246835131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:44:44,117] Trial 1520 finished with value: 0.997284740544696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:44:47,069] Trial 1521 finished with value: 0.997476293606145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:44:49,494] Trial 1522 finished with value: 0.9970688913851067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:44:52,495] Trial 1523 finished with value: 0.9974882241712044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:44:54,921] Trial 1524 finished with value: 0.9967150255867887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:44:57,198] Trial 1525 finished with value: 0.9975922843592544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:44:59,545] Trial 1526 finished with value: 0.9968317970289459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:45:01,443] Trial 1527 finished with value: 0.9973456312435977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:45:03,192] Trial 1528 finished with value: 0.9957195237171342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:45:05,982] Trial 1529 finished with value: 0.997489087950094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:45:12,492] Trial 1530 finished with value: 0.9973168941235407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 21, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:45:15,066] Trial 1531 finished with value: 0.9971890178414626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:45:18,515] Trial 1532 finished with value: 0.9974414692823869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:45:21,162] Trial 1533 finished with value: 0.9977357242129218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:45:23,716] Trial 1534 finished with value: 0.9973353311500589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:45:26,222] Trial 1535 finished with value: 0.9976093765871573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:45:49,534] Trial 1536 finished with value: 0.9907815039428529 and parameters: {'classifier': 'SVC', 'svc_c': 7866517.025653916, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:45:51,490] Trial 1537 finished with value: 0.9969156844760562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:45:54,332] Trial 1538 finished with value: 0.9975038824804475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:45:55,704] Trial 1539 finished with value: 0.9938689405408794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:45:58,454] Trial 1540 finished with value: 0.9977970139842719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:46:01,089] Trial 1541 finished with value: 0.9976200739758218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:46:03,487] Trial 1542 finished with value: 0.9974643480607934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:46:05,829] Trial 1543 finished with value: 0.9976022015032017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:46:08,456] Trial 1544 finished with value: 0.997573136340133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:46:10,781] Trial 1545 finished with value: 0.9973620358697352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:46:13,685] Trial 1546 finished with value: 0.9976578314535126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:46:16,640] Trial 1547 finished with value: 0.9974293203922621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:46:19,317] Trial 1548 finished with value: 0.9974102582876562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:46:22,677] Trial 1549 finished with value: 0.9976422416664116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:46:24,902] Trial 1550 finished with value: 0.9975413542534954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:46:27,653] Trial 1551 finished with value: 0.9973186731602061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:46:30,279] Trial 1552 finished with value: 0.9974183090204788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:46:32,742] Trial 1553 finished with value: 0.9972286340497045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:46:33,364] Trial 1554 finished with value: 0.9966822004338219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 40}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:46:36,057] Trial 1555 finished with value: 0.9976357874455483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:46:38,121] Trial 1556 finished with value: 0.9853918863718362 and parameters: {'classifier': 'SVC', 'svc_c': 0.07796472261668702, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:46:39,869] Trial 1557 finished with value: 0.9975001741281252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:46:42,077] Trial 1558 finished with value: 0.9974625868290942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:46:44,544] Trial 1559 finished with value: 0.9973796264779989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:46:46,816] Trial 1560 finished with value: 0.997452015852515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:46:48,793] Trial 1561 finished with value: 0.997320200927858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:46:50,827] Trial 1562 finished with value: 0.9974235722128885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:46:52,610] Trial 1563 finished with value: 0.99754081559773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:46:54,897] Trial 1564 finished with value: 0.9977281785254207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:46:56,685] Trial 1565 finished with value: 0.9973657179430703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:46:58,833] Trial 1566 finished with value: 0.9973681820424684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:47:01,220] Trial 1567 finished with value: 0.9974319788228675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:47:02,019] Trial 1568 finished with value: 0.9895355481844325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:47:04,420] Trial 1569 finished with value: 0.9975992503856134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:47:07,945] Trial 1570 finished with value: 0.9974862738133142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:47:09,020] Trial 1571 finished with value: 0.9948913777378458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 5, 'rf_n_estimators': 127}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:47:12,121] Trial 1572 finished with value: 0.9975112272352565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:47:14,757] Trial 1573 finished with value: 0.997363245020534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:47:18,009] Trial 1574 finished with value: 0.9976243750335664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:47:20,772] Trial 1575 finished with value: 0.997640954884691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:47:25,178] Trial 1576 finished with value: 0.9850765916524669 and parameters: {'classifier': 'SVC', 'svc_c': 3.9256179267127267e-10, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:47:28,478] Trial 1577 finished with value: 0.9974147436791675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:47:30,888] Trial 1578 finished with value: 0.9973973801873693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 90}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:47:34,256] Trial 1579 finished with value: 0.9973727603943106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:47:36,294] Trial 1580 finished with value: 0.9975945797081985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:47:38,614] Trial 1581 finished with value: 0.9975113180691476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:47:40,469] Trial 1582 finished with value: 0.9962495183982011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:47:43,569] Trial 1583 finished with value: 0.9971329087757006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:47:47,020] Trial 1584 finished with value: 0.9973337037888532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:47:48,591] Trial 1585 finished with value: 0.996661603833128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:48:03,565] Trial 1586 finished with value: 0.9969389462040543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 58, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:48:05,239] Trial 1587 finished with value: 0.9973357419020573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 3, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:48:07,714] Trial 1588 finished with value: 0.9975613936000102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:48:08,886] Trial 1589 finished with value: 0.9944070447333736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:48:11,724] Trial 1590 finished with value: 0.997490930240409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:48:13,740] Trial 1591 finished with value: 0.9973606172170091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:48:17,100] Trial 1592 finished with value: 0.9973215257633293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:48:19,259] Trial 1593 finished with value: 0.9972326262023956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:48:22,403] Trial 1594 finished with value: 0.9976034927282291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:48:28,003] Trial 1595 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 3.5246718717480566e-09, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:48:30,707] Trial 1596 finished with value: 0.9967966976962197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:48:32,955] Trial 1597 finished with value: 0.997420414354571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:48:35,883] Trial 1598 finished with value: 0.9972648052033041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 94}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:48:41,611] Trial 1599 finished with value: 0.9973158042437982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 24, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:48:54,085] Trial 1600 finished with value: 0.9968530995759162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 53, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:48:55,235] Trial 1601 finished with value: 0.9899097313533346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:48:57,829] Trial 1602 finished with value: 0.9972438190515337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:49:00,892] Trial 1603 finished with value: 0.9975419563850759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:49:07,577] Trial 1604 finished with value: 0.9974293098552766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 25, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:49:08,570] Trial 1605 finished with value: 0.9970788982203804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 22}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:49:11,359] Trial 1606 finished with value: 0.9973643327103607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:49:23,603] Trial 1607 finished with value: 0.9961790704314851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 45, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:49:25,262] Trial 1608 finished with value: 0.9973135104817493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:49:28,628] Trial 1609 finished with value: 0.9969580435377375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:49:30,763] Trial 1610 finished with value: 0.9972444939581361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:49:33,418] Trial 1611 finished with value: 0.9974236070928487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:49:37,254] Trial 1612 finished with value: 0.9972602054601123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:49:40,393] Trial 1613 finished with value: 0.9973836521459205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:49:43,045] Trial 1614 finished with value: 0.9971774880944367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:49:48,433] Trial 1615 finished with value: 0.9850777384700153 and parameters: {'classifier': 'SVC', 'svc_c': 0.00018076424195848128, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:49:51,653] Trial 1616 finished with value: 0.997402546642637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:49:57,649] Trial 1617 finished with value: 0.9971286545631074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:50:12,205] Trial 1618 finished with value: 0.9966352038925771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 58, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:50:16,145] Trial 1619 finished with value: 0.9952932829533102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 34, 'rf_n_estimators': 98}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:50:18,895] Trial 1620 finished with value: 0.9969555790574844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 92}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:50:19,906] Trial 1621 finished with value: 0.9970762578169063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 35}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:50:22,368] Trial 1622 finished with value: 0.9975564716853196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:50:26,137] Trial 1623 finished with value: 0.9975208270001291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:50:35,912] Trial 1624 finished with value: 0.9969761466497312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 36, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:50:37,357] Trial 1625 finished with value: 0.9967602068466781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:50:38,977] Trial 1626 finished with value: 0.9973661437388369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 4, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:50:41,480] Trial 1627 finished with value: 0.9972854223384244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:50:42,928] Trial 1628 finished with value: 0.997313313421082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 66}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:50:45,892] Trial 1629 finished with value: 0.9974906854141907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:50:48,625] Trial 1630 finished with value: 0.9975543351528645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:50:55,104] Trial 1631 finished with value: 0.996737524081588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 28, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:51:00,695] Trial 1632 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 1.1285807103319941e-06, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:51:03,442] Trial 1633 finished with value: 0.9972368337920027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:51:04,174] Trial 1634 finished with value: 0.9940339964803048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 48}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:51:06,948] Trial 1635 finished with value: 0.9973565159176542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:51:13,111] Trial 1636 finished with value: 0.9970627254079192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 22, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:51:14,640] Trial 1637 finished with value: 0.99738985449475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:51:16,551] Trial 1638 finished with value: 0.995732801080297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:51:17,827] Trial 1639 finished with value: 0.9972101201222365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:51:19,399] Trial 1640 finished with value: 0.9969351877693139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:51:26,664] Trial 1641 finished with value: 0.9968087032896921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 36, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:51:36,590] Trial 1642 finished with value: 0.9970890659033692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 36, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:51:38,673] Trial 1643 finished with value: 0.9975258209598695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:51:40,636] Trial 1644 finished with value: 0.997576652487688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:51:46,641] Trial 1645 finished with value: 0.9972336678087809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 20, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:51:49,102] Trial 1646 finished with value: 0.9971333828765623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:51:54,294] Trial 1647 finished with value: 0.9964786735485459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 30, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:51:57,646] Trial 1648 finished with value: 0.9973580709799066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:52:00,301] Trial 1649 finished with value: 0.9974424394467422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:52:02,563] Trial 1650 finished with value: 0.9975527155357083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:52:06,417] Trial 1651 finished with value: 0.9958583422775708 and parameters: {'classifier': 'SVC', 'svc_c': 130155.50067449582, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:52:12,214] Trial 1652 finished with value: 0.9968126734480135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 33, 'rf_n_estimators': 89}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:52:19,601] Trial 1653 finished with value: 0.9960920112248539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 40, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:52:28,882] Trial 1654 finished with value: 0.996882403376311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 31, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:52:30,653] Trial 1655 finished with value: 0.9966012341119774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:52:33,665] Trial 1656 finished with value: 0.9971177631923526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:52:35,919] Trial 1657 finished with value: 0.9975499175535237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:52:39,927] Trial 1658 finished with value: 0.9972631511187805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:52:42,941] Trial 1659 finished with value: 0.9974889213578176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:52:45,954] Trial 1660 finished with value: 0.9974403402698043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:52:48,890] Trial 1661 finished with value: 0.9976467148070904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:53:00,662] Trial 1662 finished with value: 0.9969511980202131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 40, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:53:01,991] Trial 1663 finished with value: 0.9969299275602674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:53:05,625] Trial 1664 finished with value: 0.9975882569140101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:53:09,001] Trial 1665 finished with value: 0.9970741752706318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:53:14,373] Trial 1666 finished with value: 0.9974344426048866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:53:16,988] Trial 1667 finished with value: 0.9973903642690197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:53:19,831] Trial 1668 finished with value: 0.9975408601260138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:53:25,863] Trial 1669 finished with value: 0.9854063038875868 and parameters: {'classifier': 'SVC', 'svc_c': 0.2923824805252065, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:53:29,438] Trial 1670 finished with value: 0.9974167026062921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:53:36,413] Trial 1671 finished with value: 0.9970972591393964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 22, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:53:39,203] Trial 1672 finished with value: 0.9974118133181706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:53:42,902] Trial 1673 finished with value: 0.9975104702226876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:53:45,319] Trial 1674 finished with value: 0.9974479217894031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:53:48,274] Trial 1675 finished with value: 0.9973311531719194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:53:48,727] Trial 1676 finished with value: 0.995138955061368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 10}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:53:52,112] Trial 1677 finished with value: 0.9973940664324504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:53:54,607] Trial 1678 finished with value: 0.9974813856677575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:53:56,157] Trial 1679 finished with value: 0.99387490580754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:53:59,416] Trial 1680 finished with value: 0.99750612355757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:54:03,091] Trial 1681 finished with value: 0.9976080449597734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:54:05,607] Trial 1682 finished with value: 0.9975224409679377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:54:07,594] Trial 1683 finished with value: 0.997341877379116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:54:09,853] Trial 1684 finished with value: 0.9971844473923595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:54:10,754] Trial 1685 finished with value: 0.996865713140744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 3, 'rf_n_estimators': 63}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:54:21,158] Trial 1686 finished with value: 0.9969767444966943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 43, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:54:36,073] Trial 1687 finished with value: 0.9961392784587116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 64, 'rf_n_estimators': 96}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:54:40,856] Trial 1688 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.1604617521836493e-05, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:54:57,900] Trial 1689 finished with value: 0.9956827838202326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 67, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:55:01,080] Trial 1690 finished with value: 0.9969552637413738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:55:03,351] Trial 1691 finished with value: 0.9974797551644992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:55:12,502] Trial 1692 finished with value: 0.9963103382580932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 42, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:55:15,734] Trial 1693 finished with value: 0.9974146507505743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:55:17,878] Trial 1694 finished with value: 0.9970315955035421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 52}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:55:19,085] Trial 1695 finished with value: 0.9893737379855904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:55:22,549] Trial 1696 finished with value: 0.9974466073639651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:55:25,008] Trial 1697 finished with value: 0.9959555168631194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:55:27,953] Trial 1698 finished with value: 0.9976434066697809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:55:30,898] Trial 1699 finished with value: 0.9974702675613916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:55:33,797] Trial 1700 finished with value: 0.9975334967727912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:55:36,774] Trial 1701 finished with value: 0.9972805460311068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:55:41,058] Trial 1702 finished with value: 0.9973067170461313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:55:52,083] Trial 1703 finished with value: 0.9964824924122624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 52, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:55:54,256] Trial 1704 finished with value: 0.9969865343081566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 91}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:56:11,316] Trial 1705 finished with value: 0.9961387483404432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 58, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:56:14,904] Trial 1706 finished with value: 0.9975775523525785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:56:17,994] Trial 1707 finished with value: 0.9891690481281707 and parameters: {'classifier': 'SVC', 'svc_c': 20984.37330839027, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:56:20,257] Trial 1708 finished with value: 0.9975339142214884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:56:24,095] Trial 1709 finished with value: 0.9975343831490712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:56:27,374] Trial 1710 finished with value: 0.997565656159673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:56:32,492] Trial 1711 finished with value: 0.9973484023120368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:56:35,751] Trial 1712 finished with value: 0.9974605008868634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:56:39,075] Trial 1713 finished with value: 0.9975645604401554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:56:42,320] Trial 1714 finished with value: 0.9972352089698298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:56:43,086] Trial 1715 finished with value: 0.9954103841840641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 43}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:56:43,617] Trial 1716 finished with value: 0.9960714084670057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 18}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:56:45,401] Trial 1717 finished with value: 0.9971707194143864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:56:46,653] Trial 1718 finished with value: 0.9971036347454629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 100}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:56:49,127] Trial 1719 finished with value: 0.9975022634663118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:56:55,525] Trial 1720 finished with value: 0.9971228955293695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 25, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:57:10,001] Trial 1721 finished with value: 0.9966393502280226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 51, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:57:11,895] Trial 1722 finished with value: 0.997497759412911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:57:14,397] Trial 1723 finished with value: 0.9968762172772899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 88}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:57:18,419] Trial 1724 finished with value: 0.9972808510323977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:57:36,198] Trial 1725 finished with value: 0.99619744820333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 74, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:58:56,733] Trial 1726 finished with value: 0.9901967220798699 and parameters: {'classifier': 'SVC', 'svc_c': 62750586.1635337, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:59:00,671] Trial 1727 finished with value: 0.9976048414940829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:59:04,713] Trial 1728 finished with value: 0.9970701387166082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:59:08,052] Trial 1729 finished with value: 0.997586394438386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:59:10,429] Trial 1730 finished with value: 0.9975441522039422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:59:13,348] Trial 1731 finished with value: 0.9974938914506518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:59:16,922] Trial 1732 finished with value: 0.9971765189774322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:59:20,938] Trial 1733 finished with value: 0.9972109428957499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:59:22,793] Trial 1734 finished with value: 0.9967993272770673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:59:26,247] Trial 1735 finished with value: 0.9972762485280078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:59:31,229] Trial 1736 finished with value: 0.9972230536369099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:59:34,762] Trial 1737 finished with value: 0.9975851595481443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:59:40,308] Trial 1738 finished with value: 0.9965480872085953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 26, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:59:42,507] Trial 1739 finished with value: 0.9974268510878471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 94}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:59:44,100] Trial 1740 finished with value: 0.9973069253737558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 58}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:59:49,512] Trial 1741 finished with value: 0.9967586981217705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 28, 'rf_n_estimators': 103}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:59:55,685] Trial 1742 finished with value: 0.9969332599453383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 23, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 16:59:58,090] Trial 1743 finished with value: 0.9975360009571664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:00:02,961] Trial 1744 finished with value: 0.9852051540128905 and parameters: {'classifier': 'SVC', 'svc_c': 3.4869729741780174e-08, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:00:05,993] Trial 1745 finished with value: 0.9975383267110259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:00:08,925] Trial 1746 finished with value: 0.9971356412825821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:00:11,168] Trial 1747 finished with value: 0.9973493477525625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:00:12,514] Trial 1748 finished with value: 0.9962337632566022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:00:16,185] Trial 1749 finished with value: 0.9974167501814156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:00:28,050] Trial 1750 finished with value: 0.9968951970537638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 44, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:00:34,274] Trial 1751 finished with value: 0.9969188770239067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 21, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:00:42,768] Trial 1752 finished with value: 0.9970861825462135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 28, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:00:44,210] Trial 1753 finished with value: 0.9940110180448687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:00:46,271] Trial 1754 finished with value: 0.9972997919299349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:00:47,964] Trial 1755 finished with value: 0.997256166430532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:00:50,916] Trial 1756 finished with value: 0.997403841454048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:00:55,070] Trial 1757 finished with value: 0.9973151515854689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 98}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:00:58,146] Trial 1758 finished with value: 0.9971180123984019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:01:02,712] Trial 1759 finished with value: 0.9971052700094073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:01:14,390] Trial 1760 finished with value: 0.9968670068730662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 57, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:01:17,675] Trial 1761 finished with value: 0.9972919859915925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:01:20,196] Trial 1762 finished with value: 0.997705596210808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:01:22,762] Trial 1763 finished with value: 0.9973862151723761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:01:24,722] Trial 1764 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 4.244561268287403e-06, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:01:27,379] Trial 1765 finished with value: 0.9975006621301903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:01:29,842] Trial 1766 finished with value: 0.9973346074940306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:01:32,426] Trial 1767 finished with value: 0.9974074780152238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:01:37,132] Trial 1768 finished with value: 0.997246544449124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:01:40,401] Trial 1769 finished with value: 0.9973968920900904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:01:43,005] Trial 1770 finished with value: 0.9973512057531416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:01:46,882] Trial 1771 finished with value: 0.9974041823509121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:01:50,771] Trial 1772 finished with value: 0.9972908853209613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:02:10,725] Trial 1773 finished with value: 0.9959108380143054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 70, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:02:15,177] Trial 1774 finished with value: 0.9973569031518631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:02:26,026] Trial 1775 finished with value: 0.9969593241623039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 39, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:02:29,050] Trial 1776 finished with value: 0.9972217567942726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:02:31,902] Trial 1777 finished with value: 0.997185649814722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:02:35,211] Trial 1778 finished with value: 0.9973531075202952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:02:44,457] Trial 1779 finished with value: 0.9970479305919243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 31, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:02:48,675] Trial 1780 finished with value: 0.9970788333798355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:02:51,605] Trial 1781 finished with value: 0.9973819747340348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:02:55,317] Trial 1782 finished with value: 0.9973784921969239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:03:01,504] Trial 1783 finished with value: 0.985205399473867 and parameters: {'classifier': 'SVC', 'svc_c': 2.0028802815428774e-07, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:03:13,196] Trial 1784 finished with value: 0.9960762160617534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 61, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:03:13,757] Trial 1785 finished with value: 0.988236444570493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 38}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:03:15,932] Trial 1786 finished with value: 0.9959697105631465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:03:35,546] Trial 1787 finished with value: 0.9964292140822056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 66, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:03:40,139] Trial 1788 finished with value: 0.9972531131486194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:03:42,048] Trial 1789 finished with value: 0.9962479369617477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:03:43,616] Trial 1790 finished with value: 0.9971325532793992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:03:47,656] Trial 1791 finished with value: 0.9974525067744677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:03:50,913] Trial 1792 finished with value: 0.9969293982671846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:03:54,238] Trial 1793 finished with value: 0.9973015080303297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:04:07,343] Trial 1794 finished with value: 0.9964558026728785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 48, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:04:09,504] Trial 1795 finished with value: 0.9957604673950939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:04:11,853] Trial 1796 finished with value: 0.9975081117153075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:04:14,874] Trial 1797 finished with value: 0.9972537311174158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:04:17,579] Trial 1798 finished with value: 0.9973005024782072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:04:20,947] Trial 1799 finished with value: 0.9974732807583268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:04:24,549] Trial 1800 finished with value: 0.9974325980929182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:04:28,594] Trial 1801 finished with value: 0.9975886851218577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:08:48,832] Trial 1802 finished with value: 0.989608983576903 and parameters: {'classifier': 'SVC', 'svc_c': 8000970660.86093, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:08:51,687] Trial 1803 finished with value: 0.9970509942203946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:08:54,757] Trial 1804 finished with value: 0.997435663593925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:08:58,580] Trial 1805 finished with value: 0.9964975431310051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 86}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:09:02,097] Trial 1806 finished with value: 0.9970863459012232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:09:11,787] Trial 1807 finished with value: 0.9967804895594673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 35, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:09:25,460] Trial 1808 finished with value: 0.9963837553695291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 45, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:09:29,619] Trial 1809 finished with value: 0.9976214284227609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:09:31,895] Trial 1810 finished with value: 0.9971745031125013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 68}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:09:35,029] Trial 1811 finished with value: 0.9971524064513485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:09:37,128] Trial 1812 finished with value: 0.9975452000309574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 91}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:09:39,974] Trial 1813 finished with value: 0.9973536775648513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:09:43,602] Trial 1814 finished with value: 0.9975206910031957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:09:53,398] Trial 1815 finished with value: 0.9971286011799471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 36, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:09:54,612] Trial 1816 finished with value: 0.9906022995299183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:09:58,070] Trial 1817 finished with value: 0.9974216670180408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:10:00,826] Trial 1818 finished with value: 0.9971467327925817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:10:03,434] Trial 1819 finished with value: 0.9974224462471452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:10:08,954] Trial 1820 finished with value: 0.9853889367141916 and parameters: {'classifier': 'SVC', 'svc_c': 0.02951979058079275, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:10:10,486] Trial 1821 finished with value: 0.9970888633837817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:10:13,356] Trial 1822 finished with value: 0.9973330403396355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:10:14,545] Trial 1823 finished with value: 0.995133328787297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 21, 'rf_n_estimators': 27}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:10:18,589] Trial 1824 finished with value: 0.9976345543643673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:10:23,305] Trial 1825 finished with value: 0.9972189065714923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:10:26,603] Trial 1826 finished with value: 0.996849928165512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:10:34,344] Trial 1827 finished with value: 0.9970340381163769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 28, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:10:37,861] Trial 1828 finished with value: 0.9971193775727537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:10:40,855] Trial 1829 finished with value: 0.9972711224433586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 89}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:10:43,889] Trial 1830 finished with value: 0.9975709894928579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:10:49,366] Trial 1831 finished with value: 0.9970394037587518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 19, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:10:52,973] Trial 1832 finished with value: 0.9973245464821487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:11:04,893] Trial 1833 finished with value: 0.9966805107393663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 40, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:11:10,597] Trial 1834 finished with value: 0.9923551875872043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 57, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:11:17,998] Trial 1835 finished with value: 0.9972328117739407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 23, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:11:21,341] Trial 1836 finished with value: 0.9971534337756754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:11:24,267] Trial 1837 finished with value: 0.9976050458544692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:11:27,958] Trial 1838 finished with value: 0.997339653250036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:12:31,527] Trial 1839 finished with value: 0.99071629181047 and parameters: {'classifier': 'SVC', 'svc_c': 149583434.4786908, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:12:34,158] Trial 1840 finished with value: 0.9973601568586612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:12:36,868] Trial 1841 finished with value: 0.9975576157416702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:12:41,327] Trial 1842 finished with value: 0.9971761995353935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:12:45,275] Trial 1843 finished with value: 0.9971975055100574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:12:48,265] Trial 1844 finished with value: 0.9974143962442943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:12:51,570] Trial 1845 finished with value: 0.9974880023232311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:12:54,944] Trial 1846 finished with value: 0.9975205235539958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:12:58,991] Trial 1847 finished with value: 0.9973058007727426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:13:02,434] Trial 1848 finished with value: 0.9974338460591777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:13:04,080] Trial 1849 finished with value: 0.9954363206559522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:13:05,942] Trial 1850 finished with value: 0.9973825848635679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:13:09,039] Trial 1851 finished with value: 0.996783745456181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:13:15,739] Trial 1852 finished with value: 0.9972989304361745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 25, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:13:18,579] Trial 1853 finished with value: 0.9973378657710873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:13:22,555] Trial 1854 finished with value: 0.9975224983500744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:13:25,800] Trial 1855 finished with value: 0.997496193274129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:13:34,374] Trial 1856 finished with value: 0.9971769041169393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 31, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:13:36,391] Trial 1857 finished with value: 0.997365760281439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 87}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:13:39,327] Trial 1858 finished with value: 0.988077027727253 and parameters: {'classifier': 'SVC', 'svc_c': 3.4095612926018166, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:14:02,011] Trial 1859 finished with value: 0.9965233701705882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 74, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:14:19,959] Trial 1860 finished with value: 0.996752572959532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 63, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:14:23,092] Trial 1861 finished with value: 0.9972756432226366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:14:26,816] Trial 1862 finished with value: 0.9972575420149173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:14:36,587] Trial 1863 finished with value: 0.9964740593646062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 38, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:14:39,862] Trial 1864 finished with value: 0.9969550556676525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:14:40,674] Trial 1865 finished with value: 0.9964720789509179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 60}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:14:42,060] Trial 1866 finished with value: 0.9972593174651992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:14:44,012] Trial 1867 finished with value: 0.9975623750313227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:14:48,135] Trial 1868 finished with value: 0.9972359342762293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 93}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:14:50,318] Trial 1869 finished with value: 0.9967812095021603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 65}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:14:54,339] Trial 1870 finished with value: 0.9973848331451953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:15:04,181] Trial 1871 finished with value: 0.9968988536415594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 33, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:15:07,572] Trial 1872 finished with value: 0.9975741854049266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:15:10,736] Trial 1873 finished with value: 0.9974568117042372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:15:13,538] Trial 1874 finished with value: 0.9973803582271937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:15:16,693] Trial 1875 finished with value: 0.9969111100914526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:15:17,986] Trial 1876 finished with value: 0.9966544795615624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 2, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:15:31,142] Trial 1877 finished with value: 0.9959867297621244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 49, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:15:33,351] Trial 1878 finished with value: 0.9924203399253694 and parameters: {'classifier': 'SVC', 'svc_c': 50.261634138903894, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:15:36,931] Trial 1879 finished with value: 0.9974359191792938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:15:39,767] Trial 1880 finished with value: 0.9976301815154759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:15:43,150] Trial 1881 finished with value: 0.9969895231303791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:15:46,268] Trial 1882 finished with value: 0.9974799444811172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:15:48,469] Trial 1883 finished with value: 0.9974856284547039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:15:52,757] Trial 1884 finished with value: 0.9972098489535551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:15:55,447] Trial 1885 finished with value: 0.9974990646343557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:16:01,506] Trial 1886 finished with value: 0.9967054081756396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 27, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:16:17,194] Trial 1887 finished with value: 0.9968328728170577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 55, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:16:20,569] Trial 1888 finished with value: 0.9976204639712286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:16:23,714] Trial 1889 finished with value: 0.9975166750788117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:16:28,369] Trial 1890 finished with value: 0.9973529511793627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:16:32,904] Trial 1891 finished with value: 0.9974562388350073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:16:34,153] Trial 1892 finished with value: 0.9897887050638259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:16:37,802] Trial 1893 finished with value: 0.9975323347210473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:16:40,622] Trial 1894 finished with value: 0.9973701049153304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:16:41,561] Trial 1895 finished with value: 0.9930927609417667 and parameters: {'classifier': 'SVC', 'svc_c': 2008.2495305466327, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:16:44,822] Trial 1896 finished with value: 0.9964919633529684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:16:46,545] Trial 1897 finished with value: 0.9963719491535912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:16:57,696] Trial 1898 finished with value: 0.9971711041413008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 50, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:16:59,607] Trial 1899 finished with value: 0.9974035175687023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:17:01,644] Trial 1900 finished with value: 0.9974880041640297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:17:03,555] Trial 1901 finished with value: 0.9974033586569995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:17:07,203] Trial 1902 finished with value: 0.9972183074550128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 18, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:17:08,034] Trial 1903 finished with value: 0.9940892573822276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 85}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:17:10,354] Trial 1904 finished with value: 0.9970543976349021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 70}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:17:15,504] Trial 1905 finished with value: 0.9973868472962794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 20, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:17:18,045] Trial 1906 finished with value: 0.9967582413498062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:17:19,338] Trial 1907 finished with value: 0.9972161096049206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 32}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:17:21,239] Trial 1908 finished with value: 0.9961592291295128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:17:24,375] Trial 1909 finished with value: 0.9975171679367768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:17:27,934] Trial 1910 finished with value: 0.9972347113511785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:17:45,964] Trial 1911 finished with value: 0.9960533544852929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 73, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:17:48,585] Trial 1912 finished with value: 0.9974000973013658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:17:52,436] Trial 1913 finished with value: 0.9975266315142886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:17:55,110] Trial 1914 finished with value: 0.9973536133273265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:17:57,123] Trial 1915 finished with value: 0.9936691014100237 and parameters: {'classifier': 'SVC', 'svc_c': 218.13617190843698, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:18:00,128] Trial 1916 finished with value: 0.9977037926724779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:18:02,782] Trial 1917 finished with value: 0.9974789279794166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:18:06,239] Trial 1918 finished with value: 0.9973689533370957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:18:08,583] Trial 1919 finished with value: 0.9975671556805872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:18:11,531] Trial 1920 finished with value: 0.9976087135822702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:18:24,017] Trial 1921 finished with value: 0.9970243260310497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 48, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:18:26,868] Trial 1922 finished with value: 0.9975829252946721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:18:29,686] Trial 1923 finished with value: 0.9975186384809817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:18:32,785] Trial 1924 finished with value: 0.9975676449204309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:18:34,846] Trial 1925 finished with value: 0.996616852907526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:18:37,781] Trial 1926 finished with value: 0.9974407954231355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:18:41,431] Trial 1927 finished with value: 0.9971220423509409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:18:44,908] Trial 1928 finished with value: 0.9957245282773357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 23, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:18:47,706] Trial 1929 finished with value: 0.9974768501303526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:18:50,157] Trial 1930 finished with value: 0.9973971025758926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:18:52,831] Trial 1931 finished with value: 0.9976193987518404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 96}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:18:54,568] Trial 1932 finished with value: 0.9958374822205068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 1, 'rf_n_estimators': 90}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:18:57,195] Trial 1933 finished with value: 0.9973702657947833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:19:03,090] Trial 1934 finished with value: 0.9852068748422336 and parameters: {'classifier': 'SVC', 'svc_c': 1.0087651078668969e-10, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:19:06,095] Trial 1935 finished with value: 0.9971294006578363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:19:07,961] Trial 1936 finished with value: 0.996139609389873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:19:10,661] Trial 1937 finished with value: 0.9975921900976691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:19:13,880] Trial 1938 finished with value: 0.9969122613523081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:19:17,210] Trial 1939 finished with value: 0.9973350465879803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:19:20,012] Trial 1940 finished with value: 0.9970593495101774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:19:24,666] Trial 1941 finished with value: 0.9973021043538731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:19:26,231] Trial 1942 finished with value: 0.9974202025992523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 3, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:19:32,154] Trial 1943 finished with value: 0.9972810745307421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:19:35,070] Trial 1944 finished with value: 0.997520893967114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:19:37,544] Trial 1945 finished with value: 0.9975200803341179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:19:41,879] Trial 1946 finished with value: 0.9974636445583364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:19:48,036] Trial 1947 finished with value: 0.9963234125621242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 31, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:19:50,329] Trial 1948 finished with value: 0.9973146531098941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:19:54,048] Trial 1949 finished with value: 0.9974491797848414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:19:55,943] Trial 1950 finished with value: 0.9973796070861377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:19:58,072] Trial 1951 finished with value: 0.9973440823702372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 88}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:20:03,881] Trial 1952 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.6800918861060385e-05, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:20:05,106] Trial 1953 finished with value: 0.9971003373038284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:20:12,092] Trial 1954 finished with value: 0.9969883198193553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:20:17,421] Trial 1955 finished with value: 0.9971768306754215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:20:20,081] Trial 1956 finished with value: 0.9974747083294048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:20:24,116] Trial 1957 finished with value: 0.9968139093221303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:20:27,509] Trial 1958 finished with value: 0.9976818229312171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:20:29,416] Trial 1959 finished with value: 0.997493777828943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:20:31,631] Trial 1960 finished with value: 0.9972981965922779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:20:35,033] Trial 1961 finished with value: 0.9972692158203054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:20:38,399] Trial 1962 finished with value: 0.9975256809956976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:20:47,963] Trial 1963 finished with value: 0.9967228627552321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 35, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:20:50,651] Trial 1964 finished with value: 0.9974132392071396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:20:52,176] Trial 1965 finished with value: 0.997235553294388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 63}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:20:54,839] Trial 1966 finished with value: 0.9972773540862768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:20:59,358] Trial 1967 finished with value: 0.9971414311338282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 16, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:21:01,750] Trial 1968 finished with value: 0.9976819527075208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 85}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:21:05,673] Trial 1969 finished with value: 0.9971856130939628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:21:07,084] Trial 1970 finished with value: 0.9910498887019884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:21:12,892] Trial 1971 finished with value: 0.9853695996323554 and parameters: {'classifier': 'SVC', 'svc_c': 0.005804620224424287, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:21:15,960] Trial 1972 finished with value: 0.9975303629718076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:21:19,449] Trial 1973 finished with value: 0.9974836914902109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 93}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:21:20,872] Trial 1974 finished with value: 0.9972129655843306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:21:23,883] Trial 1975 finished with value: 0.9974162761440296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:21:28,182] Trial 1976 finished with value: 0.9977034645659906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:21:32,785] Trial 1977 finished with value: 0.9974107789480282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:21:37,611] Trial 1978 finished with value: 0.9973747315722677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:21:41,820] Trial 1979 finished with value: 0.9972733416530627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:21:47,161] Trial 1980 finished with value: 0.9972197511489479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:21:49,650] Trial 1981 finished with value: 0.9955266952361358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 14, 'rf_n_estimators': 127}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:21:52,955] Trial 1982 finished with value: 0.996797510789671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 127}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:21:56,491] Trial 1983 finished with value: 0.9972418460962538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 127}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:22:01,144] Trial 1984 finished with value: 0.9973770620550754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:22:03,270] Trial 1985 finished with value: 0.9948495160409125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:22:07,021] Trial 1986 finished with value: 0.9971682324636948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:22:11,618] Trial 1987 finished with value: 0.997233597128461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:22:16,563] Trial 1988 finished with value: 0.9972276532848877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:22:19,864] Trial 1989 finished with value: 0.9975691621828354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:22:23,478] Trial 1990 finished with value: 0.9972846815121882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:22:26,347] Trial 1991 finished with value: 0.996691875576225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:22:31,267] Trial 1992 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.2347461677190083e-09, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:22:36,613] Trial 1993 finished with value: 0.9973495285316835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 18, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:22:40,636] Trial 1994 finished with value: 0.9974420681767008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:22:44,008] Trial 1995 finished with value: 0.9974588610526604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:22:47,687] Trial 1996 finished with value: 0.9971757230541888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:22:51,242] Trial 1997 finished with value: 0.9971272323874737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:23:04,546] Trial 1998 finished with value: 0.9967956912554357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 44, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:23:08,092] Trial 1999 finished with value: 0.9968862298571252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:23:12,263] Trial 2000 finished with value: 0.9973553837947567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:23:15,047] Trial 2001 finished with value: 0.9974133181710534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:23:18,725] Trial 2002 finished with value: 0.9974373535740219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:23:22,192] Trial 2003 finished with value: 0.9972901793746857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:23:25,609] Trial 2004 finished with value: 0.9973535288727547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:23:30,596] Trial 2005 finished with value: 0.9971942422818872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:23:33,903] Trial 2006 finished with value: 0.9974023417109684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:23:39,034] Trial 2007 finished with value: 0.9972310289287263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:23:40,325] Trial 2008 finished with value: 0.9969260266540605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:23:44,408] Trial 2009 finished with value: 0.9866104987486679 and parameters: {'classifier': 'SVC', 'svc_c': 22861910.611127786, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:23:48,146] Trial 2010 finished with value: 0.9975260693407334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:23:51,689] Trial 2011 finished with value: 0.997488823128994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:23:54,928] Trial 2012 finished with value: 0.9970945590369183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:23:58,425] Trial 2013 finished with value: 0.9973446698389047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:24:01,239] Trial 2014 finished with value: 0.9959422988815811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:24:22,011] Trial 2015 finished with value: 0.9961070092904082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 74, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:24:25,170] Trial 2016 finished with value: 0.997468236113148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:24:27,384] Trial 2017 finished with value: 0.9972752708735063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 55}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:24:30,218] Trial 2018 finished with value: 0.9974301650014556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:24:34,045] Trial 2019 finished with value: 0.9974928532719605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:24:40,961] Trial 2020 finished with value: 0.9971172690966089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:24:44,335] Trial 2021 finished with value: 0.9974186397294748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:24:44,836] Trial 2022 finished with value: 0.9931650860787579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 8}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:24:49,763] Trial 2023 finished with value: 0.997131113679654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:24:52,347] Trial 2024 finished with value: 0.9973913008546692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 67}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:25:01,288] Trial 2025 finished with value: 0.9961887972432013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 41, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:25:12,317] Trial 2026 finished with value: 0.9968248534095497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 41, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:25:18,192] Trial 2027 finished with value: 0.9974084535432858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 19, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:25:20,026] Trial 2028 finished with value: 0.9954896824884436 and parameters: {'classifier': 'SVC', 'svc_c': 4531.777321708997, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:25:26,014] Trial 2029 finished with value: 0.9965884158059083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 20, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:25:29,358] Trial 2030 finished with value: 0.9974867404875059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:25:33,191] Trial 2031 finished with value: 0.9973072587804738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:25:49,220] Trial 2032 finished with value: 0.996285902100567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 51, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:25:50,516] Trial 2033 finished with value: 0.9898339008914148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:26:04,127] Trial 2034 finished with value: 0.9970064803452234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 45, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:26:05,929] Trial 2035 finished with value: 0.9956775777560566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:26:28,066] Trial 2036 finished with value: 0.996569082627835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 68, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:26:45,026] Trial 2037 finished with value: 0.996620715442603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 65, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:26:46,849] Trial 2038 finished with value: 0.997358856239213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:26:50,488] Trial 2039 finished with value: 0.9974382471548067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:26:53,288] Trial 2040 finished with value: 0.9971185927895158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 83}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:26:54,512] Trial 2041 finished with value: 0.9972868821234785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 87}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:26:55,807] Trial 2042 finished with value: 0.9974561546978146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 71}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:26:58,736] Trial 2043 finished with value: 0.9975173810568255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:27:02,043] Trial 2044 finished with value: 0.9933822258286167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 37, 'rf_n_estimators': 95}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:27:06,027] Trial 2045 finished with value: 0.9974280336740172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:27:12,019] Trial 2046 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 3.880617169119025e-05, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:27:29,278] Trial 2047 finished with value: 0.996824912283368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 62, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:27:46,909] Trial 2048 finished with value: 0.9966262955380188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 59, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:27:50,638] Trial 2049 finished with value: 0.9966704910185019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:27:54,426] Trial 2050 finished with value: 0.9971288019539498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:27:54,967] Trial 2051 finished with value: 0.9965134150363658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 14}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:27:59,800] Trial 2052 finished with value: 0.9968020765098261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 17, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:28:01,626] Trial 2053 finished with value: 0.9963519675383301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:28:04,879] Trial 2054 finished with value: 0.9972390629356719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 90}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:28:06,230] Trial 2055 finished with value: 0.996842032853222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:28:09,760] Trial 2056 finished with value: 0.9969230013015067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:28:12,970] Trial 2057 finished with value: 0.9974662765830029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:28:15,827] Trial 2058 finished with value: 0.9975938548143918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:28:19,765] Trial 2059 finished with value: 0.9972206519977136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:28:23,148] Trial 2060 finished with value: 0.9974767925260505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:28:26,794] Trial 2061 finished with value: 0.9973582316371941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:28:30,697] Trial 2062 finished with value: 0.9972216821149763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:28:33,964] Trial 2063 finished with value: 0.9975434996725645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:28:43,784] Trial 2064 finished with value: 0.9970111733343874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 32, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:28:46,153] Trial 2065 finished with value: 0.99074027532196 and parameters: {'classifier': 'SVC', 'svc_c': 8.43801996403545, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:28:48,922] Trial 2066 finished with value: 0.9972321753971579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:28:53,938] Trial 2067 finished with value: 0.997226273701526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:28:56,093] Trial 2068 finished with value: 0.9957064560145881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:28:58,761] Trial 2069 finished with value: 0.997261233514411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:29:00,430] Trial 2070 finished with value: 0.9975521601858034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:29:03,476] Trial 2071 finished with value: 0.9974909462045763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:29:06,034] Trial 2072 finished with value: 0.9971650868879477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 12, 'rf_n_estimators': 81}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:29:11,129] Trial 2073 finished with value: 0.9966782057420983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 21, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:29:16,696] Trial 2074 finished with value: 0.9959582277247482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 33, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:29:19,343] Trial 2075 finished with value: 0.9974587536198435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:29:21,880] Trial 2076 finished with value: 0.9974317443114692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 92}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:29:25,421] Trial 2077 finished with value: 0.9972742184444945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:29:26,944] Trial 2078 finished with value: 0.9974962592889766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 73}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:29:29,835] Trial 2079 finished with value: 0.996958966063494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:29:33,569] Trial 2080 finished with value: 0.9975910595934051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:29:37,764] Trial 2081 finished with value: 0.9973115269577463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:29:41,165] Trial 2082 finished with value: 0.9968200948816067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 17, 'rf_n_estimators': 85}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:29:45,837] Trial 2083 finished with value: 0.9966328904847638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:29:50,517] Trial 2084 finished with value: 0.9861566420381064 and parameters: {'classifier': 'SVC', 'svc_c': 0.7420921593788917, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:29:52,446] Trial 2085 finished with value: 0.9973892179275398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:29:54,346] Trial 2086 finished with value: 0.9972435752726664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:30:00,997] Trial 2087 finished with value: 0.997352842762671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 24, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:30:02,422] Trial 2088 finished with value: 0.9973501012739616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 45}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:30:07,954] Trial 2089 finished with value: 0.9960120279846932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 30, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:30:10,287] Trial 2090 finished with value: 0.9970049780948491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 51}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:30:14,066] Trial 2091 finished with value: 0.997416319910604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:30:17,401] Trial 2092 finished with value: 0.9971881770725558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:30:19,220] Trial 2093 finished with value: 0.9972766623268455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:30:21,955] Trial 2094 finished with value: 0.9974465377944718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:30:23,202] Trial 2095 finished with value: 0.9969199695378955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:30:26,765] Trial 2096 finished with value: 0.996611534998964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:30:34,208] Trial 2097 finished with value: 0.9970322884690136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 24, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:30:37,080] Trial 2098 finished with value: 0.9973529505763427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:30:40,881] Trial 2099 finished with value: 0.9974659370191309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:30:46,304] Trial 2100 finished with value: 0.9970023100159198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 18, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:30:50,097] Trial 2101 finished with value: 0.9974109246884995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:30:53,194] Trial 2102 finished with value: 0.9975708710787252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:30:56,328] Trial 2103 finished with value: 0.9974684928728195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:31:39,773] Trial 2104 finished with value: 0.9911529106478715 and parameters: {'classifier': 'SVC', 'svc_c': 6283556.618027653, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:31:41,787] Trial 2105 finished with value: 0.9972041538399626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 88}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:31:54,781] Trial 2106 finished with value: 0.9965187472904619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 48, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:31:58,423] Trial 2107 finished with value: 0.9970089045818099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:32:01,669] Trial 2108 finished with value: 0.9975114186465767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:32:06,054] Trial 2109 finished with value: 0.9976535836202389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:32:10,470] Trial 2110 finished with value: 0.9955521946453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 28, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:32:13,968] Trial 2111 finished with value: 0.9973896158256856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:32:22,386] Trial 2112 finished with value: 0.9968197341168125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 36, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:32:24,982] Trial 2113 finished with value: 0.997329578590854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:32:29,520] Trial 2114 finished with value: 0.9975190644989135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:32:33,106] Trial 2115 finished with value: 0.9977815289957414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:32:35,529] Trial 2116 finished with value: 0.9963459079148705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 69}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:32:40,431] Trial 2117 finished with value: 0.9973018216325934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:32:48,765] Trial 2118 finished with value: 0.9973084923059855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 27, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:32:51,184] Trial 2119 finished with value: 0.997576836028007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:32:53,812] Trial 2120 finished with value: 0.9973998882120313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:32:56,823] Trial 2121 finished with value: 0.9972175572026183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:32:58,308] Trial 2122 finished with value: 0.9867327158444649 and parameters: {'classifier': 'SVC', 'svc_c': 1635670461.8560765, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:33:00,541] Trial 2123 finished with value: 0.9976163401696975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:33:03,395] Trial 2124 finished with value: 0.9971646580136039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:33:06,182] Trial 2125 finished with value: 0.9975250770233185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:33:08,522] Trial 2126 finished with value: 0.9965816684537318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:33:11,191] Trial 2127 finished with value: 0.9974793410800203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:33:15,030] Trial 2128 finished with value: 0.997173145555247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 25, 'rf_n_estimators': 82}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:33:15,715] Trial 2129 finished with value: 0.9907255890496086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 14, 'rf_n_estimators': 61}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:33:18,223] Trial 2130 finished with value: 0.9973545596247756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:33:21,483] Trial 2131 finished with value: 0.9974732622868645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:33:25,031] Trial 2132 finished with value: 0.9975964799201945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:33:28,788] Trial 2133 finished with value: 0.9972803342123124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:33:32,878] Trial 2134 finished with value: 0.9974422130285104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:33:36,824] Trial 2135 finished with value: 0.997288021101764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:33:40,148] Trial 2136 finished with value: 0.9972598691652447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:33:43,143] Trial 2137 finished with value: 0.9976345473820277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:33:46,742] Trial 2138 finished with value: 0.9975037953598916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:33:53,971] Trial 2139 finished with value: 0.9970680800055022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 27, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:33:57,336] Trial 2140 finished with value: 0.9968390958590029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:34:03,704] Trial 2141 finished with value: 0.9936200959861875 and parameters: {'classifier': 'SVC', 'svc_c': 883632.2079602282, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:34:06,693] Trial 2142 finished with value: 0.9974388499528833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:34:10,465] Trial 2143 finished with value: 0.9970672854787265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:34:14,065] Trial 2144 finished with value: 0.9972274221377077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:34:18,511] Trial 2145 finished with value: 0.9976079415259331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:34:22,266] Trial 2146 finished with value: 0.9973792697121812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:34:24,782] Trial 2147 finished with value: 0.9974282713274684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:34:29,784] Trial 2148 finished with value: 0.9974740596700519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:34:32,332] Trial 2149 finished with value: 0.9970257677572345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 80}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:34:35,465] Trial 2150 finished with value: 0.9973369420392902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:34:38,313] Trial 2151 finished with value: 0.9965546052543904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:34:40,411] Trial 2152 finished with value: 0.9973043701865634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 65}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:34:41,590] Trial 2153 finished with value: 0.9940513224261581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 95}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:34:44,436] Trial 2154 finished with value: 0.9974552514687058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 85}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:34:45,644] Trial 2155 finished with value: 0.9901181619992182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:34:48,675] Trial 2156 finished with value: 0.9974903637187605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:34:52,324] Trial 2157 finished with value: 0.9975734839336957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:34:56,127] Trial 2158 finished with value: 0.9972413585385191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:35:01,202] Trial 2159 finished with value: 0.985205317494852 and parameters: {'classifier': 'SVC', 'svc_c': 1.889760794410628e-06, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:35:03,126] Trial 2160 finished with value: 0.9975225527488477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 57}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:35:06,869] Trial 2161 finished with value: 0.9976258899791036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:35:11,996] Trial 2162 finished with value: 0.9971600902939608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:35:14,350] Trial 2163 finished with value: 0.9972792752135539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 90}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:35:17,955] Trial 2164 finished with value: 0.9976371820726783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:35:20,376] Trial 2165 finished with value: 0.9974249401484382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:35:29,077] Trial 2166 finished with value: 0.9970992226685181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 30, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:35:33,432] Trial 2167 finished with value: 0.9972223815549812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:35:35,308] Trial 2168 finished with value: 0.9940881364945494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:35:39,374] Trial 2169 finished with value: 0.9973457843155255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:35:40,846] Trial 2170 finished with value: 0.9973244463490506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 3, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:35:44,443] Trial 2171 finished with value: 0.9973477544778695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:35:45,798] Trial 2172 finished with value: 0.9968634418491339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:35:53,591] Trial 2173 finished with value: 0.9962496893703087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 50, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:35:57,645] Trial 2174 finished with value: 0.9971539884273465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:36:16,205] Trial 2175 finished with value: 0.9961850271606488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 67, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:36:17,709] Trial 2176 finished with value: 0.9970736820952876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 3, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:36:20,253] Trial 2177 finished with value: 0.9972612457969813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:36:23,438] Trial 2178 finished with value: 0.9976750907180225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:36:28,248] Trial 2179 finished with value: 0.9974051168735976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:38:29,679] Trial 2180 finished with value: 0.9903791104396819 and parameters: {'classifier': 'SVC', 'svc_c': 544482907.8352847, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:38:32,722] Trial 2181 finished with value: 0.9972636472140121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:38:36,767] Trial 2182 finished with value: 0.9974358815698734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:38:40,168] Trial 2183 finished with value: 0.9973409054374374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:38:50,409] Trial 2184 finished with value: 0.9968613960236182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 39, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:38:54,592] Trial 2185 finished with value: 0.9968185955511198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:39:07,740] Trial 2186 finished with value: 0.9966677674617103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 53, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:39:20,672] Trial 2187 finished with value: 0.9960471558815365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 60, 'rf_n_estimators': 98}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:39:23,243] Trial 2188 finished with value: 0.9973748769953598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:39:28,614] Trial 2189 finished with value: 0.997020643735549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 22, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:39:31,048] Trial 2190 finished with value: 0.997140802437619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 73}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:39:33,963] Trial 2191 finished with value: 0.9973308448064104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:39:37,155] Trial 2192 finished with value: 0.9971272680291436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 78}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:39:39,863] Trial 2193 finished with value: 0.9974806671850082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:39:45,915] Trial 2194 finished with value: 0.9971654495570164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:39:48,886] Trial 2195 finished with value: 0.9968687392232697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 92}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:39:51,333] Trial 2196 finished with value: 0.9972163855660261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 87}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:39:55,879] Trial 2197 finished with value: 0.9854008989219446 and parameters: {'classifier': 'SVC', 'svc_c': 0.1203363234324662, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:40:04,839] Trial 2198 finished with value: 0.9969070464649938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 36, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:40:08,770] Trial 2199 finished with value: 0.9972681663111812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:40:12,639] Trial 2200 finished with value: 0.9976757533420546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:40:26,172] Trial 2201 finished with value: 0.9971682013922836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 45, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:40:28,386] Trial 2202 finished with value: 0.9963225735070642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:40:33,563] Trial 2203 finished with value: 0.9973985171661667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 16, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:40:34,679] Trial 2204 finished with value: 0.9970654877166957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:40:35,796] Trial 2205 finished with value: 0.9942592596745321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:40:37,999] Trial 2206 finished with value: 0.997550135275569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 83}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:40:41,445] Trial 2207 finished with value: 0.9975016044921391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:40:43,911] Trial 2208 finished with value: 0.9975317531556307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:40:47,044] Trial 2209 finished with value: 0.9974148410828053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:40:51,711] Trial 2210 finished with value: 0.9973941868778091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:40:55,982] Trial 2211 finished with value: 0.9969955965280904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:40:58,700] Trial 2212 finished with value: 0.9977945448068087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:41:01,543] Trial 2213 finished with value: 0.9974456883293783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:41:04,244] Trial 2214 finished with value: 0.9972088807886877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:41:07,351] Trial 2215 finished with value: 0.9974253829874612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:41:13,370] Trial 2216 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 3.3855757668898325e-07, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:41:15,536] Trial 2217 finished with value: 0.9975840028601065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:41:23,159] Trial 2218 finished with value: 0.9971398085333089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 26, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:41:26,075] Trial 2219 finished with value: 0.9971890368207313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:41:29,614] Trial 2220 finished with value: 0.9975669793130354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:41:32,385] Trial 2221 finished with value: 0.9975168117105033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:41:35,270] Trial 2222 finished with value: 0.9974948300992651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:41:37,773] Trial 2223 finished with value: 0.9974147265406973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:41:39,493] Trial 2224 finished with value: 0.9958797786950345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:41:42,015] Trial 2225 finished with value: 0.9974413673402281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:41:44,179] Trial 2226 finished with value: 0.9975608307282212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:41:46,989] Trial 2227 finished with value: 0.9974373720137462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:41:49,512] Trial 2228 finished with value: 0.9975439253413795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:41:52,355] Trial 2229 finished with value: 0.9972605481660373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:41:55,138] Trial 2230 finished with value: 0.997477086292122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:41:57,658] Trial 2231 finished with value: 0.9975339854730905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:42:00,626] Trial 2232 finished with value: 0.9972757087614156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:42:02,224] Trial 2233 finished with value: 0.9974462734811785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 75}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:42:05,422] Trial 2234 finished with value: 0.9969381566918681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:42:11,411] Trial 2235 finished with value: 0.9852929065023727 and parameters: {'classifier': 'SVC', 'svc_c': 0.0012935493971212393, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:42:14,867] Trial 2236 finished with value: 0.9974278725089233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:42:16,735] Trial 2237 finished with value: 0.9965090335547636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:42:35,457] Trial 2238 finished with value: 0.9967486883983473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 62, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:42:38,207] Trial 2239 finished with value: 0.9975772421780088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:42:39,485] Trial 2240 finished with value: 0.9958548153073895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:42:42,230] Trial 2241 finished with value: 0.9974349332411981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:42:45,240] Trial 2242 finished with value: 0.9976882905137394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:42:46,166] Trial 2243 finished with value: 0.9969355861435285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 25}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:42:49,061] Trial 2244 finished with value: 0.997381411132274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:42:54,172] Trial 2245 finished with value: 0.9971717721607772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 31, 'rf_n_estimators': 80}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:42:57,398] Trial 2246 finished with value: 0.9974721246415713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:43:00,841] Trial 2247 finished with value: 0.9973923701365098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:43:03,461] Trial 2248 finished with value: 0.9972495694525608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:43:17,687] Trial 2249 finished with value: 0.9967905016632336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 59, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:43:20,001] Trial 2250 finished with value: 0.9971574719483325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 89}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:43:23,221] Trial 2251 finished with value: 0.9976456767236127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:43:26,119] Trial 2252 finished with value: 0.9974816870826647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:43:28,480] Trial 2253 finished with value: 0.9972799417730864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 69}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:43:30,389] Trial 2254 finished with value: 0.9914133250028283 and parameters: {'classifier': 'SVC', 'svc_c': 17.245513596286184, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:43:33,877] Trial 2255 finished with value: 0.9975723637125137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:43:34,961] Trial 2256 finished with value: 0.990617244307526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:43:38,010] Trial 2257 finished with value: 0.9976545538798082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:43:40,637] Trial 2258 finished with value: 0.9973713264121752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:43:45,453] Trial 2259 finished with value: 0.9889482301770016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 74, 'rf_n_estimators': 86}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:43:49,071] Trial 2260 finished with value: 0.9973722926727682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:43:52,087] Trial 2261 finished with value: 0.9972590264285878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:43:55,026] Trial 2262 finished with value: 0.9976835562970336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:43:57,444] Trial 2263 finished with value: 0.997149967869228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:44:06,642] Trial 2264 finished with value: 0.997181434290638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 32, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:44:17,251] Trial 2265 finished with value: 0.9967636124511013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 39, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:44:21,057] Trial 2266 finished with value: 0.997470496836035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:44:28,126] Trial 2267 finished with value: 0.997206250477868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 28, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:44:33,994] Trial 2268 finished with value: 0.9973840167827394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:44:37,562] Trial 2269 finished with value: 0.9969466153520156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:44:39,574] Trial 2270 finished with value: 0.9969719907611753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 93}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:44:42,253] Trial 2271 finished with value: 0.9968926750644226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:44:48,144] Trial 2272 finished with value: 0.9853902475532458 and parameters: {'classifier': 'SVC', 'svc_c': 0.010707913393768765, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:44:53,257] Trial 2273 finished with value: 0.9955912994923767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 38, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:44:55,651] Trial 2274 finished with value: 0.9973556800046474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:45:03,192] Trial 2275 finished with value: 0.9970639065976216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 26, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:45:05,811] Trial 2276 finished with value: 0.9975336742194321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:45:06,187] Trial 2277 finished with value: 0.9826755233577514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 2}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:45:08,047] Trial 2278 finished with value: 0.9973418966122877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:45:10,720] Trial 2279 finished with value: 0.9977493992838031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:45:12,237] Trial 2280 finished with value: 0.9975137402110322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 82}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:45:15,018] Trial 2281 finished with value: 0.9973955006367511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:45:17,619] Trial 2282 finished with value: 0.9974519035320606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:45:20,368] Trial 2283 finished with value: 0.9973397913734093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:45:22,545] Trial 2284 finished with value: 0.9975772543653653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:45:28,250] Trial 2285 finished with value: 0.9946011459996753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 44, 'rf_n_estimators': 96}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:45:32,767] Trial 2286 finished with value: 0.997027985760898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 18, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:45:35,469] Trial 2287 finished with value: 0.9974077025926572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:45:38,850] Trial 2288 finished with value: 0.9934280295958232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 35, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:45:39,616] Trial 2289 finished with value: 0.9957823302430824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 21}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:45:42,464] Trial 2290 finished with value: 0.9974773626658201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:45:49,812] Trial 2291 finished with value: 0.9972292106322694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 25, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:45:51,243] Trial 2292 finished with value: 0.9956307149266158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:45:53,299] Trial 2293 finished with value: 0.9951007610922358 and parameters: {'classifier': 'SVC', 'svc_c': 309520.22797756986, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:45:55,588] Trial 2294 finished with value: 0.9974982972752288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:45:57,488] Trial 2295 finished with value: 0.9973963595280031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 78}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:46:00,075] Trial 2296 finished with value: 0.9974287329235948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:46:02,584] Trial 2297 finished with value: 0.9973313072911981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:46:03,456] Trial 2298 finished with value: 0.9902492455237977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:46:05,260] Trial 2299 finished with value: 0.9974254834379384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:46:07,096] Trial 2300 finished with value: 0.9974833179350401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:46:20,283] Trial 2301 finished with value: 0.9967268796000153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 56, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:46:23,135] Trial 2302 finished with value: 0.9971996670202458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:46:26,943] Trial 2303 finished with value: 0.9974347032365826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:46:29,378] Trial 2304 finished with value: 0.9971792993450782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:46:37,365] Trial 2305 finished with value: 0.9958900317529945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 45, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:46:39,361] Trial 2306 finished with value: 0.9974800774629493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 72}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:46:42,536] Trial 2307 finished with value: 0.9973321227015169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 100}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:46:45,901] Trial 2308 finished with value: 0.9974946959431303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:46:48,336] Trial 2309 finished with value: 0.9974511622932315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:46:51,106] Trial 2310 finished with value: 0.9974724509707359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:46:57,050] Trial 2311 finished with value: 0.9852053993786534 and parameters: {'classifier': 'SVC', 'svc_c': 0.00012378475070570864, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:47:00,286] Trial 2312 finished with value: 0.9974270980405051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:47:02,395] Trial 2313 finished with value: 0.9956509351474653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:47:14,714] Trial 2314 finished with value: 0.9958780134960966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 70, 'rf_n_estimators': 66}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:47:20,613] Trial 2315 finished with value: 0.9964003816214744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 33, 'rf_n_estimators': 85}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:47:23,685] Trial 2316 finished with value: 0.9973613907650279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:47:24,843] Trial 2317 finished with value: 0.9965742116323716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:47:28,923] Trial 2318 finished with value: 0.9973727386221061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:47:35,946] Trial 2319 finished with value: 0.9972286611856154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 23, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:47:38,532] Trial 2320 finished with value: 0.997569899137047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:47:40,192] Trial 2321 finished with value: 0.9971787495493073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:47:45,031] Trial 2322 finished with value: 0.9963008956276006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 20, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:47:47,445] Trial 2323 finished with value: 0.9973191062239534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 75}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:48:06,171] Trial 2324 finished with value: 0.9965902333723934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 65, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:48:08,517] Trial 2325 finished with value: 0.9974710419980717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:48:18,829] Trial 2326 finished with value: 0.9968984185148481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 41, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:48:21,975] Trial 2327 finished with value: 0.9974106437762803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:48:24,819] Trial 2328 finished with value: 0.9974794247728823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:48:29,876] Trial 2329 finished with value: 0.9850767555470211 and parameters: {'classifier': 'SVC', 'svc_c': 3.0283954147261597e-10, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:48:32,659] Trial 2330 finished with value: 0.9973739521844739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:48:38,104] Trial 2331 finished with value: 0.9970657468884482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 18, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:48:41,335] Trial 2332 finished with value: 0.9976389863409801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:48:43,091] Trial 2333 finished with value: 0.997049914274617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 2, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:49:00,161] Trial 2334 finished with value: 0.9966827891085298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 55, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:49:02,907] Trial 2335 finished with value: 0.9972393381350675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:49:04,934] Trial 2336 finished with value: 0.9971729844853668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 48}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:49:07,535] Trial 2337 finished with value: 0.9971916727808984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 89}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:49:10,992] Trial 2338 finished with value: 0.9975646181079334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:49:15,200] Trial 2339 finished with value: 0.997239131457814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:49:18,256] Trial 2340 finished with value: 0.9975857146441459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:49:19,949] Trial 2341 finished with value: 0.9976052049883372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 62}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:49:34,042] Trial 2342 finished with value: 0.9964713606585963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 57, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:49:38,699] Trial 2343 finished with value: 0.9973877940697969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:49:41,781] Trial 2344 finished with value: 0.9975277082545374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:49:44,535] Trial 2345 finished with value: 0.9969812375370412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:49:47,816] Trial 2346 finished with value: 0.9974375735494586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:49:52,362] Trial 2347 finished with value: 0.9970585245150105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:49:58,479] Trial 2348 finished with value: 0.9853940170010403 and parameters: {'classifier': 'SVC', 'svc_c': 0.04604093151108061, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:50:02,196] Trial 2349 finished with value: 0.9970231072954029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:50:07,870] Trial 2350 finished with value: 0.9967810570649908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 21, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:50:10,087] Trial 2351 finished with value: 0.9973112907959768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 84}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:50:13,419] Trial 2352 finished with value: 0.9970815814700297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:50:17,931] Trial 2353 finished with value: 0.9973748757575813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:50:20,517] Trial 2354 finished with value: 0.9974144105263526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:50:23,816] Trial 2355 finished with value: 0.997289469524647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:50:26,439] Trial 2356 finished with value: 0.9975434511453041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:50:29,649] Trial 2357 finished with value: 0.9972160702499154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:50:37,347] Trial 2358 finished with value: 0.99722861637169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 29, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:50:39,553] Trial 2359 finished with value: 0.9971388092018163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 80}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:50:42,043] Trial 2360 finished with value: 0.9962640482978823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:50:44,356] Trial 2361 finished with value: 0.9976832876991226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:50:45,496] Trial 2362 finished with value: 0.9944397284939623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 1, 'rf_n_estimators': 103}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:50:47,897] Trial 2363 finished with value: 0.99741382692971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:50:50,329] Trial 2364 finished with value: 0.9968550321288397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:50:52,451] Trial 2365 finished with value: 0.9971902093459849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:50:56,582] Trial 2366 finished with value: 0.9966972296342637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:51:02,047] Trial 2367 finished with value: 0.9850849502112542 and parameters: {'classifier': 'SVC', 'svc_c': 0.0003080070387674508, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:51:05,042] Trial 2368 finished with value: 0.9975044180893741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:51:07,324] Trial 2369 finished with value: 0.9976916241048507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 91}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:51:11,585] Trial 2370 finished with value: 0.9973248456754025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:51:15,301] Trial 2371 finished with value: 0.9972456591201949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:51:20,237] Trial 2372 finished with value: 0.9970855495019112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:51:23,061] Trial 2373 finished with value: 0.9974479985316632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:51:27,418] Trial 2374 finished with value: 0.9971667287851146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 17, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:51:29,699] Trial 2375 finished with value: 0.9973071603612227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:51:34,088] Trial 2376 finished with value: 0.9974638324784865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:51:37,897] Trial 2377 finished with value: 0.9966639455828927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:51:41,090] Trial 2378 finished with value: 0.9974385006454737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:51:43,466] Trial 2379 finished with value: 0.997597424345107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:51:46,967] Trial 2380 finished with value: 0.9973895245792018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:51:48,884] Trial 2381 finished with value: 0.9975177045930543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 87}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:51:55,906] Trial 2382 finished with value: 0.9967393068950643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 43, 'rf_n_estimators': 77}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:51:57,043] Trial 2383 finished with value: 0.9895214410336789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:52:00,133] Trial 2384 finished with value: 0.9971406202302924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 95}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:52:05,346] Trial 2385 finished with value: 0.9853343661117563 and parameters: {'classifier': 'SVC', 'svc_c': 0.0024065421239647666, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:52:19,487] Trial 2386 finished with value: 0.996432331411215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 49, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:52:27,836] Trial 2387 finished with value: 0.996791111094533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 36, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:52:30,919] Trial 2388 finished with value: 0.997580941738931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:52:34,272] Trial 2389 finished with value: 0.9975750511198287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:52:35,033] Trial 2390 finished with value: 0.9962155559173204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 17}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:52:38,527] Trial 2391 finished with value: 0.9974938299425871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:52:42,630] Trial 2392 finished with value: 0.9975526597087292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:52:58,471] Trial 2393 finished with value: 0.996449951853112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 65, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:52:59,775] Trial 2394 finished with value: 0.9960991127403399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:53:02,987] Trial 2395 finished with value: 0.9974567109046429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:53:07,456] Trial 2396 finished with value: 0.9971969399405464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:53:09,259] Trial 2397 finished with value: 0.9973076050410442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 70}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:53:11,315] Trial 2398 finished with value: 0.9972948338975055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:53:26,255] Trial 2399 finished with value: 0.9968377573444932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 48, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:53:30,720] Trial 2400 finished with value: 0.9971809520648719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 22, 'rf_n_estimators': 82}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:53:35,815] Trial 2401 finished with value: 0.997379935541742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:53:37,486] Trial 2402 finished with value: 0.9937418801134509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 28, 'rf_n_estimators': 53}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:53:40,657] Trial 2403 finished with value: 0.9974670646352454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:53:45,363] Trial 2404 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.9672397293483964e-09, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:53:49,157] Trial 2405 finished with value: 0.9971708273550098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:53:52,879] Trial 2406 finished with value: 0.9972915681937785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:53:57,986] Trial 2407 finished with value: 0.9976239314645715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:54:00,787] Trial 2408 finished with value: 0.9975298451043715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:54:04,138] Trial 2409 finished with value: 0.9974861880257505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:54:06,922] Trial 2410 finished with value: 0.9972616654990697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:54:09,994] Trial 2411 finished with value: 0.9975202770774064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 98}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:54:12,628] Trial 2412 finished with value: 0.9974102033176004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:54:16,340] Trial 2413 finished with value: 0.9948109226819527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 26, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:54:21,029] Trial 2414 finished with value: 0.9977258403303016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:54:25,518] Trial 2415 finished with value: 0.9971805121774743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:54:27,014] Trial 2416 finished with value: 0.9975388335336702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 59}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:54:32,996] Trial 2417 finished with value: 0.9973877932446115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:54:43,657] Trial 2418 finished with value: 0.9967687180965381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 52, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:54:49,150] Trial 2419 finished with value: 0.9973049746667488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:54:53,897] Trial 2420 finished with value: 0.9974564187572046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:54:56,511] Trial 2421 finished with value: 0.9970930333004927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 3, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:55:01,549] Trial 2422 finished with value: 0.9973821357087015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:55:03,359] Trial 2423 finished with value: 0.9973450753224103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:55:09,153] Trial 2424 finished with value: 0.9852198212107594 and parameters: {'classifier': 'SVC', 'svc_c': 0.0006054688361067307, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:55:13,847] Trial 2425 finished with value: 0.9973750370496273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:55:17,988] Trial 2426 finished with value: 0.9974403312245007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:55:21,699] Trial 2427 finished with value: 0.9966950108054142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:55:28,523] Trial 2428 finished with value: 0.9970351523390945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 23, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:55:30,989] Trial 2429 finished with value: 0.9976726087501824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:55:31,973] Trial 2430 finished with value: 0.9931561043461575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 2, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:55:37,031] Trial 2431 finished with value: 0.9971697012940527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:55:38,915] Trial 2432 finished with value: 0.9973404376524192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:55:41,375] Trial 2433 finished with value: 0.997289180424048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:55:43,657] Trial 2434 finished with value: 0.9972807816850698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 93}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:55:45,248] Trial 2435 finished with value: 0.9969847756789658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 3, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:56:03,085] Trial 2436 finished with value: 0.9959711370233979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 72, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:56:05,960] Trial 2437 finished with value: 0.9974009765048786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 74}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:56:08,969] Trial 2438 finished with value: 0.9975027423595976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:56:14,891] Trial 2439 finished with value: 0.997242291950378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 22, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:56:15,926] Trial 2440 finished with value: 0.9957201623155704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:56:17,638] Trial 2441 finished with value: 0.9943129962682349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:56:22,167] Trial 2442 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 7.79251200685067e-05, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:56:25,260] Trial 2443 finished with value: 0.9973053909411433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:56:32,704] Trial 2444 finished with value: 0.9943748851560644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 68, 'rf_n_estimators': 84}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:56:34,936] Trial 2445 finished with value: 0.9969700448465927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:56:50,702] Trial 2446 finished with value: 0.9968046697825076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 56, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:56:52,181] Trial 2447 finished with value: 0.9909263856179189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 17, 'rf_n_estimators': 105}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:57:00,396] Trial 2448 finished with value: 0.9971133220434844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 29, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:57:03,694] Trial 2449 finished with value: 0.9973808680014634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:57:06,754] Trial 2450 finished with value: 0.9974452227342758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:57:11,031] Trial 2451 finished with value: 0.9972856859217458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:57:14,031] Trial 2452 finished with value: 0.997361797200671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:57:16,154] Trial 2453 finished with value: 0.9973176887455298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 67}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:57:18,593] Trial 2454 finished with value: 0.9974106844325398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:57:23,698] Trial 2455 finished with value: 0.9969708418489249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:57:27,000] Trial 2456 finished with value: 0.9972985030535124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:57:29,476] Trial 2457 finished with value: 0.9976908569996269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 79}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:57:32,207] Trial 2458 finished with value: 0.9975045564666507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:57:34,733] Trial 2459 finished with value: 0.9975112785554529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 87}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:57:38,293] Trial 2460 finished with value: 0.9974795328404572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:57:42,094] Trial 2461 finished with value: 0.9975657540393795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:57:46,183] Trial 2462 finished with value: 0.9867330436335733 and parameters: {'classifier': 'SVC', 'svc_c': 251100164.8966529, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:57:51,253] Trial 2463 finished with value: 0.9972402594865214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:57:53,864] Trial 2464 finished with value: 0.9970742005022682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:57:55,671] Trial 2465 finished with value: 0.9973671812827699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:57:59,080] Trial 2466 finished with value: 0.9975449537447952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:58:02,125] Trial 2467 finished with value: 0.9975420813372176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:58:04,657] Trial 2468 finished with value: 0.9973642774229261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:58:09,591] Trial 2469 finished with value: 0.9974183745909957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:58:13,992] Trial 2470 finished with value: 0.9972043914616759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:58:21,180] Trial 2471 finished with value: 0.9972263118187529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 24, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:58:24,239] Trial 2472 finished with value: 0.9975299099449165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:58:31,569] Trial 2473 finished with value: 0.9972104073185611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 30, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:58:33,417] Trial 2474 finished with value: 0.9972981932280597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:58:38,023] Trial 2475 finished with value: 0.997222460518895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:58:40,139] Trial 2476 finished with value: 0.9974687558213828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:58:51,818] Trial 2477 finished with value: 0.9969410198319769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 46, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:59:01,809] Trial 2478 finished with value: 0.996488707710158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 57, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:59:04,214] Trial 2479 finished with value: 0.9970910514903363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:59:06,258] Trial 2480 finished with value: 0.9967624738219328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 90}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:59:08,223] Trial 2481 finished with value: 0.9967994105573365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:59:10,503] Trial 2482 finished with value: 0.9961593767742585 and parameters: {'classifier': 'SVC', 'svc_c': 12693.295248246508, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:59:13,399] Trial 2483 finished with value: 0.9973368461273341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:59:22,585] Trial 2484 finished with value: 0.9964824892067337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 41, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:59:24,559] Trial 2485 finished with value: 0.9965420934730318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:59:28,376] Trial 2486 finished with value: 0.9976537367873802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:59:31,405] Trial 2487 finished with value: 0.9972167499172038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:59:33,786] Trial 2488 finished with value: 0.9973703458060482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 72}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:59:36,463] Trial 2489 finished with value: 0.9960647929540968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:59:40,110] Trial 2490 finished with value: 0.9975820650386901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:59:44,420] Trial 2491 finished with value: 0.9965390845607139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 20, 'rf_n_estimators': 81}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:59:46,566] Trial 2492 finished with value: 0.9973511615104985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:59:50,073] Trial 2493 finished with value: 0.9978285015113905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 76}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:59:52,718] Trial 2494 finished with value: 0.9973757823509083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 71}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:59:54,934] Trial 2495 finished with value: 0.996723302833057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 14, 'rf_n_estimators': 74}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:59:57,171] Trial 2496 finished with value: 0.9973787568275964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 64}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 17:59:58,918] Trial 2497 finished with value: 0.9967908892465597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 39}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:00:00,240] Trial 2498 finished with value: 0.994751519983105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 13, 'rf_n_estimators': 75}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:00:01,878] Trial 2499 finished with value: 0.9952106732108789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 17, 'rf_n_estimators': 72}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:00:05,957] Trial 2500 finished with value: 0.9865748301013574 and parameters: {'classifier': 'SVC', 'svc_c': 1.2424192627859794, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:00:08,322] Trial 2501 finished with value: 0.9969120969816854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 69}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:00:10,893] Trial 2502 finished with value: 0.997091960590958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 74}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:00:14,269] Trial 2503 finished with value: 0.996646655405661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 21, 'rf_n_estimators': 61}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:00:23,278] Trial 2504 finished with value: 0.9968201767336701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 52, 'rf_n_estimators': 72}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:00:24,954] Trial 2505 finished with value: 0.9964600607574962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 18, 'rf_n_estimators': 35}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:00:27,106] Trial 2506 finished with value: 0.9973526062200465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:00:30,039] Trial 2507 finished with value: 0.997302809633653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 75}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:00:31,896] Trial 2508 finished with value: 0.997317155739112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 11, 'rf_n_estimators': 67}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:00:32,994] Trial 2509 finished with value: 0.9971448233765924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:00:35,226] Trial 2510 finished with value: 0.9971734274196035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 65}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:00:37,021] Trial 2511 finished with value: 0.9968928334683188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 77}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:00:38,381] Trial 2512 finished with value: 0.9971592481603239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:00:40,702] Trial 2513 finished with value: 0.997167300480042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 79}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:00:43,218] Trial 2514 finished with value: 0.9975786638140981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 77}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:00:45,475] Trial 2515 finished with value: 0.996224499818335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:00:48,814] Trial 2516 finished with value: 0.9961583981358816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 24, 'rf_n_estimators': 45}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:00:52,854] Trial 2517 finished with value: 0.9970975257378193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 70}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:00:54,152] Trial 2518 finished with value: 0.994797250467483 and parameters: {'classifier': 'SVC', 'svc_c': 633.2041630594932, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:00:56,089] Trial 2519 finished with value: 0.9973475226959313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 68}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:00:58,441] Trial 2520 finished with value: 0.9973985487136469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 74}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:00:59,253] Trial 2521 finished with value: 0.9898180512978031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 77}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:01:01,298] Trial 2522 finished with value: 0.9971939877756072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 64}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:01:03,707] Trial 2523 finished with value: 0.9973204892667472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:01:07,256] Trial 2524 finished with value: 0.9972641526084507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:01:11,577] Trial 2525 finished with value: 0.9953359088990554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 54, 'rf_n_estimators': 30}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:01:13,507] Trial 2526 finished with value: 0.9967456341960356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 67}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:01:15,911] Trial 2527 finished with value: 0.9970081408408045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:01:18,063] Trial 2528 finished with value: 0.9976588023478401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:01:23,195] Trial 2529 finished with value: 0.996334759149686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 41, 'rf_n_estimators': 57}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:01:26,332] Trial 2530 finished with value: 0.9972976515571929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:01:28,752] Trial 2531 finished with value: 0.9972614160391169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 71}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:01:33,355] Trial 2532 finished with value: 0.9976002527004693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:01:36,063] Trial 2533 finished with value: 0.9972669738545216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:01:39,466] Trial 2534 finished with value: 0.9974681065590097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:01:42,384] Trial 2535 finished with value: 0.9966426442102255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 19, 'rf_n_estimators': 55}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:01:51,856] Trial 2536 finished with value: 0.9969179760799273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 36, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:01:53,731] Trial 2537 finished with value: 0.9973739234934057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 69}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:01:55,303] Trial 2538 finished with value: 0.9972797404912773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 76}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:02:00,165] Trial 2539 finished with value: 0.985205727389927 and parameters: {'classifier': 'SVC', 'svc_c': 4.695063750689733e-08, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:02:02,153] Trial 2540 finished with value: 0.9976431180135125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:02:06,773] Trial 2541 finished with value: 0.9973986476407042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:02:10,098] Trial 2542 finished with value: 0.9973433701715937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:02:12,784] Trial 2543 finished with value: 0.9974401778034561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:02:16,128] Trial 2544 finished with value: 0.9963783577988191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:02:19,398] Trial 2545 finished with value: 0.9972018805171264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:02:22,611] Trial 2546 finished with value: 0.9974175290614027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:02:25,876] Trial 2547 finished with value: 0.9972229861621185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:02:30,112] Trial 2548 finished with value: 0.9975716135553326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:02:32,133] Trial 2549 finished with value: 0.9975923360920436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:02:35,754] Trial 2550 finished with value: 0.9975491112837224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:02:38,603] Trial 2551 finished with value: 0.997440163362708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:02:41,524] Trial 2552 finished with value: 0.9971767933199044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:02:45,926] Trial 2553 finished with value: 0.9973976613852296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:02:48,637] Trial 2554 finished with value: 0.9973235167457407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:02:57,626] Trial 2555 finished with value: 0.996875666085051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 37, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:03:02,921] Trial 2556 finished with value: 0.9857827020133133 and parameters: {'classifier': 'SVC', 'svc_c': 0.2412705038947039, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:03:06,526] Trial 2557 finished with value: 0.9972218223013137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:03:11,258] Trial 2558 finished with value: 0.9972875462074544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:03:14,116] Trial 2559 finished with value: 0.9973642842148381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:03:18,224] Trial 2560 finished with value: 0.9974654408286856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:03:21,681] Trial 2561 finished with value: 0.9977139898082449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:03:22,836] Trial 2562 finished with value: 0.9973746348033878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 42}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:03:25,188] Trial 2563 finished with value: 0.9975708595261269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:03:27,982] Trial 2564 finished with value: 0.9975276179919285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:03:30,693] Trial 2565 finished with value: 0.9973297680026857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:03:33,043] Trial 2566 finished with value: 0.9974780500136823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:03:35,824] Trial 2567 finished with value: 0.9974542908257225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:03:38,377] Trial 2568 finished with value: 0.9974323354934717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:03:40,618] Trial 2569 finished with value: 0.9973467026836159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:03:43,062] Trial 2570 finished with value: 0.9974870669753599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:03:46,220] Trial 2571 finished with value: 0.9974627059097229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:03:47,969] Trial 2572 finished with value: 0.9951393390900485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:03:50,353] Trial 2573 finished with value: 0.9974532058970936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:03:51,959] Trial 2574 finished with value: 0.9972369212616757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 72}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:03:55,578] Trial 2575 finished with value: 0.9879948185489521 and parameters: {'classifier': 'SVC', 'svc_c': 48292.814906916756, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:03:58,363] Trial 2576 finished with value: 0.9972851095613463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:04:00,829] Trial 2577 finished with value: 0.9977853287849753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:04:04,431] Trial 2578 finished with value: 0.9975280937114236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:04:06,507] Trial 2579 finished with value: 0.9974823887760609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 105}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:04:08,841] Trial 2580 finished with value: 0.9974062335718719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:04:11,004] Trial 2581 finished with value: 0.9973227636686723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:04:13,050] Trial 2582 finished with value: 0.9974669006454775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:04:15,715] Trial 2583 finished with value: 0.9972529070109104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:04:18,037] Trial 2584 finished with value: 0.997623724438201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:04:20,612] Trial 2585 finished with value: 0.99755504944621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:04:23,039] Trial 2586 finished with value: 0.9973924451966609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:04:25,423] Trial 2587 finished with value: 0.997350311728026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:04:28,279] Trial 2588 finished with value: 0.9974866247710953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:04:31,276] Trial 2589 finished with value: 0.997728472037589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:04:33,395] Trial 2590 finished with value: 0.9973616198809819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:04:35,804] Trial 2591 finished with value: 0.9971977724893352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:04:38,121] Trial 2592 finished with value: 0.9973653415632256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:04:40,848] Trial 2593 finished with value: 0.9974549363112847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:04:56,854] Trial 2594 finished with value: 0.996265810354767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 68, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:04:59,601] Trial 2595 finished with value: 0.9972341299761895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 4, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:05:02,026] Trial 2596 finished with value: 0.9974474807594408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:05:07,099] Trial 2597 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 4.492718656915132e-06, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:05:19,163] Trial 2598 finished with value: 0.9966850639547857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 47, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:05:20,350] Trial 2599 finished with value: 0.9965347975946003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 2, 'rf_n_estimators': 104}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:05:23,170] Trial 2600 finished with value: 0.9972404777163731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:05:25,709] Trial 2601 finished with value: 0.9974640537869153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:05:27,765] Trial 2602 finished with value: 0.9976408315194446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:05:30,283] Trial 2603 finished with value: 0.997340458948555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:05:32,498] Trial 2604 finished with value: 0.9974558089133126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 103}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:05:35,081] Trial 2605 finished with value: 0.9971854114312989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:05:37,993] Trial 2606 finished with value: 0.9974593166503221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:05:40,732] Trial 2607 finished with value: 0.9975951754287217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:05:43,250] Trial 2608 finished with value: 0.9974946338320453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:05:45,448] Trial 2609 finished with value: 0.9975671873550188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:05:47,498] Trial 2610 finished with value: 0.997512504749508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:05:49,829] Trial 2611 finished with value: 0.997433568447701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:05:52,619] Trial 2612 finished with value: 0.9975598989984715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:05:55,637] Trial 2613 finished with value: 0.9867042138070886 and parameters: {'classifier': 'SVC', 'svc_c': 3537521.5837724376, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:05:57,989] Trial 2614 finished with value: 0.997305101205786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:06:00,128] Trial 2615 finished with value: 0.9976204199190132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:06:03,040] Trial 2616 finished with value: 0.9975344492908703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:06:04,121] Trial 2617 finished with value: 0.9953681208439118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 1, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:06:06,051] Trial 2618 finished with value: 0.9974255173022856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:06:11,925] Trial 2619 finished with value: 0.9969633471959791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 28, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:06:16,469] Trial 2620 finished with value: 0.9896109073701642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 55, 'rf_n_estimators': 104}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:06:21,088] Trial 2621 finished with value: 0.9971963595494325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:06:23,904] Trial 2622 finished with value: 0.9974427485739611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:06:26,393] Trial 2623 finished with value: 0.9975477887333802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:06:36,794] Trial 2624 finished with value: 0.9967149996569183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 46, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:06:39,161] Trial 2625 finished with value: 0.9975699579473893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:06:42,203] Trial 2626 finished with value: 0.9977144112876561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:06:44,411] Trial 2627 finished with value: 0.9975732802080676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:06:47,353] Trial 2628 finished with value: 0.9974774016082327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:06:50,248] Trial 2629 finished with value: 0.9975093526992277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:06:53,044] Trial 2630 finished with value: 0.9973281484807434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:06:55,483] Trial 2631 finished with value: 0.9969860993083969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:08:40,349] Trial 2632 finished with value: 0.9904075214527396 and parameters: {'classifier': 'SVC', 'svc_c': 98853589.03943683, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:08:43,172] Trial 2633 finished with value: 0.9970422109766673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:08:45,460] Trial 2634 finished with value: 0.9975615571454474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:08:47,011] Trial 2635 finished with value: 0.9960129272148256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:08:55,035] Trial 2636 finished with value: 0.9967287285870285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 35, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:08:57,165] Trial 2637 finished with value: 0.9974062154177888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:08:58,567] Trial 2638 finished with value: 0.9944549780824333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:09:01,268] Trial 2639 finished with value: 0.9976026074627762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:09:04,092] Trial 2640 finished with value: 0.9974685294983647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:09:06,224] Trial 2641 finished with value: 0.996881961902018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 105}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:09:09,032] Trial 2642 finished with value: 0.9974841478178447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:09:10,705] Trial 2643 finished with value: 0.9970936572360155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 3, 'rf_n_estimators': 103}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:09:12,420] Trial 2644 finished with value: 0.9969279174716359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 5, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:09:14,789] Trial 2645 finished with value: 0.9973751085551327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:09:17,557] Trial 2646 finished with value: 0.9973983334036823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:09:20,655] Trial 2647 finished with value: 0.9973822222262374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:09:21,859] Trial 2648 finished with value: 0.9970872713468673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 1, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:09:24,435] Trial 2649 finished with value: 0.9972481570839404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:09:27,362] Trial 2650 finished with value: 0.9971096058836363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:09:29,928] Trial 2651 finished with value: 0.9974209536768326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:09:35,720] Trial 2652 finished with value: 0.9852051536320358 and parameters: {'classifier': 'SVC', 'svc_c': 7.060978134023111e-07, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:09:38,353] Trial 2653 finished with value: 0.9972827166818125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:09:41,421] Trial 2654 finished with value: 0.9976315905833539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:09:43,847] Trial 2655 finished with value: 0.9974818712894797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:09:46,049] Trial 2656 finished with value: 0.9975744242961562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:09:49,173] Trial 2657 finished with value: 0.9972800425726805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:09:51,270] Trial 2658 finished with value: 0.9974090773518571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:09:54,502] Trial 2659 finished with value: 0.9977064525312894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:09:57,595] Trial 2660 finished with value: 0.997470208719311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:10:00,258] Trial 2661 finished with value: 0.9974973949347815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:10:07,729] Trial 2662 finished with value: 0.9967578610344612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 28, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:10:09,528] Trial 2663 finished with value: 0.9975317924471602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 62}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:10:11,924] Trial 2664 finished with value: 0.9975625199783463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:10:14,504] Trial 2665 finished with value: 0.9966558398165386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:10:16,868] Trial 2666 finished with value: 0.9966968576342502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 78}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:10:19,391] Trial 2667 finished with value: 0.9972712836084527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:10:21,058] Trial 2668 finished with value: 0.9972515037193316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:10:26,041] Trial 2669 finished with value: 0.9960900647707267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 48, 'rf_n_estimators': 50}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:10:31,550] Trial 2670 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 2.1584436922803664e-05, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:10:40,437] Trial 2671 finished with value: 0.9964771462887007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 61, 'rf_n_estimators': 59}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:10:43,072] Trial 2672 finished with value: 0.9972712461577221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:10:48,046] Trial 2673 finished with value: 0.9969995250462772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 20, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:10:50,353] Trial 2674 finished with value: 0.9966634899534932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:10:52,687] Trial 2675 finished with value: 0.9965650609906276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:11:03,164] Trial 2676 finished with value: 0.9967824575953715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 45, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:11:12,683] Trial 2677 finished with value: 0.9972766712134596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 32, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:11:19,412] Trial 2678 finished with value: 0.9969522148710306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 21, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:11:20,812] Trial 2679 finished with value: 0.9969580819723435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 100}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:11:25,637] Trial 2680 finished with value: 0.9972344228535995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 24, 'rf_n_estimators': 80}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:11:27,811] Trial 2681 finished with value: 0.9976136226748461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:11:28,917] Trial 2682 finished with value: 0.9953692376373998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 73}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:11:31,228] Trial 2683 finished with value: 0.9968724335156992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:11:40,044] Trial 2684 finished with value: 0.9972135384218226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 31, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:11:43,002] Trial 2685 finished with value: 0.9972958989899424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:11:44,680] Trial 2686 finished with value: 0.9961527115280484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:11:47,569] Trial 2687 finished with value: 0.9975873526375505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:11:49,805] Trial 2688 finished with value: 0.997359507278909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 76}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:11:50,799] Trial 2689 finished with value: 0.9896296681233386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:11:54,265] Trial 2690 finished with value: 0.9867325520133865 and parameters: {'classifier': 'SVC', 'svc_c': 4885585387.1390705, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:11:56,209] Trial 2691 finished with value: 0.9961288153592801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:12:14,423] Trial 2692 finished with value: 0.9954881778259884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 63, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:12:15,099] Trial 2693 finished with value: 0.9952334037732578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 13}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:12:19,270] Trial 2694 finished with value: 0.9947536446455825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 37, 'rf_n_estimators': 69}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:12:20,566] Trial 2695 finished with value: 0.9940115837095935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:12:23,521] Trial 2696 finished with value: 0.9974103670534652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:12:26,216] Trial 2697 finished with value: 0.9972857885621388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:12:28,671] Trial 2698 finished with value: 0.9971130193907988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:12:30,931] Trial 2699 finished with value: 0.997619235618996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:12:34,046] Trial 2700 finished with value: 0.9975785069336215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:12:36,599] Trial 2701 finished with value: 0.9971381557183014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:12:37,350] Trial 2702 finished with value: 0.9962817725544745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 5, 'rf_n_estimators': 23}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:12:43,069] Trial 2703 finished with value: 0.9968758736827037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 33, 'rf_n_estimators': 66}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:12:46,206] Trial 2704 finished with value: 0.9974994478378504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:12:49,615] Trial 2705 finished with value: 0.9975228855525456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:12:50,883] Trial 2706 finished with value: 0.9966325677102447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:12:53,735] Trial 2707 finished with value: 0.997136434349414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:12:58,635] Trial 2708 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 8.195490817872548e-09, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:13:01,083] Trial 2709 finished with value: 0.9974362409381996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:13:02,591] Trial 2710 finished with value: 0.9937354888923339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:13:11,191] Trial 2711 finished with value: 0.9971506688643904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 33, 'rf_n_estimators': 105}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:13:13,364] Trial 2712 finished with value: 0.997313151843395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:13:15,949] Trial 2713 finished with value: 0.9973349656245786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:13:24,635] Trial 2714 finished with value: 0.9967104033731585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 35, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:13:27,331] Trial 2715 finished with value: 0.9972311947592929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:13:30,572] Trial 2716 finished with value: 0.9968294085927193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:13:31,971] Trial 2717 finished with value: 0.9972446853059802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:13:36,335] Trial 2718 finished with value: 0.997280616647951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 18, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:13:38,765] Trial 2719 finished with value: 0.997396817410794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:13:40,015] Trial 2720 finished with value: 0.9896084789124361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:13:43,351] Trial 2721 finished with value: 0.9973366886120992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:13:46,323] Trial 2722 finished with value: 0.9975085106290665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:13:49,406] Trial 2723 finished with value: 0.9973428928334652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:13:52,531] Trial 2724 finished with value: 0.997488921579983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:14:04,866] Trial 2725 finished with value: 0.9967591956134703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 55, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:14:10,708] Trial 2726 finished with value: 0.9853858234793719 and parameters: {'classifier': 'SVC', 'svc_c': 0.016501574774413903, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:14:12,303] Trial 2727 finished with value: 0.9972722161316501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 101}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:14:13,074] Trial 2728 finished with value: 0.9976305769063272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 28}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:14:14,608] Trial 2729 finished with value: 0.9970229009355284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 79}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:14:20,416] Trial 2730 finished with value: 0.9965874714762095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 26, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:14:22,717] Trial 2731 finished with value: 0.9973957458755621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:14:23,630] Trial 2732 finished with value: 0.9966163791240433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 74}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:14:25,856] Trial 2733 finished with value: 0.9950024784411237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 23, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:14:27,828] Trial 2734 finished with value: 0.9977371933289207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:14:31,147] Trial 2735 finished with value: 0.9975314338088057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:14:33,405] Trial 2736 finished with value: 0.9973019734984806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:14:35,491] Trial 2737 finished with value: 0.997330257750336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:14:37,562] Trial 2738 finished with value: 0.9975738174038895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 102}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:14:40,094] Trial 2739 finished with value: 0.9974309141112857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:14:42,569] Trial 2740 finished with value: 0.9973953231901104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 100}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:14:45,407] Trial 2741 finished with value: 0.9975896202475635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:14:47,679] Trial 2742 finished with value: 0.9971595337062776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:14:50,237] Trial 2743 finished with value: 0.9974884034269058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:14:52,766] Trial 2744 finished with value: 0.9973473053547409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:14:54,889] Trial 2745 finished with value: 0.9974690917353956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:14:57,031] Trial 2746 finished with value: 0.997405354082718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:15:37,898] Trial 2747 finished with value: 0.9895556362168972 and parameters: {'classifier': 'SVC', 'svc_c': 19274004.725762174, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:15:51,240] Trial 2748 finished with value: 0.9958056461159505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 54, 'rf_n_estimators': 104}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:15:53,314] Trial 2749 finished with value: 0.9975621069412184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:15:55,510] Trial 2750 finished with value: 0.9976038445429335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:16:07,223] Trial 2751 finished with value: 0.9959460850552532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 46, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:16:08,523] Trial 2752 finished with value: 0.9955422215791595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 4, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:16:11,524] Trial 2753 finished with value: 0.9975110732111915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:16:14,046] Trial 2754 finished with value: 0.9973045902889517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:16:21,104] Trial 2755 finished with value: 0.9972812520091207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 24, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:16:23,787] Trial 2756 finished with value: 0.9971728411569766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:16:26,415] Trial 2757 finished with value: 0.9973900066462784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:16:28,938] Trial 2758 finished with value: 0.9970419206065518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:16:31,558] Trial 2759 finished with value: 0.9973945692561182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:16:34,345] Trial 2760 finished with value: 0.9975426102177076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:16:36,708] Trial 2761 finished with value: 0.9971460333843147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:16:42,868] Trial 2762 finished with value: 0.9967919557989403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 25, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:16:44,778] Trial 2763 finished with value: 0.9973014005975128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 104}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:16:46,218] Trial 2764 finished with value: 0.997073004554439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 97}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:16:48,949] Trial 2765 finished with value: 0.9881640441829229 and parameters: {'classifier': 'SVC', 'svc_c': 3.535805272397776, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:16:56,941] Trial 2766 finished with value: 0.9969429555586915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 34, 'rf_n_estimators': 100}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:16:59,437] Trial 2767 finished with value: 0.997622897157905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:17:01,836] Trial 2768 finished with value: 0.9976118842309644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:17:04,704] Trial 2769 finished with value: 0.9973315098425236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:17:10,569] Trial 2770 finished with value: 0.9972580249706554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 105}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:17:12,313] Trial 2771 finished with value: 0.9972281776268571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:17:13,662] Trial 2772 finished with value: 0.9970167963711919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 1, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:17:16,202] Trial 2773 finished with value: 0.9977278614002493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:17:19,807] Trial 2774 finished with value: 0.9972887300948788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 99}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:17:22,409] Trial 2775 finished with value: 0.9973627555902628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:17:25,075] Trial 2776 finished with value: 0.9973183873603492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:17:27,649] Trial 2777 finished with value: 0.9972472916229417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:17:29,512] Trial 2778 finished with value: 0.9973974865093593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 100}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:17:35,264] Trial 2779 finished with value: 0.9970205739121526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 30, 'rf_n_estimators': 105}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:17:37,241] Trial 2780 finished with value: 0.997533564469748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:17:39,258] Trial 2781 finished with value: 0.9975331022071257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:17:51,673] Trial 2782 finished with value: 0.9966056327955255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 62, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:17:53,331] Trial 2783 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.6702780443292602e-08, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:17:55,085] Trial 2784 finished with value: 0.9974972567479324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:17:57,011] Trial 2785 finished with value: 0.9973022209272074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:17:59,168] Trial 2786 finished with value: 0.9975378231891239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:18:12,827] Trial 2787 finished with value: 0.9965953340667166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 68, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:18:14,648] Trial 2788 finished with value: 0.997487999244654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:18:16,666] Trial 2789 finished with value: 0.9974808402518175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:18:18,791] Trial 2790 finished with value: 0.9973910571710157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:18:21,113] Trial 2791 finished with value: 0.9976842783344285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 103}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:18:22,999] Trial 2792 finished with value: 0.9969343039638044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 100}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:18:25,052] Trial 2793 finished with value: 0.9974338307297685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:18:28,344] Trial 2794 finished with value: 0.9974261372705703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 102}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:18:29,668] Trial 2795 finished with value: 0.9973777411510816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:18:43,777] Trial 2796 finished with value: 0.9962139634043372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 66, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:18:45,916] Trial 2797 finished with value: 0.9973880939930226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:18:46,931] Trial 2798 finished with value: 0.9945597740186543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:18:48,975] Trial 2799 finished with value: 0.9974045886278656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:18:51,134] Trial 2800 finished with value: 0.9973563399944331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:18:52,927] Trial 2801 finished with value: 0.9973818868200311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:18:54,222] Trial 2802 finished with value: 0.9867361571857719 and parameters: {'classifier': 'SVC', 'svc_c': 44995515.73608818, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:18:56,215] Trial 2803 finished with value: 0.9969711977895571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:18:58,372] Trial 2804 finished with value: 0.9972241697004259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 98}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:19:00,135] Trial 2805 finished with value: 0.9975644082251512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:19:01,720] Trial 2806 finished with value: 0.9968303682518275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:19:05,618] Trial 2807 finished with value: 0.9975081069546214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 19, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:19:06,553] Trial 2808 finished with value: 0.9952414633292186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:19:08,104] Trial 2809 finished with value: 0.9972053236674943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:19:09,592] Trial 2810 finished with value: 0.9972969129526104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:19:16,202] Trial 2811 finished with value: 0.9969995484688529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 33, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:19:18,569] Trial 2812 finished with value: 0.9971932735139997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:19:20,425] Trial 2813 finished with value: 0.9971851469593159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:19:22,095] Trial 2814 finished with value: 0.9966995870308167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 104}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:19:24,334] Trial 2815 finished with value: 0.9972754412108555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:19:24,919] Trial 2816 finished with value: 0.9897204805279557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 71}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:19:25,794] Trial 2817 finished with value: 0.9972658200546333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:19:29,548] Trial 2818 finished with value: 0.997592806193929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:19:30,523] Trial 2819 finished with value: 0.9970370968572094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:19:35,050] Trial 2820 finished with value: 0.997272018563176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 22, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:19:35,983] Trial 2821 finished with value: 0.9973288071057992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 81}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:19:37,659] Trial 2822 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.6158542455147857e-07, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:19:47,574] Trial 2823 finished with value: 0.9965116755768708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 47, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:19:49,620] Trial 2824 finished with value: 0.9968384368213542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:19:55,688] Trial 2825 finished with value: 0.9969476913940304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 40, 'rf_n_estimators': 77}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:19:56,891] Trial 2826 finished with value: 0.9976542811242313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 98}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:19:58,285] Trial 2827 finished with value: 0.996151386375198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:20:03,084] Trial 2828 finished with value: 0.9972503468091286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 24, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:20:05,523] Trial 2829 finished with value: 0.9972591692174334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:20:07,310] Trial 2830 finished with value: 0.9975564273792008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:20:13,346] Trial 2831 finished with value: 0.9971229222526876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 30, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:20:15,471] Trial 2832 finished with value: 0.9971035957713125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:20:17,117] Trial 2833 finished with value: 0.9972273636130063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:20:19,357] Trial 2834 finished with value: 0.9976028278508057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:20:23,466] Trial 2835 finished with value: 0.9973751225832878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:20:23,821] Trial 2836 finished with value: 0.9914307429886134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 4}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:20:26,233] Trial 2837 finished with value: 0.9974668640516701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:20:31,802] Trial 2838 finished with value: 0.9969037065263011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 36, 'rf_n_estimators': 82}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:20:32,900] Trial 2839 finished with value: 0.9871083130323585 and parameters: {'classifier': 'SVC', 'svc_c': 201224.16795518843, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:20:33,671] Trial 2840 finished with value: 0.9956837192315796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 3, 'rf_n_estimators': 105}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:20:35,683] Trial 2841 finished with value: 0.9974002062258642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:20:36,853] Trial 2842 finished with value: 0.9969013617296971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 63}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:20:42,424] Trial 2843 finished with value: 0.9971062176081107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 27, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:20:44,235] Trial 2844 finished with value: 0.9973389942758631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 67}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:20:49,981] Trial 2845 finished with value: 0.9968621766491905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 27, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:20:51,058] Trial 2846 finished with value: 0.9974584706129225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 74}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:20:51,461] Trial 2847 finished with value: 0.9934333192259097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 7, 'rf_n_estimators': 8}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:20:53,791] Trial 2848 finished with value: 0.9969215239019139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 12, 'rf_n_estimators': 100}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:20:55,867] Trial 2849 finished with value: 0.9974556309271275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:20:56,583] Trial 2850 finished with value: 0.9970446360067015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 1, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:21:04,346] Trial 2851 finished with value: 0.9969462095511307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 38, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:21:06,605] Trial 2852 finished with value: 0.9969953327543415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 70}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:21:08,981] Trial 2853 finished with value: 0.9972115016733486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:21:17,808] Trial 2854 finished with value: 0.9965546887568251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 64, 'rf_n_estimators': 79}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:21:19,821] Trial 2855 finished with value: 0.997359331355688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:21:24,735] Trial 2856 finished with value: 0.9957722799586133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 48, 'rf_n_estimators': 53}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:21:26,806] Trial 2857 finished with value: 0.9973470075262171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:21:28,643] Trial 2858 finished with value: 0.9975383768251819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:21:30,326] Trial 2859 finished with value: 0.9850765916524669 and parameters: {'classifier': 'SVC', 'svc_c': 9.738478310548329e-10, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:21:33,075] Trial 2860 finished with value: 0.9970863720532591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:21:35,574] Trial 2861 finished with value: 0.9975727406001648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:21:37,182] Trial 2862 finished with value: 0.9972977537215172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:21:39,441] Trial 2863 finished with value: 0.997534614042348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:21:40,976] Trial 2864 finished with value: 0.9973691770893435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 76}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:21:41,881] Trial 2865 finished with value: 0.9937746993949045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:21:43,658] Trial 2866 finished with value: 0.9974926572586439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:21:46,363] Trial 2867 finished with value: 0.997577495256083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:21:47,746] Trial 2868 finished with value: 0.9975930910099106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:21:48,958] Trial 2869 finished with value: 0.9970170018741428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:21:52,281] Trial 2870 finished with value: 0.9967525402060117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 17, 'rf_n_estimators': 103}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:21:53,968] Trial 2871 finished with value: 0.9972517493389975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:21:54,869] Trial 2872 finished with value: 0.9970212794458359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:21:57,331] Trial 2873 finished with value: 0.9974504392402235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:22:05,457] Trial 2874 finished with value: 0.9965701896460475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 52, 'rf_n_estimators': 83}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:22:07,475] Trial 2875 finished with value: 0.9971870740850575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:22:08,931] Trial 2876 finished with value: 0.9966713194413628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:22:09,665] Trial 2877 finished with value: 0.9930572194365134 and parameters: {'classifier': 'SVC', 'svc_c': 1244.2384026075642, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:22:18,478] Trial 2878 finished with value: 0.9953147467288502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 73, 'rf_n_estimators': 60}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:22:20,743] Trial 2879 finished with value: 0.9975188928603099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:22:22,299] Trial 2880 finished with value: 0.9962410832558432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:22:25,462] Trial 2881 finished with value: 0.9965670328033429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 22, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:22:26,597] Trial 2882 finished with value: 0.9973718541183628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:22:28,586] Trial 2883 finished with value: 0.9974345798713363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:22:29,652] Trial 2884 finished with value: 0.9972018747725652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:22:31,415] Trial 2885 finished with value: 0.9973055166867327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:22:35,538] Trial 2886 finished with value: 0.9972103197219365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 19, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:22:41,173] Trial 2887 finished with value: 0.9971603578445207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 29, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:22:42,671] Trial 2888 finished with value: 0.9971893800027248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 65}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:22:43,276] Trial 2889 finished with value: 0.9967313591834893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 72}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:22:45,357] Trial 2890 finished with value: 0.9974898261103459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:22:47,176] Trial 2891 finished with value: 0.9971074329478015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:22:50,578] Trial 2892 finished with value: 0.9973095594613864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:22:55,678] Trial 2893 finished with value: 0.9972898715487211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 27, 'rf_n_estimators': 103}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:22:56,514] Trial 2894 finished with value: 0.9908561714326293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 13, 'rf_n_estimators': 96}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:23:06,677] Trial 2895 finished with value: 0.9963994997519774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 70, 'rf_n_estimators': 76}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:23:08,741] Trial 2896 finished with value: 0.9975550283722394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:23:13,492] Trial 2897 finished with value: 0.9929516533799675 and parameters: {'classifier': 'SVC', 'svc_c': 1412815.759347084, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:23:15,951] Trial 2898 finished with value: 0.9972683508036372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:23:24,092] Trial 2899 finished with value: 0.9968250874766172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 38, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:23:26,242] Trial 2900 finished with value: 0.9972614286708041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:23:27,970] Trial 2901 finished with value: 0.9974975167131325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:23:33,911] Trial 2902 finished with value: 0.9963997464189943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 38, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:23:35,285] Trial 2903 finished with value: 0.9974016220856544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 100}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:23:37,508] Trial 2904 finished with value: 0.9968735636391085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 79}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:23:40,392] Trial 2905 finished with value: 0.9975148042243801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:23:42,704] Trial 2906 finished with value: 0.997564104779018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:23:44,629] Trial 2907 finished with value: 0.9974668024483918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:23:47,058] Trial 2908 finished with value: 0.9974228159302913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:23:47,892] Trial 2909 finished with value: 0.99347809474839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:23:50,142] Trial 2910 finished with value: 0.9975845712860293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:23:52,245] Trial 2911 finished with value: 0.9974266412368028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:23:53,559] Trial 2912 finished with value: 0.9974411538075865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:23:55,416] Trial 2913 finished with value: 0.9973092266894265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:23:56,180] Trial 2914 finished with value: 0.9917358059461585 and parameters: {'classifier': 'SVC', 'svc_c': 81.05915637105302, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:23:57,788] Trial 2915 finished with value: 0.9962305821343985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:23:58,944] Trial 2916 finished with value: 0.9956923496255442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:24:01,138] Trial 2917 finished with value: 0.9974914064677106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:24:02,390] Trial 2918 finished with value: 0.9966660865903929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 12, 'rf_n_estimators': 47}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:24:03,968] Trial 2919 finished with value: 0.9965737259154356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 11, 'rf_n_estimators': 69}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:24:07,253] Trial 2920 finished with value: 0.9968062514411263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:24:09,003] Trial 2921 finished with value: 0.9971124238924407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:24:10,494] Trial 2922 finished with value: 0.997142547356034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:24:12,652] Trial 2923 finished with value: 0.9971624880293944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:24:15,376] Trial 2924 finished with value: 0.9973785064155066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:24:18,256] Trial 2925 finished with value: 0.9974791708061468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:24:19,993] Trial 2926 finished with value: 0.9968576653278088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:24:24,025] Trial 2927 finished with value: 0.9975470019823919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:24:25,975] Trial 2928 finished with value: 0.9973392473856754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 82}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:24:28,527] Trial 2929 finished with value: 0.9924094585520553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 71, 'rf_n_estimators': 33}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:24:30,406] Trial 2930 finished with value: 0.9975123545022541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:24:32,758] Trial 2931 finished with value: 0.9973475625587431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:24:34,777] Trial 2932 finished with value: 0.9974681111927444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:24:36,444] Trial 2933 finished with value: 0.985089702899422 and parameters: {'classifier': 'SVC', 'svc_c': 0.00031545077069977266, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:24:41,770] Trial 2934 finished with value: 0.9969934705643585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 27, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:24:43,409] Trial 2935 finished with value: 0.9973693155935717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:24:45,352] Trial 2936 finished with value: 0.9973662827826096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 74}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:24:48,975] Trial 2937 finished with value: 0.9975398676499095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:24:51,396] Trial 2938 finished with value: 0.9975068313446446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:24:53,196] Trial 2939 finished with value: 0.9972517393415566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:24:55,843] Trial 2940 finished with value: 0.9968912602837211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:24:57,799] Trial 2941 finished with value: 0.9974719624291263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:25:00,345] Trial 2942 finished with value: 0.9973475022567188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:25:14,952] Trial 2943 finished with value: 0.9965766671942725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 67, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:25:16,533] Trial 2944 finished with value: 0.9974214843663834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:25:18,470] Trial 2945 finished with value: 0.9972494487532989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:25:19,423] Trial 2946 finished with value: 0.9971396978949634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:25:21,036] Trial 2947 finished with value: 0.9976979710198486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:25:24,080] Trial 2948 finished with value: 0.9971851086199237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:25:25,820] Trial 2949 finished with value: 0.9966593412694422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 78}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:25:33,891] Trial 2950 finished with value: 0.9967933451893156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 51, 'rf_n_estimators': 84}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:25:34,800] Trial 2951 finished with value: 0.9970918315128884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 2, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:25:36,286] Trial 2952 finished with value: 0.9867327158444649 and parameters: {'classifier': 'SVC', 'svc_c': 1682140949.6356328, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:25:38,241] Trial 2953 finished with value: 0.9974089851849738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:25:40,531] Trial 2954 finished with value: 0.9973160116510233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:25:42,838] Trial 2955 finished with value: 0.9976221916242217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:25:45,189] Trial 2956 finished with value: 0.9969599870719773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:25:48,622] Trial 2957 finished with value: 0.9972315338153583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 98}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:25:52,905] Trial 2958 finished with value: 0.9973429963307816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:25:57,459] Trial 2959 finished with value: 0.9967093614811319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 45, 'rf_n_estimators': 57}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:26:00,213] Trial 2960 finished with value: 0.9975489625916257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:26:03,313] Trial 2961 finished with value: 0.9973053476506376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:26:08,031] Trial 2962 finished with value: 0.9971473261644997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 25, 'rf_n_estimators': 104}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:26:09,861] Trial 2963 finished with value: 0.9974465076434598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:26:11,524] Trial 2964 finished with value: 0.9971518859496659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:26:14,468] Trial 2965 finished with value: 0.9971592608237492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:26:16,870] Trial 2966 finished with value: 0.9973877936572042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:26:18,411] Trial 2967 finished with value: 0.9969472297661662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 72}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:26:20,021] Trial 2968 finished with value: 0.9972001686061353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:26:21,803] Trial 2969 finished with value: 0.9974019095358825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:26:23,119] Trial 2970 finished with value: 0.9975064067549183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:26:23,797] Trial 2971 finished with value: 0.9951801631160969 and parameters: {'classifier': 'SVC', 'svc_c': 2803.673374432428, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:26:24,376] Trial 2972 finished with value: 0.9876339534946857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 3, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:26:27,001] Trial 2973 finished with value: 0.9972930862178928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:26:29,575] Trial 2974 finished with value: 0.997137629408582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:26:36,402] Trial 2975 finished with value: 0.9970214557181739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 33, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:26:37,574] Trial 2976 finished with value: 0.9974303383221684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 68}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:26:45,788] Trial 2977 finished with value: 0.9964572916885452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 53, 'rf_n_estimators': 81}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:26:48,657] Trial 2978 finished with value: 0.9974170096070711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:26:50,245] Trial 2979 finished with value: 0.9968143337849048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 17, 'rf_n_estimators': 63}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:26:51,054] Trial 2980 finished with value: 0.9969383167461355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:26:53,183] Trial 2981 finished with value: 0.997500001315219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:26:55,418] Trial 2982 finished with value: 0.9967068927479993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:27:00,563] Trial 2983 finished with value: 0.9966883768210434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 25, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:27:02,272] Trial 2984 finished with value: 0.9977305625818161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:27:03,889] Trial 2985 finished with value: 0.997457885683288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:27:05,685] Trial 2986 finished with value: 0.9974039890670556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:27:07,472] Trial 2987 finished with value: 0.9975018210081436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:27:09,274] Trial 2988 finished with value: 0.996974770557539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:27:11,354] Trial 2989 finished with value: 0.9853735317051876 and parameters: {'classifier': 'SVC', 'svc_c': 0.007549826035327539, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:27:12,965] Trial 2990 finished with value: 0.9975112839191592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:27:14,700] Trial 2991 finished with value: 0.9976017544112992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:27:16,321] Trial 2992 finished with value: 0.9973331749401012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:27:28,238] Trial 2993 finished with value: 0.9967301343859022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 55, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:27:30,032] Trial 2994 finished with value: 0.9973991747756092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:27:31,754] Trial 2995 finished with value: 0.997380564301427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:27:33,721] Trial 2996 finished with value: 0.997412524913794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:27:35,496] Trial 2997 finished with value: 0.9974653715765713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:27:37,126] Trial 2998 finished with value: 0.9975395213576009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:27:38,058] Trial 2999 finished with value: 0.9937448713160162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:27:40,012] Trial 3000 finished with value: 0.997347220614528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:27:41,784] Trial 3001 finished with value: 0.9974139143993831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:27:43,783] Trial 3002 finished with value: 0.9975641162046646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:27:45,002] Trial 3003 finished with value: 0.996295590953746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:27:46,749] Trial 3004 finished with value: 0.9972858622575598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:27:48,367] Trial 3005 finished with value: 0.9971550326362401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:27:50,150] Trial 3006 finished with value: 0.9975952681351493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:27:51,732] Trial 3007 finished with value: 0.9972174889026414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:28:09,051] Trial 3008 finished with value: 0.9962453572728908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 73, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:28:10,317] Trial 3009 finished with value: 0.9974580529103223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 76}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:28:11,997] Trial 3010 finished with value: 0.9853366605720387 and parameters: {'classifier': 'SVC', 'svc_c': 0.0024297915462510905, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:28:13,617] Trial 3011 finished with value: 0.9970854663803315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:28:15,022] Trial 3012 finished with value: 0.9972966829479949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:28:28,706] Trial 3013 finished with value: 0.9966930069374125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 62, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:28:32,314] Trial 3014 finished with value: 0.997385019161071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:28:33,138] Trial 3015 finished with value: 0.9970510911479641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:28:37,447] Trial 3016 finished with value: 0.9972712480619963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:28:39,208] Trial 3017 finished with value: 0.9973968507355969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:28:41,182] Trial 3018 finished with value: 0.9974886144205146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:28:43,376] Trial 3019 finished with value: 0.9973385568640225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:28:44,858] Trial 3020 finished with value: 0.9966820997611795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:28:46,817] Trial 3021 finished with value: 0.997549775780291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 94}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:28:48,498] Trial 3022 finished with value: 0.9975063861570163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:28:52,200] Trial 3023 finished with value: 0.9974786568424733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:28:53,387] Trial 3024 finished with value: 0.9969209882929874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 86}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:28:57,903] Trial 3025 finished with value: 0.9973893915021558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 21, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:29:01,375] Trial 3026 finished with value: 0.9974545964300335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:29:03,324] Trial 3027 finished with value: 0.997367141864289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:29:04,160] Trial 3028 finished with value: 0.9915297770981608 and parameters: {'classifier': 'SVC', 'svc_c': 7253.692023988566, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:29:06,262] Trial 3029 finished with value: 0.9973739455829893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:29:09,421] Trial 3030 finished with value: 0.997392553613353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:29:11,320] Trial 3031 finished with value: 0.997504343663981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:29:13,414] Trial 3032 finished with value: 0.9975098213411693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:29:15,161] Trial 3033 finished with value: 0.9976057809996198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:29:16,314] Trial 3034 finished with value: 0.9953798934176676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 71}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:29:21,972] Trial 3035 finished with value: 0.9970530206540485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 27, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:29:26,632] Trial 3036 finished with value: 0.9973763512211619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 22, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:29:29,234] Trial 3037 finished with value: 0.9974446117160812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 78}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:29:31,110] Trial 3038 finished with value: 0.9975433229241579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:29:33,261] Trial 3039 finished with value: 0.9972640333056565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:29:34,784] Trial 3040 finished with value: 0.9973925794480095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:29:39,083] Trial 3041 finished with value: 0.996995014994412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 30, 'rf_n_estimators': 74}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:29:40,674] Trial 3042 finished with value: 0.9975437646523542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:29:42,690] Trial 3043 finished with value: 0.997371651313134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:29:43,632] Trial 3044 finished with value: 0.9971851571789222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 5, 'rf_n_estimators': 80}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:29:45,268] Trial 3045 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.6336464785339394e-06, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:29:47,239] Trial 3046 finished with value: 0.9974385009311147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:29:50,459] Trial 3047 finished with value: 0.9973378974772569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:29:53,433] Trial 3048 finished with value: 0.9971714052070909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:29:56,557] Trial 3049 finished with value: 0.9972593780846025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:29:57,179] Trial 3050 finished with value: 0.9912846724750094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:29:59,015] Trial 3051 finished with value: 0.9973764622721001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:30:00,059] Trial 3052 finished with value: 0.9972675616723058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:30:01,843] Trial 3053 finished with value: 0.9974464452467338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:30:02,745] Trial 3054 finished with value: 0.9905229581889362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:30:05,549] Trial 3055 finished with value: 0.9971961047257735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 23, 'rf_n_estimators': 66}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:30:07,762] Trial 3056 finished with value: 0.9970970926740718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:30:08,960] Trial 3057 finished with value: 0.9974830067131194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 4, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:30:11,426] Trial 3058 finished with value: 0.9967873163198883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:30:16,346] Trial 3059 finished with value: 0.9971259419241559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 23, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:30:17,299] Trial 3060 finished with value: 0.9973155661777543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:30:19,164] Trial 3061 finished with value: 0.9973178813946283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:30:21,038] Trial 3062 finished with value: 0.997393137368685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:30:21,879] Trial 3063 finished with value: 0.9936111923605774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 84}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:30:23,318] Trial 3064 finished with value: 0.986620658560656 and parameters: {'classifier': 'SVC', 'svc_c': 7950870.834714275, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:30:24,250] Trial 3065 finished with value: 0.9963912705251632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:30:25,778] Trial 3066 finished with value: 0.9969484785576115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:30:27,832] Trial 3067 finished with value: 0.996616373728599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:30:30,307] Trial 3068 finished with value: 0.9975353451885223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:30:31,118] Trial 3069 finished with value: 0.9970893405632205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 42}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:30:33,402] Trial 3070 finished with value: 0.9975951455316129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 97}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:30:41,121] Trial 3071 finished with value: 0.9969494224112417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 40, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:30:41,921] Trial 3072 finished with value: 0.9885216102721349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:30:57,752] Trial 3073 finished with value: 0.9962095241597434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 73, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:31:04,525] Trial 3074 finished with value: 0.9967208831984674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 30, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:31:07,875] Trial 3075 finished with value: 0.997444498951296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:31:10,107] Trial 3076 finished with value: 0.997198512363434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:31:13,425] Trial 3077 finished with value: 0.9973630894095736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:31:15,584] Trial 3078 finished with value: 0.9974350854562024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:31:17,221] Trial 3079 finished with value: 0.9974109102477514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 76}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:31:20,641] Trial 3080 finished with value: 0.9970950909642475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 25, 'rf_n_estimators': 69}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:31:23,810] Trial 3081 finished with value: 0.9974326740417306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:31:25,384] Trial 3082 finished with value: 0.9958853185150455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:31:27,087] Trial 3083 finished with value: 0.9976076173549462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:31:28,716] Trial 3084 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 9.347463552797608e-08, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:31:30,690] Trial 3085 finished with value: 0.9971970781591334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:31:33,339] Trial 3086 finished with value: 0.9972590010699997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:31:34,481] Trial 3087 finished with value: 0.9955089981789301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:31:36,705] Trial 3088 finished with value: 0.997407554757484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:31:38,739] Trial 3089 finished with value: 0.9974694280302631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:31:40,232] Trial 3090 finished with value: 0.9974131020041656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:31:41,783] Trial 3091 finished with value: 0.9975515001642797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:31:42,576] Trial 3092 finished with value: 0.9970512590097567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 73}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:31:44,863] Trial 3093 finished with value: 0.9970757222397179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 103}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:31:47,388] Trial 3094 finished with value: 0.995350889730926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 32, 'rf_n_estimators': 38}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:31:49,419] Trial 3095 finished with value: 0.9974640203668987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 81}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:31:52,771] Trial 3096 finished with value: 0.9976994138251222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:31:56,272] Trial 3097 finished with value: 0.9971523862025636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:32:02,513] Trial 3098 finished with value: 0.9966793238051026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 36, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:32:04,300] Trial 3099 finished with value: 0.9974151778220036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:32:08,393] Trial 3100 finished with value: 0.996993037532349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:32:10,382] Trial 3101 finished with value: 0.9972401465630467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:32:12,086] Trial 3102 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 1.0489255258800005e-06, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:32:13,519] Trial 3103 finished with value: 0.9975204797556835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:32:15,891] Trial 3104 finished with value: 0.9974676630534908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:32:17,782] Trial 3105 finished with value: 0.9969890421423914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:32:20,095] Trial 3106 finished with value: 0.9974328356828934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:32:22,228] Trial 3107 finished with value: 0.9972605853946027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:32:23,764] Trial 3108 finished with value: 0.996983164535831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 60}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:32:25,906] Trial 3109 finished with value: 0.9945886578947954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 68, 'rf_n_estimators': 16}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:32:27,930] Trial 3110 finished with value: 0.9974950707360796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:32:29,238] Trial 3111 finished with value: 0.997383504152058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 87}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:32:30,850] Trial 3112 finished with value: 0.9973920296522385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:32:32,651] Trial 3113 finished with value: 0.9973602148438182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:32:34,270] Trial 3114 finished with value: 0.996568750903226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:32:35,121] Trial 3115 finished with value: 0.9968797054002726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:32:40,985] Trial 3116 finished with value: 0.9968253565188588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 33, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:32:43,407] Trial 3117 finished with value: 0.9975185301277655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:32:50,483] Trial 3118 finished with value: 0.9962342289151804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 49, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:32:52,023] Trial 3119 finished with value: 0.9952020553851256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:32:53,694] Trial 3120 finished with value: 0.9853846759001135 and parameters: {'classifier': 'SVC', 'svc_c': 0.059557805153382756, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:32:55,566] Trial 3121 finished with value: 0.9973453954626831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:33:01,387] Trial 3122 finished with value: 0.9969498258000457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 30, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:33:03,354] Trial 3123 finished with value: 0.9973641561841196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 99}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:33:11,215] Trial 3124 finished with value: 0.9968086435906881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 39, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:33:13,181] Trial 3125 finished with value: 0.9974212979379149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:33:14,771] Trial 3126 finished with value: 0.997593137188566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:33:15,823] Trial 3127 finished with value: 0.9944889698891406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 14, 'rf_n_estimators': 91}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:33:19,701] Trial 3128 finished with value: 0.9968867694967658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:33:22,460] Trial 3129 finished with value: 0.9974044407926925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:33:25,559] Trial 3130 finished with value: 0.9974471062203948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:33:34,652] Trial 3131 finished with value: 0.9962506049454634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 44, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:33:36,638] Trial 3132 finished with value: 0.9973471670409401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 84}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:33:39,217] Trial 3133 finished with value: 0.9974459525157203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:33:40,689] Trial 3134 finished with value: 0.9972328007608868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 79}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:33:42,929] Trial 3135 finished with value: 0.9974100378996268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:33:45,658] Trial 3136 finished with value: 0.9973992502483533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:33:47,650] Trial 3137 finished with value: 0.9975401187284954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:33:49,207] Trial 3138 finished with value: 0.9962198600853798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:33:50,915] Trial 3139 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 8.589837386813248e-06, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:33:52,458] Trial 3140 finished with value: 0.9976023707297242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:33:54,154] Trial 3141 finished with value: 0.9971790900335784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:33:58,263] Trial 3142 finished with value: 0.9969608361562158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 105}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:33:59,246] Trial 3143 finished with value: 0.9968088400165974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 64}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:34:06,919] Trial 3144 finished with value: 0.9970785038134043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 37, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:34:08,622] Trial 3145 finished with value: 0.9971892007152855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 71}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:34:09,434] Trial 3146 finished with value: 0.9971513297110998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:34:20,699] Trial 3147 finished with value: 0.9962652610985406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 54, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:34:26,734] Trial 3148 finished with value: 0.9959575493587137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 46, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:34:29,625] Trial 3149 finished with value: 0.9975897606560661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:34:30,592] Trial 3150 finished with value: 0.9972152678521388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:34:32,947] Trial 3151 finished with value: 0.9970433721080122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 24, 'rf_n_estimators': 54}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:34:35,002] Trial 3152 finished with value: 0.9975297802638264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:34:37,078] Trial 3153 finished with value: 0.9975503356369787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 95}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:34:39,556] Trial 3154 finished with value: 0.9971533291675324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 75}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:34:53,070] Trial 3155 finished with value: 0.9963830175901321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 67, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:34:55,130] Trial 3156 finished with value: 0.997689183777145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:34:56,706] Trial 3157 finished with value: 0.9974205246120614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:34:58,162] Trial 3158 finished with value: 0.9974145149440682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:34:59,811] Trial 3159 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.9469596224028905e-09, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:35:11,396] Trial 3160 finished with value: 0.9964724917341425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 52, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:35:13,651] Trial 3161 finished with value: 0.9974585869323535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:35:21,552] Trial 3162 finished with value: 0.9970601624132014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 38, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:35:29,988] Trial 3163 finished with value: 0.9967725560982128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 48, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:35:33,155] Trial 3164 finished with value: 0.9973767120811696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:35:35,918] Trial 3165 finished with value: 0.9973460962991559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:35:37,920] Trial 3166 finished with value: 0.9973444547511057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:35:40,009] Trial 3167 finished with value: 0.9973665581089569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:35:42,784] Trial 3168 finished with value: 0.9974426212414764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:35:43,633] Trial 3169 finished with value: 0.9892647444254652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:35:45,355] Trial 3170 finished with value: 0.9971754569953103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:35:47,860] Trial 3171 finished with value: 0.9974234433569841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:35:51,361] Trial 3172 finished with value: 0.9968239827117961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 16, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:35:53,648] Trial 3173 finished with value: 0.9972945374971878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:35:55,482] Trial 3174 finished with value: 0.9973356026043815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:35:58,006] Trial 3175 finished with value: 0.9973099081340377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:35:58,999] Trial 3176 finished with value: 0.9887546225938504 and parameters: {'classifier': 'SVC', 'svc_c': 25708.414448537053, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:36:03,292] Trial 3177 finished with value: 0.9971595880733131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 20, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:36:17,818] Trial 3178 finished with value: 0.9958401460465566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 62, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:36:29,567] Trial 3179 finished with value: 0.9967721479169848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 62, 'rf_n_estimators': 102}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:36:31,243] Trial 3180 finished with value: 0.9974854446287438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 89}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:36:31,850] Trial 3181 finished with value: 0.9970871573760416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 51}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:36:34,421] Trial 3182 finished with value: 0.9975472356051287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:36:35,963] Trial 3183 finished with value: 0.9972022276028826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:36:51,793] Trial 3184 finished with value: 0.9956517363074635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 74, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:36:53,203] Trial 3185 finished with value: 0.9973998115649848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 78}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:36:54,935] Trial 3186 finished with value: 0.9975336284533695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:36:57,601] Trial 3187 finished with value: 0.9973561524868758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:37:00,731] Trial 3188 finished with value: 0.997478925123005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:37:01,758] Trial 3189 finished with value: 0.9945321987599138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:37:03,404] Trial 3190 finished with value: 0.9975025006119563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:37:04,556] Trial 3191 finished with value: 0.9962236346112395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:37:06,459] Trial 3192 finished with value: 0.9976156201635286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:37:12,376] Trial 3193 finished with value: 0.9972184962003485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 29, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:37:15,056] Trial 3194 finished with value: 0.9974993644623676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:37:15,725] Trial 3195 finished with value: 0.9943033763180532 and parameters: {'classifier': 'SVC', 'svc_c': 372.38556147918587, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:37:18,695] Trial 3196 finished with value: 0.9973570520661251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:37:20,763] Trial 3197 finished with value: 0.9974617785915426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:37:34,625] Trial 3198 finished with value: 0.9960971788226862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 63, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:37:35,171] Trial 3199 finished with value: 0.9920812531375681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 3, 'rf_n_estimators': 67}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:37:38,130] Trial 3200 finished with value: 0.9971421357153741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:37:39,990] Trial 3201 finished with value: 0.9975372540649672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:37:41,751] Trial 3202 finished with value: 0.9973230524836305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 83}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:37:45,421] Trial 3203 finished with value: 0.9972653357024274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:37:47,137] Trial 3204 finished with value: 0.996673535858131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:37:48,782] Trial 3205 finished with value: 0.9971946106320413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:37:49,823] Trial 3206 finished with value: 0.9968547325547311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:37:51,676] Trial 3207 finished with value: 0.997399338194095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:37:54,750] Trial 3208 finished with value: 0.9974287099453497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:37:56,582] Trial 3209 finished with value: 0.997724753243495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 100}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:37:58,392] Trial 3210 finished with value: 0.9972477464588936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:38:00,001] Trial 3211 finished with value: 0.9974364562164261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 101}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:38:01,786] Trial 3212 finished with value: 0.9973790913451411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 96}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:38:03,466] Trial 3213 finished with value: 0.9971260588466072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 98}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:38:05,326] Trial 3214 finished with value: 0.997511068926574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 99}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:38:07,160] Trial 3215 finished with value: 0.9969412145757771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 98}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:38:08,288] Trial 3216 finished with value: 0.9873159614657746 and parameters: {'classifier': 'SVC', 'svc_c': 103372.76816280185, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:38:10,074] Trial 3217 finished with value: 0.9974674946521538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:38:12,017] Trial 3218 finished with value: 0.9971923108715282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:38:13,756] Trial 3219 finished with value: 0.9974710332701471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:38:15,280] Trial 3220 finished with value: 0.997504992355072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 93}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:38:17,189] Trial 3221 finished with value: 0.9974579471278768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:38:18,951] Trial 3222 finished with value: 0.9972731850582273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:38:20,945] Trial 3223 finished with value: 0.9972674861043481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:38:21,627] Trial 3224 finished with value: 0.9892208479478083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 93}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:38:23,461] Trial 3225 finished with value: 0.9974583949814892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 100}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:38:25,060] Trial 3226 finished with value: 0.9975598151151822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:38:27,058] Trial 3227 finished with value: 0.9970710967253451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:38:30,844] Trial 3228 finished with value: 0.9973421437871112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 19, 'rf_n_estimators': 104}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:38:32,853] Trial 3229 finished with value: 0.9972941029100207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 99}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:38:34,337] Trial 3230 finished with value: 0.9970298385247224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 105}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:38:35,528] Trial 3231 finished with value: 0.9969032834917324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 95}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:38:37,357] Trial 3232 finished with value: 0.9975331315964281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 89}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:38:38,973] Trial 3233 finished with value: 0.9973505092330243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:38:40,978] Trial 3234 finished with value: 0.997154716082351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 100}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:38:42,657] Trial 3235 finished with value: 0.9850767555470211 and parameters: {'classifier': 'SVC', 'svc_c': 2.493486597412469e-10, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:38:52,340] Trial 3236 finished with value: 0.9963104116361353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 49, 'rf_n_estimators': 102}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:38:54,165] Trial 3237 finished with value: 0.9970081514730035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:38:55,934] Trial 3238 finished with value: 0.9975255828620876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:38:57,841] Trial 3239 finished with value: 0.9974639028414273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:38:59,627] Trial 3240 finished with value: 0.997290471458648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:39:01,147] Trial 3241 finished with value: 0.9971826898422576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 7, 'rf_n_estimators': 95}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:39:03,076] Trial 3242 finished with value: 0.997061092365628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 92}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:39:04,581] Trial 3243 finished with value: 0.9973274724633142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:39:05,388] Trial 3244 finished with value: 0.9965849844303043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:39:09,904] Trial 3245 finished with value: 0.9966573335294157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 24, 'rf_n_estimators': 99}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:39:10,970] Trial 3246 finished with value: 0.9970916242008768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 81}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:39:12,931] Trial 3247 finished with value: 0.997570288085103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:39:14,560] Trial 3248 finished with value: 0.9975204208501273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:39:15,328] Trial 3249 finished with value: 0.9967419149893487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 86}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:39:17,111] Trial 3250 finished with value: 0.9970113562716861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:39:19,211] Trial 3251 finished with value: 0.9973745146436702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:39:20,314] Trial 3252 finished with value: 0.9868510450465967 and parameters: {'classifier': 'SVC', 'svc_c': 443588.88829435327, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:39:23,182] Trial 3253 finished with value: 0.996944944446401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 85}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:39:24,605] Trial 3254 finished with value: 0.9973702915024885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:39:25,934] Trial 3255 finished with value: 0.9971531303295421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 96}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:39:27,461] Trial 3256 finished with value: 0.9968764548355274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 76}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:39:29,682] Trial 3257 finished with value: 0.9971168179422542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:39:34,244] Trial 3258 finished with value: 0.9969734631144408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 23, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:39:36,050] Trial 3259 finished with value: 0.9973035227526958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:39:38,271] Trial 3260 finished with value: 0.9974513790631395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:39:40,260] Trial 3261 finished with value: 0.997494789030413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:39:42,000] Trial 3262 finished with value: 0.9972990546900822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 100}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:39:42,956] Trial 3263 finished with value: 0.9962543031733935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 89}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:39:44,770] Trial 3264 finished with value: 0.9973045219254987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 80}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:39:50,086] Trial 3265 finished with value: 0.9973159568079194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 26, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:39:51,786] Trial 3266 finished with value: 0.9971591116555839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:39:53,674] Trial 3267 finished with value: 0.9975280812066879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 71}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:39:56,603] Trial 3268 finished with value: 0.9966513918440203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 20, 'rf_n_estimators': 73}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:39:58,419] Trial 3269 finished with value: 0.9975455759347334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:39:59,285] Trial 3270 finished with value: 0.9943600074723933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 82}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:40:00,111] Trial 3271 finished with value: 0.9954104556895697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 4, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:40:09,579] Trial 3272 finished with value: 0.9968588280777869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 48, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:40:10,829] Trial 3273 finished with value: 0.9862831470521541 and parameters: {'classifier': 'SVC', 'svc_c': 0.4535593466788642, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:40:12,763] Trial 3274 finished with value: 0.9975058410584555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:40:13,823] Trial 3275 finished with value: 0.9973399692326428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 78}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:40:17,308] Trial 3276 finished with value: 0.9970120572985862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 17, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:40:18,069] Trial 3277 finished with value: 0.9965788438751805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 20}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:40:19,988] Trial 3278 finished with value: 0.9967535339833703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 91}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:40:22,192] Trial 3279 finished with value: 0.9974600507163839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:40:25,437] Trial 3280 finished with value: 0.9975811684110661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:40:26,896] Trial 3281 finished with value: 0.9973694450524961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:40:28,790] Trial 3282 finished with value: 0.9974965268395365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:40:30,944] Trial 3283 finished with value: 0.9973561482022584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 97}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:40:33,217] Trial 3284 finished with value: 0.9969253558733859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:40:34,672] Trial 3285 finished with value: 0.9968778314990018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:40:36,287] Trial 3286 finished with value: 0.9972464136889453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:40:38,152] Trial 3287 finished with value: 0.997472464649774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:40:42,833] Trial 3288 finished with value: 0.9972745410603238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 33, 'rf_n_estimators': 77}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:40:43,522] Trial 3289 finished with value: 0.9963136405238897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 87}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:40:46,326] Trial 3290 finished with value: 0.9972255229730624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:40:47,714] Trial 3291 finished with value: 0.986732879739019 and parameters: {'classifier': 'SVC', 'svc_c': 754233151.1620003, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:40:50,409] Trial 3292 finished with value: 0.9976468258262906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:41:01,893] Trial 3293 finished with value: 0.9968200044920463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 57, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:41:04,068] Trial 3294 finished with value: 0.9972297574129394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:41:13,857] Trial 3295 finished with value: 0.9958465758927068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 66, 'rf_n_estimators': 74}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:41:16,137] Trial 3296 finished with value: 0.9974763691741027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 82}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:41:17,967] Trial 3297 finished with value: 0.9975126024070494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:41:19,697] Trial 3298 finished with value: 0.9967370602003324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:41:21,391] Trial 3299 finished with value: 0.99636861965667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:41:23,118] Trial 3300 finished with value: 0.9973359226494404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:41:25,682] Trial 3301 finished with value: 0.995422784121037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 29, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:41:29,061] Trial 3302 finished with value: 0.9972680015597032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 16, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:41:30,347] Trial 3303 finished with value: 0.9970414735463873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:41:32,434] Trial 3304 finished with value: 0.9974507046960815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:41:34,065] Trial 3305 finished with value: 0.9968728091020963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 69}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:41:35,206] Trial 3306 finished with value: 0.9974023094969923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 104}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:41:38,340] Trial 3307 finished with value: 0.9973355032647312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 19, 'rf_n_estimators': 84}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:41:39,957] Trial 3308 finished with value: 0.9853858226541864 and parameters: {'classifier': 'SVC', 'svc_c': 0.11468362078787246, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:41:42,135] Trial 3309 finished with value: 0.997190798242858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:41:42,869] Trial 3310 finished with value: 0.9896373089293484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:41:44,716] Trial 3311 finished with value: 0.9974278335982487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:41:47,426] Trial 3312 finished with value: 0.9974469068111219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:41:49,410] Trial 3313 finished with value: 0.9975324378692466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:41:52,792] Trial 3314 finished with value: 0.9969602506870366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:41:55,607] Trial 3315 finished with value: 0.9972612832794501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:41:57,239] Trial 3316 finished with value: 0.9973657124841503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:41:58,757] Trial 3317 finished with value: 0.9974900166330046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:42:00,655] Trial 3318 finished with value: 0.9973661862041571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 94}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:42:15,120] Trial 3319 finished with value: 0.9957313627500683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 74, 'rf_n_estimators': 103}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:42:17,918] Trial 3320 finished with value: 0.9972089016404929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:42:19,819] Trial 3321 finished with value: 0.9973682760501504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:42:21,244] Trial 3322 finished with value: 0.9972222202946733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 87}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:42:23,370] Trial 3323 finished with value: 0.9976654206536848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:42:25,110] Trial 3324 finished with value: 0.9974640283013757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:42:33,408] Trial 3325 finished with value: 0.9962490994260845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 38, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:42:35,720] Trial 3326 finished with value: 0.9973183835200624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 98}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:42:36,858] Trial 3327 finished with value: 0.9910106673133156 and parameters: {'classifier': 'SVC', 'svc_c': 26.87054000982191, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:42:38,437] Trial 3328 finished with value: 0.997215687935082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 79}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:42:40,948] Trial 3329 finished with value: 0.9974113027821909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:42:42,641] Trial 3330 finished with value: 0.9967744980455571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:42:44,734] Trial 3331 finished with value: 0.9972333238016019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 75}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:42:46,573] Trial 3332 finished with value: 0.9976385808257365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:42:50,508] Trial 3333 finished with value: 0.9968312735439002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 23, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:42:58,992] Trial 3334 finished with value: 0.9968090074657973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 41, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:42:59,995] Trial 3335 finished with value: 0.9935893429377237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:43:01,781] Trial 3336 finished with value: 0.9970396775934173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:43:03,864] Trial 3337 finished with value: 0.9965607090570173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 17, 'rf_n_estimators': 101}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:43:08,563] Trial 3338 finished with value: 0.9966586178355795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 21, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:43:11,394] Trial 3339 finished with value: 0.9973581979632743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:43:12,781] Trial 3340 finished with value: 0.9972628893445196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:43:15,459] Trial 3341 finished with value: 0.9973245878049043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:43:17,010] Trial 3342 finished with value: 0.9975388045886988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 91}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:43:24,542] Trial 3343 finished with value: 0.9971422514000469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 36, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:43:25,298] Trial 3344 finished with value: 0.9972973957813966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 3, 'rf_n_estimators': 65}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:43:28,209] Trial 3345 finished with value: 0.9974266126726862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:43:29,058] Trial 3346 finished with value: 0.9901583564086582 and parameters: {'classifier': 'SVC', 'svc_c': 5.647050679587037, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:43:31,126] Trial 3347 finished with value: 0.9973529520362865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:43:31,778] Trial 3348 finished with value: 0.9878166183868857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:43:33,226] Trial 3349 finished with value: 0.9972484991233692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 72}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:43:39,264] Trial 3350 finished with value: 0.996797971497136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 32, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:43:40,864] Trial 3351 finished with value: 0.9973288563947694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:43:43,142] Trial 3352 finished with value: 0.9975154234626927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:43:44,925] Trial 3353 finished with value: 0.997565935008928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:43:47,000] Trial 3354 finished with value: 0.9974010625146077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:43:48,904] Trial 3355 finished with value: 0.99725810983782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:43:49,715] Trial 3356 finished with value: 0.996878435503119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:43:52,061] Trial 3357 finished with value: 0.9974569410044721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:43:53,500] Trial 3358 finished with value: 0.9972647082757348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:43:55,443] Trial 3359 finished with value: 0.997371834789977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:44:00,933] Trial 3360 finished with value: 0.9972128443772621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 26, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:44:04,438] Trial 3361 finished with value: 0.9971503519613844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 18, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:44:07,484] Trial 3362 finished with value: 0.9974782509463745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:44:09,548] Trial 3363 finished with value: 0.9975622095181355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 83}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:44:11,225] Trial 3364 finished with value: 0.9974641317986919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:44:11,957] Trial 3365 finished with value: 0.9918590398610351 and parameters: {'classifier': 'SVC', 'svc_c': 100.7312109104916, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:44:14,422] Trial 3366 finished with value: 0.9974579854037934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 104}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:44:17,649] Trial 3367 finished with value: 0.9972878146149378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:44:19,574] Trial 3368 finished with value: 0.9974121632920762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:44:21,302] Trial 3369 finished with value: 0.9969987990416437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:44:23,521] Trial 3370 finished with value: 0.99560141280833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 21, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:44:26,436] Trial 3371 finished with value: 0.9973998645355525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:44:27,402] Trial 3372 finished with value: 0.9960044633496614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 76}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:44:28,893] Trial 3373 finished with value: 0.9971537555345814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:44:31,373] Trial 3374 finished with value: 0.9974803068010688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:44:32,875] Trial 3375 finished with value: 0.9974186607717074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 3, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:44:34,470] Trial 3376 finished with value: 0.9970543680869102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 80}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:44:36,410] Trial 3377 finished with value: 0.9971680030620997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 100}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:44:46,915] Trial 3378 finished with value: 0.9967023032244139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 53, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:44:50,413] Trial 3379 finished with value: 0.9968726938617541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 29, 'rf_n_estimators': 69}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:44:50,961] Trial 3380 finished with value: 0.9948114728903166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 10}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:44:53,483] Trial 3381 finished with value: 0.9973311256868915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:44:55,258] Trial 3382 finished with value: 0.9974631438293701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:44:56,283] Trial 3383 finished with value: 0.987953136837692 and parameters: {'classifier': 'SVC', 'svc_c': 1.535099072606262, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:44:58,140] Trial 3384 finished with value: 0.9975012964122713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:45:05,504] Trial 3385 finished with value: 0.9966688439480559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 33, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:45:07,701] Trial 3386 finished with value: 0.9971660400407848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:45:23,975] Trial 3387 finished with value: 0.9963117276802066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 66, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:45:26,074] Trial 3388 finished with value: 0.9975919380034702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:45:31,141] Trial 3389 finished with value: 0.9971856048738449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 25, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:45:33,405] Trial 3390 finished with value: 0.9974002993131469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:45:35,297] Trial 3391 finished with value: 0.9972467021230483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 86}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:45:37,270] Trial 3392 finished with value: 0.9974037415431153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:45:39,351] Trial 3393 finished with value: 0.9975808841346291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 97}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:45:40,312] Trial 3394 finished with value: 0.9970108337705154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:45:43,099] Trial 3395 finished with value: 0.9971451992486307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:45:44,937] Trial 3396 finished with value: 0.9972566109199259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:45:46,618] Trial 3397 finished with value: 0.9975512292177638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:45:48,585] Trial 3398 finished with value: 0.9974125335147669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:45:54,125] Trial 3399 finished with value: 0.9969031623164017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 29, 'rf_n_estimators': 102}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:45:58,322] Trial 3400 finished with value: 0.9971468579351508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:45:59,625] Trial 3401 finished with value: 0.9973084533000972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 61}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:46:01,319] Trial 3402 finished with value: 0.9852053993786534 and parameters: {'classifier': 'SVC', 'svc_c': 0.00011532218012187258, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:46:07,970] Trial 3403 finished with value: 0.9972700650314955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 33, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:46:09,512] Trial 3404 finished with value: 0.9953630015194368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:46:11,619] Trial 3405 finished with value: 0.9974599287476055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:46:23,380] Trial 3406 finished with value: 0.9965505418183592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 53, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:46:25,980] Trial 3407 finished with value: 0.9973980253872904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:46:35,133] Trial 3408 finished with value: 0.9971296503716922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 45, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:46:37,080] Trial 3409 finished with value: 0.9967738684924244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:46:39,992] Trial 3410 finished with value: 0.9974310515999006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:46:41,953] Trial 3411 finished with value: 0.997461541763277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:46:43,037] Trial 3412 finished with value: 0.9944615488131548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:46:44,202] Trial 3413 finished with value: 0.9974016587429375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 73}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:46:47,150] Trial 3414 finished with value: 0.9973901697473849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:46:50,110] Trial 3415 finished with value: 0.9974222207810505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:46:52,087] Trial 3416 finished with value: 0.9973640124431365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:46:54,014] Trial 3417 finished with value: 0.9976164970501741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:46:56,340] Trial 3418 finished with value: 0.9973797000782064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:46:57,944] Trial 3419 finished with value: 0.9974777775120088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:46:59,102] Trial 3420 finished with value: 0.997231975035748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 89}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:50:54,233] Trial 3421 finished with value: 0.9892305341667408 and parameters: {'classifier': 'SVC', 'svc_c': 9273522010.930864, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:50:56,892] Trial 3422 finished with value: 0.9975870093603433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 77}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:50:57,777] Trial 3423 finished with value: 0.9971803731654397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:50:59,528] Trial 3424 finished with value: 0.9974393234824627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:51:04,908] Trial 3425 finished with value: 0.9954656541312907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 45, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:51:06,172] Trial 3426 finished with value: 0.9964859267712297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:51:09,373] Trial 3427 finished with value: 0.9972012747674245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 103}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:51:10,936] Trial 3428 finished with value: 0.9972017280799569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 94}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:51:12,164] Trial 3429 finished with value: 0.9972109607959295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 4, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:51:14,115] Trial 3430 finished with value: 0.997576666198464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:51:15,062] Trial 3431 finished with value: 0.9970909913787397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:51:17,351] Trial 3432 finished with value: 0.9972798217403205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:51:18,237] Trial 3433 finished with value: 0.989634245364354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:51:25,188] Trial 3434 finished with value: 0.9964304126008052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 41, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:51:28,001] Trial 3435 finished with value: 0.9973290439975405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:51:31,148] Trial 3436 finished with value: 0.9973342326058674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 17, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:51:43,075] Trial 3437 finished with value: 0.9959449829564163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 63, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:51:45,196] Trial 3438 finished with value: 0.9975497677823384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:51:46,939] Trial 3439 finished with value: 0.9974669285430982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:51:48,668] Trial 3440 finished with value: 0.9853887730100648 and parameters: {'classifier': 'SVC', 'svc_c': 0.021703099477124663, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:51:51,399] Trial 3441 finished with value: 0.9968820593691318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:51:53,388] Trial 3442 finished with value: 0.9974522692479683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:51:55,144] Trial 3443 finished with value: 0.99682105415986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 85}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:51:55,849] Trial 3444 finished with value: 0.9937718211475519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 67}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:51:57,598] Trial 3445 finished with value: 0.996983384765171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:52:00,837] Trial 3446 finished with value: 0.9966531386349716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:52:02,709] Trial 3447 finished with value: 0.997436135536609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:52:03,761] Trial 3448 finished with value: 0.9974124897164547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:52:05,326] Trial 3449 finished with value: 0.9956170839714259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:52:11,389] Trial 3450 finished with value: 0.996213597148885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 52, 'rf_n_estimators': 82}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:52:13,868] Trial 3451 finished with value: 0.9975765054777006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:52:18,193] Trial 3452 finished with value: 0.9971748066221103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 23, 'rf_n_estimators': 100}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:52:23,658] Trial 3453 finished with value: 0.9972457472563642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 25, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:52:25,414] Trial 3454 finished with value: 0.9974462632615723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:52:33,597] Trial 3455 finished with value: 0.9967399029964424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 40, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:52:35,639] Trial 3456 finished with value: 0.9976775794142988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:52:36,814] Trial 3457 finished with value: 0.9966592288220361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:52:38,847] Trial 3458 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 4.229326851333822e-07, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:52:40,667] Trial 3459 finished with value: 0.996908145739157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 11, 'rf_n_estimators': 79}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:52:44,462] Trial 3460 finished with value: 0.9973227445941899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:52:46,449] Trial 3461 finished with value: 0.9974846484198592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:52:48,564] Trial 3462 finished with value: 0.9974482152063575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:52:50,369] Trial 3463 finished with value: 0.9975026331177199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:52:59,421] Trial 3464 finished with value: 0.9966130594341355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 42, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:53:01,389] Trial 3465 finished with value: 0.9973733715394569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:53:03,958] Trial 3466 finished with value: 0.996901919142566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:53:06,125] Trial 3467 finished with value: 0.9970579420609326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 71}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:53:07,322] Trial 3468 finished with value: 0.9959642831905416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:53:09,832] Trial 3469 finished with value: 0.9976710982796901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:53:11,839] Trial 3470 finished with value: 0.9972296130689363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 102}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:53:16,093] Trial 3471 finished with value: 0.9971041573101093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:53:18,528] Trial 3472 finished with value: 0.9969576864545407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:53:20,172] Trial 3473 finished with value: 0.9973301957344648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 57}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:53:23,270] Trial 3474 finished with value: 0.9973475987399576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:53:24,780] Trial 3475 finished with value: 0.9973122913017719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:53:26,565] Trial 3476 finished with value: 0.9971985663496147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:53:28,247] Trial 3477 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 3.3573774309263014e-05, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:53:31,513] Trial 3478 finished with value: 0.9956339255968113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 61, 'rf_n_estimators': 26}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:53:33,611] Trial 3479 finished with value: 0.9971283321694434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:53:35,993] Trial 3480 finished with value: 0.9975601035492851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:53:38,578] Trial 3481 finished with value: 0.9972541300629126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:53:43,104] Trial 3482 finished with value: 0.9974911915703389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 22, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:53:44,902] Trial 3483 finished with value: 0.997030844394224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 91}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:53:55,226] Trial 3484 finished with value: 0.997113411988714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 45, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:53:57,327] Trial 3485 finished with value: 0.9971986412828141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:53:58,881] Trial 3486 finished with value: 0.9973182611386914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 97}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:54:00,940] Trial 3487 finished with value: 0.9973030068530099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 63}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:54:01,938] Trial 3488 finished with value: 0.9969956954551481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:54:02,829] Trial 3489 finished with value: 0.9971050644747187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 75}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:54:04,571] Trial 3490 finished with value: 0.9975441024071653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:54:16,490] Trial 3491 finished with value: 0.9968065254344814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 56, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:54:18,832] Trial 3492 finished with value: 0.9974890863314608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:54:20,398] Trial 3493 finished with value: 0.9943880212538011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:54:22,300] Trial 3494 finished with value: 0.997676682056703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:54:23,834] Trial 3495 finished with value: 0.9972858363911653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:54:25,489] Trial 3496 finished with value: 0.9850757721796959 and parameters: {'classifier': 'SVC', 'svc_c': 1.0330600042795884e-10, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:54:27,737] Trial 3497 finished with value: 0.9973819933959245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:54:29,763] Trial 3498 finished with value: 0.997510100634755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:54:32,337] Trial 3499 finished with value: 0.9972639601497798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:54:33,184] Trial 3500 finished with value: 0.9967919308846828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:54:34,481] Trial 3501 finished with value: 0.997257243043829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 103}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:54:36,114] Trial 3502 finished with value: 0.9917809216990068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 27, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:54:38,619] Trial 3503 finished with value: 0.9976006134652634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:54:39,647] Trial 3504 finished with value: 0.9965296222209807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:54:48,190] Trial 3505 finished with value: 0.9969358940964446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 41, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:54:50,071] Trial 3506 finished with value: 0.9968633608857319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:54:52,057] Trial 3507 finished with value: 0.9974080440925416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:55:01,321] Trial 3508 finished with value: 0.9965598424217159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 42, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:55:15,518] Trial 3509 finished with value: 0.9960024100974754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 70, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:55:18,516] Trial 3510 finished with value: 0.9972859522345274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:55:20,356] Trial 3511 finished with value: 0.9971743872056632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 88}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:55:21,882] Trial 3512 finished with value: 0.9970493522280135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 81}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:55:24,015] Trial 3513 finished with value: 0.9976958179519437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:55:25,528] Trial 3514 finished with value: 0.9867332074646518 and parameters: {'classifier': 'SVC', 'svc_c': 229927288.34780946, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:55:27,609] Trial 3515 finished with value: 0.9973413828073037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:55:29,558] Trial 3516 finished with value: 0.9974121145109125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:55:33,697] Trial 3517 finished with value: 0.9974412238214105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 19, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:55:35,798] Trial 3518 finished with value: 0.9976617287733361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:55:39,383] Trial 3519 finished with value: 0.9969888811042488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 26, 'rf_n_estimators': 70}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:55:42,195] Trial 3520 finished with value: 0.9975626276968043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:55:47,188] Trial 3521 finished with value: 0.9964558399331818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 31, 'rf_n_estimators': 78}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:55:50,076] Trial 3522 finished with value: 0.9973895142961199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:55:52,018] Trial 3523 finished with value: 0.9973473826365457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:55:53,711] Trial 3524 finished with value: 0.9974501127206316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:55:56,229] Trial 3525 finished with value: 0.9975877053091783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:55:58,110] Trial 3526 finished with value: 0.9975183710256353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:56:04,680] Trial 3527 finished with value: 0.9972286586783207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 34, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:56:08,103] Trial 3528 finished with value: 0.9974222410298355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:56:11,363] Trial 3529 finished with value: 0.9971736955414457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 18, 'rf_n_estimators': 84}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:56:13,890] Trial 3530 finished with value: 0.9973380535325479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:56:20,838] Trial 3531 finished with value: 0.9966813297043305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 31, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:56:22,497] Trial 3532 finished with value: 0.9961722290081507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 21, 'rf_n_estimators': 73}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:56:24,102] Trial 3533 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.141142777984931e-08, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:56:25,065] Trial 3534 finished with value: 0.9970153796544782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 99}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:56:27,136] Trial 3535 finished with value: 0.9974021435077364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:56:28,765] Trial 3536 finished with value: 0.997552177514701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:56:30,217] Trial 3537 finished with value: 0.9973865047807817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:56:33,008] Trial 3538 finished with value: 0.9973328642259869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 103}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:56:33,721] Trial 3539 finished with value: 0.9945322105029398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:56:36,728] Trial 3540 finished with value: 0.9972456116720233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:56:39,324] Trial 3541 finished with value: 0.9970707264391786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:56:41,699] Trial 3542 finished with value: 0.9950583731173208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 26, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:56:43,686] Trial 3543 finished with value: 0.9974493427272583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:56:45,724] Trial 3544 finished with value: 0.9972864212890619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:56:48,937] Trial 3545 finished with value: 0.9974300791504159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:56:51,628] Trial 3546 finished with value: 0.9969120221754375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:56:53,215] Trial 3547 finished with value: 0.9974566375900767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:56:55,116] Trial 3548 finished with value: 0.9977345091906101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:56:55,932] Trial 3549 finished with value: 0.997443078235606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 47}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:56:57,699] Trial 3550 finished with value: 0.9973335572866723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:56:59,462] Trial 3551 finished with value: 0.9974111911282325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:57:01,157] Trial 3552 finished with value: 0.9852203125770429 and parameters: {'classifier': 'SVC', 'svc_c': 0.0007038265267404149, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:57:02,935] Trial 3553 finished with value: 0.9975533939334805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:57:10,897] Trial 3554 finished with value: 0.9968702444252694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 36, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:57:12,794] Trial 3555 finished with value: 0.9976351250436813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:57:14,633] Trial 3556 finished with value: 0.9975022051955138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:57:16,198] Trial 3557 finished with value: 0.9974640347759086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:57:18,141] Trial 3558 finished with value: 0.9976176142562548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:57:20,047] Trial 3559 finished with value: 0.9975000884357749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:57:21,849] Trial 3560 finished with value: 0.9974778850400393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:57:25,570] Trial 3561 finished with value: 0.9970468672133345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:57:27,404] Trial 3562 finished with value: 0.9972809121913454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:57:34,540] Trial 3563 finished with value: 0.9970354798425616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 31, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:57:37,309] Trial 3564 finished with value: 0.9973404575520871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:57:39,103] Trial 3565 finished with value: 0.9975224054214813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:57:47,636] Trial 3566 finished with value: 0.9961448321481884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 54, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:57:49,555] Trial 3567 finished with value: 0.9976674476586211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:57:51,435] Trial 3568 finished with value: 0.9975613593865459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:57:54,247] Trial 3569 finished with value: 0.9971208011765933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:57:54,939] Trial 3570 finished with value: 0.9935355554046795 and parameters: {'classifier': 'SVC', 'svc_c': 188.11595055254688, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:58:02,419] Trial 3571 finished with value: 0.9971857647376848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 33, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:58:04,671] Trial 3572 finished with value: 0.9973730014437178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:58:05,491] Trial 3573 finished with value: 0.9970304992762179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 44}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:58:19,530] Trial 3574 finished with value: 0.9962209311445432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 60, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:58:20,942] Trial 3575 finished with value: 0.9970806272063658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:58:22,151] Trial 3576 finished with value: 0.9955422125021182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:58:24,122] Trial 3577 finished with value: 0.9973778073563565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:58:26,820] Trial 3578 finished with value: 0.9975182846667892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:58:28,675] Trial 3579 finished with value: 0.9961190214536275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:58:33,187] Trial 3580 finished with value: 0.9971202218963063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 21, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:58:38,058] Trial 3581 finished with value: 0.9973622436578155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:58:39,455] Trial 3582 finished with value: 0.994477683254486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:58:40,323] Trial 3583 finished with value: 0.9897034918925828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:58:41,898] Trial 3584 finished with value: 0.9973603934647614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 55}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:58:43,845] Trial 3585 finished with value: 0.9977215715500088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:58:45,684] Trial 3586 finished with value: 0.9974358715406946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:58:46,950] Trial 3587 finished with value: 0.9967048371154705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 40}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:58:49,362] Trial 3588 finished with value: 0.9972678094818873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:58:51,063] Trial 3589 finished with value: 0.9852063832220469 and parameters: {'classifier': 'SVC', 'svc_c': 6.86609801420946e-10, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:58:52,511] Trial 3590 finished with value: 0.9973970956887667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:59:02,198] Trial 3591 finished with value: 0.9968367816577417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 47, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:59:04,488] Trial 3592 finished with value: 0.9976357903336979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:59:05,069] Trial 3593 finished with value: 0.9959591017232441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 4, 'rf_n_estimators': 49}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:59:07,355] Trial 3594 finished with value: 0.996243936430249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 17, 'rf_n_estimators': 66}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:59:09,349] Trial 3595 finished with value: 0.9974225223863851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:59:11,412] Trial 3596 finished with value: 0.9974009814242543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:59:12,615] Trial 3597 finished with value: 0.9970116129361438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 60}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:59:14,368] Trial 3598 finished with value: 0.997402444700478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:59:16,997] Trial 3599 finished with value: 0.9973905888781909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:59:19,690] Trial 3600 finished with value: 0.9974981701966473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:59:30,256] Trial 3601 finished with value: 0.9967431339788987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 50, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:59:38,555] Trial 3602 finished with value: 0.9970033786947402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 39, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:59:39,694] Trial 3603 finished with value: 0.9962358086377869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 2, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:59:53,505] Trial 3604 finished with value: 0.9958337948786791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 61, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 18:59:55,759] Trial 3605 finished with value: 0.9974641888634496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:00:11,231] Trial 3606 finished with value: 0.9957194992154697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 67, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:00:12,043] Trial 3607 finished with value: 0.9965596236523199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:00:18,183] Trial 3608 finished with value: 0.9926516167865663 and parameters: {'classifier': 'SVC', 'svc_c': 2010581.911080418, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:00:19,760] Trial 3609 finished with value: 0.9968893850177204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:00:21,494] Trial 3610 finished with value: 0.9965389730971829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:00:24,110] Trial 3611 finished with value: 0.9974395543440017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:00:26,318] Trial 3612 finished with value: 0.9977322869340671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:00:28,871] Trial 3613 finished with value: 0.9973607300135322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:00:31,298] Trial 3614 finished with value: 0.9973395543229785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:00:34,119] Trial 3615 finished with value: 0.9973883004798486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:00:36,797] Trial 3616 finished with value: 0.9973026589103302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:00:40,022] Trial 3617 finished with value: 0.9972104075407265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:00:42,356] Trial 3618 finished with value: 0.9974652316441374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:00:45,018] Trial 3619 finished with value: 0.9975355047349833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:00:46,199] Trial 3620 finished with value: 0.9971648782746819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:00:56,065] Trial 3621 finished with value: 0.9964694408960492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 55, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:00:57,555] Trial 3622 finished with value: 0.9974105589091158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:00:59,935] Trial 3623 finished with value: 0.997410004511348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:01:02,976] Trial 3624 finished with value: 0.9973129171733071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:01:05,554] Trial 3625 finished with value: 0.9974173205750886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:01:09,251] Trial 3626 finished with value: 0.9973002199156172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 19, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:01:10,087] Trial 3627 finished with value: 0.9907310787554637 and parameters: {'classifier': 'SVC', 'svc_c': 19.03653003244355, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:01:11,498] Trial 3628 finished with value: 0.9969892957600098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:01:13,805] Trial 3629 finished with value: 0.9974172141896228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:01:16,233] Trial 3630 finished with value: 0.9975440262361874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:01:19,310] Trial 3631 finished with value: 0.9974277094395547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:01:22,664] Trial 3632 finished with value: 0.9972679937204402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:01:25,059] Trial 3633 finished with value: 0.9973408541489789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:01:27,541] Trial 3634 finished with value: 0.9975402994441408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:01:30,294] Trial 3635 finished with value: 0.9972930992621728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:01:33,198] Trial 3636 finished with value: 0.9973870422939827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:01:34,301] Trial 3637 finished with value: 0.997210288714001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:01:36,653] Trial 3638 finished with value: 0.9974144418516674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:01:49,520] Trial 3639 finished with value: 0.9965137459992649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 67, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:01:51,705] Trial 3640 finished with value: 0.9973552673801122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:01:53,145] Trial 3641 finished with value: 0.997523920589184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:01:55,412] Trial 3642 finished with value: 0.997377629497123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:01:58,276] Trial 3643 finished with value: 0.9973461906559548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:02:00,622] Trial 3644 finished with value: 0.9975025519956287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:02:03,943] Trial 3645 finished with value: 0.9970488297585808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:02:05,605] Trial 3646 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 7.197996768779053e-09, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:02:07,885] Trial 3647 finished with value: 0.9974057977151887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:02:10,337] Trial 3648 finished with value: 0.9973831981034161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:02:11,820] Trial 3649 finished with value: 0.9976110169609048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:02:14,527] Trial 3650 finished with value: 0.9975408455900524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:02:15,181] Trial 3651 finished with value: 0.989806610163015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 63}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:02:17,078] Trial 3652 finished with value: 0.9973116930104782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:02:19,255] Trial 3653 finished with value: 0.9975237396513735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:02:19,939] Trial 3654 finished with value: 0.9929532166623378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 68}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:02:28,514] Trial 3655 finished with value: 0.9966216508539499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 38, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:02:30,493] Trial 3656 finished with value: 0.9973582081828805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:02:34,225] Trial 3657 finished with value: 0.9972267655756158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 16, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:02:36,518] Trial 3658 finished with value: 0.9975824580809362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:02:40,331] Trial 3659 finished with value: 0.9971478171499283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:02:43,157] Trial 3660 finished with value: 0.9975999536024293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:02:46,301] Trial 3661 finished with value: 0.9976254517738151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:02:48,243] Trial 3662 finished with value: 0.9975090949874189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:02:50,084] Trial 3663 finished with value: 0.9972083169647615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:02:51,664] Trial 3664 finished with value: 0.9969611474416123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:02:52,402] Trial 3665 finished with value: 0.9930125000266535 and parameters: {'classifier': 'SVC', 'svc_c': 1076.301734089387, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:02:54,652] Trial 3666 finished with value: 0.9956413351921652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 20, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:02:58,107] Trial 3667 finished with value: 0.9974626725214443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:03:00,896] Trial 3668 finished with value: 0.997415133071554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:03:02,851] Trial 3669 finished with value: 0.9974785303669118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:03:08,784] Trial 3670 finished with value: 0.9962073257701066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 39, 'rf_n_estimators': 76}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:03:09,931] Trial 3671 finished with value: 0.9956899423687385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:03:11,363] Trial 3672 finished with value: 0.9975425636899354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:03:12,355] Trial 3673 finished with value: 0.9973834943767823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 2, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:03:14,059] Trial 3674 finished with value: 0.9976386661372317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:03:16,740] Trial 3675 finished with value: 0.997483644168991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:03:19,335] Trial 3676 finished with value: 0.9973679245210872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:03:21,415] Trial 3677 finished with value: 0.9973368826576655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:03:21,858] Trial 3678 finished with value: 0.9907939440282786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 6}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:03:22,702] Trial 3679 finished with value: 0.9962962768734022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 36}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:03:34,368] Trial 3680 finished with value: 0.9966916439212383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 56, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:03:36,489] Trial 3681 finished with value: 0.9976370835582135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:03:39,105] Trial 3682 finished with value: 0.9969399162731962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:03:41,263] Trial 3683 finished with value: 0.9975893164205752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:03:42,273] Trial 3684 finished with value: 0.9952265405777189 and parameters: {'classifier': 'SVC', 'svc_c': 3164.489778579809, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:03:43,485] Trial 3685 finished with value: 0.9968785753086014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 58}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:03:46,296] Trial 3686 finished with value: 0.9974309356295871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:03:48,173] Trial 3687 finished with value: 0.9974651416989074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:03:49,057] Trial 3688 finished with value: 0.9974147879852863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 52}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:03:51,625] Trial 3689 finished with value: 0.997342883343831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:03:53,842] Trial 3690 finished with value: 0.9976437599761669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:03:55,610] Trial 3691 finished with value: 0.997350530592636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:03:57,888] Trial 3692 finished with value: 0.994556334867263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 26, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:03:58,761] Trial 3693 finished with value: 0.9967215938736912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:04:02,981] Trial 3694 finished with value: 0.9970310715106897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 22, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:04:05,372] Trial 3695 finished with value: 0.9975059909248548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:04:05,948] Trial 3696 finished with value: 0.9887451094099894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 6, 'rf_n_estimators': 73}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:04:18,243] Trial 3697 finished with value: 0.9966276475411391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 56, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:04:19,488] Trial 3698 finished with value: 0.9963201746290661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:04:23,102] Trial 3699 finished with value: 0.9973546522359894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:04:25,291] Trial 3700 finished with value: 0.9974018764967209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:04:28,159] Trial 3701 finished with value: 0.9975092138458824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:04:29,885] Trial 3702 finished with value: 0.9852039245180931 and parameters: {'classifier': 'SVC', 'svc_c': 3.946183543217587e-08, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:04:35,150] Trial 3703 finished with value: 0.9968293869792043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 22, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:04:36,885] Trial 3704 finished with value: 0.9974320452503079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:04:39,353] Trial 3705 finished with value: 0.9972697816119819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:04:41,359] Trial 3706 finished with value: 0.9975636113497705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:04:54,072] Trial 3707 finished with value: 0.9969720422717993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 61, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:04:55,600] Trial 3708 finished with value: 0.997114112095215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 70}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:04:57,448] Trial 3709 finished with value: 0.9953117986263633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 18, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:05:00,646] Trial 3710 finished with value: 0.9972452146625388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:05:03,683] Trial 3711 finished with value: 0.9967917011974466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:05:04,513] Trial 3712 finished with value: 0.996110510045078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 32}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:05:06,411] Trial 3713 finished with value: 0.9973465022587301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:05:08,875] Trial 3714 finished with value: 0.9974584980979505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:05:09,717] Trial 3715 finished with value: 0.9963148078441266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 2, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:05:14,948] Trial 3716 finished with value: 0.9957567527586656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 42, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:05:16,427] Trial 3717 finished with value: 0.9974115236145513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 65}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:05:18,317] Trial 3718 finished with value: 0.997449572668398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 79}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:05:20,559] Trial 3719 finished with value: 0.997728918272568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:05:22,631] Trial 3720 finished with value: 0.9972199335784401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:05:24,784] Trial 3721 finished with value: 0.9976989961542598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:05:37,982] Trial 3722 finished with value: 0.9963859175144753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 72, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:05:56,842] Trial 3723 finished with value: 0.9903831243328397 and parameters: {'classifier': 'SVC', 'svc_c': 14448396.847951746, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:05:58,906] Trial 3724 finished with value: 0.9971677544590706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:06:00,906] Trial 3725 finished with value: 0.9976554272118078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:06:11,990] Trial 3726 finished with value: 0.9967102371299991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 58, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:06:13,977] Trial 3727 finished with value: 0.9974480079578217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:06:16,385] Trial 3728 finished with value: 0.9975654580516545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:06:18,784] Trial 3729 finished with value: 0.9975096491312834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:06:21,083] Trial 3730 finished with value: 0.9974737165197963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:06:23,026] Trial 3731 finished with value: 0.997511070323042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:06:25,143] Trial 3732 finished with value: 0.9974132695168411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:06:26,990] Trial 3733 finished with value: 0.9975184165695326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:06:28,926] Trial 3734 finished with value: 0.9973528382876259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:06:31,241] Trial 3735 finished with value: 0.9974448008422718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:06:33,461] Trial 3736 finished with value: 0.9971890624014849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:06:35,632] Trial 3737 finished with value: 0.9975761098012081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:06:37,511] Trial 3738 finished with value: 0.997452710087503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:06:39,683] Trial 3739 finished with value: 0.9977857780667936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:06:41,028] Trial 3740 finished with value: 0.9867186504290596 and parameters: {'classifier': 'SVC', 'svc_c': 832663.0814156848, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:06:43,358] Trial 3741 finished with value: 0.9974822593488742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:06:45,563] Trial 3742 finished with value: 0.9973127068144564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:06:47,866] Trial 3743 finished with value: 0.9974061194423567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:06:50,026] Trial 3744 finished with value: 0.9972192483252799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:06:52,629] Trial 3745 finished with value: 0.9975099470550207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:06:54,727] Trial 3746 finished with value: 0.9975760015749436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:06:57,361] Trial 3747 finished with value: 0.997537399234156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:06:59,654] Trial 3748 finished with value: 0.9973533695167213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:07:01,834] Trial 3749 finished with value: 0.9974627754474783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:07:04,470] Trial 3750 finished with value: 0.9972942237362344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:07:06,600] Trial 3751 finished with value: 0.9974379355520311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:07:12,201] Trial 3752 finished with value: 0.9971347266278268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 28, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:07:19,410] Trial 3753 finished with value: 0.9970899244137664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 38, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:07:21,898] Trial 3754 finished with value: 0.9970941777059602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:07:27,519] Trial 3755 finished with value: 0.9970012918321102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 30, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:07:30,216] Trial 3756 finished with value: 0.9974149910444181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:07:32,258] Trial 3757 finished with value: 0.9972354944205696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:07:34,590] Trial 3758 finished with value: 0.9973093657014612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:07:36,188] Trial 3759 finished with value: 0.9975897279660214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 77}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:07:37,888] Trial 3760 finished with value: 0.9853509162244615 and parameters: {'classifier': 'SVC', 'svc_c': 0.004173107100397953, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:07:47,474] Trial 3761 finished with value: 0.9964798262058694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 51, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:07:48,537] Trial 3762 finished with value: 0.9970820155176522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:07:50,856] Trial 3763 finished with value: 0.9974913402306976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:07:52,228] Trial 3764 finished with value: 0.9973021375199864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 74}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:07:59,003] Trial 3765 finished with value: 0.9970544482886025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 32, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:08:04,870] Trial 3766 finished with value: 0.9973693465380314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 29, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:08:06,792] Trial 3767 finished with value: 0.9975524743276116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:08:08,534] Trial 3768 finished with value: 0.9967023503234685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 81}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:08:10,580] Trial 3769 finished with value: 0.9973726534693003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:08:14,487] Trial 3770 finished with value: 0.9967688878943429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 24, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:08:17,044] Trial 3771 finished with value: 0.997480688163765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:08:19,379] Trial 3772 finished with value: 0.9973848533939802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:08:20,756] Trial 3773 finished with value: 0.9951280885413946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:08:27,920] Trial 3774 finished with value: 0.9967435649479442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 40, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:08:30,248] Trial 3775 finished with value: 0.9973749961712025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:08:32,710] Trial 3776 finished with value: 0.997459014537181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:08:33,632] Trial 3777 finished with value: 0.9902866704199559 and parameters: {'classifier': 'SVC', 'svc_c': 12637.831279879252, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:08:35,850] Trial 3778 finished with value: 0.9974059690046754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:08:37,756] Trial 3779 finished with value: 0.9974108152879323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:08:40,108] Trial 3780 finished with value: 0.9973724442530142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:08:42,543] Trial 3781 finished with value: 0.9974001261193859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:08:43,374] Trial 3782 finished with value: 0.9900149653678924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:08:45,796] Trial 3783 finished with value: 0.9972618774448158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:08:46,880] Trial 3784 finished with value: 0.9938898798792363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 68}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:08:48,183] Trial 3785 finished with value: 0.9971062148786506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:08:50,375] Trial 3786 finished with value: 0.9975182940929476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:08:52,918] Trial 3787 finished with value: 0.9965587345783179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:08:55,138] Trial 3788 finished with value: 0.9968357908320084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:08:57,001] Trial 3789 finished with value: 0.9971083655344746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 12, 'rf_n_estimators': 71}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:08:57,655] Trial 3790 finished with value: 0.9915991738101676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:08:59,521] Trial 3791 finished with value: 0.997068330100213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:09:00,862] Trial 3792 finished with value: 0.9974910391331694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:09:08,560] Trial 3793 finished with value: 0.9967698740228661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 33, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:09:09,862] Trial 3794 finished with value: 0.9969049935619249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 83}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:09:17,808] Trial 3795 finished with value: 0.9939968063811856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 65, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:13:13,948] Trial 3796 finished with value: 0.9896191425002293 and parameters: {'classifier': 'SVC', 'svc_c': 2235694881.7391477, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:13:16,452] Trial 3797 finished with value: 0.9973873832543227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:13:18,823] Trial 3798 finished with value: 0.9976217417711214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:13:29,955] Trial 3799 finished with value: 0.9966055007975684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 59, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:13:41,022] Trial 3800 finished with value: 0.9967045048830551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 49, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:13:42,557] Trial 3801 finished with value: 0.9971179426384813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:13:44,579] Trial 3802 finished with value: 0.9972085815636961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:13:47,772] Trial 3803 finished with value: 0.9978113536151979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:13:50,856] Trial 3804 finished with value: 0.9973411546752248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 127}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:13:53,883] Trial 3805 finished with value: 0.9974537228758683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:13:56,902] Trial 3806 finished with value: 0.9972895993644265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 127}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:14:07,467] Trial 3807 finished with value: 0.9970143999370126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 46, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:14:10,620] Trial 3808 finished with value: 0.9971784954556199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:14:13,326] Trial 3809 finished with value: 0.997480750560491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:14:16,176] Trial 3810 finished with value: 0.9974134948877221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:14:19,422] Trial 3811 finished with value: 0.9974796329418174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:14:22,229] Trial 3812 finished with value: 0.9973430042017825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:14:25,194] Trial 3813 finished with value: 0.9973781185465392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:14:27,831] Trial 3814 finished with value: 0.9975139159438259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:14:30,451] Trial 3815 finished with value: 0.9973289793474232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:14:31,747] Trial 3816 finished with value: 0.9867343545361035 and parameters: {'classifier': 'SVC', 'svc_c': 57071237.36465463, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:14:46,469] Trial 3817 finished with value: 0.9959786927083399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 62, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:14:49,270] Trial 3818 finished with value: 0.9975816377195038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:14:51,862] Trial 3819 finished with value: 0.9976675635019835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:14:54,638] Trial 3820 finished with value: 0.9976657707228043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:14:58,079] Trial 3821 finished with value: 0.997266179708601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:15:00,510] Trial 3822 finished with value: 0.9972336245182752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:15:03,075] Trial 3823 finished with value: 0.9973600577729141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:15:05,614] Trial 3824 finished with value: 0.9975520668446176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:15:12,425] Trial 3825 finished with value: 0.9970110936087639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 30, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:15:20,555] Trial 3826 finished with value: 0.9970668430522963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 37, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:15:22,413] Trial 3827 finished with value: 0.9973848441899871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 75}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:15:23,690] Trial 3828 finished with value: 0.9970093537366763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:15:25,890] Trial 3829 finished with value: 0.9971898099561574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:15:32,167] Trial 3830 finished with value: 0.9971343937289152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 28, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:15:33,259] Trial 3831 finished with value: 0.9968577503854009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:15:35,199] Trial 3832 finished with value: 0.9974896068331432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:15:35,850] Trial 3833 finished with value: 0.9964023854894762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 1, 'rf_n_estimators': 78}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:15:37,490] Trial 3834 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 6.620319898351458e-05, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:15:39,994] Trial 3835 finished with value: 0.9973904484696883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:15:42,700] Trial 3836 finished with value: 0.997392247977304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:15:46,096] Trial 3837 finished with value: 0.9942987461382082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 39, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:15:49,267] Trial 3838 finished with value: 0.9973404264806757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:15:50,389] Trial 3839 finished with value: 0.9968099288172513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 86}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:15:51,460] Trial 3840 finished with value: 0.9972848866342842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 61}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:15:52,910] Trial 3841 finished with value: 0.997244541660211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:15:55,251] Trial 3842 finished with value: 0.9973700265861748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:15:56,439] Trial 3843 finished with value: 0.994483040645005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:15:58,394] Trial 3844 finished with value: 0.9974075196870964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:16:00,634] Trial 3845 finished with value: 0.9974633313051897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:16:03,274] Trial 3846 finished with value: 0.9972993475674924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:16:05,115] Trial 3847 finished with value: 0.996505692917837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:16:07,865] Trial 3848 finished with value: 0.997149426293575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:16:09,648] Trial 3849 finished with value: 0.9971865930970698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:16:12,064] Trial 3850 finished with value: 0.9976553219371688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:16:14,169] Trial 3851 finished with value: 0.9971332386595108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 80}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:16:15,115] Trial 3852 finished with value: 0.990121460329514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:16:16,824] Trial 3853 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 1.1631168028611129e-05, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:16:18,707] Trial 3854 finished with value: 0.9971590274866534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:16:20,369] Trial 3855 finished with value: 0.9970995782917713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 12, 'rf_n_estimators': 66}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:16:21,043] Trial 3856 finished with value: 0.9968033319027559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 72}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:16:23,078] Trial 3857 finished with value: 0.9976068613262522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:16:24,835] Trial 3858 finished with value: 0.9972551479610812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:16:25,357] Trial 3859 finished with value: 0.996982451480264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 15}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:16:39,913] Trial 3860 finished with value: 0.9962099093627264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 71, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:16:42,016] Trial 3861 finished with value: 0.9976007138522648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:16:43,004] Trial 3862 finished with value: 0.9958937084308853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:16:44,430] Trial 3863 finished with value: 0.9969203640400853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:16:46,888] Trial 3864 finished with value: 0.9968986552796375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:16:51,882] Trial 3865 finished with value: 0.9963794783373804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 23, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:16:53,050] Trial 3866 finished with value: 0.9961418485944588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 55}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:16:55,271] Trial 3867 finished with value: 0.997044019434373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:16:58,250] Trial 3868 finished with value: 0.9973226625199613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:17:00,059] Trial 3869 finished with value: 0.9974422095373406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:17:01,361] Trial 3870 finished with value: 0.9972565517922042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:17:07,518] Trial 3871 finished with value: 0.9953579900086336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 54, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:17:09,183] Trial 3872 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.7090886865287625e-09, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:17:11,606] Trial 3873 finished with value: 0.9972090911475383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:17:13,916] Trial 3874 finished with value: 0.9974984887182868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:17:16,337] Trial 3875 finished with value: 0.9976259684034731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:17:18,801] Trial 3876 finished with value: 0.9973952311819166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:17:20,659] Trial 3877 finished with value: 0.9973566541362411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:17:22,220] Trial 3878 finished with value: 0.9972746756290515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:17:23,947] Trial 3879 finished with value: 0.9974661712131501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:17:25,576] Trial 3880 finished with value: 0.9970912763216729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 76}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:17:28,615] Trial 3881 finished with value: 0.9971484550183926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:17:30,600] Trial 3882 finished with value: 0.9973530872715101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 83}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:17:33,046] Trial 3883 finished with value: 0.9976190478257975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:17:34,567] Trial 3884 finished with value: 0.9971189525386971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:17:35,256] Trial 3885 finished with value: 0.996770464347945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 23}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:17:37,121] Trial 3886 finished with value: 0.9976251081792289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:17:39,105] Trial 3887 finished with value: 0.9973908559844201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:17:49,024] Trial 3888 finished with value: 0.9963757782051759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 48, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:17:51,257] Trial 3889 finished with value: 0.9968458868508021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:17:52,314] Trial 3890 finished with value: 0.9882121480597595 and parameters: {'classifier': 'SVC', 'svc_c': 40007.47299834709, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:17:54,137] Trial 3891 finished with value: 0.9973546195776829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:17:55,325] Trial 3892 finished with value: 0.9973768260837333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:17:58,262] Trial 3893 finished with value: 0.9973807138187091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:18:00,360] Trial 3894 finished with value: 0.9974840999253423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:18:02,849] Trial 3895 finished with value: 0.997715414300746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:18:04,866] Trial 3896 finished with value: 0.9974847011999993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:18:05,766] Trial 3897 finished with value: 0.9964524877753947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 30}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:18:07,319] Trial 3898 finished with value: 0.9972881573526006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:18:09,563] Trial 3899 finished with value: 0.9974074287579916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:18:12,288] Trial 3900 finished with value: 0.9974517662973486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:18:14,333] Trial 3901 finished with value: 0.9976271614948905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:18:21,451] Trial 3902 finished with value: 0.9966729369320791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 34, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:18:30,181] Trial 3903 finished with value: 0.9961485999456116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 61, 'rf_n_estimators': 69}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:18:32,899] Trial 3904 finished with value: 0.9976103889311917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:18:33,811] Trial 3905 finished with value: 0.9933536560308079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:18:36,088] Trial 3906 finished with value: 0.9973260041407631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:18:39,118] Trial 3907 finished with value: 0.996532011165014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 24, 'rf_n_estimators': 63}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:18:40,139] Trial 3908 finished with value: 0.9968844161626649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:18:41,005] Trial 3909 finished with value: 0.9908320458622654 and parameters: {'classifier': 'SVC', 'svc_c': 9.327370892123866, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:18:41,791] Trial 3910 finished with value: 0.9959421877354294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:18:43,602] Trial 3911 finished with value: 0.9975264043978228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:18:45,665] Trial 3912 finished with value: 0.9974217793702332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:18:47,672] Trial 3913 finished with value: 0.9971661324933092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:18:49,733] Trial 3914 finished with value: 0.9976093119053019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:18:52,527] Trial 3915 finished with value: 0.9973303518849694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:18:55,489] Trial 3916 finished with value: 0.9974941528440576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:18:57,442] Trial 3917 finished with value: 0.997393855629269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 85}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:18:58,859] Trial 3918 finished with value: 0.9973816801110397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 80}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:19:00,112] Trial 3919 finished with value: 0.9974561885938997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 73}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:19:02,384] Trial 3920 finished with value: 0.9975303435164703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:19:05,027] Trial 3921 finished with value: 0.9975019997243008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:19:07,551] Trial 3922 finished with value: 0.9972483151387196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:19:09,233] Trial 3923 finished with value: 0.9974596262536094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:19:22,304] Trial 3924 finished with value: 0.9961283130116807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 68, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:19:23,813] Trial 3925 finished with value: 0.997200895912023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:19:24,887] Trial 3926 finished with value: 0.9972625828515472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:19:26,262] Trial 3927 finished with value: 0.995420216397371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:19:27,386] Trial 3928 finished with value: 0.9872110746639245 and parameters: {'classifier': 'SVC', 'svc_c': 151371.60313334232, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:19:28,173] Trial 3929 finished with value: 0.9885496793727154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:19:30,627] Trial 3930 finished with value: 0.9976979646087912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:19:33,831] Trial 3931 finished with value: 0.9973131622216908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:19:41,418] Trial 3932 finished with value: 0.9967634884193588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 38, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:19:42,494] Trial 3933 finished with value: 0.9953392162429172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 41, 'rf_n_estimators': 12}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:19:50,344] Trial 3934 finished with value: 0.9964791473002909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 37, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:19:52,832] Trial 3935 finished with value: 0.997191333629619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:19:54,891] Trial 3936 finished with value: 0.9974688205032383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:19:55,914] Trial 3937 finished with value: 0.997338607454247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 77}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:19:57,974] Trial 3938 finished with value: 0.9968060397175454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 11, 'rf_n_estimators': 88}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:20:00,594] Trial 3939 finished with value: 0.9975480774213864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:20:02,570] Trial 3940 finished with value: 0.9973541019958878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:20:04,058] Trial 3941 finished with value: 0.9974567148084056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 58}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:20:05,957] Trial 3942 finished with value: 0.9975649206019295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:20:08,080] Trial 3943 finished with value: 0.9975831889414694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:20:08,897] Trial 3944 finished with value: 0.9969284771696341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:20:19,660] Trial 3945 finished with value: 0.9966668109763929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 47, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:20:25,250] Trial 3946 finished with value: 0.9969289685041797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 27, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:20:26,221] Trial 3947 finished with value: 0.9884973644468399 and parameters: {'classifier': 'SVC', 'svc_c': 2.0231634877290885, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:20:28,917] Trial 3948 finished with value: 0.9967393089580283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:20:31,304] Trial 3949 finished with value: 0.9973605166713182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:20:33,278] Trial 3950 finished with value: 0.9970409197516399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:20:35,699] Trial 3951 finished with value: 0.9969344694769919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:20:37,981] Trial 3952 finished with value: 0.9975106342441934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:20:45,077] Trial 3953 finished with value: 0.9971375656471259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 35, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:20:46,581] Trial 3954 finished with value: 0.9974557361065529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:20:48,563] Trial 3955 finished with value: 0.9967258700171785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:20:51,258] Trial 3956 finished with value: 0.9975413075035577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:20:58,051] Trial 3957 finished with value: 0.9957397275612235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 42, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:20:59,176] Trial 3958 finished with value: 0.9954668654402671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:21:00,260] Trial 3959 finished with value: 0.9972776317612292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:21:01,650] Trial 3960 finished with value: 0.9969463836335531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:21:03,319] Trial 3961 finished with value: 0.9966490979550201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:21:05,269] Trial 3962 finished with value: 0.9974983834119097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:21:15,332] Trial 3963 finished with value: 0.9963902706541261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 48, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:21:18,496] Trial 3964 finished with value: 0.9973677971251266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:21:20,599] Trial 3965 finished with value: 0.9853187989855209 and parameters: {'classifier': 'SVC', 'svc_c': 0.0017886198386568473, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:21:32,113] Trial 3966 finished with value: 0.9965059078469464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 53, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:21:34,038] Trial 3967 finished with value: 0.9972910548331252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 74}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:21:37,928] Trial 3968 finished with value: 0.9954028168195722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 34, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:21:39,201] Trial 3969 finished with value: 0.9972188682003621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:21:40,768] Trial 3970 finished with value: 0.9974672005052273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:21:45,964] Trial 3971 finished with value: 0.9968422016354141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 34, 'rf_n_estimators': 81}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:21:47,968] Trial 3972 finished with value: 0.9974655686689767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:22:01,219] Trial 3973 finished with value: 0.9957815258458176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 67, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:22:03,242] Trial 3974 finished with value: 0.997171827448212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:22:04,217] Trial 3975 finished with value: 0.9973806394250538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 70}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:22:06,570] Trial 3976 finished with value: 0.9968348304429284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:22:08,674] Trial 3977 finished with value: 0.9969509216147769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:22:09,837] Trial 3978 finished with value: 0.9943555760988007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:22:10,847] Trial 3979 finished with value: 0.997120495001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:22:11,614] Trial 3980 finished with value: 0.9888461975334323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:22:13,613] Trial 3981 finished with value: 0.9975589649518547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:22:16,163] Trial 3982 finished with value: 0.9972505674510613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:22:19,238] Trial 3983 finished with value: 0.9973505749939685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:22:20,906] Trial 3984 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.8446215172669652e-06, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:22:23,292] Trial 3985 finished with value: 0.9973296169302462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:22:25,513] Trial 3986 finished with value: 0.9975389024366675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:22:27,362] Trial 3987 finished with value: 0.9974339716778156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:22:29,390] Trial 3988 finished with value: 0.9973756748228778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:22:31,636] Trial 3989 finished with value: 0.9972228616860453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:22:34,354] Trial 3990 finished with value: 0.9972024684936004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:22:36,423] Trial 3991 finished with value: 0.9974546153458265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 67}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:22:45,686] Trial 3992 finished with value: 0.9967317001438293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 55, 'rf_n_estimators': 90}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:22:49,051] Trial 3993 finished with value: 0.9972721542744685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:22:56,884] Trial 3994 finished with value: 0.996856627403021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 40, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:22:58,691] Trial 3995 finished with value: 0.9975399206839528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:23:01,223] Trial 3996 finished with value: 0.9968567152535487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:23:11,603] Trial 3997 finished with value: 0.9962460199286607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 47, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:23:13,783] Trial 3998 finished with value: 0.9976191807758918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:23:16,133] Trial 3999 finished with value: 0.9974777445680608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:23:21,764] Trial 4000 finished with value: 0.9971615577595886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 27, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:23:22,625] Trial 4001 finished with value: 0.9967313711169425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 22, 'rf_n_estimators': 19}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:23:24,299] Trial 4002 finished with value: 0.9974542092275623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 85}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:23:26,045] Trial 4003 finished with value: 0.9854040105698688 and parameters: {'classifier': 'SVC', 'svc_c': 0.23210020995431346, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:23:37,784] Trial 4004 finished with value: 0.9970726047520185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 51, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:23:40,640] Trial 4005 finished with value: 0.9975996357472859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:23:43,216] Trial 4006 finished with value: 0.9973856270372128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:23:59,674] Trial 4007 finished with value: 0.9964894705942399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 73, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:24:01,978] Trial 4008 finished with value: 0.9976754347569393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:24:04,265] Trial 4009 finished with value: 0.9974291148893112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:24:05,141] Trial 4010 finished with value: 0.9963016260755411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 78}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:24:06,939] Trial 4011 finished with value: 0.997498390933794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:24:09,536] Trial 4012 finished with value: 0.9972615136966584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:24:12,032] Trial 4013 finished with value: 0.9972926824164962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:24:13,850] Trial 4014 finished with value: 0.9978200248875874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:24:15,751] Trial 4015 finished with value: 0.9975282693807414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:24:17,963] Trial 4016 finished with value: 0.9974219948071492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:24:19,855] Trial 4017 finished with value: 0.9975099594328047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:24:24,318] Trial 4018 finished with value: 0.9977369643081805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:24:29,033] Trial 4019 finished with value: 0.9969398063648226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:24:34,551] Trial 4020 finished with value: 0.9973457577826347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 24, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:24:39,381] Trial 4021 finished with value: 0.9972172586441227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:27:22,432] Trial 4022 finished with value: 0.9903732073793199 and parameters: {'classifier': 'SVC', 'svc_c': 475014374.78941125, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:27:27,259] Trial 4023 finished with value: 0.9974043675733401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:27:32,191] Trial 4024 finished with value: 0.9971266802113595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:27:36,479] Trial 4025 finished with value: 0.9974418083384524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:27:40,133] Trial 4026 finished with value: 0.9973829663214779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:27:45,889] Trial 4027 finished with value: 0.9973715829496812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 25, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:27:50,326] Trial 4028 finished with value: 0.9970433263736876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:27:56,625] Trial 4029 finished with value: 0.9973072837899449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 28, 'rf_n_estimators': 127}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:27:58,300] Trial 4030 finished with value: 0.9975502012586785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:28:02,334] Trial 4031 finished with value: 0.9972997837098166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:28:04,008] Trial 4032 finished with value: 0.9976465086376435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:28:14,072] Trial 4033 finished with value: 0.9968457378730645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 42, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:28:19,468] Trial 4034 finished with value: 0.9972074505516254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:28:23,415] Trial 4035 finished with value: 0.9975766647702581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:28:27,705] Trial 4036 finished with value: 0.9974360434332015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:28:34,321] Trial 4037 finished with value: 0.9973141168344716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 29, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:28:38,486] Trial 4038 finished with value: 0.9974983554508133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:28:42,659] Trial 4039 finished with value: 0.9972414435326353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:28:44,426] Trial 4040 finished with value: 0.9852080208663345 and parameters: {'classifier': 'SVC', 'svc_c': 0.00027447107230701105, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:28:49,173] Trial 4041 finished with value: 0.9973001018188633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 21, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:28:54,462] Trial 4042 finished with value: 0.9973267106265832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 127}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:28:59,201] Trial 4043 finished with value: 0.9972466077027736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:29:05,665] Trial 4044 finished with value: 0.9968405189550359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 28, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:29:10,217] Trial 4045 finished with value: 0.9971373173614757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 20, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:29:15,608] Trial 4046 finished with value: 0.9973935969018473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 24, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:29:21,087] Trial 4047 finished with value: 0.9969974727462286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 23, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:29:25,006] Trial 4048 finished with value: 0.9972060518303053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:29:28,633] Trial 4049 finished with value: 0.9974419371626188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:29:34,612] Trial 4050 finished with value: 0.9971596609118106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 25, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:29:38,297] Trial 4051 finished with value: 0.9975492036092953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:29:40,041] Trial 4052 finished with value: 0.9975798801694019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:29:44,027] Trial 4053 finished with value: 0.9973569930336171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:29:47,515] Trial 4054 finished with value: 0.9971634546708422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:29:49,176] Trial 4055 finished with value: 0.9973739381245809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:29:54,322] Trial 4056 finished with value: 0.9973422610904171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 22, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:30:00,084] Trial 4057 finished with value: 0.997229507223015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 26, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:30:06,002] Trial 4058 finished with value: 0.9972243688557955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 26, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:30:11,252] Trial 4059 finished with value: 0.997007820287939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 21, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:30:15,761] Trial 4060 finished with value: 0.9972522891690657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:30:17,442] Trial 4061 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.791554341480252e-07, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:30:21,412] Trial 4062 finished with value: 0.9972611636592768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:30:25,472] Trial 4063 finished with value: 0.9971738449000384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:30:28,049] Trial 4064 finished with value: 0.9954040640875977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 26, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:30:32,511] Trial 4065 finished with value: 0.9972852391789603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 19, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:30:36,824] Trial 4066 finished with value: 0.9976360382702311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:30:38,073] Trial 4067 finished with value: 0.9929624502669719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:30:43,948] Trial 4068 finished with value: 0.997326356050681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 27, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:30:47,734] Trial 4069 finished with value: 0.9967622478162937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 25, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:30:51,129] Trial 4070 finished with value: 0.9973400233775128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:30:56,230] Trial 4071 finished with value: 0.9972632940980537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 23, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:31:01,676] Trial 4072 finished with value: 0.9970137104309726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 24, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:31:05,784] Trial 4073 finished with value: 0.9973527279031837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:31:10,318] Trial 4074 finished with value: 0.9969414667969279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 19, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:31:17,607] Trial 4075 finished with value: 0.9967818756173624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 30, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:31:21,798] Trial 4076 finished with value: 0.997129309792207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 18, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:31:25,278] Trial 4077 finished with value: 0.9970133036462127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:31:29,255] Trial 4078 finished with value: 0.9974702887305759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:31:29,948] Trial 4079 finished with value: 0.9927759161429967 and parameters: {'classifier': 'SVC', 'svc_c': 454.94364552435786, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:31:33,988] Trial 4080 finished with value: 0.9972416674118346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:31:41,569] Trial 4081 finished with value: 0.9970104351423976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 34, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:31:48,436] Trial 4082 finished with value: 0.996947854526875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 33, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:31:50,157] Trial 4083 finished with value: 0.9972084311577527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:31:54,096] Trial 4084 finished with value: 0.9972060083493721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:31:58,331] Trial 4085 finished with value: 0.9972908640248255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 20, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:32:02,397] Trial 4086 finished with value: 0.9974456155226189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:32:05,262] Trial 4087 finished with value: 0.9962801828026894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 20, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:32:11,882] Trial 4088 finished with value: 0.9970967392089963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 31, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:32:13,462] Trial 4089 finished with value: 0.9974159637160684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:32:17,104] Trial 4090 finished with value: 0.9974383469387877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:32:20,823] Trial 4091 finished with value: 0.9974548758823089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:32:26,616] Trial 4092 finished with value: 0.9973828390524689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 23, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:32:30,109] Trial 4093 finished with value: 0.997575754463596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:32:38,068] Trial 4094 finished with value: 0.996928251862229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 37, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:32:41,915] Trial 4095 finished with value: 0.9973264815106293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:32:47,029] Trial 4096 finished with value: 0.9965818209226392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 23, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:32:52,165] Trial 4097 finished with value: 0.9973332228643413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 23, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:32:53,851] Trial 4098 finished with value: 0.9853884443957709 and parameters: {'classifier': 'SVC', 'svc_c': 0.037704572158804336, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:33:01,048] Trial 4099 finished with value: 0.9967795611621978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 32, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:33:02,753] Trial 4100 finished with value: 0.9972026764403701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:33:09,229] Trial 4101 finished with value: 0.9968749511886852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 27, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:33:16,004] Trial 4102 finished with value: 0.9966275020228333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 30, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:33:20,949] Trial 4103 finished with value: 0.997277363607649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:33:24,437] Trial 4104 finished with value: 0.9975840281234808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:33:32,417] Trial 4105 finished with value: 0.9971248385875406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 35, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:33:38,359] Trial 4106 finished with value: 0.9971286680199801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 28, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:33:43,638] Trial 4107 finished with value: 0.997441791961692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 24, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:33:44,432] Trial 4108 finished with value: 0.9883560842625618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:33:46,638] Trial 4109 finished with value: 0.9974568771795402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:33:50,519] Trial 4110 finished with value: 0.9972488062510999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:33:54,623] Trial 4111 finished with value: 0.9971333809722879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 18, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:33:56,298] Trial 4112 finished with value: 0.9972572679580863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:33:57,984] Trial 4113 finished with value: 0.997316305067978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:33:59,929] Trial 4114 finished with value: 0.9970770772262013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:34:02,669] Trial 4115 finished with value: 0.9969340932558367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:34:04,093] Trial 4116 finished with value: 0.9859557459714562 and parameters: {'classifier': 'SVC', 'svc_c': 0.5991200182783825, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:34:09,258] Trial 4117 finished with value: 0.9972270606429415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:34:15,308] Trial 4118 finished with value: 0.9971685480337088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 24, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:34:17,574] Trial 4119 finished with value: 0.9954277762717169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 23, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:34:21,883] Trial 4120 finished with value: 0.9968064663384979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 19, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:34:25,842] Trial 4121 finished with value: 0.9966225839801677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 26, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:34:35,210] Trial 4122 finished with value: 0.9967428993405488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 46, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:34:37,088] Trial 4123 finished with value: 0.9975642072607211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:34:44,237] Trial 4124 finished with value: 0.9971947693215787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 30, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:34:52,693] Trial 4125 finished with value: 0.996780696776265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 37, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:34:54,944] Trial 4126 finished with value: 0.9961678535250135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:34:56,197] Trial 4127 finished with value: 0.997338935370307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 75}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:35:00,667] Trial 4128 finished with value: 0.997238340485684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 21, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:35:03,607] Trial 4129 finished with value: 0.9972914119480599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 81}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:35:08,250] Trial 4130 finished with value: 0.9972112797301618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:35:13,496] Trial 4131 finished with value: 0.9968819867845374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 23, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:35:17,118] Trial 4132 finished with value: 0.9973547597322822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:35:19,870] Trial 4133 finished with value: 0.9963597604006545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 22, 'rf_n_estimators': 65}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:35:24,858] Trial 4134 finished with value: 0.9970471639627694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 27, 'rf_n_estimators': 92}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:35:26,516] Trial 4135 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 9.958236880416528e-08, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:35:32,399] Trial 4136 finished with value: 0.9970777193158075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 26, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:35:34,025] Trial 4137 finished with value: 0.9971208079050298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:35:38,941] Trial 4138 finished with value: 0.9970876948892423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 22, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:35:40,755] Trial 4139 finished with value: 0.9975970959847164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:35:45,308] Trial 4140 finished with value: 0.9973552432910404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:35:49,369] Trial 4141 finished with value: 0.9972448940779355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 30, 'rf_n_estimators': 71}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:35:54,038] Trial 4142 finished with value: 0.9973920231142296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 19, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:35:55,482] Trial 4143 finished with value: 0.9973474737560779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:36:00,546] Trial 4144 finished with value: 0.9970744622765291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 31, 'rf_n_estimators': 87}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:36:02,434] Trial 4145 finished with value: 0.9972478453224753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 21, 'rf_n_estimators': 45}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:36:04,989] Trial 4146 finished with value: 0.9948163408188263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 25, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:36:08,289] Trial 4147 finished with value: 0.9974815582584983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:36:12,522] Trial 4148 finished with value: 0.9967986813789124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 28, 'rf_n_estimators': 78}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:36:16,611] Trial 4149 finished with value: 0.9970909591647636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:36:20,486] Trial 4150 finished with value: 0.9927303690719859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 60, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:36:22,252] Trial 4151 finished with value: 0.9972211700238395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:36:23,336] Trial 4152 finished with value: 0.9970975412259181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 62}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:36:25,104] Trial 4153 finished with value: 0.9853909031314626 and parameters: {'classifier': 'SVC', 'svc_c': 0.0096211085369868, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:36:27,450] Trial 4154 finished with value: 0.9966183962584904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:36:28,908] Trial 4155 finished with value: 0.9970229612692906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:36:30,043] Trial 4156 finished with value: 0.9972029859167059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:36:39,542] Trial 4157 finished with value: 0.996919309072041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 40, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:36:40,031] Trial 4158 finished with value: 0.9802306859178637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 45, 'rf_n_estimators': 2}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:36:43,685] Trial 4159 finished with value: 0.9973458782914694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 20, 'rf_n_estimators': 83}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:36:46,571] Trial 4160 finished with value: 0.9974109848953098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 73}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:36:48,183] Trial 4161 finished with value: 0.9975604958932974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:36:50,242] Trial 4162 finished with value: 0.9904361419359867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 39, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:36:53,691] Trial 4163 finished with value: 0.9974350040167318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:36:59,948] Trial 4164 finished with value: 0.9968536437540775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 27, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:37:04,978] Trial 4165 finished with value: 0.9970297204279688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 24, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:37:06,265] Trial 4166 finished with value: 0.9975478344677047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:37:08,120] Trial 4167 finished with value: 0.9973930148921001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:37:09,752] Trial 4168 finished with value: 0.9972740698158739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:37:11,013] Trial 4169 finished with value: 0.9962117423220965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:37:11,864] Trial 4170 finished with value: 0.9960189375175771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 2, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:37:12,615] Trial 4171 finished with value: 0.9920191647769904 and parameters: {'classifier': 'SVC', 'svc_c': 31.93682356593661, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:37:14,092] Trial 4172 finished with value: 0.9972772855958724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:37:17,133] Trial 4173 finished with value: 0.9966242061046183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 30, 'rf_n_estimators': 51}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:37:20,927] Trial 4174 finished with value: 0.9965333986511148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 26, 'rf_n_estimators': 75}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:37:23,106] Trial 4175 finished with value: 0.996477698020484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 30, 'rf_n_estimators': 34}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:37:25,458] Trial 4176 finished with value: 0.9970234490809284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:37:29,086] Trial 4177 finished with value: 0.9971059323160606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:37:32,511] Trial 4178 finished with value: 0.9974501233210926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:37:34,482] Trial 4179 finished with value: 0.9971748627029929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:37:50,917] Trial 4180 finished with value: 0.9960458738605021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 72, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:38:00,314] Trial 4181 finished with value: 0.9961065385220267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 40, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:38:03,446] Trial 4182 finished with value: 0.9974053373568408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:38:09,068] Trial 4183 finished with value: 0.9970875176965049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 26, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:38:12,221] Trial 4184 finished with value: 0.9972547198167093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 68}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:38:16,479] Trial 4185 finished with value: 0.996904296216622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 30, 'rf_n_estimators': 79}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:38:28,549] Trial 4186 finished with value: 0.9963944891933113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 53, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:38:30,834] Trial 4187 finished with value: 0.993649764931208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 28, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:38:32,233] Trial 4188 finished with value: 0.9974010271268409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 84}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:38:37,822] Trial 4189 finished with value: 0.9970440341290242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 25, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:38:39,536] Trial 4190 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 3.4702787801624518e-06, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:38:51,090] Trial 4191 finished with value: 0.9962434367168959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 51, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:38:51,883] Trial 4192 finished with value: 0.9967110427650424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:38:54,250] Trial 4193 finished with value: 0.9975450860918694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:38:55,865] Trial 4194 finished with value: 0.9970523919895774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:38:57,300] Trial 4195 finished with value: 0.9975345693236365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:39:04,952] Trial 4196 finished with value: 0.9964439968377955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 33, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:39:06,295] Trial 4197 finished with value: 0.9973902600734696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 4, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:39:09,975] Trial 4198 finished with value: 0.9970027142299093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:39:12,322] Trial 4199 finished with value: 0.9973361308183755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 90}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:39:16,010] Trial 4200 finished with value: 0.9973941805937035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:39:17,974] Trial 4201 finished with value: 0.9975970214323717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:39:26,463] Trial 4202 finished with value: 0.9970110563167226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 37, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:39:27,073] Trial 4203 finished with value: 0.9926432838402706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 20, 'rf_n_estimators': 8}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:39:28,840] Trial 4204 finished with value: 0.9974128766332845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:39:30,169] Trial 4205 finished with value: 0.9973420929112454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 70}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:39:34,661] Trial 4206 finished with value: 0.9959646472560784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 36, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:39:37,724] Trial 4207 finished with value: 0.9972374120566768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:39:38,873] Trial 4208 finished with value: 0.98930620704995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:39:43,374] Trial 4209 finished with value: 0.9966981937684166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 40, 'rf_n_estimators': 59}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:39:44,104] Trial 4210 finished with value: 0.9931894443831971 and parameters: {'classifier': 'SVC', 'svc_c': 132.1510881678318, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:39:46,074] Trial 4211 finished with value: 0.9974813661489444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:39:49,391] Trial 4212 finished with value: 0.9973527375832455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:39:50,494] Trial 4213 finished with value: 0.995949288743109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:39:54,250] Trial 4214 finished with value: 0.9972118506951172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:39:56,294] Trial 4215 finished with value: 0.9973386597900564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:39:59,558] Trial 4216 finished with value: 0.9974237705113344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:40:06,234] Trial 4217 finished with value: 0.9968549357725527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 45, 'rf_n_estimators': 77}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:40:07,713] Trial 4218 finished with value: 0.9972073029703558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:40:10,650] Trial 4219 finished with value: 0.9974960340450472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:40:14,630] Trial 4220 finished with value: 0.9972144093734796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 26, 'rf_n_estimators': 80}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:40:17,815] Trial 4221 finished with value: 0.9971261067073716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 87}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:40:20,747] Trial 4222 finished with value: 0.9962401195025449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 36, 'rf_n_estimators': 41}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:40:28,019] Trial 4223 finished with value: 0.9968817535109175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 46, 'rf_n_estimators': 82}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:40:30,331] Trial 4224 finished with value: 0.9974024283237178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:40:33,930] Trial 4225 finished with value: 0.9970227284717393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:40:41,076] Trial 4226 finished with value: 0.9970827800838432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 32, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:40:42,536] Trial 4227 finished with value: 0.9867325520133865 and parameters: {'classifier': 'SVC', 'svc_c': 3562088112.9340105, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:40:44,775] Trial 4228 finished with value: 0.9973698404116096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 94}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:40:46,401] Trial 4229 finished with value: 0.9976096261105858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:40:48,289] Trial 4230 finished with value: 0.9974387239851285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:40:53,892] Trial 4231 finished with value: 0.9958029413162622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 59, 'rf_n_estimators': 73}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:40:55,170] Trial 4232 finished with value: 0.9970635234576024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:40:56,285] Trial 4233 finished with value: 0.9969108155319333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 3, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:40:59,558] Trial 4234 finished with value: 0.9970370435692626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:41:01,522] Trial 4235 finished with value: 0.9975698324239654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:41:02,534] Trial 4236 finished with value: 0.9969036576181858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:41:04,735] Trial 4237 finished with value: 0.99727235127166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:41:06,368] Trial 4238 finished with value: 0.9949811423471856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 28, 'rf_n_estimators': 64}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:41:12,364] Trial 4239 finished with value: 0.9970413894726704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 25, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:41:15,003] Trial 4240 finished with value: 0.9974200810113288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:41:24,243] Trial 4241 finished with value: 0.9971838013037772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 41, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:41:28,604] Trial 4242 finished with value: 0.997049636123596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:41:31,450] Trial 4243 finished with value: 0.9957828804197083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 33, 'rf_n_estimators': 76}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:41:33,046] Trial 4244 finished with value: 0.9970269222236187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:41:35,114] Trial 4245 finished with value: 0.9975117337087841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:41:35,832] Trial 4246 finished with value: 0.9924227982167304 and parameters: {'classifier': 'SVC', 'svc_c': 50.48499066924162, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:41:37,462] Trial 4247 finished with value: 0.9973506129525057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:41:39,951] Trial 4248 finished with value: 0.9975815884940094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:41:44,792] Trial 4249 finished with value: 0.9972109751732017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 22, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:41:50,686] Trial 4250 finished with value: 0.9967611207079857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 56, 'rf_n_estimators': 56}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:41:51,401] Trial 4251 finished with value: 0.9969590583890667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 28}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:41:54,305] Trial 4252 finished with value: 0.997332126097473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:41:56,942] Trial 4253 finished with value: 0.9972431115818384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:41:59,058] Trial 4254 finished with value: 0.997430717431473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:42:01,581] Trial 4255 finished with value: 0.9974333029283673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:42:04,910] Trial 4256 finished with value: 0.9973737694693406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:42:08,800] Trial 4257 finished with value: 0.9971071955799915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:42:18,800] Trial 4258 finished with value: 0.9970635310429623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 44, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:42:21,696] Trial 4259 finished with value: 0.996947982398904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:42:26,458] Trial 4260 finished with value: 0.9961222014015286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 36, 'rf_n_estimators': 67}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:42:28,912] Trial 4261 finished with value: 0.9973067781733409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:42:42,587] Trial 4262 finished with value: 0.9967596230278701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 67, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:42:50,133] Trial 4263 finished with value: 0.9958632020177006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 51, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:42:52,219] Trial 4264 finished with value: 0.9976426107465374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:42:53,690] Trial 4265 finished with value: 0.98662229731577 and parameters: {'classifier': 'SVC', 'svc_c': 6794566.525852753, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:42:58,046] Trial 4266 finished with value: 0.9968670693650061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 34, 'rf_n_estimators': 71}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:42:59,213] Trial 4267 finished with value: 0.9962687363041948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:43:05,664] Trial 4268 finished with value: 0.9968670489892696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 29, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:43:06,656] Trial 4269 finished with value: 0.9906200533662401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:43:09,024] Trial 4270 finished with value: 0.9973580610459415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:43:11,076] Trial 4271 finished with value: 0.9974599147511883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 85}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:43:12,213] Trial 4272 finished with value: 0.9939704792791324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:43:15,505] Trial 4273 finished with value: 0.997345411236423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:43:23,143] Trial 4274 finished with value: 0.9972922048244645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 34, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:43:35,229] Trial 4275 finished with value: 0.9966412897950242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 58, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:43:36,843] Trial 4276 finished with value: 0.9973013061772381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:43:38,697] Trial 4277 finished with value: 0.9973033951980458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:43:40,267] Trial 4278 finished with value: 0.9973248307585859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 89}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:43:43,378] Trial 4279 finished with value: 0.9974356684498247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:43:45,499] Trial 4280 finished with value: 0.9974751171771289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:43:48,659] Trial 4281 finished with value: 0.997630451446379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:43:51,448] Trial 4282 finished with value: 0.9975478036501967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:43:56,305] Trial 4283 finished with value: 0.9970016455510889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 22, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:43:57,012] Trial 4284 finished with value: 0.9956291191763661 and parameters: {'classifier': 'SVC', 'svc_c': 5774.014365773999, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:43:58,434] Trial 4285 finished with value: 0.9974811397941883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:44:00,087] Trial 4286 finished with value: 0.9971272517475972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 92}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:44:03,948] Trial 4287 finished with value: 0.9970332503815135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 17, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:44:06,412] Trial 4288 finished with value: 0.9968311988963419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:44:08,610] Trial 4289 finished with value: 0.9976002270562402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:44:10,066] Trial 4290 finished with value: 0.996721679724731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:44:12,564] Trial 4291 finished with value: 0.9974967898515755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:44:16,184] Trial 4292 finished with value: 0.9926500246227002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 62, 'rf_n_estimators': 80}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:44:17,842] Trial 4293 finished with value: 0.9975833470914623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 75}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:44:22,287] Trial 4294 finished with value: 0.9974408282718695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:44:23,086] Trial 4295 finished with value: 0.9970280848149073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 83}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:44:25,743] Trial 4296 finished with value: 0.9974723645801519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:44:28,843] Trial 4297 finished with value: 0.9973778494725597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:44:30,588] Trial 4298 finished with value: 0.9972630878651308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:44:32,958] Trial 4299 finished with value: 0.9971585166332947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 24, 'rf_n_estimators': 53}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:44:34,961] Trial 4300 finished with value: 0.9974583427726312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:44:36,802] Trial 4301 finished with value: 0.9977023159393813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:44:38,243] Trial 4302 finished with value: 0.9939946457596588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:44:39,354] Trial 4303 finished with value: 0.9869355922930655 and parameters: {'classifier': 'SVC', 'svc_c': 349945.60241008503, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:44:40,751] Trial 4304 finished with value: 0.9974080341585765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:44:43,050] Trial 4305 finished with value: 0.9975019369784577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:44:45,074] Trial 4306 finished with value: 0.9968495176674167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:44:46,802] Trial 4307 finished with value: 0.9974373772822386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:44:50,411] Trial 4308 finished with value: 0.9972922577632941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:44:57,381] Trial 4309 finished with value: 0.9971538967682697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 32, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:45:00,960] Trial 4310 finished with value: 0.996449901802432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:45:03,186] Trial 4311 finished with value: 0.99741932050759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:45:05,139] Trial 4312 finished with value: 0.9973906502910418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:45:18,902] Trial 4313 finished with value: 0.996870784794882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 59, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:45:21,493] Trial 4314 finished with value: 0.9974798293042508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:45:27,746] Trial 4315 finished with value: 0.996803297276699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 44, 'rf_n_estimators': 78}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:45:30,043] Trial 4316 finished with value: 0.9974200344835564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:45:32,092] Trial 4317 finished with value: 0.9974298052522744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:45:33,289] Trial 4318 finished with value: 0.9967416200489745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:45:35,808] Trial 4319 finished with value: 0.997576141380426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:45:38,874] Trial 4320 finished with value: 0.9975211175924099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:45:40,538] Trial 4321 finished with value: 0.9850752810038399 and parameters: {'classifier': 'SVC', 'svc_c': 2.809337787022172e-10, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:45:41,369] Trial 4322 finished with value: 0.9967253729380717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 3, 'rf_n_estimators': 72}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:45:42,989] Trial 4323 finished with value: 0.9974525880552488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:45:46,939] Trial 4324 finished with value: 0.997561366178458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:45:58,336] Trial 4325 finished with value: 0.9960011653050067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 50, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:46:16,006] Trial 4326 finished with value: 0.9962077382042143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 70, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:46:18,145] Trial 4327 finished with value: 0.9974750122516066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:46:19,668] Trial 4328 finished with value: 0.9974029495553722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 69}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:46:21,908] Trial 4329 finished with value: 0.997428399485139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:46:25,486] Trial 4330 finished with value: 0.9974520091875544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:46:27,410] Trial 4331 finished with value: 0.9971192049502751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:46:28,944] Trial 4332 finished with value: 0.9961438286907679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:46:31,158] Trial 4333 finished with value: 0.9973949756282856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:46:33,727] Trial 4334 finished with value: 0.9961441199495447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 29, 'rf_n_estimators': 61}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:46:34,661] Trial 4335 finished with value: 0.9953887878710227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:46:36,884] Trial 4336 finished with value: 0.9971045645709381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:46:39,812] Trial 4337 finished with value: 0.9976806695439216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:46:42,810] Trial 4338 finished with value: 0.9974086982742904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:46:45,097] Trial 4339 finished with value: 0.9974371236646201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:46:46,504] Trial 4340 finished with value: 0.9867341907685009 and parameters: {'classifier': 'SVC', 'svc_c': 100357851.8977986, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:46:48,145] Trial 4341 finished with value: 0.9973598892128875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:46:52,933] Trial 4342 finished with value: 0.997300366100419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 22, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:46:55,039] Trial 4343 finished with value: 0.9972933085419347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:46:57,807] Trial 4344 finished with value: 0.9974717820625981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:47:00,510] Trial 4345 finished with value: 0.9973294769978122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:47:02,708] Trial 4346 finished with value: 0.9976246473448125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:47:03,604] Trial 4347 finished with value: 0.9936082342923873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:47:10,972] Trial 4348 finished with value: 0.996413952369854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 43, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:47:11,817] Trial 4349 finished with value: 0.9974601221266758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 38}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:47:13,288] Trial 4350 finished with value: 0.9915367522967751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 24, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:47:15,732] Trial 4351 finished with value: 0.9976179798452111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:47:17,419] Trial 4352 finished with value: 0.996749491081765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 86}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:47:19,742] Trial 4353 finished with value: 0.9971946876599427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:47:21,828] Trial 4354 finished with value: 0.9972963247857091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:47:24,471] Trial 4355 finished with value: 0.99742188892949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:47:27,584] Trial 4356 finished with value: 0.9973961306342143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:47:28,613] Trial 4357 finished with value: 0.9964863063566031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 75}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:47:30,379] Trial 4358 finished with value: 0.9853830369545719 and parameters: {'classifier': 'SVC', 'svc_c': 0.08384538795142372, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:47:33,722] Trial 4359 finished with value: 0.99753928643361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:47:37,492] Trial 4360 finished with value: 0.9972488005382765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:47:39,226] Trial 4361 finished with value: 0.9972615802510502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:47:40,863] Trial 4362 finished with value: 0.9974056144922488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 82}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:47:45,145] Trial 4363 finished with value: 0.997242297028443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 20, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:47:48,014] Trial 4364 finished with value: 0.9973555927254018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:47:50,833] Trial 4365 finished with value: 0.9973304979428197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:47:56,966] Trial 4366 finished with value: 0.9973648185859864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 28, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:47:58,879] Trial 4367 finished with value: 0.9973592800989675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:47:59,812] Trial 4368 finished with value: 0.9971887062704251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 1, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:48:02,366] Trial 4369 finished with value: 0.9974243301775946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:48:04,784] Trial 4370 finished with value: 0.9972697352746369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 94}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:48:06,519] Trial 4371 finished with value: 0.9973804384606236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:48:08,309] Trial 4372 finished with value: 0.9975374652807414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:48:11,355] Trial 4373 finished with value: 0.9973297624802898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 88}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:48:16,813] Trial 4374 finished with value: 0.9971848576365514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 26, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:48:19,114] Trial 4375 finished with value: 0.9972924153737427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:48:20,485] Trial 4376 finished with value: 0.9972924638057895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 66}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:48:23,431] Trial 4377 finished with value: 0.9974236818673586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:48:25,526] Trial 4378 finished with value: 0.9852462028385377 and parameters: {'classifier': 'SVC', 'svc_c': 0.0008967203172061135, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:48:26,448] Trial 4379 finished with value: 0.9971877288063508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 47}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:48:31,255] Trial 4380 finished with value: 0.9968878256073749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 33, 'rf_n_estimators': 78}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:48:34,577] Trial 4381 finished with value: 0.9974265557348799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:48:36,111] Trial 4382 finished with value: 0.9973933520121531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:48:38,085] Trial 4383 finished with value: 0.997549639973785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:48:40,713] Trial 4384 finished with value: 0.9975172150358316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:48:42,367] Trial 4385 finished with value: 0.9972859904469681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:48:43,748] Trial 4386 finished with value: 0.9972642901922795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:48:48,308] Trial 4387 finished with value: 0.997309653913399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 21, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:48:50,610] Trial 4388 finished with value: 0.9974789637480383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:48:53,785] Trial 4389 finished with value: 0.9977262122668393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:48:55,708] Trial 4390 finished with value: 0.9973401795280177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:49:03,798] Trial 4391 finished with value: 0.9954158304089861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 65, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:49:06,321] Trial 4392 finished with value: 0.9972215617648312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:49:13,565] Trial 4393 finished with value: 0.9967604642093697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 36, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:49:16,003] Trial 4394 finished with value: 0.9974982759156172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:49:16,915] Trial 4395 finished with value: 0.9955491321593944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 72}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:49:18,145] Trial 4396 finished with value: 0.9963013024758366 and parameters: {'classifier': 'SVC', 'svc_c': 73949.8723808147, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:49:20,006] Trial 4397 finished with value: 0.9974824363194464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:49:21,953] Trial 4398 finished with value: 0.9974027900723872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:49:24,714] Trial 4399 finished with value: 0.997471725823026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:49:26,963] Trial 4400 finished with value: 0.9975137638557733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:49:29,520] Trial 4401 finished with value: 0.9975276720733227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:49:30,655] Trial 4402 finished with value: 0.9911881191907375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:49:33,084] Trial 4403 finished with value: 0.9972852496842077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:49:38,208] Trial 4404 finished with value: 0.9972223855856955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 24, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:49:41,477] Trial 4405 finished with value: 0.9974267049982589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:49:43,028] Trial 4406 finished with value: 0.9970633276029756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:49:45,059] Trial 4407 finished with value: 0.9973959917808691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:49:46,536] Trial 4408 finished with value: 0.9976882253240774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 81}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:49:48,714] Trial 4409 finished with value: 0.9976016009585166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:49:50,123] Trial 4410 finished with value: 0.9975361468880651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:49:52,727] Trial 4411 finished with value: 0.9962124511247842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 18, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:49:55,346] Trial 4412 finished with value: 0.9973953203971746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:49:57,612] Trial 4413 finished with value: 0.9973555652721117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:49:59,539] Trial 4414 finished with value: 0.9974424617267533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:50:01,241] Trial 4415 finished with value: 0.9852050717164964 and parameters: {'classifier': 'SVC', 'svc_c': 6.331614894447135e-07, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:50:04,936] Trial 4416 finished with value: 0.9955137201130656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 31, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:50:07,463] Trial 4417 finished with value: 0.9974636402102431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:50:08,536] Trial 4418 finished with value: 0.9972865627131778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:50:10,191] Trial 4419 finished with value: 0.9975672072864249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 76}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:50:12,572] Trial 4420 finished with value: 0.9972552352085887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:50:22,209] Trial 4421 finished with value: 0.996899310635689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 44, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:50:25,362] Trial 4422 finished with value: 0.9970527129232978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:50:29,905] Trial 4423 finished with value: 0.9972954484068701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:50:31,877] Trial 4424 finished with value: 0.9975394718782035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:50:37,567] Trial 4425 finished with value: 0.9969912473239401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 28, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:50:39,084] Trial 4426 finished with value: 0.9973246580091555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:50:40,406] Trial 4427 finished with value: 0.9964896844125226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:50:41,489] Trial 4428 finished with value: 0.9967973622245262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 84}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:50:42,562] Trial 4429 finished with value: 0.9972936021175788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:50:43,448] Trial 4430 finished with value: 0.9969817131930602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 1, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:50:46,264] Trial 4431 finished with value: 0.9973421357256825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:50:49,610] Trial 4432 finished with value: 0.9975169490086911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 19, 'rf_n_estimators': 91}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:50:51,296] Trial 4433 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 6.311743047211655e-09, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:50:54,704] Trial 4434 finished with value: 0.9971767044855012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:51:06,077] Trial 4435 finished with value: 0.996483363744774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 55, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:51:08,062] Trial 4436 finished with value: 0.997628535778022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:51:20,710] Trial 4437 finished with value: 0.996540229854843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 61, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:51:21,605] Trial 4438 finished with value: 0.9972638545260238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 69}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:51:35,794] Trial 4439 finished with value: 0.9964521905498911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 59, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:51:38,686] Trial 4440 finished with value: 0.9973438168191655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:51:40,290] Trial 4441 finished with value: 0.9971844507565777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:51:48,157] Trial 4442 finished with value: 0.996106847395342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 47, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:51:57,556] Trial 4443 finished with value: 0.9968877472147434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 41, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:52:00,063] Trial 4444 finished with value: 0.99748060618475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:52:02,083] Trial 4445 finished with value: 0.99738850582411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:52:04,267] Trial 4446 finished with value: 0.9970757445514667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 73}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:52:06,047] Trial 4447 finished with value: 0.9973550998674364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:52:08,628] Trial 4448 finished with value: 0.9956157998874277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 25, 'rf_n_estimators': 49}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:52:10,290] Trial 4449 finished with value: 0.9973823066808091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 79}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:52:11,446] Trial 4450 finished with value: 0.9944172079413175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:52:12,699] Trial 4451 finished with value: 0.9972322480452281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 65}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:52:13,457] Trial 4452 finished with value: 0.9930441167587931 and parameters: {'classifier': 'SVC', 'svc_c': 1136.780375505688, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:52:15,978] Trial 4453 finished with value: 0.9974438170306161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:52:18,686] Trial 4454 finished with value: 0.9973159852133465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:52:25,370] Trial 4455 finished with value: 0.9972020702780752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 34, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:52:27,150] Trial 4456 finished with value: 0.9957765917437705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:52:29,694] Trial 4457 finished with value: 0.997624968818077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:52:31,536] Trial 4458 finished with value: 0.9974013020088576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:52:34,592] Trial 4459 finished with value: 0.9963455749524832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 20, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:52:38,335] Trial 4460 finished with value: 0.9973778254787016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:52:39,070] Trial 4461 finished with value: 0.9884961015955017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:52:41,114] Trial 4462 finished with value: 0.9974230294946707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:52:43,385] Trial 4463 finished with value: 0.997498843008548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:52:45,693] Trial 4464 finished with value: 0.9976238152086164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:52:46,706] Trial 4465 finished with value: 0.997331387619842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 2, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:52:48,824] Trial 4466 finished with value: 0.9969782756285644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:52:50,813] Trial 4467 finished with value: 0.9974358038119999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:52:53,033] Trial 4468 finished with value: 0.997505191573917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:52:55,403] Trial 4469 finished with value: 0.99740188363775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:52:57,640] Trial 4470 finished with value: 0.9970507694525338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:52:59,342] Trial 4471 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 4.251136349292032e-05, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:53:02,272] Trial 4472 finished with value: 0.9973828639349884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:53:04,883] Trial 4473 finished with value: 0.9974803971271534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:53:07,792] Trial 4474 finished with value: 0.9973570835183914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:53:16,386] Trial 4475 finished with value: 0.9968863958146432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 40, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:53:20,274] Trial 4476 finished with value: 0.9975400065349925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:53:22,468] Trial 4477 finished with value: 0.9973216828342335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:53:24,082] Trial 4478 finished with value: 0.9960925623536171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:53:25,998] Trial 4479 finished with value: 0.9975396577671273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:53:32,833] Trial 4480 finished with value: 0.997005757165264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 32, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:53:34,570] Trial 4481 finished with value: 0.9973085667631164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:53:44,450] Trial 4482 finished with value: 0.9970539344201427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 51, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:53:46,683] Trial 4483 finished with value: 0.9972710908006649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:53:48,017] Trial 4484 finished with value: 0.9974312830644599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:53:49,651] Trial 4485 finished with value: 0.9972809329796748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 88}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:53:52,139] Trial 4486 finished with value: 0.9974584772778833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:53:55,113] Trial 4487 finished with value: 0.9970925331745467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:53:57,651] Trial 4488 finished with value: 0.9976151862111197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:54:02,690] Trial 4489 finished with value: 0.9970119075908768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 27, 'rf_n_estimators': 96}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:54:04,340] Trial 4490 finished with value: 0.9867043775746911 and parameters: {'classifier': 'SVC', 'svc_c': 3381300.5905226422, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:54:06,481] Trial 4491 finished with value: 0.9974807696984492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:54:07,634] Trial 4492 finished with value: 0.9972625003964636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 62}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:54:16,834] Trial 4493 finished with value: 0.9969344752215532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 44, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:54:20,488] Trial 4494 finished with value: 0.9972848742565003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:54:24,501] Trial 4495 finished with value: 0.9972306892061648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:54:26,909] Trial 4496 finished with value: 0.9972456058005106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:54:28,626] Trial 4497 finished with value: 0.9973473323319624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 82}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:54:33,277] Trial 4498 finished with value: 0.9906013542163444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 69, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:54:36,003] Trial 4499 finished with value: 0.9974154158563096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:54:41,060] Trial 4500 finished with value: 0.9969396441523776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 36, 'rf_n_estimators': 77}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:54:42,805] Trial 4501 finished with value: 0.9970585538408371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:54:44,301] Trial 4502 finished with value: 0.9964239106143914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:54:46,266] Trial 4503 finished with value: 0.9974717455005285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:54:48,950] Trial 4504 finished with value: 0.9973572032337783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:54:50,527] Trial 4505 finished with value: 0.9967294204099356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:54:52,084] Trial 4506 finished with value: 0.9973407762324161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:54:53,546] Trial 4507 finished with value: 0.9966834178999525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 58}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:54:54,400] Trial 4508 finished with value: 0.9899677789704849 and parameters: {'classifier': 'SVC', 'svc_c': 5.069784679867513, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:54:56,335] Trial 4509 finished with value: 0.9974583485806684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:55:00,516] Trial 4510 finished with value: 0.9973159008857264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:55:03,603] Trial 4511 finished with value: 0.9971606637662109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:55:06,905] Trial 4512 finished with value: 0.9971360618098561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:55:11,823] Trial 4513 finished with value: 0.997096657325195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:55:14,488] Trial 4514 finished with value: 0.9974143567940753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:55:15,621] Trial 4515 finished with value: 0.9973357001032331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 85}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:55:17,157] Trial 4516 finished with value: 0.9970069772656407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 75}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:55:19,483] Trial 4517 finished with value: 0.9975508054532232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:55:20,472] Trial 4518 finished with value: 0.9955719646639319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:55:21,994] Trial 4519 finished with value: 0.9973603521102681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:55:22,901] Trial 4520 finished with value: 0.9965974701548411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:55:24,194] Trial 4521 finished with value: 0.9974516130984693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 70}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:55:25,945] Trial 4522 finished with value: 0.9977080097834573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:55:36,672] Trial 4523 finished with value: 0.9963500035648779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 50, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:55:38,168] Trial 4524 finished with value: 0.9973442922847573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:55:41,021] Trial 4525 finished with value: 0.9972946292514783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 105}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:55:43,490] Trial 4526 finished with value: 0.9971859357097924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:55:45,368] Trial 4527 finished with value: 0.9866068935762825 and parameters: {'classifier': 'SVC', 'svc_c': 1202970752.9746828, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:55:47,504] Trial 4528 finished with value: 0.9969143748113045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:55:49,806] Trial 4529 finished with value: 0.9974733292538494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:55:53,260] Trial 4530 finished with value: 0.9968665910430027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 26, 'rf_n_estimators': 80}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:55:54,873] Trial 4531 finished with value: 0.9973768254489753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 92}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:55:56,211] Trial 4532 finished with value: 0.9975000984649537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:55:58,179] Trial 4533 finished with value: 0.9975738276552336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:55:59,199] Trial 4534 finished with value: 0.9973466197524637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:56:01,327] Trial 4535 finished with value: 0.9975326266463201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:56:03,878] Trial 4536 finished with value: 0.997201440629729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:56:06,519] Trial 4537 finished with value: 0.9974185424210504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:56:11,928] Trial 4538 finished with value: 0.9969806228689873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 23, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:56:14,904] Trial 4539 finished with value: 0.9931035748402893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 42, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:56:17,562] Trial 4540 finished with value: 0.996719856699326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:56:19,205] Trial 4541 finished with value: 0.9967736167156045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 67}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:56:21,650] Trial 4542 finished with value: 0.9973584673863707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:56:25,088] Trial 4543 finished with value: 0.9974945608348582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:56:26,903] Trial 4544 finished with value: 0.9974310869559296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:56:59,282] Trial 4545 finished with value: 0.98975001776066 and parameters: {'classifier': 'SVC', 'svc_c': 27422573.139952004, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:57:05,049] Trial 4546 finished with value: 0.9969765349947671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 28, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:57:06,089] Trial 4547 finished with value: 0.9907359819765268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:57:11,642] Trial 4548 finished with value: 0.9965828958538273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 25, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:57:22,246] Trial 4549 finished with value: 0.9969290835223564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 44, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:57:23,501] Trial 4550 finished with value: 0.997493100383308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:57:25,940] Trial 4551 finished with value: 0.9970861292265291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:57:27,911] Trial 4552 finished with value: 0.9976713484696148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:57:30,276] Trial 4553 finished with value: 0.997405132837765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:57:34,406] Trial 4554 finished with value: 0.9973405216626604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:57:36,804] Trial 4555 finished with value: 0.9974333500908977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:57:38,688] Trial 4556 finished with value: 0.9972646522900659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 74}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:57:41,505] Trial 4557 finished with value: 0.9975062616492054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:57:43,958] Trial 4558 finished with value: 0.9975119782493609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:57:46,075] Trial 4559 finished with value: 0.9974277011242229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:57:52,460] Trial 4560 finished with value: 0.9966161061145632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 30, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:57:55,530] Trial 4561 finished with value: 0.9976086445523213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:58:00,502] Trial 4562 finished with value: 0.9975464503458221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:58:02,567] Trial 4563 finished with value: 0.9973038673946331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:58:03,501] Trial 4564 finished with value: 0.9896839699691736 and parameters: {'classifier': 'SVC', 'svc_c': 16921.882092633667, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:58:04,897] Trial 4565 finished with value: 0.9969047020492448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:58:17,003] Trial 4566 finished with value: 0.9969876140635069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 52, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:58:23,137] Trial 4567 finished with value: 0.9969061791949342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 32, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:58:25,578] Trial 4568 finished with value: 0.9974176932098602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:58:27,263] Trial 4569 finished with value: 0.9956373698262678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:58:29,622] Trial 4570 finished with value: 0.9974670525113648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:58:39,239] Trial 4571 finished with value: 0.9970078497089793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 44, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:58:41,919] Trial 4572 finished with value: 0.9968601587530334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 17, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:58:44,447] Trial 4573 finished with value: 0.9974508039087805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:58:46,152] Trial 4574 finished with value: 0.9973577400170074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 72}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:58:50,486] Trial 4575 finished with value: 0.9971539329177462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 20, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:58:52,915] Trial 4576 finished with value: 0.9974554336442947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:58:55,524] Trial 4577 finished with value: 0.9976121003026384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:58:56,922] Trial 4578 finished with value: 0.9972322245591766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 83}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:58:58,993] Trial 4579 finished with value: 0.997417473075734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:59:00,992] Trial 4580 finished with value: 0.9970403889033995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:59:02,143] Trial 4581 finished with value: 0.9974279839724541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 77}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:59:04,361] Trial 4582 finished with value: 0.9975806754578872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:59:04,860] Trial 4583 finished with value: 0.9966773921725783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 17}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:59:06,935] Trial 4584 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.752872048378662e-08, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:59:09,037] Trial 4585 finished with value: 0.9970409819579386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:59:12,065] Trial 4586 finished with value: 0.9968983762399551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:59:26,536] Trial 4587 finished with value: 0.9965025469612346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 74, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:59:28,426] Trial 4588 finished with value: 0.9975280064004401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:59:29,272] Trial 4589 finished with value: 0.9966013600797323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 24}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:59:31,367] Trial 4590 finished with value: 0.9907023409689107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 41, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:59:33,966] Trial 4591 finished with value: 0.9974012366287682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:59:36,461] Trial 4592 finished with value: 0.9971253996185311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:59:38,694] Trial 4593 finished with value: 0.997482729387284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:59:40,290] Trial 4594 finished with value: 0.9970740602207173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 89}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:59:41,126] Trial 4595 finished with value: 0.9961583162203426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:59:44,098] Trial 4596 finished with value: 0.9972888150572571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:59:50,789] Trial 4597 finished with value: 0.9967657926866549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 37, 'rf_n_estimators': 95}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 19:59:54,541] Trial 4598 finished with value: 0.9971147504714858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 16, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:00:04,989] Trial 4599 finished with value: 0.996846046714642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 48, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:00:06,556] Trial 4600 finished with value: 0.9972658573149369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 64}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:00:19,506] Trial 4601 finished with value: 0.9964606797101676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 62, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:00:21,225] Trial 4602 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 7.148933530357622e-06, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:00:27,052] Trial 4603 finished with value: 0.9967935944905788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 36, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:00:33,598] Trial 4604 finished with value: 0.9970930237473824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 30, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:00:35,117] Trial 4605 finished with value: 0.997139296378696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:00:38,038] Trial 4606 finished with value: 0.9969880427791608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 25, 'rf_n_estimators': 55}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:00:51,655] Trial 4607 finished with value: 0.9965314863469761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 61, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:00:53,729] Trial 4608 finished with value: 0.997643171301459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:00:56,333] Trial 4609 finished with value: 0.9973589593239366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:01:01,606] Trial 4610 finished with value: 0.9945465412155136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 65, 'rf_n_estimators': 79}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:01:04,228] Trial 4611 finished with value: 0.9971635442986929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:01:06,776] Trial 4612 finished with value: 0.997393204589573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:01:10,038] Trial 4613 finished with value: 0.9974058958805365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 105}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:01:12,107] Trial 4614 finished with value: 0.9973900188336348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:01:14,190] Trial 4615 finished with value: 0.9970705705743151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:01:16,688] Trial 4616 finished with value: 0.9958568511354642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 21, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:01:19,802] Trial 4617 finished with value: 0.9971206944102726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:01:22,103] Trial 4618 finished with value: 0.9975607004123731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:01:23,889] Trial 4619 finished with value: 0.9976472135365685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:01:24,984] Trial 4620 finished with value: 0.9872104781816914 and parameters: {'classifier': 'SVC', 'svc_c': 0.993320782242395, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:01:26,536] Trial 4621 finished with value: 0.9972052147429958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 85}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:01:28,592] Trial 4622 finished with value: 0.9971819504442271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:01:31,989] Trial 4623 finished with value: 0.9970768078983187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 18, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:01:34,090] Trial 4624 finished with value: 0.9975920407708146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:01:35,183] Trial 4625 finished with value: 0.997221614608447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:01:38,750] Trial 4626 finished with value: 0.9971630348418022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:01:41,409] Trial 4627 finished with value: 0.997187207352531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:01:42,591] Trial 4628 finished with value: 0.9943185646841006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:01:43,314] Trial 4629 finished with value: 0.9968964337848042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 68}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:01:45,181] Trial 4630 finished with value: 0.9976457758093599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:01:46,855] Trial 4631 finished with value: 0.9973960792505422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:01:59,729] Trial 4632 finished with value: 0.9967830273860244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 54, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:02:06,791] Trial 4633 finished with value: 0.997018366255047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 34, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:02:09,605] Trial 4634 finished with value: 0.9976392261208712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:02:11,608] Trial 4635 finished with value: 0.9973290432358307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:02:13,773] Trial 4636 finished with value: 0.9973739282858296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:02:15,368] Trial 4637 finished with value: 0.9973361637305856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:02:17,409] Trial 4638 finished with value: 0.9975451080227634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:02:19,453] Trial 4639 finished with value: 0.9974499424784958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:02:22,021] Trial 4640 finished with value: 0.9973923022808635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:02:23,723] Trial 4641 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 5.969375703116915e-10, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:02:36,117] Trial 4642 finished with value: 0.9958661031798224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 59, 'rf_n_estimators': 105}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:02:40,880] Trial 4643 finished with value: 0.9973977712301272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 22, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:02:47,108] Trial 4644 finished with value: 0.9971201579761605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 29, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:02:50,694] Trial 4645 finished with value: 0.9972102952837479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 19, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:02:53,370] Trial 4646 finished with value: 0.9976240669854364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:02:56,484] Trial 4647 finished with value: 0.9974119326527028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:02:57,682] Trial 4648 finished with value: 0.9959097579098383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:02:59,803] Trial 4649 finished with value: 0.9975505747821116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:03:01,238] Trial 4650 finished with value: 0.9975071660208789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 74}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:03:04,806] Trial 4651 finished with value: 0.9968006223106437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 25, 'rf_n_estimators': 81}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:03:05,396] Trial 4652 finished with value: 0.9942186450234592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 1, 'rf_n_estimators': 71}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:03:07,440] Trial 4653 finished with value: 0.9963446543310012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:03:08,969] Trial 4654 finished with value: 0.9971093258918167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:03:10,963] Trial 4655 finished with value: 0.9967167338796582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:03:13,652] Trial 4656 finished with value: 0.9975733001077356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:03:15,728] Trial 4657 finished with value: 0.997520714870102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:06:54,725] Trial 4658 finished with value: 0.9892308618288975 and parameters: {'classifier': 'SVC', 'svc_c': 9586604301.168102, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:06:56,278] Trial 4659 finished with value: 0.9974876031238309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 87}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:06:57,292] Trial 4660 finished with value: 0.9968364588832227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:07:00,005] Trial 4661 finished with value: 0.9972536592627933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:07:02,441] Trial 4662 finished with value: 0.9972465277549847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:07:04,930] Trial 4663 finished with value: 0.9974681550227945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:07:07,146] Trial 4664 finished with value: 0.9970973672704474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:07:09,300] Trial 4665 finished with value: 0.9971453593028979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 60}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:07:11,919] Trial 4666 finished with value: 0.9973253499590142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:07:15,490] Trial 4667 finished with value: 0.9974884497959885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:07:17,202] Trial 4668 finished with value: 0.9974845392414574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:07:19,636] Trial 4669 finished with value: 0.9975145200431564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:07:26,478] Trial 4670 finished with value: 0.9970131095689085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 31, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:07:28,563] Trial 4671 finished with value: 0.9972639311095944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:07:44,663] Trial 4672 finished with value: 0.9965050327376236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 70, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:07:47,649] Trial 4673 finished with value: 0.9975502349643363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:07:49,176] Trial 4674 finished with value: 0.9922888674844718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 24, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:07:50,897] Trial 4675 finished with value: 0.997362155299481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:07:52,495] Trial 4676 finished with value: 0.9974344507615287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:07:54,477] Trial 4677 finished with value: 0.9978278731008224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:07:56,279] Trial 4678 finished with value: 0.9975353077377916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:07:58,013] Trial 4679 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 2.1446383855597782e-09, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:07:59,890] Trial 4680 finished with value: 0.9973328841891309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:08:01,752] Trial 4681 finished with value: 0.9975497019579183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:08:03,714] Trial 4682 finished with value: 0.9975277817912689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:08:05,934] Trial 4683 finished with value: 0.9972112504043352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:08:07,903] Trial 4684 finished with value: 0.9976826851549494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:08:09,775] Trial 4685 finished with value: 0.9971968702441015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:08:11,793] Trial 4686 finished with value: 0.9974734742326107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:08:13,771] Trial 4687 finished with value: 0.9975409348687861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:08:15,441] Trial 4688 finished with value: 0.9973981476099719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:08:17,308] Trial 4689 finished with value: 0.997629073227747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:08:19,267] Trial 4690 finished with value: 0.9972630494622629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:08:21,291] Trial 4691 finished with value: 0.9974053089514138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:08:23,325] Trial 4692 finished with value: 0.9975204138043118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:08:25,185] Trial 4693 finished with value: 0.9975816823112638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:08:27,012] Trial 4694 finished with value: 0.99752049603723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:08:28,996] Trial 4695 finished with value: 0.9972702311159652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:08:30,673] Trial 4696 finished with value: 0.9853504255564122 and parameters: {'classifier': 'SVC', 'svc_c': 0.0032290365896430785, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:08:33,115] Trial 4697 finished with value: 0.9975913058478291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:08:34,848] Trial 4698 finished with value: 0.9975306591816983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:08:36,645] Trial 4699 finished with value: 0.9975972554042256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:08:38,683] Trial 4700 finished with value: 0.9974536651446148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:08:40,857] Trial 4701 finished with value: 0.9968792269195795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:08:42,685] Trial 4702 finished with value: 0.9974937885246179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:08:44,267] Trial 4703 finished with value: 0.9973338927563544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:08:52,980] Trial 4704 finished with value: 0.9967749390755193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 41, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:08:55,143] Trial 4705 finished with value: 0.9974710189563508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:08:57,189] Trial 4706 finished with value: 0.9972068407394712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:08:59,319] Trial 4707 finished with value: 0.9974568602314977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:09:01,404] Trial 4708 finished with value: 0.9973574628181235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:09:03,219] Trial 4709 finished with value: 0.9974386600967208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:09:05,261] Trial 4710 finished with value: 0.9975077909085388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:09:12,707] Trial 4711 finished with value: 0.9972987223624531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 36, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:09:14,677] Trial 4712 finished with value: 0.9973795634782526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:09:16,169] Trial 4713 finished with value: 0.9975414152220156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:09:18,124] Trial 4714 finished with value: 0.9973113372285353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:09:19,394] Trial 4715 finished with value: 0.9867188145775171 and parameters: {'classifier': 'SVC', 'svc_c': 825990.3733521071, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:09:20,986] Trial 4716 finished with value: 0.9974598498154297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:09:23,284] Trial 4717 finished with value: 0.9976656533877604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:09:25,414] Trial 4718 finished with value: 0.9974566154687553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:09:26,364] Trial 4719 finished with value: 0.9963749369284626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 3, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:09:28,185] Trial 4720 finished with value: 0.9943455325427678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 21, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:09:29,741] Trial 4721 finished with value: 0.9966814318051789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:09:31,870] Trial 4722 finished with value: 0.9976041396737351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:09:33,598] Trial 4723 finished with value: 0.9974325830491501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:09:36,203] Trial 4724 finished with value: 0.9973990004710216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:09:39,501] Trial 4725 finished with value: 0.997006872847925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 18, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:09:41,457] Trial 4726 finished with value: 0.9976888836000163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:09:42,717] Trial 4727 finished with value: 0.9954823843248829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:09:44,637] Trial 4728 finished with value: 0.9974364442194971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:09:46,508] Trial 4729 finished with value: 0.9975699913356681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:09:51,414] Trial 4730 finished with value: 0.9974772328895165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:09:57,645] Trial 4731 finished with value: 0.9969750381715748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 27, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:09:59,706] Trial 4732 finished with value: 0.9974547643870398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:10:01,346] Trial 4733 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 2.3937644181928176e-05, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:10:05,552] Trial 4734 finished with value: 0.9971345658753253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:10:07,119] Trial 4735 finished with value: 0.997578409688673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:10:13,230] Trial 4736 finished with value: 0.996706086160819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 27, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:10:29,733] Trial 4737 finished with value: 0.9963357376293733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 70, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:10:31,988] Trial 4738 finished with value: 0.9974985584464694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:10:33,899] Trial 4739 finished with value: 0.9975239661648191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:10:36,115] Trial 4740 finished with value: 0.9974111165758878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:10:38,081] Trial 4741 finished with value: 0.9974510504488455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:10:40,342] Trial 4742 finished with value: 0.9976034197945177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:10:41,975] Trial 4743 finished with value: 0.9974254105994408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:10:43,958] Trial 4744 finished with value: 0.997238232830702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:10:49,314] Trial 4745 finished with value: 0.9964641071502713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 31, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:10:50,394] Trial 4746 finished with value: 0.9974717045586279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 77}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:10:52,233] Trial 4747 finished with value: 0.9969386615150245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:10:53,273] Trial 4748 finished with value: 0.9972241345665624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 43}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:10:57,702] Trial 4749 finished with value: 0.9972635497786362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:10:58,852] Trial 4750 finished with value: 0.9973671748082369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:11:01,495] Trial 4751 finished with value: 0.997609655150771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:11:02,238] Trial 4752 finished with value: 0.9926682348183937 and parameters: {'classifier': 'SVC', 'svc_c': 320.72298791630595, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:11:03,920] Trial 4753 finished with value: 0.9969439015704994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:11:07,749] Trial 4754 finished with value: 0.9974464295047317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:11:10,166] Trial 4755 finished with value: 0.9908238529436173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 49, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:11:14,972] Trial 4756 finished with value: 0.9971908469288081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 23, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:11:27,163] Trial 4757 finished with value: 0.996797974194858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 55, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:11:28,578] Trial 4758 finished with value: 0.9972288350458726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 2, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:11:39,960] Trial 4759 finished with value: 0.9965371670832964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 56, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:11:48,524] Trial 4760 finished with value: 0.9965724964523761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 46, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:11:50,902] Trial 4761 finished with value: 0.9971997115485299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:11:52,710] Trial 4762 finished with value: 0.9972258054087012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:11:53,313] Trial 4763 finished with value: 0.9918260785207074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 1, 'rf_n_estimators': 92}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:12:03,372] Trial 4764 finished with value: 0.9969795097253584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 44, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:12:05,778] Trial 4765 finished with value: 0.9975061773533231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:12:08,027] Trial 4766 finished with value: 0.9973891923150484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:12:13,748] Trial 4767 finished with value: 0.9966758668170073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 35, 'rf_n_estimators': 83}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:12:14,717] Trial 4768 finished with value: 0.9937064451523528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:12:16,491] Trial 4769 finished with value: 0.9965409961348809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:12:22,666] Trial 4770 finished with value: 0.9970943514392657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 29, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:12:24,347] Trial 4771 finished with value: 0.9850770828917987 and parameters: {'classifier': 'SVC', 'svc_c': 0.00015026415876365166, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:12:26,303] Trial 4772 finished with value: 0.9973123164381946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:12:27,432] Trial 4773 finished with value: 0.9973308149727774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:12:28,497] Trial 4774 finished with value: 0.9972704050396981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:12:30,812] Trial 4775 finished with value: 0.9974788838637253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:12:31,801] Trial 4776 finished with value: 0.9972279750437938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 79}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:12:33,893] Trial 4777 finished with value: 0.9974354395242981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:12:35,730] Trial 4778 finished with value: 0.9973106385185023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:12:38,108] Trial 4779 finished with value: 0.9973347993179433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:12:50,227] Trial 4780 finished with value: 0.9967133873712187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 57, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:12:52,870] Trial 4781 finished with value: 0.9958734933198391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 21, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:12:53,908] Trial 4782 finished with value: 0.9975452207240729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 74}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:12:55,265] Trial 4783 finished with value: 0.9971190078578697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 70}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:12:58,882] Trial 4784 finished with value: 0.997292909120369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:13:01,270] Trial 4785 finished with value: 0.9974795647053164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:13:10,462] Trial 4786 finished with value: 0.9961832310172513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 42, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:13:15,791] Trial 4787 finished with value: 0.9971757901798629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 26, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:13:17,997] Trial 4788 finished with value: 0.997398316709543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:13:19,666] Trial 4789 finished with value: 0.9972936392826686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:13:21,075] Trial 4790 finished with value: 0.9867330436335733 and parameters: {'classifier': 'SVC', 'svc_c': 349476177.3658658, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:13:22,821] Trial 4791 finished with value: 0.9975197485460333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:13:24,926] Trial 4792 finished with value: 0.9975990859832528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:13:26,149] Trial 4793 finished with value: 0.9965725487564475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:13:28,468] Trial 4794 finished with value: 0.9972187281092385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:13:28,974] Trial 4795 finished with value: 0.9939867935791854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 11}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:13:30,960] Trial 4796 finished with value: 0.9975321235370108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:13:34,212] Trial 4797 finished with value: 0.997564151021149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:13:36,746] Trial 4798 finished with value: 0.9976514622902414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:13:41,226] Trial 4799 finished with value: 0.9974170886027229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:13:43,422] Trial 4800 finished with value: 0.9975509871527435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:13:50,594] Trial 4801 finished with value: 0.9969504273286062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 35, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:13:52,406] Trial 4802 finished with value: 0.9975620077919954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 87}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:13:56,504] Trial 4803 finished with value: 0.997054001863196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:14:01,376] Trial 4804 finished with value: 0.9968550041677434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 23, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:14:03,217] Trial 4805 finished with value: 0.9975007810838675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:14:05,772] Trial 4806 finished with value: 0.9976030711853422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:14:06,159] Trial 4807 finished with value: 0.9913625382889353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 4}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:14:07,857] Trial 4808 finished with value: 0.9853792678241565 and parameters: {'classifier': 'SVC', 'svc_c': 0.015091164894245343, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:14:10,178] Trial 4809 finished with value: 0.9975172736874844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:14:11,380] Trial 4810 finished with value: 0.9942837587365908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:14:13,385] Trial 4811 finished with value: 0.9972323372604861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:14:23,321] Trial 4812 finished with value: 0.9970382454838186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 50, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:14:24,414] Trial 4813 finished with value: 0.9886490830701952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:14:25,398] Trial 4814 finished with value: 0.9968723711507111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 5, 'rf_n_estimators': 64}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:14:34,092] Trial 4815 finished with value: 0.997061528730118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 39, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:14:37,734] Trial 4816 finished with value: 0.9972277373586048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:14:39,725] Trial 4817 finished with value: 0.9974360927221717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:14:41,577] Trial 4818 finished with value: 0.9975640664078878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 81}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:14:44,212] Trial 4819 finished with value: 0.9969857390196714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:14:47,024] Trial 4820 finished with value: 0.9971898849845706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:14:49,185] Trial 4821 finished with value: 0.9973200409688042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:14:50,418] Trial 4822 finished with value: 0.9970597159560569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 76}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:14:57,389] Trial 4823 finished with value: 0.9970808753015885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 31, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:15:02,409] Trial 4824 finished with value: 0.9974004343579432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 24, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:15:17,481] Trial 4825 finished with value: 0.995676659800559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 69, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:15:19,694] Trial 4826 finished with value: 0.9974689655454755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:15:21,869] Trial 4827 finished with value: 0.9973216300540934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:15:23,579] Trial 4828 finished with value: 0.9852051536637735 and parameters: {'classifier': 'SVC', 'svc_c': 1.4556028678104576e-07, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:15:25,227] Trial 4829 finished with value: 0.9974622450753065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 67}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:15:28,406] Trial 4830 finished with value: 0.9975777268158558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:15:30,191] Trial 4831 finished with value: 0.9975119073151378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:15:33,745] Trial 4832 finished with value: 0.9947827545908386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 38, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:15:35,455] Trial 4833 finished with value: 0.9975235171051663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 72}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:15:37,499] Trial 4834 finished with value: 0.9976330160914681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:15:41,864] Trial 4835 finished with value: 0.996586765402982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 19, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:15:44,121] Trial 4836 finished with value: 0.9975284526988949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:15:45,428] Trial 4837 finished with value: 0.9972152529035841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:15:47,150] Trial 4838 finished with value: 0.9972336812656537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:15:49,770] Trial 4839 finished with value: 0.9974551331815248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:15:54,111] Trial 4840 finished with value: 0.9974937005471384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:15:57,365] Trial 4841 finished with value: 0.9972966883117013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:15:59,390] Trial 4842 finished with value: 0.9974259954655995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:16:12,873] Trial 4843 finished with value: 0.9967242534785994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 60, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:16:15,163] Trial 4844 finished with value: 0.9976582297959892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:16:15,961] Trial 4845 finished with value: 0.9913112291056095 and parameters: {'classifier': 'SVC', 'svc_c': 15.300166789402473, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:16:20,452] Trial 4846 finished with value: 0.997282869848954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 27, 'rf_n_estimators': 90}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:16:22,453] Trial 4847 finished with value: 0.9974436075604268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 84}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:16:25,041] Trial 4848 finished with value: 0.9975026952922809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:16:26,816] Trial 4849 finished with value: 0.9976238064806919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:16:29,822] Trial 4850 finished with value: 0.9974911131777077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:16:34,915] Trial 4851 finished with value: 0.9946894353041243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 50, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:16:37,559] Trial 4852 finished with value: 0.9972047294069147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:16:40,247] Trial 4853 finished with value: 0.9975155481291932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:16:42,687] Trial 4854 finished with value: 0.9974761235861745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:16:44,685] Trial 4855 finished with value: 0.9971286785252275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:16:45,929] Trial 4856 finished with value: 0.99627610356118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 79}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:16:47,047] Trial 4857 finished with value: 0.9967259486954513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:16:49,487] Trial 4858 finished with value: 0.9969949778610602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:16:51,525] Trial 4859 finished with value: 0.9974174384814148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:16:53,673] Trial 4860 finished with value: 0.9974533767739873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:16:56,272] Trial 4861 finished with value: 0.9975678276990401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:16:57,879] Trial 4862 finished with value: 0.9974345372473267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:16:58,917] Trial 4863 finished with value: 0.997221782755881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 2, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:17:09,857] Trial 4864 finished with value: 0.9963349288522773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 68, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:17:11,550] Trial 4865 finished with value: 0.9852039249941617 and parameters: {'classifier': 'SVC', 'svc_c': 4.794160271835747e-08, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:17:13,681] Trial 4866 finished with value: 0.9973934655386482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:17:16,160] Trial 4867 finished with value: 0.9973755113726543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:17:18,108] Trial 4868 finished with value: 0.9971142632946061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:17:26,614] Trial 4869 finished with value: 0.9970465361869595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 42, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:17:32,151] Trial 4870 finished with value: 0.9967408238400898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 25, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:17:33,054] Trial 4871 finished with value: 0.9971460468094496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 36}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:17:35,768] Trial 4872 finished with value: 0.9974626822967197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:17:38,438] Trial 4873 finished with value: 0.9974257063015246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:17:41,612] Trial 4874 finished with value: 0.9967762798116825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 33, 'rf_n_estimators': 51}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:17:44,868] Trial 4875 finished with value: 0.9974291576085346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 22, 'rf_n_estimators': 76}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:17:45,868] Trial 4876 finished with value: 0.9905346256150046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:17:49,151] Trial 4877 finished with value: 0.9974210404482716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 17, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:17:50,100] Trial 4878 finished with value: 0.9965579710594779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 3, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:17:51,611] Trial 4879 finished with value: 0.9975822905047846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:17:55,324] Trial 4880 finished with value: 0.9971151664285012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:17:57,297] Trial 4881 finished with value: 0.997483823583382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:17:58,227] Trial 4882 finished with value: 0.99673157985716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:17:59,988] Trial 4883 finished with value: 0.9973583031109617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 94}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:18:05,707] Trial 4884 finished with value: 0.9971709406593394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 28, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:18:07,421] Trial 4885 finished with value: 0.9850954404148587 and parameters: {'classifier': 'SVC', 'svc_c': 0.00035306234423339045, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:18:08,484] Trial 4886 finished with value: 0.9944967535474719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:18:11,815] Trial 4887 finished with value: 0.997427748762822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:18:14,373] Trial 4888 finished with value: 0.9972723233423014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 69}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:18:17,016] Trial 4889 finished with value: 0.9976404753883849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:18:18,975] Trial 4890 finished with value: 0.9975528888246833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:18:20,749] Trial 4891 finished with value: 0.9968893633724676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:18:22,339] Trial 4892 finished with value: 0.9972597810925515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:18:23,794] Trial 4893 finished with value: 0.9965976085638556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:18:25,452] Trial 4894 finished with value: 0.9972883650454673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:18:28,884] Trial 4895 finished with value: 0.9967785899504914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:18:34,172] Trial 4896 finished with value: 0.9969398155688157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 34, 'rf_n_estimators': 81}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:18:36,903] Trial 4897 finished with value: 0.9973754464051577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:18:38,284] Trial 4898 finished with value: 0.9971218749017412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 58}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:18:39,378] Trial 4899 finished with value: 0.9954934716137407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:18:41,533] Trial 4900 finished with value: 0.9968315111973514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 86}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:18:43,265] Trial 4901 finished with value: 0.9854035204731016 and parameters: {'classifier': 'SVC', 'svc_c': 0.13567260724121813, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:18:44,845] Trial 4902 finished with value: 0.9960993404598262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:18:54,818] Trial 4903 finished with value: 0.9965183943331928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 56, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:18:56,745] Trial 4904 finished with value: 0.9974664340030239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:18:59,881] Trial 4905 finished with value: 0.9967809453158184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:19:01,941] Trial 4906 finished with value: 0.9976140033393083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:19:05,930] Trial 4907 finished with value: 0.9969476148739355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 20, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:19:08,297] Trial 4908 finished with value: 0.9974060528879648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:19:10,838] Trial 4909 finished with value: 0.9972918447896421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:19:13,607] Trial 4910 finished with value: 0.9975510419006337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:19:15,705] Trial 4911 finished with value: 0.9972627473491217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:19:16,551] Trial 4912 finished with value: 0.9909034691031402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 16, 'rf_n_estimators': 73}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:19:18,711] Trial 4913 finished with value: 0.9974563306527734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:19:20,872] Trial 4914 finished with value: 0.9974230668184498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:19:24,539] Trial 4915 finished with value: 0.9970467847265129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 89}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:19:33,265] Trial 4916 finished with value: 0.9970598930535806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 42, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:19:35,546] Trial 4917 finished with value: 0.9943197112160082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 31, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:19:37,941] Trial 4918 finished with value: 0.997298610581543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:19:48,708] Trial 4919 finished with value: 0.9957824755392227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 70, 'rf_n_estimators': 78}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:19:50,449] Trial 4920 finished with value: 0.9952310250170928 and parameters: {'classifier': 'SVC', 'svc_c': 218994.29780259886, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:19:52,162] Trial 4921 finished with value: 0.9973726486451384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:19:53,734] Trial 4922 finished with value: 0.9972999356391798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:19:54,777] Trial 4923 finished with value: 0.9969194411969498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 2, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:20:00,147] Trial 4924 finished with value: 0.9971567043987782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 25, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:20:02,510] Trial 4925 finished with value: 0.9973886068458694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:20:04,573] Trial 4926 finished with value: 0.9975562573592306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 61}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:20:07,017] Trial 4927 finished with value: 0.9973994826967877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:20:07,913] Trial 4928 finished with value: 0.9969869936508915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:20:19,724] Trial 4929 finished with value: 0.9962588498190662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 51, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:20:21,481] Trial 4930 finished with value: 0.9975185371101052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:20:25,255] Trial 4931 finished with value: 0.9971727613996152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 29, 'rf_n_estimators': 66}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:20:29,248] Trial 4932 finished with value: 0.9971081544139141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 18, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:20:32,893] Trial 4933 finished with value: 0.9972323676971393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:20:34,675] Trial 4934 finished with value: 0.9973073563428013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 83}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:20:37,358] Trial 4935 finished with value: 0.9974459777790946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:20:39,408] Trial 4936 finished with value: 0.9973686600153547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:20:41,741] Trial 4937 finished with value: 0.9975563909123452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:20:52,475] Trial 4938 finished with value: 0.9964524370582186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 47, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:20:54,572] Trial 4939 finished with value: 0.9852051536002978 and parameters: {'classifier': 'SVC', 'svc_c': 1.478286628096119e-06, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:20:56,443] Trial 4940 finished with value: 0.9966007507119089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:20:58,133] Trial 4941 finished with value: 0.9955966430769059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:20:59,647] Trial 4942 finished with value: 0.9971139653391309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:21:01,893] Trial 4943 finished with value: 0.9975843114477807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:21:03,892] Trial 4944 finished with value: 0.9971994012787464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:21:06,436] Trial 4945 finished with value: 0.9969835701145505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:21:08,635] Trial 4946 finished with value: 0.9973226827370083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:21:10,871] Trial 4947 finished with value: 0.9974752510476225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:21:13,212] Trial 4948 finished with value: 0.9974862506129041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:21:21,108] Trial 4949 finished with value: 0.9972759384486518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 35, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:21:24,129] Trial 4950 finished with value: 0.9976231675966144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:21:26,092] Trial 4951 finished with value: 0.9971826747984894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:21:27,976] Trial 4952 finished with value: 0.9972114400700702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:21:30,639] Trial 4953 finished with value: 0.9973279712245301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:21:32,233] Trial 4954 finished with value: 0.9960511850088899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 19, 'rf_n_estimators': 71}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:21:35,479] Trial 4955 finished with value: 0.9969983025655571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 16, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:21:43,470] Trial 4956 finished with value: 0.9968389764927329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 38, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:21:44,708] Trial 4957 finished with value: 0.9972414898065045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:21:46,981] Trial 4958 finished with value: 0.9975055382788183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:21:48,155] Trial 4959 finished with value: 0.9973875051278873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:21:49,197] Trial 4960 finished with value: 0.9964135060079231 and parameters: {'classifier': 'SVC', 'svc_c': 32520.37373899411, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:21:52,005] Trial 4961 finished with value: 0.9973159836581891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:21:53,198] Trial 4962 finished with value: 0.9971240620244206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 75}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:21:55,610] Trial 4963 finished with value: 0.9973250037301816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:21:57,677] Trial 4964 finished with value: 0.9975899127758566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:22:00,211] Trial 4965 finished with value: 0.9972314895727153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:22:02,631] Trial 4966 finished with value: 0.9969999921013235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 54}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:22:07,668] Trial 4967 finished with value: 0.997166143569839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 24, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:22:09,584] Trial 4968 finished with value: 0.9970731323629923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:22:11,746] Trial 4969 finished with value: 0.997137089102445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:22:13,423] Trial 4970 finished with value: 0.9968738621023904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:22:15,396] Trial 4971 finished with value: 0.9974737566365114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:22:21,410] Trial 4972 finished with value: 0.9971000829879758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 27, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:22:23,096] Trial 4973 finished with value: 0.9973463097365834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:22:25,532] Trial 4974 finished with value: 0.9973836834394972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:22:27,895] Trial 4975 finished with value: 0.9969036902130167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 18, 'rf_n_estimators': 63}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:22:28,692] Trial 4976 finished with value: 0.9930352390947914 and parameters: {'classifier': 'SVC', 'svc_c': 2615.4838836037084, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:22:29,556] Trial 4977 finished with value: 0.9970761610162885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 92}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:22:32,124] Trial 4978 finished with value: 0.9972197914878284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:22:34,757] Trial 4979 finished with value: 0.9973445670398223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:22:37,865] Trial 4980 finished with value: 0.9971842630268549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:22:39,725] Trial 4981 finished with value: 0.9976284118097555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:22:41,226] Trial 4982 finished with value: 0.9975056461877037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:22:42,040] Trial 4983 finished with value: 0.9948836891345474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 86}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:22:46,081] Trial 4984 finished with value: 0.997254673606316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:22:51,172] Trial 4985 finished with value: 0.9966477489670008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 32, 'rf_n_estimators': 77}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:22:53,600] Trial 4986 finished with value: 0.9968533813767965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:22:55,750] Trial 4987 finished with value: 0.9973209270594431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:22:58,641] Trial 4988 finished with value: 0.997101348219657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:23:07,411] Trial 4989 finished with value: 0.9970165541157442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 39, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:23:08,707] Trial 4990 finished with value: 0.9972700990862702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 81}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:23:22,949] Trial 4991 finished with value: 0.9966461822569365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 67, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:23:25,553] Trial 4992 finished with value: 0.9971871477804787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:23:28,034] Trial 4993 finished with value: 0.9973693600266422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:23:30,101] Trial 4994 finished with value: 0.9973661030191017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:23:32,290] Trial 4995 finished with value: 0.997274965332671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:23:34,684] Trial 4996 finished with value: 0.9974113896805816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:23:35,774] Trial 4997 finished with value: 0.9930140913018582 and parameters: {'classifier': 'SVC', 'svc_c': 92.4654863431315, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:23:37,960] Trial 4998 finished with value: 0.9976904920136912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:23:41,297] Trial 4999 finished with value: 0.9976264164157748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:23:43,211] Trial 5000 finished with value: 0.9974275455767384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:23:46,049] Trial 5001 finished with value: 0.9972433938587874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:23:50,543] Trial 5002 finished with value: 0.9973966419319037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 21, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:24:02,985] Trial 5003 finished with value: 0.99668079825307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 59, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:24:09,151] Trial 5004 finished with value: 0.996850280805402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 44, 'rf_n_estimators': 69}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:24:10,914] Trial 5005 finished with value: 0.9974907797075138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:24:11,709] Trial 5006 finished with value: 0.9959307879233967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 20}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:24:12,857] Trial 5007 finished with value: 0.9970765725934726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:24:15,071] Trial 5008 finished with value: 0.997620749993251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:24:15,940] Trial 5009 finished with value: 0.9962903800019322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:24:17,293] Trial 5010 finished with value: 0.9964185153922868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:24:19,382] Trial 5011 finished with value: 0.9974981143379301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:24:21,676] Trial 5012 finished with value: 0.9974164832973517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:24:24,393] Trial 5013 finished with value: 0.9974347402112449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:24:25,766] Trial 5014 finished with value: 0.9867336991483141 and parameters: {'classifier': 'SVC', 'svc_c': 139086763.3864578, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:24:27,658] Trial 5015 finished with value: 0.9976400067781811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:24:29,141] Trial 5016 finished with value: 0.9973715232189395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 74}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:24:31,514] Trial 5017 finished with value: 0.9972710954661373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:24:37,463] Trial 5018 finished with value: 0.996843858671563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 30, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:24:38,691] Trial 5019 finished with value: 0.994617175959815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:24:44,273] Trial 5020 finished with value: 0.9970310714472138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 26, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:24:47,497] Trial 5021 finished with value: 0.9976026025116626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:24:48,388] Trial 5022 finished with value: 0.9900217743550853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:24:50,767] Trial 5023 finished with value: 0.9969145799016625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 12, 'rf_n_estimators': 96}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:24:53,682] Trial 5024 finished with value: 0.9962741825925924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:24:56,105] Trial 5025 finished with value: 0.9972754312768907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:24:58,249] Trial 5026 finished with value: 0.9968742817410029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 19, 'rf_n_estimators': 79}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:25:00,014] Trial 5027 finished with value: 0.9971830572085366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:25:11,527] Trial 5028 finished with value: 0.9965664706297878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 64, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:25:13,569] Trial 5029 finished with value: 0.9973432593428209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:25:16,202] Trial 5030 finished with value: 0.9971196319203443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 84}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:25:18,580] Trial 5031 finished with value: 0.9974151517969195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:25:19,544] Trial 5032 finished with value: 0.9889871720181853 and parameters: {'classifier': 'SVC', 'svc_c': 2.6018575257353307, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:25:22,049] Trial 5033 finished with value: 0.9973519051931463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:25:32,634] Trial 5034 finished with value: 0.9956141172070492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 73, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:25:33,841] Trial 5035 finished with value: 0.9971625240201814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:25:36,578] Trial 5036 finished with value: 0.9968403930190192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:25:38,007] Trial 5037 finished with value: 0.9973829955520906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:25:39,782] Trial 5038 finished with value: 0.9976403468815976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:25:50,521] Trial 5039 finished with value: 0.9969735125621005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 49, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:25:51,530] Trial 5040 finished with value: 0.9969950332754466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:25:56,835] Trial 5041 finished with value: 0.9970559629484986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 23, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:26:01,406] Trial 5042 finished with value: 0.9973756043012475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:26:03,448] Trial 5043 finished with value: 0.9971390088015165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:26:05,230] Trial 5044 finished with value: 0.9973179145924796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:26:07,444] Trial 5045 finished with value: 0.9977116550725578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 12, 'rf_n_estimators': 90}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:26:09,542] Trial 5046 finished with value: 0.9969769077564902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:26:15,128] Trial 5047 finished with value: 0.9969395593169509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 28, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:26:18,133] Trial 5048 finished with value: 0.9971319508621773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:26:20,174] Trial 5049 finished with value: 0.9975862668202602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 72}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:26:21,999] Trial 5050 finished with value: 0.9975250313524696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:26:23,702] Trial 5051 finished with value: 0.9854066307880337 and parameters: {'classifier': 'SVC', 'svc_c': 0.2956664387378975, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:26:26,332] Trial 5052 finished with value: 0.9976430593935973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:26:39,759] Trial 5053 finished with value: 0.9965062767366448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 65, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:26:41,990] Trial 5054 finished with value: 0.9972417425037238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:26:45,774] Trial 5055 finished with value: 0.997238464676116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:26:48,094] Trial 5056 finished with value: 0.9973690967606995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:26:48,833] Trial 5057 finished with value: 0.9972781037673891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 46}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:26:51,040] Trial 5058 finished with value: 0.9973971462472534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:27:00,146] Trial 5059 finished with value: 0.9970201266615607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 39, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:27:02,733] Trial 5060 finished with value: 0.9972573580302678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:27:05,450] Trial 5061 finished with value: 0.9974355199798935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:27:08,012] Trial 5062 finished with value: 0.9971783552058068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:27:10,733] Trial 5063 finished with value: 0.9975180158467128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:27:13,681] Trial 5064 finished with value: 0.9972606355087587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 24, 'rf_n_estimators': 66}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:27:15,464] Trial 5065 finished with value: 0.9974823211108422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:27:19,116] Trial 5066 finished with value: 0.9967766319755037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 21, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:27:21,148] Trial 5067 finished with value: 0.9973906452764525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:27:23,854] Trial 5068 finished with value: 0.9973766090281843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:27:26,080] Trial 5069 finished with value: 0.9973669358852696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 76}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:27:28,168] Trial 5070 finished with value: 0.9975877538047008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:27:33,889] Trial 5071 finished with value: 0.9966716932186991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 33, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:27:35,566] Trial 5072 finished with value: 0.9967371283733576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:27:38,470] Trial 5073 finished with value: 0.9972822190631613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:27:43,912] Trial 5074 finished with value: 0.9928436678157836 and parameters: {'classifier': 'SVC', 'svc_c': 1727966.8069122934, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:27:45,827] Trial 5075 finished with value: 0.9976277472179729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:27:48,457] Trial 5076 finished with value: 0.9974972628733488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:27:58,070] Trial 5077 finished with value: 0.996810522950879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 45, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:28:00,393] Trial 5078 finished with value: 0.9972300202345511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 13, 'rf_n_estimators': 88}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:28:02,307] Trial 5079 finished with value: 0.9974867732092885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:28:04,475] Trial 5080 finished with value: 0.9974191601042056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:28:08,191] Trial 5081 finished with value: 0.9971284387453366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 17, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:28:09,992] Trial 5082 finished with value: 0.9971789392150422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 93}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:28:12,034] Trial 5083 finished with value: 0.9974015654969652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:28:13,725] Trial 5084 finished with value: 0.9971597073761073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:28:16,933] Trial 5085 finished with value: 0.9974591521210098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:28:19,461] Trial 5086 finished with value: 0.9974085746868786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:28:21,769] Trial 5087 finished with value: 0.9972146306184323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:28:23,537] Trial 5088 finished with value: 0.9853943445362455 and parameters: {'classifier': 'SVC', 'svc_c': 0.034678830681354564, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:28:24,752] Trial 5089 finished with value: 0.98942937387089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:28:25,879] Trial 5090 finished with value: 0.997326764549288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 83}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:28:26,819] Trial 5091 finished with value: 0.9969164287934622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:28:28,164] Trial 5092 finished with value: 0.9970330386261947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 80}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:28:30,868] Trial 5093 finished with value: 0.9973933840039638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:28:32,387] Trial 5094 finished with value: 0.9975154236213823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:28:33,656] Trial 5095 finished with value: 0.995712549502395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 32}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:28:35,910] Trial 5096 finished with value: 0.9959331629027507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 18, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:28:38,177] Trial 5097 finished with value: 0.9973279449772807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:28:39,567] Trial 5098 finished with value: 0.9966683662290726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:28:50,517] Trial 5099 finished with value: 0.9969448615787245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 50, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:28:56,544] Trial 5100 finished with value: 0.9967709306095437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 30, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:29:00,214] Trial 5101 finished with value: 0.9972265836856682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:29:02,242] Trial 5102 finished with value: 0.9963944114037001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 21, 'rf_n_estimators': 68}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:29:05,586] Trial 5103 finished with value: 0.9973955646838483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:29:08,122] Trial 5104 finished with value: 0.9972009075280971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:29:10,556] Trial 5105 finished with value: 0.9974199674848337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:29:18,147] Trial 5106 finished with value: 0.9968221572108341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 37, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:29:20,411] Trial 5107 finished with value: 0.9973217668444746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:29:22,133] Trial 5108 finished with value: 0.9853091296511552 and parameters: {'classifier': 'SVC', 'svc_c': 0.0014822028165984433, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:29:24,859] Trial 5109 finished with value: 0.9975714117974549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:29:27,108] Trial 5110 finished with value: 0.9975907541795214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:29:41,360] Trial 5111 finished with value: 0.996851351959779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 61, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:29:43,299] Trial 5112 finished with value: 0.994869487880898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 25, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:29:46,167] Trial 5113 finished with value: 0.9973632779010061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:29:47,871] Trial 5114 finished with value: 0.9973576516904107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 74}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:29:49,635] Trial 5115 finished with value: 0.9972431611564497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:29:51,464] Trial 5116 finished with value: 0.9974547104325971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:29:53,560] Trial 5117 finished with value: 0.9975129247372375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:29:55,014] Trial 5118 finished with value: 0.9961631059149104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:30:03,274] Trial 5119 finished with value: 0.9971012704300458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 35, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:30:06,147] Trial 5120 finished with value: 0.9973652475238057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:30:08,070] Trial 5121 finished with value: 0.9973600135302712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:30:09,686] Trial 5122 finished with value: 0.996744274671031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 78}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:30:11,608] Trial 5123 finished with value: 0.9975038316680577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:30:12,575] Trial 5124 finished with value: 0.995211752267995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 71}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:30:13,923] Trial 5125 finished with value: 0.997283559640635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:30:16,047] Trial 5126 finished with value: 0.9853738589864895 and parameters: {'classifier': 'SVC', 'svc_c': 0.0069859594441202336, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:30:18,369] Trial 5127 finished with value: 0.996896868118068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:30:21,365] Trial 5128 finished with value: 0.9974238387795733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:30:24,295] Trial 5129 finished with value: 0.9972185744025527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:30:24,740] Trial 5130 finished with value: 0.9926817936967959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 6}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:30:30,950] Trial 5131 finished with value: 0.9964515996535299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 29, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:30:36,002] Trial 5132 finished with value: 0.997277777279535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 20, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:30:37,458] Trial 5133 finished with value: 0.9970313212245457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 86}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:30:40,866] Trial 5134 finished with value: 0.9975520525308212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:30:43,272] Trial 5135 finished with value: 0.997570645104824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:30:51,279] Trial 5136 finished with value: 0.9967437208762836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 44, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:30:56,143] Trial 5137 finished with value: 0.9972137401162247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 24, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:31:09,497] Trial 5138 finished with value: 0.996683876734881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 60, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:31:15,355] Trial 5139 finished with value: 0.9972225715380953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 27, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:31:17,410] Trial 5140 finished with value: 0.9972281582032577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:31:19,843] Trial 5141 finished with value: 0.9973303531227479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:31:21,536] Trial 5142 finished with value: 0.9976036119675475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:31:25,397] Trial 5143 finished with value: 0.997431146242341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 18, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:31:26,786] Trial 5144 finished with value: 0.9970612113827811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:31:27,477] Trial 5145 finished with value: 0.9948098674282672 and parameters: {'classifier': 'SVC', 'svc_c': 645.0190479170843, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:31:28,924] Trial 5146 finished with value: 0.997347963154611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:31:30,179] Trial 5147 finished with value: 0.997388373000967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 63}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:31:33,000] Trial 5148 finished with value: 0.9974099374808875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:31:34,326] Trial 5149 finished with value: 0.9971548817859658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:31:35,639] Trial 5150 finished with value: 0.9973193449882314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:31:36,850] Trial 5151 finished with value: 0.9962378533524756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 59}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:31:38,084] Trial 5152 finished with value: 0.9971620911785993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 49}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:31:40,453] Trial 5153 finished with value: 0.99738342661635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 82}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:31:42,593] Trial 5154 finished with value: 0.9974753312810526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:31:44,499] Trial 5155 finished with value: 0.9968390417776085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 56}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:31:46,564] Trial 5156 finished with value: 0.9973306750086054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:31:48,912] Trial 5157 finished with value: 0.9974883582003876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:31:51,435] Trial 5158 finished with value: 0.9973812760240021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:31:52,207] Trial 5159 finished with value: 0.9893366638250475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:31:53,293] Trial 5160 finished with value: 0.9969179592905743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:31:55,761] Trial 5161 finished with value: 0.9972855959765162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:31:57,893] Trial 5162 finished with value: 0.9971512652196717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:31:58,976] Trial 5163 finished with value: 0.9904167837167042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 3, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:32:00,770] Trial 5164 finished with value: 0.9852051536637737 and parameters: {'classifier': 'SVC', 'svc_c': 4.043674491614671e-07, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:32:02,190] Trial 5165 finished with value: 0.9957550710621627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:32:05,357] Trial 5166 finished with value: 0.9977603976747823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:32:08,504] Trial 5167 finished with value: 0.9973834378198312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:32:11,399] Trial 5168 finished with value: 0.997337742754958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:32:14,477] Trial 5169 finished with value: 0.9973445400943387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:32:17,741] Trial 5170 finished with value: 0.9972685922338993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:32:21,508] Trial 5171 finished with value: 0.9973293654073295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 19, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:32:24,369] Trial 5172 finished with value: 0.9972199163764941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:32:27,346] Trial 5173 finished with value: 0.9973785992488858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:32:30,355] Trial 5174 finished with value: 0.9973789577602886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:32:32,801] Trial 5175 finished with value: 0.9970200801972641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 77}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:32:36,265] Trial 5176 finished with value: 0.9972825823669881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:32:39,796] Trial 5177 finished with value: 0.9974054378390559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:32:40,725] Trial 5178 finished with value: 0.9969781161138412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 27}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:32:43,677] Trial 5179 finished with value: 0.9971206444865442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:32:47,194] Trial 5180 finished with value: 0.9974560724648963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:32:50,435] Trial 5181 finished with value: 0.9974425805217412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:33:10,026] Trial 5182 finished with value: 0.9903775525527557 and parameters: {'classifier': 'SVC', 'svc_c': 14269107.846205909, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:33:12,501] Trial 5183 finished with value: 0.9971469880923093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:33:15,878] Trial 5184 finished with value: 0.9976493743485225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:33:18,746] Trial 5185 finished with value: 0.9974849633551149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:33:31,576] Trial 5186 finished with value: 0.9962571154058987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 73, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:33:34,100] Trial 5187 finished with value: 0.9972520262205024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:33:36,918] Trial 5188 finished with value: 0.9974845467633416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:33:40,170] Trial 5189 finished with value: 0.9972020296852916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:33:43,102] Trial 5190 finished with value: 0.9973035651862783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:33:45,900] Trial 5191 finished with value: 0.997292071556991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:33:48,319] Trial 5192 finished with value: 0.9967447141775739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 16, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:33:50,938] Trial 5193 finished with value: 0.9973270076933972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 80}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:33:53,737] Trial 5194 finished with value: 0.9975463022567458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:33:55,916] Trial 5195 finished with value: 0.9977775799431287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 90}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:33:58,171] Trial 5196 finished with value: 0.9971035607961385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 74}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:34:00,456] Trial 5197 finished with value: 0.9974646721365666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 83}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:34:03,208] Trial 5198 finished with value: 0.9975377367033261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 94}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:34:05,871] Trial 5199 finished with value: 0.9974803646592741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 89}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:34:08,291] Trial 5200 finished with value: 0.9974301111739646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 85}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:34:09,365] Trial 5201 finished with value: 0.987450152956681 and parameters: {'classifier': 'SVC', 'svc_c': 75516.08429412665, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:34:11,863] Trial 5202 finished with value: 0.9972966587319715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 87}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:34:14,706] Trial 5203 finished with value: 0.9974760440509787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 90}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:34:17,059] Trial 5204 finished with value: 0.9972306882540276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 90}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:34:19,532] Trial 5205 finished with value: 0.9974754804492177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 83}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:34:21,853] Trial 5206 finished with value: 0.9971869053028657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 81}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:34:24,331] Trial 5207 finished with value: 0.9974010953633421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 13, 'rf_n_estimators': 92}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:34:27,178] Trial 5208 finished with value: 0.9971860827197799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 87}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:34:29,763] Trial 5209 finished with value: 0.9970511316137959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 79}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:34:32,094] Trial 5210 finished with value: 0.9971861633340647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 88}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:34:34,856] Trial 5211 finished with value: 0.9971975040818516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 91}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:34:36,748] Trial 5212 finished with value: 0.9966492270965656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 91}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:34:38,902] Trial 5213 finished with value: 0.9974671089731023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 87}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:34:41,261] Trial 5214 finished with value: 0.99729555336413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 84}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:34:43,925] Trial 5215 finished with value: 0.9969413111859674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 86}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:34:46,042] Trial 5216 finished with value: 0.9973432593745586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 12, 'rf_n_estimators': 83}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:34:48,716] Trial 5217 finished with value: 0.9972318029210759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 95}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:34:51,202] Trial 5218 finished with value: 0.9974471836291509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 88}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:34:53,280] Trial 5219 finished with value: 0.997007564385191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 97}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:34:55,396] Trial 5220 finished with value: 0.9973473881589415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 85}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:34:57,076] Trial 5221 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 4.606449026097551e-09, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:34:59,579] Trial 5222 finished with value: 0.9972952933354541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 77}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:35:02,157] Trial 5223 finished with value: 0.9969430377916096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 92}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:35:03,761] Trial 5224 finished with value: 0.9956922555543866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 82}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:35:05,971] Trial 5225 finished with value: 0.9973130698643801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 12, 'rf_n_estimators': 87}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:35:07,955] Trial 5226 finished with value: 0.9967371894370917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 78}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:35:10,087] Trial 5227 finished with value: 0.9973555470862907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 80}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:35:12,611] Trial 5228 finished with value: 0.9970803156988038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 85}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:35:13,616] Trial 5229 finished with value: 0.9940859944396984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 93}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:35:17,524] Trial 5230 finished with value: 0.9971334361645091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 19, 'rf_n_estimators': 95}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:35:20,418] Trial 5231 finished with value: 0.9975069790846037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 89}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:35:22,819] Trial 5232 finished with value: 0.9971410692899451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 80}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:35:25,830] Trial 5233 finished with value: 0.9970779767737129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 86}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:35:27,566] Trial 5234 finished with value: 0.9974611238702492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 11, 'rf_n_estimators': 71}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:35:29,766] Trial 5235 finished with value: 0.9974459724471262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 79}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:35:32,041] Trial 5236 finished with value: 0.9973874294012401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 83}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:35:34,212] Trial 5237 finished with value: 0.9973879481255999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 89}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:35:36,522] Trial 5238 finished with value: 0.9971271492024182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 82}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:35:38,198] Trial 5239 finished with value: 0.9852058917288118 and parameters: {'classifier': 'SVC', 'svc_c': 1.1275300317334267e-10, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:35:41,039] Trial 5240 finished with value: 0.9974249937220261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 92}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:35:43,231] Trial 5241 finished with value: 0.9972249682579158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 89}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:35:45,542] Trial 5242 finished with value: 0.9972364546826981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 85}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:35:47,836] Trial 5243 finished with value: 0.9975033207512233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 13, 'rf_n_estimators': 84}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:35:48,644] Trial 5244 finished with value: 0.9970507556148062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 78}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:35:59,606] Trial 5245 finished with value: 0.9964666097477511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 66, 'rf_n_estimators': 85}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:36:01,934] Trial 5246 finished with value: 0.9974674783388693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 84}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:36:04,140] Trial 5247 finished with value: 0.9970464057758978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 97}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:36:07,816] Trial 5248 finished with value: 0.9972102034659814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 89}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:36:08,680] Trial 5249 finished with value: 0.9899111320424049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 96}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:36:10,709] Trial 5250 finished with value: 0.99760332845282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 82}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:36:12,210] Trial 5251 finished with value: 0.996124378621981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 94}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:36:14,281] Trial 5252 finished with value: 0.9968483380646099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 87}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:36:16,032] Trial 5253 finished with value: 0.9957710409424436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:36:19,646] Trial 5254 finished with value: 0.9971128323910478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 88}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:36:23,189] Trial 5255 finished with value: 0.9969843818432721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 85}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:36:25,196] Trial 5256 finished with value: 0.9970012309905417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 12, 'rf_n_estimators': 79}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:36:26,895] Trial 5257 finished with value: 0.9972291898439402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 82}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:36:28,586] Trial 5258 finished with value: 0.9850769189972445 and parameters: {'classifier': 'SVC', 'svc_c': 9.099392548390253e-05, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:36:37,168] Trial 5259 finished with value: 0.9961084209925324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 59, 'rf_n_estimators': 75}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:36:39,723] Trial 5260 finished with value: 0.997042004267676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 77}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:36:42,249] Trial 5261 finished with value: 0.9972636894571671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 81}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:36:43,080] Trial 5262 finished with value: 0.9970256050687207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 93}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:36:45,137] Trial 5263 finished with value: 0.9974502333881556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 85}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:36:47,296] Trial 5264 finished with value: 0.9974447903370245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 95}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:36:49,410] Trial 5265 finished with value: 0.9972559201443699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 81}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:36:51,845] Trial 5266 finished with value: 0.9972378488972352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 89}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:36:54,647] Trial 5267 finished with value: 0.9969066897943897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 81}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:36:58,419] Trial 5268 finished with value: 0.9965824912272451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 24, 'rf_n_estimators': 83}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:37:02,206] Trial 5269 finished with value: 0.9970738403404944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 21, 'rf_n_estimators': 91}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:37:04,774] Trial 5270 finished with value: 0.9964793048790014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 22, 'rf_n_estimators': 86}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:37:07,666] Trial 5271 finished with value: 0.997338677468071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 98}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:37:10,537] Trial 5272 finished with value: 0.9967308259549058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 17, 'rf_n_estimators': 97}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:37:12,190] Trial 5273 finished with value: 0.9972146762575435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 80}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:37:12,996] Trial 5274 finished with value: 0.9970334932717192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 78}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:37:14,709] Trial 5275 finished with value: 0.9966654528478563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 93}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:37:16,436] Trial 5276 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 1.4862398991849851e-05, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:37:19,016] Trial 5277 finished with value: 0.997346533234928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:37:21,515] Trial 5278 finished with value: 0.9974860077226982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 76}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:37:23,617] Trial 5279 finished with value: 0.996877778242793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 86}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:37:25,590] Trial 5280 finished with value: 0.9971792367896626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 91}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:37:26,334] Trial 5281 finished with value: 0.9895173982907632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 74}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:37:28,631] Trial 5282 finished with value: 0.9974612071505184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 86}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:37:30,517] Trial 5283 finished with value: 0.9971773202961199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 90}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:37:32,579] Trial 5284 finished with value: 0.9972011892337639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 81}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:37:35,814] Trial 5285 finished with value: 0.9971839732280219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 76}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:37:38,330] Trial 5286 finished with value: 0.9968009329295441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 84}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:37:40,163] Trial 5287 finished with value: 0.9975506501596417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 86}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:37:42,929] Trial 5288 finished with value: 0.9972740893981626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 82}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:37:43,667] Trial 5289 finished with value: 0.9967772788575339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 77}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:37:46,179] Trial 5290 finished with value: 0.9976925485031435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 90}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:37:47,982] Trial 5291 finished with value: 0.9972246061601296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 74}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:37:48,632] Trial 5292 finished with value: 0.9920765168578985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 3, 'rf_n_estimators': 76}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:37:52,734] Trial 5293 finished with value: 0.9971909991755502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 23, 'rf_n_estimators': 96}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:37:53,746] Trial 5294 finished with value: 0.9972498027896565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 81}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:37:55,482] Trial 5295 finished with value: 0.9850765916524669 and parameters: {'classifier': 'SVC', 'svc_c': 1.3211903403010498e-09, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:37:56,459] Trial 5296 finished with value: 0.994328236938354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 13, 'rf_n_estimators': 78}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:37:58,539] Trial 5297 finished with value: 0.996887396130011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 80}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:38:00,678] Trial 5298 finished with value: 0.997210241011926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 94}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:38:03,385] Trial 5299 finished with value: 0.9965534963636413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 14, 'rf_n_estimators': 98}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:38:05,135] Trial 5300 finished with value: 0.9973120176892717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 83}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:38:08,897] Trial 5301 finished with value: 0.9960893005536526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 42, 'rf_n_estimators': 72}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:38:10,308] Trial 5302 finished with value: 0.9946163870506491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 21, 'rf_n_estimators': 90}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:38:13,362] Trial 5303 finished with value: 0.9971890594498594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 87}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:38:16,217] Trial 5304 finished with value: 0.9977395789087358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:38:19,445] Trial 5305 finished with value: 0.9972198315410675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:38:22,401] Trial 5306 finished with value: 0.9972026393387562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:38:25,760] Trial 5307 finished with value: 0.9974356488675359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:38:29,021] Trial 5308 finished with value: 0.9971610655363815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:38:32,734] Trial 5309 finished with value: 0.9973832806854515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:38:35,843] Trial 5310 finished with value: 0.9971782493281475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:38:38,795] Trial 5311 finished with value: 0.9972896354821653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:38:42,438] Trial 5312 finished with value: 0.997076767972031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:38:45,243] Trial 5313 finished with value: 0.9974771908367893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:38:46,699] Trial 5314 finished with value: 0.9866067297452042 and parameters: {'classifier': 'SVC', 'svc_c': 4117454436.1577406, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:38:50,486] Trial 5315 finished with value: 0.9968251593629777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:38:53,669] Trial 5316 finished with value: 0.9972111844529636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:38:56,548] Trial 5317 finished with value: 0.9973904784937488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:38:59,564] Trial 5318 finished with value: 0.997399014023108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:39:03,183] Trial 5319 finished with value: 0.9973294070157261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:39:06,076] Trial 5320 finished with value: 0.9974899532524034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:39:09,656] Trial 5321 finished with value: 0.9972993712439714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:39:12,385] Trial 5322 finished with value: 0.997482357863339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:39:15,794] Trial 5323 finished with value: 0.9976952986245639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:39:18,525] Trial 5324 finished with value: 0.9975314840816512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:39:20,950] Trial 5325 finished with value: 0.997177270181964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:39:23,791] Trial 5326 finished with value: 0.9974249750918744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:39:27,878] Trial 5327 finished with value: 0.9973034507393838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:39:29,574] Trial 5328 finished with value: 0.9961690317630901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:39:31,191] Trial 5329 finished with value: 0.9954746909926362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:39:33,575] Trial 5330 finished with value: 0.9965693570337827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:39:36,238] Trial 5331 finished with value: 0.9974584649000994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:39:39,611] Trial 5332 finished with value: 0.9975438392364366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:39:42,917] Trial 5333 finished with value: 0.9970583223762777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:42:12,025] Trial 5334 finished with value: 0.990391898912118 and parameters: {'classifier': 'SVC', 'svc_c': 808071983.3354477, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:42:16,175] Trial 5335 finished with value: 0.9974042567763051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:42:19,016] Trial 5336 finished with value: 0.9975653181192204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:42:21,743] Trial 5337 finished with value: 0.9975644552289921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:42:25,421] Trial 5338 finished with value: 0.9969834749008282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:42:29,095] Trial 5339 finished with value: 0.9974326066938911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:42:31,805] Trial 5340 finished with value: 0.9970983804396675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:42:32,886] Trial 5341 finished with value: 0.990954684024881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:42:35,611] Trial 5342 finished with value: 0.9975390566194221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:42:37,792] Trial 5343 finished with value: 0.9974178255569344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 99}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:42:40,537] Trial 5344 finished with value: 0.9970378124200711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:42:42,672] Trial 5345 finished with value: 0.9969086607184435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 88}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:42:45,397] Trial 5346 finished with value: 0.9967348449578668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:42:48,369] Trial 5347 finished with value: 0.9969407520909894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:42:50,897] Trial 5348 finished with value: 0.9975350434244982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:42:58,270] Trial 5349 finished with value: 0.997141927578177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 32, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:43:04,526] Trial 5350 finished with value: 0.9971098409345792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 27, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:43:05,775] Trial 5351 finished with value: 0.991475537585576 and parameters: {'classifier': 'SVC', 'svc_c': 7545.508712323855, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:43:18,797] Trial 5352 finished with value: 0.99692508902106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 58, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:43:22,017] Trial 5353 finished with value: 0.997204751655188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:43:24,480] Trial 5354 finished with value: 0.9969318559555255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 18, 'rf_n_estimators': 83}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:43:39,797] Trial 5355 finished with value: 0.9964075400747664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 65, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:43:40,969] Trial 5356 finished with value: 0.997191585469915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:43:43,871] Trial 5357 finished with value: 0.9966016728568104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:43:46,871] Trial 5358 finished with value: 0.9967050654062389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 16, 'rf_n_estimators': 93}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:43:48,529] Trial 5359 finished with value: 0.9968751890325639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 10, 'rf_n_estimators': 73}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:43:50,470] Trial 5360 finished with value: 0.996393050069635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:43:53,071] Trial 5361 finished with value: 0.9975438321588833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:43:56,045] Trial 5362 finished with value: 0.9972702397169382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:43:59,783] Trial 5363 finished with value: 0.996838397434611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:44:01,534] Trial 5364 finished with value: 0.9972190132425993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 80}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:44:05,538] Trial 5365 finished with value: 0.9973015147270282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:44:08,430] Trial 5366 finished with value: 0.9974291651304187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:44:11,159] Trial 5367 finished with value: 0.9973073649755122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:44:13,585] Trial 5368 finished with value: 0.9972667319799288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:44:16,932] Trial 5369 finished with value: 0.9975944890647347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:44:21,778] Trial 5370 finished with value: 0.997420107671171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:44:22,528] Trial 5371 finished with value: 0.992194027063328 and parameters: {'classifier': 'SVC', 'svc_c': 41.47203102391953, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:44:24,883] Trial 5372 finished with value: 0.9971157967433436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 78}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:44:28,852] Trial 5373 finished with value: 0.9966139271485259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 23, 'rf_n_estimators': 88}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:44:33,960] Trial 5374 finished with value: 0.9969856536129623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 26, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:44:39,992] Trial 5375 finished with value: 0.996923807603046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 36, 'rf_n_estimators': 84}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:44:41,073] Trial 5376 finished with value: 0.9969437323757147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:44:43,779] Trial 5377 finished with value: 0.997531638486571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:44:46,089] Trial 5378 finished with value: 0.997352417442973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 91}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:44:48,554] Trial 5379 finished with value: 0.9975685458326723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:44:58,685] Trial 5380 finished with value: 0.9966151326177274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 44, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:45:03,104] Trial 5381 finished with value: 0.9973433225964703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:45:05,631] Trial 5382 finished with value: 0.997669938989144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:45:07,845] Trial 5383 finished with value: 0.9970964293835437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 76}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:45:16,767] Trial 5384 finished with value: 0.9967634530950678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 39, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:45:18,592] Trial 5385 finished with value: 0.997078780726647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 69}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:45:21,679] Trial 5386 finished with value: 0.9974113905692431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:45:24,434] Trial 5387 finished with value: 0.9971956402097596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:45:25,989] Trial 5388 finished with value: 0.9954343813428542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:45:27,319] Trial 5389 finished with value: 0.9867368125100854 and parameters: {'classifier': 'SVC', 'svc_c': 37136778.86066368, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:45:29,622] Trial 5390 finished with value: 0.9973621180709155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:45:34,444] Trial 5391 finished with value: 0.9972623661133772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:45:37,167] Trial 5392 finished with value: 0.9971789547348789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 74}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:45:39,855] Trial 5393 finished with value: 0.9971730768426775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:45:42,920] Trial 5394 finished with value: 0.9971331919730488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:45:45,415] Trial 5395 finished with value: 0.9976755967472192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:45:51,611] Trial 5396 finished with value: 0.9969722016278326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 26, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:45:52,612] Trial 5397 finished with value: 0.9969337712430276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:45:53,913] Trial 5398 finished with value: 0.9970383013107978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:45:56,019] Trial 5399 finished with value: 0.9966507701618887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 85}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:45:58,623] Trial 5400 finished with value: 0.9974996860943218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 79}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:46:04,187] Trial 5401 finished with value: 0.9969909521614008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 32, 'rf_n_estimators': 94}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:46:08,900] Trial 5402 finished with value: 0.996528028184578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 29, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:46:11,567] Trial 5403 finished with value: 0.9973706764515683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:46:14,332] Trial 5404 finished with value: 0.9974255557686295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:46:16,866] Trial 5405 finished with value: 0.9975067749146449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:46:20,780] Trial 5406 finished with value: 0.9973115896401136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 19, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:46:22,912] Trial 5407 finished with value: 0.996945639347885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 72}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:46:24,606] Trial 5408 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.3748324125531174e-08, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:46:27,429] Trial 5409 finished with value: 0.9974524042292887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:46:30,546] Trial 5410 finished with value: 0.9972310571437261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:46:39,765] Trial 5411 finished with value: 0.9968146804263301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 41, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:46:44,601] Trial 5412 finished with value: 0.9893905705339344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 74, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:46:47,122] Trial 5413 finished with value: 0.9959075878938908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 25, 'rf_n_estimators': 99}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:46:49,617] Trial 5414 finished with value: 0.997278900991887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:46:51,324] Trial 5415 finished with value: 0.9965896617726798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 15, 'rf_n_estimators': 83}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:46:54,679] Trial 5416 finished with value: 0.9975801643188875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:46:56,110] Trial 5417 finished with value: 0.9969688674654392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 88}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:46:57,344] Trial 5418 finished with value: 0.9974140278624022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:47:00,125] Trial 5419 finished with value: 0.9977681928539739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:47:02,701] Trial 5420 finished with value: 0.9972098460654054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 96}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:47:06,471] Trial 5421 finished with value: 0.9974097129351921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:47:09,916] Trial 5422 finished with value: 0.9975179976608919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:47:13,001] Trial 5423 finished with value: 0.9971878090397809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:47:16,058] Trial 5424 finished with value: 0.9975121676294547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:47:18,440] Trial 5425 finished with value: 0.9964554684092369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 15, 'rf_n_estimators': 76}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:47:21,607] Trial 5426 finished with value: 0.9974090230165595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:47:24,782] Trial 5427 finished with value: 0.9974789713651361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:47:26,545] Trial 5428 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 3.429091921634572e-06, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:47:29,916] Trial 5429 finished with value: 0.9974460224978063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:47:33,461] Trial 5430 finished with value: 0.9972448772251067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:47:36,303] Trial 5431 finished with value: 0.9973495697274872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:47:39,930] Trial 5432 finished with value: 0.9973345454781594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:47:43,444] Trial 5433 finished with value: 0.9972316033213757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:47:45,511] Trial 5434 finished with value: 0.9974249001586749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 81}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:47:48,549] Trial 5435 finished with value: 0.9970546608056307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:47:50,916] Trial 5436 finished with value: 0.9970080599091403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 79}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:47:53,919] Trial 5437 finished with value: 0.9972002977794189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:47:56,811] Trial 5438 finished with value: 0.9971785752764571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:48:00,379] Trial 5439 finished with value: 0.9974351704185805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:48:03,591] Trial 5440 finished with value: 0.98763607806195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 66, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:48:06,421] Trial 5441 finished with value: 0.9971189381931628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:48:10,568] Trial 5442 finished with value: 0.9972709098311164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:48:13,853] Trial 5443 finished with value: 0.9973723959479193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:48:16,866] Trial 5444 finished with value: 0.997271826834477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:48:19,657] Trial 5445 finished with value: 0.9971249580490243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:48:21,342] Trial 5446 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 7.948815571918671e-08, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:48:24,123] Trial 5447 finished with value: 0.9973479190071819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 85}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:48:26,597] Trial 5448 finished with value: 0.9974346152273652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 91}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:48:28,294] Trial 5449 finished with value: 0.9960835346645268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:48:31,314] Trial 5450 finished with value: 0.9973440246072456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:48:33,984] Trial 5451 finished with value: 0.9973529610181142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:48:35,855] Trial 5452 finished with value: 0.9960243000496369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 12, 'rf_n_estimators': 71}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:48:40,297] Trial 5453 finished with value: 0.9972271197071875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:48:42,663] Trial 5454 finished with value: 0.997268360515437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:48:44,672] Trial 5455 finished with value: 0.9970931615216388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:48:47,712] Trial 5456 finished with value: 0.9974276691324121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:48:49,590] Trial 5457 finished with value: 0.9957665424114386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:48:53,256] Trial 5458 finished with value: 0.9974475076414485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:48:55,095] Trial 5459 finished with value: 0.9968474626061702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 76}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:48:58,204] Trial 5460 finished with value: 0.9970316890668934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 88}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:49:01,298] Trial 5461 finished with value: 0.9974452572333813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:49:04,212] Trial 5462 finished with value: 0.9967474237062103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 20, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:49:07,325] Trial 5463 finished with value: 0.9975124940855712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:49:08,707] Trial 5464 finished with value: 0.9867024115382751 and parameters: {'classifier': 'SVC', 'svc_c': 3965521.244482349, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:49:18,602] Trial 5465 finished with value: 0.9951970335277643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 73, 'rf_n_estimators': 69}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:49:21,245] Trial 5466 finished with value: 0.9971133659052724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:49:24,229] Trial 5467 finished with value: 0.9973467301369059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:49:26,909] Trial 5468 finished with value: 0.9976208678361013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 83}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:49:30,504] Trial 5469 finished with value: 0.9973083088926181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:49:31,280] Trial 5470 finished with value: 0.9963348630278572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 93}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:49:34,292] Trial 5471 finished with value: 0.9973702551943223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:49:39,175] Trial 5472 finished with value: 0.9968496833075559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 33, 'rf_n_estimators': 74}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:49:54,505] Trial 5473 finished with value: 0.9966619261633162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 65, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:49:59,315] Trial 5474 finished with value: 0.9966652199550913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 22, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:50:02,621] Trial 5475 finished with value: 0.997037793282113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:50:05,434] Trial 5476 finished with value: 0.9970296768835597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:50:07,379] Trial 5477 finished with value: 0.9973098532274577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 80}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:50:10,097] Trial 5478 finished with value: 0.9975067234992349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:50:13,972] Trial 5479 finished with value: 0.9972301221132343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:50:28,929] Trial 5480 finished with value: 0.9969661399096711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 62, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:50:33,675] Trial 5481 finished with value: 0.9973082572233049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 23, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:50:37,481] Trial 5482 finished with value: 0.9975398014446345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:50:38,102] Trial 5483 finished with value: 0.9890626194352999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 2, 'rf_n_estimators': 99}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:50:39,214] Trial 5484 finished with value: 0.9970678669171914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:50:41,912] Trial 5485 finished with value: 0.9977194258135608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:50:43,046] Trial 5486 finished with value: 0.9869953172586255 and parameters: {'classifier': 'SVC', 'svc_c': 0.8721047982077434, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:50:45,621] Trial 5487 finished with value: 0.997661910948925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:50:51,362] Trial 5488 finished with value: 0.9972609744061346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 25, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:50:54,342] Trial 5489 finished with value: 0.9975712445069446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:50:56,308] Trial 5490 finished with value: 0.9970237966110153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:50:57,271] Trial 5491 finished with value: 0.9972934677710166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 3, 'rf_n_estimators': 87}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:51:05,801] Trial 5492 finished with value: 0.996899645692778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 40, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:51:08,286] Trial 5493 finished with value: 0.997610222148488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:51:10,745] Trial 5494 finished with value: 0.997488674976442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:51:13,697] Trial 5495 finished with value: 0.99742738311039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:51:18,431] Trial 5496 finished with value: 0.9975412119407183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:51:21,235] Trial 5497 finished with value: 0.9969025354927291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:51:22,621] Trial 5498 finished with value: 0.9972762990547567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 4, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:51:25,593] Trial 5499 finished with value: 0.9970171426317623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:51:27,476] Trial 5500 finished with value: 0.997077908505474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 77}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:51:29,102] Trial 5501 finished with value: 0.9957413059825756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:51:31,186] Trial 5502 finished with value: 0.9852168735843412 and parameters: {'classifier': 'SVC', 'svc_c': 0.0006623254761908735, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:51:32,711] Trial 5503 finished with value: 0.9969446487443171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 82}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:51:35,377] Trial 5504 finished with value: 0.9975016333736347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:51:41,826] Trial 5505 finished with value: 0.9968957332022348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 37, 'rf_n_estimators': 96}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:51:44,475] Trial 5506 finished with value: 0.9973351820136317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:51:46,974] Trial 5507 finished with value: 0.9971940252263379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:51:54,212] Trial 5508 finished with value: 0.9967793580078522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 31, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:51:54,924] Trial 5509 finished with value: 0.9957578638075925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 14}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:52:01,736] Trial 5510 finished with value: 0.9970842374568164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 30, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:52:05,459] Trial 5511 finished with value: 0.9973098080326777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:52:07,966] Trial 5512 finished with value: 0.9972482325884225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:52:09,525] Trial 5513 finished with value: 0.9972448743052192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:52:13,547] Trial 5514 finished with value: 0.9973020043159887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 90}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:52:18,198] Trial 5515 finished with value: 0.996954483020588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 34, 'rf_n_estimators': 73}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:52:20,028] Trial 5516 finished with value: 0.9971654834848395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 85}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:52:21,370] Trial 5517 finished with value: 0.9972539912095675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:52:27,078] Trial 5518 finished with value: 0.997183795178361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 27, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:52:30,610] Trial 5519 finished with value: 0.9973600192748324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:52:31,449] Trial 5520 finished with value: 0.9909747889419124 and parameters: {'classifier': 'SVC', 'svc_c': 10.40200340765289, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:52:32,147] Trial 5521 finished with value: 0.9968693329125671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 67}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:52:37,864] Trial 5522 finished with value: 0.997123673266792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 28, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:52:39,209] Trial 5523 finished with value: 0.996292920018405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 79}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:52:41,639] Trial 5524 finished with value: 0.997447384657057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:52:45,741] Trial 5525 finished with value: 0.9972245032023578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:52:49,763] Trial 5526 finished with value: 0.997070229963092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 20, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:52:52,825] Trial 5527 finished with value: 0.9973078173359075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:52:55,556] Trial 5528 finished with value: 0.9972977443588343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:52:58,735] Trial 5529 finished with value: 0.997333864097024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:53:09,861] Trial 5530 finished with value: 0.9962660872362719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 46, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:53:11,075] Trial 5531 finished with value: 0.9955798431551308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 2, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:53:13,118] Trial 5532 finished with value: 0.9969610669542789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:53:14,619] Trial 5533 finished with value: 0.9920022778298732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 22, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:53:17,572] Trial 5534 finished with value: 0.9976966212066438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:53:27,682] Trial 5535 finished with value: 0.9969215721435333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 48, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:53:30,640] Trial 5536 finished with value: 0.996916150674179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:53:33,349] Trial 5537 finished with value: 0.9951161787964026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 24, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:53:34,920] Trial 5538 finished with value: 0.9974656903521141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 70}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:53:36,664] Trial 5539 finished with value: 0.9852062196448719 and parameters: {'classifier': 'SVC', 'svc_c': 4.780849950204669e-10, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:53:45,305] Trial 5540 finished with value: 0.9968376975502755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 47, 'rf_n_estimators': 92}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:53:48,806] Trial 5541 finished with value: 0.9974465964778628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:53:53,826] Trial 5542 finished with value: 0.9892333193268108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 72, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:53:55,886] Trial 5543 finished with value: 0.9974399402134807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 83}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:53:58,044] Trial 5544 finished with value: 0.997471473062331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:54:02,085] Trial 5545 finished with value: 0.9971055247695907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:54:10,222] Trial 5546 finished with value: 0.9971212048510386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 35, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:54:12,778] Trial 5547 finished with value: 0.9972590726072431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:54:14,916] Trial 5548 finished with value: 0.997398974572889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 78}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:54:17,175] Trial 5549 finished with value: 0.997517436788591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:54:21,188] Trial 5550 finished with value: 0.9972007425227162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 19, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:54:24,802] Trial 5551 finished with value: 0.9973117477266307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 16, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:54:27,545] Trial 5552 finished with value: 0.9973910667241258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:54:28,428] Trial 5553 finished with value: 0.9965502012706121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 75}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:54:30,936] Trial 5554 finished with value: 0.9973000660819795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:54:34,127] Trial 5555 finished with value: 0.9971190051918853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:54:36,617] Trial 5556 finished with value: 0.9972229203694364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:54:42,329] Trial 5557 finished with value: 0.9944552429352712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 52, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:54:43,010] Trial 5558 finished with value: 0.9950756148307679 and parameters: {'classifier': 'SVC', 'svc_c': 1563.3222660886618, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:54:45,157] Trial 5559 finished with value: 0.9970642311494632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:54:47,520] Trial 5560 finished with value: 0.997522469373365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 87}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:54:48,462] Trial 5561 finished with value: 0.989504709253191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 13, 'rf_n_estimators': 99}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:54:54,194] Trial 5562 finished with value: 0.9974995403221129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 25, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:54:55,216] Trial 5563 finished with value: 0.9971384744303684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:54:56,763] Trial 5564 finished with value: 0.9974717568944375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:54:57,595] Trial 5565 finished with value: 0.9951711557710053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 12, 'rf_n_estimators': 22}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:55:06,335] Trial 5566 finished with value: 0.9970373212124771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 41, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:55:08,823] Trial 5567 finished with value: 0.9974683164100541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:55:10,981] Trial 5568 finished with value: 0.9972013457333855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:55:12,023] Trial 5569 finished with value: 0.9970651663703828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 80}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:55:16,750] Trial 5570 finished with value: 0.9974233681698813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:55:19,840] Trial 5571 finished with value: 0.9977777584053822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:55:22,434] Trial 5572 finished with value: 0.9977548838163796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:55:25,244] Trial 5573 finished with value: 0.9972959427882548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:55:28,038] Trial 5574 finished with value: 0.9973920085782679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:55:30,622] Trial 5575 finished with value: 0.9972818210063258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:55:33,383] Trial 5576 finished with value: 0.9969789794801382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:55:34,524] Trial 5577 finished with value: 0.992117785055962 and parameters: {'classifier': 'SVC', 'svc_c': 134.43704169522468, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:55:37,212] Trial 5578 finished with value: 0.9971978243173382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:55:40,045] Trial 5579 finished with value: 0.9973332056941334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:55:42,615] Trial 5580 finished with value: 0.9975167444896154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:55:45,394] Trial 5581 finished with value: 0.997462668109875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:55:47,920] Trial 5582 finished with value: 0.9971139431543334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:55:51,269] Trial 5583 finished with value: 0.9974870253034877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:55:53,863] Trial 5584 finished with value: 0.9972420828927814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:55:56,618] Trial 5585 finished with value: 0.9971964248977838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:55:59,226] Trial 5586 finished with value: 0.9970099251777004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:56:02,222] Trial 5587 finished with value: 0.996870132390456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:56:05,403] Trial 5588 finished with value: 0.9973860295056175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:56:07,933] Trial 5589 finished with value: 0.9971607846876385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:56:10,904] Trial 5590 finished with value: 0.9970633938082504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:56:13,528] Trial 5591 finished with value: 0.9973690462656889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:56:16,317] Trial 5592 finished with value: 0.9969856728143963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:56:18,730] Trial 5593 finished with value: 0.9974761360591723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:56:21,661] Trial 5594 finished with value: 0.9973211520177311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:56:24,624] Trial 5595 finished with value: 0.9970967027421406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:56:27,426] Trial 5596 finished with value: 0.9943877083180336 and parameters: {'classifier': 'SVC', 'svc_c': 523101.54958913353, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:56:30,068] Trial 5597 finished with value: 0.9974600500816257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:56:32,852] Trial 5598 finished with value: 0.9973859182007759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:56:35,949] Trial 5599 finished with value: 0.9972044753767033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:56:38,646] Trial 5600 finished with value: 0.9975659542420999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:56:41,290] Trial 5601 finished with value: 0.9973102817526845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:56:43,650] Trial 5602 finished with value: 0.9973908146616647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:56:46,677] Trial 5603 finished with value: 0.9970856498889124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:56:49,558] Trial 5604 finished with value: 0.9973050888280022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:56:52,353] Trial 5605 finished with value: 0.9970791095313682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:56:54,969] Trial 5606 finished with value: 0.9972710827709742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:56:57,333] Trial 5607 finished with value: 0.9972771072288324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:57:00,133] Trial 5608 finished with value: 0.997192899800139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:57:03,097] Trial 5609 finished with value: 0.9974463688535904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:57:05,768] Trial 5610 finished with value: 0.9974420449762903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:57:08,481] Trial 5611 finished with value: 0.9973748148525369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:57:11,141] Trial 5612 finished with value: 0.9974409008564639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:57:23,522] Trial 5613 finished with value: 0.9964961526932788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 55, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:57:26,561] Trial 5614 finished with value: 0.9973479674709665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:57:28,937] Trial 5615 finished with value: 0.9971511966340537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:57:32,098] Trial 5616 finished with value: 0.9973983553345764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:57:33,839] Trial 5617 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 1.1722962354688755e-06, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:57:36,851] Trial 5618 finished with value: 0.9973144377047162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:57:39,430] Trial 5619 finished with value: 0.9975478575729015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:57:41,746] Trial 5620 finished with value: 0.9973114181601993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:57:43,728] Trial 5621 finished with value: 0.9969984132673785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 65}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:57:46,902] Trial 5622 finished with value: 0.9973246245891391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:58:03,591] Trial 5623 finished with value: 0.9962116718004661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 74, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:58:06,070] Trial 5624 finished with value: 0.9967815467491651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:58:08,839] Trial 5625 finished with value: 0.9976460928393177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:58:11,544] Trial 5626 finished with value: 0.9971540784043139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:58:13,914] Trial 5627 finished with value: 0.9974924893333755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:58:17,528] Trial 5628 finished with value: 0.9973666974383706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:58:20,118] Trial 5629 finished with value: 0.9973404475863842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:58:30,948] Trial 5630 finished with value: 0.9966826469861801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 50, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:58:33,996] Trial 5631 finished with value: 0.9974663573559774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:58:36,350] Trial 5632 finished with value: 0.9974567818071282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:58:38,441] Trial 5633 finished with value: 0.9853863148456554 and parameters: {'classifier': 'SVC', 'svc_c': 0.04856115880599933, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:58:41,265] Trial 5634 finished with value: 0.9974495490553948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:58:42,462] Trial 5635 finished with value: 0.9975600358205906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:58:45,067] Trial 5636 finished with value: 0.9973741019239215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:58:48,124] Trial 5637 finished with value: 0.9972886643974103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:58:50,513] Trial 5638 finished with value: 0.9973406259534242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:58:53,800] Trial 5639 finished with value: 0.9971847286536955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:58:56,174] Trial 5640 finished with value: 0.9970854090299327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:58:58,663] Trial 5641 finished with value: 0.9973255936744058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:59:01,701] Trial 5642 finished with value: 0.9975567926507778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:59:02,242] Trial 5643 finished with value: 0.9935957963334014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 8}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:59:05,807] Trial 5644 finished with value: 0.997119819967446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:59:08,584] Trial 5645 finished with value: 0.9973386770237401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:59:11,068] Trial 5646 finished with value: 0.9972665806853237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:59:13,300] Trial 5647 finished with value: 0.9976136715512237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:59:16,568] Trial 5648 finished with value: 0.9972447497974081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:59:31,740] Trial 5649 finished with value: 0.9959672167253292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 67, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:59:34,416] Trial 5650 finished with value: 0.9974309194749921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:59:37,289] Trial 5651 finished with value: 0.9974807398013406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:59:38,209] Trial 5652 finished with value: 0.9970508219470328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 1, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:59:39,232] Trial 5653 finished with value: 0.9882871169327053 and parameters: {'classifier': 'SVC', 'svc_c': 3.845079636131676, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:59:41,512] Trial 5654 finished with value: 0.9967520002807296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:59:43,167] Trial 5655 finished with value: 0.9971828757946574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 72}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:59:56,460] Trial 5656 finished with value: 0.9962637582768838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 58, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:59:57,472] Trial 5657 finished with value: 0.9971882268693327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 20:59:58,639] Trial 5658 finished with value: 0.997297077704088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:00:01,357] Trial 5659 finished with value: 0.9972391198734778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:00:12,134] Trial 5660 finished with value: 0.9963098501290765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 48, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:00:15,478] Trial 5661 finished with value: 0.9975121133893711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:00:31,636] Trial 5662 finished with value: 0.9955986111762861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 74, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:00:32,559] Trial 5663 finished with value: 0.9968909926379476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:00:35,163] Trial 5664 finished with value: 0.9974872685428103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:00:37,319] Trial 5665 finished with value: 0.9975641463874148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:00:38,822] Trial 5666 finished with value: 0.9955468679770755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:00:42,415] Trial 5667 finished with value: 0.9971961303065268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:00:44,779] Trial 5668 finished with value: 0.9969409674009538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:00:56,150] Trial 5669 finished with value: 0.996721858472626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 52, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:00:58,421] Trial 5670 finished with value: 0.9974765564277569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:01:00,107] Trial 5671 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.3588514147724735e-07, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:01:03,322] Trial 5672 finished with value: 0.9973485550665854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:01:05,890] Trial 5673 finished with value: 0.9973752511535511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:01:07,135] Trial 5674 finished with value: 0.9962527041858773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 69}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:01:09,549] Trial 5675 finished with value: 0.997020258596042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:01:11,791] Trial 5676 finished with value: 0.9970610724342223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:01:14,776] Trial 5677 finished with value: 0.9974516369653758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:01:17,651] Trial 5678 finished with value: 0.9972030017221836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:01:20,028] Trial 5679 finished with value: 0.9968706365788541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:01:23,264] Trial 5680 finished with value: 0.9969788566226985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:01:25,502] Trial 5681 finished with value: 0.9976596209636873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:01:28,376] Trial 5682 finished with value: 0.9974052335421456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:01:31,370] Trial 5683 finished with value: 0.9972789483131068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:01:33,796] Trial 5684 finished with value: 0.997163341239561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:01:36,458] Trial 5685 finished with value: 0.9972490751663899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:01:38,347] Trial 5686 finished with value: 0.9973847245063382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:01:40,894] Trial 5687 finished with value: 0.9971285866757235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:01:42,915] Trial 5688 finished with value: 0.9970152225835741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:01:44,869] Trial 5689 finished with value: 0.9856435792132957 and parameters: {'classifier': 'SVC', 'svc_c': 0.406230835804464, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:01:46,973] Trial 5690 finished with value: 0.9973814633093938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 75}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:01:50,225] Trial 5691 finished with value: 0.9973001092455336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:01:52,507] Trial 5692 finished with value: 0.9972613738277002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:01:54,342] Trial 5693 finished with value: 0.9966696916358266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:01:57,591] Trial 5694 finished with value: 0.9975596808003577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:01:58,614] Trial 5695 finished with value: 0.9967365103728234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 2, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:02:00,543] Trial 5696 finished with value: 0.9966829464968129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:02:03,366] Trial 5697 finished with value: 0.9975898090246371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:02:16,374] Trial 5698 finished with value: 0.9967530731806917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 60, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:02:17,871] Trial 5699 finished with value: 0.9971922197519958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 67}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:02:19,319] Trial 5700 finished with value: 0.9971888512491865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 81}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:02:21,756] Trial 5701 finished with value: 0.9976001177191488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:02:24,570] Trial 5702 finished with value: 0.997328285842407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:02:27,720] Trial 5703 finished with value: 0.9971090141303517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:02:28,592] Trial 5704 finished with value: 0.9971504455882113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 3, 'rf_n_estimators': 73}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:02:30,110] Trial 5705 finished with value: 0.9972416529710868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 78}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:02:32,617] Trial 5706 finished with value: 0.9975840241879803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:02:34,820] Trial 5707 finished with value: 0.9976419979827579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:03:35,582] Trial 5708 finished with value: 0.9906515629194664 and parameters: {'classifier': 'SVC', 'svc_c': 141062750.87566003, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:03:37,862] Trial 5709 finished with value: 0.9972989782652011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:03:40,315] Trial 5710 finished with value: 0.9975247132751609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:03:41,632] Trial 5711 finished with value: 0.9971952812222882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 1, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:03:44,324] Trial 5712 finished with value: 0.99732166074465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:03:47,125] Trial 5713 finished with value: 0.9975721293915427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:03:50,453] Trial 5714 finished with value: 0.9974276798915627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:03:52,635] Trial 5715 finished with value: 0.9974665117926351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:03:53,543] Trial 5716 finished with value: 0.9960467697264161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 30}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:03:56,467] Trial 5717 finished with value: 0.9972059330353176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:03:57,490] Trial 5718 finished with value: 0.9970661345035121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 5, 'rf_n_estimators': 85}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:04:00,018] Trial 5719 finished with value: 0.9973354198257723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:04:01,067] Trial 5720 finished with value: 0.9907235260221472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:04:04,499] Trial 5721 finished with value: 0.997137765215088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:04:07,063] Trial 5722 finished with value: 0.997369528491455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:04:09,515] Trial 5723 finished with value: 0.997140892033732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:04:12,090] Trial 5724 finished with value: 0.9973116819022105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:04:12,774] Trial 5725 finished with value: 0.9890648307105271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 2, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:04:18,193] Trial 5726 finished with value: 0.9953481105058444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 47, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:04:19,559] Trial 5727 finished with value: 0.9866195112987765 and parameters: {'classifier': 'SVC', 'svc_c': 9729081.839607988, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:04:22,923] Trial 5728 finished with value: 0.9973196024778747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:04:25,090] Trial 5729 finished with value: 0.9973636913507266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:04:27,256] Trial 5730 finished with value: 0.9973818945640806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:04:28,767] Trial 5731 finished with value: 0.995564461790868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:04:29,929] Trial 5732 finished with value: 0.997121887914283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 3, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:04:32,803] Trial 5733 finished with value: 0.9971763639060164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:04:45,195] Trial 5734 finished with value: 0.9966531128320528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 54, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:04:46,934] Trial 5735 finished with value: 0.9968374091796482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 14, 'rf_n_estimators': 71}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:04:49,080] Trial 5736 finished with value: 0.9972610363902678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:04:50,419] Trial 5737 finished with value: 0.9967081345571049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 75}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:04:53,013] Trial 5738 finished with value: 0.9971115836313404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:04:55,342] Trial 5739 finished with value: 0.996908720893516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 82}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:04:57,933] Trial 5740 finished with value: 0.9975064366837652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:05:00,132] Trial 5741 finished with value: 0.9975508560751855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:05:03,525] Trial 5742 finished with value: 0.9972799761135024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:05:04,247] Trial 5743 finished with value: 0.9931168791171978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 1, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:05:06,115] Trial 5744 finished with value: 0.9960644321893026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:05:06,963] Trial 5745 finished with value: 0.9962272173766622 and parameters: {'classifier': 'SVC', 'svc_c': 14204.160544820297, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:05:09,494] Trial 5746 finished with value: 0.9974132992552605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:05:12,486] Trial 5747 finished with value: 0.9974613115047583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:05:13,828] Trial 5748 finished with value: 0.9968525303565455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 63}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:05:16,731] Trial 5749 finished with value: 0.997478181535571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:05:19,407] Trial 5750 finished with value: 0.9864118414105351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 65, 'rf_n_estimators': 84}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:05:22,009] Trial 5751 finished with value: 0.9973851464618179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:05:25,190] Trial 5752 finished with value: 0.9974126000374209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:05:26,493] Trial 5753 finished with value: 0.9962526666399327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 78}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:05:28,794] Trial 5754 finished with value: 0.997459055034751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:05:30,505] Trial 5755 finished with value: 0.9974134588017214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:05:32,426] Trial 5756 finished with value: 0.9973117820987843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 89}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:05:33,834] Trial 5757 finished with value: 0.9971468316561634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:05:37,100] Trial 5758 finished with value: 0.9971187239622874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:05:38,830] Trial 5759 finished with value: 0.9966375872190006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:05:41,100] Trial 5760 finished with value: 0.9976716014842131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:05:42,654] Trial 5761 finished with value: 0.9972806038575742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 3, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:05:45,307] Trial 5762 finished with value: 0.9974295876889187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:05:48,169] Trial 5763 finished with value: 0.9971139913959527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:05:50,527] Trial 5764 finished with value: 0.9973903224067198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:05:52,279] Trial 5765 finished with value: 0.9852054815163577 and parameters: {'classifier': 'SVC', 'svc_c': 3.336268079374775e-08, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:05:54,542] Trial 5766 finished with value: 0.9974584215143798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:05:57,640] Trial 5767 finished with value: 0.997167830725262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:05:59,482] Trial 5768 finished with value: 0.9969713341038698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:06:02,818] Trial 5769 finished with value: 0.9970878669721768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:06:05,409] Trial 5770 finished with value: 0.9973456861819155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:06:06,127] Trial 5771 finished with value: 0.9911851419845895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 2, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:06:09,493] Trial 5772 finished with value: 0.9973936657731065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:06:11,608] Trial 5773 finished with value: 0.9970355105965939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:06:12,526] Trial 5774 finished with value: 0.994028336817955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 76}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:06:14,921] Trial 5775 finished with value: 0.9973351831879341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:06:17,829] Trial 5776 finished with value: 0.9975936834614294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:06:20,693] Trial 5777 finished with value: 0.9973507626602154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 80}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:06:22,576] Trial 5778 finished with value: 0.9972711619887914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:06:25,513] Trial 5779 finished with value: 0.9973732046932772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:06:27,837] Trial 5780 finished with value: 0.9975485709141098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:06:29,631] Trial 5781 finished with value: 0.997229479039753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 12, 'rf_n_estimators': 66}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:06:31,508] Trial 5782 finished with value: 0.9974415131759127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 86}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:06:33,062] Trial 5783 finished with value: 0.9943393045814471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:08:59,589] Trial 5784 finished with value: 0.9896193056330738 and parameters: {'classifier': 'SVC', 'svc_c': 1826234036.3155694, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:09:00,921] Trial 5785 finished with value: 0.9971356032605688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 70}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:09:03,424] Trial 5786 finished with value: 0.9975466487712197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:09:06,646] Trial 5787 finished with value: 0.9973330563990167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:09:08,028] Trial 5788 finished with value: 0.9972041787542203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:09:11,106] Trial 5789 finished with value: 0.9976961837630651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:09:12,294] Trial 5790 finished with value: 0.9971548019333906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:09:15,718] Trial 5791 finished with value: 0.9971477291724488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:09:18,062] Trial 5792 finished with value: 0.9972057696803079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:09:20,295] Trial 5793 finished with value: 0.9972731447193469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:09:22,772] Trial 5794 finished with value: 0.9966238347076252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 73}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:09:24,451] Trial 5795 finished with value: 0.9961882187880997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:09:26,152] Trial 5796 finished with value: 0.9973380179860915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 83}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:09:28,175] Trial 5797 finished with value: 0.9974624971695055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:09:30,771] Trial 5798 finished with value: 0.9976561727669924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:09:32,118] Trial 5799 finished with value: 0.9966732822405125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:09:33,798] Trial 5800 finished with value: 0.9957614278159118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:09:34,832] Trial 5801 finished with value: 0.9971241508270857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:09:36,004] Trial 5802 finished with value: 0.9872228746909704 and parameters: {'classifier': 'SVC', 'svc_c': 146730.19571655098, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:09:38,747] Trial 5803 finished with value: 0.9975893670742755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:09:39,324] Trial 5804 finished with value: 0.9959561491774499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 4, 'rf_n_estimators': 40}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:09:41,806] Trial 5805 finished with value: 0.9976924499886787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:09:44,091] Trial 5806 finished with value: 0.9975570238614339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:09:45,524] Trial 5807 finished with value: 0.9975956782841277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:10:01,867] Trial 5808 finished with value: 0.9960641861887818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 72, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:10:04,762] Trial 5809 finished with value: 0.9974212816563685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:10:20,284] Trial 5810 finished with value: 0.9961007879305721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 67, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:10:23,265] Trial 5811 finished with value: 0.9973675752454154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:10:26,626] Trial 5812 finished with value: 0.9974823568477261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:10:28,177] Trial 5813 finished with value: 0.9969690082865345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 91}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:10:29,723] Trial 5814 finished with value: 0.9973343615252478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 80}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:10:32,007] Trial 5815 finished with value: 0.9972337822556753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:10:34,886] Trial 5816 finished with value: 0.9973680358259287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:10:36,802] Trial 5817 finished with value: 0.9972514018089108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 88}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:10:39,931] Trial 5818 finished with value: 0.9972944790677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:10:42,766] Trial 5819 finished with value: 0.9972494613532481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:10:44,463] Trial 5820 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 7.021634761091352e-06, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:10:46,791] Trial 5821 finished with value: 0.997491795606194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:10:47,962] Trial 5822 finished with value: 0.9941698294875234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:10:49,135] Trial 5823 finished with value: 0.9971353586565161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:10:49,794] Trial 5824 finished with value: 0.9896813111259752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 61}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:10:51,289] Trial 5825 finished with value: 0.99728126187961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 78}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:10:53,700] Trial 5826 finished with value: 0.9975186300704362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:10:57,350] Trial 5827 finished with value: 0.9973828265159955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:11:00,059] Trial 5828 finished with value: 0.9972710240875834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:11:02,429] Trial 5829 finished with value: 0.9969510519306249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:11:03,702] Trial 5830 finished with value: 0.9954376564727397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:11:04,637] Trial 5831 finished with value: 0.9968560732274185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:11:07,880] Trial 5832 finished with value: 0.9971815672407324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:11:10,244] Trial 5833 finished with value: 0.9973935316804473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:11:21,747] Trial 5834 finished with value: 0.9966570240213422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 50, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:11:23,891] Trial 5835 finished with value: 0.9972783775385791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:11:27,241] Trial 5836 finished with value: 0.9974834327310514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:11:29,977] Trial 5837 finished with value: 0.9974250567852483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:11:31,452] Trial 5838 finished with value: 0.9974666168451088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 76}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:11:33,350] Trial 5839 finished with value: 0.9972240511276036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 10, 'rf_n_estimators': 84}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:11:35,052] Trial 5840 finished with value: 0.9852061373802158 and parameters: {'classifier': 'SVC', 'svc_c': 2.3495007776346125e-10, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:11:43,527] Trial 5841 finished with value: 0.9971063771545716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 38, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:11:44,946] Trial 5842 finished with value: 0.9972272326306623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:11:46,396] Trial 5843 finished with value: 0.9909298052822351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:11:48,297] Trial 5844 finished with value: 0.9970334541388793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:11:50,250] Trial 5845 finished with value: 0.9966009605946908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:11:53,626] Trial 5846 finished with value: 0.9973915758953753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:11:55,565] Trial 5847 finished with value: 0.9972893473019653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:11:58,590] Trial 5848 finished with value: 0.9972287928027178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:12:00,270] Trial 5849 finished with value: 0.9974528044125641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 82}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:12:02,718] Trial 5850 finished with value: 0.9973402916263069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:12:05,089] Trial 5851 finished with value: 0.9972465254381175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:12:06,962] Trial 5852 finished with value: 0.9962530691083374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:12:08,873] Trial 5853 finished with value: 0.9973322668233546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 73}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:12:10,096] Trial 5854 finished with value: 0.9973935493584619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:12:12,785] Trial 5855 finished with value: 0.9975953956580614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:12:21,584] Trial 5856 finished with value: 0.9970840675320596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 49, 'rf_n_estimators': 94}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:12:22,616] Trial 5857 finished with value: 0.9972012075147987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 2, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:12:24,701] Trial 5858 finished with value: 0.997036137928073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:12:26,813] Trial 5859 finished with value: 0.9853854942937956 and parameters: {'classifier': 'SVC', 'svc_c': 0.017751540621765757, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:12:29,602] Trial 5860 finished with value: 0.9972454531411756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:12:44,553] Trial 5861 finished with value: 0.9965858261196106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 69, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:12:55,804] Trial 5862 finished with value: 0.9966732019436065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 52, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:12:58,534] Trial 5863 finished with value: 0.9971768500672828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:13:00,404] Trial 5864 finished with value: 0.99670174270123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 69}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:13:02,629] Trial 5865 finished with value: 0.9974731802761116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:13:05,201] Trial 5866 finished with value: 0.9972280180169205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 87}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:13:16,124] Trial 5867 finished with value: 0.9964565331208188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 52, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:13:18,599] Trial 5868 finished with value: 0.9973275613294552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:13:20,937] Trial 5869 finished with value: 0.9975092906516186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:13:24,060] Trial 5870 finished with value: 0.9972135273452931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:13:26,235] Trial 5871 finished with value: 0.9970772589891975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:13:28,508] Trial 5872 finished with value: 0.9971746182258917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:13:30,057] Trial 5873 finished with value: 0.9973361581764517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:13:40,429] Trial 5874 finished with value: 0.9965011365921027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 55, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:13:43,245] Trial 5875 finished with value: 0.9974148308631992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:13:46,066] Trial 5876 finished with value: 0.9971356308725485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:13:47,813] Trial 5877 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 3.3377158151631076e-05, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:13:50,854] Trial 5878 finished with value: 0.997259240373822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:13:52,433] Trial 5879 finished with value: 0.9968352738214956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:14:01,774] Trial 5880 finished with value: 0.9962347667774986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 59, 'rf_n_estimators': 78}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:14:03,474] Trial 5881 finished with value: 0.9974035546703162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:14:05,726] Trial 5882 finished with value: 0.9973589125422611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:14:08,213] Trial 5883 finished with value: 0.9972236630047332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:14:10,770] Trial 5884 finished with value: 0.9975276905447851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:14:11,684] Trial 5885 finished with value: 0.9973278228180749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 1, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:14:14,838] Trial 5886 finished with value: 0.9975552691994815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:14:16,909] Trial 5887 finished with value: 0.9971940926059154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:14:19,309] Trial 5888 finished with value: 0.9974823751604988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 90}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:14:20,747] Trial 5889 finished with value: 0.9975310647921556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 65}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:14:24,141] Trial 5890 finished with value: 0.9972229991429226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:14:26,266] Trial 5891 finished with value: 0.99740507285312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 81}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:14:28,116] Trial 5892 finished with value: 0.9970209322648659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 75}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:14:39,633] Trial 5893 finished with value: 0.9957508342736806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 72, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:14:41,298] Trial 5894 finished with value: 0.9976285509804798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:14:42,997] Trial 5895 finished with value: 0.985359274656297 and parameters: {'classifier': 'SVC', 'svc_c': 0.004791766132635453, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:14:44,833] Trial 5896 finished with value: 0.9956429254834949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:14:45,893] Trial 5897 finished with value: 0.9939923367634146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:14:48,668] Trial 5898 finished with value: 0.9974998238368403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:14:50,422] Trial 5899 finished with value: 0.9971067620084376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:14:51,879] Trial 5900 finished with value: 0.9963969679238849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:14:55,539] Trial 5901 finished with value: 0.9974689257144015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:14:58,485] Trial 5902 finished with value: 0.9974679110217618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:15:00,713] Trial 5903 finished with value: 0.9974336493158892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:15:02,587] Trial 5904 finished with value: 0.9974706492732047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 84}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:15:04,107] Trial 5905 finished with value: 0.9973407408129114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:15:06,149] Trial 5906 finished with value: 0.9975945567934291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:15:08,400] Trial 5907 finished with value: 0.997296439359555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 72}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:15:09,592] Trial 5908 finished with value: 0.9969621236044325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:15:10,842] Trial 5909 finished with value: 0.9973340741067576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:15:12,983] Trial 5910 finished with value: 0.9975466470573727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:15:21,452] Trial 5911 finished with value: 0.9966423700264428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 45, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:15:25,094] Trial 5912 finished with value: 0.9973168304255603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:15:27,809] Trial 5913 finished with value: 0.9970072129513418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:15:30,826] Trial 5914 finished with value: 0.997286992380969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:15:32,574] Trial 5915 finished with value: 0.9852070376894368 and parameters: {'classifier': 'SVC', 'svc_c': 0.0003113996583076201, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:15:34,441] Trial 5916 finished with value: 0.9972505316824396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 86}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:15:36,840] Trial 5917 finished with value: 0.9974318931622553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:15:39,666] Trial 5918 finished with value: 0.997085152682854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:15:41,953] Trial 5919 finished with value: 0.9976141616162528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:15:49,504] Trial 5920 finished with value: 0.9968718774992983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 35, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:15:51,161] Trial 5921 finished with value: 0.9973498449586208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:15:53,257] Trial 5922 finished with value: 0.9975977762232873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 92}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:15:56,840] Trial 5923 finished with value: 0.9974981066256187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:15:59,119] Trial 5924 finished with value: 0.9972445547362289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:16:01,045] Trial 5925 finished with value: 0.9973974387120709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:16:02,099] Trial 5926 finished with value: 0.9972000200727283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:16:09,497] Trial 5927 finished with value: 0.9965118523252775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 56, 'rf_n_estimators': 79}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:16:11,090] Trial 5928 finished with value: 0.9972088440361908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 68}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:16:13,659] Trial 5929 finished with value: 0.9973331555482398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:16:15,899] Trial 5930 finished with value: 0.997564732047021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:16:18,350] Trial 5931 finished with value: 0.9972847491774068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:16:20,062] Trial 5932 finished with value: 0.9853859861678856 and parameters: {'classifier': 'SVC', 'svc_c': 0.12106934359221053, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:16:23,975] Trial 5933 finished with value: 0.9973221760095776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:16:26,793] Trial 5934 finished with value: 0.9972670674178729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:16:29,086] Trial 5935 finished with value: 0.9975148484035473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:16:30,757] Trial 5936 finished with value: 0.9973589992502242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:16:32,814] Trial 5937 finished with value: 0.9975761378892564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:16:35,065] Trial 5938 finished with value: 0.9974691387074986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:16:37,294] Trial 5939 finished with value: 0.9971580860451041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 76}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:16:38,344] Trial 5940 finished with value: 0.9969776652768657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 2, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:16:41,478] Trial 5941 finished with value: 0.9971358742705609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:16:56,903] Trial 5942 finished with value: 0.9951768310484054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 68, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:16:58,657] Trial 5943 finished with value: 0.9976854102986366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:17:00,354] Trial 5944 finished with value: 0.9967894004847961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 82}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:17:03,225] Trial 5945 finished with value: 0.9974298214386073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:17:05,354] Trial 5946 finished with value: 0.9974962551947865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:17:06,307] Trial 5947 finished with value: 0.996801887193208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:17:07,451] Trial 5948 finished with value: 0.9969657073854682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:17:15,514] Trial 5949 finished with value: 0.9969710919118979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 35, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:17:17,881] Trial 5950 finished with value: 0.9975223596871569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:17:18,702] Trial 5951 finished with value: 0.990965767759093 and parameters: {'classifier': 'SVC', 'svc_c': 23.693198614924604, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:17:20,921] Trial 5952 finished with value: 0.9969897455813724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 89}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:17:26,837] Trial 5953 finished with value: 0.9921832151325556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 73, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:17:29,601] Trial 5954 finished with value: 0.9973083277131973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:17:30,750] Trial 5955 finished with value: 0.9896169273529773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 95}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:17:33,584] Trial 5956 finished with value: 0.9973700955209098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:17:36,976] Trial 5957 finished with value: 0.997031236769974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:17:38,923] Trial 5958 finished with value: 0.9970308760369176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:17:41,060] Trial 5959 finished with value: 0.997500679744729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:17:43,253] Trial 5960 finished with value: 0.9974709353904405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:17:45,207] Trial 5961 finished with value: 0.9975162063099184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:17:48,039] Trial 5962 finished with value: 0.9974179386390986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:17:49,494] Trial 5963 finished with value: 0.9972929357484736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:17:51,022] Trial 5964 finished with value: 0.994588549351152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:17:52,106] Trial 5965 finished with value: 0.9970306002027639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 25}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:17:54,257] Trial 5966 finished with value: 0.9974217923827754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 85}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:17:56,438] Trial 5967 finished with value: 0.9971706950079356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 72}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:17:58,476] Trial 5968 finished with value: 0.9974488240028987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:18:00,247] Trial 5969 finished with value: 0.9974344473020968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:18:00,993] Trial 5970 finished with value: 0.9954728059196221 and parameters: {'classifier': 'SVC', 'svc_c': 4385.576768354048, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:18:03,944] Trial 5971 finished with value: 0.9974815120163671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:18:06,433] Trial 5972 finished with value: 0.9975150959592255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:18:09,389] Trial 5973 finished with value: 0.9975913839230817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:18:11,905] Trial 5974 finished with value: 0.9974318657089652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:18:14,535] Trial 5975 finished with value: 0.9971326226902026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:18:17,990] Trial 5976 finished with value: 0.9973850119883038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:18:19,664] Trial 5977 finished with value: 0.9974786765834516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 81}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:18:21,333] Trial 5978 finished with value: 0.9977440896270972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:18:23,110] Trial 5979 finished with value: 0.9974044290814049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:18:23,714] Trial 5980 finished with value: 0.995755483877125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 17}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:18:25,694] Trial 5981 finished with value: 0.9973798392171928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:18:27,148] Trial 5982 finished with value: 0.9973226491900401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:18:28,964] Trial 5983 finished with value: 0.9970071493485752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:18:30,619] Trial 5984 finished with value: 0.997419738591045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:18:32,282] Trial 5985 finished with value: 0.9974347260244002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:18:34,153] Trial 5986 finished with value: 0.997452749188605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:18:35,806] Trial 5987 finished with value: 0.9970478197631514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:18:37,589] Trial 5988 finished with value: 0.9975584364522195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:18:38,905] Trial 5989 finished with value: 0.9867330436335733 and parameters: {'classifier': 'SVC', 'svc_c': 473757269.6800699, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:18:40,590] Trial 5990 finished with value: 0.9974794615571172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:18:42,416] Trial 5991 finished with value: 0.9974512064406609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:18:44,384] Trial 5992 finished with value: 0.9973670544898298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:18:46,076] Trial 5993 finished with value: 0.9968199719924291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:18:47,562] Trial 5994 finished with value: 0.997392124516844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:18:49,248] Trial 5995 finished with value: 0.9970766537155642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:18:50,895] Trial 5996 finished with value: 0.9973479286555057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:18:52,793] Trial 5997 finished with value: 0.9972478455763786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:18:54,245] Trial 5998 finished with value: 0.9975206361600915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:18:55,919] Trial 5999 finished with value: 0.9971890781752247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:18:57,538] Trial 6000 finished with value: 0.9972921013588861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:18:59,274] Trial 6001 finished with value: 0.9968328331446733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:19:01,099] Trial 6002 finished with value: 0.997106541683884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 5, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:19:02,426] Trial 6003 finished with value: 0.9974065007098392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:19:03,978] Trial 6004 finished with value: 0.9970660516675736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:19:05,759] Trial 6005 finished with value: 0.9974431589768428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:19:07,747] Trial 6006 finished with value: 0.9976237187253778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:19:08,466] Trial 6007 finished with value: 0.9938070722509519 and parameters: {'classifier': 'SVC', 'svc_c': 265.12938907488103, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:19:10,054] Trial 6008 finished with value: 0.9969024933130503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:19:11,737] Trial 6009 finished with value: 0.9969263052494122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:19:13,280] Trial 6010 finished with value: 0.9972832050647327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:19:14,548] Trial 6011 finished with value: 0.9969857972904693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:19:16,382] Trial 6012 finished with value: 0.9970378305741542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:19:26,184] Trial 6013 finished with value: 0.9967422779440583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 43, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:19:27,760] Trial 6014 finished with value: 0.997487517717122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:19:29,427] Trial 6015 finished with value: 0.997157641238331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:19:30,981] Trial 6016 finished with value: 0.9969267259988515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:19:45,173] Trial 6017 finished with value: 0.9961017658072392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 66, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:19:46,654] Trial 6018 finished with value: 0.9957993538536293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:19:48,500] Trial 6019 finished with value: 0.9974528371660846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:19:54,315] Trial 6020 finished with value: 0.9953641943252133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 51, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:19:55,171] Trial 6021 finished with value: 0.9920181482435521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:19:56,808] Trial 6022 finished with value: 0.9972264772367265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:19:58,845] Trial 6023 finished with value: 0.9972281251323581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:20:00,348] Trial 6024 finished with value: 0.9970681951188926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:20:01,720] Trial 6025 finished with value: 0.9971427945625951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:20:03,489] Trial 6026 finished with value: 0.9853173245058157 and parameters: {'classifier': 'SVC', 'svc_c': 0.001757077519318503, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:20:04,798] Trial 6027 finished with value: 0.9975959608467179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 70}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:20:06,725] Trial 6028 finished with value: 0.9973565617471926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:20:09,119] Trial 6029 finished with value: 0.9910094024942272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 38, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:20:10,514] Trial 6030 finished with value: 0.997104109766724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 75}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:20:11,990] Trial 6031 finished with value: 0.9972452898179038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 77}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:20:13,595] Trial 6032 finished with value: 0.9973971880460776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:20:15,554] Trial 6033 finished with value: 0.9973253450713765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:20:17,786] Trial 6034 finished with value: 0.9975057688547161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:20:19,790] Trial 6035 finished with value: 0.9974371546408177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:20:21,291] Trial 6036 finished with value: 0.9971657695703374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:20:31,102] Trial 6037 finished with value: 0.9964639673447889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 45, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:20:36,010] Trial 6038 finished with value: 0.9965629005595282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 42, 'rf_n_estimators': 79}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:20:38,131] Trial 6039 finished with value: 0.9971931826483704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:20:39,786] Trial 6040 finished with value: 0.9974435584301461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:20:44,289] Trial 6041 finished with value: 0.995748936949834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 48, 'rf_n_estimators': 88}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:20:46,161] Trial 6042 finished with value: 0.9972184705878573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:20:47,985] Trial 6043 finished with value: 0.9972707871006282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:20:49,199] Trial 6044 finished with value: 0.9971530174060673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 93}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:20:50,347] Trial 6045 finished with value: 0.9971528819169403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 3, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:21:47,394] Trial 6046 finished with value: 0.9899213610747689 and parameters: {'classifier': 'SVC', 'svc_c': 49528583.97775014, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:21:48,667] Trial 6047 finished with value: 0.9959993735414404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:21:50,639] Trial 6048 finished with value: 0.9976636732914512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:21:51,439] Trial 6049 finished with value: 0.9968846787621112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 34}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:21:53,336] Trial 6050 finished with value: 0.9972312048202095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:21:54,134] Trial 6051 finished with value: 0.988711872902004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:21:55,670] Trial 6052 finished with value: 0.9973785882040939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:21:57,293] Trial 6053 finished with value: 0.996666344746532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 85}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:21:58,312] Trial 6054 finished with value: 0.9968158596800203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:22:00,919] Trial 6055 finished with value: 0.997420207804269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:22:02,170] Trial 6056 finished with value: 0.997464290900822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:22:04,225] Trial 6057 finished with value: 0.997731077497627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:22:05,118] Trial 6058 finished with value: 0.9971467808437735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:22:06,955] Trial 6059 finished with value: 0.997202641814313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:22:08,587] Trial 6060 finished with value: 0.9955435264197496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:22:10,276] Trial 6061 finished with value: 0.9973556885421444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 83}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:22:11,554] Trial 6062 finished with value: 0.9966316362343983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 62}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:22:13,284] Trial 6063 finished with value: 0.9970501650358239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:22:15,035] Trial 6064 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 3.5455225963566995e-09, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:22:26,259] Trial 6065 finished with value: 0.996650177361253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 48, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:22:27,194] Trial 6066 finished with value: 0.9969733905933224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 65}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:22:28,927] Trial 6067 finished with value: 0.9976208575212814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:22:30,641] Trial 6068 finished with value: 0.9976168230619596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:22:32,750] Trial 6069 finished with value: 0.9970306535541863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:22:35,210] Trial 6070 finished with value: 0.9976438964491692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:22:35,987] Trial 6071 finished with value: 0.9935020289391714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 2, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:22:36,920] Trial 6072 finished with value: 0.9971408754982822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 68}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:22:39,095] Trial 6073 finished with value: 0.9975863211238196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:22:40,691] Trial 6074 finished with value: 0.9972096085706438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 73}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:22:47,870] Trial 6075 finished with value: 0.9951867056318188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 73, 'rf_n_estimators': 59}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:22:48,782] Trial 6076 finished with value: 0.9932752415319377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:22:50,313] Trial 6077 finished with value: 0.9974403845759232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:22:51,837] Trial 6078 finished with value: 0.9973138955895186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 80}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:22:54,241] Trial 6079 finished with value: 0.9974804771384184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:22:56,369] Trial 6080 finished with value: 0.9975002441419489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:22:58,065] Trial 6081 finished with value: 0.9974235411097391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:22:58,907] Trial 6082 finished with value: 0.9905028182649925 and parameters: {'classifier': 'SVC', 'svc_c': 6.823166193006744, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:23:00,852] Trial 6083 finished with value: 0.99750496417181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:23:03,037] Trial 6084 finished with value: 0.9974672489055362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:23:05,177] Trial 6085 finished with value: 0.9972913414264298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:23:07,066] Trial 6086 finished with value: 0.9975785543817932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 91}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:23:09,069] Trial 6087 finished with value: 0.9974621564630688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 96}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:23:10,895] Trial 6088 finished with value: 0.9974821749260404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:23:12,754] Trial 6089 finished with value: 0.9971094904528671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 87}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:23:14,803] Trial 6090 finished with value: 0.9976136809139063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:23:17,174] Trial 6091 finished with value: 0.997188512097907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:23:17,732] Trial 6092 finished with value: 0.9954900835921183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 11}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:23:19,895] Trial 6093 finished with value: 0.9973765846852091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:23:21,973] Trial 6094 finished with value: 0.9975697941797869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:23:22,614] Trial 6095 finished with value: 0.987989955095487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 5, 'rf_n_estimators': 78}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:23:24,785] Trial 6096 finished with value: 0.9975451968571667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:23:26,383] Trial 6097 finished with value: 0.9974149435327706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:23:28,901] Trial 6098 finished with value: 0.9972378027185799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:23:31,314] Trial 6099 finished with value: 0.9975090810227396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:23:33,324] Trial 6100 finished with value: 0.9974566638373261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:23:36,010] Trial 6101 finished with value: 0.9975302048218148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:23:37,762] Trial 6102 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 7.044697532278686e-05, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:23:40,988] Trial 6103 finished with value: 0.9971495764773531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:23:43,333] Trial 6104 finished with value: 0.9974972403394343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:23:44,454] Trial 6105 finished with value: 0.9971109529356431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:23:55,399] Trial 6106 finished with value: 0.9970638290301755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 49, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:23:56,760] Trial 6107 finished with value: 0.9966187611174747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:23:58,743] Trial 6108 finished with value: 0.9973831071425735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 83}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:23:59,718] Trial 6109 finished with value: 0.9971375452713892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:24:01,273] Trial 6110 finished with value: 0.99734447379385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 76}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:24:03,238] Trial 6111 finished with value: 0.997423454687417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:24:05,767] Trial 6112 finished with value: 0.9974463712656715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:24:06,725] Trial 6113 finished with value: 0.9949822429226028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:24:08,335] Trial 6114 finished with value: 0.996771321176233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 71}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:24:10,116] Trial 6115 finished with value: 0.9971172673192861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:24:11,552] Trial 6116 finished with value: 0.9973315309799698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 2, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:24:13,726] Trial 6117 finished with value: 0.9974920379885934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:24:15,806] Trial 6118 finished with value: 0.9974442803723274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:24:18,089] Trial 6119 finished with value: 0.99736769515123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:24:19,242] Trial 6120 finished with value: 0.9963859856875006 and parameters: {'classifier': 'SVC', 'svc_c': 50535.095839682166, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:24:20,472] Trial 6121 finished with value: 0.9946006056300627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:24:22,169] Trial 6122 finished with value: 0.9973253163803081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:24:23,342] Trial 6123 finished with value: 0.9969141330636634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:24:25,328] Trial 6124 finished with value: 0.99731791716325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:24:27,031] Trial 6125 finished with value: 0.9971045251841949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 74}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:24:28,812] Trial 6126 finished with value: 0.9966599883101619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 16, 'rf_n_estimators': 81}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:24:31,323] Trial 6127 finished with value: 0.9971647577341093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:24:33,382] Trial 6128 finished with value: 0.9972452588417061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 89}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:24:35,636] Trial 6129 finished with value: 0.9974716900861421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:24:37,645] Trial 6130 finished with value: 0.9972857679642367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:24:48,711] Trial 6131 finished with value: 0.9967133018692961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 53, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:24:50,692] Trial 6132 finished with value: 0.9972528287134929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:24:52,578] Trial 6133 finished with value: 0.997528600565806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:24:54,886] Trial 6134 finished with value: 0.9971160209081841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:24:56,114] Trial 6135 finished with value: 0.9974317651632744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:24:57,122] Trial 6136 finished with value: 0.995906305618953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 86}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:24:58,027] Trial 6137 finished with value: 0.9804683076945707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 38, 'rf_n_estimators': 2}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:24:59,617] Trial 6138 finished with value: 0.9867325520133865 and parameters: {'classifier': 'SVC', 'svc_c': 9751495456.37516, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:25:04,681] Trial 6139 finished with value: 0.9963979863298599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 56, 'rf_n_estimators': 52}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:25:05,607] Trial 6140 finished with value: 0.9972277454200332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 57}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:25:08,050] Trial 6141 finished with value: 0.997357625220996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:25:10,650] Trial 6142 finished with value: 0.9976724823698349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:25:13,462] Trial 6143 finished with value: 0.9968976648664972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:25:15,512] Trial 6144 finished with value: 0.9974394217112864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:25:18,498] Trial 6145 finished with value: 0.997375640768103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:25:28,250] Trial 6146 finished with value: 0.99634812598201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 55, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:25:31,059] Trial 6147 finished with value: 0.997640290800715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:25:34,650] Trial 6148 finished with value: 0.9973668759323623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:25:46,268] Trial 6149 finished with value: 0.9966086819832477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 53, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:25:47,944] Trial 6150 finished with value: 0.9973077990866104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 67}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:25:51,457] Trial 6151 finished with value: 0.997058823136982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:25:54,001] Trial 6152 finished with value: 0.9973744940140303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:25:56,015] Trial 6153 finished with value: 0.9967750572357489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:25:57,512] Trial 6154 finished with value: 0.9974820116979822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 77}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:26:00,128] Trial 6155 finished with value: 0.9972808569991244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:26:00,990] Trial 6156 finished with value: 0.9963549977785218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:26:04,679] Trial 6157 finished with value: 0.9938154391885465 and parameters: {'classifier': 'SVC', 'svc_c': 739889.4802323577, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:26:07,075] Trial 6158 finished with value: 0.9973415861838147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:26:08,824] Trial 6159 finished with value: 0.9973117313181324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:26:11,399] Trial 6160 finished with value: 0.9972028447782314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:26:13,280] Trial 6161 finished with value: 0.9972613339648883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:26:15,791] Trial 6162 finished with value: 0.9974089022220837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:26:18,466] Trial 6163 finished with value: 0.9970433513196829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:26:21,119] Trial 6164 finished with value: 0.9972310707592884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 91}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:26:22,304] Trial 6165 finished with value: 0.9970311127064937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:26:23,271] Trial 6166 finished with value: 0.9950233505903304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 81}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:26:25,744] Trial 6167 finished with value: 0.9972015987797219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 97}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:26:33,693] Trial 6168 finished with value: 0.9969794344113039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 37, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:26:34,621] Trial 6169 finished with value: 0.9973631519649894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 44}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:26:37,569] Trial 6170 finished with value: 0.9975139841485889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:26:39,744] Trial 6171 finished with value: 0.9971500141748351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:26:41,354] Trial 6172 finished with value: 0.997034866761403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 3, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:26:42,644] Trial 6173 finished with value: 0.9973259490437556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 5, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:26:45,331] Trial 6174 finished with value: 0.9974718397303759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:26:46,386] Trial 6175 finished with value: 0.9974776125066279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 38}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:26:47,612] Trial 6176 finished with value: 0.9868443940507072 and parameters: {'classifier': 'SVC', 'svc_c': 1.5488814698236288, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:27:04,528] Trial 6177 finished with value: 0.9962532812127729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 71, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:27:07,459] Trial 6178 finished with value: 0.9972809154603498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:27:09,550] Trial 6179 finished with value: 0.997482679653983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:27:10,726] Trial 6180 finished with value: 0.9970251225255754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 93}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:27:12,749] Trial 6181 finished with value: 0.9975516977644916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:27:16,618] Trial 6182 finished with value: 0.9974358094296097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:27:25,971] Trial 6183 finished with value: 0.9967218417784866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 42, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:27:27,057] Trial 6184 finished with value: 0.9974128260113222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 2, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:27:28,736] Trial 6185 finished with value: 0.9972439506686359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 8, 'rf_n_estimators': 85}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:27:31,222] Trial 6186 finished with value: 0.9973990648672358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:27:34,405] Trial 6187 finished with value: 0.9974328241302951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:27:37,159] Trial 6188 finished with value: 0.9973207509775323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:27:48,782] Trial 6189 finished with value: 0.9966321174128133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 53, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:27:50,606] Trial 6190 finished with value: 0.9975524586173474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:27:52,720] Trial 6191 finished with value: 0.9974269113898714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 70}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:27:55,027] Trial 6192 finished with value: 0.9972826391778424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 78}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:27:57,237] Trial 6193 finished with value: 0.9975505645625055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:27:58,915] Trial 6194 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 5.808601148670171e-07, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:28:15,422] Trial 6195 finished with value: 0.9956998111123768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 73, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:28:17,337] Trial 6196 finished with value: 0.9976962163261582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:28:19,085] Trial 6197 finished with value: 0.997248624456366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:28:23,181] Trial 6198 finished with value: 0.9972908515835658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:28:29,212] Trial 6199 finished with value: 0.9965020070676909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 29, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:28:31,878] Trial 6200 finished with value: 0.9974810788891438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:28:34,231] Trial 6201 finished with value: 0.9906805228396339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 48, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:28:35,821] Trial 6202 finished with value: 0.9972247458386603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 75}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:28:38,027] Trial 6203 finished with value: 0.9974083688982865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 82}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:28:39,866] Trial 6204 finished with value: 0.9971731831646675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 88}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:28:42,421] Trial 6205 finished with value: 0.9969672826330296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:28:44,498] Trial 6206 finished with value: 0.9971681793661759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:28:53,439] Trial 6207 finished with value: 0.9972781265869447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 41, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:28:55,603] Trial 6208 finished with value: 0.9973497658677554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:28:57,385] Trial 6209 finished with value: 0.9972772863575822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 64}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:29:00,217] Trial 6210 finished with value: 0.9973066787384769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:29:02,467] Trial 6211 finished with value: 0.9973351902654876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:29:04,243] Trial 6212 finished with value: 0.9966663733106489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:29:05,330] Trial 6213 finished with value: 0.99270740974277 and parameters: {'classifier': 'SVC', 'svc_c': 388.24500715661975, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:29:07,790] Trial 6214 finished with value: 0.9972596542678732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:29:09,165] Trial 6215 finished with value: 0.9974119861945526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 73}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:29:12,245] Trial 6216 finished with value: 0.9971745446256843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:29:14,082] Trial 6217 finished with value: 0.9974640369975623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:29:16,580] Trial 6218 finished with value: 0.9974914034526093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:29:17,727] Trial 6219 finished with value: 0.9945053542664932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:29:21,485] Trial 6220 finished with value: 0.9974014498757685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:29:24,304] Trial 6221 finished with value: 0.9974470979685388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:29:25,114] Trial 6222 finished with value: 0.9972589425452982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 1, 'rf_n_estimators': 84}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:29:26,853] Trial 6223 finished with value: 0.997518836557262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:29:28,546] Trial 6224 finished with value: 0.9969701758289368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:29:30,638] Trial 6225 finished with value: 0.9971189930362668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:29:32,870] Trial 6226 finished with value: 0.9973188833286293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:29:35,190] Trial 6227 finished with value: 0.9973463018338445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 79}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:29:37,534] Trial 6228 finished with value: 0.9968943621246321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:29:39,497] Trial 6229 finished with value: 0.9971878630259615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:29:42,329] Trial 6230 finished with value: 0.9975219079615196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:29:51,116] Trial 6231 finished with value: 0.9968868163736552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 41, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:29:52,819] Trial 6232 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.0191055691008606e-09, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:29:56,457] Trial 6233 finished with value: 0.9973147942166308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:29:58,812] Trial 6234 finished with value: 0.9976955728083463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:30:00,641] Trial 6235 finished with value: 0.9961028862823245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:30:07,984] Trial 6236 finished with value: 0.997064450426666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 37, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:30:09,767] Trial 6237 finished with value: 0.9914750509165029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 32, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:30:10,868] Trial 6238 finished with value: 0.9909487136801549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 2, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:30:12,049] Trial 6239 finished with value: 0.9963649886496281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:30:14,037] Trial 6240 finished with value: 0.9971965076702466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:30:15,407] Trial 6241 finished with value: 0.9972876099371725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 5, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:30:17,511] Trial 6242 finished with value: 0.99689527658896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:30:20,077] Trial 6243 finished with value: 0.99678576195587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:30:22,736] Trial 6244 finished with value: 0.997523004411009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:30:29,404] Trial 6245 finished with value: 0.9970419118151517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 29, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:30:31,746] Trial 6246 finished with value: 0.9972390575402276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:30:33,730] Trial 6247 finished with value: 0.9965345890448104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:30:41,041] Trial 6248 finished with value: 0.9965132506974808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 30, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:30:42,809] Trial 6249 finished with value: 0.9973895017596464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 87}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:30:44,569] Trial 6250 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 1.290830653898104e-08, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:30:57,363] Trial 6251 finished with value: 0.9959445555102784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 57, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:30:59,837] Trial 6252 finished with value: 0.9974889805490151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:31:02,959] Trial 6253 finished with value: 0.9974485516281767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:31:04,150] Trial 6254 finished with value: 0.997206850133892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:31:05,732] Trial 6255 finished with value: 0.9971466822658329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 94}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:31:08,295] Trial 6256 finished with value: 0.9974861580334279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:31:10,388] Trial 6257 finished with value: 0.9975907471971818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:31:13,116] Trial 6258 finished with value: 0.9974618832948993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 17, 'rf_n_estimators': 71}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:31:16,376] Trial 6259 finished with value: 0.9973256180491187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:31:18,516] Trial 6260 finished with value: 0.9974136563067194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:31:21,233] Trial 6261 finished with value: 0.9973907045628637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:31:22,910] Trial 6262 finished with value: 0.9972166992317656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 90}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:31:25,214] Trial 6263 finished with value: 0.9974410866184363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 82}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:31:27,655] Trial 6264 finished with value: 0.9974292683103559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:31:30,005] Trial 6265 finished with value: 0.9970325030490063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 15, 'rf_n_estimators': 74}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:31:32,995] Trial 6266 finished with value: 0.9972736096796914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:31:35,114] Trial 6267 finished with value: 0.997725813099177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:31:37,647] Trial 6268 finished with value: 0.99741631299174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:31:44,544] Trial 6269 finished with value: 0.9928419509854168 and parameters: {'classifier': 'SVC', 'svc_c': 2765523.1233230582, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:31:47,295] Trial 6270 finished with value: 0.9973280631375102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:31:49,095] Trial 6271 finished with value: 0.9971834413959063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:31:57,875] Trial 6272 finished with value: 0.9957897856044987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 57, 'rf_n_estimators': 77}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:32:00,547] Trial 6273 finished with value: 0.9974851985012713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:32:03,025] Trial 6274 finished with value: 0.9967879566639094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:32:05,949] Trial 6275 finished with value: 0.9972854662002124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:32:07,980] Trial 6276 finished with value: 0.997247738111824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:32:10,986] Trial 6277 finished with value: 0.9971739429066965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:32:13,645] Trial 6278 finished with value: 0.9974683608431244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:32:15,634] Trial 6279 finished with value: 0.9975332569611627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 80}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:32:19,308] Trial 6280 finished with value: 0.9973682807156227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:32:21,007] Trial 6281 finished with value: 0.9973158058941692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:32:23,304] Trial 6282 finished with value: 0.9975644477071081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:32:25,100] Trial 6283 finished with value: 0.9973020784240028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:32:26,854] Trial 6284 finished with value: 0.9975348257341908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:32:29,368] Trial 6285 finished with value: 0.9974083915274146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:32:32,236] Trial 6286 finished with value: 0.9970126771716572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:32:34,795] Trial 6287 finished with value: 0.9974487934075559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:32:36,276] Trial 6288 finished with value: 0.9887860847623807 and parameters: {'classifier': 'SVC', 'svc_c': 24993.24215357039, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:32:37,897] Trial 6289 finished with value: 0.9966334570698878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:32:40,443] Trial 6290 finished with value: 0.9970261490564548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:32:42,179] Trial 6291 finished with value: 0.9973225777797484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 97}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:32:50,652] Trial 6292 finished with value: 0.9960906165025101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 54, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:32:52,040] Trial 6293 finished with value: 0.9969833431567743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 1, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:32:52,825] Trial 6294 finished with value: 0.9948534739166637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 68}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:32:54,720] Trial 6295 finished with value: 0.9975337487400386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:33:10,559] Trial 6296 finished with value: 0.99582967983681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 66, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:33:13,755] Trial 6297 finished with value: 0.9968431480598149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:33:25,063] Trial 6298 finished with value: 0.9967193748226767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 53, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:33:27,942] Trial 6299 finished with value: 0.9975354435442977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:33:30,369] Trial 6300 finished with value: 0.9973246409341613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:33:31,400] Trial 6301 finished with value: 0.9941274257388684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:33:32,682] Trial 6302 finished with value: 0.9968460603302045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 85}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:33:35,024] Trial 6303 finished with value: 0.9974479571771698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:33:36,974] Trial 6304 finished with value: 0.997438437391824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:33:38,043] Trial 6305 finished with value: 0.996593789033643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 4, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:33:38,867] Trial 6306 finished with value: 0.9922936660656537 and parameters: {'classifier': 'SVC', 'svc_c': 44.80390727071328, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:33:42,226] Trial 6307 finished with value: 0.9972878372123279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:33:44,689] Trial 6308 finished with value: 0.9972614207363272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:33:47,190] Trial 6309 finished with value: 0.997345022002726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:33:50,291] Trial 6310 finished with value: 0.9973138280512516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:33:52,532] Trial 6311 finished with value: 0.997529450157851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:33:55,566] Trial 6312 finished with value: 0.9975234949521069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:33:56,802] Trial 6313 finished with value: 0.9972593764024933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 62}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:33:59,405] Trial 6314 finished with value: 0.9974649225169187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:34:01,302] Trial 6315 finished with value: 0.997120886741992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 83}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:34:04,848] Trial 6316 finished with value: 0.9975106274205432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:34:06,630] Trial 6317 finished with value: 0.9969974496727697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 79}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:34:13,513] Trial 6318 finished with value: 0.9971199240995205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 33, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:34:16,463] Trial 6319 finished with value: 0.997587358604277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:34:18,006] Trial 6320 finished with value: 0.9972034627470276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 75}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:34:19,583] Trial 6321 finished with value: 0.9975304049610593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:34:21,597] Trial 6322 finished with value: 0.9972340848766231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:34:24,390] Trial 6323 finished with value: 0.997642601986875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:34:26,974] Trial 6324 finished with value: 0.9973298250674433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:34:28,736] Trial 6325 finished with value: 0.9852053993786534 and parameters: {'classifier': 'SVC', 'svc_c': 0.0002007487245701402, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:34:37,585] Trial 6326 finished with value: 0.9967475522129976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 39, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:34:41,273] Trial 6327 finished with value: 0.997316839470864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:34:44,757] Trial 6328 finished with value: 0.9974394726506279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:34:45,869] Trial 6329 finished with value: 0.9961166834489359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 89}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:34:48,189] Trial 6330 finished with value: 0.9974127773253721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:34:49,367] Trial 6331 finished with value: 0.9972105550267826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 3, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:34:50,595] Trial 6332 finished with value: 0.9966534808965658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 3, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:34:52,840] Trial 6333 finished with value: 0.9970814886366502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:34:54,529] Trial 6334 finished with value: 0.9970694330242355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:34:55,494] Trial 6335 finished with value: 0.9968863566818035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:34:58,016] Trial 6336 finished with value: 0.9971538549694454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:35:01,223] Trial 6337 finished with value: 0.997731975140864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:35:07,866] Trial 6338 finished with value: 0.9969676467303041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 29, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:35:10,188] Trial 6339 finished with value: 0.9971773438456474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:35:11,897] Trial 6340 finished with value: 0.9958243413938219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:35:13,778] Trial 6341 finished with value: 0.9974183976961924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:35:20,156] Trial 6342 finished with value: 0.9969041529517075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 38, 'rf_n_estimators': 93}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:35:20,709] Trial 6343 finished with value: 0.9874748757709875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 2, 'rf_n_estimators': 72}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:35:21,432] Trial 6344 finished with value: 0.995134945674993 and parameters: {'classifier': 'SVC', 'svc_c': 1882.897912797549, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:35:23,712] Trial 6345 finished with value: 0.9974640239532823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:35:26,536] Trial 6346 finished with value: 0.9975922442108014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:35:28,923] Trial 6347 finished with value: 0.99733485533535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:35:31,420] Trial 6348 finished with value: 0.9973550199196476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:35:33,196] Trial 6349 finished with value: 0.9974302954442553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:35:34,879] Trial 6350 finished with value: 0.9972814049858346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:35:36,821] Trial 6351 finished with value: 0.9972885522673832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 77}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:35:39,384] Trial 6352 finished with value: 0.9971298993238386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 86}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:35:40,835] Trial 6353 finished with value: 0.9973712741715794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:35:43,447] Trial 6354 finished with value: 0.9975550433207938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:35:45,733] Trial 6355 finished with value: 0.9974497666187506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:35:48,157] Trial 6356 finished with value: 0.9973822627555452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:35:51,654] Trial 6357 finished with value: 0.9971963431091964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:35:53,763] Trial 6358 finished with value: 0.9971577573673344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:35:57,782] Trial 6359 finished with value: 0.9974250744632626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 17, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:36:06,259] Trial 6360 finished with value: 0.9963376333345865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 38, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:36:09,414] Trial 6361 finished with value: 0.9974253147509602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:36:11,136] Trial 6362 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 5.023285329515581e-06, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:36:13,057] Trial 6363 finished with value: 0.9973169762295072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:36:14,254] Trial 6364 finished with value: 0.9975991602499562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 68}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:36:16,382] Trial 6365 finished with value: 0.9972386498033302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 82}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:36:19,174] Trial 6366 finished with value: 0.9977852262080584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:36:21,851] Trial 6367 finished with value: 0.9973119276488279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:36:24,604] Trial 6368 finished with value: 0.9977391959591442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:36:27,631] Trial 6369 finished with value: 0.9970240779675649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:36:30,381] Trial 6370 finished with value: 0.9974596785894189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:36:33,282] Trial 6371 finished with value: 0.9975426558250806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:36:36,307] Trial 6372 finished with value: 0.9972805060096056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:36:39,060] Trial 6373 finished with value: 0.9975195200013616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:36:41,556] Trial 6374 finished with value: 0.9975109663496572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:36:44,767] Trial 6375 finished with value: 0.9975418512056505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:36:59,374] Trial 6376 finished with value: 0.9963215388195429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 61, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:37:02,061] Trial 6377 finished with value: 0.9974363411665115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:37:04,628] Trial 6378 finished with value: 0.9974955831763337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:37:07,321] Trial 6379 finished with value: 0.997572612632922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:37:10,221] Trial 6380 finished with value: 0.9974021588054077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:37:13,198] Trial 6381 finished with value: 0.9972594677759289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:37:14,880] Trial 6382 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.3265975413416648e-07, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:37:17,951] Trial 6383 finished with value: 0.9972112023848813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:37:20,788] Trial 6384 finished with value: 0.9976119162545131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:37:29,208] Trial 6385 finished with value: 0.996927472569649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 48, 'rf_n_estimators': 91}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:37:32,280] Trial 6386 finished with value: 0.9976364832991695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:37:34,724] Trial 6387 finished with value: 0.9974568570577068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:37:37,968] Trial 6388 finished with value: 0.9973901144599501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:37:40,533] Trial 6389 finished with value: 0.9974288595895834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:37:41,396] Trial 6390 finished with value: 0.995017189373829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 20}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:37:43,135] Trial 6391 finished with value: 0.9975584577800932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 65}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:37:46,141] Trial 6392 finished with value: 0.9975817226818822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:37:47,960] Trial 6393 finished with value: 0.9974629153481743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 79}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:37:56,377] Trial 6394 finished with value: 0.9969754945309464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 38, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:37:57,250] Trial 6395 finished with value: 0.9971399020014463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 56}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:37:59,393] Trial 6396 finished with value: 0.9968705697070831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 11, 'rf_n_estimators': 87}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:38:02,083] Trial 6397 finished with value: 0.9972787913691544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 74}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:38:09,692] Trial 6398 finished with value: 0.9970563658612339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 34, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:38:11,555] Trial 6399 finished with value: 0.997426515967282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 70}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:38:19,552] Trial 6400 finished with value: 0.9969688232227961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 44, 'rf_n_estimators': 96}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:38:21,249] Trial 6401 finished with value: 0.9867395980192725 and parameters: {'classifier': 'SVC', 'svc_c': 17010993.46042311, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:38:24,184] Trial 6402 finished with value: 0.9973455751944531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:38:26,612] Trial 6403 finished with value: 0.997257226603593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:38:27,140] Trial 6404 finished with value: 0.9900092514654588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 5}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:38:30,065] Trial 6405 finished with value: 0.9975522393084068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:38:32,879] Trial 6406 finished with value: 0.997179091969591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:38:35,280] Trial 6407 finished with value: 0.9974021547112176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:38:37,832] Trial 6408 finished with value: 0.9972150393392049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:38:41,362] Trial 6409 finished with value: 0.9971763606052738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:38:44,474] Trial 6410 finished with value: 0.9974675128062369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:38:47,649] Trial 6411 finished with value: 0.997439978172018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:38:49,425] Trial 6412 finished with value: 0.9974022422443665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 84}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:38:51,959] Trial 6413 finished with value: 0.9975078109034206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:38:54,850] Trial 6414 finished with value: 0.9973813976119255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:38:56,589] Trial 6415 finished with value: 0.9967060570571578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:38:58,315] Trial 6416 finished with value: 0.9945583910075984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:39:00,529] Trial 6417 finished with value: 0.9975354637930826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 80}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:39:01,929] Trial 6418 finished with value: 0.9972753541855134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:39:03,619] Trial 6419 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.4069525305196655e-05, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:39:15,647] Trial 6420 finished with value: 0.9968507489077991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 51, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:39:19,667] Trial 6421 finished with value: 0.9972505162895544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 16, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:39:21,429] Trial 6422 finished with value: 0.9974548479212123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 76}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:39:23,754] Trial 6423 finished with value: 0.9975093618080071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:39:31,529] Trial 6424 finished with value: 0.9971311089824436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 34, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:39:34,520] Trial 6425 finished with value: 0.9972989518275241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:39:37,366] Trial 6426 finished with value: 0.9974637665905907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:39:39,411] Trial 6427 finished with value: 0.9970515085014472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:39:42,130] Trial 6428 finished with value: 0.9975398373402079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:39:44,273] Trial 6429 finished with value: 0.9973592191304471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 100}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:39:47,321] Trial 6430 finished with value: 0.9973594610685158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:39:50,438] Trial 6431 finished with value: 0.9974089112039115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:39:51,724] Trial 6432 finished with value: 0.9973917147804586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 54}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:39:53,432] Trial 6433 finished with value: 0.9966553366437534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:39:57,397] Trial 6434 finished with value: 0.9972122281540509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:40:00,245] Trial 6435 finished with value: 0.9976572184993056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:40:15,422] Trial 6436 finished with value: 0.9959968648502823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 65, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:40:16,025] Trial 6437 finished with value: 0.9854698226439166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 1, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:40:17,801] Trial 6438 finished with value: 0.9854030275833988 and parameters: {'classifier': 'SVC', 'svc_c': 0.23660647355780723, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:40:27,359] Trial 6439 finished with value: 0.9969169690678611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 44, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:40:30,654] Trial 6440 finished with value: 0.9971762649472208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:40:33,570] Trial 6441 finished with value: 0.997612748041592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:40:36,429] Trial 6442 finished with value: 0.9973685553119983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:40:38,943] Trial 6443 finished with value: 0.9972724419151238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:40:42,339] Trial 6444 finished with value: 0.9971295800722272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:40:44,965] Trial 6445 finished with value: 0.9972909048080366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:40:51,928] Trial 6446 finished with value: 0.9966376740856534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 33, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:40:54,728] Trial 6447 finished with value: 0.9974312336168002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:40:57,820] Trial 6448 finished with value: 0.9974135366548085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:41:00,654] Trial 6449 finished with value: 0.9971107570492784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:41:12,177] Trial 6450 finished with value: 0.9956669270855919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 71, 'rf_n_estimators': 83}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:41:14,930] Trial 6451 finished with value: 0.997231805301419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:41:17,167] Trial 6452 finished with value: 0.9973271422938629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:41:34,079] Trial 6453 finished with value: 0.9963993466800497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 74, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:41:36,675] Trial 6454 finished with value: 0.9971930386217464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 89}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:41:37,363] Trial 6455 finished with value: 0.9952542674484431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 15}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:41:41,551] Trial 6456 finished with value: 0.9974093587718826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:41:43,286] Trial 6457 finished with value: 0.9852635744552402 and parameters: {'classifier': 'SVC', 'svc_c': 0.0008959638843265528, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:41:45,579] Trial 6458 finished with value: 0.9974607891305393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:41:47,260] Trial 6459 finished with value: 0.9970190365596526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 72}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:41:49,427] Trial 6460 finished with value: 0.9973143329378836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 61}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:41:50,647] Trial 6461 finished with value: 0.9941504106170997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:41:53,963] Trial 6462 finished with value: 0.9976026081927479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:42:03,633] Trial 6463 finished with value: 0.9963264306466971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 48, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:42:06,276] Trial 6464 finished with value: 0.9971976463311529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:42:09,190] Trial 6465 finished with value: 0.9974089229469373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:42:11,409] Trial 6466 finished with value: 0.9969749666660693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:42:12,474] Trial 6467 finished with value: 0.9968610201515803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:42:19,769] Trial 6468 finished with value: 0.9967473215736241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 43, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:42:21,908] Trial 6469 finished with value: 0.9968604798137055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:42:30,040] Trial 6470 finished with value: 0.9959405875418726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 52, 'rf_n_estimators': 78}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:42:31,100] Trial 6471 finished with value: 0.9971574135188447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 86}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:42:34,005] Trial 6472 finished with value: 0.9968945223375889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 16, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:42:36,946] Trial 6473 finished with value: 0.9970905455880913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:42:38,243] Trial 6474 finished with value: 0.9973465553562494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 92}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:42:40,443] Trial 6475 finished with value: 0.9965177036528505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:42:42,216] Trial 6476 finished with value: 0.9853907396177632 and parameters: {'classifier': 'SVC', 'svc_c': 0.012506205217222423, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:42:43,239] Trial 6477 finished with value: 0.997191257236476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:42:46,304] Trial 6478 finished with value: 0.9975037790148692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:42:48,512] Trial 6479 finished with value: 0.997421034830662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:42:51,664] Trial 6480 finished with value: 0.9975467286555327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:42:54,943] Trial 6481 finished with value: 0.9972747206016664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:42:57,172] Trial 6482 finished with value: 0.9972459539970934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:42:59,931] Trial 6483 finished with value: 0.9970592167822482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:43:13,038] Trial 6484 finished with value: 0.9969938431673921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 58, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:43:20,423] Trial 6485 finished with value: 0.9970985663285914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 41, 'rf_n_estimators': 95}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:43:21,747] Trial 6486 finished with value: 0.9967274285388629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 80}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:43:23,983] Trial 6487 finished with value: 0.9976492069310607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:43:25,078] Trial 6488 finished with value: 0.9908485516053762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:43:27,982] Trial 6489 finished with value: 0.9971171557605413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:43:30,305] Trial 6490 finished with value: 0.9972660704349853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:43:31,431] Trial 6491 finished with value: 0.9971651408106524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:43:33,421] Trial 6492 finished with value: 0.9973635623678706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 75}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:43:40,702] Trial 6493 finished with value: 0.9971386626678975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 33, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:43:41,841] Trial 6494 finished with value: 0.9956861355019511 and parameters: {'classifier': 'SVC', 'svc_c': 6271.054657382179, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:43:45,421] Trial 6495 finished with value: 0.9972583247986672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:43:51,921] Trial 6496 finished with value: 0.9970811287922553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 29, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:43:55,189] Trial 6497 finished with value: 0.997292221137749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:43:56,135] Trial 6498 finished with value: 0.9970003634348411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:43:58,726] Trial 6499 finished with value: 0.9972751879423539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:44:00,397] Trial 6500 finished with value: 0.9970926180734493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 66}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:44:02,811] Trial 6501 finished with value: 0.9973592002146544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:44:05,635] Trial 6502 finished with value: 0.9976159479208989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:44:09,853] Trial 6503 finished with value: 0.994256897072962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 46, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:44:14,575] Trial 6504 finished with value: 0.9966865878504129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 27, 'rf_n_estimators': 82}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:44:17,219] Trial 6505 finished with value: 0.9974833228861536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:44:18,455] Trial 6506 finished with value: 0.9962786342149702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 28}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:44:19,505] Trial 6507 finished with value: 0.9942871782739555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 98}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:44:21,777] Trial 6508 finished with value: 0.9973668117900513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:44:23,389] Trial 6509 finished with value: 0.9954676014740792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:44:25,992] Trial 6510 finished with value: 0.9974247758095535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:44:28,479] Trial 6511 finished with value: 0.9974626723627548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:44:29,669] Trial 6512 finished with value: 0.9975084148123239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 3, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:44:30,760] Trial 6513 finished with value: 0.9942924017305049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 3, 'rf_n_estimators': 70}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:44:32,007] Trial 6514 finished with value: 0.9867733539498514 and parameters: {'classifier': 'SVC', 'svc_c': 1792493.3787591655, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:44:34,883] Trial 6515 finished with value: 0.997520721376373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:44:36,413] Trial 6516 finished with value: 0.9975208165900954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:44:39,328] Trial 6517 finished with value: 0.9968020427724303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:44:41,913] Trial 6518 finished with value: 0.9973969539472721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:44:42,991] Trial 6519 finished with value: 0.9975206611060866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 48}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:44:45,731] Trial 6520 finished with value: 0.9975307839116745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:44:52,522] Trial 6521 finished with value: 0.9964904049582359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 32, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:44:55,850] Trial 6522 finished with value: 0.997054787344668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:44:59,025] Trial 6523 finished with value: 0.9974656476011526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:44:59,929] Trial 6524 finished with value: 0.997185007629902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 2, 'rf_n_estimators': 85}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:45:02,283] Trial 6525 finished with value: 0.9972482776562509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:45:03,666] Trial 6526 finished with value: 0.9971704767780838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 88}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:45:04,701] Trial 6527 finished with value: 0.997396888091114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 42}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:45:07,262] Trial 6528 finished with value: 0.9976882907676426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:45:08,508] Trial 6529 finished with value: 0.9969932938476899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:45:11,425] Trial 6530 finished with value: 0.9974641593789334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:45:15,107] Trial 6531 finished with value: 0.9973282101157596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 16, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:48:56,750] Trial 6532 finished with value: 0.9896096375047484 and parameters: {'classifier': 'SVC', 'svc_c': 3343577236.3742933, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:48:59,929] Trial 6533 finished with value: 0.9971341058343565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:49:02,642] Trial 6534 finished with value: 0.997550508799002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:49:04,773] Trial 6535 finished with value: 0.9972812428368654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:49:10,721] Trial 6536 finished with value: 0.9970042347295806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 29, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:49:12,937] Trial 6537 finished with value: 0.9975872322874052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:49:14,086] Trial 6538 finished with value: 0.9933783036897493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 1, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:49:15,599] Trial 6539 finished with value: 0.9974287260047309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 77}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:49:18,650] Trial 6540 finished with value: 0.9975181914525549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:49:20,715] Trial 6541 finished with value: 0.9969964483100512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:49:25,554] Trial 6542 finished with value: 0.9952880640987574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 43, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:49:27,606] Trial 6543 finished with value: 0.9974180387721967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:49:30,350] Trial 6544 finished with value: 0.9970142884734815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:49:34,271] Trial 6545 finished with value: 0.9972749786308542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:49:35,720] Trial 6546 finished with value: 0.9946043861226491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:49:38,881] Trial 6547 finished with value: 0.9901072928767363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 58, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:49:41,494] Trial 6548 finished with value: 0.9972273158157177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:49:43,653] Trial 6549 finished with value: 0.9971158421285512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:49:45,407] Trial 6550 finished with value: 0.9853943445997212 and parameters: {'classifier': 'SVC', 'svc_c': 0.033666075497982395, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:49:46,657] Trial 6551 finished with value: 0.9973976225697688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 81}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:49:59,842] Trial 6552 finished with value: 0.9958436601628854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 56, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:50:02,377] Trial 6553 finished with value: 0.9971167251406129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:50:03,486] Trial 6554 finished with value: 0.9959484737453831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 59}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:50:05,541] Trial 6555 finished with value: 0.9975751626785733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:50:14,014] Trial 6556 finished with value: 0.9972490782767047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 38, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:50:15,804] Trial 6557 finished with value: 0.9970761595563449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:50:17,723] Trial 6558 finished with value: 0.9968922508555512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:50:22,151] Trial 6559 finished with value: 0.9970208387967284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 32, 'rf_n_estimators': 73}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:50:24,011] Trial 6560 finished with value: 0.9972457973705201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 91}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:50:27,594] Trial 6561 finished with value: 0.9971789069058524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 16, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:50:30,860] Trial 6562 finished with value: 0.997384464858517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:50:45,879] Trial 6563 finished with value: 0.9965318317823609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 69, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:50:48,357] Trial 6564 finished with value: 0.9974507354501139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:50:49,434] Trial 6565 finished with value: 0.9974348409791011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 84}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:50:57,999] Trial 6566 finished with value: 0.9971669095959736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 39, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:51:01,368] Trial 6567 finished with value: 0.9974661161161427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:51:13,231] Trial 6568 finished with value: 0.9967689312800626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 48, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:51:16,019] Trial 6569 finished with value: 0.9970971405665742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:51:18,366] Trial 6570 finished with value: 0.9949785061648532 and parameters: {'classifier': 'SVC', 'svc_c': 378067.05590916437, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:51:25,359] Trial 6571 finished with value: 0.9972492144005898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 31, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:51:31,463] Trial 6572 finished with value: 0.9936811524521799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 56, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:51:33,768] Trial 6573 finished with value: 0.9974786757900039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:51:35,805] Trial 6574 finished with value: 0.9974532809889826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:51:38,072] Trial 6575 finished with value: 0.9971669827518502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:51:43,429] Trial 6576 finished with value: 0.9940661231771416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 57, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:51:49,000] Trial 6577 finished with value: 0.9971142043573119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 26, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:51:51,414] Trial 6578 finished with value: 0.9971172290116318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:51:54,635] Trial 6579 finished with value: 0.9974683800128205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:52:01,983] Trial 6580 finished with value: 0.9967021207949217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 37, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:52:03,849] Trial 6581 finished with value: 0.9969025876063732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 67}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:52:07,428] Trial 6582 finished with value: 0.9973684811405085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:52:09,071] Trial 6583 finished with value: 0.9973028091575844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:52:10,603] Trial 6584 finished with value: 0.9964190554762581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 78}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:52:20,853] Trial 6585 finished with value: 0.9964938696269048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 54, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:52:23,299] Trial 6586 finished with value: 0.9974283023988799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:52:26,227] Trial 6587 finished with value: 0.9974709579560926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:52:27,691] Trial 6588 finished with value: 0.9867332074646518 and parameters: {'classifier': 'SVC', 'svc_c': 212799442.2598272, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:52:30,338] Trial 6589 finished with value: 0.9974523446572364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:52:32,953] Trial 6590 finished with value: 0.9972380960720587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:52:36,983] Trial 6591 finished with value: 0.9973570835501292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 17, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:52:41,281] Trial 6592 finished with value: 0.9968036657538047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 27, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:52:43,622] Trial 6593 finished with value: 0.9972461251913662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 87}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:52:44,971] Trial 6594 finished with value: 0.9974460104691393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 74}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:52:46,455] Trial 6595 finished with value: 0.9971812725542616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:52:49,110] Trial 6596 finished with value: 0.9975376938571511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:52:50,663] Trial 6597 finished with value: 0.997137689393227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:52:52,956] Trial 6598 finished with value: 0.9975753359992859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:53:08,378] Trial 6599 finished with value: 0.9960437416761403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 74, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:53:17,670] Trial 6600 finished with value: 0.9965333004222913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 50, 'rf_n_estimators': 94}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:53:32,514] Trial 6601 finished with value: 0.9965089182509456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 63, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:53:39,463] Trial 6602 finished with value: 0.9971028024505774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 34, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:53:42,770] Trial 6603 finished with value: 0.9969393461334265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:53:44,434] Trial 6604 finished with value: 0.9975015721194733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:53:46,074] Trial 6605 finished with value: 0.997556360761333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 80}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:53:47,766] Trial 6606 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.2270134276901622e-06, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:53:51,027] Trial 6607 finished with value: 0.997381127141478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:53:51,814] Trial 6608 finished with value: 0.9905866573435319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 64}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:53:54,595] Trial 6609 finished with value: 0.9972497183668226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:53:56,779] Trial 6610 finished with value: 0.9974116837005566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:53:57,708] Trial 6611 finished with value: 0.9968021624560796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:53:59,506] Trial 6612 finished with value: 0.9974017953428912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:54:02,219] Trial 6613 finished with value: 0.996964681521085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:54:05,044] Trial 6614 finished with value: 0.9974879304686085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 100}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:54:13,831] Trial 6615 finished with value: 0.996685397901048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 39, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:54:14,968] Trial 6616 finished with value: 0.9938238568115795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:54:17,142] Trial 6617 finished with value: 0.9974353557996983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:54:19,922] Trial 6618 finished with value: 0.9974551281351974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:54:34,396] Trial 6619 finished with value: 0.9964598587139771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 68, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:54:35,751] Trial 6620 finished with value: 0.9973471142608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 6, 'rf_n_estimators': 83}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:54:38,057] Trial 6621 finished with value: 0.9967635568462874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 18, 'rf_n_estimators': 89}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:54:41,281] Trial 6622 finished with value: 0.996851456948777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:54:44,077] Trial 6623 finished with value: 0.9972660100060097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:54:45,500] Trial 6624 finished with value: 0.9968635833049874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 70}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:54:46,265] Trial 6625 finished with value: 0.9929923625147911 and parameters: {'classifier': 'SVC', 'svc_c': 919.5223340731778, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:54:48,445] Trial 6626 finished with value: 0.9970022671380069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:54:50,347] Trial 6627 finished with value: 0.9974798418724623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:54:53,633] Trial 6628 finished with value: 0.9972758387281467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:54:55,500] Trial 6629 finished with value: 0.9972628276142897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 76}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:54:58,884] Trial 6630 finished with value: 0.9973736445489368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:55:00,964] Trial 6631 finished with value: 0.9975021646979437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:55:03,677] Trial 6632 finished with value: 0.9975520117158724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:55:06,556] Trial 6633 finished with value: 0.9974458057278982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:55:08,901] Trial 6634 finished with value: 0.997407515370741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:55:11,027] Trial 6635 finished with value: 0.9974505615898569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:55:14,378] Trial 6636 finished with value: 0.9973520650252484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:55:16,159] Trial 6637 finished with value: 0.9974056869498916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:55:17,504] Trial 6638 finished with value: 0.997549967572466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:55:18,817] Trial 6639 finished with value: 0.9963835007997731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:55:21,539] Trial 6640 finished with value: 0.9976286655860637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:55:23,778] Trial 6641 finished with value: 0.9975743958589911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:55:25,559] Trial 6642 finished with value: 0.995770092391603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:55:27,547] Trial 6643 finished with value: 0.9973963022093422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:58:20,422] Trial 6644 finished with value: 0.9897341924148098 and parameters: {'classifier': 'SVC', 'svc_c': 1026859247.3594373, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:58:25,014] Trial 6645 finished with value: 0.9956892775230529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 36, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:58:27,929] Trial 6646 finished with value: 0.9974263636888021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:58:29,920] Trial 6647 finished with value: 0.9973646906504814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:58:32,243] Trial 6648 finished with value: 0.9972547341939814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:58:35,276] Trial 6649 finished with value: 0.9970610856371916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:58:38,545] Trial 6650 finished with value: 0.9971189844035561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:58:41,688] Trial 6651 finished with value: 0.997546805366055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:58:44,222] Trial 6652 finished with value: 0.9974422512092133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:58:45,886] Trial 6653 finished with value: 0.9970070698768548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 72}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:58:48,966] Trial 6654 finished with value: 0.9973081207820407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:58:49,958] Trial 6655 finished with value: 0.9931441236352044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:58:52,488] Trial 6656 finished with value: 0.9973850382038155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:58:54,899] Trial 6657 finished with value: 0.99743808678316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:58:57,770] Trial 6658 finished with value: 0.996863812928748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 18, 'rf_n_estimators': 80}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:59:03,724] Trial 6659 finished with value: 0.9935402480129886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 61, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:59:05,298] Trial 6660 finished with value: 0.9961032196255667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 85}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:59:06,996] Trial 6661 finished with value: 0.9975843869840005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:59:08,522] Trial 6662 finished with value: 0.997367614124352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:59:10,287] Trial 6663 finished with value: 0.9852043347305471 and parameters: {'classifier': 'SVC', 'svc_c': 3.941292657462319e-08, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:59:12,682] Trial 6664 finished with value: 0.9974225548225265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 91}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:59:16,820] Trial 6665 finished with value: 0.9970668551761769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:59:28,274] Trial 6666 finished with value: 0.9966845694147115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 51, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:59:30,420] Trial 6667 finished with value: 0.9975616360458853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 97}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:59:32,287] Trial 6668 finished with value: 0.9971974543802885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:59:35,281] Trial 6669 finished with value: 0.9974576174344939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:59:36,944] Trial 6670 finished with value: 0.9956958856727671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:59:38,858] Trial 6671 finished with value: 0.9970710372802444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 77}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:59:39,771] Trial 6672 finished with value: 0.9966876066055047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:59:42,234] Trial 6673 finished with value: 0.9971428726061098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:59:43,753] Trial 6674 finished with value: 0.9970904644342621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:59:47,174] Trial 6675 finished with value: 0.9973275123896018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:59:48,318] Trial 6676 finished with value: 0.9973170165049119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 3, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:59:49,888] Trial 6677 finished with value: 0.9969506778676475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:59:52,166] Trial 6678 finished with value: 0.9976024149088915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:59:55,115] Trial 6679 finished with value: 0.9976264427899758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:59:58,008] Trial 6680 finished with value: 0.9970258170144669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 21:59:59,757] Trial 6681 finished with value: 0.9853594384873753 and parameters: {'classifier': 'SVC', 'svc_c': 0.0048152904046998455, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:00:02,361] Trial 6682 finished with value: 0.9974382217644807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:00:08,454] Trial 6683 finished with value: 0.996945166706967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 26, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:00:11,247] Trial 6684 finished with value: 0.9971941458303865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:00:18,282] Trial 6685 finished with value: 0.9968233096142546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 34, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:00:23,702] Trial 6686 finished with value: 0.9964090991042571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 25, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:00:25,742] Trial 6687 finished with value: 0.9974168703093954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:00:26,809] Trial 6688 finished with value: 0.9905542101573054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:00:29,201] Trial 6689 finished with value: 0.9975376865574325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:00:31,579] Trial 6690 finished with value: 0.9974265962007123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 83}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:00:32,783] Trial 6691 finished with value: 0.9926617226441116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 63, 'rf_n_estimators': 8}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:00:35,209] Trial 6692 finished with value: 0.9973816285052023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:00:37,569] Trial 6693 finished with value: 0.997437179967668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:00:39,409] Trial 6694 finished with value: 0.9974018172420475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 75}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:00:41,016] Trial 6695 finished with value: 0.9974698617922445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 87}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:00:42,699] Trial 6696 finished with value: 0.9973241413160219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:00:51,073] Trial 6697 finished with value: 0.9969926327470772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 39, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:00:52,898] Trial 6698 finished with value: 0.9973646001022313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 4, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:01:04,664] Trial 6699 finished with value: 0.9965769172255077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 56, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:01:08,203] Trial 6700 finished with value: 0.997304460131793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:01:09,951] Trial 6701 finished with value: 0.9852067110111554 and parameters: {'classifier': 'SVC', 'svc_c': 1.0675858353002862e-10, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:01:12,397] Trial 6702 finished with value: 0.9972944888112377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:01:14,723] Trial 6703 finished with value: 0.9972897328540654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 68}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:01:19,558] Trial 6704 finished with value: 0.9972467027260685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 24, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:01:21,791] Trial 6705 finished with value: 0.9970866220527562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:01:25,021] Trial 6706 finished with value: 0.9972600436285223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:01:27,898] Trial 6707 finished with value: 0.9975854198307235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:01:29,756] Trial 6708 finished with value: 0.9972308144439478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:01:31,934] Trial 6709 finished with value: 0.9967574958580977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:01:33,603] Trial 6710 finished with value: 0.9975416479878291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:01:35,472] Trial 6711 finished with value: 0.9975546987105947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:01:37,958] Trial 6712 finished with value: 0.9971080827814568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:01:47,809] Trial 6713 finished with value: 0.9969967875565441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 56, 'rf_n_estimators': 94}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:01:50,224] Trial 6714 finished with value: 0.9974515409264676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:01:52,593] Trial 6715 finished with value: 0.9971365604441204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 80}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:01:59,247] Trial 6716 finished with value: 0.9971149721607695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 30, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:02:02,050] Trial 6717 finished with value: 0.9975120730504905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:02:09,599] Trial 6718 finished with value: 0.9970450791631036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 35, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:02:35,932] Trial 6719 finished with value: 0.9914810204360432 and parameters: {'classifier': 'SVC', 'svc_c': 5858187.362395061, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:02:46,947] Trial 6720 finished with value: 0.9968833197131755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 49, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:02:49,456] Trial 6721 finished with value: 0.9975413297518309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:02:52,265] Trial 6722 finished with value: 0.9972045566892223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:02:54,941] Trial 6723 finished with value: 0.997171718365024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:02:57,932] Trial 6724 finished with value: 0.9975734554330548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:02:59,529] Trial 6725 finished with value: 0.9970193219151788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:03:01,827] Trial 6726 finished with value: 0.9976191497362183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:03:03,870] Trial 6727 finished with value: 0.9975054407164907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:03:07,687] Trial 6728 finished with value: 0.996664584498708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 19, 'rf_n_estimators': 101}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:03:10,083] Trial 6729 finished with value: 0.9974353245695973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:03:11,776] Trial 6730 finished with value: 0.997591108628472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 71}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:03:18,835] Trial 6731 finished with value: 0.9967413604011535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 29, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:03:33,412] Trial 6732 finished with value: 0.9967865794291527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 61, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:03:35,228] Trial 6733 finished with value: 0.9956510438180604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 16, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:03:36,818] Trial 6734 finished with value: 0.9975618455795504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 89}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:03:39,183] Trial 6735 finished with value: 0.9973921951019501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 78}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:03:42,097] Trial 6736 finished with value: 0.9971212593450257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:03:45,365] Trial 6737 finished with value: 0.9975344469422652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:03:46,521] Trial 6738 finished with value: 0.9873280784275643 and parameters: {'classifier': 'SVC', 'svc_c': 100002.05217751411, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:03:49,004] Trial 6739 finished with value: 0.997100977425684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:03:51,928] Trial 6740 finished with value: 0.9971029138506325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:03:52,897] Trial 6741 finished with value: 0.9896851777552422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:03:54,296] Trial 6742 finished with value: 0.9969174529757364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 84}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:03:56,990] Trial 6743 finished with value: 0.9974670248359093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:03:57,741] Trial 6744 finished with value: 0.9919531768749353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:03:59,739] Trial 6745 finished with value: 0.9971821007866949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:04:03,370] Trial 6746 finished with value: 0.9970849258520292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:04:05,256] Trial 6747 finished with value: 0.9974179784701726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:04:10,989] Trial 6748 finished with value: 0.9969172327463962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 40, 'rf_n_estimators': 73}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:04:19,658] Trial 6749 finished with value: 0.9963745253830164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 47, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:04:22,973] Trial 6750 finished with value: 0.9975025520273665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:04:24,644] Trial 6751 finished with value: 0.997164634305387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:04:26,051] Trial 6752 finished with value: 0.9964371867080378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 81}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:04:28,212] Trial 6753 finished with value: 0.9974942531041074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:04:31,159] Trial 6754 finished with value: 0.9974955239216604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:04:37,222] Trial 6755 finished with value: 0.996762125593612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 29, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:04:37,973] Trial 6756 finished with value: 0.9930696521904826 and parameters: {'classifier': 'SVC', 'svc_c': 115.93898850190666, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:04:40,129] Trial 6757 finished with value: 0.9975833428703207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:04:41,942] Trial 6758 finished with value: 0.9972774385091107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:04:45,262] Trial 6759 finished with value: 0.9971180379791553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:04:46,276] Trial 6760 finished with value: 0.9961457997100355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 3, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:04:49,758] Trial 6761 finished with value: 0.9972573537456504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:04:51,880] Trial 6762 finished with value: 0.9975343775949375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 92}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:05:06,986] Trial 6763 finished with value: 0.9969400951480427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 63, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:05:08,276] Trial 6764 finished with value: 0.9973254660880176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:05:11,102] Trial 6765 finished with value: 0.9966391883964326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:05:13,680] Trial 6766 finished with value: 0.9972827736513562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:05:16,896] Trial 6767 finished with value: 0.9973977022636543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:05:18,371] Trial 6768 finished with value: 0.996916373664717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 2, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:05:19,612] Trial 6769 finished with value: 0.9968466979130276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 5, 'rf_n_estimators': 86}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:05:21,407] Trial 6770 finished with value: 0.9969972144948754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:05:23,388] Trial 6771 finished with value: 0.997298832143875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:05:25,600] Trial 6772 finished with value: 0.9977656057067086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:05:27,221] Trial 6773 finished with value: 0.9974148586656062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:05:28,215] Trial 6774 finished with value: 0.997000520474007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 54}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:05:29,319] Trial 6775 finished with value: 0.9876367036161061 and parameters: {'classifier': 'SVC', 'svc_c': 2.658046297278946, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:05:30,328] Trial 6776 finished with value: 0.9973934106638062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 53}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:05:31,762] Trial 6777 finished with value: 0.9973665589024047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 59}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:05:33,468] Trial 6778 finished with value: 0.9974981276678513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:05:34,573] Trial 6779 finished with value: 0.9972862775480791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 58}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:05:35,624] Trial 6780 finished with value: 0.9973204373435306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 48}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:05:36,998] Trial 6781 finished with value: 0.9976400368339795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 56}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:05:38,132] Trial 6782 finished with value: 0.9972300534641404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 64}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:05:39,877] Trial 6783 finished with value: 0.9973581951386006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:05:41,716] Trial 6784 finished with value: 0.9975892887768577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:05:43,457] Trial 6785 finished with value: 0.9974050620939693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:05:44,963] Trial 6786 finished with value: 0.9972000625697865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 64}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:05:46,547] Trial 6787 finished with value: 0.9976058532033593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:05:48,336] Trial 6788 finished with value: 0.9974908240136328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:05:49,503] Trial 6789 finished with value: 0.9974814553642023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 62}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:05:50,940] Trial 6790 finished with value: 0.9975645008681031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 56}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:05:52,713] Trial 6791 finished with value: 0.9974586388238321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:05:53,703] Trial 6792 finished with value: 0.9973393797327494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 61}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:05:55,450] Trial 6793 finished with value: 0.9976345311004811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:05:56,663] Trial 6794 finished with value: 0.9862803600830233 and parameters: {'classifier': 'SVC', 'svc_c': 0.45667779741582243, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:05:58,764] Trial 6795 finished with value: 0.9974196853983122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:06:00,395] Trial 6796 finished with value: 0.9971262926597714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:06:01,570] Trial 6797 finished with value: 0.997114103494242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 60}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:06:03,379] Trial 6798 finished with value: 0.9975172303969787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:06:04,825] Trial 6799 finished with value: 0.9975466439787954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:06:06,991] Trial 6800 finished with value: 0.9976133231324753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:06:10,692] Trial 6801 finished with value: 0.9968751533908936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 36, 'rf_n_estimators': 52}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:06:12,653] Trial 6802 finished with value: 0.9974696051595248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:06:14,273] Trial 6803 finished with value: 0.9973678523173478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:06:16,398] Trial 6804 finished with value: 0.9974568543599848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:06:18,003] Trial 6805 finished with value: 0.9974699904577213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:06:19,912] Trial 6806 finished with value: 0.99756261062181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:06:21,938] Trial 6807 finished with value: 0.997214738146463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:06:23,747] Trial 6808 finished with value: 0.9974959228354194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:06:25,549] Trial 6809 finished with value: 0.9975659521473981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:06:26,816] Trial 6810 finished with value: 0.9974589469037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 62}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:06:28,629] Trial 6811 finished with value: 0.997564757500823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:06:30,248] Trial 6812 finished with value: 0.9973027532036536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:06:32,703] Trial 6813 finished with value: 0.9974245770033011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:06:34,302] Trial 6814 finished with value: 0.9972924129299238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:06:35,571] Trial 6815 finished with value: 0.996755900393489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:06:36,439] Trial 6816 finished with value: 0.9924746307898883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:06:37,961] Trial 6817 finished with value: 0.9866083685003186 and parameters: {'classifier': 'SVC', 'svc_c': 69503541.05774234, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:06:40,241] Trial 6818 finished with value: 0.99746330854911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:06:42,231] Trial 6819 finished with value: 0.9975816902140028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:06:46,264] Trial 6820 finished with value: 0.9950920791876472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 43, 'rf_n_estimators': 102}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:06:50,949] Trial 6821 finished with value: 0.9964482660624188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 48, 'rf_n_estimators': 51}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:06:53,218] Trial 6822 finished with value: 0.997546544670883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:07:03,028] Trial 6823 finished with value: 0.9960332717847965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 44, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:07:06,625] Trial 6824 finished with value: 0.9966482127530427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 22, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:07:11,402] Trial 6825 finished with value: 0.997153692185718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 24, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:07:25,685] Trial 6826 finished with value: 0.9966688354105587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 70, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:07:28,514] Trial 6827 finished with value: 0.9967127391879345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 33, 'rf_n_estimators': 36}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:07:30,460] Trial 6828 finished with value: 0.9975326156967421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:07:32,139] Trial 6829 finished with value: 0.9975901369724349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:07:33,238] Trial 6830 finished with value: 0.9954980999845251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:07:35,700] Trial 6831 finished with value: 0.9978010867195103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:07:37,410] Trial 6832 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 6.940898939586779e-09, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:07:39,354] Trial 6833 finished with value: 0.9974826309045571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:07:41,293] Trial 6834 finished with value: 0.9977301889631693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:07:43,469] Trial 6835 finished with value: 0.997034527800551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:07:45,800] Trial 6836 finished with value: 0.9972799675442673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:07:47,957] Trial 6837 finished with value: 0.9974393345589924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:07:49,956] Trial 6838 finished with value: 0.9976486357756779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:07:51,972] Trial 6839 finished with value: 0.997260552704558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:07:54,003] Trial 6840 finished with value: 0.99740827511277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:07:56,404] Trial 6841 finished with value: 0.9975624551060633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:07:58,341] Trial 6842 finished with value: 0.9975421277063005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:08:00,377] Trial 6843 finished with value: 0.9972996521244525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:08:02,402] Trial 6844 finished with value: 0.9972489868080555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:08:04,679] Trial 6845 finished with value: 0.9975247611676634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:08:06,850] Trial 6846 finished with value: 0.9975137200891987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:08:08,882] Trial 6847 finished with value: 0.9975922190743787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:08:11,121] Trial 6848 finished with value: 0.997353776428433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:08:13,346] Trial 6849 finished with value: 0.9973785617346792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:08:15,478] Trial 6850 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 2.0137550424834527e-09, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:08:20,397] Trial 6851 finished with value: 0.996735859840934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 43, 'rf_n_estimators': 59}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:08:22,332] Trial 6852 finished with value: 0.9975691777978858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:08:24,344] Trial 6853 finished with value: 0.9974718943830526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:08:26,977] Trial 6854 finished with value: 0.9977349924319894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:08:36,653] Trial 6855 finished with value: 0.99690878681315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 44, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:08:38,793] Trial 6856 finished with value: 0.9976837763676841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:08:39,826] Trial 6857 finished with value: 0.9971101313999083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 2, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:08:41,870] Trial 6858 finished with value: 0.9976091658791896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:08:45,945] Trial 6859 finished with value: 0.9971857576918696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:08:48,132] Trial 6860 finished with value: 0.9973697908369981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:08:55,746] Trial 6861 finished with value: 0.9968211935527497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 40, 'rf_n_estimators': 104}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:09:08,279] Trial 6862 finished with value: 0.9967804160544734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 57, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:09:10,625] Trial 6863 finished with value: 0.9975607452897742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:09:12,446] Trial 6864 finished with value: 0.9974977822959423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:09:14,631] Trial 6865 finished with value: 0.9974268549281339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:09:15,845] Trial 6866 finished with value: 0.9972741220882074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:09:16,824] Trial 6867 finished with value: 0.9936731634813251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:09:19,250] Trial 6868 finished with value: 0.9974192547466457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:09:20,374] Trial 6869 finished with value: 0.9972322147839011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 46}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:09:21,340] Trial 6870 finished with value: 0.996908230130253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:09:23,029] Trial 6871 finished with value: 0.9853850036892219 and parameters: {'classifier': 'SVC', 'svc_c': 0.07656729424449052, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:09:24,915] Trial 6872 finished with value: 0.9977425276459809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:09:27,366] Trial 6873 finished with value: 0.9975777025680945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:09:29,402] Trial 6874 finished with value: 0.9975740957453381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:09:32,862] Trial 6875 finished with value: 0.9969929400017593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 20, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:09:35,053] Trial 6876 finished with value: 0.9974009752036244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:09:38,773] Trial 6877 finished with value: 0.9971851046844232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:09:42,591] Trial 6878 finished with value: 0.997510198038393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:09:44,600] Trial 6879 finished with value: 0.9976431374053739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:09:46,897] Trial 6880 finished with value: 0.9972336408950353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:09:48,745] Trial 6881 finished with value: 0.997553444555443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:09:50,243] Trial 6882 finished with value: 0.9970693758642643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:09:53,318] Trial 6883 finished with value: 0.9973671493544352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 14, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:09:55,316] Trial 6884 finished with value: 0.9974955012607944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:10:06,991] Trial 6885 finished with value: 0.9960154974140484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 69, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:10:08,358] Trial 6886 finished with value: 0.9971324340718185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:10:11,965] Trial 6887 finished with value: 0.997319797856433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:10:14,110] Trial 6888 finished with value: 0.9973358203581645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:10:15,924] Trial 6889 finished with value: 0.997343550855501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:10:17,694] Trial 6890 finished with value: 0.9852063832220469 and parameters: {'classifier': 'SVC', 'svc_c': 4.853969043382425e-10, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:10:19,522] Trial 6891 finished with value: 0.9973081291291104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 65}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:10:21,567] Trial 6892 finished with value: 0.9976094745620775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:10:23,582] Trial 6893 finished with value: 0.9973158458521949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 101}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:10:24,774] Trial 6894 finished with value: 0.9972863449593946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:10:27,090] Trial 6895 finished with value: 0.9971838097777983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:10:29,171] Trial 6896 finished with value: 0.9964394951647377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 14, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:10:32,029] Trial 6897 finished with value: 0.997467313809557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:10:34,119] Trial 6898 finished with value: 0.9972618386928307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:10:35,280] Trial 6899 finished with value: 0.9909364837314145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:10:37,699] Trial 6900 finished with value: 0.9975892180647999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:10:42,213] Trial 6901 finished with value: 0.9969178885785164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:10:44,033] Trial 6902 finished with value: 0.997474199888127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:10:52,965] Trial 6903 finished with value: 0.9966014846192811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 43, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:10:57,086] Trial 6904 finished with value: 0.9973788829540405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:10:59,502] Trial 6905 finished with value: 0.9974879460201832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:11:01,634] Trial 6906 finished with value: 0.9976103907085146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:11:02,502] Trial 6907 finished with value: 0.9906778382252547 and parameters: {'classifier': 'SVC', 'svc_c': 7.910527341385325, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:11:12,821] Trial 6908 finished with value: 0.9969538231894916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 52, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:11:16,220] Trial 6909 finished with value: 0.9973513619353843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:11:18,567] Trial 6910 finished with value: 0.9974106331440812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:11:20,761] Trial 6911 finished with value: 0.9976804928589909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:11:23,044] Trial 6912 finished with value: 0.997041929524904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:11:25,240] Trial 6913 finished with value: 0.9975080430979517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:11:30,425] Trial 6914 finished with value: 0.9970260047759275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 26, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:11:33,035] Trial 6915 finished with value: 0.9973765989990054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:11:39,253] Trial 6916 finished with value: 0.9956775326564902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 46, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:11:41,937] Trial 6917 finished with value: 0.9950986789268161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 28, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:11:44,257] Trial 6918 finished with value: 0.9973287305539663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:11:46,511] Trial 6919 finished with value: 0.9974216090646219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:11:49,652] Trial 6920 finished with value: 0.9972460544475705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:11:51,860] Trial 6921 finished with value: 0.9973131656493847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 57}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:11:52,725] Trial 6922 finished with value: 0.9971167794441725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 32}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:11:54,168] Trial 6923 finished with value: 0.9906440851193494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:11:56,019] Trial 6924 finished with value: 0.9959996154477709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:11:58,628] Trial 6925 finished with value: 0.9974635858114697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:12:00,706] Trial 6926 finished with value: 0.9974803354603993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:12:02,861] Trial 6927 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 5.251140346372609e-05, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:12:06,189] Trial 6928 finished with value: 0.9975544191313678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:12:08,113] Trial 6929 finished with value: 0.9974096075018636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:12:09,991] Trial 6930 finished with value: 0.9973314001880532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:12:12,432] Trial 6931 finished with value: 0.9975133175573184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:12:15,275] Trial 6932 finished with value: 0.997384297790172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:12:18,079] Trial 6933 finished with value: 0.9976466791336822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:12:19,097] Trial 6934 finished with value: 0.9935435919506576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:12:33,241] Trial 6935 finished with value: 0.9964896339809877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 68, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:12:36,373] Trial 6936 finished with value: 0.9973999764116762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:12:37,763] Trial 6937 finished with value: 0.9973434856975768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 63}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:12:43,600] Trial 6938 finished with value: 0.9968329131876761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 28, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:12:46,809] Trial 6939 finished with value: 0.9971893176694744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:12:51,495] Trial 6940 finished with value: 0.9968282281964648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 23, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:12:54,787] Trial 6941 finished with value: 0.9975389761638266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:12:57,493] Trial 6942 finished with value: 0.9972217246755101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:13:01,157] Trial 6943 finished with value: 0.9975874670844448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:13:02,997] Trial 6944 finished with value: 0.9974606904891229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:13:04,750] Trial 6945 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.780765347657975e-07, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:13:06,505] Trial 6946 finished with value: 0.995715256460261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:13:12,883] Trial 6947 finished with value: 0.9964239665683222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 44, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:13:13,872] Trial 6948 finished with value: 0.9968002902051799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 104}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:13:17,478] Trial 6949 finished with value: 0.996561526181183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 22, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:13:18,867] Trial 6950 finished with value: 0.9970255175355719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:13:21,145] Trial 6951 finished with value: 0.997546076473272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:13:23,054] Trial 6952 finished with value: 0.9976506669700181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:13:30,595] Trial 6953 finished with value: 0.9972134472388147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 35, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:13:33,359] Trial 6954 finished with value: 0.9975043610246165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:13:36,177] Trial 6955 finished with value: 0.9976168872360085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:13:38,064] Trial 6956 finished with value: 0.9972870559837356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:13:41,901] Trial 6957 finished with value: 0.997408208177523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:13:45,062] Trial 6958 finished with value: 0.9974148408289021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:13:53,129] Trial 6959 finished with value: 0.9968431323495507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 41, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:13:55,745] Trial 6960 finished with value: 0.9976342298442633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:13:57,734] Trial 6961 finished with value: 0.9971328643426302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:13:58,885] Trial 6962 finished with value: 0.9870237478857101 and parameters: {'classifier': 'SVC', 'svc_c': 230759.44709450917, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:14:04,777] Trial 6963 finished with value: 0.9936994825219498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 55, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:14:07,147] Trial 6964 finished with value: 0.9975360510078466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:14:10,269] Trial 6965 finished with value: 0.9971755649041957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:14:12,949] Trial 6966 finished with value: 0.9975217065527588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:14:15,849] Trial 6967 finished with value: 0.9973185681077322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:14:28,290] Trial 6968 finished with value: 0.996745920757602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 56, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:14:29,102] Trial 6969 finished with value: 0.9963362322329233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 25}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:14:35,184] Trial 6970 finished with value: 0.9970452113197501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 30, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:14:36,433] Trial 6971 finished with value: 0.9971659944968875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:14:37,383] Trial 6972 finished with value: 0.9957030385719254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 3, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:14:39,740] Trial 6973 finished with value: 0.9973433011733829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:14:40,997] Trial 6974 finished with value: 0.9943553183552541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:14:44,356] Trial 6975 finished with value: 0.9970055707685334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:14:48,648] Trial 6976 finished with value: 0.9973700548011745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:14:50,807] Trial 6977 finished with value: 0.9971866737748307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:14:55,501] Trial 6978 finished with value: 0.9962083992413512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 47, 'rf_n_estimators': 50}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:14:58,527] Trial 6979 finished with value: 0.9972610687311955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:15:01,007] Trial 6980 finished with value: 0.997647067478718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:15:02,716] Trial 6981 finished with value: 0.9850770828917987 and parameters: {'classifier': 'SVC', 'svc_c': 0.00014257105912730215, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:15:05,397] Trial 6982 finished with value: 0.9972120898402498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:15:07,938] Trial 6983 finished with value: 0.9975242848768859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:15:09,768] Trial 6984 finished with value: 0.9974749946370681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:15:12,630] Trial 6985 finished with value: 0.9972030211140451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:15:14,708] Trial 6986 finished with value: 0.9967092937841754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:15:17,473] Trial 6987 finished with value: 0.9976166766232545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:15:19,442] Trial 6988 finished with value: 0.9973417171661589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:15:24,495] Trial 6989 finished with value: 0.99737559789019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 24, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:15:25,420] Trial 6990 finished with value: 0.989364046561641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:15:27,174] Trial 6991 finished with value: 0.9972364140899144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:15:30,566] Trial 6992 finished with value: 0.9969902064157888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 19, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:15:33,817] Trial 6993 finished with value: 0.9971865904628235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 103}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:15:35,762] Trial 6994 finished with value: 0.9960877408259279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:15:39,082] Trial 6995 finished with value: 0.9974459236977001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:15:41,064] Trial 6996 finished with value: 0.9976367677025584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:15:43,325] Trial 6997 finished with value: 0.9975435464225022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:15:46,335] Trial 6998 finished with value: 0.997332309859957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:15:52,471] Trial 6999 finished with value: 0.9964783240824467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 35, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:15:54,760] Trial 7000 finished with value: 0.9974266844638328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:15:55,576] Trial 7001 finished with value: 0.9913570186542334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 4, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:15:58,185] Trial 7002 finished with value: 0.997434845136767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:15:59,876] Trial 7003 finished with value: 0.9866072213653911 and parameters: {'classifier': 'SVC', 'svc_c': 312427227.9884457, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:16:03,664] Trial 7004 finished with value: 0.9970212133357745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 26, 'rf_n_estimators': 66}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:16:05,677] Trial 7005 finished with value: 0.997509039382605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:16:13,432] Trial 7006 finished with value: 0.9969990617680419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 40, 'rf_n_estimators': 100}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:16:23,280] Trial 7007 finished with value: 0.9962177452616534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 46, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:16:32,565] Trial 7008 finished with value: 0.9965857820991326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 42, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:16:35,371] Trial 7009 finished with value: 0.9977069217762513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:16:51,561] Trial 7010 finished with value: 0.9966647139576326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 72, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:16:53,608] Trial 7011 finished with value: 0.9970704324826797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:16:56,427] Trial 7012 finished with value: 0.9973794582036136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:17:04,010] Trial 7013 finished with value: 0.9966137387205691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 38, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:17:06,363] Trial 7014 finished with value: 0.9974632963617535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:17:07,112] Trial 7015 finished with value: 0.9968985070953478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 61}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:17:08,324] Trial 7016 finished with value: 0.9910142341145708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:17:10,668] Trial 7017 finished with value: 0.997456276285738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:17:13,671] Trial 7018 finished with value: 0.9977466676021072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:17:15,374] Trial 7019 finished with value: 0.9851667268018764 and parameters: {'classifier': 'SVC', 'svc_c': 0.0005241334329696133, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:17:18,250] Trial 7020 finished with value: 0.9970683579343579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:17:20,691] Trial 7021 finished with value: 0.9968404653179723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:17:23,238] Trial 7022 finished with value: 0.9973959186884681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:17:25,383] Trial 7023 finished with value: 0.9970627425146512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:17:38,666] Trial 7024 finished with value: 0.9965602896405702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 62, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:17:41,335] Trial 7025 finished with value: 0.9972968194844727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:17:43,762] Trial 7026 finished with value: 0.9968510280426955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:17:49,192] Trial 7027 finished with value: 0.9969544841314146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 23, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:17:51,544] Trial 7028 finished with value: 0.9974425322801217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:18:03,597] Trial 7029 finished with value: 0.9969104005270552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 54, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:18:07,235] Trial 7030 finished with value: 0.9974784315985438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 17, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:18:08,767] Trial 7031 finished with value: 0.9954993912412905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:18:11,410] Trial 7032 finished with value: 0.9973915532345093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:18:17,860] Trial 7033 finished with value: 0.9968807117458428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 29, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:18:19,865] Trial 7034 finished with value: 0.9974364107042666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:18:22,380] Trial 7035 finished with value: 0.9974073726136332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:18:24,647] Trial 7036 finished with value: 0.9969681893533081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:18:25,615] Trial 7037 finished with value: 0.9904343180219201 and parameters: {'classifier': 'SVC', 'svc_c': 11920.460393874682, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:18:28,198] Trial 7038 finished with value: 0.9975415213218403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:18:30,481] Trial 7039 finished with value: 0.9974983889660436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:18:32,986] Trial 7040 finished with value: 0.9970973182671181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:18:35,136] Trial 7041 finished with value: 0.9975377158832588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:18:37,915] Trial 7042 finished with value: 0.9972910283319725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:18:39,441] Trial 7043 finished with value: 0.9968672802951394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 40}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:18:41,937] Trial 7044 finished with value: 0.9976130244470282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:18:44,699] Trial 7045 finished with value: 0.9972939061984704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:18:45,655] Trial 7046 finished with value: 0.9969021407366361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:18:48,214] Trial 7047 finished with value: 0.9975023085658782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:18:50,224] Trial 7048 finished with value: 0.9975661329582568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:18:53,182] Trial 7049 finished with value: 0.99742243358372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:18:55,936] Trial 7050 finished with value: 0.9971745471964547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:18:57,663] Trial 7051 finished with value: 0.9973705896483912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:19:05,403] Trial 7052 finished with value: 0.9966823759444502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 37, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:19:13,565] Trial 7053 finished with value: 0.9969501819628434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 32, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:19:26,492] Trial 7054 finished with value: 0.9965921558961384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 62, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:19:29,705] Trial 7055 finished with value: 0.9973288880057254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:19:31,419] Trial 7056 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.7365477371057997e-06, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:19:35,833] Trial 7057 finished with value: 0.997205950776808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:19:37,696] Trial 7058 finished with value: 0.9957274393099468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:19:40,226] Trial 7059 finished with value: 0.9976266227439113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:19:43,880] Trial 7060 finished with value: 0.995781423110211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 28, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:19:45,091] Trial 7061 finished with value: 0.9962777363178299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:19:49,116] Trial 7062 finished with value: 0.9973698688487747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:19:51,362] Trial 7063 finished with value: 0.99743747843095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:19:59,414] Trial 7064 finished with value: 0.9969756915916138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 36, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:20:02,094] Trial 7065 finished with value: 0.9973625272994943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:20:06,647] Trial 7066 finished with value: 0.9972435386153834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:20:18,716] Trial 7067 finished with value: 0.9962481637608346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 61, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:20:20,903] Trial 7068 finished with value: 0.9975725153244976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:20:23,019] Trial 7069 finished with value: 0.997458565826645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:20:25,187] Trial 7070 finished with value: 0.9974207764523572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:20:39,000] Trial 7071 finished with value: 0.9966078870121415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 63, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:20:42,107] Trial 7072 finished with value: 0.9975094461673651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:20:45,563] Trial 7073 finished with value: 0.9972542998924556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:20:48,051] Trial 7074 finished with value: 0.9970745290848244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:20:48,923] Trial 7075 finished with value: 0.9910142728030801 and parameters: {'classifier': 'SVC', 'svc_c': 26.966384583320124, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:20:50,901] Trial 7076 finished with value: 0.9973402728374655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:20:54,277] Trial 7077 finished with value: 0.9975198519798738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:20:56,557] Trial 7078 finished with value: 0.997449977072815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:20:58,480] Trial 7079 finished with value: 0.9971406680593189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:21:01,201] Trial 7080 finished with value: 0.9974339374960892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:21:04,146] Trial 7081 finished with value: 0.9974838777282521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:21:06,830] Trial 7082 finished with value: 0.9970434382498113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:21:21,260] Trial 7083 finished with value: 0.9967207293330919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 68, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:21:23,478] Trial 7084 finished with value: 0.9974154724767366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:21:25,232] Trial 7085 finished with value: 0.9945678619165667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:21:32,608] Trial 7086 finished with value: 0.9970035356069546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 35, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:21:34,821] Trial 7087 finished with value: 0.9974370229919775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:21:37,086] Trial 7088 finished with value: 0.9974880506283262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:21:40,208] Trial 7089 finished with value: 0.997537606101837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:21:42,700] Trial 7090 finished with value: 0.997320043095244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:21:43,986] Trial 7091 finished with value: 0.9972129935771651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:21:45,320] Trial 7092 finished with value: 0.9918528299268456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 18, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:21:47,079] Trial 7093 finished with value: 0.9853260076799205 and parameters: {'classifier': 'SVC', 'svc_c': 0.0020129881003341137, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:21:51,283] Trial 7094 finished with value: 0.9967039171922224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 27, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:21:52,709] Trial 7095 finished with value: 0.9966163916287788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:21:56,233] Trial 7096 finished with value: 0.9973577170387623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:21:57,006] Trial 7097 finished with value: 0.9960566223471977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 22}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:21:59,208] Trial 7098 finished with value: 0.9973880950721115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 99}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:22:06,834] Trial 7099 finished with value: 0.996728943896993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 32, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:22:09,321] Trial 7100 finished with value: 0.9972434809476054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:22:10,231] Trial 7101 finished with value: 0.9967447934588667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:22:12,111] Trial 7102 finished with value: 0.9961785405988578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:22:15,260] Trial 7103 finished with value: 0.9975299132139209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:22:17,579] Trial 7104 finished with value: 0.9972583887188128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 102}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:22:22,851] Trial 7105 finished with value: 0.9968111996665421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 24, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:22:26,950] Trial 7106 finished with value: 0.996746894920934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 21, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:22:28,433] Trial 7107 finished with value: 0.9971322687173205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:22:30,538] Trial 7108 finished with value: 0.9974967435142309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:22:32,963] Trial 7109 finished with value: 0.9973949252919644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:22:35,230] Trial 7110 finished with value: 0.9973417298295839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:22:37,522] Trial 7111 finished with value: 0.9976136339100653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:22:40,450] Trial 7112 finished with value: 0.9974627602132826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:22:41,738] Trial 7113 finished with value: 0.9864216119253498 and parameters: {'classifier': 'SVC', 'svc_c': 1.0825377502217444, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:22:43,097] Trial 7114 finished with value: 0.9973618668971157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:22:44,220] Trial 7115 finished with value: 0.9972113166096103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:22:47,262] Trial 7116 finished with value: 0.9969037969475995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:22:49,472] Trial 7117 finished with value: 0.9973162624122304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:22:52,747] Trial 7118 finished with value: 0.9974268452163342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:22:56,570] Trial 7119 finished with value: 0.9974950313493366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:22:59,481] Trial 7120 finished with value: 0.9935615673810494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 34, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:23:01,944] Trial 7121 finished with value: 0.9975722889380036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:23:04,950] Trial 7122 finished with value: 0.9972869651181065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:23:06,960] Trial 7123 finished with value: 0.9975310358789219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:23:09,315] Trial 7124 finished with value: 0.9973403980752485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:23:12,409] Trial 7125 finished with value: 0.9970869712014762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:23:13,392] Trial 7126 finished with value: 0.9974001814702964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 54}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:23:15,614] Trial 7127 finished with value: 0.9971117274675371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 67}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:23:16,866] Trial 7128 finished with value: 0.9956932740238372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:23:19,832] Trial 7129 finished with value: 0.997554491684224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:23:21,050] Trial 7130 finished with value: 0.9970899318086989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 43}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:23:22,760] Trial 7131 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 3.880508135521313e-07, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:23:24,830] Trial 7132 finished with value: 0.9974838779504173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:23:27,376] Trial 7133 finished with value: 0.9976360335730208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:23:41,609] Trial 7134 finished with value: 0.9966949151790993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 60, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:23:44,251] Trial 7135 finished with value: 0.9974486494126696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:23:58,773] Trial 7136 finished with value: 0.9962671094825337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 71, 'rf_n_estimators': 105}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:24:00,919] Trial 7137 finished with value: 0.9972983212587785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:24:03,425] Trial 7138 finished with value: 0.9974469479117123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:24:05,257] Trial 7139 finished with value: 0.9976495098059117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:24:06,739] Trial 7140 finished with value: 0.9966194397056745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 63}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:24:09,007] Trial 7141 finished with value: 0.9974775266555881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:24:09,641] Trial 7142 finished with value: 0.994419036266953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 11, 'rf_n_estimators': 12}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:24:12,421] Trial 7143 finished with value: 0.9974432446374549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:24:14,437] Trial 7144 finished with value: 0.9967222190469927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:24:15,699] Trial 7145 finished with value: 0.9973424772890427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:24:19,846] Trial 7146 finished with value: 0.9967880728246508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 19, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:24:23,646] Trial 7147 finished with value: 0.9973973066823757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:24:24,339] Trial 7148 finished with value: 0.997113339626285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 18}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:24:25,130] Trial 7149 finished with value: 0.992583024630514 and parameters: {'classifier': 'SVC', 'svc_c': 282.73182256745264, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:24:28,465] Trial 7150 finished with value: 0.9973092987027384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:24:38,587] Trial 7151 finished with value: 0.9967344094185625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 47, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:24:41,217] Trial 7152 finished with value: 0.997525717906884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:24:43,702] Trial 7153 finished with value: 0.9973718632271421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:24:45,470] Trial 7154 finished with value: 0.9974215913866074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:24:48,488] Trial 7155 finished with value: 0.9972194867721788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:24:50,222] Trial 7156 finished with value: 0.9975555977185616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:24:52,317] Trial 7157 finished with value: 0.9975754924036941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:24:53,291] Trial 7158 finished with value: 0.9969241027021095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:24:55,746] Trial 7159 finished with value: 0.9976531854364517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:24:57,316] Trial 7160 finished with value: 0.9907738536472087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:25:00,427] Trial 7161 finished with value: 0.9974496621058213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:25:01,725] Trial 7162 finished with value: 0.9969215159991748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 59}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:25:06,299] Trial 7163 finished with value: 0.9973983700927033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 20, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:25:08,776] Trial 7164 finished with value: 0.9974405644029068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:25:22,088] Trial 7165 finished with value: 0.9968991215729742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 57, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:25:24,231] Trial 7166 finished with value: 0.9974625197668957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:25:27,114] Trial 7167 finished with value: 0.9974290130106281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:26:01,159] Trial 7168 finished with value: 0.9898141007217708 and parameters: {'classifier': 'SVC', 'svc_c': 27108063.00560008, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:26:02,985] Trial 7169 finished with value: 0.9970094342557477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:26:05,093] Trial 7170 finished with value: 0.9971746735768022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:26:06,779] Trial 7171 finished with value: 0.996366732139837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:26:10,001] Trial 7172 finished with value: 0.9971824425722203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:26:13,524] Trial 7173 finished with value: 0.9969613748437194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:26:15,752] Trial 7174 finished with value: 0.9973935546269544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:26:17,580] Trial 7175 finished with value: 0.9973101768271624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:26:19,599] Trial 7176 finished with value: 0.9974341711823019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:26:25,700] Trial 7177 finished with value: 0.9970267957797954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 28, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:26:31,622] Trial 7178 finished with value: 0.9973020543984067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 25, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:26:33,686] Trial 7179 finished with value: 0.9974236770749347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 97}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:26:37,351] Trial 7180 finished with value: 0.997364069222253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:26:38,413] Trial 7181 finished with value: 0.9970908381798603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:26:41,841] Trial 7182 finished with value: 0.9973786625660113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:26:44,418] Trial 7183 finished with value: 0.9974110735075475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:26:45,481] Trial 7184 finished with value: 0.9966618392014497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 3, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:26:47,844] Trial 7185 finished with value: 0.9976617476256533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:27:01,602] Trial 7186 finished with value: 0.9966422637361907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 63, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:27:02,820] Trial 7187 finished with value: 0.9867885922078895 and parameters: {'classifier': 'SVC', 'svc_c': 1177895.2002623854, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:27:04,708] Trial 7188 finished with value: 0.9969447340558123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:27:09,481] Trial 7189 finished with value: 0.997173905011635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 23, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:27:11,926] Trial 7190 finished with value: 0.9973789433195407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:27:20,615] Trial 7191 finished with value: 0.9968594415080626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 40, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:27:22,916] Trial 7192 finished with value: 0.9974068849289469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:27:26,069] Trial 7193 finished with value: 0.9971283933283911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:27:28,771] Trial 7194 finished with value: 0.9972767065060127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:27:31,852] Trial 7195 finished with value: 0.9974296700170507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:27:33,692] Trial 7196 finished with value: 0.9973142005590715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:27:40,455] Trial 7197 finished with value: 0.9971969140106759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 31, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:27:43,745] Trial 7198 finished with value: 0.9974912727241684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 104}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:27:46,903] Trial 7199 finished with value: 0.9976766715197177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:27:49,378] Trial 7200 finished with value: 0.9970907349999232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:27:51,749] Trial 7201 finished with value: 0.9973950929633295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:27:52,827] Trial 7202 finished with value: 0.9962469868874876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:27:53,975] Trial 7203 finished with value: 0.9972108298453234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:27:56,488] Trial 7204 finished with value: 0.9972286970811887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:27:58,154] Trial 7205 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.1113894331269675e-05, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:28:00,556] Trial 7206 finished with value: 0.9969116299583769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:28:03,322] Trial 7207 finished with value: 0.997480012781094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:28:07,348] Trial 7208 finished with value: 0.9975296678798963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:28:10,454] Trial 7209 finished with value: 0.9947018609488022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 33, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:28:19,269] Trial 7210 finished with value: 0.9968538716322531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 43, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:28:21,978] Trial 7211 finished with value: 0.9958230727344466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 21, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:28:22,915] Trial 7212 finished with value: 0.9969686364134728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:28:25,242] Trial 7213 finished with value: 0.997352546679732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 66}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:28:29,293] Trial 7214 finished with value: 0.9972401356134685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:28:31,283] Trial 7215 finished with value: 0.9976193138846758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:28:33,752] Trial 7216 finished with value: 0.9971360507333266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:28:40,978] Trial 7217 finished with value: 0.9969100430947414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 32, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:28:45,637] Trial 7218 finished with value: 0.9899929106007775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 71, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:28:48,401] Trial 7219 finished with value: 0.997236413867749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:28:50,739] Trial 7220 finished with value: 0.9974438415640186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:28:52,887] Trial 7221 finished with value: 0.9973443560462133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:28:55,191] Trial 7222 finished with value: 0.9974850420968634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:28:58,122] Trial 7223 finished with value: 0.9972091124754122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:28:59,286] Trial 7224 finished with value: 0.9883296629941372 and parameters: {'classifier': 'SVC', 'svc_c': 37090.28007822692, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:29:07,302] Trial 7225 finished with value: 0.9969266656650894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 38, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:29:09,474] Trial 7226 finished with value: 0.9974885267286763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:29:12,787] Trial 7227 finished with value: 0.9974478902419229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:29:15,236] Trial 7228 finished with value: 0.9975032442628663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:29:17,756] Trial 7229 finished with value: 0.9971191748310009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:29:20,390] Trial 7230 finished with value: 0.9973731163349427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:29:23,330] Trial 7231 finished with value: 0.9974149858394016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:29:25,513] Trial 7232 finished with value: 0.9972454964951574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:29:28,173] Trial 7233 finished with value: 0.9972583354308663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:29:31,740] Trial 7234 finished with value: 0.997493414588592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:29:33,060] Trial 7235 finished with value: 0.9896964469975237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:29:35,247] Trial 7236 finished with value: 0.9968865361279322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:29:37,713] Trial 7237 finished with value: 0.9970211938486994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:29:40,267] Trial 7238 finished with value: 0.9973840867013495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 102}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:29:42,493] Trial 7239 finished with value: 0.9973870678747362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:29:52,767] Trial 7240 finished with value: 0.9966973001876318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 49, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:29:55,240] Trial 7241 finished with value: 0.9975178833726869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:29:59,454] Trial 7242 finished with value: 0.9970664542946678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 23, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:30:01,153] Trial 7243 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.313066596698429e-08, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:30:05,211] Trial 7244 finished with value: 0.9975589623810842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:30:06,966] Trial 7245 finished with value: 0.9975391672577675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:30:09,625] Trial 7246 finished with value: 0.9975816539375746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:30:12,678] Trial 7247 finished with value: 0.9974292586302941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:30:15,397] Trial 7248 finished with value: 0.9975535220594131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:30:16,973] Trial 7249 finished with value: 0.9967204739064125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:30:32,363] Trial 7250 finished with value: 0.9965127997652914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 68, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:30:38,663] Trial 7251 finished with value: 0.9963720494136408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 27, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:30:41,879] Trial 7252 finished with value: 0.9974759938733468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:30:44,159] Trial 7253 finished with value: 0.99730274066718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:30:47,103] Trial 7254 finished with value: 0.9975121857835378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:30:55,047] Trial 7255 finished with value: 0.9967402738856291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 42, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:30:57,318] Trial 7256 finished with value: 0.9974043794115796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:31:04,347] Trial 7257 finished with value: 0.9970635962008864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 33, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:31:07,113] Trial 7258 finished with value: 0.9974330159859459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:31:09,304] Trial 7259 finished with value: 0.9973732598220225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:31:12,214] Trial 7260 finished with value: 0.996362775247961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 19, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:31:14,808] Trial 7261 finished with value: 0.9976238173033183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:31:17,464] Trial 7262 finished with value: 0.9968247321707432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:31:18,294] Trial 7263 finished with value: 0.9916579699976036 and parameters: {'classifier': 'SVC', 'svc_c': 68.57953778491878, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:31:19,995] Trial 7264 finished with value: 0.9961648573713342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:31:23,394] Trial 7265 finished with value: 0.9976670701362119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:31:25,957] Trial 7266 finished with value: 0.9970383912560274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:31:27,097] Trial 7267 finished with value: 0.997007666612991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 56}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:31:40,043] Trial 7268 finished with value: 0.9961517441566289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 62, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:31:42,454] Trial 7269 finished with value: 0.997339880366502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:31:43,810] Trial 7270 finished with value: 0.9956301980430547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:31:46,140] Trial 7271 finished with value: 0.9975146873019289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:31:48,488] Trial 7272 finished with value: 0.9971601254913002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 96}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:31:54,585] Trial 7273 finished with value: 0.99712713415865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 27, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:31:57,793] Trial 7274 finished with value: 0.9971182393244403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:32:01,702] Trial 7275 finished with value: 0.9975968092961983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:32:03,584] Trial 7276 finished with value: 0.9972347819997607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:32:05,767] Trial 7277 finished with value: 0.9972906945761374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:32:07,219] Trial 7278 finished with value: 0.9971308980205728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 1, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:32:08,148] Trial 7279 finished with value: 0.9965355149665228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 2, 'rf_n_estimators': 99}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:32:10,541] Trial 7280 finished with value: 0.9975726227573144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:32:13,473] Trial 7281 finished with value: 0.996961605451355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:32:15,613] Trial 7282 finished with value: 0.9973402670294286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:32:17,315] Trial 7283 finished with value: 0.9850764277579126 and parameters: {'classifier': 'SVC', 'svc_c': 2.8473411716570984e-10, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:32:19,757] Trial 7284 finished with value: 0.9974818194932147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:32:21,596] Trial 7285 finished with value: 0.9974820949465135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:32:23,864] Trial 7286 finished with value: 0.9975223659395244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:32:27,491] Trial 7287 finished with value: 0.9974299209052093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:32:30,680] Trial 7288 finished with value: 0.9974623048060484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:32:33,457] Trial 7289 finished with value: 0.997303911351635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:32:36,034] Trial 7290 finished with value: 0.9975865592850773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:32:46,909] Trial 7291 finished with value: 0.9969223454376488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 46, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:32:48,610] Trial 7292 finished with value: 0.9974457474571001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:32:50,666] Trial 7293 finished with value: 0.9974648221616551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:32:53,069] Trial 7294 finished with value: 0.9972633327865629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:32:56,183] Trial 7295 finished with value: 0.997027618775474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:32:57,209] Trial 7296 finished with value: 0.9971719307551008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 105}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:32:58,613] Trial 7297 finished with value: 0.9975115699729192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 61}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:32:59,248] Trial 7298 finished with value: 0.9879575934746591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 4, 'rf_n_estimators': 64}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:33:10,905] Trial 7299 finished with value: 0.9961768604257744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 50, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:33:12,469] Trial 7300 finished with value: 0.9867327158444649 and parameters: {'classifier': 'SVC', 'svc_c': 1696665632.0302036, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:33:14,478] Trial 7301 finished with value: 0.9973850798756879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:33:19,226] Trial 7302 finished with value: 0.9897276386638687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 74, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:33:23,060] Trial 7303 finished with value: 0.9969333174861644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:33:25,645] Trial 7304 finished with value: 0.9965586757362374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:33:27,452] Trial 7305 finished with value: 0.997511927532185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:33:30,689] Trial 7306 finished with value: 0.9974694150177211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:33:33,149] Trial 7307 finished with value: 0.9976243104786625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:33:36,431] Trial 7308 finished with value: 0.9974814100424704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:33:41,056] Trial 7309 finished with value: 0.9971399186321098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 20, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:33:42,437] Trial 7310 finished with value: 0.9969779639940509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 68}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:33:44,734] Trial 7311 finished with value: 0.9974947226029727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:33:47,028] Trial 7312 finished with value: 0.9971441095275777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:33:49,637] Trial 7313 finished with value: 0.9973816512612818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:33:52,495] Trial 7314 finished with value: 0.9975637247493139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:33:54,277] Trial 7315 finished with value: 0.9972863327720382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:33:56,444] Trial 7316 finished with value: 0.9973243929024145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:33:58,496] Trial 7317 finished with value: 0.9973001332711298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:33:59,205] Trial 7318 finished with value: 0.994850344876366 and parameters: {'classifier': 'SVC', 'svc_c': 716.791824298902, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:34:02,848] Trial 7319 finished with value: 0.9971020415977216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:34:05,998] Trial 7320 finished with value: 0.9974087874895482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:34:08,698] Trial 7321 finished with value: 0.9972391669407946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:34:10,738] Trial 7322 finished with value: 0.9976264416156734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:34:21,239] Trial 7323 finished with value: 0.9962007306964101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 45, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:34:23,584] Trial 7324 finished with value: 0.9972568039816171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:34:36,698] Trial 7325 finished with value: 0.9966548330266377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 55, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:34:41,136] Trial 7326 finished with value: 0.9972791791746459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:34:42,235] Trial 7327 finished with value: 0.9936938313970973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:34:45,405] Trial 7328 finished with value: 0.9971238646463741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:34:46,358] Trial 7329 finished with value: 0.9969839732811892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:34:48,849] Trial 7330 finished with value: 0.9975801244560757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:34:49,821] Trial 7331 finished with value: 0.9967825982895153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 30}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:34:51,373] Trial 7332 finished with value: 0.9969828032632305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:34:54,055] Trial 7333 finished with value: 0.9976516841699525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:34:56,679] Trial 7334 finished with value: 0.9973860917753918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:35:04,506] Trial 7335 finished with value: 0.9970209981844999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 35, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:35:06,289] Trial 7336 finished with value: 0.9854048304869704 and parameters: {'classifier': 'SVC', 'svc_c': 0.15830850021203757, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:35:09,142] Trial 7337 finished with value: 0.9974614605459718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:35:21,336] Trial 7338 finished with value: 0.9960809415505348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 54, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:35:23,929] Trial 7339 finished with value: 0.9971138508604985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:35:25,838] Trial 7340 finished with value: 0.9973471388259404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:35:26,866] Trial 7341 finished with value: 0.9949114519643208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:35:31,416] Trial 7342 finished with value: 0.9971061191571219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 21, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:35:33,896] Trial 7343 finished with value: 0.9971446571016953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:35:36,911] Trial 7344 finished with value: 0.9971456695726814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:35:37,783] Trial 7345 finished with value: 0.9926694919251706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:35:41,352] Trial 7346 finished with value: 0.9974455515072593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:35:43,595] Trial 7347 finished with value: 0.9974637621790216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:35:46,614] Trial 7348 finished with value: 0.9972518764810548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:35:55,692] Trial 7349 finished with value: 0.9968115339936595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 49, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:36:02,274] Trial 7350 finished with value: 0.9966400856270766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 28, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:36:03,885] Trial 7351 finished with value: 0.99723868560369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 3, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:36:06,152] Trial 7352 finished with value: 0.997355023537769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:36:08,529] Trial 7353 finished with value: 0.9973932336614962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:36:10,994] Trial 7354 finished with value: 0.9972989747422933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:36:12,201] Trial 7355 finished with value: 0.9911976583679447 and parameters: {'classifier': 'SVC', 'svc_c': 13.127270623912908, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:36:13,977] Trial 7356 finished with value: 0.99642096606655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:36:16,035] Trial 7357 finished with value: 0.9974118555930632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:36:18,288] Trial 7358 finished with value: 0.9974754306207029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:36:20,522] Trial 7359 finished with value: 0.9966171807601101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:36:22,289] Trial 7360 finished with value: 0.9973770839224937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:36:25,139] Trial 7361 finished with value: 0.9974823168262249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:36:26,115] Trial 7362 finished with value: 0.9965936050172557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 2, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:36:27,850] Trial 7363 finished with value: 0.9974859614170911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:36:30,209] Trial 7364 finished with value: 0.9973755244169343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:36:33,608] Trial 7365 finished with value: 0.9971124395392291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:36:35,950] Trial 7366 finished with value: 0.9974850701531736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:36:38,309] Trial 7367 finished with value: 0.9973006104188307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:36:41,095] Trial 7368 finished with value: 0.997447621294895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:36:43,571] Trial 7369 finished with value: 0.9974599601046581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:36:51,773] Trial 7370 finished with value: 0.996653371051668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 36, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:36:53,801] Trial 7371 finished with value: 0.9974385539016825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:36:57,569] Trial 7372 finished with value: 0.9968873779441898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 18, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:37:09,456] Trial 7373 finished with value: 0.9961182463187134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 58, 'rf_n_estimators': 105}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:37:10,268] Trial 7374 finished with value: 0.9930573640344197 and parameters: {'classifier': 'SVC', 'svc_c': 2419.0204474249936, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:37:12,024] Trial 7375 finished with value: 0.9962995759336701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:37:13,284] Trial 7376 finished with value: 0.9916728507915896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:37:16,077] Trial 7377 finished with value: 0.9972433306051379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:37:19,205] Trial 7378 finished with value: 0.9974021375410097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:37:21,821] Trial 7379 finished with value: 0.9973892241481698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:37:26,275] Trial 7380 finished with value: 0.9971551107114923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:37:29,168] Trial 7381 finished with value: 0.9974221154429355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:37:31,185] Trial 7382 finished with value: 0.9974237141448107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:37:33,221] Trial 7383 finished with value: 0.9975867651371454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:37:35,849] Trial 7384 finished with value: 0.9975002034222137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 98}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:37:38,559] Trial 7385 finished with value: 0.997458374732704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:37:39,930] Trial 7386 finished with value: 0.9972581988309125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 4, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:37:42,792] Trial 7387 finished with value: 0.9971471941982806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:37:45,431] Trial 7388 finished with value: 0.9974704631303773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:37:54,430] Trial 7389 finished with value: 0.9969602211390448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 39, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:37:56,228] Trial 7390 finished with value: 0.9971217021523108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 95}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:37:58,700] Trial 7391 finished with value: 0.9974086196594935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:38:00,417] Trial 7392 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 5.970062329454977e-08, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:38:02,211] Trial 7393 finished with value: 0.9975293682105738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:38:04,837] Trial 7394 finished with value: 0.9973451206124043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:38:07,880] Trial 7395 finished with value: 0.9971911916342212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:38:10,392] Trial 7396 finished with value: 0.997352233934392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:38:13,078] Trial 7397 finished with value: 0.9967982855119925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:38:16,316] Trial 7398 finished with value: 0.9975949245088254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:38:20,120] Trial 7399 finished with value: 0.9973558540235938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:38:29,752] Trial 7400 finished with value: 0.9965669407634111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 51, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:38:31,548] Trial 7401 finished with value: 0.9973518586018982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:38:38,163] Trial 7402 finished with value: 0.9945614626974972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 53, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:38:41,398] Trial 7403 finished with value: 0.9976124115880349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:38:43,187] Trial 7404 finished with value: 0.9974063176773268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:38:46,176] Trial 7405 finished with value: 0.9960708349947557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 22, 'rf_n_estimators': 66}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:38:48,780] Trial 7406 finished with value: 0.9974722449599785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:38:50,573] Trial 7407 finished with value: 0.9972638516696121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:38:52,247] Trial 7408 finished with value: 0.9930714440492624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 39, 'rf_n_estimators': 58}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:38:54,360] Trial 7409 finished with value: 0.9975307247839528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:38:55,737] Trial 7410 finished with value: 0.9967524074463446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:38:57,546] Trial 7411 finished with value: 0.9853902475532458 and parameters: {'classifier': 'SVC', 'svc_c': 0.010352858837399335, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:39:00,071] Trial 7412 finished with value: 0.9966819499582563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 24, 'rf_n_estimators': 50}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:39:02,664] Trial 7413 finished with value: 0.9974420712552777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:39:12,884] Trial 7414 finished with value: 0.9971477358374093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 45, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:39:15,709] Trial 7415 finished with value: 0.997626284322604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:39:18,567] Trial 7416 finished with value: 0.9966366192445607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 19, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:39:23,526] Trial 7417 finished with value: 0.9968829723100402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 24, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:39:25,880] Trial 7418 finished with value: 0.9969065461803583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:39:27,672] Trial 7419 finished with value: 0.9973238085758002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 5, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:39:42,331] Trial 7420 finished with value: 0.9966688108454185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 66, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:39:45,683] Trial 7421 finished with value: 0.99735148895049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:39:48,657] Trial 7422 finished with value: 0.9975887483755073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:39:52,151] Trial 7423 finished with value: 0.9976036807118551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:39:58,258] Trial 7424 finished with value: 0.9970987683721105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 29, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:40:00,780] Trial 7425 finished with value: 0.9974102311517453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:40:03,037] Trial 7426 finished with value: 0.9972346475579844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:40:05,083] Trial 7427 finished with value: 0.997433330096016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:40:07,523] Trial 7428 finished with value: 0.9973508045542531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:40:13,183] Trial 7429 finished with value: 0.9970913113920608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 25, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:40:14,911] Trial 7430 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 2.6056816564473705e-05, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:40:16,794] Trial 7431 finished with value: 0.9973732523953522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:40:20,205] Trial 7432 finished with value: 0.9975191205797961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:40:22,414] Trial 7433 finished with value: 0.9975113967791582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:40:24,906] Trial 7434 finished with value: 0.9971912084235742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:40:26,241] Trial 7435 finished with value: 0.9973722255788319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:40:27,349] Trial 7436 finished with value: 0.9872512318765368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 3, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:40:30,117] Trial 7437 finished with value: 0.9973136330535479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:40:33,481] Trial 7438 finished with value: 0.996910553916362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:40:39,438] Trial 7439 finished with value: 0.9960283717692621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 45, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:40:51,189] Trial 7440 finished with value: 0.996748955028508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 52, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:40:53,140] Trial 7441 finished with value: 0.9976336220950732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:40:56,164] Trial 7442 finished with value: 0.9973830544893848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:40:57,759] Trial 7443 finished with value: 0.9967087267864585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:41:00,447] Trial 7444 finished with value: 0.9975692604751348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:41:02,877] Trial 7445 finished with value: 0.9968995790431725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:41:04,366] Trial 7446 finished with value: 0.996319929358517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:41:06,861] Trial 7447 finished with value: 0.9973404291783979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:41:08,221] Trial 7448 finished with value: 0.9867027391369558 and parameters: {'classifier': 'SVC', 'svc_c': 3832099.9122460824, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:41:10,255] Trial 7449 finished with value: 0.9972334627818986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:41:13,230] Trial 7450 finished with value: 0.9975225035550913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:41:15,839] Trial 7451 finished with value: 0.99708225913783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:41:19,004] Trial 7452 finished with value: 0.9975038590896098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:41:25,981] Trial 7453 finished with value: 0.996516370216406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 40, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:41:27,871] Trial 7454 finished with value: 0.9976829572757682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:41:29,014] Trial 7455 finished with value: 0.9934521711303542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:41:30,005] Trial 7456 finished with value: 0.9943372715780461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 33, 'rf_n_estimators': 9}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:41:31,405] Trial 7457 finished with value: 0.996651054089209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 100}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:41:32,922] Trial 7458 finished with value: 0.9973658794572815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:41:35,168] Trial 7459 finished with value: 0.9976358678059299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:41:36,765] Trial 7460 finished with value: 0.9957239305890623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:41:41,125] Trial 7461 finished with value: 0.9972993129096973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:41:43,508] Trial 7462 finished with value: 0.9974315757514426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:41:46,126] Trial 7463 finished with value: 0.9972326816802579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:41:49,568] Trial 7464 finished with value: 0.9970954069785923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:41:52,880] Trial 7465 finished with value: 0.9973728572266664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:41:58,267] Trial 7466 finished with value: 0.9969013249454625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 26, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:41:59,939] Trial 7467 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.6020888802604897e-09, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:42:02,545] Trial 7468 finished with value: 0.9971892863758978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:42:04,570] Trial 7469 finished with value: 0.997292747637896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:42:07,255] Trial 7470 finished with value: 0.9975116103752756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:42:08,131] Trial 7471 finished with value: 0.9955519334740593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 69}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:42:10,928] Trial 7472 finished with value: 0.9976005950890151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:42:13,478] Trial 7473 finished with value: 0.997580478016365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:42:16,351] Trial 7474 finished with value: 0.9970638979966484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:42:18,458] Trial 7475 finished with value: 0.9976236203696024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:42:22,404] Trial 7476 finished with value: 0.9972178743912655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 19, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:42:24,853] Trial 7477 finished with value: 0.9971235136885933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:42:38,643] Trial 7478 finished with value: 0.9966946488028418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 55, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:42:40,926] Trial 7479 finished with value: 0.9974591816690017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:42:42,555] Trial 7480 finished with value: 0.997004022561669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:42:45,278] Trial 7481 finished with value: 0.9975005241655065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:42:57,728] Trial 7482 finished with value: 0.996580498054918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 56, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:42:59,053] Trial 7483 finished with value: 0.9968321579524297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:43:00,978] Trial 7484 finished with value: 0.9972653433512632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:43:02,752] Trial 7485 finished with value: 0.9972575007556378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:43:06,920] Trial 7486 finished with value: 0.9967529866631559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 23, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:43:08,185] Trial 7487 finished with value: 0.994632705127513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 3, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:43:09,963] Trial 7488 finished with value: 0.9852068747152819 and parameters: {'classifier': 'SVC', 'svc_c': 7.865933008683723e-09, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:43:16,070] Trial 7489 finished with value: 0.9968239188551263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 27, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:43:17,307] Trial 7490 finished with value: 0.997101555785572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:43:21,214] Trial 7491 finished with value: 0.9974470844481903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:43:23,924] Trial 7492 finished with value: 0.9969687713313174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:43:26,417] Trial 7493 finished with value: 0.9975880122464814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:43:29,444] Trial 7494 finished with value: 0.9973312568596632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:43:32,018] Trial 7495 finished with value: 0.9971845229285793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:43:34,953] Trial 7496 finished with value: 0.9968113926647576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:43:43,584] Trial 7497 finished with value: 0.9963656051267428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 48, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:43:45,141] Trial 7498 finished with value: 0.9943217832570351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:43:47,114] Trial 7499 finished with value: 0.9973883648760627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 65}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:43:48,397] Trial 7500 finished with value: 0.9973303659131245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 63}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:43:51,097] Trial 7501 finished with value: 0.9974083564887648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:43:52,954] Trial 7502 finished with value: 0.9973172189610237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:43:55,504] Trial 7503 finished with value: 0.997411975054547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:43:57,207] Trial 7504 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 7.850128360284842e-07, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:43:59,995] Trial 7505 finished with value: 0.9973307265192294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:44:00,995] Trial 7506 finished with value: 0.9969080580155806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 35}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:44:03,817] Trial 7507 finished with value: 0.9971960359814657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:44:06,247] Trial 7508 finished with value: 0.9972864633417894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:44:08,787] Trial 7509 finished with value: 0.9971238198959246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 13, 'rf_n_estimators': 96}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:44:11,012] Trial 7510 finished with value: 0.9973698198771834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:44:12,797] Trial 7511 finished with value: 0.9975036296562766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:44:15,416] Trial 7512 finished with value: 0.9975505769085515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:44:16,988] Trial 7513 finished with value: 0.9974515848834695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:44:19,549] Trial 7514 finished with value: 0.9964105894846541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 18, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:44:22,098] Trial 7515 finished with value: 0.9969233990727009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:44:25,733] Trial 7516 finished with value: 0.9971739634728606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:44:27,097] Trial 7517 finished with value: 0.9975481634628537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:44:29,840] Trial 7518 finished with value: 0.9972690659856441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:44:32,568] Trial 7519 finished with value: 0.9975263496816701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:44:34,666] Trial 7520 finished with value: 0.9972469980155597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:44:36,098] Trial 7521 finished with value: 0.9916886274514899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 20, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:44:38,548] Trial 7522 finished with value: 0.9974159855517488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:44:40,291] Trial 7523 finished with value: 0.9866067297452042 and parameters: {'classifier': 'SVC', 'svc_c': 4016783958.3486547, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:44:43,574] Trial 7524 finished with value: 0.9975247567243564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:44:46,293] Trial 7525 finished with value: 0.9970507506002168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:44:49,796] Trial 7526 finished with value: 0.9965920646496543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 22, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:44:57,432] Trial 7527 finished with value: 0.9969331347075553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 35, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:44:59,348] Trial 7528 finished with value: 0.997432047598913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:45:00,842] Trial 7529 finished with value: 0.9969207088089741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:45:03,752] Trial 7530 finished with value: 0.9968566564114684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:45:06,814] Trial 7531 finished with value: 0.9974571863702347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:45:08,984] Trial 7532 finished with value: 0.9975024338988749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:45:11,419] Trial 7533 finished with value: 0.9971071819009535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 60}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:45:13,163] Trial 7534 finished with value: 0.9972671936077928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:45:14,640] Trial 7535 finished with value: 0.9963152652825867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:45:17,372] Trial 7536 finished with value: 0.997399027384767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:45:19,527] Trial 7537 finished with value: 0.9969534099619364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 68}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:45:21,869] Trial 7538 finished with value: 0.9974761157151737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:45:34,107] Trial 7539 finished with value: 0.9960802963823516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 68, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:45:36,434] Trial 7540 finished with value: 0.9971522717239313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:45:39,217] Trial 7541 finished with value: 0.9969462359253317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:45:40,526] Trial 7542 finished with value: 0.9863073990663412 and parameters: {'classifier': 'SVC', 'svc_c': 0.4808428785221451, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:45:42,638] Trial 7543 finished with value: 0.9975529844192604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:45:45,018] Trial 7544 finished with value: 0.997173818621051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:45:48,566] Trial 7545 finished with value: 0.9974098551844935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:45:51,598] Trial 7546 finished with value: 0.9974202707088017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:45:54,279] Trial 7547 finished with value: 0.9972456281757354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:45:56,436] Trial 7548 finished with value: 0.9976803538152182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:45:58,896] Trial 7549 finished with value: 0.9975278283507794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:46:10,915] Trial 7550 finished with value: 0.9965137969386063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 63, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:46:13,268] Trial 7551 finished with value: 0.9975508811798702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:46:15,219] Trial 7552 finished with value: 0.9975579422930002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:46:25,606] Trial 7553 finished with value: 0.9969940176624075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 44, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:46:26,528] Trial 7554 finished with value: 0.9964041147611026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:46:29,454] Trial 7555 finished with value: 0.997598510638466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:46:31,614] Trial 7556 finished with value: 0.997099273068315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:46:35,557] Trial 7557 finished with value: 0.9973353037285069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:46:37,063] Trial 7558 finished with value: 0.9965186793078641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 54}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:46:38,000] Trial 7559 finished with value: 0.9964243405995616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 2, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:46:45,179] Trial 7560 finished with value: 0.9968364702453937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 32, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:46:46,299] Trial 7561 finished with value: 0.9877468238719466 and parameters: {'classifier': 'SVC', 'svc_c': 2.840080309963545, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:46:48,959] Trial 7562 finished with value: 0.9974381007795774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:46:50,864] Trial 7563 finished with value: 0.9954851208942167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 17, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:46:51,730] Trial 7564 finished with value: 0.9890796249869774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:46:53,427] Trial 7565 finished with value: 0.9972412935075466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:46:55,017] Trial 7566 finished with value: 0.9939930241747524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:47:02,322] Trial 7567 finished with value: 0.9970762694329803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 32, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:47:04,408] Trial 7568 finished with value: 0.9967927279504911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:47:06,783] Trial 7569 finished with value: 0.9974414620461439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:47:09,042] Trial 7570 finished with value: 0.9977040474643992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:47:22,911] Trial 7571 finished with value: 0.9968012079702501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 63, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:47:25,054] Trial 7572 finished with value: 0.9973786546632724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:47:26,728] Trial 7573 finished with value: 0.9973980554113507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:47:31,661] Trial 7574 finished with value: 0.996917018864638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 20, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:47:40,060] Trial 7575 finished with value: 0.9953118300468916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 60, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:47:42,771] Trial 7576 finished with value: 0.997329122739289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:47:48,366] Trial 7577 finished with value: 0.9972124480342736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 23, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:48:01,630] Trial 7578 finished with value: 0.9967425593323461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 62, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:49:02,636] Trial 7579 finished with value: 0.9904873518114 and parameters: {'classifier': 'SVC', 'svc_c': 121169584.37659486, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:49:04,194] Trial 7580 finished with value: 0.9973097885138645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:49:05,699] Trial 7581 finished with value: 0.9953937084209832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:49:07,464] Trial 7582 finished with value: 0.9974165952369513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:49:10,801] Trial 7583 finished with value: 0.9971645734320805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:49:12,934] Trial 7584 finished with value: 0.997429792366684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:49:26,942] Trial 7585 finished with value: 0.996602409112788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 63, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:49:33,118] Trial 7586 finished with value: 0.9969770666364551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 28, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:49:36,756] Trial 7587 finished with value: 0.9972143201582214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:49:39,033] Trial 7588 finished with value: 0.9974823308543798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:49:42,134] Trial 7589 finished with value: 0.9974009162028543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:49:44,725] Trial 7590 finished with value: 0.9973308716566801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 95}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:49:45,345] Trial 7591 finished with value: 0.9962816128810621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 14}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:49:54,135] Trial 7592 finished with value: 0.996620873973451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 45, 'rf_n_estimators': 100}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:49:56,416] Trial 7593 finished with value: 0.997371923338739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:49:57,966] Trial 7594 finished with value: 0.9971350129989659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:50:01,053] Trial 7595 finished with value: 0.9974666081489222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:50:03,151] Trial 7596 finished with value: 0.997163759291278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:50:04,066] Trial 7597 finished with value: 0.9884990433504072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:50:05,880] Trial 7598 finished with value: 0.9853892645032998 and parameters: {'classifier': 'SVC', 'svc_c': 0.023665986886790415, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:50:09,465] Trial 7599 finished with value: 0.9971146776012504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:50:11,529] Trial 7600 finished with value: 0.9974220238155967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:50:18,031] Trial 7601 finished with value: 0.9972205346944075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 27, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:50:20,309] Trial 7602 finished with value: 0.9974233268788636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:50:23,622] Trial 7603 finished with value: 0.9974109922585045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:50:25,975] Trial 7604 finished with value: 0.9974237753037584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:50:27,032] Trial 7605 finished with value: 0.9969869491543452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:50:29,859] Trial 7606 finished with value: 0.9974022711576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:50:36,690] Trial 7607 finished with value: 0.9967960580821704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 26, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:50:38,960] Trial 7608 finished with value: 0.9975033046601042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:50:42,893] Trial 7609 finished with value: 0.9972053208745583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:50:44,524] Trial 7610 finished with value: 0.9973920778621199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:50:47,593] Trial 7611 finished with value: 0.997445633644964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:50:49,684] Trial 7612 finished with value: 0.9977384947418168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:50:53,157] Trial 7613 finished with value: 0.9972264824100056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:50:54,985] Trial 7614 finished with value: 0.9974908474996842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:50:58,039] Trial 7615 finished with value: 0.9972929261001496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:51:00,217] Trial 7616 finished with value: 0.9975462262761954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:51:02,584] Trial 7617 finished with value: 0.9971614246825425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:51:04,992] Trial 7618 finished with value: 0.9975308398656054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:51:07,094] Trial 7619 finished with value: 0.985075935820347 and parameters: {'classifier': 'SVC', 'svc_c': 0.0001973290996119515, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:51:08,242] Trial 7620 finished with value: 0.9968712296016552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 47}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:51:11,491] Trial 7621 finished with value: 0.9972779754827671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:51:14,286] Trial 7622 finished with value: 0.9971649794868688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:51:26,503] Trial 7623 finished with value: 0.9966444208665477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 53, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:51:28,775] Trial 7624 finished with value: 0.9972946556574173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:51:31,570] Trial 7625 finished with value: 0.9973409993499055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:51:33,611] Trial 7626 finished with value: 0.9976834594964158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:51:37,077] Trial 7627 finished with value: 0.997301472959942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:51:39,255] Trial 7628 finished with value: 0.9965461191726911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:51:42,080] Trial 7629 finished with value: 0.9974092483557025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:51:44,083] Trial 7630 finished with value: 0.9941015181167382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 24, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:51:45,007] Trial 7631 finished with value: 0.9969725540772951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 68}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:51:47,511] Trial 7632 finished with value: 0.9975188791177959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:51:49,830] Trial 7633 finished with value: 0.9971341717222525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:51:51,446] Trial 7634 finished with value: 0.9973739147020053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:51:52,287] Trial 7635 finished with value: 0.9925652394054012 and parameters: {'classifier': 'SVC', 'svc_c': 4339.1884198751295, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:51:54,641] Trial 7636 finished with value: 0.9970016985216567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:51:56,175] Trial 7637 finished with value: 0.9975584705069943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:51:59,673] Trial 7638 finished with value: 0.9974379492310693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:52:04,015] Trial 7639 finished with value: 0.9967712514163125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 22, 'rf_n_estimators': 98}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:52:07,803] Trial 7640 finished with value: 0.9972565064387345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:52:09,705] Trial 7641 finished with value: 0.9974931337715867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:52:12,229] Trial 7642 finished with value: 0.997398097178437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:52:15,101] Trial 7643 finished with value: 0.997427832773063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:52:20,044] Trial 7644 finished with value: 0.9972765126826117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 19, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:52:21,900] Trial 7645 finished with value: 0.9973239040116878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:52:24,125] Trial 7646 finished with value: 0.9976468951418807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:52:31,989] Trial 7647 finished with value: 0.9956945004400578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 64, 'rf_n_estimators': 62}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:52:35,093] Trial 7648 finished with value: 0.9973296094401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:52:37,551] Trial 7649 finished with value: 0.9975342327113897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:52:40,292] Trial 7650 finished with value: 0.9969908115307328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:52:42,124] Trial 7651 finished with value: 0.997374025562516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:52:44,562] Trial 7652 finished with value: 0.997460666431789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:52:46,770] Trial 7653 finished with value: 0.9975798536365112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:54:01,508] Trial 7654 finished with value: 0.9901812087811258 and parameters: {'classifier': 'SVC', 'svc_c': 15152023.140435884, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:54:04,135] Trial 7655 finished with value: 0.9972306071319362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:54:04,986] Trial 7656 finished with value: 0.9932957287320647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:54:08,134] Trial 7657 finished with value: 0.9976207664969629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:54:10,657] Trial 7658 finished with value: 0.9975564293469511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:54:11,637] Trial 7659 finished with value: 0.9971183461859748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:54:18,237] Trial 7660 finished with value: 0.9969805010906363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 30, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:54:20,610] Trial 7661 finished with value: 0.9973825466511276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:54:24,166] Trial 7662 finished with value: 0.997436323456759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:54:26,757] Trial 7663 finished with value: 0.9974775847042209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 102}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:54:28,811] Trial 7664 finished with value: 0.9972088598734068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:54:30,577] Trial 7665 finished with value: 0.9973768644866015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:54:32,954] Trial 7666 finished with value: 0.9975249175403335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:54:34,061] Trial 7667 finished with value: 0.9972361251480047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 38}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:54:39,787] Trial 7668 finished with value: 0.9969754549855138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 26, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:54:42,045] Trial 7669 finished with value: 0.9974608651428275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:54:44,284] Trial 7670 finished with value: 0.9972360069560372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:54:47,685] Trial 7671 finished with value: 0.9969959997582049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:54:48,589] Trial 7672 finished with value: 0.9951869314470304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 57}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:54:57,541] Trial 7673 finished with value: 0.997072481132869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 41, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:54:59,135] Trial 7674 finished with value: 0.986732879739019 and parameters: {'classifier': 'SVC', 'svc_c': 669425737.1854485, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:55:01,755] Trial 7675 finished with value: 0.9973511809658359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:55:02,696] Trial 7676 finished with value: 0.9967028702538686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 45}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:55:10,015] Trial 7677 finished with value: 0.9938337651323885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 69, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:55:12,466] Trial 7678 finished with value: 0.9975396269178813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:55:15,041] Trial 7679 finished with value: 0.9973964811476644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:55:16,985] Trial 7680 finished with value: 0.9971596996637957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:55:19,722] Trial 7681 finished with value: 0.9968865798310308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 93}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:55:21,976] Trial 7682 finished with value: 0.9974859806185252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:55:25,414] Trial 7683 finished with value: 0.9972361746908782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:55:36,769] Trial 7684 finished with value: 0.9970858172746363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 50, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:55:39,991] Trial 7685 finished with value: 0.9976307778072814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:55:41,987] Trial 7686 finished with value: 0.9976451718687187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:55:54,865] Trial 7687 finished with value: 0.9961941946869595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 58, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:55:57,321] Trial 7688 finished with value: 0.9972730488073905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 17, 'rf_n_estimators': 66}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:56:00,078] Trial 7689 finished with value: 0.9973390631153846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:56:02,847] Trial 7690 finished with value: 0.997603228002343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:56:04,570] Trial 7691 finished with value: 0.9853851675837761 and parameters: {'classifier': 'SVC', 'svc_c': 0.07027117151775031, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:56:05,119] Trial 7692 finished with value: 0.990420111975847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 5}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:56:07,783] Trial 7693 finished with value: 0.9974795852714804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:56:12,087] Trial 7694 finished with value: 0.9959603985024051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 34, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:56:15,084] Trial 7695 finished with value: 0.9974339205163089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:56:15,815] Trial 7696 finished with value: 0.9886169626574639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 70}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:56:19,565] Trial 7697 finished with value: 0.9970779598256702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 20, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:56:22,120] Trial 7698 finished with value: 0.9975967933320309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:56:24,685] Trial 7699 finished with value: 0.997166867289343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:56:26,685] Trial 7700 finished with value: 0.9973520932402482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:56:29,853] Trial 7701 finished with value: 0.9973407447801498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 105}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:56:44,152] Trial 7702 finished with value: 0.9963693307127491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 67, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:56:45,240] Trial 7703 finished with value: 0.996992611546155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:56:47,412] Trial 7704 finished with value: 0.9973372307272967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:57:01,746] Trial 7705 finished with value: 0.9963475247073529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 69, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:57:04,826] Trial 7706 finished with value: 0.9974418031334356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:57:08,143] Trial 7707 finished with value: 0.9971741022944679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:57:18,044] Trial 7708 finished with value: 0.9964217121295406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 42, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:57:20,831] Trial 7709 finished with value: 0.9972614597104776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:57:22,013] Trial 7710 finished with value: 0.9870237478857101 and parameters: {'classifier': 'SVC', 'svc_c': 230798.245527768, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:57:24,323] Trial 7711 finished with value: 0.9973506745875221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:57:30,154] Trial 7712 finished with value: 0.9972427128585069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 29, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:57:33,084] Trial 7713 finished with value: 0.9973696846419596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:57:35,106] Trial 7714 finished with value: 0.9974981733704382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:57:38,603] Trial 7715 finished with value: 0.9974250940138137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:57:40,332] Trial 7716 finished with value: 0.9973168540068257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:57:44,698] Trial 7717 finished with value: 0.9971045273106348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:57:46,654] Trial 7718 finished with value: 0.99730421492472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:57:49,475] Trial 7719 finished with value: 0.9974835087750776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:57:54,336] Trial 7720 finished with value: 0.9971481898481757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 21, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:57:56,248] Trial 7721 finished with value: 0.9975570465222997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:57:58,671] Trial 7722 finished with value: 0.9974226618110126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:57:59,787] Trial 7723 finished with value: 0.9971749303047358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:58:11,568] Trial 7724 finished with value: 0.9965669549819937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 57, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:58:15,053] Trial 7725 finished with value: 0.9974336367159401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 16, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:58:17,084] Trial 7726 finished with value: 0.9971839412044733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:58:22,580] Trial 7727 finished with value: 0.9963771469976493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 38, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:58:24,000] Trial 7728 finished with value: 0.9971907558410136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:58:25,753] Trial 7729 finished with value: 0.9852648844691089 and parameters: {'classifier': 'SVC', 'svc_c': 0.0008772093733698831, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:58:39,459] Trial 7730 finished with value: 0.9963206356221721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 60, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:58:41,871] Trial 7731 finished with value: 0.9971873427464444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:58:44,412] Trial 7732 finished with value: 0.9973429156847585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:58:47,532] Trial 7733 finished with value: 0.9971482444373766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:58:50,133] Trial 7734 finished with value: 0.9975302174852398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:58:51,558] Trial 7735 finished with value: 0.9946616404508021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:59:01,620] Trial 7736 finished with value: 0.9964695060539731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 44, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:59:03,020] Trial 7737 finished with value: 0.9955545079896376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:59:05,594] Trial 7738 finished with value: 0.9975686601208773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:59:15,535] Trial 7739 finished with value: 0.9963503890852401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 47, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:59:17,488] Trial 7740 finished with value: 0.9975328682352718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:59:18,785] Trial 7741 finished with value: 0.996597874590996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:59:20,587] Trial 7742 finished with value: 0.9975677422605931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 52}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:59:23,696] Trial 7743 finished with value: 0.9976169842587916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:59:25,659] Trial 7744 finished with value: 0.997384829114481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:59:31,733] Trial 7745 finished with value: 0.9970848134046232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 29, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:59:34,839] Trial 7746 finished with value: 0.9973053814515089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:59:37,367] Trial 7747 finished with value: 0.9972364093609661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:59:38,920] Trial 7748 finished with value: 0.9971178692287014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 94}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:59:40,729] Trial 7749 finished with value: 0.9853584580399378 and parameters: {'classifier': 'SVC', 'svc_c': 0.003978722175066248, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:59:43,551] Trial 7750 finished with value: 0.9971908024322618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:59:45,696] Trial 7751 finished with value: 0.9976230865062609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:59:46,392] Trial 7752 finished with value: 0.9879412276005065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 3, 'rf_n_estimators': 101}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:59:48,341] Trial 7753 finished with value: 0.997149517127466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:59:51,925] Trial 7754 finished with value: 0.9972483722352153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:59:55,597] Trial 7755 finished with value: 0.9969333413848088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 22:59:58,178] Trial 7756 finished with value: 0.9972034943262456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:00:01,403] Trial 7757 finished with value: 0.9975362407053195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:00:08,335] Trial 7758 finished with value: 0.9971370105193863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 29, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:00:10,564] Trial 7759 finished with value: 0.9974063879767918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:00:12,810] Trial 7760 finished with value: 0.9973946083254824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:00:14,336] Trial 7761 finished with value: 0.9975387892592895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:00:16,425] Trial 7762 finished with value: 0.9973635360888835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:00:23,818] Trial 7763 finished with value: 0.9970169834978945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 33, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:00:26,746] Trial 7764 finished with value: 0.9974965328380009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:00:27,581] Trial 7765 finished with value: 0.9953459966659933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 1, 'rf_n_estimators': 105}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:00:29,690] Trial 7766 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 3.568094751958743e-06, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:00:33,746] Trial 7767 finished with value: 0.9970709590463024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 18, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:00:36,544] Trial 7768 finished with value: 0.9975404205242576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:00:37,818] Trial 7769 finished with value: 0.9973986782995228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 64}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:00:39,642] Trial 7770 finished with value: 0.9971912672656545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:00:41,715] Trial 7771 finished with value: 0.9974386994834639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:00:43,359] Trial 7772 finished with value: 0.9967259178779431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:00:46,994] Trial 7773 finished with value: 0.9971770079633725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:00:50,084] Trial 7774 finished with value: 0.9973852470075087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:00:52,301] Trial 7775 finished with value: 0.9973421927269642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:00:53,661] Trial 7776 finished with value: 0.9957750830188631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:00:56,631] Trial 7777 finished with value: 0.9976378324458782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:00:58,490] Trial 7778 finished with value: 0.9944463321368939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:01:00,935] Trial 7779 finished with value: 0.9971616127613822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:01:03,541] Trial 7780 finished with value: 0.9974595514790995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 98}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:01:05,538] Trial 7781 finished with value: 0.9972618108269481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:01:08,567] Trial 7782 finished with value: 0.9973775501840922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:01:11,065] Trial 7783 finished with value: 0.9969886787750887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:01:14,578] Trial 7784 finished with value: 0.9951975866560159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 30, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:01:16,381] Trial 7785 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 8.2887567873725e-10, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:01:18,972] Trial 7786 finished with value: 0.9962350185860563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 17, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:01:21,097] Trial 7787 finished with value: 0.9974769215723822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:01:22,805] Trial 7788 finished with value: 0.9975882093706246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:01:24,476] Trial 7789 finished with value: 0.9966034183782454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:01:35,967] Trial 7790 finished with value: 0.9970464581117072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 49, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:01:38,194] Trial 7791 finished with value: 0.9972769203877712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:01:52,733] Trial 7792 finished with value: 0.9960733729482646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 63, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:01:54,471] Trial 7793 finished with value: 0.9976184092908372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:01:57,599] Trial 7794 finished with value: 0.9972201931627853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:02:00,212] Trial 7795 finished with value: 0.9971747495256148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:02:12,336] Trial 7796 finished with value: 0.9965912187392068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 60, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:02:15,249] Trial 7797 finished with value: 0.9975205287907505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:02:17,650] Trial 7798 finished with value: 0.9958610458077427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 42, 'rf_n_estimators': 27}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:02:22,228] Trial 7799 finished with value: 0.9971974496830782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 23, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:02:25,940] Trial 7800 finished with value: 0.9973067146023123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:02:27,910] Trial 7801 finished with value: 0.9974163745315426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:02:29,423] Trial 7802 finished with value: 0.9969498769298147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:02:30,162] Trial 7803 finished with value: 0.9934255982816835 and parameters: {'classifier': 'SVC', 'svc_c': 166.2331557845628, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:02:37,490] Trial 7804 finished with value: 0.9966903070888377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 34, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:02:41,596] Trial 7805 finished with value: 0.9967540774315599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 30, 'rf_n_estimators': 68}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:02:58,843] Trial 7806 finished with value: 0.9965144812713671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 71, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:03:01,326] Trial 7807 finished with value: 0.9976077040311715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:03:04,091] Trial 7808 finished with value: 0.9975004376797086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:03:06,612] Trial 7809 finished with value: 0.997273623866536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:03:07,522] Trial 7810 finished with value: 0.9966751767079473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 104}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:03:10,322] Trial 7811 finished with value: 0.9974056481026928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:03:12,062] Trial 7812 finished with value: 0.9974728788612044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:03:14,367] Trial 7813 finished with value: 0.997326090626561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:03:17,379] Trial 7814 finished with value: 0.9973392059677061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:03:20,600] Trial 7815 finished with value: 0.9976451711387467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:03:28,922] Trial 7816 finished with value: 0.9967304179641054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 35, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:03:32,024] Trial 7817 finished with value: 0.997159665577283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:03:36,634] Trial 7818 finished with value: 0.9970571510253269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:03:39,456] Trial 7819 finished with value: 0.9975773039399768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:03:41,427] Trial 7820 finished with value: 0.9975222194056057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:03:43,856] Trial 7821 finished with value: 0.99734336112629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:03:47,275] Trial 7822 finished with value: 0.9972257918566148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:03:48,831] Trial 7823 finished with value: 0.9879371387741492 and parameters: {'classifier': 'SVC', 'svc_c': 52126.63639531722, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:03:50,412] Trial 7824 finished with value: 0.9973211677597331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 60}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:03:52,202] Trial 7825 finished with value: 0.9972839384960362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:04:08,638] Trial 7826 finished with value: 0.9953940259587473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 74, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:04:20,210] Trial 7827 finished with value: 0.9965631723947057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 55, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:04:22,559] Trial 7828 finished with value: 0.9972592900753852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:04:27,758] Trial 7829 finished with value: 0.9971225152775002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 23, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:04:30,802] Trial 7830 finished with value: 0.9976543416484208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:04:39,516] Trial 7831 finished with value: 0.9973221687733348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 39, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:04:42,341] Trial 7832 finished with value: 0.9972543325507623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:04:47,705] Trial 7833 finished with value: 0.9971238948925999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 26, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:04:49,858] Trial 7834 finished with value: 0.9975525950586116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:04:52,871] Trial 7835 finished with value: 0.9971040201706112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:05:02,468] Trial 7836 finished with value: 0.9959484069688257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 72, 'rf_n_estimators': 70}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:05:03,829] Trial 7837 finished with value: 0.9972048705771271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 4, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:05:07,326] Trial 7838 finished with value: 0.9972074799091898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:05:09,317] Trial 7839 finished with value: 0.9974414100594514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:05:11,243] Trial 7840 finished with value: 0.9973809330959117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 96}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:05:12,128] Trial 7841 finished with value: 0.9962757118836639 and parameters: {'classifier': 'SVC', 'svc_c': 16082.132717080241, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:05:18,443] Trial 7842 finished with value: 0.997222358957591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 31, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:05:20,333] Trial 7843 finished with value: 0.9965211323307325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:05:22,855] Trial 7844 finished with value: 0.9974380372085488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:05:24,703] Trial 7845 finished with value: 0.9905865645418905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 32, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:05:29,033] Trial 7846 finished with value: 0.9969747867756098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 18, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:05:31,713] Trial 7847 finished with value: 0.9974067084027056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:05:32,680] Trial 7848 finished with value: 0.992892502362726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:05:34,760] Trial 7849 finished with value: 0.9977093540107903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:05:39,207] Trial 7850 finished with value: 0.9971620334156078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 21, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:05:41,342] Trial 7851 finished with value: 0.9961398099099723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:05:47,785] Trial 7852 finished with value: 0.9966562070876038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 35, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:05:50,795] Trial 7853 finished with value: 0.9972964859190653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:05:52,033] Trial 7854 finished with value: 0.9973529506080805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:05:56,267] Trial 7855 finished with value: 0.9966929729778515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 24, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:05:58,283] Trial 7856 finished with value: 0.99705579987913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:06:00,676] Trial 7857 finished with value: 0.9966658660436738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:06:03,167] Trial 7858 finished with value: 0.9970052441537276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:06:09,594] Trial 7859 finished with value: 0.9971584397640828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 25, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:06:15,899] Trial 7860 finished with value: 0.9969214317985063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 32, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:06:17,631] Trial 7861 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 3.515955906328912e-09, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:06:20,555] Trial 7862 finished with value: 0.9975770432130667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:06:23,184] Trial 7863 finished with value: 0.9972231257136976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:06:25,176] Trial 7864 finished with value: 0.9975002035809032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:06:26,637] Trial 7865 finished with value: 0.9957193158021024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:06:28,666] Trial 7866 finished with value: 0.9974721651708792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:06:37,430] Trial 7867 finished with value: 0.9967406392841577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 41, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:06:40,347] Trial 7868 finished with value: 0.9974558003123398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:06:42,226] Trial 7869 finished with value: 0.9974902958313766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:06:44,830] Trial 7870 finished with value: 0.9974898596255762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:06:46,345] Trial 7871 finished with value: 0.9972846754185101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:06:49,167] Trial 7872 finished with value: 0.9976013713030181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:06:51,274] Trial 7873 finished with value: 0.9974013200359891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:06:53,808] Trial 7874 finished with value: 0.9973143454743569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:06:57,469] Trial 7875 finished with value: 0.9973727317032423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:07:01,010] Trial 7876 finished with value: 0.9974827677266761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:07:03,550] Trial 7877 finished with value: 0.9973484481733131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:07:05,263] Trial 7878 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 8.486148188951388e-08, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:07:07,347] Trial 7879 finished with value: 0.9971016913699126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:07:14,256] Trial 7880 finished with value: 0.9957751399249313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 47, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:07:15,754] Trial 7881 finished with value: 0.9973626845925638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:07:17,886] Trial 7882 finished with value: 0.9975191654889352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:07:22,149] Trial 7883 finished with value: 0.9970628300160622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 18, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:07:23,769] Trial 7884 finished with value: 0.9971879135527102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 66}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:07:28,413] Trial 7885 finished with value: 0.9952412462736694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 39, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:07:31,039] Trial 7886 finished with value: 0.9974463890071616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:07:33,862] Trial 7887 finished with value: 0.9970862970883215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:07:36,599] Trial 7888 finished with value: 0.9973753048858282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:07:37,702] Trial 7889 finished with value: 0.9970131377204323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:07:40,172] Trial 7890 finished with value: 0.9972106869612638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:07:43,018] Trial 7891 finished with value: 0.9970289991840214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:07:44,858] Trial 7892 finished with value: 0.9963541276203126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:07:46,732] Trial 7893 finished with value: 0.9973125793232821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:07:54,488] Trial 7894 finished with value: 0.9967169521412479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 35, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:07:59,110] Trial 7895 finished with value: 0.9971008835449537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 20, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:08:01,132] Trial 7896 finished with value: 0.9973887622029265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:08:13,002] Trial 7897 finished with value: 0.9966820135610229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 66, 'rf_n_estimators': 93}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:08:16,006] Trial 7898 finished with value: 0.9972314836377266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:08:17,800] Trial 7899 finished with value: 0.9852053993786534 and parameters: {'classifier': 'SVC', 'svc_c': 8.527655641031077e-05, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:08:19,258] Trial 7900 finished with value: 0.9903057585813838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:08:21,451] Trial 7901 finished with value: 0.9975464138789665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:08:34,751] Trial 7902 finished with value: 0.9965719201554522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 63, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:08:37,347] Trial 7903 finished with value: 0.9975005313382735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:08:40,684] Trial 7904 finished with value: 0.9973532658607155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:08:51,353] Trial 7905 finished with value: 0.9965354531093412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 44, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:08:53,188] Trial 7906 finished with value: 0.9975586621404795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:08:55,221] Trial 7907 finished with value: 0.9973750860846943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:08:58,453] Trial 7908 finished with value: 0.9971666309371461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 100}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:09:05,250] Trial 7909 finished with value: 0.9967949023462698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 30, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:09:07,478] Trial 7910 finished with value: 0.997354644904533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:09:08,924] Trial 7911 finished with value: 0.9973594377411539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 62}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:09:24,332] Trial 7912 finished with value: 0.9963310998641682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 66, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:09:28,339] Trial 7913 finished with value: 0.9972562437123366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:09:31,444] Trial 7914 finished with value: 0.9975100991748113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:09:33,535] Trial 7915 finished with value: 0.9976417335107749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:09:35,104] Trial 7916 finished with value: 0.9871929436225723 and parameters: {'classifier': 'SVC', 'svc_c': 0.9816359445388455, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:09:37,700] Trial 7917 finished with value: 0.9975773188250553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:09:38,852] Trial 7918 finished with value: 0.9970351000667607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 41}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:09:49,067] Trial 7919 finished with value: 0.9968025266485677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 48, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:09:51,815] Trial 7920 finished with value: 0.9968411677096025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:09:53,601] Trial 7921 finished with value: 0.9973999446102929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:09:54,060] Trial 7922 finished with value: 0.980304928087942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 2}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:09:56,387] Trial 7923 finished with value: 0.9975548136652955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:09:59,355] Trial 7924 finished with value: 0.9975011852661191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:10:00,648] Trial 7925 finished with value: 0.9973126143301941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:10:03,537] Trial 7926 finished with value: 0.9972696580245701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:10:04,614] Trial 7927 finished with value: 0.9939395205690285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:10:06,598] Trial 7928 finished with value: 0.9975990346313184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:10:09,287] Trial 7929 finished with value: 0.9975654157132859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:10:10,470] Trial 7930 finished with value: 0.9971118581007644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:10:11,914] Trial 7931 finished with value: 0.996517664361321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 55}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:10:14,453] Trial 7932 finished with value: 0.9972510580873729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:10:17,925] Trial 7933 finished with value: 0.9972542612674221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:10:19,833] Trial 7934 finished with value: 0.9975747644947862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:10:21,061] Trial 7935 finished with value: 0.9868167806112641 and parameters: {'classifier': 'SVC', 'svc_c': 920882.9200701674, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:10:27,122] Trial 7936 finished with value: 0.9966385653813089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 25, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:10:39,790] Trial 7937 finished with value: 0.9960488884539052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 59, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:10:42,740] Trial 7938 finished with value: 0.997440103060684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:10:45,400] Trial 7939 finished with value: 0.9973299695066603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:10:47,960] Trial 7940 finished with value: 0.9976606732974854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:10:50,070] Trial 7941 finished with value: 0.9974968590402139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:10:51,163] Trial 7942 finished with value: 0.9969433856073376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:10:52,586] Trial 7943 finished with value: 0.9974652233922813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:10:56,074] Trial 7944 finished with value: 0.9973874016305709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:10:56,796] Trial 7945 finished with value: 0.9951940851396363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 1, 'rf_n_estimators': 70}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:10:59,255] Trial 7946 finished with value: 0.9970139533846544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:11:00,856] Trial 7947 finished with value: 0.9974763150292324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:11:04,756] Trial 7948 finished with value: 0.9975196311475135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:11:07,676] Trial 7949 finished with value: 0.9972712542826262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:11:15,994] Trial 7950 finished with value: 0.9964039165896085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 38, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:11:20,305] Trial 7951 finished with value: 0.9973356515759727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:11:23,004] Trial 7952 finished with value: 0.9974996369005652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:11:24,740] Trial 7953 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.3047973500076677e-06, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:11:26,559] Trial 7954 finished with value: 0.9964227223471357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:11:29,062] Trial 7955 finished with value: 0.9968043695419029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:11:31,270] Trial 7956 finished with value: 0.99737315505519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:11:34,095] Trial 7957 finished with value: 0.9974179608556341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 105}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:11:36,155] Trial 7958 finished with value: 0.9970124798570863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:11:37,940] Trial 7959 finished with value: 0.9955617230950945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:11:40,922] Trial 7960 finished with value: 0.997300712837058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:11:42,915] Trial 7961 finished with value: 0.9977234026685804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 97}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:11:45,332] Trial 7962 finished with value: 0.9972807221764933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:11:46,759] Trial 7963 finished with value: 0.9973261018300423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:11:51,114] Trial 7964 finished with value: 0.9971614546113892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 21, 'rf_n_estimators': 92}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:11:53,186] Trial 7965 finished with value: 0.9972683061166636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:11:56,888] Trial 7966 finished with value: 0.9972938445634539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:11:59,528] Trial 7967 finished with value: 0.9973318258568682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:12:01,050] Trial 7968 finished with value: 0.9908774564285364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:12:02,158] Trial 7969 finished with value: 0.9973967384786181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 58}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:12:04,603] Trial 7970 finished with value: 0.9971973648793894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:12:07,844] Trial 7971 finished with value: 0.9971459144941134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:12:09,730] Trial 7972 finished with value: 0.9867325520133865 and parameters: {'classifier': 'SVC', 'svc_c': 9277648835.789991, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:12:21,236] Trial 7973 finished with value: 0.9967855043392752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 56, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:12:23,585] Trial 7974 finished with value: 0.9973555664464143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:12:26,068] Trial 7975 finished with value: 0.99732281254505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:12:27,566] Trial 7976 finished with value: 0.9934457633103118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:12:33,603] Trial 7977 finished with value: 0.9961916693333999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 36, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:12:35,304] Trial 7978 finished with value: 0.9973596333418775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:12:36,479] Trial 7979 finished with value: 0.9971846844745283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:12:39,583] Trial 7980 finished with value: 0.997441912375313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:12:41,487] Trial 7981 finished with value: 0.9960295303298364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:12:43,418] Trial 7982 finished with value: 0.996985460233892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:12:45,730] Trial 7983 finished with value: 0.9974502356098092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:12:50,155] Trial 7984 finished with value: 0.9972024986446124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 19, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:12:55,542] Trial 7985 finished with value: 0.9972046352088052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 22, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:12:58,154] Trial 7986 finished with value: 0.997233206149179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:13:04,980] Trial 7987 finished with value: 0.99714673403036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 30, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:13:06,760] Trial 7988 finished with value: 0.9966224038040666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:13:08,882] Trial 7989 finished with value: 0.9971770124701553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:14:06,917] Trial 7990 finished with value: 0.990105427354273 and parameters: {'classifier': 'SVC', 'svc_c': 57759771.616323344, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:14:09,655] Trial 7991 finished with value: 0.9974769132253126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:14:12,791] Trial 7992 finished with value: 0.9969264977398211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:14:15,226] Trial 7993 finished with value: 0.9974780413174956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:14:16,962] Trial 7994 finished with value: 0.9955850302400382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:14:20,246] Trial 7995 finished with value: 0.9973208985588019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:14:22,052] Trial 7996 finished with value: 0.9972699303358161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:14:25,257] Trial 7997 finished with value: 0.99728200067462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:14:27,300] Trial 7998 finished with value: 0.9971170806369143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:14:28,682] Trial 7999 finished with value: 0.9968325324914757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:14:30,803] Trial 8000 finished with value: 0.9975188559808615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:14:33,367] Trial 8001 finished with value: 0.9973726466456503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:14:35,986] Trial 8002 finished with value: 0.9974053771244389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:14:37,807] Trial 8003 finished with value: 0.9972960621545247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 72}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:14:45,307] Trial 8004 finished with value: 0.9967281192192052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 59, 'rf_n_estimators': 64}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:14:48,569] Trial 8005 finished with value: 0.9974726536490129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:14:52,617] Trial 8006 finished with value: 0.9972724804132055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 17, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:14:55,431] Trial 8007 finished with value: 0.9973847060348758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:14:56,226] Trial 8008 finished with value: 0.9965407572436514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 22}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:14:57,984] Trial 8009 finished with value: 0.9852054001086251 and parameters: {'classifier': 'SVC', 'svc_c': 1.0194813846485389e-10, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:15:00,933] Trial 8010 finished with value: 0.9975566514488275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:15:03,960] Trial 8011 finished with value: 0.9973695965057906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:15:06,820] Trial 8012 finished with value: 0.9973499314761566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:15:08,362] Trial 8013 finished with value: 0.9971458696167123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 95}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:15:09,946] Trial 8014 finished with value: 0.9974496184661984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:15:21,936] Trial 8015 finished with value: 0.9964917496933753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 54, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:15:23,702] Trial 8016 finished with value: 0.9972850441812567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:15:28,457] Trial 8017 finished with value: 0.9971198303774798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 36, 'rf_n_estimators': 68}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:15:30,914] Trial 8018 finished with value: 0.9976213191174077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:15:41,317] Trial 8019 finished with value: 0.9966827003376028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 43, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:15:42,703] Trial 8020 finished with value: 0.997148907029671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:15:44,719] Trial 8021 finished with value: 0.997145078358941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:15:46,922] Trial 8022 finished with value: 0.9976081648338501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:15:50,100] Trial 8023 finished with value: 0.9975169195241751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:15:52,223] Trial 8024 finished with value: 0.9964632845037097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:15:54,293] Trial 8025 finished with value: 0.9972140462600801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:15:57,075] Trial 8026 finished with value: 0.9975852240713102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:15:59,453] Trial 8027 finished with value: 0.9971877570530884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:16:00,176] Trial 8028 finished with value: 0.9950697148807208 and parameters: {'classifier': 'SVC', 'svc_c': 1085.3774781678605, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:16:02,625] Trial 8029 finished with value: 0.9974851570198263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:16:09,948] Trial 8030 finished with value: 0.9968265241564748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 31, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:16:12,990] Trial 8031 finished with value: 0.9973006605964624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:16:15,363] Trial 8032 finished with value: 0.9970272689919958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:16:19,411] Trial 8033 finished with value: 0.9974318382239374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:16:22,638] Trial 8034 finished with value: 0.9974689554528209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:16:25,170] Trial 8035 finished with value: 0.9974052986365937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:16:28,191] Trial 8036 finished with value: 0.9972974028272121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:16:31,025] Trial 8037 finished with value: 0.9975652347754754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:16:33,041] Trial 8038 finished with value: 0.9972591536341208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:16:35,852] Trial 8039 finished with value: 0.9976639614399131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:16:37,601] Trial 8040 finished with value: 0.9974555320000699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 101}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:16:39,650] Trial 8041 finished with value: 0.9967903887397589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:16:42,612] Trial 8042 finished with value: 0.9971810718754726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:16:46,474] Trial 8043 finished with value: 0.9973481421881472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:16:47,415] Trial 8044 finished with value: 0.9961026713849529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 2, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:16:49,734] Trial 8045 finished with value: 0.9972524201831477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:16:50,617] Trial 8046 finished with value: 0.9909703513476898 and parameters: {'classifier': 'SVC', 'svc_c': 23.100488068726865, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:16:53,552] Trial 8047 finished with value: 0.9974571897661909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:16:55,085] Trial 8048 finished with value: 0.9974281063538255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:16:56,801] Trial 8049 finished with value: 0.9974386131563557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:16:58,861] Trial 8050 finished with value: 0.9976679160783976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:17:02,377] Trial 8051 finished with value: 0.9975592135548839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:17:03,864] Trial 8052 finished with value: 0.9967761067766109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:17:06,359] Trial 8053 finished with value: 0.997389488144084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:17:07,764] Trial 8054 finished with value: 0.9901757009529254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:17:10,608] Trial 8055 finished with value: 0.9974658217153131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:17:13,012] Trial 8056 finished with value: 0.9967768041219139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:17:16,765] Trial 8057 finished with value: 0.9968811542992245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 17, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:17:20,181] Trial 8058 finished with value: 0.9976022492052765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:17:30,666] Trial 8059 finished with value: 0.9971592033146607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 45, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:17:32,510] Trial 8060 finished with value: 0.9975052637776566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:17:35,474] Trial 8061 finished with value: 0.9930966442016972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 39, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:17:37,570] Trial 8062 finished with value: 0.9971016511579839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:17:41,328] Trial 8063 finished with value: 0.9970272423321535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 20, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:17:42,897] Trial 8064 finished with value: 0.9973459122192926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:17:44,651] Trial 8065 finished with value: 0.9851354233863591 and parameters: {'classifier': 'SVC', 'svc_c': 0.00042838783307378386, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:17:47,920] Trial 8066 finished with value: 0.9973146228636683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:17:50,496] Trial 8067 finished with value: 0.9973781158170794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:18:03,836] Trial 8068 finished with value: 0.9964609009551206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 58, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:18:05,731] Trial 8069 finished with value: 0.997613350300124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 91}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:18:08,022] Trial 8070 finished with value: 0.9973854109655388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:18:10,693] Trial 8071 finished with value: 0.9976101886015197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:18:12,194] Trial 8072 finished with value: 0.9973879944312068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:18:14,395] Trial 8073 finished with value: 0.9971205787256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:18:15,865] Trial 8074 finished with value: 0.9971437891968774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:18:17,341] Trial 8075 finished with value: 0.9972566807115845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 71}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:18:20,224] Trial 8076 finished with value: 0.9973493482603689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:18:23,691] Trial 8077 finished with value: 0.9974905156798616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:18:26,133] Trial 8078 finished with value: 0.9972041612666332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:18:28,183] Trial 8079 finished with value: 0.9971268543572579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 66}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:18:30,903] Trial 8080 finished with value: 0.9974849346323088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:18:31,941] Trial 8081 finished with value: 0.9966565469688549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 3, 'rf_n_estimators': 98}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:18:34,383] Trial 8082 finished with value: 0.9974463714878367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:18:36,161] Trial 8083 finished with value: 0.9975810520916353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:18:38,706] Trial 8084 finished with value: 0.997239855526435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:18:40,468] Trial 8085 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 7.741453581440859e-06, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:18:43,118] Trial 8086 finished with value: 0.9975046243540348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:18:47,567] Trial 8087 finished with value: 0.9972834390048487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 22, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:18:50,721] Trial 8088 finished with value: 0.9975079934281265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:18:51,948] Trial 8089 finished with value: 0.9973546402707986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 60}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:18:54,962] Trial 8090 finished with value: 0.9971939995503708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:18:58,242] Trial 8091 finished with value: 0.9954727886859384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 31, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:19:00,958] Trial 8092 finished with value: 0.9973107534732032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:19:03,374] Trial 8093 finished with value: 0.9973997491365209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:19:07,503] Trial 8094 finished with value: 0.9974294706395158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:19:10,605] Trial 8095 finished with value: 0.99726913323827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:19:13,817] Trial 8096 finished with value: 0.9972496572713508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:19:18,810] Trial 8097 finished with value: 0.9974185866319555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 23, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:19:20,336] Trial 8098 finished with value: 0.9969933018773803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:19:22,369] Trial 8099 finished with value: 0.9970647218492505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:19:24,839] Trial 8100 finished with value: 0.997399577656607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:19:26,996] Trial 8101 finished with value: 0.9975802434097529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:19:45,697] Trial 8102 finished with value: 0.9907021763761227 and parameters: {'classifier': 'SVC', 'svc_c': 8469261.42570345, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:19:48,415] Trial 8103 finished with value: 0.9975673498213672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:19:51,075] Trial 8104 finished with value: 0.9973053040110148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:19:53,909] Trial 8105 finished with value: 0.9975881984845224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:19:55,676] Trial 8106 finished with value: 0.9955103498646714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:19:57,694] Trial 8107 finished with value: 0.9975458913143198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:20:01,116] Trial 8108 finished with value: 0.9972056232733406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 17, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:20:03,591] Trial 8109 finished with value: 0.9974163605986014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:20:06,000] Trial 8110 finished with value: 0.9975216808133158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:20:08,689] Trial 8111 finished with value: 0.997372403184162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:20:12,921] Trial 8112 finished with value: 0.9972606177037925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:20:14,588] Trial 8113 finished with value: 0.9939851440014444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:20:16,876] Trial 8114 finished with value: 0.9973053422551933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:20:18,687] Trial 8115 finished with value: 0.9973619135201018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:20:22,015] Trial 8116 finished with value: 0.9967946279403218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:20:25,356] Trial 8117 finished with value: 0.9974046493424827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:20:28,169] Trial 8118 finished with value: 0.9973907366816261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:20:30,469] Trial 8119 finished with value: 0.9974191995861625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:20:32,244] Trial 8120 finished with value: 0.9966848443602038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:20:34,414] Trial 8121 finished with value: 0.9852051538224632 and parameters: {'classifier': 'SVC', 'svc_c': 1.6392442444201416e-08, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:20:35,924] Trial 8122 finished with value: 0.9974602676449815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 94}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:20:47,997] Trial 8123 finished with value: 0.9968628517779581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 58, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:20:49,919] Trial 8124 finished with value: 0.9970813257259712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:20:51,821] Trial 8125 finished with value: 0.9956431094681445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:20:54,548] Trial 8126 finished with value: 0.997251126577777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:20:59,785] Trial 8127 finished with value: 0.9967585959574464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 23, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:21:00,700] Trial 8128 finished with value: 0.9971591038480586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 49}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:21:07,380] Trial 8129 finished with value: 0.9967025015228597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 26, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:21:09,409] Trial 8130 finished with value: 0.9975819482431906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:21:11,888] Trial 8131 finished with value: 0.9976471650727836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:21:15,285] Trial 8132 finished with value: 0.9972894584163795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:21:17,950] Trial 8133 finished with value: 0.997350254821958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:21:19,216] Trial 8134 finished with value: 0.9973669853011914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:21:22,295] Trial 8135 finished with value: 0.9975005286722894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:21:24,441] Trial 8136 finished with value: 0.997042948597375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:21:25,669] Trial 8137 finished with value: 0.9945315545438683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:21:30,971] Trial 8138 finished with value: 0.9967025350698279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 24, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:21:32,928] Trial 8139 finished with value: 0.9973993484771769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:21:34,385] Trial 8140 finished with value: 0.9974106642789685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 69}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:21:36,369] Trial 8141 finished with value: 0.9956113639118382 and parameters: {'classifier': 'SVC', 'svc_c': 144528.66310820793, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:21:38,584] Trial 8142 finished with value: 0.997099079625769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:21:39,833] Trial 8143 finished with value: 0.9913449004546652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 16, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:21:46,811] Trial 8144 finished with value: 0.9928274467934407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 71, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:21:49,135] Trial 8145 finished with value: 0.9973685769255131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:21:59,556] Trial 8146 finished with value: 0.9969719113529308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 46, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:22:02,173] Trial 8147 finished with value: 0.99743925238955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:22:05,257] Trial 8148 finished with value: 0.997177536399532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:22:07,470] Trial 8149 finished with value: 0.9973987380302646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:22:10,120] Trial 8150 finished with value: 0.9975603443765272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:22:13,492] Trial 8151 finished with value: 0.9975509241212591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:22:15,605] Trial 8152 finished with value: 0.9971569580798726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:22:18,007] Trial 8153 finished with value: 0.9976322009667903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:22:19,837] Trial 8154 finished with value: 0.9974910536056555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:22:22,586] Trial 8155 finished with value: 0.9976154510322196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:22:26,051] Trial 8156 finished with value: 0.9974693285319232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:22:27,523] Trial 8157 finished with value: 0.9972741404327179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:22:28,284] Trial 8158 finished with value: 0.9889139997964437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 2, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:22:30,057] Trial 8159 finished with value: 0.9852049898009575 and parameters: {'classifier': 'SVC', 'svc_c': 3.4976817773339193e-07, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:22:40,145] Trial 8160 finished with value: 0.9965847196409423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 51, 'rf_n_estimators': 101}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:22:42,252] Trial 8161 finished with value: 0.9976048635201907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:22:45,632] Trial 8162 finished with value: 0.9974957973754712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:22:47,127] Trial 8163 finished with value: 0.9972847142657087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:22:50,065] Trial 8164 finished with value: 0.9973598850234837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:22:51,321] Trial 8165 finished with value: 0.9972597885509598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:22:53,939] Trial 8166 finished with value: 0.9972600950439322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:22:55,555] Trial 8167 finished with value: 0.9966017954603469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:22:57,664] Trial 8168 finished with value: 0.9974138042688442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:22:58,965] Trial 8169 finished with value: 0.9969157067878052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 72}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:23:02,744] Trial 8170 finished with value: 0.9972564637195113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:23:10,119] Trial 8171 finished with value: 0.9968113468034812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 31, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:23:14,694] Trial 8172 finished with value: 0.9974877843790205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 19, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:23:16,739] Trial 8173 finished with value: 0.9976215075771022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:23:18,679] Trial 8174 finished with value: 0.99704544732283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:23:21,358] Trial 8175 finished with value: 0.9975800837046026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:23:24,402] Trial 8176 finished with value: 0.997380752189839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:23:26,795] Trial 8177 finished with value: 0.9975404249993026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:24:24,406] Trial 8178 finished with value: 0.9908180040598634 and parameters: {'classifier': 'SVC', 'svc_c': 260535862.5326887, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:24:27,118] Trial 8179 finished with value: 0.9973549819928481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:24:28,626] Trial 8180 finished with value: 0.9908391631514917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:24:30,846] Trial 8181 finished with value: 0.997302907386408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:24:33,070] Trial 8182 finished with value: 0.9971377621047731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:24:36,146] Trial 8183 finished with value: 0.9973714622504192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 91}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:24:38,643] Trial 8184 finished with value: 0.9973192637709262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:24:40,583] Trial 8185 finished with value: 0.9975251305651684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:24:41,924] Trial 8186 finished with value: 0.9971577430852759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 62}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:24:45,000] Trial 8187 finished with value: 0.9974600079971605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:24:48,758] Trial 8188 finished with value: 0.9970495285955655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 18, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:24:51,065] Trial 8189 finished with value: 0.9974937762420476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:24:53,760] Trial 8190 finished with value: 0.9969210361220139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:24:56,338] Trial 8191 finished with value: 0.9975827636217712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:25:01,080] Trial 8192 finished with value: 0.996718026088561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 22, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:25:04,535] Trial 8193 finished with value: 0.9971886181977317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:25:09,433] Trial 8194 finished with value: 0.9972854795936095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 21, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:25:12,845] Trial 8195 finished with value: 0.9974496455703714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:25:13,855] Trial 8196 finished with value: 0.9887761038252393 and parameters: {'classifier': 'SVC', 'svc_c': 4.93244441994114, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:25:22,611] Trial 8197 finished with value: 0.9970115103274889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 43, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:25:38,795] Trial 8198 finished with value: 0.9962322922045909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 74, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:25:41,958] Trial 8199 finished with value: 0.997784879217516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:25:45,080] Trial 8200 finished with value: 0.9973021645924215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:25:48,015] Trial 8201 finished with value: 0.9976652866562393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:25:50,988] Trial 8202 finished with value: 0.9973420708216617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:25:54,686] Trial 8203 finished with value: 0.9971997308769156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:25:57,691] Trial 8204 finished with value: 0.9973659211926297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:26:00,581] Trial 8205 finished with value: 0.9976756518759645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:26:02,683] Trial 8206 finished with value: 0.9958435633305297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:26:05,451] Trial 8207 finished with value: 0.9974312724005231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:26:08,322] Trial 8208 finished with value: 0.9973954606152496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:26:11,602] Trial 8209 finished with value: 0.9974471731239037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:26:15,286] Trial 8210 finished with value: 0.9972538282354128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:26:18,178] Trial 8211 finished with value: 0.9970058679940368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:26:21,121] Trial 8212 finished with value: 0.997722632389566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:26:24,510] Trial 8213 finished with value: 0.9974688362452403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:26:27,946] Trial 8214 finished with value: 0.9972817225553369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:26:29,461] Trial 8215 finished with value: 0.9858780746156895 and parameters: {'classifier': 'SVC', 'svc_c': 0.27156335248897906, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:26:32,279] Trial 8216 finished with value: 0.9973918911480103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:26:35,488] Trial 8217 finished with value: 0.9974231760603273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:26:38,482] Trial 8218 finished with value: 0.9975159374263664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:26:41,820] Trial 8219 finished with value: 0.9973886963785064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:26:54,030] Trial 8220 finished with value: 0.997027914763199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 52, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:26:56,920] Trial 8221 finished with value: 0.997498443333079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:27:00,024] Trial 8222 finished with value: 0.997375758039671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:27:02,323] Trial 8223 finished with value: 0.9972970569792343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:27:05,832] Trial 8224 finished with value: 0.9976504366480237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:27:09,215] Trial 8225 finished with value: 0.9972407734819329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:27:10,769] Trial 8226 finished with value: 0.9945965207709438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:27:13,521] Trial 8227 finished with value: 0.9973166160042575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:27:15,229] Trial 8228 finished with value: 0.99527557792989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:27:19,347] Trial 8229 finished with value: 0.9970975944821268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:27:22,375] Trial 8230 finished with value: 0.9972671155642784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:27:25,235] Trial 8231 finished with value: 0.9966888008077491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:27:27,782] Trial 8232 finished with value: 0.9970756341670247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:27:31,294] Trial 8233 finished with value: 0.9973686989260294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:27:33,111] Trial 8234 finished with value: 0.9853248619414609 and parameters: {'classifier': 'SVC', 'svc_c': 0.0022001613997502008, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:27:37,102] Trial 8235 finished with value: 0.9971751972205377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 16, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:27:40,041] Trial 8236 finished with value: 0.9974396227391923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:27:43,215] Trial 8237 finished with value: 0.9974896948740986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:27:45,495] Trial 8238 finished with value: 0.9974496594080992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:27:48,282] Trial 8239 finished with value: 0.9972583738654722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:28:02,735] Trial 8240 finished with value: 0.996358764528594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 62, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:28:05,276] Trial 8241 finished with value: 0.9961510973063366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:28:08,452] Trial 8242 finished with value: 0.9974987412885544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:28:10,504] Trial 8243 finished with value: 0.9965301496415271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:28:12,980] Trial 8244 finished with value: 0.9968150184350448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 50, 'rf_n_estimators': 19}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:28:14,015] Trial 8245 finished with value: 0.995916161159622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 34}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:28:16,904] Trial 8246 finished with value: 0.9974624066529932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:28:19,898] Trial 8247 finished with value: 0.9972829421161692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:28:21,394] Trial 8248 finished with value: 0.9902110237205205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:28:24,837] Trial 8249 finished with value: 0.9973857736346075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:28:27,193] Trial 8250 finished with value: 0.9968355585105257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:28:38,932] Trial 8251 finished with value: 0.9967951338743047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 48, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:28:43,049] Trial 8252 finished with value: 0.9974980824730713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:28:44,802] Trial 8253 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 2.4207333110487023e-05, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:28:50,457] Trial 8254 finished with value: 0.9972046752937823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 25, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:28:53,187] Trial 8255 finished with value: 0.9975055490697068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:28:56,228] Trial 8256 finished with value: 0.9976028475600461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:28:59,221] Trial 8257 finished with value: 0.997368030271795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:29:00,764] Trial 8258 finished with value: 0.9973791241938753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 66}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:29:03,633] Trial 8259 finished with value: 0.9973668358156473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 98}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:29:06,951] Trial 8260 finished with value: 0.9974347619199736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:29:10,090] Trial 8261 finished with value: 0.9970086085940847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:29:13,484] Trial 8262 finished with value: 0.9976410108068839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:29:16,563] Trial 8263 finished with value: 0.9974703429071838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:29:22,334] Trial 8264 finished with value: 0.9970079402889671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 25, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:29:24,964] Trial 8265 finished with value: 0.9973620926171137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:29:27,913] Trial 8266 finished with value: 0.9971538091081692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:29:31,039] Trial 8267 finished with value: 0.9974176671530381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:29:33,488] Trial 8268 finished with value: 0.9974994366343691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:29:36,196] Trial 8269 finished with value: 0.997429469560427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 95}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:29:44,717] Trial 8270 finished with value: 0.996194357756328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 51, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:29:48,086] Trial 8271 finished with value: 0.9974963396176203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:29:48,887] Trial 8272 finished with value: 0.9928222970323125 and parameters: {'classifier': 'SVC', 'svc_c': 519.2346598065114, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:29:50,722] Trial 8273 finished with value: 0.9967178408661329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:29:58,780] Trial 8274 finished with value: 0.9966927136156717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 35, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:30:02,288] Trial 8275 finished with value: 0.9973923350026462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:30:03,302] Trial 8276 finished with value: 0.9967563334572366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:30:04,778] Trial 8277 finished with value: 0.9971118324247971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 11, 'rf_n_estimators': 52}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:30:06,595] Trial 8278 finished with value: 0.9944377395110391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 27, 'rf_n_estimators': 70}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:30:10,943] Trial 8279 finished with value: 0.9974101578054411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:30:15,922] Trial 8280 finished with value: 0.9972059626785232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 26, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:30:17,366] Trial 8281 finished with value: 0.9974635027851037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 58}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:30:20,050] Trial 8282 finished with value: 0.9969328490663881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:30:23,692] Trial 8283 finished with value: 0.99710068521477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:30:26,796] Trial 8284 finished with value: 0.9972144757691819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:30:29,569] Trial 8285 finished with value: 0.9973266727949976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:30:32,586] Trial 8286 finished with value: 0.997369499324318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:30:33,765] Trial 8287 finished with value: 0.9961180052375682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 73}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:30:38,158] Trial 8288 finished with value: 0.9971719016197018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 19, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:30:40,387] Trial 8289 finished with value: 0.9973133002181123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 64}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:30:42,520] Trial 8290 finished with value: 0.9853764804741708 and parameters: {'classifier': 'SVC', 'svc_c': 0.006365386071561368, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:30:45,433] Trial 8291 finished with value: 0.9975128239376435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:30:48,708] Trial 8292 finished with value: 0.9972527478770425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:30:51,021] Trial 8293 finished with value: 0.9975838541680101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 92}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:30:54,083] Trial 8294 finished with value: 0.9975425803205988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:30:55,725] Trial 8295 finished with value: 0.9974050411152123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:30:56,775] Trial 8296 finished with value: 0.9965780429056098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:30:59,894] Trial 8297 finished with value: 0.9975541848738727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:31:02,877] Trial 8298 finished with value: 0.9974398781976094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:31:12,465] Trial 8299 finished with value: 0.9970954840064937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 40, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:31:15,966] Trial 8300 finished with value: 0.9971623455579278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:31:19,095] Trial 8301 finished with value: 0.9970252460177735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:31:21,596] Trial 8302 finished with value: 0.9973045477284176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:31:24,383] Trial 8303 finished with value: 0.9975746894981109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 102}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:31:25,503] Trial 8304 finished with value: 0.9965669941465717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:31:28,200] Trial 8305 finished with value: 0.9969824570026597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:31:31,012] Trial 8306 finished with value: 0.9973368562834644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:31:33,715] Trial 8307 finished with value: 0.9975688240471693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:31:36,687] Trial 8308 finished with value: 0.9970064064911129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:31:38,914] Trial 8309 finished with value: 0.9853879533468665 and parameters: {'classifier': 'SVC', 'svc_c': 0.02427319313478558, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:31:40,250] Trial 8310 finished with value: 0.9910867130217239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 17, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:31:41,319] Trial 8311 finished with value: 0.9971148180732287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 90}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:31:44,023] Trial 8312 finished with value: 0.9974060482859682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:31:46,961] Trial 8313 finished with value: 0.9973043383851801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:31:49,844] Trial 8314 finished with value: 0.9975813628374873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:31:52,637] Trial 8315 finished with value: 0.9975910636558574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 105}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:31:55,077] Trial 8316 finished with value: 0.9973175671893443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:31:57,111] Trial 8317 finished with value: 0.9971541621923897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 67}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:31:59,771] Trial 8318 finished with value: 0.9975121345268173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:32:01,039] Trial 8319 finished with value: 0.9972084118293668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 3, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:32:02,603] Trial 8320 finished with value: 0.9968962157771178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:32:06,316] Trial 8321 finished with value: 0.9974532189413735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:32:13,597] Trial 8322 finished with value: 0.9962876693942068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 43, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:32:16,293] Trial 8323 finished with value: 0.9972035268258628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:32:19,049] Trial 8324 finished with value: 0.9973448264972159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:32:22,250] Trial 8325 finished with value: 0.9973200535687535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:32:24,445] Trial 8326 finished with value: 0.997214436572866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 10, 'rf_n_estimators': 99}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:32:25,261] Trial 8327 finished with value: 0.9956500905065337 and parameters: {'classifier': 'SVC', 'svc_c': 5908.671813469993, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:32:29,612] Trial 8328 finished with value: 0.9974762542828777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:32:35,937] Trial 8329 finished with value: 0.9972189745858279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 28, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:32:38,410] Trial 8330 finished with value: 0.9974985420379713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:32:41,558] Trial 8331 finished with value: 0.9974284630561675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:32:43,606] Trial 8332 finished with value: 0.9971590931523839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:32:44,999] Trial 8333 finished with value: 0.9974549577978481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:32:49,423] Trial 8334 finished with value: 0.9971569735679714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:32:52,382] Trial 8335 finished with value: 0.9973671572571741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:32:58,206] Trial 8336 finished with value: 0.9973091297301191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 25, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:33:00,382] Trial 8337 finished with value: 0.9973902351274743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:33:16,599] Trial 8338 finished with value: 0.9966709268751854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 72, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:33:21,285] Trial 8339 finished with value: 0.9911690129069645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 64, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:33:22,349] Trial 8340 finished with value: 0.9974062450292566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 31}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:33:24,044] Trial 8341 finished with value: 0.9962102670489436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:33:26,712] Trial 8342 finished with value: 0.997364001715724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:33:28,233] Trial 8343 finished with value: 0.9971464523564313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:33:33,085] Trial 8344 finished with value: 0.9973911730461159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 20, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:33:38,029] Trial 8345 finished with value: 0.9963582616414502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 32, 'rf_n_estimators': 74}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:33:39,274] Trial 8346 finished with value: 0.986848423051109 and parameters: {'classifier': 'SVC', 'svc_c': 447247.0923908677, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:33:40,896] Trial 8347 finished with value: 0.9969910041480933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 43}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:33:45,836] Trial 8348 finished with value: 0.9973704937364349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 22, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:33:49,283] Trial 8349 finished with value: 0.9971328856387661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:33:51,650] Trial 8350 finished with value: 0.997259263669446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:33:58,953] Trial 8351 finished with value: 0.9969819300264442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 32, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:34:01,821] Trial 8352 finished with value: 0.9969406817280486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:34:05,001] Trial 8353 finished with value: 0.9976548811293721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:34:07,678] Trial 8354 finished with value: 0.9974989509491711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:34:10,455] Trial 8355 finished with value: 0.9970208974801195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:34:12,780] Trial 8356 finished with value: 0.9972303927106333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:34:15,616] Trial 8357 finished with value: 0.9973025164706018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:34:19,511] Trial 8358 finished with value: 0.9970378243852623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:34:20,345] Trial 8359 finished with value: 0.9971793561241947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 24}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:34:22,798] Trial 8360 finished with value: 0.9974390161643046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 95}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:34:25,280] Trial 8361 finished with value: 0.9974206455652269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:34:27,294] Trial 8362 finished with value: 0.9955946892913219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:34:28,867] Trial 8363 finished with value: 0.9963522669220112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:34:31,446] Trial 8364 finished with value: 0.9972481911387151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:34:44,745] Trial 8365 finished with value: 0.9965630419836439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 65, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:34:46,894] Trial 8366 finished with value: 0.9850767555470211 and parameters: {'classifier': 'SVC', 'svc_c': 3.2848895682078704e-10, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:34:48,814] Trial 8367 finished with value: 0.9972774329232389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 70}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:34:50,276] Trial 8368 finished with value: 0.997248174412838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 4, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:34:53,482] Trial 8369 finished with value: 0.9975697965283921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:35:00,559] Trial 8370 finished with value: 0.9969047711744072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 29, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:35:03,019] Trial 8371 finished with value: 0.9976020400842044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:35:05,116] Trial 8372 finished with value: 0.9975171369605791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:35:07,613] Trial 8373 finished with value: 0.9973884937637051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:35:09,468] Trial 8374 finished with value: 0.9970944057745633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:35:12,143] Trial 8375 finished with value: 0.9975154572318262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:35:14,298] Trial 8376 finished with value: 0.9965868136763393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 56}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:35:17,848] Trial 8377 finished with value: 0.997531428921168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:35:30,063] Trial 8378 finished with value: 0.9965200976749489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 65, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:35:45,573] Trial 8379 finished with value: 0.996219725199273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 71, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:35:48,505] Trial 8380 finished with value: 0.9973970303086773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:35:51,246] Trial 8381 finished with value: 0.9972851457742987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:35:54,569] Trial 8382 finished with value: 0.9972343022495513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:35:55,905] Trial 8383 finished with value: 0.9867591000747516 and parameters: {'classifier': 'SVC', 'svc_c': 2010985.1846143855, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:35:56,798] Trial 8384 finished with value: 0.9950561852329316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:35:59,172] Trial 8385 finished with value: 0.9966569611802852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:36:00,698] Trial 8386 finished with value: 0.9971384497382765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 61}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:36:04,100] Trial 8387 finished with value: 0.9972134271169812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:36:08,826] Trial 8388 finished with value: 0.9976636121642413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:36:11,751] Trial 8389 finished with value: 0.9956914430639553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 27, 'rf_n_estimators': 89}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:36:20,221] Trial 8390 finished with value: 0.9967094083580214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 42, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:36:21,628] Trial 8391 finished with value: 0.9972647024042218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 4, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:36:23,129] Trial 8392 finished with value: 0.9969937843570498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:36:31,144] Trial 8393 finished with value: 0.996592751457972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 35, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:36:34,084] Trial 8394 finished with value: 0.997065872856203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:36:34,618] Trial 8395 finished with value: 0.9871865073653646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 12}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:36:37,891] Trial 8396 finished with value: 0.9975167037064043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:36:40,816] Trial 8397 finished with value: 0.996526240769105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 18, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:36:43,927] Trial 8398 finished with value: 0.9971179559366644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:36:46,451] Trial 8399 finished with value: 0.9975417968386151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:36:48,353] Trial 8400 finished with value: 0.9973038921819389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:36:51,704] Trial 8401 finished with value: 0.9976301006472875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:38:23,860] Trial 8402 finished with value: 0.9895976655851957 and parameters: {'classifier': 'SVC', 'svc_c': 759720735.5214461, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:38:26,234] Trial 8403 finished with value: 0.9973305316802152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:38:29,054] Trial 8404 finished with value: 0.9973923291311334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:38:32,092] Trial 8405 finished with value: 0.9977138233429202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:38:38,720] Trial 8406 finished with value: 0.9956882797149799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 53, 'rf_n_estimators': 93}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:38:41,291] Trial 8407 finished with value: 0.997359753247692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:38:45,016] Trial 8408 finished with value: 0.9972221579296852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:38:47,339] Trial 8409 finished with value: 0.9973843563783493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:38:57,028] Trial 8410 finished with value: 0.9969800541574232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 43, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:39:00,614] Trial 8411 finished with value: 0.9971766290127574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:39:03,395] Trial 8412 finished with value: 0.9971857841930222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:39:09,789] Trial 8413 finished with value: 0.9970135173375437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 29, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:39:10,705] Trial 8414 finished with value: 0.9940276685128374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 72}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:39:17,791] Trial 8415 finished with value: 0.9968926025750419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 33, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:39:20,661] Trial 8416 finished with value: 0.9974080347615968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:39:22,156] Trial 8417 finished with value: 0.995716411339238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:39:25,892] Trial 8418 finished with value: 0.9971963152115757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 21, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:39:27,631] Trial 8419 finished with value: 0.9972530699533273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:39:29,774] Trial 8420 finished with value: 0.997111597151689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:39:31,587] Trial 8421 finished with value: 0.9853930338876186 and parameters: {'classifier': 'SVC', 'svc_c': 0.07759772359353173, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:39:34,086] Trial 8422 finished with value: 0.9970174956525072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:39:39,842] Trial 8423 finished with value: 0.9970852137465881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 24, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:39:42,460] Trial 8424 finished with value: 0.9972669266602532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:39:45,798] Trial 8425 finished with value: 0.9969688147170368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 15, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:39:47,226] Trial 8426 finished with value: 0.994224441190549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:39:48,723] Trial 8427 finished with value: 0.9970601147428644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 1, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:39:51,334] Trial 8428 finished with value: 0.9970936775165384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:39:54,038] Trial 8429 finished with value: 0.9967084333695038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 18, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:39:55,975] Trial 8430 finished with value: 0.9974598807281515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:39:59,705] Trial 8431 finished with value: 0.9971753417867063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:40:02,071] Trial 8432 finished with value: 0.9974780913046999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:40:17,229] Trial 8433 finished with value: 0.9964341392659005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 71, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:40:21,124] Trial 8434 finished with value: 0.9975888456521936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:40:22,888] Trial 8435 finished with value: 0.9972083862486135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:40:25,683] Trial 8436 finished with value: 0.9972695908671579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:40:27,862] Trial 8437 finished with value: 0.9973129299636838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:40:31,155] Trial 8438 finished with value: 0.9972947009156733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:40:33,780] Trial 8439 finished with value: 0.9974436806845657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:40:35,290] Trial 8440 finished with value: 0.9972553401341108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 64}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:43:53,402] Trial 8441 finished with value: 0.9896102927021103 and parameters: {'classifier': 'SVC', 'svc_c': 2894358354.779977, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:44:03,526] Trial 8442 finished with value: 0.9971035005258523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 44, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:44:04,389] Trial 8443 finished with value: 0.9950326027933785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 16}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:44:08,641] Trial 8444 finished with value: 0.9966988647712564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 22, 'rf_n_estimators': 97}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:44:19,212] Trial 8445 finished with value: 0.9966890669935792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 55, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:44:21,789] Trial 8446 finished with value: 0.9974057502035412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:44:23,948] Trial 8447 finished with value: 0.997188429103279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:44:24,747] Trial 8448 finished with value: 0.9871066459670308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 3, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:44:27,693] Trial 8449 finished with value: 0.997408572433487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:44:29,182] Trial 8450 finished with value: 0.9974239912167429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 67}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:44:40,705] Trial 8451 finished with value: 0.9965164178867431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 52, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:44:42,776] Trial 8452 finished with value: 0.9965050713943949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:44:44,063] Trial 8453 finished with value: 0.9967651097503619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 74}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:44:47,437] Trial 8454 finished with value: 0.997479121644128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:44:48,845] Trial 8455 finished with value: 0.9973337978600111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:44:51,511] Trial 8456 finished with value: 0.9973678652029382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:44:52,969] Trial 8457 finished with value: 0.9969606136734844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:44:53,823] Trial 8458 finished with value: 0.9917392481126511 and parameters: {'classifier': 'SVC', 'svc_c': 82.084075450905, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:44:55,462] Trial 8459 finished with value: 0.9975189102209453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:44:57,792] Trial 8460 finished with value: 0.9972558558751071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:45:09,247] Trial 8461 finished with value: 0.9961398282227449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 50, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:45:12,480] Trial 8462 finished with value: 0.9973989567361851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:45:14,804] Trial 8463 finished with value: 0.9974377210672524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:45:17,720] Trial 8464 finished with value: 0.9973240906940596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:45:21,237] Trial 8465 finished with value: 0.997287103558859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:45:23,369] Trial 8466 finished with value: 0.9976122491851624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:45:26,263] Trial 8467 finished with value: 0.9974316323401317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:45:28,678] Trial 8468 finished with value: 0.9973936547283145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:45:32,859] Trial 8469 finished with value: 0.9974074696364162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:45:39,258] Trial 8470 finished with value: 0.9969760747633707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 28, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:45:41,873] Trial 8471 finished with value: 0.9970348011591482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:45:45,291] Trial 8472 finished with value: 0.9975795585691856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:45:47,489] Trial 8473 finished with value: 0.9974256727228186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:45:49,264] Trial 8474 finished with value: 0.9974070995089394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:45:51,129] Trial 8475 finished with value: 0.9968821718800137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 46}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:45:53,648] Trial 8476 finished with value: 0.9977068772797049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:45:54,657] Trial 8477 finished with value: 0.9885380064877269 and parameters: {'classifier': 'SVC', 'svc_c': 2.081821405751704, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:45:56,982] Trial 8478 finished with value: 0.9975408550162109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:46:01,161] Trial 8479 finished with value: 0.9972714421393006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:46:03,700] Trial 8480 finished with value: 0.9973877384649831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:46:06,973] Trial 8481 finished with value: 0.997422187646675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:46:09,325] Trial 8482 finished with value: 0.9972785128372784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 100}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:46:13,043] Trial 8483 finished with value: 0.9969725687084704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:46:15,029] Trial 8484 finished with value: 0.9975147607751849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:46:17,056] Trial 8485 finished with value: 0.9971128138243719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 90}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:46:22,732] Trial 8486 finished with value: 0.9974031032303202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 25, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:46:30,976] Trial 8487 finished with value: 0.996665797045463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 42, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:46:41,992] Trial 8488 finished with value: 0.9963971655558345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 50, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:46:45,088] Trial 8489 finished with value: 0.9973899297453285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:46:48,565] Trial 8490 finished with value: 0.9971526620049795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:46:51,153] Trial 8491 finished with value: 0.9970551015499519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:46:53,339] Trial 8492 finished with value: 0.9975211808460595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:46:55,606] Trial 8493 finished with value: 0.9974944519420977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:46:57,895] Trial 8494 finished with value: 0.9974602200381204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:47:00,469] Trial 8495 finished with value: 0.997277186954456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:47:01,433] Trial 8496 finished with value: 0.9900226633973493 and parameters: {'classifier': 'SVC', 'svc_c': 11.355742661254505, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:47:04,132] Trial 8497 finished with value: 0.9973655760746238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:47:09,092] Trial 8498 finished with value: 0.9967871305896537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 20, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:47:10,986] Trial 8499 finished with value: 0.9975296136080744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:47:13,747] Trial 8500 finished with value: 0.9974841500077601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:47:15,262] Trial 8501 finished with value: 0.997506369843732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:47:18,878] Trial 8502 finished with value: 0.9974616397064593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:47:20,273] Trial 8503 finished with value: 0.9972395028230693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 4, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:47:22,776] Trial 8504 finished with value: 0.9975567820820546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:47:24,118] Trial 8505 finished with value: 0.9966990697029249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:47:25,737] Trial 8506 finished with value: 0.9938081200144913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:47:29,380] Trial 8507 finished with value: 0.9973569415864691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:47:31,516] Trial 8508 finished with value: 0.997149043820052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:47:33,734] Trial 8509 finished with value: 0.9974567394052839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 68}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:47:35,383] Trial 8510 finished with value: 0.9955608635373464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:47:39,951] Trial 8511 finished with value: 0.9971510334377335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 22, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:47:42,687] Trial 8512 finished with value: 0.9968373972144571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:47:44,842] Trial 8513 finished with value: 0.9969270907626221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:48:12,434] Trial 8514 finished with value: 0.9897120142189726 and parameters: {'classifier': 'SVC', 'svc_c': 33611548.433563106, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:48:14,695] Trial 8515 finished with value: 0.9973028743155083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:48:16,712] Trial 8516 finished with value: 0.9973538914148716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:48:19,386] Trial 8517 finished with value: 0.9960888633639774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:48:22,185] Trial 8518 finished with value: 0.9975112124771295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:48:23,321] Trial 8519 finished with value: 0.997222393266269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:48:29,946] Trial 8520 finished with value: 0.9969656282311269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 31, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:48:32,945] Trial 8521 finished with value: 0.9969037338526396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:48:35,396] Trial 8522 finished with value: 0.9971639150291901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:48:37,673] Trial 8523 finished with value: 0.9973375654987447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 93}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:48:39,023] Trial 8524 finished with value: 0.9972116721693874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:48:41,524] Trial 8525 finished with value: 0.9973822119748932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:48:44,837] Trial 8526 finished with value: 0.9972577710673957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:48:51,636] Trial 8527 finished with value: 0.997065302081675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 37, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:48:54,240] Trial 8528 finished with value: 0.9900386814240361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 40, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:48:56,788] Trial 8529 finished with value: 0.9975251161244206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:48:58,323] Trial 8530 finished with value: 0.9971516565480707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 70}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:49:00,990] Trial 8531 finished with value: 0.9973348257873583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:49:02,581] Trial 8532 finished with value: 0.9963407759269703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 55}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:49:03,733] Trial 8533 finished with value: 0.9874273791037965 and parameters: {'classifier': 'SVC', 'svc_c': 79227.28231753748, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:49:05,897] Trial 8534 finished with value: 0.9955781974811527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 18, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:49:07,382] Trial 8535 finished with value: 0.9973674883470248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:49:10,027] Trial 8536 finished with value: 0.996727256963735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:49:13,660] Trial 8537 finished with value: 0.9975320009969502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:49:15,634] Trial 8538 finished with value: 0.9976435461578843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 74}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:49:27,408] Trial 8539 finished with value: 0.9967423572888272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 48, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:49:29,696] Trial 8540 finished with value: 0.9972169899827358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:49:32,149] Trial 8541 finished with value: 0.9968672465577435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:49:41,200] Trial 8542 finished with value: 0.9969216766247246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 42, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:49:43,852] Trial 8543 finished with value: 0.997277336471738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:49:45,709] Trial 8544 finished with value: 0.9975938387550106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:49:48,303] Trial 8545 finished with value: 0.9975132185667851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:49:50,659] Trial 8546 finished with value: 0.9972286504582026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:49:57,673] Trial 8547 finished with value: 0.9966378730505953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 30, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:49:59,602] Trial 8548 finished with value: 0.9972330049943213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:50:02,733] Trial 8549 finished with value: 0.9968563360172924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 14, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:50:03,783] Trial 8550 finished with value: 0.9969432654158821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:50:06,046] Trial 8551 finished with value: 0.9976387886455544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:50:07,044] Trial 8552 finished with value: 0.9963319141953981 and parameters: {'classifier': 'SVC', 'svc_c': 25094.463798930938, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:50:14,677] Trial 8553 finished with value: 0.9966494342181496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 38, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:50:19,657] Trial 8554 finished with value: 0.9972777243724432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 23, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:50:22,897] Trial 8555 finished with value: 0.9975602544630352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:50:25,368] Trial 8556 finished with value: 0.9975037888536207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:50:27,075] Trial 8557 finished with value: 0.9973803487692973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 89}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:50:30,292] Trial 8558 finished with value: 0.9972876730638705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:50:31,521] Trial 8559 finished with value: 0.9972613929339204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 59}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:50:33,783] Trial 8560 finished with value: 0.9972249913631125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:50:36,530] Trial 8561 finished with value: 0.9973237196461833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:50:38,507] Trial 8562 finished with value: 0.9962756201928492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:50:41,258] Trial 8563 finished with value: 0.9976385134778969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:50:44,215] Trial 8564 finished with value: 0.9974302956981586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:50:45,666] Trial 8565 finished with value: 0.9961766865655172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:50:49,719] Trial 8566 finished with value: 0.9972156322350543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:50:51,862] Trial 8567 finished with value: 0.9973299932148771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:51:03,232] Trial 8568 finished with value: 0.9968308053145513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 50, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:51:06,641] Trial 8569 finished with value: 0.9968491487777182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:51:08,801] Trial 8570 finished with value: 0.9852053993786534 and parameters: {'classifier': 'SVC', 'svc_c': 0.00011367812877018369, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:51:11,313] Trial 8571 finished with value: 0.9970502479035003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:51:13,054] Trial 8572 finished with value: 0.9972303537364828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:51:15,775] Trial 8573 finished with value: 0.993870141439822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 30, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:51:16,970] Trial 8574 finished with value: 0.9965287751997063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 37}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:51:19,405] Trial 8575 finished with value: 0.9975938323756912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:51:23,110] Trial 8576 finished with value: 0.9969920402638204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 20, 'rf_n_estimators': 97}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:51:26,601] Trial 8577 finished with value: 0.9972198813378444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:51:27,946] Trial 8578 finished with value: 0.9972105025640214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 64}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:51:30,885] Trial 8579 finished with value: 0.9974669060726598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:51:34,244] Trial 8580 finished with value: 0.9975361195617268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:51:38,628] Trial 8581 finished with value: 0.9973003207786869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:51:41,418] Trial 8582 finished with value: 0.9970127183991989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:51:42,426] Trial 8583 finished with value: 0.9969317184351724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:51:44,240] Trial 8584 finished with value: 0.9971911458364207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 76}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:51:45,391] Trial 8585 finished with value: 0.9967780663067561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 50}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:51:52,472] Trial 8586 finished with value: 0.996812505871862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 29, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:52:03,273] Trial 8587 finished with value: 0.9965312946182769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 52, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:52:05,865] Trial 8588 finished with value: 0.9976453515687508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:52:07,569] Trial 8589 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.8219202247189896e-07, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:52:09,990] Trial 8590 finished with value: 0.9976397373550846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:52:12,236] Trial 8591 finished with value: 0.9973937756497421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:52:14,077] Trial 8592 finished with value: 0.9966578232770659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 72}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:52:16,525] Trial 8593 finished with value: 0.9967577338924037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:52:18,495] Trial 8594 finished with value: 0.9974119630576181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:52:19,559] Trial 8595 finished with value: 0.9900090149863104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:52:26,488] Trial 8596 finished with value: 0.9972986607909126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 28, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:52:29,833] Trial 8597 finished with value: 0.9969919944977579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:52:40,123] Trial 8598 finished with value: 0.9969971197889596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 48, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:52:41,908] Trial 8599 finished with value: 0.9973743372922432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:52:44,281] Trial 8600 finished with value: 0.9975646630170725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 100}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:52:47,565] Trial 8601 finished with value: 0.9975977865063693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:52:49,677] Trial 8602 finished with value: 0.9970026964884191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:52:55,955] Trial 8603 finished with value: 0.9968670936762432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 27, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:52:58,757] Trial 8604 finished with value: 0.9969370590998142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:53:00,332] Trial 8605 finished with value: 0.9974437636791937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:53:02,519] Trial 8606 finished with value: 0.9969684090431037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:53:06,821] Trial 8607 finished with value: 0.9972581139954859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:53:08,607] Trial 8608 finished with value: 0.9852078578921796 and parameters: {'classifier': 'SVC', 'svc_c': 2.8969065205110256e-08, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:53:11,529] Trial 8609 finished with value: 0.9969347102724959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:53:14,594] Trial 8610 finished with value: 0.9972696196851779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:53:16,902] Trial 8611 finished with value: 0.9972881897887419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:53:29,323] Trial 8612 finished with value: 0.9962112012225122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 67, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:53:32,314] Trial 8613 finished with value: 0.995394733047588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 26, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:53:33,965] Trial 8614 finished with value: 0.996998943385647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:53:35,914] Trial 8615 finished with value: 0.9972605500068358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:53:44,211] Trial 8616 finished with value: 0.9970999474671108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 36, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:53:46,449] Trial 8617 finished with value: 0.9972788893123369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:53:49,343] Trial 8618 finished with value: 0.99733574853528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:53:52,344] Trial 8619 finished with value: 0.997509719970293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:53:52,880] Trial 8620 finished with value: 0.993268949079189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 4, 'rf_n_estimators': 9}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:53:56,511] Trial 8621 finished with value: 0.9972288741787123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:53:58,113] Trial 8622 finished with value: 0.9952994472483887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:54:00,451] Trial 8623 finished with value: 0.9971307262867555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:54:03,117] Trial 8624 finished with value: 0.9974771777607714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:54:05,460] Trial 8625 finished with value: 0.9975524264985851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:54:07,210] Trial 8626 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.935388071755811e-09, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:54:08,883] Trial 8627 finished with value: 0.9972071559921062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 95}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:54:10,651] Trial 8628 finished with value: 0.9968255631643744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:54:14,256] Trial 8629 finished with value: 0.9971976864796058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:54:16,859] Trial 8630 finished with value: 0.9974747248648544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:54:19,152] Trial 8631 finished with value: 0.9974998763313393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:54:20,386] Trial 8632 finished with value: 0.9974038739854031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 88}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:54:23,318] Trial 8633 finished with value: 0.9975278491073706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:54:26,092] Trial 8634 finished with value: 0.9970109084498118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:54:30,849] Trial 8635 finished with value: 0.9973735386395397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:54:32,412] Trial 8636 finished with value: 0.9969544345250654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:54:35,736] Trial 8637 finished with value: 0.997625767058188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:54:42,378] Trial 8638 finished with value: 0.9948845432016373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 52, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:54:44,483] Trial 8639 finished with value: 0.9976416881255673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:54:46,327] Trial 8640 finished with value: 0.9972858617180154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:54:49,975] Trial 8641 finished with value: 0.9944702532199199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 42, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:55:03,173] Trial 8642 finished with value: 0.9960292676351763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 64, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:55:04,573] Trial 8643 finished with value: 0.994286870701894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:55:06,671] Trial 8644 finished with value: 0.9972655666274424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:55:07,480] Trial 8645 finished with value: 0.993093574447811 and parameters: {'classifier': 'SVC', 'svc_c': 1755.1293108072878, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:55:08,584] Trial 8646 finished with value: 0.9972469308264095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 92}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:55:10,626] Trial 8647 finished with value: 0.9976778701970072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:55:13,096] Trial 8648 finished with value: 0.9974995315307126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:55:15,565] Trial 8649 finished with value: 0.9973482278804973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:55:18,053] Trial 8650 finished with value: 0.9976019151320625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:55:30,327] Trial 8651 finished with value: 0.9967135513927244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 55, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:55:33,837] Trial 8652 finished with value: 0.9971275119032247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:55:37,794] Trial 8653 finished with value: 0.9974152447572505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:55:39,631] Trial 8654 finished with value: 0.9970943918416219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:55:41,884] Trial 8655 finished with value: 0.9974253094189917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:55:43,785] Trial 8656 finished with value: 0.997334761359406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 61}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:55:46,466] Trial 8657 finished with value: 0.9974661031988145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:55:50,108] Trial 8658 finished with value: 0.9974382740368144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:55:52,266] Trial 8659 finished with value: 0.9975467983837154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:55:54,817] Trial 8660 finished with value: 0.9972538092878819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:55:56,568] Trial 8661 finished with value: 0.9961053963064748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:56:08,963] Trial 8662 finished with value: 0.9966347182708547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 59, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:56:09,793] Trial 8663 finished with value: 0.9895774961449982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 69}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:56:11,518] Trial 8664 finished with value: 0.9971969499697252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:56:59,287] Trial 8665 finished with value: 0.9903067289044291 and parameters: {'classifier': 'SVC', 'svc_c': 101816600.47067237, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:57:02,120] Trial 8666 finished with value: 0.9972045505955441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:57:07,346] Trial 8667 finished with value: 0.9974897370220397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 24, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:57:08,854] Trial 8668 finished with value: 0.9974087029715006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:57:12,009] Trial 8669 finished with value: 0.9973818510514095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:57:13,445] Trial 8670 finished with value: 0.9963659178720828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:57:15,943] Trial 8671 finished with value: 0.9973162439090303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:57:19,585] Trial 8672 finished with value: 0.9975116032977221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:57:23,138] Trial 8673 finished with value: 0.9975105864786425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:57:25,366] Trial 8674 finished with value: 0.9974539141919746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:57:36,892] Trial 8675 finished with value: 0.9964164589980479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 54, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:57:39,786] Trial 8676 finished with value: 0.9970461958613778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:57:42,771] Trial 8677 finished with value: 0.9976591485449348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:57:44,679] Trial 8678 finished with value: 0.9976773266218658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:57:46,720] Trial 8679 finished with value: 0.9970928191965688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:58:00,480] Trial 8680 finished with value: 0.9966632869578369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 56, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:58:02,868] Trial 8681 finished with value: 0.9973652911634286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:58:03,687] Trial 8682 finished with value: 0.9924252073778107 and parameters: {'classifier': 'SVC', 'svc_c': 227.12151387272598, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:58:05,056] Trial 8683 finished with value: 0.9967250814571296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:58:12,336] Trial 8684 finished with value: 0.9970605137200991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 30, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:58:14,634] Trial 8685 finished with value: 0.9975058472156096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:58:17,252] Trial 8686 finished with value: 0.997587928712309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:58:21,351] Trial 8687 finished with value: 0.9974933321652463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 27, 'rf_n_estimators': 76}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:58:32,580] Trial 8688 finished with value: 0.9967217513254503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 48, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:58:46,019] Trial 8689 finished with value: 0.9961104880189701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 61, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:58:48,268] Trial 8690 finished with value: 0.9962658806542323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 15, 'rf_n_estimators': 66}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:58:49,374] Trial 8691 finished with value: 0.9967859562870776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 28}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:58:53,279] Trial 8692 finished with value: 0.9970054196960936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 17, 'rf_n_estimators': 104}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:58:57,865] Trial 8693 finished with value: 0.9971355290890793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:59:12,690] Trial 8694 finished with value: 0.9965033161294223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 62, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:59:14,322] Trial 8695 finished with value: 0.9973460752569231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 53}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:59:16,816] Trial 8696 finished with value: 0.9974852225268673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:59:19,746] Trial 8697 finished with value: 0.9974122124858328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:59:24,211] Trial 8698 finished with value: 0.9972529530308764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:59:29,852] Trial 8699 finished with value: 0.9973308393157524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 23, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:59:31,782] Trial 8700 finished with value: 0.9974721840231963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 87}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:59:50,131] Trial 8701 finished with value: 0.9919327044329354 and parameters: {'classifier': 'SVC', 'svc_c': 5052341.527686095, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:59:51,999] Trial 8702 finished with value: 0.9974905839481005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 72}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:59:54,404] Trial 8703 finished with value: 0.9976268360226497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:59:56,803] Trial 8704 finished with value: 0.9971395413636038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-06 23:59:58,427] Trial 8705 finished with value: 0.9968586985871245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:00:01,361] Trial 8706 finished with value: 0.9974844661173187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:00:02,836] Trial 8707 finished with value: 0.997472040726544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:00:09,269] Trial 8708 finished with value: 0.9968205549860514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 31, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:00:12,469] Trial 8709 finished with value: 0.9972335644384162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:00:14,005] Trial 8710 finished with value: 0.9968821204011279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:00:16,523] Trial 8711 finished with value: 0.9973182254970211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:00:19,047] Trial 8712 finished with value: 0.9975204802952279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:00:21,987] Trial 8713 finished with value: 0.997684137576809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:00:24,440] Trial 8714 finished with value: 0.9975723394330144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:00:27,163] Trial 8715 finished with value: 0.9975780262947507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:00:29,139] Trial 8716 finished with value: 0.9974432392737484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:00:33,298] Trial 8717 finished with value: 0.9968343279683772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:00:36,221] Trial 8718 finished with value: 0.9935254793490295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 39, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:00:48,144] Trial 8719 finished with value: 0.9964046393887133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 56, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:00:49,017] Trial 8720 finished with value: 0.9915272060102764 and parameters: {'classifier': 'SVC', 'svc_c': 52.52450459209407, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:00:51,661] Trial 8721 finished with value: 0.997509693151761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:00:53,517] Trial 8722 finished with value: 0.9974997638521952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:00:56,487] Trial 8723 finished with value: 0.9971684244145593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:01:04,539] Trial 8724 finished with value: 0.9968230104210006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 38, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:01:07,186] Trial 8725 finished with value: 0.9971345426431771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:01:14,593] Trial 8726 finished with value: 0.9967824072907883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 36, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:01:16,177] Trial 8727 finished with value: 0.9976550976771147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:01:19,339] Trial 8728 finished with value: 0.997443103625932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:01:21,707] Trial 8729 finished with value: 0.9970149023163498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:01:24,550] Trial 8730 finished with value: 0.9964445516481558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 17, 'rf_n_estimators': 75}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:01:26,934] Trial 8731 finished with value: 0.9978243946896396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:01:30,005] Trial 8732 finished with value: 0.9968993228547833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 12, 'rf_n_estimators': 104}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:01:32,852] Trial 8733 finished with value: 0.9972123181310183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 105}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:01:35,567] Trial 8734 finished with value: 0.9974896189570238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:01:38,031] Trial 8735 finished with value: 0.9973180396398349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:01:41,080] Trial 8736 finished with value: 0.9967776120738244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:01:43,561] Trial 8737 finished with value: 0.9976584410752393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:01:46,436] Trial 8738 finished with value: 0.9970943442982364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:01:48,588] Trial 8739 finished with value: 0.9852922525110511 and parameters: {'classifier': 'SVC', 'svc_c': 0.001192325009848133, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:01:51,129] Trial 8740 finished with value: 0.9968181887980979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:01:53,942] Trial 8741 finished with value: 0.9971888718788263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 13, 'rf_n_estimators': 105}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:01:56,585] Trial 8742 finished with value: 0.9973904038144524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:01:59,423] Trial 8743 finished with value: 0.9975205240935402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:02:02,298] Trial 8744 finished with value: 0.9972023323062392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 100}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:02:04,651] Trial 8745 finished with value: 0.9972876176812221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:02:07,391] Trial 8746 finished with value: 0.9974080238120185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:02:10,173] Trial 8747 finished with value: 0.9973910024231253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 103}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:02:13,173] Trial 8748 finished with value: 0.9973747245581901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 14, 'rf_n_estimators': 104}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:02:18,158] Trial 8749 finished with value: 0.9973027537749357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 25, 'rf_n_estimators': 105}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:02:20,882] Trial 8750 finished with value: 0.9968247196660075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:02:23,301] Trial 8751 finished with value: 0.9967397579224674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 100}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:02:24,484] Trial 8752 finished with value: 0.996830509041185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 3, 'rf_n_estimators': 101}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:02:37,394] Trial 8753 finished with value: 0.9968181804192904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 61, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:02:40,451] Trial 8754 finished with value: 0.9966832189984866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 102}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:02:43,630] Trial 8755 finished with value: 0.9974244169490336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 15, 'rf_n_estimators': 104}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:02:46,517] Trial 8756 finished with value: 0.9973959012326191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:02:49,213] Trial 8757 finished with value: 0.9974714580820386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:02:51,001] Trial 8758 finished with value: 0.9854048301061155 and parameters: {'classifier': 'SVC', 'svc_c': 0.18101315145050098, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:02:53,874] Trial 8759 finished with value: 0.9974588914258379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 105}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:03:03,084] Trial 8760 finished with value: 0.9960835004193246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 44, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:03:05,965] Trial 8761 finished with value: 0.9972041467941474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:03:08,453] Trial 8762 finished with value: 0.9975670570391708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 98}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:03:10,732] Trial 8763 finished with value: 0.9971694639897185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:03:13,995] Trial 8764 finished with value: 0.997406130994955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 102}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:03:17,321] Trial 8765 finished with value: 0.9966499117467054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 101}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:03:19,709] Trial 8766 finished with value: 0.9976922231895919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 102}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:03:20,694] Trial 8767 finished with value: 0.9972084455667626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:03:23,068] Trial 8768 finished with value: 0.9974353146673701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:03:32,068] Trial 8769 finished with value: 0.9964394643789674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 41, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:03:34,647] Trial 8770 finished with value: 0.9974765956558104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 101}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:03:36,968] Trial 8771 finished with value: 0.997120903213966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 11, 'rf_n_estimators': 94}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:03:40,103] Trial 8772 finished with value: 0.9974796308153776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 99}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:03:43,993] Trial 8773 finished with value: 0.9971983822062755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:03:46,136] Trial 8774 finished with value: 0.9971720157174792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 96}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:03:48,857] Trial 8775 finished with value: 0.9973247713134853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:03:54,236] Trial 8776 finished with value: 0.9966639297456771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 24, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:03:55,076] Trial 8777 finished with value: 0.9960618720827344 and parameters: {'classifier': 'SVC', 'svc_c': 10146.205643469766, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:03:58,223] Trial 8778 finished with value: 0.9973366302143495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 14, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:04:00,462] Trial 8779 finished with value: 0.9972515358698318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:04:03,200] Trial 8780 finished with value: 0.9969820956348453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 11, 'rf_n_estimators': 98}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:04:05,984] Trial 8781 finished with value: 0.9975779292084918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 104}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:04:08,322] Trial 8782 finished with value: 0.9974785531547293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:04:11,309] Trial 8783 finished with value: 0.9972445363917183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 102}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:04:14,838] Trial 8784 finished with value: 0.9966973744860733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 16, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:04:22,457] Trial 8785 finished with value: 0.9970174927008818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 37, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:04:27,584] Trial 8786 finished with value: 0.9967953262377621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 26, 'rf_n_estimators': 101}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:04:34,685] Trial 8787 finished with value: 0.9969818192611472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 33, 'rf_n_estimators': 103}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:04:37,231] Trial 8788 finished with value: 0.9975784469807142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:04:39,583] Trial 8789 finished with value: 0.9974350558764726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:04:42,830] Trial 8790 finished with value: 0.9966264033834283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 15, 'rf_n_estimators': 103}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:04:46,115] Trial 8791 finished with value: 0.9973483026550074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:04:48,618] Trial 8792 finished with value: 0.9975586430342592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:04:51,219] Trial 8793 finished with value: 0.9968540228316444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 103}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:04:53,801] Trial 8794 finished with value: 0.9974811351287158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:04:54,348] Trial 8795 finished with value: 0.9919911982850648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 6}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:04:56,111] Trial 8796 finished with value: 0.985205317494852 and parameters: {'classifier': 'SVC', 'svc_c': 1.7062205153986326e-06, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:04:58,145] Trial 8797 finished with value: 0.9974317731294894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 90}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:05:01,900] Trial 8798 finished with value: 0.9968099792805242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 18, 'rf_n_estimators': 92}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:05:03,349] Trial 8799 finished with value: 0.9953362564291423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:05:06,421] Trial 8800 finished with value: 0.9973342036291579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 103}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:05:08,489] Trial 8801 finished with value: 0.9973207830010807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:05:11,608] Trial 8802 finished with value: 0.9972747223155135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:05:12,644] Trial 8803 finished with value: 0.9972368411869352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 99}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:05:13,919] Trial 8804 finished with value: 0.9971897365463773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 3, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:05:20,028] Trial 8805 finished with value: 0.9942756727746911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 59, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:05:22,170] Trial 8806 finished with value: 0.9975294330193809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:05:23,169] Trial 8807 finished with value: 0.9970067369144675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:05:25,874] Trial 8808 finished with value: 0.9974721788181794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:05:28,645] Trial 8809 finished with value: 0.997479961333946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:05:30,246] Trial 8810 finished with value: 0.9953158338791327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:05:32,609] Trial 8811 finished with value: 0.997480712538478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:05:35,310] Trial 8812 finished with value: 0.9970481841460671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 97}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:05:37,545] Trial 8813 finished with value: 0.9971777660550304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:05:39,239] Trial 8814 finished with value: 0.9850752810038399 and parameters: {'classifier': 'SVC', 'svc_c': 6.445833364239945e-10, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:05:41,499] Trial 8815 finished with value: 0.9967707948982514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 12, 'rf_n_estimators': 86}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:05:44,293] Trial 8816 finished with value: 0.9971911081952625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:05:46,500] Trial 8817 finished with value: 0.9974576903999433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:05:47,667] Trial 8818 finished with value: 0.9971052051053867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 105}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:05:51,230] Trial 8819 finished with value: 0.9973960964207501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 14, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:05:52,550] Trial 8820 finished with value: 0.9970166581208669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 5, 'rf_n_estimators': 89}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:05:55,054] Trial 8821 finished with value: 0.9971458452419993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:06:08,193] Trial 8822 finished with value: 0.9962999913511409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 64, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:06:16,506] Trial 8823 finished with value: 0.9964585684410868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 36, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:06:19,407] Trial 8824 finished with value: 0.9975440059874024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:06:32,543] Trial 8825 finished with value: 0.996654564396989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 61, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:06:35,647] Trial 8826 finished with value: 0.9974151577636462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 96}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:06:37,717] Trial 8827 finished with value: 0.9967301115980844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:06:41,750] Trial 8828 finished with value: 0.9971478325428134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:06:43,471] Trial 8829 finished with value: 0.9974452989687297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:06:46,460] Trial 8830 finished with value: 0.9972641232191485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 12, 'rf_n_estimators': 102}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:06:48,691] Trial 8831 finished with value: 0.9971369310476659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 93}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:06:50,027] Trial 8832 finished with value: 0.9972529797224564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:06:51,798] Trial 8833 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 5.703589533077976e-05, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:06:54,126] Trial 8834 finished with value: 0.9969221840821273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 90}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:06:56,343] Trial 8835 finished with value: 0.9972642326197155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:06:59,499] Trial 8836 finished with value: 0.9973181597360768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:07:00,368] Trial 8837 finished with value: 0.9968644454652439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 1, 'rf_n_estimators': 77}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:07:03,173] Trial 8838 finished with value: 0.9973118818827654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 98}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:07:05,787] Trial 8839 finished with value: 0.9974328517422747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 104}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:07:09,393] Trial 8840 finished with value: 0.9972461806374907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:07:10,865] Trial 8841 finished with value: 0.9936367852378792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:07:13,314] Trial 8842 finished with value: 0.9974938341319909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:07:15,809] Trial 8843 finished with value: 0.9967642564767196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:07:18,256] Trial 8844 finished with value: 0.9973241848921689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:07:20,513] Trial 8845 finished with value: 0.9972961126495354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:07:22,959] Trial 8846 finished with value: 0.9976268208519298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:07:24,611] Trial 8847 finished with value: 0.9976885505106773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:07:27,644] Trial 8848 finished with value: 0.9879185980281493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 66, 'rf_n_estimators': 94}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:07:31,414] Trial 8849 finished with value: 0.9968626769338259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 17, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:07:35,878] Trial 8850 finished with value: 0.9974678865200972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:07:37,560] Trial 8851 finished with value: 0.9975275744475193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 69}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:07:39,691] Trial 8852 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.0313869787455611e-08, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:07:41,966] Trial 8853 finished with value: 0.9972917705864145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 88}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:07:43,408] Trial 8854 finished with value: 0.9974429062796233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 100}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:07:57,287] Trial 8855 finished with value: 0.9961456597458636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 55, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:07:59,510] Trial 8856 finished with value: 0.9975602722362634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:08:01,854] Trial 8857 finished with value: 0.9967505837227056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 14, 'rf_n_estimators': 74}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:08:08,075] Trial 8858 finished with value: 0.9968179589204339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 37, 'rf_n_estimators': 86}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:08:10,668] Trial 8859 finished with value: 0.9974216074459886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:08:11,822] Trial 8860 finished with value: 0.9972226597060022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:08:14,215] Trial 8861 finished with value: 0.9973158702586457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:08:16,928] Trial 8862 finished with value: 0.9970368897356252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:08:18,783] Trial 8863 finished with value: 0.9960946634348297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:08:21,401] Trial 8864 finished with value: 0.9973121358495011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 84}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:08:24,586] Trial 8865 finished with value: 0.9972709725134838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:08:29,705] Trial 8866 finished with value: 0.9970734025795366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 32, 'rf_n_estimators': 78}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:08:33,079] Trial 8867 finished with value: 0.9951736354219779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 31, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:08:41,566] Trial 8868 finished with value: 0.9950213501182849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 66, 'rf_n_estimators': 63}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:08:42,816] Trial 8869 finished with value: 0.9953852632177084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:08:45,006] Trial 8870 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 7.840592021312673e-06, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:08:52,350] Trial 8871 finished with value: 0.9970847060035443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 35, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:08:55,006] Trial 8872 finished with value: 0.9972952954301562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:08:57,595] Trial 8873 finished with value: 0.9976700574667525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:09:00,164] Trial 8874 finished with value: 0.9975549193842652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:09:09,069] Trial 8875 finished with value: 0.9971391255970158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 46, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:09:11,185] Trial 8876 finished with value: 0.9969557575514761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:09:15,975] Trial 8877 finished with value: 0.9970695544217317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:09:17,949] Trial 8878 finished with value: 0.9960760231904898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 20, 'rf_n_estimators': 71}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:09:21,077] Trial 8879 finished with value: 0.9974664772300539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:09:31,305] Trial 8880 finished with value: 0.9970346165397405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 51, 'rf_n_estimators': 103}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:09:34,009] Trial 8881 finished with value: 0.9974230506955929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:09:36,991] Trial 8882 finished with value: 0.9969238958026908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:09:38,847] Trial 8883 finished with value: 0.9907413214986039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 40, 'rf_n_estimators': 91}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:09:41,301] Trial 8884 finished with value: 0.9972143413908818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:09:43,918] Trial 8885 finished with value: 0.997380271011424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:09:45,980] Trial 8886 finished with value: 0.9975740443299278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:09:49,458] Trial 8887 finished with value: 0.997338403696881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:09:52,401] Trial 8888 finished with value: 0.9975192181738616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:09:54,933] Trial 8889 finished with value: 0.9975207275017892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:09:57,221] Trial 8890 finished with value: 0.9975820248267612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:09:59,370] Trial 8891 finished with value: 0.9853813983264091 and parameters: {'classifier': 'SVC', 'svc_c': 0.009818875605972544, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:10:01,518] Trial 8892 finished with value: 0.9973423327546121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:10:02,555] Trial 8893 finished with value: 0.997289802233131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 82}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:10:12,913] Trial 8894 finished with value: 0.996643241866761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 47, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:10:21,134] Trial 8895 finished with value: 0.996982136291105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 36, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:10:24,788] Trial 8896 finished with value: 0.9973715557820325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:10:26,478] Trial 8897 finished with value: 0.9974709541792817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 96}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:10:30,960] Trial 8898 finished with value: 0.9967056020625163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 27, 'rf_n_estimators': 107}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:10:32,875] Trial 8899 finished with value: 0.9964629805497697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:10:34,516] Trial 8900 finished with value: 0.9973750684066798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:10:47,977] Trial 8901 finished with value: 0.9968092095727922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 63, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:10:51,499] Trial 8902 finished with value: 0.9972627415093466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:10:52,891] Trial 8903 finished with value: 0.9974521459461978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:10:54,290] Trial 8904 finished with value: 0.9943180798240882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:10:56,151] Trial 8905 finished with value: 0.9975155076950992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:11:01,410] Trial 8906 finished with value: 0.9971901552963285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 21, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:11:03,926] Trial 8907 finished with value: 0.996763423515338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:11:05,380] Trial 8908 finished with value: 0.9861022391387739 and parameters: {'classifier': 'SVC', 'svc_c': 0.6955809228623336, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:11:08,143] Trial 8909 finished with value: 0.9973270488257254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:11:10,298] Trial 8910 finished with value: 0.997479711969207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:11:12,459] Trial 8911 finished with value: 0.9959365867882086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 17, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:11:14,873] Trial 8912 finished with value: 0.9974664669787098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:11:17,908] Trial 8913 finished with value: 0.9973035709943153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:11:20,769] Trial 8914 finished with value: 0.9971751458051274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:11:37,423] Trial 8915 finished with value: 0.9957109265844966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 70, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:11:40,909] Trial 8916 finished with value: 0.9972851633888373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:11:48,329] Trial 8917 finished with value: 0.9967542856322328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 34, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:11:50,768] Trial 8918 finished with value: 0.99738155861833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:11:52,569] Trial 8919 finished with value: 0.9973742726421259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:11:54,396] Trial 8920 finished with value: 0.9973823061730025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 73}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:11:55,707] Trial 8921 finished with value: 0.9971534281580658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:11:57,640] Trial 8922 finished with value: 0.9974609873655093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:12:01,058] Trial 8923 finished with value: 0.997605856091509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 109}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:12:01,842] Trial 8924 finished with value: 0.9884514999967543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:12:04,502] Trial 8925 finished with value: 0.9973303412527704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:12:06,235] Trial 8926 finished with value: 0.9850838029493749 and parameters: {'classifier': 'SVC', 'svc_c': 0.0003055522355928393, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:12:09,236] Trial 8927 finished with value: 0.9975585416633828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:12:12,104] Trial 8928 finished with value: 0.997279661686053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:12:17,830] Trial 8929 finished with value: 0.996649839892083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 26, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:12:18,900] Trial 8930 finished with value: 0.9970694821862542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:12:21,671] Trial 8931 finished with value: 0.9975215835366296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:12:23,919] Trial 8932 finished with value: 0.9972119944043621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 68}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:12:26,567] Trial 8933 finished with value: 0.9974040852329153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:12:32,813] Trial 8934 finished with value: 0.9969823844180654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 27, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:12:34,855] Trial 8935 finished with value: 0.9972266011097793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:12:40,987] Trial 8936 finished with value: 0.9972297865800762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 32, 'rf_n_estimators': 99}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:12:43,876] Trial 8937 finished with value: 0.9976043147400326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:12:46,916] Trial 8938 finished with value: 0.9974608165520912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:12:50,791] Trial 8939 finished with value: 0.997145034148036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 88}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:12:52,511] Trial 8940 finished with value: 0.9973719639315227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 78}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:12:56,561] Trial 8941 finished with value: 0.9971092737464348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:12:59,705] Trial 8942 finished with value: 0.9972535124749712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:13:01,614] Trial 8943 finished with value: 0.9976368438100605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:13:08,970] Trial 8944 finished with value: 0.9962289495047002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 44, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:13:11,182] Trial 8945 finished with value: 0.9853940169375646 and parameters: {'classifier': 'SVC', 'svc_c': 0.032115736364936025, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:13:13,353] Trial 8946 finished with value: 0.9972929666929332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:13:20,305] Trial 8947 finished with value: 0.9954469427623002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 48, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:13:22,835] Trial 8948 finished with value: 0.9971015946645085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:13:26,633] Trial 8949 finished with value: 0.9977267712666035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:13:29,307] Trial 8950 finished with value: 0.9974273140804413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:13:31,542] Trial 8951 finished with value: 0.9974817817568428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:13:33,378] Trial 8952 finished with value: 0.9971846154763174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 4, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:13:34,462] Trial 8953 finished with value: 0.996817302739197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 2, 'rf_n_estimators': 106}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:13:37,454] Trial 8954 finished with value: 0.9972004227950363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:13:40,328] Trial 8955 finished with value: 0.9974339930374271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:13:42,909] Trial 8956 finished with value: 0.9967617739693352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 13, 'rf_n_estimators': 75}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:13:45,089] Trial 8957 finished with value: 0.9976135054350159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:13:52,520] Trial 8958 finished with value: 0.9968426704995211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 36, 'rf_n_estimators': 112}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:13:55,233] Trial 8959 finished with value: 0.9973339437274338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:14:03,747] Trial 8960 finished with value: 0.9962542738158291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 65, 'rf_n_estimators': 66}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:14:05,231] Trial 8961 finished with value: 0.9964974449656573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 85}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:14:06,982] Trial 8962 finished with value: 0.997423513021691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:14:12,385] Trial 8963 finished with value: 0.9970154440824303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 22, 'rf_n_estimators': 115}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:14:15,253] Trial 8964 finished with value: 0.9978049459221069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:14:23,179] Trial 8965 finished with value: 0.9970902513142134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 34, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:18:25,001] Trial 8966 finished with value: 0.9897182965473288 and parameters: {'classifier': 'SVC', 'svc_c': 1387306417.1050112, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:18:31,781] Trial 8967 finished with value: 0.9968260333932116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 29, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:18:33,895] Trial 8968 finished with value: 0.997514777501062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:18:36,603] Trial 8969 finished with value: 0.9974634146806727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:18:38,646] Trial 8970 finished with value: 0.9973970379257752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:18:54,737] Trial 8971 finished with value: 0.9966295420720496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 73, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:18:58,233] Trial 8972 finished with value: 0.997590152016203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 127}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:19:01,650] Trial 8973 finished with value: 0.9974973449158395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:19:06,053] Trial 8974 finished with value: 0.9970618040882032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 127}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:19:08,130] Trial 8975 finished with value: 0.9969419686684585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:19:10,392] Trial 8976 finished with value: 0.997400722569881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 127}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:19:13,284] Trial 8977 finished with value: 0.9975093570790587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:19:28,765] Trial 8978 finished with value: 0.9967715565762928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 65, 'rf_n_estimators': 127}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:19:31,601] Trial 8979 finished with value: 0.9973751308034058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:19:35,954] Trial 8980 finished with value: 0.9973733940416332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:19:39,195] Trial 8981 finished with value: 0.9974085247948881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:19:41,655] Trial 8982 finished with value: 0.9974944200772385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:19:42,719] Trial 8983 finished with value: 0.9887875753649431 and parameters: {'classifier': 'SVC', 'svc_c': 4.958204900657586, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:19:45,813] Trial 8984 finished with value: 0.9975222492392386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:19:48,701] Trial 8985 finished with value: 0.9974265611303245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:19:51,721] Trial 8986 finished with value: 0.9973847510392289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:19:53,998] Trial 8987 finished with value: 0.9975295197590821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:19:57,035] Trial 8988 finished with value: 0.9973633055129856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:20:00,779] Trial 8989 finished with value: 0.9973952667601109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:20:10,600] Trial 8990 finished with value: 0.996944051246471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 43, 'rf_n_estimators': 127}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:20:12,851] Trial 8991 finished with value: 0.9975161410250427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 127}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:20:14,516] Trial 8992 finished with value: 0.9973322543820949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:20:17,883] Trial 8993 finished with value: 0.9974005833991565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:20:20,130] Trial 8994 finished with value: 0.9976333991045353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:20:22,568] Trial 8995 finished with value: 0.9976673818659391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:20:25,003] Trial 8996 finished with value: 0.9975090145318234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:20:27,997] Trial 8997 finished with value: 0.9972753768781173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:20:31,255] Trial 8998 finished with value: 0.9973143456330466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:20:37,158] Trial 8999 finished with value: 0.9973046528761053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 25, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:20:40,661] Trial 9000 finished with value: 0.9973647858324659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:20:42,412] Trial 9001 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 2.0123046563783865e-05, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:20:45,482] Trial 9002 finished with value: 0.9973398944581328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:20:47,856] Trial 9003 finished with value: 0.9973904805884507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:20:58,191] Trial 9004 finished with value: 0.9970922817468436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 45, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:21:01,711] Trial 9005 finished with value: 0.9975954434553502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:21:04,376] Trial 9006 finished with value: 0.9972578694866466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:21:08,539] Trial 9007 finished with value: 0.9973168586088222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:21:10,795] Trial 9008 finished with value: 0.9974455562362076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:21:14,908] Trial 9009 finished with value: 0.9972115769556652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:21:16,211] Trial 9010 finished with value: 0.9953836189084603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:21:19,463] Trial 9011 finished with value: 0.9974452575824984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:21:22,809] Trial 9012 finished with value: 0.9974966368113858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:21:24,627] Trial 9013 finished with value: 0.9972825859216338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:21:27,107] Trial 9014 finished with value: 0.9972850339933886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:21:29,907] Trial 9015 finished with value: 0.9972972481049132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:21:33,006] Trial 9016 finished with value: 0.9973139746803841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:21:35,075] Trial 9017 finished with value: 0.9974753153168852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:21:39,604] Trial 9018 finished with value: 0.9972543403900255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 20, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:21:42,637] Trial 9019 finished with value: 0.9969018956565145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:21:43,854] Trial 9020 finished with value: 0.9868374426237856 and parameters: {'classifier': 'SVC', 'svc_c': 495542.5912686689, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:21:55,511] Trial 9021 finished with value: 0.996822320883223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 51, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:21:57,953] Trial 9022 finished with value: 0.9972622479848855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:22:00,317] Trial 9023 finished with value: 0.997645274318684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:22:03,301] Trial 9024 finished with value: 0.9975720975584216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:22:13,194] Trial 9025 finished with value: 0.9963030784656627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 40, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:22:17,945] Trial 9026 finished with value: 0.9960582444399105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 29, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:22:19,692] Trial 9027 finished with value: 0.9972423014717502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:22:23,478] Trial 9028 finished with value: 0.9975685133330551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:22:26,193] Trial 9029 finished with value: 0.9975548368657058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:22:28,021] Trial 9030 finished with value: 0.9914178821220103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 17, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:22:30,795] Trial 9031 finished with value: 0.9973184041497022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:22:33,058] Trial 9032 finished with value: 0.9975975129890826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:22:35,435] Trial 9033 finished with value: 0.9972502407410418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:22:39,293] Trial 9034 finished with value: 0.9973013781588124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:22:40,356] Trial 9035 finished with value: 0.9967209351851597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:22:46,393] Trial 9036 finished with value: 0.9971854370120523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 26, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:22:53,527] Trial 9037 finished with value: 0.9932233305344105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 62, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:22:56,653] Trial 9038 finished with value: 0.9974465285904787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:23:00,371] Trial 9039 finished with value: 0.9949490867749993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 38, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:23:03,213] Trial 9040 finished with value: 0.9973296731698182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:25:37,113] Trial 9041 finished with value: 0.9900290213254013 and parameters: {'classifier': 'SVC', 'svc_c': 317105489.606755, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:25:39,744] Trial 9042 finished with value: 0.9976492867518979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 127}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:25:41,767] Trial 9043 finished with value: 0.9975502221104837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:25:44,582] Trial 9044 finished with value: 0.9973621873865056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:25:47,481] Trial 9045 finished with value: 0.997172122071207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:25:53,432] Trial 9046 finished with value: 0.9970347288284572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 25, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:25:54,793] Trial 9047 finished with value: 0.9945710945176564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:25:57,471] Trial 9048 finished with value: 0.9972815651353159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:26:05,656] Trial 9049 finished with value: 0.9973842215874562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 35, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:26:06,510] Trial 9050 finished with value: 0.9880172397936846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 4, 'rf_n_estimators': 127}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:26:14,484] Trial 9051 finished with value: 0.9968750208851301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 34, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:26:17,493] Trial 9052 finished with value: 0.9974534608794422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:26:20,059] Trial 9053 finished with value: 0.9975974534170303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:26:23,983] Trial 9054 finished with value: 0.9972619078814691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:26:26,165] Trial 9055 finished with value: 0.9975169774458562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:26:28,581] Trial 9056 finished with value: 0.9975059262747371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:26:32,025] Trial 9057 finished with value: 0.9971000192899956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:26:33,811] Trial 9058 finished with value: 0.985205973295234 and parameters: {'classifier': 'SVC', 'svc_c': 7.807529560734725e-08, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:26:35,925] Trial 9059 finished with value: 0.9974340561006493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:26:38,506] Trial 9060 finished with value: 0.9975842688872469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:26:40,508] Trial 9061 finished with value: 0.9975257559606351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:26:43,174] Trial 9062 finished with value: 0.9971505616854768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:26:46,292] Trial 9063 finished with value: 0.9973717040932741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:26:50,952] Trial 9064 finished with value: 0.9972344424358885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:26:56,765] Trial 9065 finished with value: 0.996120978476478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 38, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:26:58,211] Trial 9066 finished with value: 0.9959667286280501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:27:00,998] Trial 9067 finished with value: 0.9969591391303033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:27:02,741] Trial 9068 finished with value: 0.9966573095672957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:27:05,964] Trial 9069 finished with value: 0.9970112967631096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:27:08,689] Trial 9070 finished with value: 0.9975153660488182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:27:09,745] Trial 9071 finished with value: 0.9968075457764689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:27:12,145] Trial 9072 finished with value: 0.997531880710281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:27:19,918] Trial 9073 finished with value: 0.997335290589013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 31, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:27:22,681] Trial 9074 finished with value: 0.9973718108595949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:27:25,973] Trial 9075 finished with value: 0.997251842172377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:27:28,134] Trial 9076 finished with value: 0.9850757726240266 and parameters: {'classifier': 'SVC', 'svc_c': 2.379732073087661e-10, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:27:31,723] Trial 9077 finished with value: 0.9974762795779899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:27:42,468] Trial 9078 finished with value: 0.9971418840655059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 49, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:27:44,756] Trial 9079 finished with value: 0.9976014539485291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:27:48,120] Trial 9080 finished with value: 0.9970914373280776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:27:50,149] Trial 9081 finished with value: 0.997365643676367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:27:52,751] Trial 9082 finished with value: 0.9973279641469768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:27:55,599] Trial 9083 finished with value: 0.9973743510030193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:27:56,794] Trial 9084 finished with value: 0.9970492017268565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:27:59,707] Trial 9085 finished with value: 0.9971934085905337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:28:15,582] Trial 9086 finished with value: 0.9967417530942826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 68, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:28:18,190] Trial 9087 finished with value: 0.9974156245330513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:28:19,993] Trial 9088 finished with value: 0.9976393525329564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:28:22,847] Trial 9089 finished with value: 0.9975123273346053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:28:26,757] Trial 9090 finished with value: 0.9975590378855661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:28:30,766] Trial 9091 finished with value: 0.997359057298857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:28:33,357] Trial 9092 finished with value: 0.9974780368107128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:28:35,181] Trial 9093 finished with value: 0.9973159793418337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:28:47,946] Trial 9094 finished with value: 0.9969794126708372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 54, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:28:49,350] Trial 9095 finished with value: 0.9866195113622526 and parameters: {'classifier': 'SVC', 'svc_c': 9507727.285924483, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:28:53,019] Trial 9096 finished with value: 0.9955210848627564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 31, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:28:55,255] Trial 9097 finished with value: 0.9969483420846093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:29:00,190] Trial 9098 finished with value: 0.9973739936341812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:29:01,621] Trial 9099 finished with value: 0.9962938549854211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:29:03,795] Trial 9100 finished with value: 0.9972193931136136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:29:05,419] Trial 9101 finished with value: 0.9912107955765083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:29:07,992] Trial 9102 finished with value: 0.9973159145330266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:29:10,497] Trial 9103 finished with value: 0.9977754118314555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:29:12,764] Trial 9104 finished with value: 0.9974135803579068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 127}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:29:15,607] Trial 9105 finished with value: 0.9970793618477328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:29:17,881] Trial 9106 finished with value: 0.9974967001285112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:29:20,358] Trial 9107 finished with value: 0.9975699433796898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:29:23,210] Trial 9108 finished with value: 0.9974789606059856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 127}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:29:25,525] Trial 9109 finished with value: 0.9974109628692021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:29:27,822] Trial 9110 finished with value: 0.9973589566262144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:29:30,332] Trial 9111 finished with value: 0.9976240327402343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:29:32,969] Trial 9112 finished with value: 0.9973389559999468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:29:35,469] Trial 9113 finished with value: 0.9974029782781786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:29:37,215] Trial 9114 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 6.578343410285192e-07, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:29:39,910] Trial 9115 finished with value: 0.9973933700392846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 127}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:29:42,396] Trial 9116 finished with value: 0.9973978174722585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:29:44,838] Trial 9117 finished with value: 0.9976310280924198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:29:47,116] Trial 9118 finished with value: 0.9975289095025972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 127}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:29:50,002] Trial 9119 finished with value: 0.9975140228370982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 127}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:29:52,103] Trial 9120 finished with value: 0.9969705409418242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 127}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:30:10,179] Trial 9121 finished with value: 0.9956804001129543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 73, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:30:12,806] Trial 9122 finished with value: 0.9976679570520361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:30:15,257] Trial 9123 finished with value: 0.9975473339291661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:30:17,505] Trial 9124 finished with value: 0.997555240127558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:30:19,971] Trial 9125 finished with value: 0.9974570271094151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:30:22,454] Trial 9126 finished with value: 0.9972743680252524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:30:24,926] Trial 9127 finished with value: 0.9972930899312281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:30:27,200] Trial 9128 finished with value: 0.9976627407999917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:30:30,067] Trial 9129 finished with value: 0.997704580185176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:30:32,788] Trial 9130 finished with value: 0.9974374246034587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:30:35,439] Trial 9131 finished with value: 0.9974366061145631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:30:37,720] Trial 9132 finished with value: 0.9970031666855181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 127}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:30:40,154] Trial 9133 finished with value: 0.9972736072676103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:30:41,921] Trial 9134 finished with value: 0.9852051536002978 and parameters: {'classifier': 'SVC', 'svc_c': 2.8388315944934745e-06, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:30:44,061] Trial 9135 finished with value: 0.9973049540371092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:30:46,160] Trial 9136 finished with value: 0.9971825676195758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:30:48,089] Trial 9137 finished with value: 0.9957205101312985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:30:50,565] Trial 9138 finished with value: 0.9973670649633393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:30:52,865] Trial 9139 finished with value: 0.9973582875276493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:30:55,447] Trial 9140 finished with value: 0.9972164077825613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:30:57,752] Trial 9141 finished with value: 0.9973767999634355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:31:00,243] Trial 9142 finished with value: 0.9975320592042723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:31:14,699] Trial 9143 finished with value: 0.9961830012665391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 59, 'rf_n_estimators': 127}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:31:17,154] Trial 9144 finished with value: 0.9975293360283356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:31:19,842] Trial 9145 finished with value: 0.9973012608555063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:31:22,400] Trial 9146 finished with value: 0.9973968924392075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:31:23,997] Trial 9147 finished with value: 0.9937514703569512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:31:26,637] Trial 9148 finished with value: 0.9972087361273054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:31:29,060] Trial 9149 finished with value: 0.9972605308371397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:31:31,695] Trial 9150 finished with value: 0.9974748218876376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:31:32,893] Trial 9151 finished with value: 0.99536417829757 and parameters: {'classifier': 'SVC', 'svc_c': 3752.4292427204878, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:31:42,787] Trial 9152 finished with value: 0.9968589810545009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 41, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:31:44,367] Trial 9153 finished with value: 0.996670966769735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:31:47,100] Trial 9154 finished with value: 0.9974050132175917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:31:49,488] Trial 9155 finished with value: 0.9972208648003832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:31:51,989] Trial 9156 finished with value: 0.9974118323926531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:31:54,275] Trial 9157 finished with value: 0.9974172968351338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:31:57,195] Trial 9158 finished with value: 0.9975190949990426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:31:59,272] Trial 9159 finished with value: 0.9974342847722727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:32:01,952] Trial 9160 finished with value: 0.9967159264038165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:32:04,608] Trial 9161 finished with value: 0.9973275656140728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:32:07,102] Trial 9162 finished with value: 0.9972564278874136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:32:12,537] Trial 9163 finished with value: 0.9973807541893273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 23, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:32:15,304] Trial 9164 finished with value: 0.9972474106400946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:32:17,731] Trial 9165 finished with value: 0.9976621524426631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:32:19,773] Trial 9166 finished with value: 0.9973346584968478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:32:22,467] Trial 9167 finished with value: 0.9972163517968925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 127}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:32:25,308] Trial 9168 finished with value: 0.9973373071839159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:32:27,409] Trial 9169 finished with value: 0.9971442063281953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:32:28,219] Trial 9170 finished with value: 0.9928239331849186 and parameters: {'classifier': 'SVC', 'svc_c': 542.2573714459216, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:32:30,920] Trial 9171 finished with value: 0.9973649486161932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:32:33,802] Trial 9172 finished with value: 0.9974590875978439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:32:35,649] Trial 9173 finished with value: 0.9976973042698885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:32:37,747] Trial 9174 finished with value: 0.9969728410197165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:32:39,990] Trial 9175 finished with value: 0.9974209649755276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:32:42,818] Trial 9176 finished with value: 0.9974257974845328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:32:45,121] Trial 9177 finished with value: 0.9971829805614899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:32:47,451] Trial 9178 finished with value: 0.9973515476338809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:32:50,364] Trial 9179 finished with value: 0.9975998893966423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:32:52,272] Trial 9180 finished with value: 0.9974096322256933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:32:55,089] Trial 9181 finished with value: 0.9972520548798327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:32:57,776] Trial 9182 finished with value: 0.9974534300619341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:33:04,105] Trial 9183 finished with value: 0.9974192549053352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 24, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:33:22,322] Trial 9184 finished with value: 0.9960494335524661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 74, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:33:24,384] Trial 9185 finished with value: 0.9972997917712453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:33:26,986] Trial 9186 finished with value: 0.99751830770851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:33:29,431] Trial 9187 finished with value: 0.9975587594806417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:33:32,312] Trial 9188 finished with value: 0.997043270641922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:33:34,988] Trial 9189 finished with value: 0.997074525752344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:33:40,694] Trial 9190 finished with value: 0.9929500158308935 and parameters: {'classifier': 'SVC', 'svc_c': 1457125.562128438, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:33:42,971] Trial 9191 finished with value: 0.9974159560672327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:33:47,983] Trial 9192 finished with value: 0.9892810377784992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 72, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:33:58,045] Trial 9193 finished with value: 0.9964612216349377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 40, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:33:59,624] Trial 9194 finished with value: 0.9955892266261639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:34:00,950] Trial 9195 finished with value: 0.9973541033606178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:34:03,395] Trial 9196 finished with value: 0.9971238464288152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:34:06,455] Trial 9197 finished with value: 0.9974779144928174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:34:13,476] Trial 9198 finished with value: 0.995417164353237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 53, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:34:16,337] Trial 9199 finished with value: 0.9975195290149274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:34:18,665] Trial 9200 finished with value: 0.9972729687961257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:34:20,949] Trial 9201 finished with value: 0.9971758974222524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:34:22,822] Trial 9202 finished with value: 0.9973997386312735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:34:25,241] Trial 9203 finished with value: 0.9974202144057539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:34:27,654] Trial 9204 finished with value: 0.9973994283297521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:34:33,946] Trial 9205 finished with value: 0.9968671808285371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 32, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:34:36,817] Trial 9206 finished with value: 0.9973710766031055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:34:37,716] Trial 9207 finished with value: 0.9910975158754548 and parameters: {'classifier': 'SVC', 'svc_c': 29.89861931585052, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:34:40,394] Trial 9208 finished with value: 0.9973775530405039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:34:41,592] Trial 9209 finished with value: 0.9960397939247816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:34:43,467] Trial 9210 finished with value: 0.9922098791642345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 28, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:34:46,513] Trial 9211 finished with value: 0.9976388948088551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:34:48,897] Trial 9212 finished with value: 0.9972459590751587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:34:51,838] Trial 9213 finished with value: 0.9971512490968147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:34:53,934] Trial 9214 finished with value: 0.9974281685283862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:34:55,890] Trial 9215 finished with value: 0.9973867793454194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:34:58,317] Trial 9216 finished with value: 0.997422500423753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:35:00,538] Trial 9217 finished with value: 0.9974100104463367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:35:02,064] Trial 9218 finished with value: 0.9968836503269576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:35:04,695] Trial 9219 finished with value: 0.9975521295587226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:35:07,442] Trial 9220 finished with value: 0.9970671009545325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:35:08,985] Trial 9221 finished with value: 0.9955995234506982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:35:10,630] Trial 9222 finished with value: 0.994193777738198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:35:13,556] Trial 9223 finished with value: 0.9974939768573609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:35:15,764] Trial 9224 finished with value: 0.9976236627714469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:35:18,810] Trial 9225 finished with value: 0.997325943807001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:35:20,524] Trial 9226 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 4.602943409649031e-09, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:35:22,805] Trial 9227 finished with value: 0.9974948009321283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:35:38,590] Trial 9228 finished with value: 0.996619000802152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 67, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:35:46,853] Trial 9229 finished with value: 0.9956651370041348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 54, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:35:49,762] Trial 9230 finished with value: 0.9973922439465897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:35:51,488] Trial 9231 finished with value: 0.9971064811914324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:35:54,098] Trial 9232 finished with value: 0.9974550348257495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:35:56,810] Trial 9233 finished with value: 0.9975852233413383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:36:01,992] Trial 9234 finished with value: 0.9952531941358883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 39, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:36:03,843] Trial 9235 finished with value: 0.9973464711873188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:36:06,301] Trial 9236 finished with value: 0.9973749695748358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:36:07,915] Trial 9237 finished with value: 0.9959589401772949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:36:13,642] Trial 9238 finished with value: 0.9973280116586243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 23, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:36:16,831] Trial 9239 finished with value: 0.9975163520186516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:36:18,530] Trial 9240 finished with value: 0.9968749261157384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:36:19,964] Trial 9241 finished with value: 0.9966553909155754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:36:22,428] Trial 9242 finished with value: 0.9974217477275394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:36:25,290] Trial 9243 finished with value: 0.9974981979990543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:36:27,591] Trial 9244 finished with value: 0.9967075839361482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:36:29,415] Trial 9245 finished with value: 0.9853515749764689 and parameters: {'classifier': 'SVC', 'svc_c': 0.00351919779613477, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:36:32,098] Trial 9246 finished with value: 0.9975148456423494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:36:34,501] Trial 9247 finished with value: 0.9974645108762586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:36:36,695] Trial 9248 finished with value: 0.997594740016369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:36:39,353] Trial 9249 finished with value: 0.9970615568816418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:36:41,731] Trial 9250 finished with value: 0.9974432375599016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 93}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:36:44,686] Trial 9251 finished with value: 0.9974404343727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:36:47,307] Trial 9252 finished with value: 0.9971936681114032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:36:48,913] Trial 9253 finished with value: 0.9955328956172149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:36:50,594] Trial 9254 finished with value: 0.997200470274946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 80}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:36:51,879] Trial 9255 finished with value: 0.9970952866284472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:36:54,322] Trial 9256 finished with value: 0.9972896474790942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:36:56,914] Trial 9257 finished with value: 0.9976728075246969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:36:57,689] Trial 9258 finished with value: 0.9863765931952847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:37:00,498] Trial 9259 finished with value: 0.997774002922267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:37:03,406] Trial 9260 finished with value: 0.9975108522201418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:37:06,652] Trial 9261 finished with value: 0.9972883083298264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:37:09,561] Trial 9262 finished with value: 0.9973040331934616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:37:12,633] Trial 9263 finished with value: 0.9974301273285594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:40:43,038] Trial 9264 finished with value: 0.9896111129365909 and parameters: {'classifier': 'SVC', 'svc_c': 4064451207.0808487, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:40:45,936] Trial 9265 finished with value: 0.997093548374993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:40:48,992] Trial 9266 finished with value: 0.9975356223874061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:40:51,890] Trial 9267 finished with value: 0.9974728082126223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:40:55,360] Trial 9268 finished with value: 0.9972237682793722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:40:58,195] Trial 9269 finished with value: 0.9971852031988879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:41:01,326] Trial 9270 finished with value: 0.9974437214677767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:41:04,903] Trial 9271 finished with value: 0.9973973661909522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:41:07,866] Trial 9272 finished with value: 0.9973421514676848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:41:10,575] Trial 9273 finished with value: 0.9970706453488253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:41:14,032] Trial 9274 finished with value: 0.997509920934723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:41:16,778] Trial 9275 finished with value: 0.9971686995187413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:41:19,645] Trial 9276 finished with value: 0.9972683353155384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:41:22,725] Trial 9277 finished with value: 0.997501000773663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:41:25,160] Trial 9278 finished with value: 0.9969963709647707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:41:28,265] Trial 9279 finished with value: 0.997116567625378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:41:31,056] Trial 9280 finished with value: 0.9968169497184522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:41:34,114] Trial 9281 finished with value: 0.9975057013164491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:41:35,364] Trial 9282 finished with value: 0.9872923645219979 and parameters: {'classifier': 'SVC', 'svc_c': 119220.08784448211, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:41:38,258] Trial 9283 finished with value: 0.9975640974792993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:41:41,238] Trial 9284 finished with value: 0.9974131483732483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:41:44,227] Trial 9285 finished with value: 0.9974716515245846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:41:46,611] Trial 9286 finished with value: 0.997104422258161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:41:47,935] Trial 9287 finished with value: 0.9941690763152411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:41:51,063] Trial 9288 finished with value: 0.996899914639806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:41:54,261] Trial 9289 finished with value: 0.9971909217667939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:41:56,886] Trial 9290 finished with value: 0.9975961338183135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:41:58,825] Trial 9291 finished with value: 0.9965171373851054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:42:02,082] Trial 9292 finished with value: 0.9974465925741002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:42:04,768] Trial 9293 finished with value: 0.9976839467367714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:42:07,895] Trial 9294 finished with value: 0.9972957561058831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:42:10,586] Trial 9295 finished with value: 0.9974593902505294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:42:13,083] Trial 9296 finished with value: 0.9962884411331648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:42:15,752] Trial 9297 finished with value: 0.9971556296897554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:42:18,592] Trial 9298 finished with value: 0.9975974375163387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:42:22,080] Trial 9299 finished with value: 0.9973342718021834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:42:24,659] Trial 9300 finished with value: 0.9973399747550388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:42:26,411] Trial 9301 finished with value: 0.9853845120055595 and parameters: {'classifier': 'SVC', 'svc_c': 0.0772068704130796, 'svc_kernel': 'rbf'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:42:29,014] Trial 9302 finished with value: 0.9976243618623347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:42:32,592] Trial 9303 finished with value: 0.9972186743134853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:42:35,210] Trial 9304 finished with value: 0.9972491354366761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:42:38,070] Trial 9305 finished with value: 0.9975710741695952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:42:41,148] Trial 9306 finished with value: 0.9973707446563314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:42:43,947] Trial 9307 finished with value: 0.9975106309751888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:42:47,047] Trial 9308 finished with value: 0.9974780671521524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:42:48,556] Trial 9309 finished with value: 0.9955074978328303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:42:50,126] Trial 9310 finished with value: 0.9899867218040345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:42:51,582] Trial 9311 finished with value: 0.9972682660951621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 4, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:42:54,435] Trial 9312 finished with value: 0.9974755792810616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:43:02,577] Trial 9313 finished with value: 0.9968812980719454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 34, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:43:04,828] Trial 9314 finished with value: 0.9970940525316531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:43:07,232] Trial 9315 finished with value: 0.9974969301648646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:43:10,796] Trial 9316 finished with value: 0.9970219841860711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:43:12,962] Trial 9317 finished with value: 0.9967902991436461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:43:19,125] Trial 9318 finished with value: 0.9971533968010133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 27, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:43:21,831] Trial 9319 finished with value: 0.9973450160994751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:43:24,047] Trial 9320 finished with value: 0.9852063832220469 and parameters: {'classifier': 'SVC', 'svc_c': 1.1256647702999925e-09, 'svc_kernel': 'sigmoid'}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:43:26,461] Trial 9321 finished with value: 0.997461641166403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:43:28,817] Trial 9322 finished with value: 0.997416733233373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:43:31,843] Trial 9323 finished with value: 0.9972348712784943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:43:35,000] Trial 9324 finished with value: 0.9974232896820361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:43:37,523] Trial 9325 finished with value: 0.9974816755935422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:43:40,771] Trial 9326 finished with value: 0.9973984396304587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:43:43,777] Trial 9327 finished with value: 0.9974154151263378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:43:46,633] Trial 9328 finished with value: 0.9972375387544035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:43:47,737] Trial 9329 finished with value: 0.9970913269753733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 1, 'rf_n_estimators': 121}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:43:50,227] Trial 9330 finished with value: 0.9977887268992524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:43:53,090] Trial 9331 finished with value: 0.9976321671659188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:43:55,570] Trial 9332 finished with value: 0.9972066567548218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:43:58,048] Trial 9333 finished with value: 0.9974067403627784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 1352 with value: 0.9978410125310394.
[I 2023-09-07 00:44:00,931] Trial 9334 finished with value: 0.9978426746452538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:44:03,382] Trial 9335 finished with value: 0.9976349575310058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:44:05,854] Trial 9336 finished with value: 0.9976105593637549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 127}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:44:08,687] Trial 9337 finished with value: 0.9976180949586014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:44:11,138] Trial 9338 finished with value: 0.9972651462271199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:44:13,557] Trial 9339 finished with value: 0.997501458021696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:44:15,328] Trial 9340 finished with value: 0.9852386664819814 and parameters: {'classifier': 'SVC', 'svc_c': 0.0007422760301941457, 'svc_kernel': 'rbf'}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:44:18,184] Trial 9341 finished with value: 0.9973448554421874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 127}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:44:20,617] Trial 9342 finished with value: 0.9975538540696632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:44:23,034] Trial 9343 finished with value: 0.9974005061808278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 127}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:44:25,701] Trial 9344 finished with value: 0.9975779979210615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 127}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:44:35,626] Trial 9345 finished with value: 0.9970163143041154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 45, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:44:38,091] Trial 9346 finished with value: 0.9974809081074638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:44:40,382] Trial 9347 finished with value: 0.9973446335624764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:44:43,022] Trial 9348 finished with value: 0.9974220065819129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:44:45,386] Trial 9349 finished with value: 0.9976183321994597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:44:47,851] Trial 9350 finished with value: 0.9975348903843083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:44:50,696] Trial 9351 finished with value: 0.9973240281703818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:44:53,004] Trial 9352 finished with value: 0.9974967393248271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:44:55,469] Trial 9353 finished with value: 0.9975190759562982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:44:57,666] Trial 9354 finished with value: 0.9976050008183783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:45:00,498] Trial 9355 finished with value: 0.9976316595815647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:45:02,821] Trial 9356 finished with value: 0.9975699906374341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:45:05,263] Trial 9357 finished with value: 0.9975379903209447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 127}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:45:07,069] Trial 9358 finished with value: 0.9867374680248263 and parameters: {'classifier': 'SVC', 'svc_c': 26702650.182342216, 'svc_kernel': 'sigmoid'}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:45:09,511] Trial 9359 finished with value: 0.9974932105773228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 127}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:45:11,773] Trial 9360 finished with value: 0.9975288667833736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:45:14,106] Trial 9361 finished with value: 0.9977253255097046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:45:16,637] Trial 9362 finished with value: 0.9975253397497165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:45:19,152] Trial 9363 finished with value: 0.9974374377429523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:45:21,381] Trial 9364 finished with value: 0.9975680765877103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:45:24,171] Trial 9365 finished with value: 0.9974750270732095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:45:26,616] Trial 9366 finished with value: 0.9974593685418007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:45:28,851] Trial 9367 finished with value: 0.9972446484265317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:45:31,638] Trial 9368 finished with value: 0.9974887329933368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 127}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:45:33,862] Trial 9369 finished with value: 0.997162397608096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:45:36,392] Trial 9370 finished with value: 0.9975044323396945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:45:38,606] Trial 9371 finished with value: 0.9975638647452237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:45:41,456] Trial 9372 finished with value: 0.9975152589333804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:45:43,669] Trial 9373 finished with value: 0.997669196702964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:45:46,094] Trial 9374 finished with value: 0.9973858196545732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:45:48,760] Trial 9375 finished with value: 0.9971551489556708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:45:51,268] Trial 9376 finished with value: 0.9975376442825395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:45:53,630] Trial 9377 finished with value: 0.99744749821529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:45:54,693] Trial 9378 finished with value: 0.9879013521887742 and parameters: {'classifier': 'SVC', 'svc_c': 1.5020550556880252, 'svc_kernel': 'rbf'}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:45:57,763] Trial 9379 finished with value: 0.997561194984185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:46:00,033] Trial 9380 finished with value: 0.9972847243901012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:46:02,444] Trial 9381 finished with value: 0.9975163617304513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:46:05,484] Trial 9382 finished with value: 0.9975205279020892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:46:08,154] Trial 9383 finished with value: 0.9975693515629294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:46:10,658] Trial 9384 finished with value: 0.9974537944448496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:46:13,336] Trial 9385 finished with value: 0.9975624069279198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:46:15,793] Trial 9386 finished with value: 0.9973521358007821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:46:18,089] Trial 9387 finished with value: 0.9970399095340451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:46:20,773] Trial 9388 finished with value: 0.9974062159890713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:46:23,850] Trial 9389 finished with value: 0.9973215870492288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:46:26,190] Trial 9390 finished with value: 0.9974082087805433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:46:28,436] Trial 9391 finished with value: 0.9975837441009469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:46:31,330] Trial 9392 finished with value: 0.9975921595340642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:46:33,804] Trial 9393 finished with value: 0.9975529063757461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:46:36,566] Trial 9394 finished with value: 0.997460013995625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:46:39,248] Trial 9395 finished with value: 0.9975462282122077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:46:41,090] Trial 9396 finished with value: 0.9852042525293668 and parameters: {'classifier': 'SVC', 'svc_c': 1.5817264852106432e-07, 'svc_kernel': 'sigmoid'}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:46:43,514] Trial 9397 finished with value: 0.9976268258347812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:46:46,150] Trial 9398 finished with value: 0.997406140960658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:46:48,801] Trial 9399 finished with value: 0.9973166440288296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:46:51,284] Trial 9400 finished with value: 0.9976371569045176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:46:53,823] Trial 9401 finished with value: 0.9976785955986202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:46:56,526] Trial 9402 finished with value: 0.9972724766681326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:46:59,222] Trial 9403 finished with value: 0.9977712948218364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:47:01,683] Trial 9404 finished with value: 0.9971268051000254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:47:03,877] Trial 9405 finished with value: 0.9974605557299677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:47:06,711] Trial 9406 finished with value: 0.9976813722846689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:47:09,177] Trial 9407 finished with value: 0.9975052528598164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:47:11,668] Trial 9408 finished with value: 0.9973984816831861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:47:14,324] Trial 9409 finished with value: 0.9973776404467012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:47:17,027] Trial 9410 finished with value: 0.9973828779631435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:47:19,683] Trial 9411 finished with value: 0.9971822568419859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:47:22,028] Trial 9412 finished with value: 0.9975293349175088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:47:24,692] Trial 9413 finished with value: 0.9975521010898197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:47:26,090] Trial 9414 finished with value: 0.986248407817726 and parameters: {'classifier': 'SVC', 'svc_c': 0.433268604517176, 'svc_kernel': 'rbf'}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:47:28,662] Trial 9415 finished with value: 0.9976580587921439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:47:31,410] Trial 9416 finished with value: 0.997455486773552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:47:33,850] Trial 9417 finished with value: 0.9974070551076069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:47:36,180] Trial 9418 finished with value: 0.997058398134663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:47:47,128] Trial 9419 finished with value: 0.9969978880684857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 47, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:47:49,324] Trial 9420 finished with value: 0.9965032679512786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:47:50,650] Trial 9421 finished with value: 0.9938881698407817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:47:52,941] Trial 9422 finished with value: 0.9977074515136648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:47:55,971] Trial 9423 finished with value: 0.9975047961513278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:48:05,009] Trial 9424 finished with value: 0.9963025155303978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 44, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:48:07,402] Trial 9425 finished with value: 0.9975319291423276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:48:15,221] Trial 9426 finished with value: 0.9972989269767424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 32, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:48:17,374] Trial 9427 finished with value: 0.9973872584608706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:48:19,842] Trial 9428 finished with value: 0.9972593243523251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 127}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:48:22,508] Trial 9429 finished with value: 0.997325905372395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:48:25,198] Trial 9430 finished with value: 0.9974884625546273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:48:27,626] Trial 9431 finished with value: 0.9974287740876608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:48:30,254] Trial 9432 finished with value: 0.9977972308176558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:48:31,464] Trial 9433 finished with value: 0.9922616526731466 and parameters: {'classifier': 'SVC', 'svc_c': 179.7335362870291, 'svc_kernel': 'sigmoid'}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:48:33,704] Trial 9434 finished with value: 0.9973694429577943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:48:35,919] Trial 9435 finished with value: 0.9975426425268976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:48:38,386] Trial 9436 finished with value: 0.9975119660937425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:48:41,150] Trial 9437 finished with value: 0.9975422313305683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:48:43,595] Trial 9438 finished with value: 0.9975553102683336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:48:45,848] Trial 9439 finished with value: 0.9973951485364055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:48:48,435] Trial 9440 finished with value: 0.9974453148059453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:48:50,737] Trial 9441 finished with value: 0.9973656200951017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:48:53,159] Trial 9442 finished with value: 0.9976696319566271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:48:55,837] Trial 9443 finished with value: 0.9973567213253913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:48:58,513] Trial 9444 finished with value: 0.9972549255418256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:49:00,876] Trial 9445 finished with value: 0.9974810233795437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:49:03,469] Trial 9446 finished with value: 0.9975426120902443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:49:13,330] Trial 9447 finished with value: 0.9972059369390802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 41, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:49:15,552] Trial 9448 finished with value: 0.9975524702334216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:49:16,865] Trial 9449 finished with value: 0.9972129144228239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:49:19,707] Trial 9450 finished with value: 0.9973065352831352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:49:21,922] Trial 9451 finished with value: 0.9975427009563851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:49:22,940] Trial 9452 finished with value: 0.9963314228291146 and parameters: {'classifier': 'SVC', 'svc_c': 25227.98717029615, 'svc_kernel': 'rbf'}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:49:25,617] Trial 9453 finished with value: 0.9974708037098622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:49:28,617] Trial 9454 finished with value: 0.9974475593107618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:49:31,030] Trial 9455 finished with value: 0.9974044692615956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:49:33,674] Trial 9456 finished with value: 0.9975568760579988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:49:36,272] Trial 9457 finished with value: 0.9977178704339292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:49:38,774] Trial 9458 finished with value: 0.9973969743864844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:49:41,344] Trial 9459 finished with value: 0.997350277419348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:49:43,968] Trial 9460 finished with value: 0.9977459592754884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:49:46,450] Trial 9461 finished with value: 0.9974852397605511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:49:48,478] Trial 9462 finished with value: 0.9976180739163688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:49:51,214] Trial 9463 finished with value: 0.99718847610712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:49:52,712] Trial 9464 finished with value: 0.9964017581897351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:49:55,352] Trial 9465 finished with value: 0.9973537861402325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:49:57,612] Trial 9466 finished with value: 0.9975501972279645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:50:00,319] Trial 9467 finished with value: 0.9974714870270103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:50:02,632] Trial 9468 finished with value: 0.997482305717957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:50:05,000] Trial 9469 finished with value: 0.9977022712206697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:50:10,952] Trial 9470 finished with value: 0.9972043911125591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 26, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:50:12,805] Trial 9471 finished with value: 0.9867340268739468 and parameters: {'classifier': 'SVC', 'svc_c': 116155252.77288096, 'svc_kernel': 'sigmoid'}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:50:14,907] Trial 9472 finished with value: 0.9977357330360602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:50:17,526] Trial 9473 finished with value: 0.9975950341950334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:50:20,356] Trial 9474 finished with value: 0.9975096994041288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:50:21,513] Trial 9475 finished with value: 0.996664988871387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:50:31,881] Trial 9476 finished with value: 0.9967797506375056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 49, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:50:34,372] Trial 9477 finished with value: 0.9973104148614684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:50:35,897] Trial 9478 finished with value: 0.9955161046137918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 4, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:50:38,158] Trial 9479 finished with value: 0.9977389091436745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:50:40,574] Trial 9480 finished with value: 0.9974899599173638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:50:42,252] Trial 9481 finished with value: 0.9970602938081384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 3, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:50:44,056] Trial 9482 finished with value: 0.9972710261505474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:50:45,306] Trial 9483 finished with value: 0.9967732140885105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 4, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:50:48,372] Trial 9484 finished with value: 0.9976175942931111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:51:04,010] Trial 9485 finished with value: 0.9965441431388341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 70, 'rf_n_estimators': 124}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:51:06,657] Trial 9486 finished with value: 0.9975404858408711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:51:10,308] Trial 9487 finished with value: 0.9855229189888121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 72, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:51:13,240] Trial 9488 finished with value: 0.9976018044302414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:51:14,985] Trial 9489 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.9707650705132477e-08, 'svc_kernel': 'rbf'}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:51:17,268] Trial 9490 finished with value: 0.9975710728366028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:51:19,723] Trial 9491 finished with value: 0.9977385376197296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:51:22,349] Trial 9492 finished with value: 0.997420237701378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:51:28,637] Trial 9493 finished with value: 0.9968873566163161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 29, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:51:31,070] Trial 9494 finished with value: 0.9975831663440792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:51:33,562] Trial 9495 finished with value: 0.9972705077118288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:51:35,866] Trial 9496 finished with value: 0.9974622220653235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:51:37,589] Trial 9497 finished with value: 0.9963209442098465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:51:40,354] Trial 9498 finished with value: 0.9974353643054573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:51:42,438] Trial 9499 finished with value: 0.9974633437147115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:51:45,007] Trial 9500 finished with value: 0.9973514943141962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:51:59,326] Trial 9501 finished with value: 0.9967093183810537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 61, 'rf_n_estimators': 124}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:52:00,686] Trial 9502 finished with value: 0.9953701880290392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:52:03,197] Trial 9503 finished with value: 0.997677751878088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:52:17,181] Trial 9504 finished with value: 0.9967302388670934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 62, 'rf_n_estimators': 124}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:52:19,920] Trial 9505 finished with value: 0.9972726338977261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:52:24,792] Trial 9506 finished with value: 0.9956029301659483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 35, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:52:30,649] Trial 9507 finished with value: 0.996756629349748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 24, 'rf_n_estimators': 124}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:52:32,775] Trial 9508 finished with value: 0.9866067297452042 and parameters: {'classifier': 'SVC', 'svc_c': 9595542217.703447, 'svc_kernel': 'sigmoid'}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:52:34,733] Trial 9509 finished with value: 0.9969893642186763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:52:35,804] Trial 9510 finished with value: 0.996919900730112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:52:38,513] Trial 9511 finished with value: 0.9974884462413428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:52:41,436] Trial 9512 finished with value: 0.9974085739886446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:52:42,636] Trial 9513 finished with value: 0.993713465006203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:52:45,296] Trial 9514 finished with value: 0.9968520833598568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:52:47,542] Trial 9515 finished with value: 0.9973076481728606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:52:48,726] Trial 9516 finished with value: 0.9970405788230378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:52:51,368] Trial 9517 finished with value: 0.9974499406376971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:52:53,423] Trial 9518 finished with value: 0.9961989501998011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:52:55,716] Trial 9519 finished with value: 0.9975842708549972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:52:56,951] Trial 9520 finished with value: 0.9970234977351407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:52:59,008] Trial 9521 finished with value: 0.9973672890329658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:53:01,991] Trial 9522 finished with value: 0.9975438835742935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:53:04,230] Trial 9523 finished with value: 0.99758918439088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:53:06,783] Trial 9524 finished with value: 0.9975138333935285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:53:08,707] Trial 9525 finished with value: 0.9954151484883061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:53:13,999] Trial 9526 finished with value: 0.9972733675829332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 124}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:53:16,427] Trial 9527 finished with value: 0.997600038406118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:53:18,180] Trial 9528 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 4.319136450231513e-05, 'svc_kernel': 'rbf'}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:53:23,966] Trial 9529 finished with value: 0.9972723501608334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 24, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:53:32,854] Trial 9530 finished with value: 0.9966998405849595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 38, 'rf_n_estimators': 124}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:53:35,082] Trial 9531 finished with value: 0.9974340343919207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:53:38,015] Trial 9532 finished with value: 0.9976484027242233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:53:39,077] Trial 9533 finished with value: 0.9899823422901827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:53:41,192] Trial 9534 finished with value: 0.9977277631079499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:53:43,858] Trial 9535 finished with value: 0.9971232667041973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:53:52,218] Trial 9536 finished with value: 0.9970518920857968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 37, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:53:54,112] Trial 9537 finished with value: 0.9968368823303843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:53:56,747] Trial 9538 finished with value: 0.9976841751544914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:53:58,903] Trial 9539 finished with value: 0.997164919375272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:54:01,272] Trial 9540 finished with value: 0.9973913632831332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:54:02,370] Trial 9541 finished with value: 0.9973983044269729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:54:16,229] Trial 9542 finished with value: 0.9968128428649635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 55, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:54:28,277] Trial 9543 finished with value: 0.9968301923286064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 52, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:54:30,728] Trial 9544 finished with value: 0.9973915653583901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:54:31,703] Trial 9545 finished with value: 0.9899053331141173 and parameters: {'classifier': 'SVC', 'svc_c': 10.529271808226472, 'svc_kernel': 'sigmoid'}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:54:32,918] Trial 9546 finished with value: 0.9888825054456752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:54:34,721] Trial 9547 finished with value: 0.9970584522160572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:54:37,258] Trial 9548 finished with value: 0.997238399518192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:54:43,421] Trial 9549 finished with value: 0.9966875398606853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 31, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:54:46,095] Trial 9550 finished with value: 0.9975125640359191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:54:52,183] Trial 9551 finished with value: 0.9970841364985327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 27, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:54:54,650] Trial 9552 finished with value: 0.9973849161715612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:54:56,890] Trial 9553 finished with value: 0.9974377298903908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:54:59,813] Trial 9554 finished with value: 0.9975340557408177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:55:02,068] Trial 9555 finished with value: 0.9974766590046737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:55:17,928] Trial 9556 finished with value: 0.9964448989878152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 70, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:55:20,863] Trial 9557 finished with value: 0.9973075610840424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:55:32,515] Trial 9558 finished with value: 0.9960846576786446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 47, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:55:37,621] Trial 9559 finished with value: 0.9975370899482477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 21, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:55:39,883] Trial 9560 finished with value: 0.9972528660055339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:55:41,227] Trial 9561 finished with value: 0.9968260457392576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:55:43,007] Trial 9562 finished with value: 0.9951678703262997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:55:47,239] Trial 9563 finished with value: 0.996368653965348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 26, 'rf_n_estimators': 124}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:56:03,461] Trial 9564 finished with value: 0.9921419946683048 and parameters: {'classifier': 'SVC', 'svc_c': 4753455.039250063, 'svc_kernel': 'rbf'}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:56:12,973] Trial 9565 finished with value: 0.996956363999412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 40, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:56:15,800] Trial 9566 finished with value: 0.9967943446160218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:56:18,299] Trial 9567 finished with value: 0.9977111566921968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:56:20,716] Trial 9568 finished with value: 0.9974759052928471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:56:24,005] Trial 9569 finished with value: 0.9970759093346824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:56:26,116] Trial 9570 finished with value: 0.9970939948956131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:56:28,421] Trial 9571 finished with value: 0.9973735236275093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:56:29,523] Trial 9572 finished with value: 0.9904524368759159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:56:32,169] Trial 9573 finished with value: 0.9970822254956481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:56:46,053] Trial 9574 finished with value: 0.9967180400215024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 65, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:56:47,277] Trial 9575 finished with value: 0.9971859556411983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:56:50,584] Trial 9576 finished with value: 0.9974753349626498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:56:53,026] Trial 9577 finished with value: 0.9973506936302666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:56:55,859] Trial 9578 finished with value: 0.9973345415743967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:56:58,295] Trial 9579 finished with value: 0.9975717139105958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:57:00,697] Trial 9580 finished with value: 0.9973831137440582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:57:03,053] Trial 9581 finished with value: 0.9975724497539807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:57:04,728] Trial 9582 finished with value: 0.9964841520509197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:57:05,944] Trial 9583 finished with value: 0.9931160273034992 and parameters: {'classifier': 'SVC', 'svc_c': 1517.0570489778618, 'svc_kernel': 'sigmoid'}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:57:07,514] Trial 9584 finished with value: 0.9973567256734847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:57:09,922] Trial 9585 finished with value: 0.9972705539222222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:57:13,135] Trial 9586 finished with value: 0.9974384364396869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:57:21,458] Trial 9587 finished with value: 0.9970652772308934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 35, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:57:24,096] Trial 9588 finished with value: 0.9973627771720399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:57:26,177] Trial 9589 finished with value: 0.9974687788948415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:57:28,192] Trial 9590 finished with value: 0.9954824114925316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:57:29,380] Trial 9591 finished with value: 0.9973670874337776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:57:30,582] Trial 9592 finished with value: 0.9938409687487231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:57:33,645] Trial 9593 finished with value: 0.9975440739382625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:57:36,075] Trial 9594 finished with value: 0.9974553348441887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:57:37,166] Trial 9595 finished with value: 0.9968337847423531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:57:48,356] Trial 9596 finished with value: 0.9965820861245941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 50, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:57:49,774] Trial 9597 finished with value: 0.9972035120677359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:57:53,197] Trial 9598 finished with value: 0.9970520662316952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 23, 'rf_n_estimators': 82}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:57:54,851] Trial 9599 finished with value: 0.9963271987357958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:57:57,781] Trial 9600 finished with value: 0.997308270553226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:57:59,516] Trial 9601 finished with value: 0.9850770830822263 and parameters: {'classifier': 'SVC', 'svc_c': 0.0002235417091081243, 'svc_kernel': 'rbf'}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:58:04,906] Trial 9602 finished with value: 0.9971589939079472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 25, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:58:15,567] Trial 9603 finished with value: 0.9970403323781863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 43, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:58:17,795] Trial 9604 finished with value: 0.9975127247566826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:58:20,443] Trial 9605 finished with value: 0.996923944774282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:58:24,011] Trial 9606 finished with value: 0.9951377028104909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 51, 'rf_n_estimators': 72}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:58:26,495] Trial 9607 finished with value: 0.9968307814476449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:58:28,303] Trial 9608 finished with value: 0.997069770366454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 87}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:58:30,800] Trial 9609 finished with value: 0.9975330744364568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:58:33,764] Trial 9610 finished with value: 0.9974338231444086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:58:35,375] Trial 9611 finished with value: 0.9976905689463788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 76}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:58:37,878] Trial 9612 finished with value: 0.9909058687428481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 46, 'rf_n_estimators': 122}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:58:40,724] Trial 9613 finished with value: 0.997571128790534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:58:43,467] Trial 9614 finished with value: 0.9974214455191847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:58:44,981] Trial 9615 finished with value: 0.9974324597156415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 59}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:58:46,541] Trial 9616 finished with value: 0.9973408432311387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:58:48,783] Trial 9617 finished with value: 0.997658661082414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 95}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:58:50,849] Trial 9618 finished with value: 0.9975989661409143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:58:52,621] Trial 9619 finished with value: 0.9966374575696487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:58:53,854] Trial 9620 finished with value: 0.9969965460310682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 40}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:58:55,671] Trial 9621 finished with value: 0.9853877894523123 and parameters: {'classifier': 'SVC', 'svc_c': 0.016601201215947325, 'svc_kernel': 'sigmoid'}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:58:58,555] Trial 9622 finished with value: 0.9974790460126944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:58:59,817] Trial 9623 finished with value: 0.997465973644676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 64}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:59:02,905] Trial 9624 finished with value: 0.9971763723482997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:59:05,312] Trial 9625 finished with value: 0.9974742188673957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:59:07,593] Trial 9626 finished with value: 0.9976091443926262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:59:10,234] Trial 9627 finished with value: 0.9975617693133588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 92}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:59:12,879] Trial 9628 finished with value: 0.9973992884925319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:59:15,337] Trial 9629 finished with value: 0.997199401437436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:59:17,060] Trial 9630 finished with value: 0.9965940543308115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:59:19,175] Trial 9631 finished with value: 0.9972583899248534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:59:21,989] Trial 9632 finished with value: 0.9974300305596794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:59:23,476] Trial 9633 finished with value: 0.9973485290415014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 57}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:59:26,163] Trial 9634 finished with value: 0.9974136045421925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:59:28,019] Trial 9635 finished with value: 0.9975545240568898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:59:30,476] Trial 9636 finished with value: 0.9975055087625644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:59:33,525] Trial 9637 finished with value: 0.9974340872355366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:59:35,022] Trial 9638 finished with value: 0.9973368221969517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 69}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:59:36,751] Trial 9639 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 5.908908468283326e-07, 'svc_kernel': 'rbf'}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:59:38,682] Trial 9640 finished with value: 0.9971790504246699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 90}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:59:41,089] Trial 9641 finished with value: 0.9974065741196192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 79}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:59:42,834] Trial 9642 finished with value: 0.9975840260605168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 85}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:59:45,195] Trial 9643 finished with value: 0.9974131551968984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 00:59:58,622] Trial 9644 finished with value: 0.9967649565514826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 57, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:00:00,628] Trial 9645 finished with value: 0.9974225496175096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:00:02,112] Trial 9646 finished with value: 0.9971046433126864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:00:11,426] Trial 9647 finished with value: 0.9968721346715625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 39, 'rf_n_estimators': 122}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:00:12,468] Trial 9648 finished with value: 0.9964082921362217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 122}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:00:17,049] Trial 9649 finished with value: 0.9967934120610867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 27, 'rf_n_estimators': 82}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:00:18,733] Trial 9650 finished with value: 0.9974379020685388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:00:21,609] Trial 9651 finished with value: 0.9974400667207798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:00:24,379] Trial 9652 finished with value: 0.9976157896756922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:00:27,040] Trial 9653 finished with value: 0.9973341494842879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:00:29,859] Trial 9654 finished with value: 0.9974928467974274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:00:30,967] Trial 9655 finished with value: 0.9962033644983994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:00:32,374] Trial 9656 finished with value: 0.9969336075706389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:00:34,173] Trial 9657 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 4.631096392652727e-06, 'svc_kernel': 'sigmoid'}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:00:36,090] Trial 9658 finished with value: 0.9971738683860898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 71}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:00:38,679] Trial 9659 finished with value: 0.997459372921632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:00:40,922] Trial 9660 finished with value: 0.9975772195806187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:00:44,067] Trial 9661 finished with value: 0.9973788075765104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:00:46,971] Trial 9662 finished with value: 0.9973218463796707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:00:48,998] Trial 9663 finished with value: 0.997655489640272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:00:51,049] Trial 9664 finished with value: 0.9963209193908028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:00:53,758] Trial 9665 finished with value: 0.9976725572078208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:00:55,322] Trial 9666 finished with value: 0.9975144488232922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 75}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:00:57,238] Trial 9667 finished with value: 0.9974121557384542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:01:04,283] Trial 9668 finished with value: 0.9965141694146885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 28, 'rf_n_estimators': 122}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:01:05,651] Trial 9669 finished with value: 0.9965678768095163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:01:07,216] Trial 9670 finished with value: 0.9955989839062713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:01:09,109] Trial 9671 finished with value: 0.9974101335259419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 61}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:01:12,308] Trial 9672 finished with value: 0.9967570813610261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 21, 'rf_n_estimators': 98}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:01:15,075] Trial 9673 finished with value: 0.9974511361411958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:01:17,471] Trial 9674 finished with value: 0.9970906740631409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:01:20,979] Trial 9675 finished with value: 0.9931775490789528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 46, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:01:22,743] Trial 9676 finished with value: 0.9853109323008237 and parameters: {'classifier': 'SVC', 'svc_c': 0.0015835564685050504, 'svc_kernel': 'rbf'}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:01:25,521] Trial 9677 finished with value: 0.9975432345658234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:01:26,818] Trial 9678 finished with value: 0.997058259884338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 79}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:01:29,068] Trial 9679 finished with value: 0.9972782936552895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:01:30,181] Trial 9680 finished with value: 0.990072775902874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:01:33,125] Trial 9681 finished with value: 0.9972793090144253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:01:35,166] Trial 9682 finished with value: 0.997386218631808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:01:37,979] Trial 9683 finished with value: 0.9974021996203567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:01:39,461] Trial 9684 finished with value: 0.9970628653086151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 67}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:01:41,710] Trial 9685 finished with value: 0.9973113160910888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 89}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:01:44,315] Trial 9686 finished with value: 0.997106870615557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:01:46,165] Trial 9687 finished with value: 0.9973043934187116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 73}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:01:48,825] Trial 9688 finished with value: 0.9973162793285351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:01:49,933] Trial 9689 finished with value: 0.9967086306523366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 33}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:01:51,204] Trial 9690 finished with value: 0.9956173323205518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 84}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:01:53,932] Trial 9691 finished with value: 0.9972430246517098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:01:55,684] Trial 9692 finished with value: 0.9976518971313117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 96}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:01:58,336] Trial 9693 finished with value: 0.9973439708432305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:02:00,471] Trial 9694 finished with value: 0.9975125347735685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:02:03,337] Trial 9695 finished with value: 0.997677309737299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:02:06,275] Trial 9696 finished with value: 0.9975668886060959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:02:07,121] Trial 9697 finished with value: 0.9917125368549659 and parameters: {'classifier': 'SVC', 'svc_c': 75.12632752507356, 'svc_kernel': 'sigmoid'}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:02:12,548] Trial 9698 finished with value: 0.997243383004423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 124}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:02:15,099] Trial 9699 finished with value: 0.9974529542789631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:02:17,206] Trial 9700 finished with value: 0.9975014949646203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:02:19,265] Trial 9701 finished with value: 0.9972537050923317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 100}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:02:25,037] Trial 9702 finished with value: 0.9972643941656645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:02:27,820] Trial 9703 finished with value: 0.9975777467155239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:02:44,137] Trial 9704 finished with value: 0.9955422271650315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 66, 'rf_n_estimators': 124}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:02:47,682] Trial 9705 finished with value: 0.9939151076753884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 42, 'rf_n_estimators': 121}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:03:03,612] Trial 9706 finished with value: 0.9961709615865538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 71, 'rf_n_estimators': 124}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:03:07,827] Trial 9707 finished with value: 0.9943614136203838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 52, 'rf_n_estimators': 87}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:03:10,832] Trial 9708 finished with value: 0.9973780139066583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:03:21,150] Trial 9709 finished with value: 0.9958320824598813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 70, 'rf_n_estimators': 76}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:03:25,034] Trial 9710 finished with value: 0.9958070600079906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 32, 'rf_n_estimators': 124}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:03:26,160] Trial 9711 finished with value: 0.9972646295022484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 3, 'rf_n_estimators': 92}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:03:28,195] Trial 9712 finished with value: 0.9972906312590122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:03:30,081] Trial 9713 finished with value: 0.9952510172328148 and parameters: {'classifier': 'SVC', 'svc_c': 213203.72716021189, 'svc_kernel': 'rbf'}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:03:32,219] Trial 9714 finished with value: 0.9974739959403337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:03:35,353] Trial 9715 finished with value: 0.9972444705355604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:03:50,700] Trial 9716 finished with value: 0.9957412147043537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 62, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:03:52,427] Trial 9717 finished with value: 0.9974533517327783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 63}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:03:54,142] Trial 9718 finished with value: 0.9971566646311801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 70}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:03:55,919] Trial 9719 finished with value: 0.9974728987926103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 81}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:03:57,969] Trial 9720 finished with value: 0.9970287384571116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:04:00,171] Trial 9721 finished with value: 0.9974662583019683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:04:01,723] Trial 9722 finished with value: 0.9965668609108361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:04:02,864] Trial 9723 finished with value: 0.9900075793538039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:04:04,989] Trial 9724 finished with value: 0.9975144994769924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:04:08,036] Trial 9725 finished with value: 0.997376605632228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:04:09,217] Trial 9726 finished with value: 0.9970459286281969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:04:11,232] Trial 9727 finished with value: 0.9971449620077723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 77}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:04:13,240] Trial 9728 finished with value: 0.9972783818866722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 66}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:04:14,224] Trial 9729 finished with value: 0.9972454766589651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 44}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:04:27,907] Trial 9730 finished with value: 0.9963310117597372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 67, 'rf_n_estimators': 121}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:04:30,532] Trial 9731 finished with value: 0.9975162301133492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:04:32,336] Trial 9732 finished with value: 0.986732879739019 and parameters: {'classifier': 'SVC', 'svc_c': 524385994.6236812, 'svc_kernel': 'sigmoid'}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:04:34,050] Trial 9733 finished with value: 0.9967234504460647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:04:34,832] Trial 9734 finished with value: 0.9964186034649799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 25}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:04:38,103] Trial 9735 finished with value: 0.9971648189247948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:04:43,684] Trial 9736 finished with value: 0.9975751891797263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 24, 'rf_n_estimators': 121}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:04:45,713] Trial 9737 finished with value: 0.9976525799723909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:04:46,854] Trial 9738 finished with value: 0.9973362837950894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 19}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:04:49,694] Trial 9739 finished with value: 0.9974043598292907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:04:52,182] Trial 9740 finished with value: 0.9975084083060528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:04:54,532] Trial 9741 finished with value: 0.9974848223118542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:04:56,079] Trial 9742 finished with value: 0.9972852979258272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 3, 'rf_n_estimators': 95}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:05:10,554] Trial 9743 finished with value: 0.9966772397671465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 60, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:05:13,185] Trial 9744 finished with value: 0.9974816217025753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:05:15,033] Trial 9745 finished with value: 0.9975109740619686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 54}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:05:17,225] Trial 9746 finished with value: 0.9974381296928111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:05:18,514] Trial 9747 finished with value: 0.9968466152675166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 83}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:05:26,361] Trial 9748 finished with value: 0.9969324641490465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 32, 'rf_n_estimators': 124}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:05:29,243] Trial 9749 finished with value: 0.9970320658910686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:05:31,555] Trial 9750 finished with value: 0.9975898165782592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:05:33,321] Trial 9751 finished with value: 0.9853874607745426 and parameters: {'classifier': 'SVC', 'svc_c': 0.12598220058524842, 'svc_kernel': 'rbf'}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:05:36,307] Trial 9752 finished with value: 0.9975046332723867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:05:38,415] Trial 9753 finished with value: 0.9976203335284289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:05:48,185] Trial 9754 finished with value: 0.9965322312356646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 39, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:05:49,890] Trial 9755 finished with value: 0.9970808546719486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:05:59,599] Trial 9756 finished with value: 0.9966811844716661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 44, 'rf_n_estimators': 121}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:06:00,621] Trial 9757 finished with value: 0.9940117517300756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 73}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:06:07,787] Trial 9758 finished with value: 0.9966782389716874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 40, 'rf_n_estimators': 124}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:06:09,344] Trial 9759 finished with value: 0.9975178530629853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 90}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:06:11,114] Trial 9760 finished with value: 0.9972839697261374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 99}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:06:13,483] Trial 9761 finished with value: 0.9974078562993429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:06:32,087] Trial 9762 finished with value: 0.9958074861211363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 72, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:06:34,741] Trial 9763 finished with value: 0.9972136740379014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:06:37,584] Trial 9764 finished with value: 0.9975208607375247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:06:40,158] Trial 9765 finished with value: 0.9973565702846896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:06:42,228] Trial 9766 finished with value: 0.9973106871409767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 87}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:06:50,094] Trial 9767 finished with value: 0.9970311800225954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 33, 'rf_n_estimators': 121}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:06:51,617] Trial 9768 finished with value: 0.9955552795381681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 79}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:06:52,849] Trial 9769 finished with value: 0.9868121930871667 and parameters: {'classifier': 'SVC', 'svc_c': 934070.0700637817, 'svc_kernel': 'sigmoid'}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:06:55,328] Trial 9770 finished with value: 0.9975054993364058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:07:02,745] Trial 9771 finished with value: 0.9970006478382297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 31, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:07:05,211] Trial 9772 finished with value: 0.9974877117944261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:07:07,360] Trial 9773 finished with value: 0.9975463049862059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:07:09,110] Trial 9774 finished with value: 0.9969225563360439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:07:11,926] Trial 9775 finished with value: 0.9976843551719026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:07:14,638] Trial 9776 finished with value: 0.9974783724390842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:07:23,801] Trial 9777 finished with value: 0.9969256955007338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 41, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:07:26,935] Trial 9778 finished with value: 0.9974102400700972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:07:28,751] Trial 9779 finished with value: 0.9974993858537173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 84}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:07:30,512] Trial 9780 finished with value: 0.997149853676237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:07:36,387] Trial 9781 finished with value: 0.9972618727793434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 26, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:07:38,102] Trial 9782 finished with value: 0.9960606375098718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:07:48,489] Trial 9783 finished with value: 0.996863774874997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 43, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:07:50,257] Trial 9784 finished with value: 0.9972289354328737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 71}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:07:52,497] Trial 9785 finished with value: 0.9973291960538552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:07:54,178] Trial 9786 finished with value: 0.9972636214745693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:07:56,788] Trial 9787 finished with value: 0.9972673394752155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:08:03,683] Trial 9788 finished with value: 0.997065192331991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 28, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:08:05,426] Trial 9789 finished with value: 0.985074461531069 and parameters: {'classifier': 'SVC', 'svc_c': 1.7037542456528565e-10, 'svc_kernel': 'rbf'}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:08:08,365] Trial 9790 finished with value: 0.9973898547803911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:08:22,055] Trial 9791 finished with value: 0.996635576749514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 58, 'rf_n_estimators': 124}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:08:23,220] Trial 9792 finished with value: 0.9875061714107173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 3, 'rf_n_estimators': 101}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:08:25,065] Trial 9793 finished with value: 0.9966634148298663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:08:26,941] Trial 9794 finished with value: 0.9974486529355774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 77}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:08:29,623] Trial 9795 finished with value: 0.9973907472186113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:08:30,284] Trial 9796 finished with value: 0.9963039654132247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 16}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:08:33,454] Trial 9797 finished with value: 0.9975094327739682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:08:35,793] Trial 9798 finished with value: 0.9944660919359197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 20, 'rf_n_estimators': 121}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:08:38,388] Trial 9799 finished with value: 0.9974974711374974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:08:39,790] Trial 9800 finished with value: 0.9974291329164426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 68}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:08:43,092] Trial 9801 finished with value: 0.997328721445187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:08:43,821] Trial 9802 finished with value: 0.9953087824460646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 13}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:08:45,899] Trial 9803 finished with value: 0.9974094280557347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 95}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:08:51,322] Trial 9804 finished with value: 0.9964629700762604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 30, 'rf_n_estimators': 92}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:08:53,410] Trial 9805 finished with value: 0.9973585250858866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 81}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:08:55,193] Trial 9806 finished with value: 0.9973125495531249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:08:56,168] Trial 9807 finished with value: 0.9914691456979631 and parameters: {'classifier': 'SVC', 'svc_c': 7564.92656176884, 'svc_kernel': 'sigmoid'}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:08:59,551] Trial 9808 finished with value: 0.9972326178870637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:09:12,147] Trial 9809 finished with value: 0.9965543318957936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 54, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:09:13,543] Trial 9810 finished with value: 0.9970109122266226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 48}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:09:14,888] Trial 9811 finished with value: 0.9943122779759132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:09:16,634] Trial 9812 finished with value: 0.9973637241359851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 74}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:09:19,014] Trial 9813 finished with value: 0.9973150959171792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:09:31,545] Trial 9814 finished with value: 0.9958785247303102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 71, 'rf_n_estimators': 124}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:09:34,536] Trial 9815 finished with value: 0.9969616259540431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:09:36,647] Trial 9816 finished with value: 0.9974862021491194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:09:44,635] Trial 9817 finished with value: 0.9970835211639826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 35, 'rf_n_estimators': 121}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:09:46,947] Trial 9818 finished with value: 0.9966547176593442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:09:49,178] Trial 9819 finished with value: 0.9972620718077612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 87}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:10:04,333] Trial 9820 finished with value: 0.9959212393835069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 61, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:10:06,957] Trial 9821 finished with value: 0.997552842931669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:10:14,906] Trial 9822 finished with value: 0.9971047504598621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 37, 'rf_n_estimators': 121}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:10:17,416] Trial 9823 finished with value: 0.9973943732745397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 59}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:10:33,247] Trial 9824 finished with value: 0.9966229093571949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 63, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:10:35,857] Trial 9825 finished with value: 0.9973713610382323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:10:37,698] Trial 9826 finished with value: 0.9971337604941853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:10:38,869] Trial 9827 finished with value: 0.9964128460498752 and parameters: {'classifier': 'SVC', 'svc_c': 42782.21063249318, 'svc_kernel': 'rbf'}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:10:41,597] Trial 9828 finished with value: 0.997326335547993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:10:44,433] Trial 9829 finished with value: 0.997690522577296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:10:45,617] Trial 9830 finished with value: 0.9967493072875429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:10:52,319] Trial 9831 finished with value: 0.9968692676911671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 26, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:10:54,886] Trial 9832 finished with value: 0.9974164392451361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:11:12,254] Trial 9833 finished with value: 0.9957788374546274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 72, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:11:14,999] Trial 9834 finished with value: 0.9974434587413787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:11:17,303] Trial 9835 finished with value: 0.9973122738141847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 85}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:11:18,761] Trial 9836 finished with value: 0.9972678146869042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 65}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:11:20,503] Trial 9837 finished with value: 0.9976035664553883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 98}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:11:23,929] Trial 9838 finished with value: 0.9976511776329492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:11:24,510] Trial 9839 finished with value: 0.98664420913535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 3}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:11:26,013] Trial 9840 finished with value: 0.9975811738699862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 62}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:11:29,226] Trial 9841 finished with value: 0.9974889323708714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:11:39,146] Trial 9842 finished with value: 0.9971617577401436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 43, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:11:41,367] Trial 9843 finished with value: 0.9971685868491699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:11:43,707] Trial 9844 finished with value: 0.9973817213068438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:11:44,674] Trial 9845 finished with value: 0.9955519001809945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 5, 'rf_n_estimators': 80}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:11:46,157] Trial 9846 finished with value: 0.9866167255991621 and parameters: {'classifier': 'SVC', 'svc_c': 12383965.319211157, 'svc_kernel': 'sigmoid'}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:11:48,217] Trial 9847 finished with value: 0.9974751442178259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:11:49,709] Trial 9848 finished with value: 0.9959545277194951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:11:52,704] Trial 9849 finished with value: 0.9972499319629401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:11:54,801] Trial 9850 finished with value: 0.9975393579073776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:11:56,712] Trial 9851 finished with value: 0.9971383677592613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 56}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:11:59,068] Trial 9852 finished with value: 0.9970776412405552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 90}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:12:01,367] Trial 9853 finished with value: 0.9971651891792234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:12:04,273] Trial 9854 finished with value: 0.997457142730612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:12:06,531] Trial 9855 finished with value: 0.997468970147472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:12:08,384] Trial 9856 finished with value: 0.997392833129104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 75}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:12:11,198] Trial 9857 finished with value: 0.9975840211728789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:12:13,961] Trial 9858 finished with value: 0.9974744367481305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:12:17,194] Trial 9859 finished with value: 0.9888516382042204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 63, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:12:19,737] Trial 9860 finished with value: 0.9974490481360011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:12:22,402] Trial 9861 finished with value: 0.9975341062040907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:12:23,500] Trial 9862 finished with value: 0.9973838254983711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 71}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:15:43,932] Trial 9863 finished with value: 0.9896199610843389 and parameters: {'classifier': 'SVC', 'svc_c': 1842028575.7366278, 'svc_kernel': 'rbf'}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:15:46,213] Trial 9864 finished with value: 0.997432908204012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:15:48,941] Trial 9865 finished with value: 0.9974822651569113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:15:54,157] Trial 9866 finished with value: 0.9974142496786375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 22, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:15:56,744] Trial 9867 finished with value: 0.9943031001665203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 23, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:15:58,001] Trial 9868 finished with value: 0.9955014667417496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:16:00,285] Trial 9869 finished with value: 0.997459174274069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:16:01,365] Trial 9870 finished with value: 0.9968196117671795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:16:04,138] Trial 9871 finished with value: 0.9974467530409604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:16:05,590] Trial 9872 finished with value: 0.9973958596559603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 83}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:16:07,107] Trial 9873 finished with value: 0.9970854927545325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:16:09,411] Trial 9874 finished with value: 0.9971836378218158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 78}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:16:11,823] Trial 9875 finished with value: 0.9972041289574434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 93}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:16:13,865] Trial 9876 finished with value: 0.9975373938704496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:16:17,151] Trial 9877 finished with value: 0.9972258752003597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:16:18,838] Trial 9878 finished with value: 0.9949726256066675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 23, 'rf_n_estimators': 69}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:16:21,291] Trial 9879 finished with value: 0.9973399719303649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:16:23,452] Trial 9880 finished with value: 0.9962700691376191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:16:25,518] Trial 9881 finished with value: 0.9973089472371511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:16:26,662] Trial 9882 finished with value: 0.997146934328294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 97}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:16:28,145] Trial 9883 finished with value: 0.9867343545361035 and parameters: {'classifier': 'SVC', 'svc_c': 58085396.35585116, 'svc_kernel': 'sigmoid'}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:16:31,500] Trial 9884 finished with value: 0.9974744100565504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:16:34,172] Trial 9885 finished with value: 0.997237830489249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:16:35,548] Trial 9886 finished with value: 0.9971804006187296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:16:37,730] Trial 9887 finished with value: 0.996595517829201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:16:44,251] Trial 9888 finished with value: 0.9973082742348233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 28, 'rf_n_estimators': 120}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:16:45,524] Trial 9889 finished with value: 0.997244450096348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:16:48,776] Trial 9890 finished with value: 0.9977089029199114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:16:50,758] Trial 9891 finished with value: 0.9975553359760387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:16:53,423] Trial 9892 finished with value: 0.9971756211755056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:16:56,378] Trial 9893 finished with value: 0.9973841386880421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:16:58,713] Trial 9894 finished with value: 0.9973013262355958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:17:01,129] Trial 9895 finished with value: 0.9973760842101461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:17:03,961] Trial 9896 finished with value: 0.9975932423997292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:17:06,418] Trial 9897 finished with value: 0.9975182505168007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:17:07,961] Trial 9898 finished with value: 0.9968075466333923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:17:09,099] Trial 9899 finished with value: 0.9977177503376874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 66}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:17:11,268] Trial 9900 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 5.275997428230786e-08, 'svc_kernel': 'rbf'}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:17:14,418] Trial 9901 finished with value: 0.9973175514790803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:17:18,124] Trial 9902 finished with value: 0.9968394875999946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 20, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:17:20,425] Trial 9903 finished with value: 0.9973532991220425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 87}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:17:23,020] Trial 9904 finished with value: 0.9974431904291089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:17:25,006] Trial 9905 finished with value: 0.9974518504662792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:17:25,719] Trial 9906 finished with value: 0.9893998332739674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 1, 'rf_n_estimators': 81}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:17:27,360] Trial 9907 finished with value: 0.9936569781006525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:17:30,314] Trial 9908 finished with value: 0.9975111081228899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:17:32,754] Trial 9909 finished with value: 0.997361178406689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:17:35,668] Trial 9910 finished with value: 0.997444880028351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:17:38,783] Trial 9911 finished with value: 0.9973543492341869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:17:41,970] Trial 9912 finished with value: 0.997246224150162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 73}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:17:44,553] Trial 9913 finished with value: 0.9975011857421877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:17:47,537] Trial 9914 finished with value: 0.9973618180524761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:17:49,985] Trial 9915 finished with value: 0.9975106606183944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:18:08,246] Trial 9916 finished with value: 0.9960794749100925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 74, 'rf_n_estimators': 120}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:18:09,373] Trial 9917 finished with value: 0.9907239779064737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:18:11,479] Trial 9918 finished with value: 0.9975014092405322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:18:14,270] Trial 9919 finished with value: 0.9974130008871923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:18:16,781] Trial 9920 finished with value: 0.9974096789438933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 94}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:18:18,137] Trial 9921 finished with value: 0.9973306876720306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:18:19,954] Trial 9922 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 1.0825168694465077e-08, 'svc_kernel': 'sigmoid'}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:18:21,985] Trial 9923 finished with value: 0.9972135659703264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 51}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:18:24,219] Trial 9924 finished with value: 0.9976663101085418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:18:26,379] Trial 9925 finished with value: 0.9973193507010546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:18:28,544] Trial 9926 finished with value: 0.9973660817864416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 76}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:18:31,665] Trial 9927 finished with value: 0.9973841567151734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:18:34,600] Trial 9928 finished with value: 0.9973176329185507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:18:37,051] Trial 9929 finished with value: 0.9976788231594168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:18:46,841] Trial 9930 finished with value: 0.9965556763770298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 60, 'rf_n_estimators': 84}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:18:48,918] Trial 9931 finished with value: 0.9973883922024012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:18:50,583] Trial 9932 finished with value: 0.9965720209867843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:18:53,649] Trial 9933 finished with value: 0.9972207667937248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:19:00,574] Trial 9934 finished with value: 0.9969683668951624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 40, 'rf_n_estimators': 91}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:19:03,532] Trial 9935 finished with value: 0.9971339473987225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:19:06,450] Trial 9936 finished with value: 0.9973482785341976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:19:08,629] Trial 9937 finished with value: 0.9972278768149702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 89}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:19:09,656] Trial 9938 finished with value: 0.9888572252184998 and parameters: {'classifier': 'SVC', 'svc_c': 2.435697192615925, 'svc_kernel': 'rbf'}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:19:11,492] Trial 9939 finished with value: 0.997081709278583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:19:26,141] Trial 9940 finished with value: 0.9959316634770502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 59, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:19:35,063] Trial 9941 finished with value: 0.996824985026652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 47, 'rf_n_estimators': 120}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:19:37,513] Trial 9942 finished with value: 0.9974902220724795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 102}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:19:39,196] Trial 9943 finished with value: 0.9973464290076398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 63}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:19:39,856] Trial 9944 finished with value: 0.9952429994439402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 7}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:19:49,646] Trial 9945 finished with value: 0.9967528953531962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 48, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:19:50,939] Trial 9946 finished with value: 0.99722948894198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 21}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:19:52,883] Trial 9947 finished with value: 0.9975520343450004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:19:59,017] Trial 9948 finished with value: 0.9971235548209214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 28, 'rf_n_estimators': 121}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:20:01,676] Trial 9949 finished with value: 0.9976880302946359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:20:07,198] Trial 9950 finished with value: 0.9960608298098531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 40, 'rf_n_estimators': 68}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:20:08,936] Trial 9951 finished with value: 0.9975103327658102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:20:11,822] Trial 9952 finished with value: 0.9975421781695734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:20:14,768] Trial 9953 finished with value: 0.997397991554681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:20:17,021] Trial 9954 finished with value: 0.9974254167565948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 99}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:20:18,884] Trial 9955 finished with value: 0.997446521639877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:20:21,102] Trial 9956 finished with value: 0.985373041100614 and parameters: {'classifier': 'SVC', 'svc_c': 0.005122172036122354, 'svc_kernel': 'sigmoid'}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:20:32,120] Trial 9957 finished with value: 0.9967333155715816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 48, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:20:34,970] Trial 9958 finished with value: 0.9977189736753309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:20:44,573] Trial 9959 finished with value: 0.9964835234499244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 48, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:20:46,679] Trial 9960 finished with value: 0.9974141430710063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:20:48,449] Trial 9961 finished with value: 0.9974087050979404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 79}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:20:50,362] Trial 9962 finished with value: 0.9974763315646823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:20:53,490] Trial 9963 finished with value: 0.9973038616183341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:20:56,137] Trial 9964 finished with value: 0.9975976060446273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:20:57,638] Trial 9965 finished with value: 0.997192155514471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 71}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:21:00,389] Trial 9966 finished with value: 0.994553174406437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 27, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:21:01,593] Trial 9967 finished with value: 0.9967023437854595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 74}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:21:04,268] Trial 9968 finished with value: 0.99740078598222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:21:12,502] Trial 9969 finished with value: 0.9972528539133912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 32, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:21:14,548] Trial 9970 finished with value: 0.9975117839498915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 86}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:21:17,467] Trial 9971 finished with value: 0.9973390395341193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:21:19,581] Trial 9972 finished with value: 0.9974222013257131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 82}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:21:22,416] Trial 9973 finished with value: 0.9969866654809283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 60}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:21:24,651] Trial 9974 finished with value: 0.9973387695714783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:21:25,418] Trial 9975 finished with value: 0.9943577775670144 and parameters: {'classifier': 'SVC', 'svc_c': 397.4966913430617, 'svc_kernel': 'rbf'}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:21:27,822] Trial 9976 finished with value: 0.9974919916195106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:21:30,595] Trial 9977 finished with value: 0.9975662159846227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:21:36,047] Trial 9978 finished with value: 0.9971612855435562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 23, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:21:38,198] Trial 9979 finished with value: 0.9965838438651234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:21:39,909] Trial 9980 finished with value: 0.9953361762591878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:21:40,578] Trial 9981 finished with value: 0.9940824627088309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 10}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:21:46,195] Trial 9982 finished with value: 0.9971552299508107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 22, 'rf_n_estimators': 121}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:21:51,975] Trial 9983 finished with value: 0.9970459776950019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 24, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:21:54,364] Trial 9984 finished with value: 0.9975023406529028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:22:06,149] Trial 9985 finished with value: 0.9969048071017185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 51, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:22:07,357] Trial 9986 finished with value: 0.9969253010620198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 120}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:22:09,427] Trial 9987 finished with value: 0.9911662246365794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 31, 'rf_n_estimators': 128}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:22:11,249] Trial 9988 finished with value: 0.9972633589385985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 125}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:22:16,828] Trial 9989 finished with value: 0.9964690879705179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 37, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:22:19,411] Trial 9990 finished with value: 0.9973558990279466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:22:20,700] Trial 9991 finished with value: 0.9973621601236428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 4, 'rf_n_estimators': 95}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:22:23,935] Trial 9992 finished with value: 0.9974825915812898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:22:25,247] Trial 9993 finished with value: 0.9960554794334117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:22:27,052] Trial 9994 finished with value: 0.9852053994103912 and parameters: {'classifier': 'SVC', 'svc_c': 2.4397651926224126e-07, 'svc_kernel': 'sigmoid'}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:22:28,599] Trial 9995 finished with value: 0.997157532123405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:22:30,713] Trial 9996 finished with value: 0.9972050253946397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:22:32,815] Trial 9997 finished with value: 0.9974281053382125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:22:35,373] Trial 9998 finished with value: 0.9973996737907286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:22:42,705] Trial 9999 finished with value: 0.9970296424479299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 31, 'rf_n_estimators': 123}. Best is trial 9334 with value: 0.9978426746452538.
[I 2023-09-07 01:22:42,706] A new study created in memory with name: no-name-1d7ac5b5-1fa3-4fc3-bfe2-c14c7f7a640e
[I 2023-09-07 01:22:44,386] Trial 0 finished with value: 0.9852049898009575 and parameters: {'classifier': 'SVC', 'svc_c': 4.993671838168988e-07, 'svc_kernel': 'sigmoid'}. Best is trial 0 with value: 0.9852049898009575.
[I 2023-09-07 01:22:44,862] Trial 1 finished with value: 0.9967654319535986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 65}. Best is trial 1 with value: 0.9967654319535986.
[I 2023-09-07 01:22:45,889] Trial 2 finished with value: 0.9880682578451849 and parameters: {'classifier': 'SVC', 'svc_c': 43295.25199216157, 'svc_kernel': 'sigmoid'}. Best is trial 1 with value: 0.9967654319535986.
[I 2023-09-07 01:22:46,443] Trial 3 finished with value: 0.9951845653542906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 1, 'rf_n_estimators': 94}. Best is trial 1 with value: 0.9967654319535986.
[I 2023-09-07 01:22:46,737] Trial 4 finished with value: 0.9960267486291983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 1, 'rf_n_estimators': 25}. Best is trial 1 with value: 0.9967654319535986.
[I 2023-09-07 01:22:48,681] Trial 5 finished with value: 0.996975869196944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 15, 'rf_n_estimators': 83}. Best is trial 5 with value: 0.996975869196944.
[I 2023-09-07 01:22:50,332] Trial 6 finished with value: 0.9935002450783442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 22, 'rf_n_estimators': 117}. Best is trial 5 with value: 0.996975869196944.
[I 2023-09-07 01:22:51,255] Trial 7 finished with value: 0.9946877265351862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 16, 'rf_n_estimators': 81}. Best is trial 5 with value: 0.996975869196944.
[I 2023-09-07 01:22:51,460] Trial 8 finished with value: 0.9932296662776651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 7}. Best is trial 5 with value: 0.996975869196944.
[I 2023-09-07 01:22:53,714] Trial 9 finished with value: 0.9965014975155864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 18, 'rf_n_estimators': 63}. Best is trial 5 with value: 0.996975869196944.
[I 2023-09-07 01:25:44,268] Trial 10 finished with value: 0.9896065226195576 and parameters: {'classifier': 'SVC', 'svc_c': 2392073879.7178955, 'svc_kernel': 'rbf'}. Best is trial 5 with value: 0.996975869196944.
[I 2023-09-07 01:25:50,166] Trial 11 finished with value: 0.9956592651738735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 72, 'rf_n_estimators': 54}. Best is trial 5 with value: 0.996975869196944.
[I 2023-09-07 01:25:50,608] Trial 12 finished with value: 0.9967868950626425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 45}. Best is trial 5 with value: 0.996975869196944.
[I 2023-09-07 01:25:51,020] Trial 13 finished with value: 0.9967790585606952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 4, 'rf_n_estimators': 38}. Best is trial 5 with value: 0.996975869196944.
[I 2023-09-07 01:25:52,667] Trial 14 finished with value: 0.9850749532147317 and parameters: {'classifier': 'SVC', 'svc_c': 5.225469415053594e-10, 'svc_kernel': 'rbf'}. Best is trial 5 with value: 0.996975869196944.
[I 2023-09-07 01:25:53,621] Trial 15 finished with value: 0.997335072136996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 95}. Best is trial 15 with value: 0.997335072136996.
[I 2023-09-07 01:25:54,302] Trial 16 finished with value: 0.99540854643227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 4, 'rf_n_estimators': 103}. Best is trial 15 with value: 0.997335072136996.
[I 2023-09-07 01:25:55,001] Trial 17 finished with value: 0.9893317991020661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 15 with value: 0.997335072136996.
[I 2023-09-07 01:25:56,379] Trial 18 finished with value: 0.9858926588824062 and parameters: {'classifier': 'SVC', 'svc_c': 0.2796068136857853, 'svc_kernel': 'rbf'}. Best is trial 15 with value: 0.997335072136996.
[I 2023-09-07 01:25:57,027] Trial 19 finished with value: 0.9969884012270879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 2, 'rf_n_estimators': 83}. Best is trial 15 with value: 0.997335072136996.
[I 2023-09-07 01:25:57,673] Trial 20 finished with value: 0.9967307757137984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 2, 'rf_n_estimators': 80}. Best is trial 15 with value: 0.997335072136996.
[I 2023-09-07 01:25:58,425] Trial 21 finished with value: 0.9968439494737164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 3, 'rf_n_estimators': 83}. Best is trial 15 with value: 0.997335072136996.
[I 2023-09-07 01:25:59,179] Trial 22 finished with value: 0.9973855336325511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 2, 'rf_n_estimators': 102}. Best is trial 22 with value: 0.9973855336325511.
[I 2023-09-07 01:25:59,981] Trial 23 finished with value: 0.9969597846793414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 2, 'rf_n_estimators': 107}. Best is trial 22 with value: 0.9973855336325511.
[I 2023-09-07 01:26:00,713] Trial 24 finished with value: 0.9971658187640938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 2, 'rf_n_estimators': 97}. Best is trial 22 with value: 0.9973855336325511.
[I 2023-09-07 01:26:01,898] Trial 25 finished with value: 0.9972926696261194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 102}. Best is trial 22 with value: 0.9973855336325511.
[I 2023-09-07 01:26:03,587] Trial 26 finished with value: 0.9853040496816856 and parameters: {'classifier': 'SVC', 'svc_c': 0.0015288362224253628, 'svc_kernel': 'sigmoid'}. Best is trial 22 with value: 0.9973855336325511.
[I 2023-09-07 01:26:05,160] Trial 27 finished with value: 0.9974866750756787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 27 with value: 0.9974866750756787.
[I 2023-09-07 01:26:06,956] Trial 28 finished with value: 0.9973764814735341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 27 with value: 0.9974866750756787.
[I 2023-09-07 01:26:07,554] Trial 29 finished with value: 0.9950557868904548 and parameters: {'classifier': 'SVC', 'svc_c': 1463.7911988207352, 'svc_kernel': 'rbf'}. Best is trial 27 with value: 0.9974866750756787.
[I 2023-09-07 01:26:09,235] Trial 30 finished with value: 0.9975805786890074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 30 with value: 0.9975805786890074.
[I 2023-09-07 01:26:11,081] Trial 31 finished with value: 0.9974419950843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 30 with value: 0.9975805786890074.
[I 2023-09-07 01:26:12,721] Trial 32 finished with value: 0.9973388237480864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 30 with value: 0.9975805786890074.
[I 2023-09-07 01:26:15,139] Trial 33 finished with value: 0.9974109047888313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 30 with value: 0.9975805786890074.
[I 2023-09-07 01:26:17,259] Trial 34 finished with value: 0.9976475053348897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 34 with value: 0.9976475053348897.
[I 2023-09-07 01:26:19,131] Trial 35 finished with value: 0.9970385418523985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 34 with value: 0.9976475053348897.
[I 2023-09-07 01:26:20,238] Trial 36 finished with value: 0.9964038898345525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 34 with value: 0.9976475053348897.
[I 2023-09-07 01:26:21,948] Trial 37 finished with value: 0.9852068746518062 and parameters: {'classifier': 'SVC', 'svc_c': 1.0996170975089398e-10, 'svc_kernel': 'sigmoid'}. Best is trial 34 with value: 0.9976475053348897.
[I 2023-09-07 01:26:24,214] Trial 38 finished with value: 0.9971362449693201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 34 with value: 0.9976475053348897.
[I 2023-09-07 01:26:25,563] Trial 39 finished with value: 0.9973698234953051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 34 with value: 0.9976475053348897.
[I 2023-09-07 01:26:27,631] Trial 40 finished with value: 0.9974252143956969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 34 with value: 0.9976475053348897.
[I 2023-09-07 01:26:29,694] Trial 41 finished with value: 0.9974344505711014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 127}. Best is trial 34 with value: 0.9976475053348897.
[I 2023-09-07 01:26:31,811] Trial 42 finished with value: 0.9970896327106588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 34 with value: 0.9976475053348897.
[I 2023-09-07 01:26:33,865] Trial 43 finished with value: 0.997472511304498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 34 with value: 0.9976475053348897.
[I 2023-09-07 01:26:38,555] Trial 44 finished with value: 0.9970586284566574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 121}. Best is trial 34 with value: 0.9976475053348897.
[I 2023-09-07 01:26:39,957] Trial 45 finished with value: 0.9975379492520924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 34 with value: 0.9976475053348897.
[I 2023-09-07 01:26:41,001] Trial 46 finished with value: 0.9974354513625375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 91}. Best is trial 34 with value: 0.9976475053348897.
[I 2023-09-07 01:26:44,127] Trial 47 finished with value: 0.997405473131609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 109}. Best is trial 34 with value: 0.9976475053348897.
[I 2023-09-07 01:30:15,033] Trial 48 finished with value: 0.9896106223320172 and parameters: {'classifier': 'SVC', 'svc_c': 5018649532.191791, 'svc_kernel': 'rbf'}. Best is trial 34 with value: 0.9976475053348897.
[I 2023-09-07 01:30:16,080] Trial 49 finished with value: 0.997503277302028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 71}. Best is trial 34 with value: 0.9976475053348897.
[I 2023-09-07 01:30:17,057] Trial 50 finished with value: 0.9971526177940744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 70}. Best is trial 34 with value: 0.9976475053348897.
[I 2023-09-07 01:30:17,356] Trial 51 finished with value: 0.9951308206039454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 7}. Best is trial 34 with value: 0.9976475053348897.
[I 2023-09-07 01:30:17,808] Trial 52 finished with value: 0.9969733884351446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 22}. Best is trial 34 with value: 0.9976475053348897.
[I 2023-09-07 01:30:20,554] Trial 53 finished with value: 0.9975075351644804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 34 with value: 0.9976475053348897.
[I 2023-09-07 01:30:22,788] Trial 54 finished with value: 0.9972442346911699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 90}. Best is trial 34 with value: 0.9976475053348897.
[I 2023-09-07 01:30:26,075] Trial 55 finished with value: 0.9968305628686762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 105}. Best is trial 34 with value: 0.9976475053348897.
[I 2023-09-07 01:30:27,459] Trial 56 finished with value: 0.9975917910569585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 59}. Best is trial 34 with value: 0.9976475053348897.
[I 2023-09-07 01:30:29,809] Trial 57 finished with value: 0.9970010202190981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 61}. Best is trial 34 with value: 0.9976475053348897.
[I 2023-09-07 01:30:32,257] Trial 58 finished with value: 0.9970534943423176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 27, 'rf_n_estimators': 47}. Best is trial 34 with value: 0.9976475053348897.
[I 2023-09-07 01:30:33,947] Trial 59 finished with value: 0.9852053993786534 and parameters: {'classifier': 'SVC', 'svc_c': 8.072120999439592e-05, 'svc_kernel': 'sigmoid'}. Best is trial 34 with value: 0.9976475053348897.
[I 2023-09-07 01:30:35,449] Trial 60 finished with value: 0.9966711974091087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 75}. Best is trial 34 with value: 0.9976475053348897.
[I 2023-09-07 01:30:36,364] Trial 61 finished with value: 0.9974137423164487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 59}. Best is trial 34 with value: 0.9976475053348897.
[I 2023-09-07 01:30:37,164] Trial 62 finished with value: 0.9969115401718368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 35}. Best is trial 34 with value: 0.9976475053348897.
[I 2023-09-07 01:30:37,855] Trial 63 finished with value: 0.9972573806593958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 54}. Best is trial 34 with value: 0.9976475053348897.
[I 2023-09-07 01:30:39,861] Trial 64 finished with value: 0.9974134336335606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 34 with value: 0.9976475053348897.
[I 2023-09-07 01:30:41,863] Trial 65 finished with value: 0.9974287045499054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 68}. Best is trial 34 with value: 0.9976475053348897.
[I 2023-09-07 01:30:43,506] Trial 66 finished with value: 0.997239805158376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 34 with value: 0.9976475053348897.
[I 2023-09-07 01:30:44,589] Trial 67 finished with value: 0.9972122764908838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 4, 'rf_n_estimators': 115}. Best is trial 34 with value: 0.9976475053348897.
[I 2023-09-07 01:30:46,602] Trial 68 finished with value: 0.9971510742209446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 96}. Best is trial 34 with value: 0.9976475053348897.
[I 2023-09-07 01:30:47,702] Trial 69 finished with value: 0.9974390147995745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 76}. Best is trial 34 with value: 0.9976475053348897.
[I 2023-09-07 01:30:48,453] Trial 70 finished with value: 0.9927295340476404 and parameters: {'classifier': 'SVC', 'svc_c': 416.139296352036, 'svc_kernel': 'sigmoid'}. Best is trial 34 with value: 0.9976475053348897.
[I 2023-09-07 01:30:50,508] Trial 71 finished with value: 0.9975200693210641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 34 with value: 0.9976475053348897.
[I 2023-09-07 01:30:52,638] Trial 72 finished with value: 0.9972403093785118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 34 with value: 0.9976475053348897.
[I 2023-09-07 01:30:54,935] Trial 73 finished with value: 0.9973563851257374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 34 with value: 0.9976475053348897.
[I 2023-09-07 01:30:56,659] Trial 74 finished with value: 0.9974157376469535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 34 with value: 0.9976475053348897.
[I 2023-09-07 01:30:57,432] Trial 75 finished with value: 0.9973930463443663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 54}. Best is trial 34 with value: 0.9976475053348897.
[I 2023-09-07 01:30:58,496] Trial 76 finished with value: 0.9967327424484486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 34 with value: 0.9976475053348897.
[I 2023-09-07 01:31:00,116] Trial 77 finished with value: 0.9973729374918343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 34 with value: 0.9976475053348897.
[I 2023-09-07 01:31:02,970] Trial 78 finished with value: 0.9969236781123835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 100}. Best is trial 34 with value: 0.9976475053348897.
[I 2023-09-07 01:31:05,153] Trial 79 finished with value: 0.9970839022727755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 34 with value: 0.9976475053348897.
[I 2023-09-07 01:31:05,998] Trial 80 finished with value: 0.9970370516941669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 106}. Best is trial 34 with value: 0.9976475053348897.
[I 2023-09-07 01:31:08,086] Trial 81 finished with value: 0.9974721848801197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 34 with value: 0.9976475053348897.
[I 2023-09-07 01:31:09,831] Trial 82 finished with value: 0.997468075265433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 34 with value: 0.9976475053348897.
[I 2023-09-07 01:31:12,097] Trial 83 finished with value: 0.9977015654648212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 83 with value: 0.9977015654648212.
[I 2023-09-07 01:31:14,548] Trial 84 finished with value: 0.997373282292461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 83 with value: 0.9977015654648212.
[I 2023-09-07 01:31:16,003] Trial 85 finished with value: 0.9974814289582632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 83 with value: 0.9977015654648212.
[I 2023-09-07 01:31:17,047] Trial 86 finished with value: 0.9869789307230953 and parameters: {'classifier': 'SVC', 'svc_c': 0.8610912416407352, 'svc_kernel': 'rbf'}. Best is trial 83 with value: 0.9977015654648212.
[I 2023-09-07 01:31:19,177] Trial 87 finished with value: 0.9975000016960737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 83 with value: 0.9977015654648212.
[I 2023-09-07 01:31:22,011] Trial 88 finished with value: 0.9972713025242456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 83 with value: 0.9977015654648212.
[I 2023-09-07 01:31:24,137] Trial 89 finished with value: 0.9972723603169639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 83 with value: 0.9977015654648212.
[I 2023-09-07 01:31:28,024] Trial 90 finished with value: 0.9975051272729164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 124}. Best is trial 83 with value: 0.9977015654648212.
[I 2023-09-07 01:31:30,852] Trial 91 finished with value: 0.9972384332238496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 83 with value: 0.9977015654648212.
[I 2023-09-07 01:31:34,803] Trial 92 finished with value: 0.9972072606637251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 124}. Best is trial 83 with value: 0.9977015654648212.
[I 2023-09-07 01:31:36,820] Trial 93 finished with value: 0.9975349361186331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 83 with value: 0.9977015654648212.
[I 2023-09-07 01:31:39,851] Trial 94 finished with value: 0.9974096855771158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 110}. Best is trial 83 with value: 0.9977015654648212.
[I 2023-09-07 01:31:41,909] Trial 95 finished with value: 0.9972432786819211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 83 with value: 0.9977015654648212.
[I 2023-09-07 01:31:45,205] Trial 96 finished with value: 0.997005588351334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 83 with value: 0.9977015654648212.
[I 2023-09-07 01:31:46,888] Trial 97 finished with value: 0.9964245422622259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 19, 'rf_n_estimators': 44}. Best is trial 83 with value: 0.9977015654648212.
[I 2023-09-07 01:31:47,432] Trial 98 finished with value: 0.9957688204314853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 17}. Best is trial 83 with value: 0.9977015654648212.
[I 2023-09-07 01:31:49,231] Trial 99 finished with value: 0.9970650788689716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 58}. Best is trial 83 with value: 0.9977015654648212.
[I 2023-09-07 01:31:52,382] Trial 100 finished with value: 0.9941384502184074 and parameters: {'classifier': 'SVC', 'svc_c': 632130.9750380857, 'svc_kernel': 'rbf'}. Best is trial 83 with value: 0.9977015654648212.
[I 2023-09-07 01:31:54,637] Trial 101 finished with value: 0.9973772077638087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 83 with value: 0.9977015654648212.
[I 2023-09-07 01:31:56,430] Trial 102 finished with value: 0.997821850483763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:31:58,231] Trial 103 finished with value: 0.9976544502555402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:32:00,165] Trial 104 finished with value: 0.9973053620279098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:32:01,966] Trial 105 finished with value: 0.9976641454880384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:32:03,577] Trial 106 finished with value: 0.9974271578664607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:32:05,108] Trial 107 finished with value: 0.997419339677286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:32:06,755] Trial 108 finished with value: 0.9975272017175341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:32:08,451] Trial 109 finished with value: 0.9973187081988558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:32:09,830] Trial 110 finished with value: 0.9973720487034735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 105}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:32:11,832] Trial 111 finished with value: 0.9973634701057738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:32:13,658] Trial 112 finished with value: 0.9974607692626091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:32:15,914] Trial 113 finished with value: 0.9973295554856573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:32:17,539] Trial 114 finished with value: 0.9974464637499336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:32:19,787] Trial 115 finished with value: 0.997127301195257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:32:21,460] Trial 116 finished with value: 0.9973812570447332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 100}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:32:23,652] Trial 117 finished with value: 0.9973524408972866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 103}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:32:24,842] Trial 118 finished with value: 0.997289424615508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:32:26,536] Trial 119 finished with value: 0.9852049898009575 and parameters: {'classifier': 'SVC', 'svc_c': 2.652271903175301e-07, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:32:28,247] Trial 120 finished with value: 0.9975085817537171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:32:29,987] Trial 121 finished with value: 0.9975214829909387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:32:31,661] Trial 122 finished with value: 0.9973468189713088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:32:32,552] Trial 123 finished with value: 0.9970739460594643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 65}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:32:34,403] Trial 124 finished with value: 0.9976001814171291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:32:36,307] Trial 125 finished with value: 0.9976145447245339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:32:38,116] Trial 126 finished with value: 0.9976791062298135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 127}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:32:39,919] Trial 127 finished with value: 0.9973280427617736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 127}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:32:41,420] Trial 128 finished with value: 0.9972320987183735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 87}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:32:43,107] Trial 129 finished with value: 0.9972733047736142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:32:44,562] Trial 130 finished with value: 0.9974090796052485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:32:46,272] Trial 131 finished with value: 0.9976929600803276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 127}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:32:48,100] Trial 132 finished with value: 0.9974245651333237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:32:50,077] Trial 133 finished with value: 0.9976087278008526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:32:52,155] Trial 134 finished with value: 0.9975135906620122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:32:53,563] Trial 135 finished with value: 0.997412005237297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:32:56,028] Trial 136 finished with value: 0.9973380874921088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:32:58,209] Trial 137 finished with value: 0.9973215837484863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:33:00,432] Trial 138 finished with value: 0.9971851305190799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:33:02,275] Trial 139 finished with value: 0.9970395449289641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:33:03,794] Trial 140 finished with value: 0.9974801723592929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:33:04,672] Trial 141 finished with value: 0.997446460956998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 51}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:33:06,772] Trial 142 finished with value: 0.9974948417153393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:33:08,404] Trial 143 finished with value: 0.9976155000038108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:33:10,067] Trial 144 finished with value: 0.9975234640711229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:33:11,496] Trial 145 finished with value: 0.9972208379818513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:33:12,775] Trial 146 finished with value: 0.9867371402991937 and parameters: {'classifier': 'SVC', 'svc_c': 33855977.22020653, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:33:14,018] Trial 147 finished with value: 0.9974580228545241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:33:16,458] Trial 148 finished with value: 0.9975539626767825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:33:19,241] Trial 149 finished with value: 0.9975632071992567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:33:22,379] Trial 150 finished with value: 0.9974776027630904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:33:24,900] Trial 151 finished with value: 0.9975193374449178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:33:27,288] Trial 152 finished with value: 0.9975851523436391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:33:29,625] Trial 153 finished with value: 0.9973970467489135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:33:32,158] Trial 154 finished with value: 0.9973420962119878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:33:35,175] Trial 155 finished with value: 0.9973337499992465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:33:37,628] Trial 156 finished with value: 0.9972794732263587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:33:39,524] Trial 157 finished with value: 0.9973763714064708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:33:41,655] Trial 158 finished with value: 0.9973972540926631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:33:43,778] Trial 159 finished with value: 0.997107176918102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:33:45,354] Trial 160 finished with value: 0.9974468985275283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:33:46,388] Trial 161 finished with value: 0.9969097119414148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 59}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:33:49,150] Trial 162 finished with value: 0.9972319795742689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:33:51,420] Trial 163 finished with value: 0.9975604847532917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:33:53,482] Trial 164 finished with value: 0.9974077226827526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:33:55,728] Trial 165 finished with value: 0.9975643778202358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:33:57,376] Trial 166 finished with value: 0.9975323969273457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:33:59,735] Trial 167 finished with value: 0.9974117937358816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:34:00,565] Trial 168 finished with value: 0.9936052896493325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:34:03,407] Trial 169 finished with value: 0.9974328633266109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:34:04,249] Trial 170 finished with value: 0.9891349754532751 and parameters: {'classifier': 'SVC', 'svc_c': 2.910794448575089, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:34:06,581] Trial 171 finished with value: 0.9974243123726284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:34:08,918] Trial 172 finished with value: 0.9975763015299072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:34:11,014] Trial 173 finished with value: 0.9973675711829634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:34:13,163] Trial 174 finished with value: 0.9973543786552272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:34:15,806] Trial 175 finished with value: 0.997529017951027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:34:18,043] Trial 176 finished with value: 0.9975838343318179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:34:19,366] Trial 177 finished with value: 0.9973275044868629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 63}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:34:21,111] Trial 178 finished with value: 0.9972471049723078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:34:24,130] Trial 179 finished with value: 0.9973138873376627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:34:25,860] Trial 180 finished with value: 0.9975544180840168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:34:28,006] Trial 181 finished with value: 0.9974395048646039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:34:30,119] Trial 182 finished with value: 0.9975887627845171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:34:31,883] Trial 183 finished with value: 0.9975027005290356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:34:33,945] Trial 184 finished with value: 0.9975381149874453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:34:36,444] Trial 185 finished with value: 0.9973068854157304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:34:37,179] Trial 186 finished with value: 0.9967649784189009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:34:38,242] Trial 187 finished with value: 0.9974226838053825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 56}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:34:40,663] Trial 188 finished with value: 0.997108266639155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:34:42,318] Trial 189 finished with value: 0.9974780354142448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:34:44,169] Trial 190 finished with value: 0.9974966209741699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:34:46,244] Trial 191 finished with value: 0.9973596257565177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:34:48,698] Trial 192 finished with value: 0.9975631899655729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:34:51,713] Trial 193 finished with value: 0.9975755201743631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:34:51,958] Trial 194 finished with value: 0.9818249196351369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 2}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:34:54,629] Trial 195 finished with value: 0.9974289266517818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:34:57,704] Trial 196 finished with value: 0.9973186933772532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:34:59,938] Trial 197 finished with value: 0.9964401067224767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:35:02,363] Trial 198 finished with value: 0.9976849324209637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:35:04,392] Trial 199 finished with value: 0.9975277716351384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:35:05,763] Trial 200 finished with value: 0.986704868496644 and parameters: {'classifier': 'SVC', 'svc_c': 5675655.392575445, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:35:08,221] Trial 201 finished with value: 0.9973206678242148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:35:10,075] Trial 202 finished with value: 0.9974686588938134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:35:12,391] Trial 203 finished with value: 0.997258003833209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:35:15,122] Trial 204 finished with value: 0.997419251541117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:35:17,078] Trial 205 finished with value: 0.9974986600395113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:35:31,336] Trial 206 finished with value: 0.9966417703069431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 63, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:35:33,253] Trial 207 finished with value: 0.9974395010877929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:35:34,863] Trial 208 finished with value: 0.9975787282420502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:35:36,451] Trial 209 finished with value: 0.9976626553932828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:35:38,021] Trial 210 finished with value: 0.9973498175053309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:35:39,361] Trial 211 finished with value: 0.9974391281673801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:35:40,899] Trial 212 finished with value: 0.9975267321869309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:35:42,682] Trial 213 finished with value: 0.9975162135144234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:35:44,123] Trial 214 finished with value: 0.9975058064641363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:35:45,691] Trial 215 finished with value: 0.9975615259153464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:35:46,351] Trial 216 finished with value: 0.9973447359807036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 32}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:35:48,372] Trial 217 finished with value: 0.9972186693941096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:35:50,107] Trial 218 finished with value: 0.9974189341303044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:35:52,015] Trial 219 finished with value: 0.9974609441702172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:35:53,584] Trial 220 finished with value: 0.9973408906158346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:35:56,159] Trial 221 finished with value: 0.997597914537088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:35:58,565] Trial 222 finished with value: 0.9975424479417869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:36:00,451] Trial 223 finished with value: 0.9973312086815196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:36:02,167] Trial 224 finished with value: 0.997356053274177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:36:04,553] Trial 225 finished with value: 0.9974025320431995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:36:06,614] Trial 226 finished with value: 0.997606660044443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:36:08,680] Trial 227 finished with value: 0.9976002258501996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:36:10,757] Trial 228 finished with value: 0.9975588398727613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:36:12,599] Trial 229 finished with value: 0.99744414837437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:36:14,436] Trial 230 finished with value: 0.9974181729600696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:36:16,190] Trial 231 finished with value: 0.9973379082364074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:36:18,407] Trial 232 finished with value: 0.9974730718594197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:36:20,215] Trial 233 finished with value: 0.9974999183840666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:36:22,769] Trial 234 finished with value: 0.9976391265590555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:36:25,227] Trial 235 finished with value: 0.9974661540112043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:36:27,369] Trial 236 finished with value: 0.9973734801783141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:36:29,557] Trial 237 finished with value: 0.9974890407240876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:36:30,185] Trial 238 finished with value: 0.9933670917978669 and parameters: {'classifier': 'SVC', 'svc_c': 158.7303717019989, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:36:31,921] Trial 239 finished with value: 0.9976518190560593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:36:33,559] Trial 240 finished with value: 0.9975229921284389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:36:35,175] Trial 241 finished with value: 0.9973800135535186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:36:37,261] Trial 242 finished with value: 0.9975111594748239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:36:38,730] Trial 243 finished with value: 0.9974948576477689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:36:40,547] Trial 244 finished with value: 0.9975815387607083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:36:42,287] Trial 245 finished with value: 0.9973618282086064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:36:43,841] Trial 246 finished with value: 0.9972448680845893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:36:45,680] Trial 247 finished with value: 0.9973957187713891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:36:47,516] Trial 248 finished with value: 0.9974191604533225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:36:49,154] Trial 249 finished with value: 0.9976809076099658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:36:50,814] Trial 250 finished with value: 0.9970851221192492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:36:52,092] Trial 251 finished with value: 0.9974207284963791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 80}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:36:54,357] Trial 252 finished with value: 0.9971380291792644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:36:55,323] Trial 253 finished with value: 0.9972258117880205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 50}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:36:57,136] Trial 254 finished with value: 0.9976310870931897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:36:59,589] Trial 255 finished with value: 0.9976253587817463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:37:02,119] Trial 256 finished with value: 0.9974610151044403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:37:02,653] Trial 257 finished with value: 0.9905480835351231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 67}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:37:04,217] Trial 258 finished with value: 0.9972401491338171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:37:05,437] Trial 259 finished with value: 0.9975410239253543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 62}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:37:07,917] Trial 260 finished with value: 0.9975468723330398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:37:10,318] Trial 261 finished with value: 0.9975710285304841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:37:12,298] Trial 262 finished with value: 0.9975376987447887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:37:13,366] Trial 263 finished with value: 0.9877006834924934 and parameters: {'classifier': 'SVC', 'svc_c': 61131.228524637496, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:37:16,049] Trial 264 finished with value: 0.9975373620055906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:37:18,133] Trial 265 finished with value: 0.9974420400886527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:37:19,701] Trial 266 finished with value: 0.9972120816201319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:37:20,404] Trial 267 finished with value: 0.9961133834682686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:37:21,371] Trial 268 finished with value: 0.9960136073899205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:37:23,509] Trial 269 finished with value: 0.9973955460536966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:37:26,402] Trial 270 finished with value: 0.9974747685362152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:37:28,730] Trial 271 finished with value: 0.9975517952950813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:37:31,030] Trial 272 finished with value: 0.9973644247820305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:37:32,931] Trial 273 finished with value: 0.9976039824758794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:37:34,833] Trial 274 finished with value: 0.9976391347156977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:37:36,733] Trial 275 finished with value: 0.9974254205334058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:37:38,257] Trial 276 finished with value: 0.9973706010423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:37:40,030] Trial 277 finished with value: 0.9975041927502311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:37:41,498] Trial 278 finished with value: 0.9973719574252516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:37:43,380] Trial 279 finished with value: 0.9977329369898879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:37:44,215] Trial 280 finished with value: 0.9939067988181641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:37:45,962] Trial 281 finished with value: 0.997413845813765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:37:47,778] Trial 282 finished with value: 0.9973279509757452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:37:49,391] Trial 283 finished with value: 0.9853327269757869 and parameters: {'classifier': 'SVC', 'svc_c': 0.0025138281455874293, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:37:50,811] Trial 284 finished with value: 0.9975847882463645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:37:52,306] Trial 285 finished with value: 0.9974784909484308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:37:54,162] Trial 286 finished with value: 0.9975937321156416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:37:55,969] Trial 287 finished with value: 0.9973973583199512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:37:57,298] Trial 288 finished with value: 0.9973054089047989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 74}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:37:58,374] Trial 289 finished with value: 0.9976151797048486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 93}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:38:04,368] Trial 290 finished with value: 0.9972987674620195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 27, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:38:05,499] Trial 291 finished with value: 0.997243929435976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:38:06,342] Trial 292 finished with value: 0.9968143418780713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:38:07,629] Trial 293 finished with value: 0.9973157350551598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:38:09,258] Trial 294 finished with value: 0.9974732170603464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:38:10,494] Trial 295 finished with value: 0.9974649775504503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:38:11,991] Trial 296 finished with value: 0.9976969527725633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 96}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:38:13,829] Trial 297 finished with value: 0.9973487911014033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:38:14,979] Trial 298 finished with value: 0.99755736472656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 93}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:38:16,620] Trial 299 finished with value: 0.9975380863281148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:38:17,509] Trial 300 finished with value: 0.9967275101687608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 3, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:38:19,035] Trial 301 finished with value: 0.9973098062236169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 91}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:38:20,640] Trial 302 finished with value: 0.9973897193230021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 100}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:38:22,126] Trial 303 finished with value: 0.9974572052225518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:38:24,032] Trial 304 finished with value: 0.9973580228969766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:38:25,232] Trial 305 finished with value: 0.9867346822617359 and parameters: {'classifier': 'SVC', 'svc_c': 54064969.740353525, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:38:26,629] Trial 306 finished with value: 0.9973631841154896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:38:28,022] Trial 307 finished with value: 0.9974763786954751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 86}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:38:29,371] Trial 308 finished with value: 0.9973785921395946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 81}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:38:31,039] Trial 309 finished with value: 0.99746467026403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:38:32,555] Trial 310 finished with value: 0.9975404633069568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 85}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:38:34,065] Trial 311 finished with value: 0.9970359107163934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 94}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:38:35,323] Trial 312 finished with value: 0.9973672926828252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 98}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:38:37,006] Trial 313 finished with value: 0.9973350068521203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:38:37,452] Trial 314 finished with value: 0.9962871162024795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 16}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:38:39,025] Trial 315 finished with value: 0.9965197104724778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:38:40,850] Trial 316 finished with value: 0.9971220430809127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:38:52,781] Trial 317 finished with value: 0.9968225328607071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 57, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:38:54,597] Trial 318 finished with value: 0.9973602123999994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:38:56,143] Trial 319 finished with value: 0.9973858909061755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:38:58,208] Trial 320 finished with value: 0.9976483051301579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:39:00,358] Trial 321 finished with value: 0.9976380021167316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:39:02,529] Trial 322 finished with value: 0.9975462352897612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:39:04,153] Trial 323 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.509070022787407e-08, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:39:06,362] Trial 324 finished with value: 0.9974563311288421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:39:09,116] Trial 325 finished with value: 0.9972089558488388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:39:10,186] Trial 326 finished with value: 0.9973112547734516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:39:13,276] Trial 327 finished with value: 0.9973844992306709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 104}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:39:15,331] Trial 328 finished with value: 0.9973871291606354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:39:17,065] Trial 329 finished with value: 0.9973024144332291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:39:19,302] Trial 330 finished with value: 0.9976249280031282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:39:21,074] Trial 331 finished with value: 0.9974867317595812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:39:22,221] Trial 332 finished with value: 0.9954627671560133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:39:24,519] Trial 333 finished with value: 0.9974021142136477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:39:26,195] Trial 334 finished with value: 0.9973357538672484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 89}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:39:28,407] Trial 335 finished with value: 0.9972012992056133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 97}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:39:29,610] Trial 336 finished with value: 0.9973220110359348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:39:30,058] Trial 337 finished with value: 0.986321722225293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:39:31,757] Trial 338 finished with value: 0.9972946879031314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 77}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:39:32,380] Trial 339 finished with value: 0.9975790567293926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 41}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:39:36,725] Trial 340 finished with value: 0.9974230190528992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:39:37,919] Trial 341 finished with value: 0.997118793341353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:39:39,950] Trial 342 finished with value: 0.9972953042850322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:39:42,115] Trial 343 finished with value: 0.9974520143925713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:39:43,746] Trial 344 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 3.361247885724634e-05, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:39:46,303] Trial 345 finished with value: 0.9972470725996422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:39:47,931] Trial 346 finished with value: 0.9973457830142712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:39:49,993] Trial 347 finished with value: 0.997541675092002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:39:51,592] Trial 348 finished with value: 0.9974862580078364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:39:53,483] Trial 349 finished with value: 0.9975413253402617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:39:55,550] Trial 350 finished with value: 0.9976128986379629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:39:57,797] Trial 351 finished with value: 0.997564890609607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:40:00,395] Trial 352 finished with value: 0.997195564260947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:40:02,289] Trial 353 finished with value: 0.9973495278017115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:40:04,619] Trial 354 finished with value: 0.9973219591761939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:40:06,915] Trial 355 finished with value: 0.9970897977795156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:40:08,329] Trial 356 finished with value: 0.9975309797663016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:40:10,377] Trial 357 finished with value: 0.9975474600873483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:40:11,490] Trial 358 finished with value: 0.9972397042000921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 102}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:40:13,190] Trial 359 finished with value: 0.9976157134412386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:40:14,856] Trial 360 finished with value: 0.9975496136947976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:40:18,395] Trial 361 finished with value: 0.9973272646117582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:40:19,900] Trial 362 finished with value: 0.9975135664459888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:40:20,625] Trial 363 finished with value: 0.9914311870971527 and parameters: {'classifier': 'SVC', 'svc_c': 17.720479925600667, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:40:22,470] Trial 364 finished with value: 0.9973552925482728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:40:24,018] Trial 365 finished with value: 0.9972285916478602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:40:27,073] Trial 366 finished with value: 0.9974582231207202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:40:28,507] Trial 367 finished with value: 0.9975866719546489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:40:29,826] Trial 368 finished with value: 0.9975912863924918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:40:31,734] Trial 369 finished with value: 0.9974199935733936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:40:34,461] Trial 370 finished with value: 0.9973690134169546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:40:35,565] Trial 371 finished with value: 0.9972834802641283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:40:42,007] Trial 372 finished with value: 0.9973901699695501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 31, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:40:43,095] Trial 373 finished with value: 0.9962920733462473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:40:44,451] Trial 374 finished with value: 0.9958992481239447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:40:46,450] Trial 375 finished with value: 0.9974591588494461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:40:48,220] Trial 376 finished with value: 0.9971693769961142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:40:49,932] Trial 377 finished with value: 0.9974449178281987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:40:51,827] Trial 378 finished with value: 0.9971879528759775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:40:54,091] Trial 379 finished with value: 0.9973178181727166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:40:55,934] Trial 380 finished with value: 0.9976660919421657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:40:57,741] Trial 381 finished with value: 0.9975049654730642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:40:59,395] Trial 382 finished with value: 0.9853938530430103 and parameters: {'classifier': 'SVC', 'svc_c': 0.046467526392118305, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:41:01,020] Trial 383 finished with value: 0.9972686412689663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:41:02,569] Trial 384 finished with value: 0.9974840725990038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:41:04,149] Trial 385 finished with value: 0.9973489363975436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:41:05,782] Trial 386 finished with value: 0.997509910619903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:41:07,875] Trial 387 finished with value: 0.9973620150814057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:41:09,400] Trial 388 finished with value: 0.9972930578442036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:41:10,271] Trial 389 finished with value: 0.9939011357598586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:41:12,061] Trial 390 finished with value: 0.997427044593869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:41:14,513] Trial 391 finished with value: 0.9970600350172408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:41:15,676] Trial 392 finished with value: 0.9973760849401181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 72}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:41:17,472] Trial 393 finished with value: 0.9975753972851854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:41:20,062] Trial 394 finished with value: 0.9972874261112125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:41:22,956] Trial 395 finished with value: 0.9968443939948486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:41:24,871] Trial 396 finished with value: 0.9975390148205978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:41:26,984] Trial 397 finished with value: 0.9974595459567035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:41:28,855] Trial 398 finished with value: 0.9976507674204953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:41:36,239] Trial 399 finished with value: 0.9966229653428637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 41, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:41:37,692] Trial 400 finished with value: 0.9974234339943013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:41:40,105] Trial 401 finished with value: 0.996808079068528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:41:40,779] Trial 402 finished with value: 0.9955956963033881 and parameters: {'classifier': 'SVC', 'svc_c': 5495.554263520716, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:41:44,815] Trial 403 finished with value: 0.9973257511579026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 19, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:41:46,117] Trial 404 finished with value: 0.997540066805279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:41:49,597] Trial 405 finished with value: 0.9973800995632477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 18, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:41:51,540] Trial 406 finished with value: 0.9974565684966522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:41:52,331] Trial 407 finished with value: 0.9973381854670293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 89}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:41:54,249] Trial 408 finished with value: 0.9974370150892388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:41:55,783] Trial 409 finished with value: 0.9970344701962492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:42:11,577] Trial 410 finished with value: 0.9965330664186994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 71, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:42:14,213] Trial 411 finished with value: 0.9973383002947784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:42:15,984] Trial 412 finished with value: 0.9976374306439696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:42:17,703] Trial 413 finished with value: 0.9975038315411062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:42:19,615] Trial 414 finished with value: 0.9976267522028359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:42:20,307] Trial 415 finished with value: 0.9969802080545366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 28}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:42:22,134] Trial 416 finished with value: 0.9973103383413736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:42:24,116] Trial 417 finished with value: 0.9973508169320371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:42:25,851] Trial 418 finished with value: 0.9974062997454091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:42:29,900] Trial 419 finished with value: 0.9970520485536807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 24, 'rf_n_estimators': 108}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:42:32,140] Trial 420 finished with value: 0.9972301283656019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:42:34,586] Trial 421 finished with value: 0.9974807059369932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:42:36,232] Trial 422 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 6.438185821565551e-06, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:42:45,645] Trial 423 finished with value: 0.9969625671099515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 45, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:42:46,356] Trial 424 finished with value: 0.9965112885965651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:42:48,361] Trial 425 finished with value: 0.9974255458029265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:42:50,691] Trial 426 finished with value: 0.9974239288200167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:42:52,832] Trial 427 finished with value: 0.9974929069724999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:42:54,668] Trial 428 finished with value: 0.997641487954585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:42:55,911] Trial 429 finished with value: 0.9967443387498663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:42:57,838] Trial 430 finished with value: 0.9972742592911814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:43:02,667] Trial 431 finished with value: 0.9971428562610875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 23, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:43:05,375] Trial 432 finished with value: 0.9970890654273007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:43:07,267] Trial 433 finished with value: 0.9969370033363107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:43:08,033] Trial 434 finished with value: 0.9961144013029614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:43:09,831] Trial 435 finished with value: 0.9975751466509301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:43:12,410] Trial 436 finished with value: 0.9974767437766245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:43:14,855] Trial 437 finished with value: 0.9969046327653928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:43:17,180] Trial 438 finished with value: 0.9973545969802927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:43:19,175] Trial 439 finished with value: 0.9971748170321441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:43:21,136] Trial 440 finished with value: 0.9974123810775973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:43:21,800] Trial 441 finished with value: 0.9926207652553757 and parameters: {'classifier': 'SVC', 'svc_c': 60.10617389482902, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:43:24,261] Trial 442 finished with value: 0.9970894565652723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:43:25,978] Trial 443 finished with value: 0.9971519863684053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:43:28,219] Trial 444 finished with value: 0.9974969657430589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:43:29,989] Trial 445 finished with value: 0.9973278838183329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:43:32,086] Trial 446 finished with value: 0.9973828991640658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:43:33,736] Trial 447 finished with value: 0.9976773884790475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:43:35,276] Trial 448 finished with value: 0.9973379975151412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:43:36,640] Trial 449 finished with value: 0.9973603577596156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:43:39,944] Trial 450 finished with value: 0.9973992810975995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:43:41,714] Trial 451 finished with value: 0.9974711013796965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:43:43,273] Trial 452 finished with value: 0.9975107453268696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:43:43,948] Trial 453 finished with value: 0.9893046822973993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:43:45,870] Trial 454 finished with value: 0.9972311273479774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:43:47,275] Trial 455 finished with value: 0.9973070484850989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:43:49,232] Trial 456 finished with value: 0.9975745441702326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:43:50,814] Trial 457 finished with value: 0.9973523965594299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:43:52,378] Trial 458 finished with value: 0.9972086290436056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:43:54,637] Trial 459 finished with value: 0.9973600087061092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:43:56,312] Trial 460 finished with value: 0.9853943445997212 and parameters: {'classifier': 'SVC', 'svc_c': 0.03354554851171312, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:43:58,517] Trial 461 finished with value: 0.9974068786765793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:44:01,301] Trial 462 finished with value: 0.9974012075885829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:44:03,540] Trial 463 finished with value: 0.9974997501731572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:44:05,168] Trial 464 finished with value: 0.9971405675771039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:44:08,676] Trial 465 finished with value: 0.997491528055634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:44:10,590] Trial 466 finished with value: 0.9974846808877386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:44:16,273] Trial 467 finished with value: 0.9970712306275767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 26, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:44:18,000] Trial 468 finished with value: 0.9976002141389118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:44:19,639] Trial 469 finished with value: 0.9974599552487584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:44:20,618] Trial 470 finished with value: 0.9944205418498075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:44:22,470] Trial 471 finished with value: 0.9974028897294166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:44:24,913] Trial 472 finished with value: 0.9975364490964201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:44:25,950] Trial 473 finished with value: 0.9967300825896371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:44:27,875] Trial 474 finished with value: 0.9973941390805207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:44:29,419] Trial 475 finished with value: 0.9975989990531242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:44:32,591] Trial 476 finished with value: 0.9974028420273418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:44:34,855] Trial 477 finished with value: 0.9972066749089047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:44:36,891] Trial 478 finished with value: 0.9976606596184473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:44:38,912] Trial 479 finished with value: 0.9974767572652352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:44:39,803] Trial 480 finished with value: 0.9899969458535471 and parameters: {'classifier': 'SVC', 'svc_c': 15099.044745785477, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:44:41,580] Trial 481 finished with value: 0.9973259280967367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:44:54,107] Trial 482 finished with value: 0.9967695194152258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 53, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:44:56,286] Trial 483 finished with value: 0.9975990559909301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:44:58,248] Trial 484 finished with value: 0.9974138350228765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:44:59,631] Trial 485 finished with value: 0.9969099229350237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:45:04,339] Trial 486 finished with value: 0.9954531297817204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 42, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:45:06,228] Trial 487 finished with value: 0.9971975092868682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:45:08,182] Trial 488 finished with value: 0.9974037026959165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:45:09,768] Trial 489 finished with value: 0.9973002838040248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:45:11,696] Trial 490 finished with value: 0.9974842994615666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:45:14,001] Trial 491 finished with value: 0.9970695558181996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:45:14,395] Trial 492 finished with value: 0.9971765011089904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 14}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:45:15,965] Trial 493 finished with value: 0.9973951201627164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:45:16,952] Trial 494 finished with value: 0.9970232693808962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:45:19,044] Trial 495 finished with value: 0.997367596351124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:45:21,052] Trial 496 finished with value: 0.9976564260354941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:45:22,823] Trial 497 finished with value: 0.9972115112581968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:45:24,536] Trial 498 finished with value: 0.9975815789726372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:46:30,577] Trial 499 finished with value: 0.9909959893562962 and parameters: {'classifier': 'SVC', 'svc_c': 233062803.94938028, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:46:32,451] Trial 500 finished with value: 0.997184661210642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:46:34,249] Trial 501 finished with value: 0.997387460980458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:46:35,853] Trial 502 finished with value: 0.9974240255254209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:46:38,162] Trial 503 finished with value: 0.9972628242500714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:46:39,848] Trial 504 finished with value: 0.997338211936444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:46:46,664] Trial 505 finished with value: 0.9973143091027151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 32, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:46:48,512] Trial 506 finished with value: 0.9972857245467792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:46:50,730] Trial 507 finished with value: 0.9970438830248467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:46:52,022] Trial 508 finished with value: 0.9957004273038507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:46:53,566] Trial 509 finished with value: 0.9974613489872269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:46:54,413] Trial 510 finished with value: 0.99726829494492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 2, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:46:55,794] Trial 511 finished with value: 0.9972776025306165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:46:56,606] Trial 512 finished with value: 0.9972629765920273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:46:58,785] Trial 513 finished with value: 0.9975969234574515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:47:13,700] Trial 514 finished with value: 0.9965580221257709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 67, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:47:15,494] Trial 515 finished with value: 0.9974692228446913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:47:17,470] Trial 516 finished with value: 0.9976008694632251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:47:28,242] Trial 517 finished with value: 0.9959226304242533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 69, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:47:29,886] Trial 518 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 3.5673134802341045e-09, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:47:30,914] Trial 519 finished with value: 0.9965762215623138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 46}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:47:32,603] Trial 520 finished with value: 0.99746911699877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:47:34,475] Trial 521 finished with value: 0.9971912537135682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:47:36,406] Trial 522 finished with value: 0.9972389512817132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:47:38,867] Trial 523 finished with value: 0.9972703918367287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:47:40,753] Trial 524 finished with value: 0.9977911751614347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:47:42,481] Trial 525 finished with value: 0.9973303052302455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:47:44,661] Trial 526 finished with value: 0.9974849483113468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:47:46,670] Trial 527 finished with value: 0.9974056627338682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:47:47,400] Trial 528 finished with value: 0.9897133574624304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:47:49,952] Trial 529 finished with value: 0.9972646454981536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 102}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:47:52,337] Trial 530 finished with value: 0.9975788835673693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:47:54,071] Trial 531 finished with value: 0.9975954160655361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:47:55,185] Trial 532 finished with value: 0.9967059458792679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 84}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:47:56,482] Trial 533 finished with value: 0.9965882236646165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:47:58,374] Trial 534 finished with value: 0.9976968058895275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:47:59,911] Trial 535 finished with value: 0.9975771233830212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 77}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:48:01,837] Trial 536 finished with value: 0.9971487456741492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:48:03,714] Trial 537 finished with value: 0.9975043259859667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:48:05,401] Trial 538 finished with value: 0.9852049079171561 and parameters: {'classifier': 'SVC', 'svc_c': 2.4142854622205046e-07, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:48:07,789] Trial 539 finished with value: 0.997324160517456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:48:10,077] Trial 540 finished with value: 0.9973804423961242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:48:12,215] Trial 541 finished with value: 0.9973244487611317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:48:13,102] Trial 542 finished with value: 0.9940112046637646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:48:25,636] Trial 543 finished with value: 0.9961427315113066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 61, 'rf_n_estimators': 107}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:48:27,365] Trial 544 finished with value: 0.9972312745801303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:48:30,569] Trial 545 finished with value: 0.9969344879484542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:48:32,763] Trial 546 finished with value: 0.9975087774813928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:48:36,292] Trial 547 finished with value: 0.9972250983833364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:48:37,386] Trial 548 finished with value: 0.9973868661803341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:48:38,943] Trial 549 finished with value: 0.9968535898313727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:48:40,316] Trial 550 finished with value: 0.9970275329561721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:48:46,023] Trial 551 finished with value: 0.9971266386029627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 29, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:48:47,411] Trial 552 finished with value: 0.9974345490220903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 68}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:48:48,267] Trial 553 finished with value: 0.9970202830342307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:48:52,478] Trial 554 finished with value: 0.996924502853647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 23, 'rf_n_estimators': 98}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:48:54,195] Trial 555 finished with value: 0.9976571707972307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:48:55,968] Trial 556 finished with value: 0.9974289839069671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:48:57,578] Trial 557 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 3.1877655786778786e-09, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:49:06,938] Trial 558 finished with value: 0.9966583259737822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 47, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:49:11,753] Trial 559 finished with value: 0.9965689684665816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 26, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:49:13,465] Trial 560 finished with value: 0.997498761346912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:49:18,291] Trial 561 finished with value: 0.997158118005177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:49:19,702] Trial 562 finished with value: 0.9973540629265237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:49:20,947] Trial 563 finished with value: 0.9966854057403114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:49:22,695] Trial 564 finished with value: 0.9975277287254875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:49:23,219] Trial 565 finished with value: 0.9963366336539771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 22}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:49:24,928] Trial 566 finished with value: 0.9975012674038237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:49:25,686] Trial 567 finished with value: 0.9964864442578111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:49:27,607] Trial 568 finished with value: 0.9973575454318967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:49:28,786] Trial 569 finished with value: 0.9972803863576946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:49:29,537] Trial 570 finished with value: 0.9969864325564254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 36}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:49:30,460] Trial 571 finished with value: 0.9955271781283979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:49:32,158] Trial 572 finished with value: 0.9974470091341358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:49:38,178] Trial 573 finished with value: 0.9967783361741832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 32, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:49:40,336] Trial 574 finished with value: 0.9975711975983174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:49:42,417] Trial 575 finished with value: 0.9973218368265605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:49:43,570] Trial 576 finished with value: 0.9867435603700684 and parameters: {'classifier': 'SVC', 'svc_c': 604050.3763628495, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:49:45,575] Trial 577 finished with value: 0.9974190850440544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:49:46,208] Trial 578 finished with value: 0.9885251216907416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:49:47,787] Trial 579 finished with value: 0.997654205048467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:49:49,318] Trial 580 finished with value: 0.9969297158684247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:49:50,692] Trial 581 finished with value: 0.9976110102642064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:49:52,239] Trial 582 finished with value: 0.9974528841381876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:49:53,808] Trial 583 finished with value: 0.997459279961301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:50:00,590] Trial 584 finished with value: 0.9971542294132778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 37, 'rf_n_estimators': 104}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:50:06,263] Trial 585 finished with value: 0.9970555521330242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 29, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:50:07,439] Trial 586 finished with value: 0.9974350556225694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 108}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:50:09,331] Trial 587 finished with value: 0.9971858112337193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:50:11,074] Trial 588 finished with value: 0.997203394700954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:50:11,827] Trial 589 finished with value: 0.9973942781877688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 51}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:50:13,265] Trial 590 finished with value: 0.9972154507894372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:50:15,098] Trial 591 finished with value: 0.9972844036150703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:50:16,997] Trial 592 finished with value: 0.9975057324830741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:50:18,621] Trial 593 finished with value: 0.9974450524921402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:50:19,667] Trial 594 finished with value: 0.9972849359232545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:50:23,487] Trial 595 finished with value: 0.9971847395080599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:54:02,209] Trial 596 finished with value: 0.9897320619760328 and parameters: {'classifier': 'SVC', 'svc_c': 1071841902.6682024, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:54:14,007] Trial 597 finished with value: 0.9965860734848612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 59, 'rf_n_estimators': 109}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:54:14,806] Trial 598 finished with value: 0.9973454842018724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 42}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:54:16,506] Trial 599 finished with value: 0.9972759485413065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:54:18,443] Trial 600 finished with value: 0.9973592652456267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:54:19,367] Trial 601 finished with value: 0.9960692600645732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:54:21,630] Trial 602 finished with value: 0.9973936325117795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:54:23,241] Trial 603 finished with value: 0.9975160029968831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:54:25,231] Trial 604 finished with value: 0.9973494391894739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:54:40,255] Trial 605 finished with value: 0.9957507950456268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 65, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:54:47,863] Trial 606 finished with value: 0.9968273118596002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 38, 'rf_n_estimators': 108}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:54:48,836] Trial 607 finished with value: 0.9966005037592508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:54:49,563] Trial 608 finished with value: 0.9970623613423825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 64}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:54:51,382] Trial 609 finished with value: 0.9971942349186927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:54:53,013] Trial 610 finished with value: 0.997394099535088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:54:54,579] Trial 611 finished with value: 0.9974443007480639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:54:55,553] Trial 612 finished with value: 0.997194499263724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 55}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:54:57,259] Trial 613 finished with value: 0.9973458515364134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:54:59,466] Trial 614 finished with value: 0.9973796787820706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:55:00,327] Trial 615 finished with value: 0.989478777922844 and parameters: {'classifier': 'SVC', 'svc_c': 8.354905937751475, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:55:01,878] Trial 616 finished with value: 0.9975062646008307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:55:02,632] Trial 617 finished with value: 0.9966164021657642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 2, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:55:04,590] Trial 618 finished with value: 0.9972623338041874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:55:06,472] Trial 619 finished with value: 0.9974349663120977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:55:08,884] Trial 620 finished with value: 0.9975187965040228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:55:10,445] Trial 621 finished with value: 0.997484972939963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:55:12,303] Trial 622 finished with value: 0.9974682535055214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:55:14,307] Trial 623 finished with value: 0.9974937913492917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 10, 'rf_n_estimators': 101}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:55:15,738] Trial 624 finished with value: 0.9975456322060433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:55:16,028] Trial 625 finished with value: 0.9806206874820145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 2}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:55:22,840] Trial 626 finished with value: 0.9969384386197002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 34, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:55:27,283] Trial 627 finished with value: 0.9946019791832222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 45, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:55:29,344] Trial 628 finished with value: 0.9976225108123572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:55:31,070] Trial 629 finished with value: 0.997465733261765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:55:37,523] Trial 630 finished with value: 0.9968372797207236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 29, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:55:52,853] Trial 631 finished with value: 0.9964324776912307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 69, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:55:54,589] Trial 632 finished with value: 0.9973764682070888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:55:56,754] Trial 633 finished with value: 0.9974197641717985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:55:58,391] Trial 634 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 3.2668240320817003e-06, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:56:00,523] Trial 635 finished with value: 0.9968130159635108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:56:02,189] Trial 636 finished with value: 0.9974586595804237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:56:05,111] Trial 637 finished with value: 0.9974870173372729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:56:07,020] Trial 638 finished with value: 0.99754695256647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:56:08,482] Trial 639 finished with value: 0.9974984111508408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:56:10,357] Trial 640 finished with value: 0.9971689242231262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:56:11,457] Trial 641 finished with value: 0.9957450176991164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:56:13,272] Trial 642 finished with value: 0.9970984932996664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:56:14,975] Trial 643 finished with value: 0.9975358666740801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:56:21,474] Trial 644 finished with value: 0.9969949214627986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 35, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:56:23,417] Trial 645 finished with value: 0.997249530287983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:56:23,737] Trial 646 finished with value: 0.9949409071227965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 7}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:56:25,844] Trial 647 finished with value: 0.9975069795289344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:56:27,771] Trial 648 finished with value: 0.9938414951219184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 28, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:56:28,799] Trial 649 finished with value: 0.9972999900062153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:56:32,232] Trial 650 finished with value: 0.9972936369023252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:56:33,549] Trial 651 finished with value: 0.9975335248291014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:56:35,300] Trial 652 finished with value: 0.9976291922449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:56:36,968] Trial 653 finished with value: 0.985205400172101 and parameters: {'classifier': 'SVC', 'svc_c': 1.6161330408945952e-10, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:56:38,919] Trial 654 finished with value: 0.9976351889955649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:56:41,786] Trial 655 finished with value: 0.997257342573907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:56:43,463] Trial 656 finished with value: 0.9972356934807252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:56:45,264] Trial 657 finished with value: 0.9972540581448143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:56:47,175] Trial 658 finished with value: 0.9974562722550239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 94}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:56:48,854] Trial 659 finished with value: 0.9974129698792567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:56:49,822] Trial 660 finished with value: 0.9970978294695937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 79}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:56:53,514] Trial 661 finished with value: 0.9974753064937468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:56:55,011] Trial 662 finished with value: 0.9973139930248945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:57:03,864] Trial 663 finished with value: 0.9969478577006656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 42, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:57:05,604] Trial 664 finished with value: 0.997475130792691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:57:06,329] Trial 665 finished with value: 0.9964759996298417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:57:11,806] Trial 666 finished with value: 0.9969656045863857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 25, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:57:13,963] Trial 667 finished with value: 0.9976148728310213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:57:19,040] Trial 668 finished with value: 0.9966512439136336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 25, 'rf_n_estimators': 109}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:57:19,832] Trial 669 finished with value: 0.9903194687543908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 01:57:24,712] Trial 670 finished with value: 0.9971584389071594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:00:56,353] Trial 671 finished with value: 0.9896109487881336 and parameters: {'classifier': 'SVC', 'svc_c': 3851942621.7763367, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:00:57,279] Trial 672 finished with value: 0.9973902020248367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 60}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:01:10,311] Trial 673 finished with value: 0.9957136827043813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 73, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:01:11,622] Trial 674 finished with value: 0.9967994481350191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 96}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:01:13,861] Trial 675 finished with value: 0.9975168185976293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:01:15,789] Trial 676 finished with value: 0.9976379689506182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:01:23,790] Trial 677 finished with value: 0.9967048741218706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 44, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:01:25,493] Trial 678 finished with value: 0.997299066433108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:01:27,574] Trial 679 finished with value: 0.9974760158677167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:01:29,776] Trial 680 finished with value: 0.9973023861230156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:01:30,897] Trial 681 finished with value: 0.9969771704828884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 82}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:01:32,789] Trial 682 finished with value: 0.9976116894554262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:01:34,498] Trial 683 finished with value: 0.9975899843131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:01:41,016] Trial 684 finished with value: 0.9967586665108149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 32, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:01:43,292] Trial 685 finished with value: 0.9974473387005669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:01:45,112] Trial 686 finished with value: 0.9975105448067701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:01:55,065] Trial 687 finished with value: 0.9966248817094546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 46, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:01:56,308] Trial 688 finished with value: 0.9975458531970931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 73}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:01:58,703] Trial 689 finished with value: 0.9970904826518208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:02:02,753] Trial 690 finished with value: 0.9972532659983818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:02:03,417] Trial 691 finished with value: 0.9927986961530352 and parameters: {'classifier': 'SVC', 'svc_c': 475.8772812657285, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:02:04,717] Trial 692 finished with value: 0.9967286515591272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:02:06,072] Trial 693 finished with value: 0.9975869846365133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 90}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:02:15,941] Trial 694 finished with value: 0.9965311101892967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 58, 'rf_n_estimators': 106}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:02:19,962] Trial 695 finished with value: 0.9971781288827887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:02:20,703] Trial 696 finished with value: 0.9965740164442408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 29}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:02:22,291] Trial 697 finished with value: 0.9975572007050543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:02:24,171] Trial 698 finished with value: 0.997483713071988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:02:26,005] Trial 699 finished with value: 0.9972912821082808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:02:28,894] Trial 700 finished with value: 0.9973197215585033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:02:29,615] Trial 701 finished with value: 0.9937977416870104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 100}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:02:30,184] Trial 702 finished with value: 0.9914515386812012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 2, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:02:31,394] Trial 703 finished with value: 0.9974261979534492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:02:33,750] Trial 704 finished with value: 0.9976676994671791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:02:36,147] Trial 705 finished with value: 0.9975644072730141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:02:38,748] Trial 706 finished with value: 0.9973103472279877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:02:41,079] Trial 707 finished with value: 0.9974020357575405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:02:43,502] Trial 708 finished with value: 0.9974525370841695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:02:44,613] Trial 709 finished with value: 0.9971642117786249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:02:46,293] Trial 710 finished with value: 0.9851813109416415 and parameters: {'classifier': 'SVC', 'svc_c': 0.0005523383352066696, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:02:48,671] Trial 711 finished with value: 0.99729182495345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:02:51,430] Trial 712 finished with value: 0.9969192035434986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 14, 'rf_n_estimators': 109}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:02:53,462] Trial 713 finished with value: 0.9973519887273189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:02:58,347] Trial 714 finished with value: 0.9967897282739044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 21, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:03:01,733] Trial 715 finished with value: 0.9973963401996172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:03:04,178] Trial 716 finished with value: 0.9971552224289267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:03:06,083] Trial 717 finished with value: 0.9975453706222099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:03:07,595] Trial 718 finished with value: 0.9972314268586103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:03:09,646] Trial 719 finished with value: 0.9975058704794958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 87}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:03:11,511] Trial 720 finished with value: 0.9974242803808178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:03:13,630] Trial 721 finished with value: 0.9975342640049666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:03:15,386] Trial 722 finished with value: 0.9975328761062728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:03:17,151] Trial 723 finished with value: 0.9975061083551123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:03:18,845] Trial 724 finished with value: 0.9972628339618712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:03:20,557] Trial 725 finished with value: 0.9973629612201654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:03:22,114] Trial 726 finished with value: 0.9973106527688228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:03:25,070] Trial 727 finished with value: 0.9968116982690685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:03:27,167] Trial 728 finished with value: 0.9975377170258235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:03:28,570] Trial 729 finished with value: 0.9867325520133865 and parameters: {'classifier': 'SVC', 'svc_c': 9515079913.786606, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:03:30,512] Trial 730 finished with value: 0.997310999505462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:03:32,522] Trial 731 finished with value: 0.9976906833615352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:03:34,762] Trial 732 finished with value: 0.9973737339863602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:03:37,092] Trial 733 finished with value: 0.9973591867260435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:03:37,825] Trial 734 finished with value: 0.9965937232409608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:03:41,018] Trial 735 finished with value: 0.9974006034892521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:03:43,201] Trial 736 finished with value: 0.997644585256975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:03:50,009] Trial 737 finished with value: 0.9969168571282614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 36, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:03:52,325] Trial 738 finished with value: 0.9975173476050712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:03:53,315] Trial 739 finished with value: 0.9971694129551633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:03:55,912] Trial 740 finished with value: 0.9974688241530977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:03:59,933] Trial 741 finished with value: 0.9969983933677105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 20, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:04:01,993] Trial 742 finished with value: 0.9975265406169215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:04:12,161] Trial 743 finished with value: 0.9970237729345363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 56, 'rf_n_estimators': 106}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:04:16,326] Trial 744 finished with value: 0.9973122044985949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 22, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:04:23,912] Trial 745 finished with value: 0.9963291898134209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 37, 'rf_n_estimators': 109}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:04:26,338] Trial 746 finished with value: 0.9976437880007393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:04:28,017] Trial 747 finished with value: 0.9968787538343308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:04:29,638] Trial 748 finished with value: 0.9853827091654636 and parameters: {'classifier': 'SVC', 'svc_c': 0.09342021190056767, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:04:44,120] Trial 749 finished with value: 0.9960934352095485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 74, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:04:46,076] Trial 750 finished with value: 0.997476481272392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:04:47,506] Trial 751 finished with value: 0.9961771836446239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:04:48,107] Trial 752 finished with value: 0.9970727184689411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 69}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:04:49,552] Trial 753 finished with value: 0.9973368995422324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:04:51,190] Trial 754 finished with value: 0.9974686951702417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:04:52,677] Trial 755 finished with value: 0.9971032603333686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:04:54,464] Trial 756 finished with value: 0.997389672319161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:04:58,689] Trial 757 finished with value: 0.9969596244663844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 24, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:05:00,602] Trial 758 finished with value: 0.9974355349601859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:05:02,643] Trial 759 finished with value: 0.9976019607394355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:05:05,756] Trial 760 finished with value: 0.9973047915390229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:05:07,372] Trial 761 finished with value: 0.9973558717016083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:05:12,329] Trial 762 finished with value: 0.9963611656917215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 33, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:05:14,381] Trial 763 finished with value: 0.9946015854427421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 26, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:05:17,136] Trial 764 finished with value: 0.9974850410495124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:05:18,960] Trial 765 finished with value: 0.9974312574837065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:05:21,011] Trial 766 finished with value: 0.9973133866404345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:05:26,440] Trial 767 finished with value: 0.9970345149149606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 29, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:05:28,216] Trial 768 finished with value: 0.9975381371722426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:05:29,499] Trial 769 finished with value: 0.9862253014785227 and parameters: {'classifier': 'SVC', 'svc_c': 0.8155813663153701, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:05:30,976] Trial 770 finished with value: 0.9974072691480548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:05:33,474] Trial 771 finished with value: 0.9975179172687721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:05:34,810] Trial 772 finished with value: 0.9965385040743864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:05:37,159] Trial 773 finished with value: 0.9972507916476397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 104}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:05:39,188] Trial 774 finished with value: 0.9975622886724768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:05:40,581] Trial 775 finished with value: 0.9973489216076789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:05:42,229] Trial 776 finished with value: 0.9973531129474772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:05:44,240] Trial 777 finished with value: 0.997346835062428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:05:46,094] Trial 778 finished with value: 0.9971935918769494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:05:53,065] Trial 779 finished with value: 0.9964050559804866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 42, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:05:55,061] Trial 780 finished with value: 0.9974282509834698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:05:56,794] Trial 781 finished with value: 0.9976245301049822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:05:58,541] Trial 782 finished with value: 0.9974215350200836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:06:00,001] Trial 783 finished with value: 0.9976862355159687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:06:01,463] Trial 784 finished with value: 0.9976466207676706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:06:02,716] Trial 785 finished with value: 0.9972758529784671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:06:16,185] Trial 786 finished with value: 0.996619326655248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 61, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:06:17,291] Trial 787 finished with value: 0.9970106217612935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:06:18,239] Trial 788 finished with value: 0.9950898696897429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:06:19,841] Trial 789 finished with value: 0.9853754971068458 and parameters: {'classifier': 'SVC', 'svc_c': 0.005998609545752089, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:06:20,951] Trial 790 finished with value: 0.9962062685169331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:06:22,018] Trial 791 finished with value: 0.9972886744900649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:06:23,406] Trial 792 finished with value: 0.9972714801613138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:06:29,490] Trial 793 finished with value: 0.9972950266418176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 29, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:06:31,196] Trial 794 finished with value: 0.9971335214442663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:06:33,105] Trial 795 finished with value: 0.9974751869053113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:06:39,455] Trial 796 finished with value: 0.9949208497491503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 65, 'rf_n_estimators': 49}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:06:40,045] Trial 797 finished with value: 0.9882835214403816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:06:42,919] Trial 798 finished with value: 0.9960761015831213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 23, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:06:44,683] Trial 799 finished with value: 0.997575988054595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:06:51,305] Trial 800 finished with value: 0.9970039008467939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 31, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:06:53,099] Trial 801 finished with value: 0.9971511913338231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:06:53,776] Trial 802 finished with value: 0.996817802865143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 98}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:06:56,948] Trial 803 finished with value: 0.9975953532562172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:06:58,892] Trial 804 finished with value: 0.9973764186642152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:07:00,512] Trial 805 finished with value: 0.9974576824019906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:07:01,199] Trial 806 finished with value: 0.9930973428165165 and parameters: {'classifier': 'SVC', 'svc_c': 2270.765674678918, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:07:02,853] Trial 807 finished with value: 0.9970607298235111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:07:19,823] Trial 808 finished with value: 0.9956585354559051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 73, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:07:21,580] Trial 809 finished with value: 0.9973758053608912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:07:23,212] Trial 810 finished with value: 0.9974092836482558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:07:24,935] Trial 811 finished with value: 0.9976774568107624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:07:26,710] Trial 812 finished with value: 0.9977170348065635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:07:28,056] Trial 813 finished with value: 0.9974415044797261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 105}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:07:29,849] Trial 814 finished with value: 0.9970210534084587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:07:31,125] Trial 815 finished with value: 0.9969836800229243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:07:38,894] Trial 816 finished with value: 0.9971467276510406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 36, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:07:40,445] Trial 817 finished with value: 0.99736804020576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:07:41,396] Trial 818 finished with value: 0.9972723196924421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:07:46,878] Trial 819 finished with value: 0.9965551407046275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 26, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:08:00,223] Trial 820 finished with value: 0.9962092430888351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 59, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:08:01,976] Trial 821 finished with value: 0.9977274393812937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:08:03,734] Trial 822 finished with value: 0.9972341456864537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:08:05,310] Trial 823 finished with value: 0.9972093805972547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:08:07,131] Trial 824 finished with value: 0.9974875608489381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:08:08,822] Trial 825 finished with value: 0.9975469748782189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:08:10,407] Trial 826 finished with value: 0.9850939635230724 and parameters: {'classifier': 'SVC', 'svc_c': 0.0003321676569381243, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:08:11,607] Trial 827 finished with value: 0.9973819597854804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 92}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:08:13,351] Trial 828 finished with value: 0.9975899698406141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:08:15,116] Trial 829 finished with value: 0.9974295183733287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:08:16,680] Trial 830 finished with value: 0.9974656000260294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:08:18,639] Trial 831 finished with value: 0.9974044908433727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:08:20,341] Trial 832 finished with value: 0.9974733083385684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:08:21,750] Trial 833 finished with value: 0.9972667712714581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:08:25,749] Trial 834 finished with value: 0.9974845509527454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:08:27,620] Trial 835 finished with value: 0.9974729066953493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:08:28,517] Trial 836 finished with value: 0.99691460208646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:08:40,233] Trial 837 finished with value: 0.9964645471011445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 53, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:08:41,813] Trial 838 finished with value: 0.9973445460610654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:08:42,858] Trial 839 finished with value: 0.9971332364378572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:08:52,575] Trial 840 finished with value: 0.9966456218924421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 43, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:08:54,282] Trial 841 finished with value: 0.9973824364253749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:08:56,250] Trial 842 finished with value: 0.997476672271119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:08:57,235] Trial 843 finished with value: 0.9901292654744087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:08:58,688] Trial 844 finished with value: 0.9972451790526068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:08:59,714] Trial 845 finished with value: 0.9879527037422067 and parameters: {'classifier': 'SVC', 'svc_c': 50121.70570179322, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:09:04,058] Trial 846 finished with value: 0.9969018966086517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 20, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:09:05,864] Trial 847 finished with value: 0.997662008384301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:09:07,709] Trial 848 finished with value: 0.9975759117884033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:09:09,633] Trial 849 finished with value: 0.9974033862372411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 100}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:09:11,806] Trial 850 finished with value: 0.9975449189600488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:09:13,569] Trial 851 finished with value: 0.9972620233122385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 95}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:09:14,858] Trial 852 finished with value: 0.9969223631156631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 85}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:09:16,571] Trial 853 finished with value: 0.9975227606956176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:09:32,533] Trial 854 finished with value: 0.9957394960331883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 66, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:09:35,228] Trial 855 finished with value: 0.9975189661748761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:09:37,150] Trial 856 finished with value: 0.9970234157561256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:09:40,186] Trial 857 finished with value: 0.9974339308628665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:09:42,237] Trial 858 finished with value: 0.9974366146203222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:09:45,531] Trial 859 finished with value: 0.9971321308795885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 96}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:09:47,020] Trial 860 finished with value: 0.9972899535277359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 90}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:09:47,724] Trial 861 finished with value: 0.9970362769718455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 102}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:09:50,195] Trial 862 finished with value: 0.9974652857255317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:09:52,537] Trial 863 finished with value: 0.9971864415802996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:09:53,759] Trial 864 finished with value: 0.9862833099310953 and parameters: {'classifier': 'SVC', 'svc_c': 0.4621023390537953, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:09:59,381] Trial 865 finished with value: 0.9973197270174237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 25, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:10:00,549] Trial 866 finished with value: 0.9962776070810705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:10:04,239] Trial 867 finished with value: 0.9972410501095345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:10:05,056] Trial 868 finished with value: 0.9973329296695521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 88}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:10:07,327] Trial 869 finished with value: 0.9974604111003232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:10:09,489] Trial 870 finished with value: 0.997655751319319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:10:12,127] Trial 871 finished with value: 0.9968396990379343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:10:16,835] Trial 872 finished with value: 0.9968967179660279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 21, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:10:19,999] Trial 873 finished with value: 0.9964116290915511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:10:33,344] Trial 874 finished with value: 0.9964348539401008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 55, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:10:35,528] Trial 875 finished with value: 0.9973010119668361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:10:37,748] Trial 876 finished with value: 0.9974589964148356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:10:40,251] Trial 877 finished with value: 0.9970427234486593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:10:42,668] Trial 878 finished with value: 0.9971665255672933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:10:45,399] Trial 879 finished with value: 0.9973812522523091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:10:47,382] Trial 880 finished with value: 0.9974284493136536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:10:49,221] Trial 881 finished with value: 0.9975456764804242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:10:50,198] Trial 882 finished with value: 0.993789514586636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:10:51,897] Trial 883 finished with value: 0.9971734363379555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:10:53,142] Trial 884 finished with value: 0.9960360786535953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:10:55,044] Trial 885 finished with value: 0.9975233677465738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:10:55,769] Trial 886 finished with value: 0.9915163882714668 and parameters: {'classifier': 'SVC', 'svc_c': 49.26481807198403, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:10:57,905] Trial 887 finished with value: 0.9977332874081242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:10:59,383] Trial 888 finished with value: 0.9974802497045733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:11:04,726] Trial 889 finished with value: 0.9963416692221142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 33, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:11:05,432] Trial 890 finished with value: 0.9898454970658809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:11:11,609] Trial 891 finished with value: 0.9967335198050161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 36, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:11:13,295] Trial 892 finished with value: 0.9974265834738113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:11:16,359] Trial 893 finished with value: 0.9973676596047736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:11:18,352] Trial 894 finished with value: 0.9971730180958107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 92}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:11:20,050] Trial 895 finished with value: 0.997469049682668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:11:22,413] Trial 896 finished with value: 0.9972757725546096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:11:23,053] Trial 897 finished with value: 0.9967780690679541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 79}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:11:25,089] Trial 898 finished with value: 0.9974655282031448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:11:26,629] Trial 899 finished with value: 0.9974280689348326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:11:28,042] Trial 900 finished with value: 0.9976601769800885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:11:29,471] Trial 901 finished with value: 0.9973979976800971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:11:30,936] Trial 902 finished with value: 0.9970936118508079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 5, 'rf_n_estimators': 127}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:11:31,749] Trial 903 finished with value: 0.9898964909330962 and parameters: {'classifier': 'SVC', 'svc_c': 4.758681233422729, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:11:32,991] Trial 904 finished with value: 0.9972896090127504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:11:33,826] Trial 905 finished with value: 0.9968042176442777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 5, 'rf_n_estimators': 66}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:11:35,427] Trial 906 finished with value: 0.9974183331095506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:11:48,560] Trial 907 finished with value: 0.9964527241275917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 62, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:11:49,947] Trial 908 finished with value: 0.9971746931590912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:11:51,370] Trial 909 finished with value: 0.997510459780916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:11:53,154] Trial 910 finished with value: 0.9970790295835795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:11:54,388] Trial 911 finished with value: 0.9973611184220439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:11:56,106] Trial 912 finished with value: 0.9973640762363306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:11:57,459] Trial 913 finished with value: 0.9975303431038776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:11:59,048] Trial 914 finished with value: 0.9973376674409035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:12:00,715] Trial 915 finished with value: 0.9972619418727681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:12:02,333] Trial 916 finished with value: 0.9975536028323876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:12:03,555] Trial 917 finished with value: 0.9971966446510553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:12:05,403] Trial 918 finished with value: 0.9962551209005794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 27, 'rf_n_estimators': 58}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:12:08,002] Trial 919 finished with value: 0.9975139409850348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:12:09,080] Trial 920 finished with value: 0.9972505026739921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:12:10,605] Trial 921 finished with value: 0.9971189723431513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:12:12,305] Trial 922 finished with value: 0.9853735317051876 and parameters: {'classifier': 'SVC', 'svc_c': 0.007532280865019189, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:12:15,239] Trial 923 finished with value: 0.9973959735315724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:12:17,067] Trial 924 finished with value: 0.9975231280301586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:12:18,836] Trial 925 finished with value: 0.9972843783516961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:12:26,583] Trial 926 finished with value: 0.9971622510424393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 36, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:12:30,972] Trial 927 finished with value: 0.9972162487756449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 24, 'rf_n_estimators': 98}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:12:34,627] Trial 928 finished with value: 0.9973605872564244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:12:36,406] Trial 929 finished with value: 0.9976196477039864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:12:38,515] Trial 930 finished with value: 0.9972433458710713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:12:39,970] Trial 931 finished with value: 0.9976637672356573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:12:41,294] Trial 932 finished with value: 0.9974220564104277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:12:42,528] Trial 933 finished with value: 0.9973933996824903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:12:44,060] Trial 934 finished with value: 0.9968886281955789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:12:46,959] Trial 935 finished with value: 0.9974752932907774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:12:47,487] Trial 936 finished with value: 0.9970898182504658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 4, 'rf_n_estimators': 40}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:12:54,169] Trial 937 finished with value: 0.996151265644198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 41, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:13:01,938] Trial 938 finished with value: 0.9951566017505143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 67, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:13:03,840] Trial 939 finished with value: 0.9971452410474546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:13:05,275] Trial 940 finished with value: 0.9974415860144105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:13:05,672] Trial 941 finished with value: 0.9957084645163246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 20}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:13:08,226] Trial 942 finished with value: 0.9976492225778492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:13:11,607] Trial 943 finished with value: 0.993610590546376 and parameters: {'classifier': 'SVC', 'svc_c': 891215.6802361504, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:13:13,681] Trial 944 finished with value: 0.9973929383720052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:13:15,562] Trial 945 finished with value: 0.9973211929913696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:13:16,191] Trial 946 finished with value: 0.9955183536888668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 1, 'rf_n_estimators': 102}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:13:18,651] Trial 947 finished with value: 0.9973363035360677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:13:20,849] Trial 948 finished with value: 0.9973651889356286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:13:22,578] Trial 949 finished with value: 0.9974606283145621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:13:24,012] Trial 950 finished with value: 0.9972650786571148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:13:26,109] Trial 951 finished with value: 0.997431269036305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:13:27,353] Trial 952 finished with value: 0.9974039884957732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:13:29,279] Trial 953 finished with value: 0.9975419972000249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:13:30,468] Trial 954 finished with value: 0.9972891376730866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 106}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:13:30,888] Trial 955 finished with value: 0.9967075142079654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 2, 'rf_n_estimators': 34}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:13:32,641] Trial 956 finished with value: 0.9974363582415057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:13:35,489] Trial 957 finished with value: 0.9972450692394469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:13:37,861] Trial 958 finished with value: 0.9973292998050747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:13:38,825] Trial 959 finished with value: 0.9961419003907238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:13:39,906] Trial 960 finished with value: 0.9870544710053272 and parameters: {'classifier': 'SVC', 'svc_c': 1.8359679395926662, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:13:42,168] Trial 961 finished with value: 0.9972585770515559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:13:43,263] Trial 962 finished with value: 0.9954417362537934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:13:45,103] Trial 963 finished with value: 0.9974893532472625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:13:45,923] Trial 964 finished with value: 0.9934006717417491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:13:47,690] Trial 965 finished with value: 0.9974435264383353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:13:49,676] Trial 966 finished with value: 0.997494396940304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:13:50,423] Trial 967 finished with value: 0.9907079535639435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:13:52,286] Trial 968 finished with value: 0.9973668847237627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:14:02,905] Trial 969 finished with value: 0.9963414183339557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 47, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:14:04,581] Trial 970 finished with value: 0.997382441820819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 100}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:14:07,203] Trial 971 finished with value: 0.997564580815892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:14:08,740] Trial 972 finished with value: 0.9973349840643028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:14:10,577] Trial 973 finished with value: 0.9974424110095773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:14:18,880] Trial 974 finished with value: 0.9969836829110736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 40, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:14:22,171] Trial 975 finished with value: 0.9971587685053285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 16, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:14:31,015] Trial 976 finished with value: 0.9962201657531665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 56, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:14:32,468] Trial 977 finished with value: 0.9974010781296583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:14:35,199] Trial 978 finished with value: 0.9968191204961095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 18, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:14:35,815] Trial 979 finished with value: 0.9948285470276123 and parameters: {'classifier': 'SVC', 'svc_c': 662.3813426012671, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:14:37,011] Trial 980 finished with value: 0.9974738139869102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 82}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:14:41,279] Trial 981 finished with value: 0.9972752461179385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 19, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:14:43,186] Trial 982 finished with value: 0.9974599928899166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:14:47,396] Trial 983 finished with value: 0.9966010563479578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 22, 'rf_n_estimators': 104}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:14:48,574] Trial 984 finished with value: 0.9976038013793794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 94}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:14:51,153] Trial 985 finished with value: 0.9972539080562499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:15:00,091] Trial 986 finished with value: 0.9965308896425776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 50, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:15:04,969] Trial 987 finished with value: 0.9967659922228792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 28, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:15:07,244] Trial 988 finished with value: 0.997454220684947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:15:17,382] Trial 989 finished with value: 0.996476923869445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 54, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:15:19,698] Trial 990 finished with value: 0.9973599455159355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:15:35,937] Trial 991 finished with value: 0.9958305679269368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 67, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:15:36,325] Trial 992 finished with value: 0.9962198398048571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 10}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:15:37,864] Trial 993 finished with value: 0.9971685024580738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:15:44,160] Trial 994 finished with value: 0.9971108731782817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 28, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:15:45,770] Trial 995 finished with value: 0.9975041199752092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:15:47,790] Trial 996 finished with value: 0.9975030044194996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:15:49,043] Trial 997 finished with value: 0.997324303560205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:15:51,332] Trial 998 finished with value: 0.9973862724910371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:15:52,969] Trial 999 finished with value: 0.9852053993786534 and parameters: {'classifier': 'SVC', 'svc_c': 0.00015971728002636673, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:15:53,953] Trial 1000 finished with value: 0.9952861660449391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:15:55,393] Trial 1001 finished with value: 0.9970615467255115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:15:56,146] Trial 1002 finished with value: 0.997161073946927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 1, 'rf_n_estimators': 108}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:15:58,824] Trial 1003 finished with value: 0.997520571160857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:16:00,021] Trial 1004 finished with value: 0.9966274521308428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:16:01,877] Trial 1005 finished with value: 0.997367195342663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:16:08,763] Trial 1006 finished with value: 0.9960538431538541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 49, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:16:12,625] Trial 1007 finished with value: 0.997249358458952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 20, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:16:14,865] Trial 1008 finished with value: 0.9971871869450565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:16:24,563] Trial 1009 finished with value: 0.9967473729572963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 52, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:16:36,217] Trial 1010 finished with value: 0.9965041756554323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 51, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:16:38,615] Trial 1011 finished with value: 0.9977073030119957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:16:41,148] Trial 1012 finished with value: 0.9973381341150951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 106}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:16:43,469] Trial 1013 finished with value: 0.9974496528066142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:16:46,229] Trial 1014 finished with value: 0.9975104097619738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:16:47,057] Trial 1015 finished with value: 0.9962857630567945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 52}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:16:49,202] Trial 1016 finished with value: 0.997554776087613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:16:50,822] Trial 1017 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 5.268809288457753e-05, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:16:52,888] Trial 1018 finished with value: 0.9974645588639747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:16:55,158] Trial 1019 finished with value: 0.9975728871975593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:16:57,833] Trial 1020 finished with value: 0.9975098760890596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:16:59,889] Trial 1021 finished with value: 0.9973001038818273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:17:00,748] Trial 1022 finished with value: 0.9940148613785117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:17:02,699] Trial 1023 finished with value: 0.9972650232109904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:17:04,615] Trial 1024 finished with value: 0.9976309325930562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:17:06,215] Trial 1025 finished with value: 0.9972654530374715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 70}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:17:19,735] Trial 1026 finished with value: 0.9966074761649293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 60, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:17:21,110] Trial 1027 finished with value: 0.9972995166670634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 75}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:17:24,048] Trial 1028 finished with value: 0.9970640120309501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 15, 'rf_n_estimators': 103}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:17:25,907] Trial 1029 finished with value: 0.9975472373507137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:17:26,768] Trial 1030 finished with value: 0.9965325457583275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 3, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:17:29,257] Trial 1031 finished with value: 0.99742454304374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:17:30,969] Trial 1032 finished with value: 0.9968483691360213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:17:32,723] Trial 1033 finished with value: 0.9971932468541573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:17:34,364] Trial 1034 finished with value: 0.9977439449339768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:17:42,788] Trial 1035 finished with value: 0.9972212139173653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 40, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:17:44,076] Trial 1036 finished with value: 0.986617708649108 and parameters: {'classifier': 'SVC', 'svc_c': 11400496.68778336, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:17:45,750] Trial 1037 finished with value: 0.9974596311729851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:17:48,614] Trial 1038 finished with value: 0.9973053082004185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:17:50,127] Trial 1039 finished with value: 0.9971674787201303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:17:53,565] Trial 1040 finished with value: 0.9973285667546259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:17:55,184] Trial 1041 finished with value: 0.9975515481519958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:17:57,529] Trial 1042 finished with value: 0.9974361508660182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:17:59,101] Trial 1043 finished with value: 0.9974257588594994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:18:01,199] Trial 1044 finished with value: 0.9974868143416166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:18:03,948] Trial 1045 finished with value: 0.9973679800624252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:18:05,587] Trial 1046 finished with value: 0.997585580519749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:18:07,110] Trial 1047 finished with value: 0.9971235471720856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:18:08,624] Trial 1048 finished with value: 0.9974253685784512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:18:10,677] Trial 1049 finished with value: 0.997352600919816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:18:12,582] Trial 1050 finished with value: 0.9973233124805683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:18:14,905] Trial 1051 finished with value: 0.9974344013773448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:18:16,548] Trial 1052 finished with value: 0.9974117731697176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:18:16,986] Trial 1053 finished with value: 0.9899296155014818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 44}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:18:25,546] Trial 1054 finished with value: 0.9968345302340617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 46, 'rf_n_estimators': 106}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:18:26,951] Trial 1055 finished with value: 0.9857102738233365 and parameters: {'classifier': 'SVC', 'svc_c': 0.22535097474991317, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:18:34,315] Trial 1056 finished with value: 0.9964429373629682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 49, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:18:47,961] Trial 1057 finished with value: 0.9965644584781922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 60, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:18:49,793] Trial 1058 finished with value: 0.9974659417163411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 97}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:18:54,019] Trial 1059 finished with value: 0.9972990547535581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 21, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:19:00,589] Trial 1060 finished with value: 0.9973656210472388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 31, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:19:06,213] Trial 1061 finished with value: 0.9969059733428663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 49, 'rf_n_estimators': 63}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:19:07,687] Trial 1062 finished with value: 0.9974022596684775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:19:10,613] Trial 1063 finished with value: 0.9964869301969124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 22, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:19:12,308] Trial 1064 finished with value: 0.9975529967970443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:19:13,972] Trial 1065 finished with value: 0.997249298474307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:19:15,960] Trial 1066 finished with value: 0.9975821872931098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:19:18,441] Trial 1067 finished with value: 0.99715440016322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:19:20,180] Trial 1068 finished with value: 0.9974908767937727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:19:22,278] Trial 1069 finished with value: 0.9976018900908535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:19:23,110] Trial 1070 finished with value: 0.996749394757216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:19:27,564] Trial 1071 finished with value: 0.9971881203251773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 23, 'rf_n_estimators': 108}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:19:29,219] Trial 1072 finished with value: 0.9973952959907236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:19:36,505] Trial 1073 finished with value: 0.9968270657003898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 35, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:19:38,196] Trial 1074 finished with value: 0.9852039249306858 and parameters: {'classifier': 'SVC', 'svc_c': 7.421345746768589e-08, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:19:40,814] Trial 1075 finished with value: 0.9973562463041302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:19:42,364] Trial 1076 finished with value: 0.9953863088548079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 15, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:19:43,484] Trial 1077 finished with value: 0.9971364745296049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 86}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:19:50,573] Trial 1078 finished with value: 0.9964757236687362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 42, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:19:52,748] Trial 1079 finished with value: 0.9973557415444497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:19:54,827] Trial 1080 finished with value: 0.997014240612717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:19:56,712] Trial 1081 finished with value: 0.9975284750741197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:19:58,391] Trial 1082 finished with value: 0.997441537138033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:20:00,282] Trial 1083 finished with value: 0.9974052785782361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:20:02,787] Trial 1084 finished with value: 0.9974652115540419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:20:05,498] Trial 1085 finished with value: 0.9974931644304054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:20:07,182] Trial 1086 finished with value: 0.9974995257861513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:20:09,007] Trial 1087 finished with value: 0.9972419100798752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:20:10,567] Trial 1088 finished with value: 0.9974784849499662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:20:12,832] Trial 1089 finished with value: 0.9971980998658507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:20:14,567] Trial 1090 finished with value: 0.997462434899731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:20:16,047] Trial 1091 finished with value: 0.9971661887328812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:20:17,805] Trial 1092 finished with value: 0.9975333432882708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:20:19,391] Trial 1093 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 3.407652166606171e-06, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:20:20,732] Trial 1094 finished with value: 0.9962359232751088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:20:22,137] Trial 1095 finished with value: 0.9974276903968101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 93}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:20:24,324] Trial 1096 finished with value: 0.9975417454549428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:20:27,167] Trial 1097 finished with value: 0.9971876161367792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 16, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:20:29,677] Trial 1098 finished with value: 0.996927338096135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:20:30,683] Trial 1099 finished with value: 0.9971968147345014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:20:32,283] Trial 1100 finished with value: 0.997603429030249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:20:33,690] Trial 1101 finished with value: 0.9975781473113919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:20:35,573] Trial 1102 finished with value: 0.997378702746202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:20:38,024] Trial 1103 finished with value: 0.9974111624054264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:20:43,565] Trial 1104 finished with value: 0.9972543725087878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 28, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:20:43,961] Trial 1105 finished with value: 0.9967208710745865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 28}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:20:46,163] Trial 1106 finished with value: 0.9973894240969868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:20:48,669] Trial 1107 finished with value: 0.9964213917353648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 17, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:20:50,282] Trial 1108 finished with value: 0.9974510197582891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:20:56,899] Trial 1109 finished with value: 0.9969899428324673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 31, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:20:58,656] Trial 1110 finished with value: 0.9977858654412527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:21:00,216] Trial 1111 finished with value: 0.9972090059947326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:21:02,000] Trial 1112 finished with value: 0.9975269535270977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:21:02,747] Trial 1113 finished with value: 0.9912223903227685 and parameters: {'classifier': 'SVC', 'svc_c': 33.75591320054288, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:21:03,592] Trial 1114 finished with value: 0.9971585107300439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:21:05,095] Trial 1115 finished with value: 0.9968869962641147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:21:06,765] Trial 1116 finished with value: 0.9970131428937115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:21:08,648] Trial 1117 finished with value: 0.9972410127540172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:21:10,287] Trial 1118 finished with value: 0.9973784716624978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:21:11,841] Trial 1119 finished with value: 0.9973313480426712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:21:13,801] Trial 1120 finished with value: 0.9974295046625526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:21:21,732] Trial 1121 finished with value: 0.996672950674593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 36, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:21:23,595] Trial 1122 finished with value: 0.9973189667358501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:21:24,294] Trial 1123 finished with value: 0.9896004795950236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:21:28,312] Trial 1124 finished with value: 0.99717677291243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 18, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:21:34,710] Trial 1125 finished with value: 0.9966713106817003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 37, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:21:37,785] Trial 1126 finished with value: 0.997132528206452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:21:39,480] Trial 1127 finished with value: 0.9973076589320112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:21:41,761] Trial 1128 finished with value: 0.9972671536180294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:21:42,478] Trial 1129 finished with value: 0.9933896183172385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 6, 'rf_n_estimators': 106}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:21:45,066] Trial 1130 finished with value: 0.9970990996206508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:21:45,709] Trial 1131 finished with value: 0.993657466356621 and parameters: {'classifier': 'SVC', 'svc_c': 214.77517740544695, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:21:49,722] Trial 1132 finished with value: 0.9971521129074423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:21:51,693] Trial 1133 finished with value: 0.9976080523864438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:21:53,659] Trial 1134 finished with value: 0.9974392928236441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:21:54,755] Trial 1135 finished with value: 0.9964980364650388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:21:59,592] Trial 1136 finished with value: 0.9973038821210222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 26, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:22:00,852] Trial 1137 finished with value: 0.9973826685564301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:22:02,295] Trial 1138 finished with value: 0.9971722533074544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:22:13,467] Trial 1139 finished with value: 0.9967418808393602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 47, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:22:15,021] Trial 1140 finished with value: 0.997202909364873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:22:17,689] Trial 1141 finished with value: 0.997374240967694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:22:24,184] Trial 1142 finished with value: 0.9969918426318708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 30, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:22:32,600] Trial 1143 finished with value: 0.996932563044366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 40, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:22:33,893] Trial 1144 finished with value: 0.9963897826837989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:22:36,552] Trial 1145 finished with value: 0.9935025450610228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 38, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:22:38,597] Trial 1146 finished with value: 0.9976146336541506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:22:40,216] Trial 1147 finished with value: 0.9975707473008861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:22:40,854] Trial 1148 finished with value: 0.9942340567608993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:22:42,841] Trial 1149 finished with value: 0.9970584118771768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:22:44,521] Trial 1150 finished with value: 0.9852051536002978 and parameters: {'classifier': 'SVC', 'svc_c': 1.06582948857855e-06, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:22:47,090] Trial 1151 finished with value: 0.9975522146163148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:22:49,374] Trial 1152 finished with value: 0.9974369624043122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:22:51,176] Trial 1153 finished with value: 0.9973509649576376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:22:52,803] Trial 1154 finished with value: 0.9973770328879384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:22:54,208] Trial 1155 finished with value: 0.9975421168836741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:22:56,846] Trial 1156 finished with value: 0.9973057772232151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:22:59,050] Trial 1157 finished with value: 0.9974833495459959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:23:01,358] Trial 1158 finished with value: 0.9974467938876472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:23:03,155] Trial 1159 finished with value: 0.9975629051495915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:23:05,091] Trial 1160 finished with value: 0.9974559279304657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:23:06,884] Trial 1161 finished with value: 0.9971961466515492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:23:14,907] Trial 1162 finished with value: 0.9971749562663441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 39, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:23:27,454] Trial 1163 finished with value: 0.9969020329229643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 57, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:23:28,789] Trial 1164 finished with value: 0.9973845764807376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 103}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:23:30,577] Trial 1165 finished with value: 0.997437854620367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:23:31,855] Trial 1166 finished with value: 0.9975209506827545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:23:32,999] Trial 1167 finished with value: 0.9972280966317172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 4, 'rf_n_estimators': 108}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:25:31,876] Trial 1168 finished with value: 0.9892454299727572 and parameters: {'classifier': 'SVC', 'svc_c': 630726291.50267, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:25:44,545] Trial 1169 finished with value: 0.9965746908112986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 68, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:25:52,081] Trial 1170 finished with value: 0.9970255604769608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 34, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:26:04,925] Trial 1171 finished with value: 0.9965964791386804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 55, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:26:07,269] Trial 1172 finished with value: 0.9975775146162066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:26:08,385] Trial 1173 finished with value: 0.997255933855146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 56}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:26:10,051] Trial 1174 finished with value: 0.9969980627856662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 99}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:26:11,024] Trial 1175 finished with value: 0.9971467169871037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 3, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:26:13,486] Trial 1176 finished with value: 0.9973849249629617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:26:14,024] Trial 1177 finished with value: 0.9970074757729533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 24}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:26:15,402] Trial 1178 finished with value: 0.9965789017968617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:26:20,418] Trial 1179 finished with value: 0.9973331985213664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 23, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:26:26,545] Trial 1180 finished with value: 0.9973036289477343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 27, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:26:28,059] Trial 1181 finished with value: 0.9971026400477049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:26:28,763] Trial 1182 finished with value: 0.9974725330767026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 38}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:26:31,066] Trial 1183 finished with value: 0.9971819860858971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:26:35,208] Trial 1184 finished with value: 0.9969131903525978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 24, 'rf_n_estimators': 105}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:26:38,361] Trial 1185 finished with value: 0.9973120389219318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:26:40,101] Trial 1186 finished with value: 0.9975485278140314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:26:41,797] Trial 1187 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 1.1039158560768443e-05, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:26:42,606] Trial 1188 finished with value: 0.9954651889487808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 72}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:26:44,577] Trial 1189 finished with value: 0.9975968233560913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:26:47,271] Trial 1190 finished with value: 0.9973712432905956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:26:49,118] Trial 1191 finished with value: 0.9904873557151626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 34, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:27:00,604] Trial 1192 finished with value: 0.9965301714772075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 51, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:27:02,122] Trial 1193 finished with value: 0.9974771117141858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:27:04,440] Trial 1194 finished with value: 0.9975691708472842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:27:10,317] Trial 1195 finished with value: 0.9967658995481893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 31, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:27:12,030] Trial 1196 finished with value: 0.9976356667780242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:27:14,492] Trial 1197 finished with value: 0.9970660778196093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:27:15,927] Trial 1198 finished with value: 0.9974221384529184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:27:20,703] Trial 1199 finished with value: 0.9970513256911001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 24, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:27:22,078] Trial 1200 finished with value: 0.9975135299156572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:27:23,257] Trial 1201 finished with value: 0.9961819022145413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:27:24,000] Trial 1202 finished with value: 0.9964663630172584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:27:24,820] Trial 1203 finished with value: 0.9963745597551701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 48}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:27:40,424] Trial 1204 finished with value: 0.9965614421392042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 67, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:27:41,934] Trial 1205 finished with value: 0.9974845458746803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:27:44,003] Trial 1206 finished with value: 0.997350394405275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:27:45,602] Trial 1207 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 2.9251941288162163e-05, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:27:46,687] Trial 1208 finished with value: 0.9972875643615374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:27:47,719] Trial 1209 finished with value: 0.9973837613243223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 4, 'rf_n_estimators': 106}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:27:49,527] Trial 1210 finished with value: 0.9976042080371877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:27:52,100] Trial 1211 finished with value: 0.9975164449472448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:27:54,164] Trial 1212 finished with value: 0.9972184399607767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:28:08,455] Trial 1213 finished with value: 0.9962367757870414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 70, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:28:10,111] Trial 1214 finished with value: 0.9974816969214159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:28:12,123] Trial 1215 finished with value: 0.9952837505045394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 20, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:28:14,343] Trial 1216 finished with value: 0.9976229949741358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:28:15,207] Trial 1217 finished with value: 0.9971279596298853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 109}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:28:17,033] Trial 1218 finished with value: 0.9974192024108363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:28:19,523] Trial 1219 finished with value: 0.9973735345453495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:28:21,296] Trial 1220 finished with value: 0.9970268924534614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:28:23,404] Trial 1221 finished with value: 0.9976141625366521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:28:26,922] Trial 1222 finished with value: 0.9974854157155102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:28:29,089] Trial 1223 finished with value: 0.9975442842971131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:28:30,526] Trial 1224 finished with value: 0.9974789309310421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:28:31,757] Trial 1225 finished with value: 0.9867345184941333 and parameters: {'classifier': 'SVC', 'svc_c': 75001043.05165604, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:28:33,484] Trial 1226 finished with value: 0.9973819970457839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:28:33,832] Trial 1227 finished with value: 0.9956904447480759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 11}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:28:38,859] Trial 1228 finished with value: 0.9973912460115651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 25, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:28:39,528] Trial 1229 finished with value: 0.9921778173396804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:28:41,028] Trial 1230 finished with value: 0.9971015006568266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:28:42,955] Trial 1231 finished with value: 0.9972177596904679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:28:44,524] Trial 1232 finished with value: 0.9972290567668942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:28:46,064] Trial 1233 finished with value: 0.9974903812063477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:28:47,658] Trial 1234 finished with value: 0.9976405265816296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:28:50,305] Trial 1235 finished with value: 0.997499887725248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:29:03,028] Trial 1236 finished with value: 0.996450859779431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 65, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:29:03,935] Trial 1237 finished with value: 0.9969807528039802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:29:19,120] Trial 1238 finished with value: 0.9961169589339728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 72, 'rf_n_estimators': 107}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:29:27,993] Trial 1239 finished with value: 0.9967815892462232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 48, 'rf_n_estimators': 103}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:29:30,172] Trial 1240 finished with value: 0.9974886529503343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:29:36,843] Trial 1241 finished with value: 0.9954273800239419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 56, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:29:39,317] Trial 1242 finished with value: 0.9975337105910741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:29:41,254] Trial 1243 finished with value: 0.9908875721248328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 40, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:29:43,208] Trial 1244 finished with value: 0.9969577883649614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:29:43,928] Trial 1245 finished with value: 0.9958126341049417 and parameters: {'classifier': 'SVC', 'svc_c': 7287.636929462772, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:29:47,245] Trial 1246 finished with value: 0.9969779116265035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:29:48,776] Trial 1247 finished with value: 0.9972898961138613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:29:50,814] Trial 1248 finished with value: 0.9974494497157443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:29:53,001] Trial 1249 finished with value: 0.9976469919742362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:29:54,892] Trial 1250 finished with value: 0.9973893583043044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:29:55,250] Trial 1251 finished with value: 0.9935802238434599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 5}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:29:56,834] Trial 1252 finished with value: 0.9975118508851383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:29:59,401] Trial 1253 finished with value: 0.9975949085763957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:30:05,637] Trial 1254 finished with value: 0.9969582626562508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 28, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:30:09,862] Trial 1255 finished with value: 0.9974304798097599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:30:11,923] Trial 1256 finished with value: 0.9974392670207254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:30:13,268] Trial 1257 finished with value: 0.997140849790577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:30:15,242] Trial 1258 finished with value: 0.9971586264147166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:30:16,344] Trial 1259 finished with value: 0.9974336598846124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 95}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:30:18,525] Trial 1260 finished with value: 0.9974204425695706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:30:22,361] Trial 1261 finished with value: 0.9975401439918699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 18, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:30:24,022] Trial 1262 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 4.265013600983553e-09, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:30:25,830] Trial 1263 finished with value: 0.9974507830569751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:30:42,588] Trial 1264 finished with value: 0.9954786533116945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 72, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:30:44,331] Trial 1265 finished with value: 0.997471017877262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:30:53,953] Trial 1266 finished with value: 0.9967571041805816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 47, 'rf_n_estimators': 108}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:30:56,123] Trial 1267 finished with value: 0.9974614456291552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:30:58,971] Trial 1268 finished with value: 0.9971878497277782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:31:00,708] Trial 1269 finished with value: 0.9972479645935316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:31:02,211] Trial 1270 finished with value: 0.9973464681087418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:31:04,157] Trial 1271 finished with value: 0.9975548255987486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:31:05,977] Trial 1272 finished with value: 0.9974000267479975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:31:14,913] Trial 1273 finished with value: 0.9968845254362803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 43, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:31:17,654] Trial 1274 finished with value: 0.9972708893919041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:31:19,357] Trial 1275 finished with value: 0.9972224154828043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:31:21,792] Trial 1276 finished with value: 0.9975956271226208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:31:22,161] Trial 1277 finished with value: 0.9956135633170881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 17}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:31:23,974] Trial 1278 finished with value: 0.9975186288326577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:31:26,191] Trial 1279 finished with value: 0.9971152314277356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:31:27,112] Trial 1280 finished with value: 0.9969650958277291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 3, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:31:29,095] Trial 1281 finished with value: 0.985076263672931 and parameters: {'classifier': 'SVC', 'svc_c': 1.1439095925056655e-10, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:31:31,601] Trial 1282 finished with value: 0.9974653132740355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:31:33,375] Trial 1283 finished with value: 0.9974666906040058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:31:35,289] Trial 1284 finished with value: 0.9971955934598219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 77}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:31:35,860] Trial 1285 finished with value: 0.9933004684394283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 1, 'rf_n_estimators': 100}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:31:37,557] Trial 1286 finished with value: 0.9971710843368465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:31:39,470] Trial 1287 finished with value: 0.9973979955853952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:31:41,635] Trial 1288 finished with value: 0.9975663895275009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:31:43,424] Trial 1289 finished with value: 0.99740155768944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:31:53,078] Trial 1290 finished with value: 0.9967214965017912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 52, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:31:54,026] Trial 1291 finished with value: 0.996595974664641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 4, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:31:55,603] Trial 1292 finished with value: 0.9972519067272806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:31:57,777] Trial 1293 finished with value: 0.9973716908585667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:31:59,244] Trial 1294 finished with value: 0.9976539640625357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:32:01,646] Trial 1295 finished with value: 0.9975274811698093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:32:03,403] Trial 1296 finished with value: 0.9971968722435899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:32:08,425] Trial 1297 finished with value: 0.9971728940640684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 25, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:32:10,251] Trial 1298 finished with value: 0.9972341271197779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:32:14,368] Trial 1299 finished with value: 0.9965411956076293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:32:15,162] Trial 1300 finished with value: 0.9900528156789625 and parameters: {'classifier': 'SVC', 'svc_c': 11.55853590932817, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:32:18,649] Trial 1301 finished with value: 0.9925217850050577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 58, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:32:20,008] Trial 1302 finished with value: 0.9975262858567383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:32:28,098] Trial 1303 finished with value: 0.996670439888733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 43, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:32:30,416] Trial 1304 finished with value: 0.9974984927172631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:32:32,313] Trial 1305 finished with value: 0.9973736844117487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:32:33,857] Trial 1306 finished with value: 0.9973678214681018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:32:34,748] Trial 1307 finished with value: 0.9970941663120515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:32:35,853] Trial 1308 finished with value: 0.9954515539311387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:32:37,951] Trial 1309 finished with value: 0.9975315792318978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:32:41,208] Trial 1310 finished with value: 0.9974673502764126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:32:47,837] Trial 1311 finished with value: 0.9967820491285025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 35, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:32:49,589] Trial 1312 finished with value: 0.9972534033917833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:32:51,265] Trial 1313 finished with value: 0.9975766133548482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:32:53,220] Trial 1314 finished with value: 0.9972316164926074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:32:54,983] Trial 1315 finished with value: 0.9967771164863993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:32:57,306] Trial 1316 finished with value: 0.9973476249554691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:32:59,274] Trial 1317 finished with value: 0.9973441885970136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:33:01,447] Trial 1318 finished with value: 0.9976055232560732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:33:03,116] Trial 1319 finished with value: 0.9852924161517022 and parameters: {'classifier': 'SVC', 'svc_c': 0.0011551024831524554, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:33:04,826] Trial 1320 finished with value: 0.9973647893871114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:33:05,521] Trial 1321 finished with value: 0.9883428473334934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:33:07,045] Trial 1322 finished with value: 0.9969962448065884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:33:08,375] Trial 1323 finished with value: 0.9970704935146758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:33:08,823] Trial 1324 finished with value: 0.9968536086202139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 32}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:33:09,957] Trial 1325 finished with value: 0.9974300532840212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:33:12,005] Trial 1326 finished with value: 0.9972013881352298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:33:14,570] Trial 1327 finished with value: 0.9971231943735063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:33:16,479] Trial 1328 finished with value: 0.9973860756525349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:33:18,605] Trial 1329 finished with value: 0.9974751286345134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:33:20,212] Trial 1330 finished with value: 0.9975734819976833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:33:21,122] Trial 1331 finished with value: 0.9969182432178944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 6, 'rf_n_estimators': 61}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:33:23,792] Trial 1332 finished with value: 0.9971027631907857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:33:26,677] Trial 1333 finished with value: 0.9973758117719486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:33:39,970] Trial 1334 finished with value: 0.9963964550393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 64, 'rf_n_estimators': 108}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:33:41,829] Trial 1335 finished with value: 0.9975703382309967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:33:43,619] Trial 1336 finished with value: 0.997296496995595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:33:44,927] Trial 1337 finished with value: 0.9974031556613433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:33:45,984] Trial 1338 finished with value: 0.9872110744734971 and parameters: {'classifier': 'SVC', 'svc_c': 151901.10658790029, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:33:49,422] Trial 1339 finished with value: 0.9973795759829883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:33:52,704] Trial 1340 finished with value: 0.9974293150920315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 17, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:33:55,003] Trial 1341 finished with value: 0.9973663164565294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:33:57,065] Trial 1342 finished with value: 0.9967852222527535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:33:58,593] Trial 1343 finished with value: 0.9973787144257519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 90}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:33:59,995] Trial 1344 finished with value: 0.9972343591556193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:34:01,487] Trial 1345 finished with value: 0.9974533172336729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 7, 'rf_n_estimators': 102}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:34:02,329] Trial 1346 finished with value: 0.9971549786817975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:34:06,304] Trial 1347 finished with value: 0.9970781493961915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 22, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:34:08,851] Trial 1348 finished with value: 0.9967934858199836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 20, 'rf_n_estimators': 66}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:34:10,257] Trial 1349 finished with value: 0.9968136832530154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:34:11,934] Trial 1350 finished with value: 0.9973981820456016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 96}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:34:13,744] Trial 1351 finished with value: 0.9973084779921892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:34:15,915] Trial 1352 finished with value: 0.9970590272117269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:34:17,573] Trial 1353 finished with value: 0.9975615238523824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:34:18,973] Trial 1354 finished with value: 0.997234948877678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:34:19,980] Trial 1355 finished with value: 0.9972193797202168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 80}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:34:21,679] Trial 1356 finished with value: 0.9850752810038399 and parameters: {'classifier': 'SVC', 'svc_c': 1.0051080146985657e-09, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:34:23,659] Trial 1357 finished with value: 0.9973844019539845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:34:29,730] Trial 1358 finished with value: 0.9971522177694886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 29, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:34:31,101] Trial 1359 finished with value: 0.9975660921115699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:34:33,141] Trial 1360 finished with value: 0.9972303669077145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:34:35,565] Trial 1361 finished with value: 0.9976710146503039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:34:38,070] Trial 1362 finished with value: 0.997301146408612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:34:41,150] Trial 1363 finished with value: 0.9973777984697424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:34:43,984] Trial 1364 finished with value: 0.9973907343647587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:34:46,391] Trial 1365 finished with value: 0.9972235254526423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:34:48,873] Trial 1366 finished with value: 0.9974343560238749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:34:51,686] Trial 1367 finished with value: 0.9975410263056975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:34:54,299] Trial 1368 finished with value: 0.9973582983185377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:34:56,737] Trial 1369 finished with value: 0.9975708105545357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:34:59,007] Trial 1370 finished with value: 0.99692713129193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:35:00,637] Trial 1371 finished with value: 0.9953595399610827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:35:01,988] Trial 1372 finished with value: 0.996034493408593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:35:09,674] Trial 1373 finished with value: 0.9964807840876548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 33, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:35:12,220] Trial 1374 finished with value: 0.9973789833410421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:35:27,237] Trial 1375 finished with value: 0.9959502647472395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 63, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:35:29,627] Trial 1376 finished with value: 0.9976119057810037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:35:32,358] Trial 1377 finished with value: 0.9973950780782509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:35:34,017] Trial 1378 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 1.6981033309261624e-08, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:35:38,726] Trial 1379 finished with value: 0.9967719634245286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 20, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:35:41,326] Trial 1380 finished with value: 0.997373355035745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:35:43,443] Trial 1381 finished with value: 0.9975542489844457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:35:45,239] Trial 1382 finished with value: 0.9969953839475862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:35:48,690] Trial 1383 finished with value: 0.9975477356675989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:35:50,845] Trial 1384 finished with value: 0.9974796412571493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:35:52,873] Trial 1385 finished with value: 0.9975535756964766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:36:10,247] Trial 1386 finished with value: 0.9953076229333532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 74, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:36:14,491] Trial 1387 finished with value: 0.9969209652830043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 27, 'rf_n_estimators': 83}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:36:15,516] Trial 1388 finished with value: 0.9940658449943826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:36:18,550] Trial 1389 finished with value: 0.9973176385044225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:36:20,454] Trial 1390 finished with value: 0.9975218558478756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:36:22,685] Trial 1391 finished with value: 0.9974067063397416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:36:24,235] Trial 1392 finished with value: 0.9965486762324202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:36:38,363] Trial 1393 finished with value: 0.9967607232859083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 61, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:36:39,986] Trial 1394 finished with value: 0.9974616866785624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 98}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:36:42,143] Trial 1395 finished with value: 0.9973208344164909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:36:42,803] Trial 1396 finished with value: 0.9930575227874329 and parameters: {'classifier': 'SVC', 'svc_c': 109.87137883217152, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:36:49,313] Trial 1397 finished with value: 0.9971876394958792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 29, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:37:02,227] Trial 1398 finished with value: 0.9964118700774827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 55, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:37:04,055] Trial 1399 finished with value: 0.9966955431770742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:37:05,274] Trial 1400 finished with value: 0.9974364427912912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:37:07,611] Trial 1401 finished with value: 0.9975997635241015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:37:09,256] Trial 1402 finished with value: 0.9973351942009882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:37:11,649] Trial 1403 finished with value: 0.9974355412125537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:37:13,249] Trial 1404 finished with value: 0.9973995191636433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:37:19,628] Trial 1405 finished with value: 0.996821527245109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 32, 'rf_n_estimators': 105}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:37:21,654] Trial 1406 finished with value: 0.9975545746788522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:37:23,583] Trial 1407 finished with value: 0.997353903030946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:37:24,045] Trial 1408 finished with value: 0.985968632355337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:37:25,117] Trial 1409 finished with value: 0.9941655476312127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:37:27,748] Trial 1410 finished with value: 0.997328785587498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 108}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:37:29,460] Trial 1411 finished with value: 0.9976288848315283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:37:39,731] Trial 1412 finished with value: 0.9970503870424867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 44, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:37:47,682] Trial 1413 finished with value: 0.9967537438026767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 38, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:37:48,794] Trial 1414 finished with value: 0.9870085901784814 and parameters: {'classifier': 'SVC', 'svc_c': 1.771458449868117, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:37:52,235] Trial 1415 finished with value: 0.9972298115895475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:38:00,566] Trial 1416 finished with value: 0.997068261863712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 40, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:38:02,462] Trial 1417 finished with value: 0.9971156305319221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:38:03,327] Trial 1418 finished with value: 0.9972151928872014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:38:05,321] Trial 1419 finished with value: 0.9974848332931702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:38:07,352] Trial 1420 finished with value: 0.9973226546172222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:38:08,879] Trial 1421 finished with value: 0.9974852961588128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:38:10,678] Trial 1422 finished with value: 0.9972557696749504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:38:12,658] Trial 1423 finished with value: 0.9972243626034275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:38:14,362] Trial 1424 finished with value: 0.9974455918461397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:38:21,239] Trial 1425 finished with value: 0.9970906509262063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 32, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:38:24,065] Trial 1426 finished with value: 0.9973639227200722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:38:25,150] Trial 1427 finished with value: 0.995623902511729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:38:27,806] Trial 1428 finished with value: 0.9975896923243514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:38:29,725] Trial 1429 finished with value: 0.9972543415643281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:38:31,472] Trial 1430 finished with value: 0.9973057006079066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:38:32,128] Trial 1431 finished with value: 0.9972212362291143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 44}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:42:20,338] Trial 1432 finished with value: 0.9896194702893376 and parameters: {'classifier': 'SVC', 'svc_c': 2184829715.296317, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:42:21,921] Trial 1433 finished with value: 0.9972122920107204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:42:23,942] Trial 1434 finished with value: 0.997410714139221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:42:25,405] Trial 1435 finished with value: 0.9972274736800694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:42:27,346] Trial 1436 finished with value: 0.9974085236840614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:42:28,063] Trial 1437 finished with value: 0.9896792793603527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:42:28,993] Trial 1438 finished with value: 0.9969882287950367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:42:30,900] Trial 1439 finished with value: 0.9974210498426922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:42:33,382] Trial 1440 finished with value: 0.9975788360874599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:42:35,474] Trial 1441 finished with value: 0.9974001486533002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:42:38,143] Trial 1442 finished with value: 0.9975794403137422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 106}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:42:39,836] Trial 1443 finished with value: 0.9973762283637221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:42:41,531] Trial 1444 finished with value: 0.9974151470997091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 88}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:42:43,686] Trial 1445 finished with value: 0.9973367153988931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:42:44,482] Trial 1446 finished with value: 0.997433551277493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 52}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:42:51,749] Trial 1447 finished with value: 0.997071486085994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 33, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:42:54,268] Trial 1448 finished with value: 0.9973417684863551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:42:56,038] Trial 1449 finished with value: 0.9972227302276325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:42:57,818] Trial 1450 finished with value: 0.9973191771899144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:42:59,502] Trial 1451 finished with value: 0.9853941808321188 and parameters: {'classifier': 'SVC', 'svc_c': 0.031605082789729295, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:43:00,835] Trial 1452 finished with value: 0.9973771848173015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:43:02,931] Trial 1453 finished with value: 0.9975060812826771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:43:04,645] Trial 1454 finished with value: 0.9968266621528964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:43:06,188] Trial 1455 finished with value: 0.9973273768052612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 58}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:43:07,226] Trial 1456 finished with value: 0.9971833292658792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:43:08,941] Trial 1457 finished with value: 0.9974705215281271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:43:12,713] Trial 1458 finished with value: 0.9972377874526464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:43:14,150] Trial 1459 finished with value: 0.9973941711675449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:43:16,782] Trial 1460 finished with value: 0.9974142840190535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:43:17,552] Trial 1461 finished with value: 0.9964844017330378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:43:19,196] Trial 1462 finished with value: 0.99736566183045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 100}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:43:20,527] Trial 1463 finished with value: 0.9975430100836039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:43:22,326] Trial 1464 finished with value: 0.9973133216729378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:43:24,055] Trial 1465 finished with value: 0.9973571530244087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:43:25,082] Trial 1466 finished with value: 0.9964297214126564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:43:27,151] Trial 1467 finished with value: 0.997305165348097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:43:28,373] Trial 1468 finished with value: 0.996904381972448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:43:30,990] Trial 1469 finished with value: 0.9972109853928078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:43:31,838] Trial 1470 finished with value: 0.996332077137815 and parameters: {'classifier': 'SVC', 'svc_c': 22721.636055916155, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:43:33,880] Trial 1471 finished with value: 0.9976526439877503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:43:38,230] Trial 1472 finished with value: 0.9973435173720085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 20, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:43:40,423] Trial 1473 finished with value: 0.9974009617467515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:43:47,144] Trial 1474 finished with value: 0.9969949797970724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 38, 'rf_n_estimators': 104}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:43:49,784] Trial 1475 finished with value: 0.997404345991563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:43:51,723] Trial 1476 finished with value: 0.9974161519853354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:43:52,856] Trial 1477 finished with value: 0.9974136791897509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:43:54,317] Trial 1478 finished with value: 0.997539525134412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:43:55,988] Trial 1479 finished with value: 0.9976242174548556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:44:00,921] Trial 1480 finished with value: 0.9964781794528025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 22, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:44:04,611] Trial 1481 finished with value: 0.9972654660500134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:44:06,760] Trial 1482 finished with value: 0.9975092963961797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:44:16,754] Trial 1483 finished with value: 0.9966130791751141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 43, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:44:18,934] Trial 1484 finished with value: 0.9974167783964153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:44:29,739] Trial 1485 finished with value: 0.9969391100033947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 47, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:44:31,482] Trial 1486 finished with value: 0.9975598998553951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:44:33,371] Trial 1487 finished with value: 0.9976645626828322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:44:35,369] Trial 1488 finished with value: 0.9975054456358664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:44:37,260] Trial 1489 finished with value: 0.9975694235127656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:44:37,952] Trial 1490 finished with value: 0.9931020977898136 and parameters: {'classifier': 'SVC', 'svc_c': 2091.8931321219998, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:44:40,198] Trial 1491 finished with value: 0.9969041571411114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:44:42,301] Trial 1492 finished with value: 0.9972658458575522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:44:43,631] Trial 1493 finished with value: 0.9967635663993976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:44:45,317] Trial 1494 finished with value: 0.9973589237140045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:44:47,151] Trial 1495 finished with value: 0.9973604674458239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:44:48,126] Trial 1496 finished with value: 0.9944371426479511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:45:01,262] Trial 1497 finished with value: 0.9958573819202287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 72, 'rf_n_estimators': 107}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:45:05,702] Trial 1498 finished with value: 0.997341820377834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:45:08,250] Trial 1499 finished with value: 0.9976595070245994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 92}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:45:10,423] Trial 1500 finished with value: 0.9974807905819923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:45:12,081] Trial 1501 finished with value: 0.9973344810502072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:45:14,072] Trial 1502 finished with value: 0.997538449885845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:45:16,225] Trial 1503 finished with value: 0.99750961187098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:45:18,849] Trial 1504 finished with value: 0.9971099402424918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:45:20,596] Trial 1505 finished with value: 0.9975955474922108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:45:26,786] Trial 1506 finished with value: 0.995080469651522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 48, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:45:32,549] Trial 1507 finished with value: 0.9970947855821021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 28, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:45:33,251] Trial 1508 finished with value: 0.9929170955911563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:45:48,979] Trial 1509 finished with value: 0.992392260827348 and parameters: {'classifier': 'SVC', 'svc_c': 4409280.645396591, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:45:51,022] Trial 1510 finished with value: 0.9971723807668909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:45:52,964] Trial 1511 finished with value: 0.9976188093471606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:45:55,236] Trial 1512 finished with value: 0.9974227621028002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:45:58,254] Trial 1513 finished with value: 0.9974040723155869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:46:00,401] Trial 1514 finished with value: 0.9973340309114654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:46:01,998] Trial 1515 finished with value: 0.9974799269935302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 99}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:46:04,218] Trial 1516 finished with value: 0.9971706435925253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:46:06,929] Trial 1517 finished with value: 0.9971427215019322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:46:11,348] Trial 1518 finished with value: 0.997097074139134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 23, 'rf_n_estimators': 108}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:46:13,051] Trial 1519 finished with value: 0.997254656531322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:46:13,763] Trial 1520 finished with value: 0.9891690122008597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:46:15,883] Trial 1521 finished with value: 0.9974178206692965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:46:17,738] Trial 1522 finished with value: 0.9972157956535398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:46:20,958] Trial 1523 finished with value: 0.9975637980004044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:46:23,551] Trial 1524 finished with value: 0.9975504618903747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:46:25,409] Trial 1525 finished with value: 0.9968839703085406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:46:27,142] Trial 1526 finished with value: 0.9975161720329783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:46:27,920] Trial 1527 finished with value: 0.9906124378870805 and parameters: {'classifier': 'SVC', 'svc_c': 17.62708821911867, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:46:28,657] Trial 1528 finished with value: 0.9972575167198051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 70}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:46:30,723] Trial 1529 finished with value: 0.9975298701138428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:46:31,525] Trial 1530 finished with value: 0.9970277313498318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:46:32,426] Trial 1531 finished with value: 0.9967864271189347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:46:33,589] Trial 1532 finished with value: 0.9961538991288083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:46:36,083] Trial 1533 finished with value: 0.9975524564591698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:46:40,102] Trial 1534 finished with value: 0.9971156304049703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 18, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:46:45,467] Trial 1535 finished with value: 0.9960426800748734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 41, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:46:47,735] Trial 1536 finished with value: 0.9967510091058794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:46:50,049] Trial 1537 finished with value: 0.9976287825719905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:46:51,841] Trial 1538 finished with value: 0.9971038241890325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 96}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:46:57,909] Trial 1539 finished with value: 0.9966185629142427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 30, 'rf_n_estimators': 107}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:46:59,727] Trial 1540 finished with value: 0.9973895275308272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:47:01,574] Trial 1541 finished with value: 0.9973405398802191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:47:04,200] Trial 1542 finished with value: 0.9972187046866628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 21, 'rf_n_estimators': 75}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:47:06,600] Trial 1543 finished with value: 0.9973814759093432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:47:08,397] Trial 1544 finished with value: 0.997046002355356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:47:10,436] Trial 1545 finished with value: 0.9973098049858384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:47:12,885] Trial 1546 finished with value: 0.9976341072089888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:47:16,094] Trial 1547 finished with value: 0.9972776762895134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:47:18,119] Trial 1548 finished with value: 0.9974854354882265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:47:20,259] Trial 1549 finished with value: 0.9971438364228838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:47:21,917] Trial 1550 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 3.169061136635817e-07, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:47:23,496] Trial 1551 finished with value: 0.9971497563678127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:47:25,515] Trial 1552 finished with value: 0.9976435585991439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:47:27,455] Trial 1553 finished with value: 0.9975037581313262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:47:29,896] Trial 1554 finished with value: 0.9975405036775751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:47:31,050] Trial 1555 finished with value: 0.9970456472399093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 4, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:47:33,066] Trial 1556 finished with value: 0.9975502664483406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:47:34,923] Trial 1557 finished with value: 0.997558202734269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:47:36,954] Trial 1558 finished with value: 0.9976564794821301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:47:40,090] Trial 1559 finished with value: 0.9972884498491559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:47:42,244] Trial 1560 finished with value: 0.9975447421164283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:47:45,039] Trial 1561 finished with value: 0.9974195671111311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:47:46,020] Trial 1562 finished with value: 0.9972369899107697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:47:47,763] Trial 1563 finished with value: 0.9974085630390666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:47:49,762] Trial 1564 finished with value: 0.9974487580197889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:47:51,434] Trial 1565 finished with value: 0.9852053993786534 and parameters: {'classifier': 'SVC', 'svc_c': 0.0001419570500624875, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:47:54,638] Trial 1566 finished with value: 0.9972562091180174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 105}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:47:57,070] Trial 1567 finished with value: 0.9973919741426384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:47:58,649] Trial 1568 finished with value: 0.9976251228104043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:48:00,822] Trial 1569 finished with value: 0.9973634170717304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:48:01,664] Trial 1570 finished with value: 0.9934602446192565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:48:03,987] Trial 1571 finished with value: 0.9975880340504238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:48:06,558] Trial 1572 finished with value: 0.9974479890737667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:48:08,305] Trial 1573 finished with value: 0.99752965143966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:48:10,378] Trial 1574 finished with value: 0.9973500165654866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:48:12,131] Trial 1575 finished with value: 0.9974501053891749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:48:13,731] Trial 1576 finished with value: 0.9971444989517022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:48:16,117] Trial 1577 finished with value: 0.9975052702204517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:48:17,633] Trial 1578 finished with value: 0.9965602527611216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:48:18,398] Trial 1579 finished with value: 0.9965693547486536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 31}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:48:20,272] Trial 1580 finished with value: 0.996992175943375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:48:22,138] Trial 1581 finished with value: 0.9975484829048925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:48:23,628] Trial 1582 finished with value: 0.9972202643509117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:48:24,279] Trial 1583 finished with value: 0.9963831049328533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 20}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:48:25,745] Trial 1584 finished with value: 0.9958825970846936 and parameters: {'classifier': 'SVC', 'svc_c': 127233.07565402723, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:48:26,815] Trial 1585 finished with value: 0.9955925858615043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:48:31,542] Trial 1586 finished with value: 0.997307621957349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 25, 'rf_n_estimators': 109}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:48:33,223] Trial 1587 finished with value: 0.9976206029197877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:48:36,813] Trial 1588 finished with value: 0.9949219102078525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 34, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:48:38,855] Trial 1589 finished with value: 0.9973563870617497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:48:40,663] Trial 1590 finished with value: 0.996857709856093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:48:42,300] Trial 1591 finished with value: 0.9974680273411926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:48:44,010] Trial 1592 finished with value: 0.9974128439749776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:48:45,621] Trial 1593 finished with value: 0.9972978360813869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:48:48,080] Trial 1594 finished with value: 0.9972503612498764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:48:54,050] Trial 1595 finished with value: 0.9973437690218768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 26, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:48:55,704] Trial 1596 finished with value: 0.9972758137821515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:48:57,837] Trial 1597 finished with value: 0.9975130033520344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:48:59,583] Trial 1598 finished with value: 0.997145505424224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:49:02,599] Trial 1599 finished with value: 0.9973832546603673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:49:09,788] Trial 1600 finished with value: 0.9966482227822214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 34, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:49:11,743] Trial 1601 finished with value: 0.9974102282001199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:49:12,683] Trial 1602 finished with value: 0.9885330890798193 and parameters: {'classifier': 'SVC', 'svc_c': 4.379268731245747, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:49:13,312] Trial 1603 finished with value: 0.9966044817250973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 36}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:49:15,205] Trial 1604 finished with value: 0.9973678002989174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:49:26,922] Trial 1605 finished with value: 0.9966163939139082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 55, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:49:33,855] Trial 1606 finished with value: 0.9971416985574365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 31, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:49:37,222] Trial 1607 finished with value: 0.9970670375739313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 17, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:49:38,508] Trial 1608 finished with value: 0.9975593384118119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:49:43,537] Trial 1609 finished with value: 0.9972647228434343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:49:45,943] Trial 1610 finished with value: 0.9900078561400948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 55, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:49:58,371] Trial 1611 finished with value: 0.9960926764196566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 56, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:50:01,074] Trial 1612 finished with value: 0.9973719563144248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:50:02,985] Trial 1613 finished with value: 0.9972478840427227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:50:07,138] Trial 1614 finished with value: 0.997417431213434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:50:08,301] Trial 1615 finished with value: 0.9955854988502422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:50:10,017] Trial 1616 finished with value: 0.9975540998480185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:50:21,837] Trial 1617 finished with value: 0.9966445204283634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 58, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:50:24,289] Trial 1618 finished with value: 0.9974402781904574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:50:26,162] Trial 1619 finished with value: 0.997458233816395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:50:31,043] Trial 1620 finished with value: 0.9969751737876535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 28, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:50:31,687] Trial 1621 finished with value: 0.9950708577627688 and parameters: {'classifier': 'SVC', 'svc_c': 1109.8880086511663, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:50:32,524] Trial 1622 finished with value: 0.9971340835860835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:50:34,514] Trial 1623 finished with value: 0.9975146230961421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:50:35,545] Trial 1624 finished with value: 0.9969016501003246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 3, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:50:37,588] Trial 1625 finished with value: 0.9972646715867137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:50:39,263] Trial 1626 finished with value: 0.9975163305320883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:50:41,882] Trial 1627 finished with value: 0.9976658346112118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 103}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:50:44,220] Trial 1628 finished with value: 0.9973831522421399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 101}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:50:47,016] Trial 1629 finished with value: 0.9972593557411157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 94}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:50:49,657] Trial 1630 finished with value: 0.9971517368449767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 100}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:50:52,490] Trial 1631 finished with value: 0.9972246257424183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 103}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:50:55,774] Trial 1632 finished with value: 0.9973220383305351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 102}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:50:58,355] Trial 1633 finished with value: 0.9973673114081908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 101}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:51:01,752] Trial 1634 finished with value: 0.9971045067127328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 21, 'rf_n_estimators': 95}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:51:05,189] Trial 1635 finished with value: 0.9970865600368849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 98}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:51:07,669] Trial 1636 finished with value: 0.9973463037063811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 98}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:51:09,293] Trial 1637 finished with value: 0.9964682828115433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 103}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:51:12,420] Trial 1638 finished with value: 0.9967621143266548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 18, 'rf_n_estimators': 92}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:51:15,131] Trial 1639 finished with value: 0.9973682670048468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 98}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:51:16,689] Trial 1640 finished with value: 0.9867325520133865 and parameters: {'classifier': 'SVC', 'svc_c': 9918844369.049685, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:51:20,369] Trial 1641 finished with value: 0.9972333543969447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 20, 'rf_n_estimators': 103}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:51:23,690] Trial 1642 finished with value: 0.9972739355962631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 16, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:51:26,160] Trial 1643 finished with value: 0.9972450524818317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 105}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:51:29,141] Trial 1644 finished with value: 0.9972254525466459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 104}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:51:31,849] Trial 1645 finished with value: 0.9975198814326518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 99}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:51:34,825] Trial 1646 finished with value: 0.9974227376963495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:51:37,897] Trial 1647 finished with value: 0.9974739910844338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:51:40,817] Trial 1648 finished with value: 0.9973104662134028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 17, 'rf_n_estimators': 97}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:51:43,706] Trial 1649 finished with value: 0.9974943931317551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:51:45,654] Trial 1650 finished with value: 0.9974250211435781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 85}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:51:48,090] Trial 1651 finished with value: 0.9968736060726907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 16, 'rf_n_estimators': 95}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:51:52,932] Trial 1652 finished with value: 0.9973342950978075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:51:54,501] Trial 1653 finished with value: 0.9969848185568789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 12, 'rf_n_estimators': 64}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:51:55,171] Trial 1654 finished with value: 0.9968102928510499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 26}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:51:56,805] Trial 1655 finished with value: 0.9949204466142496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 20, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:51:58,169] Trial 1656 finished with value: 0.996263442992511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:52:00,477] Trial 1657 finished with value: 0.9975739082695184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:52:03,745] Trial 1658 finished with value: 0.9972861337436202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:52:05,375] Trial 1659 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 8.073292937785981e-07, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:52:07,972] Trial 1660 finished with value: 0.9974699236494261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:52:10,853] Trial 1661 finished with value: 0.9972938156502202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:52:12,669] Trial 1662 finished with value: 0.9967672653572994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 90}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:52:16,482] Trial 1663 finished with value: 0.9973721979668522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 20, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:52:17,913] Trial 1664 finished with value: 0.9973891560386202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:52:18,665] Trial 1665 finished with value: 0.9907008605859547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 100}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:52:19,921] Trial 1666 finished with value: 0.9973148736248753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:52:21,279] Trial 1667 finished with value: 0.9971592769148682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:52:22,479] Trial 1668 finished with value: 0.9976579723380837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 55}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:52:24,588] Trial 1669 finished with value: 0.9976454617310276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:52:27,040] Trial 1670 finished with value: 0.9970647995119103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:52:38,211] Trial 1671 finished with value: 0.996136617330384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 60, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:52:46,071] Trial 1672 finished with value: 0.9965986283345604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 35, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:52:50,094] Trial 1673 finished with value: 0.9971704588461661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 17, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:52:51,122] Trial 1674 finished with value: 0.9966309551706419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 106}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:52:52,299] Trial 1675 finished with value: 0.997330470775171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 46}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:52:54,329] Trial 1676 finished with value: 0.9974808366971719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:52:58,218] Trial 1677 finished with value: 0.9972339307573442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:52:58,903] Trial 1678 finished with value: 0.9926623355665806 and parameters: {'classifier': 'SVC', 'svc_c': 318.5110318661741, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:53:02,047] Trial 1679 finished with value: 0.997156103473238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:53:03,276] Trial 1680 finished with value: 0.9973638433435656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 73}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:53:05,831] Trial 1681 finished with value: 0.9972231539286974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:53:07,687] Trial 1682 finished with value: 0.997399629040279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:53:09,520] Trial 1683 finished with value: 0.9973089142297275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:53:11,906] Trial 1684 finished with value: 0.9967562497008987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:53:14,079] Trial 1685 finished with value: 0.9975108594563847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:53:14,746] Trial 1686 finished with value: 0.9962540846261626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 19, 'rf_n_estimators': 14}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:53:16,284] Trial 1687 finished with value: 0.9975333755657226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:53:18,476] Trial 1688 finished with value: 0.9972007389363325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:53:19,685] Trial 1689 finished with value: 0.9973155178726589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:53:21,407] Trial 1690 finished with value: 0.9972008410689189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:53:22,926] Trial 1691 finished with value: 0.9973887381773304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:53:25,091] Trial 1692 finished with value: 0.997458287326507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 101}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:53:27,207] Trial 1693 finished with value: 0.9971179282294713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:53:30,142] Trial 1694 finished with value: 0.9976007336884569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:53:32,058] Trial 1695 finished with value: 0.9976848292410265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:53:33,862] Trial 1696 finished with value: 0.9975453927435315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:53:35,499] Trial 1697 finished with value: 0.9850752810038399 and parameters: {'classifier': 'SVC', 'svc_c': 4.840680865118772e-10, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:53:37,276] Trial 1698 finished with value: 0.9974620717545939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:53:39,229] Trial 1699 finished with value: 0.9975649968046453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:53:51,039] Trial 1700 finished with value: 0.996660793310447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 54, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:53:52,683] Trial 1701 finished with value: 0.9976429381547908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:53:53,728] Trial 1702 finished with value: 0.9971842343992624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:53:54,891] Trial 1703 finished with value: 0.9969567329525862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:53:58,753] Trial 1704 finished with value: 0.9942398352499747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 43, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:54:00,665] Trial 1705 finished with value: 0.9974881145484721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:54:01,597] Trial 1706 finished with value: 0.9971655986617055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:54:03,129] Trial 1707 finished with value: 0.9975077041688377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:54:04,861] Trial 1708 finished with value: 0.9975155852308072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:54:05,816] Trial 1709 finished with value: 0.9972388209023895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:54:07,886] Trial 1710 finished with value: 0.997594092118726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:54:09,616] Trial 1711 finished with value: 0.9973445689440966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:54:15,115] Trial 1712 finished with value: 0.9966377484158327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 23, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:54:15,967] Trial 1713 finished with value: 0.993718234801103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:54:17,873] Trial 1714 finished with value: 0.9974882986918111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:54:19,529] Trial 1715 finished with value: 0.9852052358332161 and parameters: {'classifier': 'SVC', 'svc_c': 1.0157450379719716e-07, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:54:20,369] Trial 1716 finished with value: 0.9969629514877488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:54:22,008] Trial 1717 finished with value: 0.9975479957597506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:54:27,377] Trial 1718 finished with value: 0.9972123195274865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 25, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:54:29,418] Trial 1719 finished with value: 0.9974769530881243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:54:31,002] Trial 1720 finished with value: 0.9976111895833837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:54:34,201] Trial 1721 finished with value: 0.9969789747829281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 39, 'rf_n_estimators': 41}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:54:36,355] Trial 1722 finished with value: 0.9971663675442519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:54:38,270] Trial 1723 finished with value: 0.9970656927118401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 78}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:54:41,830] Trial 1724 finished with value: 0.9975338470640761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:54:48,879] Trial 1725 finished with value: 0.9963660919545054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 46, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:54:51,194] Trial 1726 finished with value: 0.9974417029368615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:54:53,120] Trial 1727 finished with value: 0.9975949100680772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:54:54,858] Trial 1728 finished with value: 0.9962089531313123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:54:56,665] Trial 1729 finished with value: 0.9976299683319515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:55:06,718] Trial 1730 finished with value: 0.9971042376070153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 48, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:55:08,842] Trial 1731 finished with value: 0.9969919224209701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:55:10,139] Trial 1732 finished with value: 0.9960491223622832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:55:11,900] Trial 1733 finished with value: 0.9974187506534613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:57:07,503] Trial 1734 finished with value: 0.9897256583453942 and parameters: {'classifier': 'SVC', 'svc_c': 425978552.97937876, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:57:09,586] Trial 1735 finished with value: 0.9974073263715021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:57:11,570] Trial 1736 finished with value: 0.9974484167738078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:57:19,940] Trial 1737 finished with value: 0.9969094692733743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 41, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:57:22,214] Trial 1738 finished with value: 0.9973513797720882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:57:23,272] Trial 1739 finished with value: 0.9945003665908585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:57:24,763] Trial 1740 finished with value: 0.9919875115462572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 26, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:57:26,271] Trial 1741 finished with value: 0.9975615361984284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 96}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:57:28,430] Trial 1742 finished with value: 0.9973157835189445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:57:30,458] Trial 1743 finished with value: 0.9973679699380327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:57:32,131] Trial 1744 finished with value: 0.9974758427056934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:57:35,360] Trial 1745 finished with value: 0.9971367039312001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:57:38,470] Trial 1746 finished with value: 0.9975537907525377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:57:40,766] Trial 1747 finished with value: 0.9973547609700605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:57:42,717] Trial 1748 finished with value: 0.9973512242880794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:57:57,149] Trial 1749 finished with value: 0.9965670294391247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 69, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:58:07,457] Trial 1750 finished with value: 0.9964058973524136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 69, 'rf_n_estimators': 87}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:58:09,526] Trial 1751 finished with value: 0.9972843012920567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:58:11,194] Trial 1752 finished with value: 0.9973184051335773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:58:12,520] Trial 1753 finished with value: 0.9867341907685009 and parameters: {'classifier': 'SVC', 'svc_c': 111224575.03814678, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:58:14,071] Trial 1754 finished with value: 0.9972152235142818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:58:28,160] Trial 1755 finished with value: 0.9962105937272253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 62, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:58:29,259] Trial 1756 finished with value: 0.9973253374542788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 93}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:58:33,894] Trial 1757 finished with value: 0.9967053536181766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 38, 'rf_n_estimators': 67}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:58:40,209] Trial 1758 finished with value: 0.997235731947069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 28, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:58:43,256] Trial 1759 finished with value: 0.9964416695605164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 23, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:58:45,332] Trial 1760 finished with value: 0.9975799759544067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:58:48,262] Trial 1761 finished with value: 0.9973603577278777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:58:51,996] Trial 1762 finished with value: 0.9972142886107416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 18, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:58:54,084] Trial 1763 finished with value: 0.9970134152049575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:59:10,018] Trial 1764 finished with value: 0.9963770479119022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 74, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:59:20,276] Trial 1765 finished with value: 0.9970552075228248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 44, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:59:23,758] Trial 1766 finished with value: 0.9969833729904073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 20, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:59:25,542] Trial 1767 finished with value: 0.9974167296152515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:59:28,015] Trial 1768 finished with value: 0.9975143297744014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:59:29,548] Trial 1769 finished with value: 0.9973070186832039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:59:36,037] Trial 1770 finished with value: 0.9968411761518859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 29, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 02:59:36,831] Trial 1771 finished with value: 0.9963541020078214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:00:04,326] Trial 1772 finished with value: 0.9895278015642393 and parameters: {'classifier': 'SVC', 'svc_c': 34784539.167209476, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:00:05,643] Trial 1773 finished with value: 0.997471405809705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:00:07,395] Trial 1774 finished with value: 0.9974752898630833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:00:12,986] Trial 1775 finished with value: 0.9970041540518197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 31, 'rf_n_estimators': 99}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:00:16,011] Trial 1776 finished with value: 0.9974963830350778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:00:19,594] Trial 1777 finished with value: 0.9972485982091164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:00:21,509] Trial 1778 finished with value: 0.9977270832819719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:00:23,546] Trial 1779 finished with value: 0.9974877300437229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:00:25,313] Trial 1780 finished with value: 0.9974515560337117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:00:27,247] Trial 1781 finished with value: 0.997690728746743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:00:29,195] Trial 1782 finished with value: 0.9973669001801236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:00:39,198] Trial 1783 finished with value: 0.997013274034745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 47, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:00:41,194] Trial 1784 finished with value: 0.9973606739009119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:00:43,365] Trial 1785 finished with value: 0.997442948903633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:00:44,961] Trial 1786 finished with value: 0.9973910766898287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:00:50,166] Trial 1787 finished with value: 0.9971971716590088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 24, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:00:51,939] Trial 1788 finished with value: 0.9973634462071295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:00:54,071] Trial 1789 finished with value: 0.997424195926246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:00:55,303] Trial 1790 finished with value: 0.9971861898352176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:00:56,998] Trial 1791 finished with value: 0.9854045019996281 and parameters: {'classifier': 'SVC', 'svc_c': 0.2523550434528689, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:00:58,918] Trial 1792 finished with value: 0.9974839338091345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:01:00,582] Trial 1793 finished with value: 0.9977535075337599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:01:02,062] Trial 1794 finished with value: 0.9972999274190619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:01:03,710] Trial 1795 finished with value: 0.9974916355519268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:01:05,383] Trial 1796 finished with value: 0.9975141109732671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:01:06,994] Trial 1797 finished with value: 0.997691692182662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:01:08,387] Trial 1798 finished with value: 0.9974550828452035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:01:10,014] Trial 1799 finished with value: 0.9974978136847329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:01:11,490] Trial 1800 finished with value: 0.9973959134199756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:01:13,075] Trial 1801 finished with value: 0.9975992493382625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:01:14,740] Trial 1802 finished with value: 0.9972182622602328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:01:27,727] Trial 1803 finished with value: 0.9964574121021661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 64, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:01:29,083] Trial 1804 finished with value: 0.9973898402444293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:01:39,673] Trial 1805 finished with value: 0.9966430821298725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 50, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:01:41,249] Trial 1806 finished with value: 0.9975192597505202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:01:42,605] Trial 1807 finished with value: 0.9976353511127963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:01:44,100] Trial 1808 finished with value: 0.9972893687885288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:01:45,955] Trial 1809 finished with value: 0.9975403354984035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:01:47,560] Trial 1810 finished with value: 0.9975620494321301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:01:48,264] Trial 1811 finished with value: 0.9955118008265873 and parameters: {'classifier': 'SVC', 'svc_c': 4750.257021899023, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:01:50,502] Trial 1812 finished with value: 0.9973871334135151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:01:52,097] Trial 1813 finished with value: 0.997386832347725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:01:53,856] Trial 1814 finished with value: 0.9975041346381225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:01:55,626] Trial 1815 finished with value: 0.9975092629444253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:01:56,899] Trial 1816 finished with value: 0.9971125697916016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:01:58,337] Trial 1817 finished with value: 0.9973150130812406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:01:59,932] Trial 1818 finished with value: 0.9973358308951498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:02:01,609] Trial 1819 finished with value: 0.9975474378390752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:02:01,886] Trial 1820 finished with value: 0.9830674647745447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 2}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:02:09,805] Trial 1821 finished with value: 0.9971513628137371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 36, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:02:11,379] Trial 1822 finished with value: 0.9973926507630878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:02:13,210] Trial 1823 finished with value: 0.997442187796874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:02:14,858] Trial 1824 finished with value: 0.9974318515855964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:02:16,637] Trial 1825 finished with value: 0.9977735681129346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:02:18,415] Trial 1826 finished with value: 0.9975437723329277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:02:20,215] Trial 1827 finished with value: 0.9974079398017776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:02:21,567] Trial 1828 finished with value: 0.9971171944807885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:02:22,737] Trial 1829 finished with value: 0.9958207344123758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:02:24,497] Trial 1830 finished with value: 0.9853340391478334 and parameters: {'classifier': 'SVC', 'svc_c': 0.0027660884523801003, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:02:25,807] Trial 1831 finished with value: 0.9972338994637676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:02:27,786] Trial 1832 finished with value: 0.9975957088477325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:02:29,650] Trial 1833 finished with value: 0.9972630622526396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:02:30,758] Trial 1834 finished with value: 0.9971506338574784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:02:32,029] Trial 1835 finished with value: 0.997001994731547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:02:32,969] Trial 1836 finished with value: 0.9969696658007637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:02:40,672] Trial 1837 finished with value: 0.9966438715151072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 35, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:02:42,595] Trial 1838 finished with value: 0.9976208635514837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:02:44,335] Trial 1839 finished with value: 0.9974640721949016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:02:50,230] Trial 1840 finished with value: 0.9971817195192122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 26, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:02:51,175] Trial 1841 finished with value: 0.9951871892223147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:02:53,116] Trial 1842 finished with value: 0.9975123924607914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:02:54,041] Trial 1843 finished with value: 0.9966086334877251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 82}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:02:55,290] Trial 1844 finished with value: 0.9959741232748497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:02:57,498] Trial 1845 finished with value: 0.9911001650068537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 44, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:02:59,238] Trial 1846 finished with value: 0.9975377077266167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:03:00,892] Trial 1847 finished with value: 0.9975370703976966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:03:02,720] Trial 1848 finished with value: 0.99679426289091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:03:04,036] Trial 1849 finished with value: 0.9973049365495221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:03:05,686] Trial 1850 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.5495896780523982e-05, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:03:07,730] Trial 1851 finished with value: 0.9975669271359155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:03:08,763] Trial 1852 finished with value: 0.9972729593382293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:03:10,391] Trial 1853 finished with value: 0.997174769710924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:03:12,029] Trial 1854 finished with value: 0.9974886394299856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:03:13,879] Trial 1855 finished with value: 0.9973883324081835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:03:15,627] Trial 1856 finished with value: 0.997655912167034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:03:17,184] Trial 1857 finished with value: 0.9970137634967541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:03:18,388] Trial 1858 finished with value: 0.9971795999348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:03:20,396] Trial 1859 finished with value: 0.9976433112338933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:03:21,966] Trial 1860 finished with value: 0.9974222522333167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:03:23,370] Trial 1861 finished with value: 0.9974207437305748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:03:34,861] Trial 1862 finished with value: 0.9965638448257513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 51, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:03:35,734] Trial 1863 finished with value: 0.9935336105691855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:03:43,299] Trial 1864 finished with value: 0.9967208943702106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 33, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:03:55,991] Trial 1865 finished with value: 0.9964903314215044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 58, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:04:01,988] Trial 1866 finished with value: 0.9968845397500764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 32, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:04:06,524] Trial 1867 finished with value: 0.9971105690973904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 40, 'rf_n_estimators': 61}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:04:07,762] Trial 1868 finished with value: 0.9862798686532641 and parameters: {'classifier': 'SVC', 'svc_c': 0.8744669560064903, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:04:08,647] Trial 1869 finished with value: 0.9968589575049736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:04:10,839] Trial 1870 finished with value: 0.9974869471964972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:04:12,686] Trial 1871 finished with value: 0.9975503289402804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:04:14,330] Trial 1872 finished with value: 0.9974317883636847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:04:19,199] Trial 1873 finished with value: 0.9967539478139457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 29, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:04:20,018] Trial 1874 finished with value: 0.9963290775247043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:04:21,840] Trial 1875 finished with value: 0.9974991592133199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:04:23,718] Trial 1876 finished with value: 0.9974508831900732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:04:24,638] Trial 1877 finished with value: 0.9954420714695722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:04:26,799] Trial 1878 finished with value: 0.9973761874535593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:04:28,585] Trial 1879 finished with value: 0.9971781252964051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:04:30,536] Trial 1880 finished with value: 0.9976678774851021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:04:32,200] Trial 1881 finished with value: 0.9974142842094809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:04:33,743] Trial 1882 finished with value: 0.9969126493799648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:04:35,188] Trial 1883 finished with value: 0.9975187133507054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:04:35,864] Trial 1884 finished with value: 0.9886076882378809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:04:37,155] Trial 1885 finished with value: 0.9970674411214248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:04:50,021] Trial 1886 finished with value: 0.9967622459120195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 59, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:04:50,705] Trial 1887 finished with value: 0.9929703276473439 and parameters: {'classifier': 'SVC', 'svc_c': 83.54655924023224, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:04:52,409] Trial 1888 finished with value: 0.9977421137836675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:04:54,242] Trial 1889 finished with value: 0.9973770623089786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:04:56,201] Trial 1890 finished with value: 0.9973477146785336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:04:57,749] Trial 1891 finished with value: 0.9972435648626328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:04:59,571] Trial 1892 finished with value: 0.9973554155644022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:05:01,038] Trial 1893 finished with value: 0.9974348550072563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:05:14,653] Trial 1894 finished with value: 0.9966200970929519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 68, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:05:16,080] Trial 1895 finished with value: 0.9973488231566897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:05:17,239] Trial 1896 finished with value: 0.9972445930121453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:05:18,601] Trial 1897 finished with value: 0.996371180588424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:05:19,946] Trial 1898 finished with value: 0.997372921749832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:05:21,877] Trial 1899 finished with value: 0.9975218521980161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:05:27,913] Trial 1900 finished with value: 0.9963544423968789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 40, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:05:29,331] Trial 1901 finished with value: 0.9968647635742904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:05:31,264] Trial 1902 finished with value: 0.9974746078154517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:05:33,038] Trial 1903 finished with value: 0.9972776566120108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:05:35,047] Trial 1904 finished with value: 0.9973816002902026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:05:37,146] Trial 1905 finished with value: 0.9974884066959101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:05:38,809] Trial 1906 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 1.6212533908574444e-06, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:05:40,546] Trial 1907 finished with value: 0.9974338087036606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:05:41,900] Trial 1908 finished with value: 0.9967352121337183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:05:47,625] Trial 1909 finished with value: 0.9970663676184425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 26, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:05:49,273] Trial 1910 finished with value: 0.9976131616182643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:05:54,252] Trial 1911 finished with value: 0.9972401390729004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 22, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:05:55,981] Trial 1912 finished with value: 0.9973143108165621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:05:57,718] Trial 1913 finished with value: 0.9973307872973222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:05:58,540] Trial 1914 finished with value: 0.9969544160853411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:06:00,585] Trial 1915 finished with value: 0.9975233703490822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:06:01,898] Trial 1916 finished with value: 0.9971309734615789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:06:04,051] Trial 1917 finished with value: 0.9975010821496579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:06:06,477] Trial 1918 finished with value: 0.9975788481478647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:06:08,417] Trial 1919 finished with value: 0.9973073362844439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:06:10,096] Trial 1920 finished with value: 0.9973828567622213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:06:11,799] Trial 1921 finished with value: 0.9971942512954529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:06:13,510] Trial 1922 finished with value: 0.9972137999739181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:06:15,061] Trial 1923 finished with value: 0.9975544111334149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:06:16,538] Trial 1924 finished with value: 0.9974309938369093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:06:17,518] Trial 1925 finished with value: 0.9970761130285725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:06:19,190] Trial 1926 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 8.115358044862295e-05, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:06:20,060] Trial 1927 finished with value: 0.9963437562751715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 3, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:06:24,752] Trial 1928 finished with value: 0.9897298078863684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 70, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:06:32,582] Trial 1929 finished with value: 0.9962675425462811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 36, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:06:34,724] Trial 1930 finished with value: 0.997628485727342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:06:36,737] Trial 1931 finished with value: 0.9973518610457172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:06:39,081] Trial 1932 finished with value: 0.9972673787032692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:06:40,840] Trial 1933 finished with value: 0.9974525472402999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:06:42,879] Trial 1934 finished with value: 0.9974096593298664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:06:47,762] Trial 1935 finished with value: 0.9966806340728747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 27, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:06:49,355] Trial 1936 finished with value: 0.9971234512283914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:06:51,072] Trial 1937 finished with value: 0.9973410583189377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:06:52,956] Trial 1938 finished with value: 0.9973128016790618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:06:55,278] Trial 1939 finished with value: 0.9973425269271301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:06:57,219] Trial 1940 finished with value: 0.997513970755192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:06:59,228] Trial 1941 finished with value: 0.9975970447279958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:07:00,919] Trial 1942 finished with value: 0.9975463525295915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:07:02,650] Trial 1943 finished with value: 0.9853879534103421 and parameters: {'classifier': 'SVC', 'svc_c': 0.0152714472330961, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:07:05,127] Trial 1944 finished with value: 0.9976158711469009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:07:06,735] Trial 1945 finished with value: 0.9974344901165342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:07:08,083] Trial 1946 finished with value: 0.9974767820525409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:07:08,832] Trial 1947 finished with value: 0.9898197767291429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:07:10,650] Trial 1948 finished with value: 0.9975226170498482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:07:12,653] Trial 1949 finished with value: 0.9974792006080418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:07:20,099] Trial 1950 finished with value: 0.9968182440855328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 37, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:07:21,953] Trial 1951 finished with value: 0.9976139656981501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:07:22,693] Trial 1952 finished with value: 0.9964670098992884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:07:23,732] Trial 1953 finished with value: 0.9972511358452462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:07:24,638] Trial 1954 finished with value: 0.9970297518167593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 50}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:07:26,128] Trial 1955 finished with value: 0.9973503348332228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:07:28,619] Trial 1956 finished with value: 0.9975389380148618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:07:30,038] Trial 1957 finished with value: 0.9973493692708638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:07:31,898] Trial 1958 finished with value: 0.9974885457396828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:07:34,313] Trial 1959 finished with value: 0.9977076126470211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:07:36,864] Trial 1960 finished with value: 0.9974739170398957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:07:39,149] Trial 1961 finished with value: 0.997462132056618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:07:39,586] Trial 1962 finished with value: 0.993860592646029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 9}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:07:41,202] Trial 1963 finished with value: 0.9853841842164511 and parameters: {'classifier': 'SVC', 'svc_c': 0.08711224015529453, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:07:43,752] Trial 1964 finished with value: 0.9973839269644612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:07:58,360] Trial 1965 finished with value: 0.996333824468311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 67, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:08:00,641] Trial 1966 finished with value: 0.9976552880410838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:08:03,007] Trial 1967 finished with value: 0.9974975733970353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:08:05,696] Trial 1968 finished with value: 0.9972668103090844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:08:07,920] Trial 1969 finished with value: 0.9973165507511198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:08:10,415] Trial 1970 finished with value: 0.9974489725680434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:08:12,531] Trial 1971 finished with value: 0.9973523863398236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:08:19,102] Trial 1972 finished with value: 0.9968052682007528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 31, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:08:33,207] Trial 1973 finished with value: 0.9966582852857849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 64, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:08:50,287] Trial 1974 finished with value: 0.996471538041761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 74, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:09:03,445] Trial 1975 finished with value: 0.9966936112589088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 63, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:09:05,573] Trial 1976 finished with value: 0.9971196887946744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:09:08,226] Trial 1977 finished with value: 0.9970863156232596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:09:10,551] Trial 1978 finished with value: 0.9974905130456152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:09:13,051] Trial 1979 finished with value: 0.9977483247652078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:09:15,930] Trial 1980 finished with value: 0.9975192126197276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:09:18,652] Trial 1981 finished with value: 0.9974020497539575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:09:20,213] Trial 1982 finished with value: 0.9961531358321335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:09:31,815] Trial 1983 finished with value: 0.9971093610574182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 56, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:09:33,480] Trial 1984 finished with value: 0.9852112979322326 and parameters: {'classifier': 'SVC', 'svc_c': 0.00039604103595690886, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:09:36,043] Trial 1985 finished with value: 0.9974664063593067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:09:37,350] Trial 1986 finished with value: 0.9955246771178133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:09:40,314] Trial 1987 finished with value: 0.9973899248576908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:09:43,126] Trial 1988 finished with value: 0.9970713830964842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:09:45,975] Trial 1989 finished with value: 0.9975321028121572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:09:48,542] Trial 1990 finished with value: 0.997171755371424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:09:53,675] Trial 1991 finished with value: 0.997195952891624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 23, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:09:55,988] Trial 1992 finished with value: 0.997119007064422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:09:58,345] Trial 1993 finished with value: 0.9973635212355427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:10:00,915] Trial 1994 finished with value: 0.9975020930020108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:10:03,981] Trial 1995 finished with value: 0.9973001018823392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:10:07,733] Trial 1996 finished with value: 0.9968654333076139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 40, 'rf_n_estimators': 53}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:10:10,097] Trial 1997 finished with value: 0.9971115673815318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:10:20,552] Trial 1998 finished with value: 0.9964604484360361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 47, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:10:21,778] Trial 1999 finished with value: 0.9974238757859734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:10:23,258] Trial 2000 finished with value: 0.9972969655423229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:14:21,683] Trial 2001 finished with value: 0.989619470162386 and parameters: {'classifier': 'SVC', 'svc_c': 2081718769.039548, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:14:24,212] Trial 2002 finished with value: 0.9975360451045958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:14:26,258] Trial 2003 finished with value: 0.9966212077927618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:14:28,617] Trial 2004 finished with value: 0.9973225386151706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:14:38,415] Trial 2005 finished with value: 0.9970415756789737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 44, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:14:40,527] Trial 2006 finished with value: 0.9974037522387901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:14:43,361] Trial 2007 finished with value: 0.9975438749415826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:14:43,928] Trial 2008 finished with value: 0.9884676318673149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 2, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:14:45,383] Trial 2009 finished with value: 0.9960723346426216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:14:46,794] Trial 2010 finished with value: 0.9975361701519514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:14:47,325] Trial 2011 finished with value: 0.9965240041987657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 57}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:14:56,839] Trial 2012 finished with value: 0.996451542747462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 43, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:14:58,985] Trial 2013 finished with value: 0.9974476574443717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:15:01,572] Trial 2014 finished with value: 0.9973407639181081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:15:02,625] Trial 2015 finished with value: 0.9971712228728125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 76}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:15:04,777] Trial 2016 finished with value: 0.9976313261431088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:15:06,227] Trial 2017 finished with value: 0.9974637953451347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:15:08,988] Trial 2018 finished with value: 0.9974077215719257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:15:11,331] Trial 2019 finished with value: 0.9974043947727268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:15:12,684] Trial 2020 finished with value: 0.9867330436335733 and parameters: {'classifier': 'SVC', 'svc_c': 261161169.34150422, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:15:15,201] Trial 2021 finished with value: 0.9975114358485223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:15:28,147] Trial 2022 finished with value: 0.9966499046056762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 54, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:15:29,768] Trial 2023 finished with value: 0.9973878528166636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:15:30,575] Trial 2024 finished with value: 0.9975935140444793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 69}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:15:32,702] Trial 2025 finished with value: 0.9973058162291034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:15:40,336] Trial 2026 finished with value: 0.9971342065387371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 34, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:15:41,885] Trial 2027 finished with value: 0.9975522249311348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:15:45,284] Trial 2028 finished with value: 0.9970971074639366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:15:47,674] Trial 2029 finished with value: 0.9974566219432882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:15:57,342] Trial 2030 finished with value: 0.9965396508284591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 61, 'rf_n_estimators': 84}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:15:58,132] Trial 2031 finished with value: 0.9974273435332194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 38}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:15:59,908] Trial 2032 finished with value: 0.9975471437238866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:16:02,011] Trial 2033 finished with value: 0.9976201677296004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:16:03,705] Trial 2034 finished with value: 0.9972660860500357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:16:06,276] Trial 2035 finished with value: 0.9975023567122839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:16:08,250] Trial 2036 finished with value: 0.9973110830713723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:16:14,775] Trial 2037 finished with value: 0.9967525006605787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 28, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:16:16,590] Trial 2038 finished with value: 0.9974499616799296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:16:18,208] Trial 2039 finished with value: 0.985293071666443 and parameters: {'classifier': 'SVC', 'svc_c': 0.0012108140722500104, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:16:23,693] Trial 2040 finished with value: 0.9972157131349805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 23, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:16:26,180] Trial 2041 finished with value: 0.9974734423677516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:16:27,864] Trial 2042 finished with value: 0.9967327440353438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:16:29,263] Trial 2043 finished with value: 0.9973184335707425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:16:36,067] Trial 2044 finished with value: 0.9968303922774236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 28, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:16:38,098] Trial 2045 finished with value: 0.9977223492239556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:16:49,566] Trial 2046 finished with value: 0.9968207701373261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 48, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:16:51,814] Trial 2047 finished with value: 0.9974554212665107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:16:53,658] Trial 2048 finished with value: 0.9974432541588271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:16:57,928] Trial 2049 finished with value: 0.9974114918766436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:17:00,834] Trial 2050 finished with value: 0.997421155910779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:17:02,839] Trial 2051 finished with value: 0.9974057931449299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:17:05,290] Trial 2052 finished with value: 0.997623000401318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:17:11,240] Trial 2053 finished with value: 0.9971361910466153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 26, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:17:12,471] Trial 2054 finished with value: 0.9972419049065963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 89}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:17:14,700] Trial 2055 finished with value: 0.9975669093309495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:17:15,660] Trial 2056 finished with value: 0.9970539823126451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:17:16,981] Trial 2057 finished with value: 0.9970603841976987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:17:18,314] Trial 2058 finished with value: 0.9866137760684692 and parameters: {'classifier': 'SVC', 'svc_c': 15543607.077826088, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:17:20,301] Trial 2059 finished with value: 0.9975743245439129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:17:21,676] Trial 2060 finished with value: 0.9972680754772899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:17:23,900] Trial 2061 finished with value: 0.9971348473270889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:17:25,775] Trial 2062 finished with value: 0.9974273634011493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:17:27,376] Trial 2063 finished with value: 0.99681775725777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:17:30,222] Trial 2064 finished with value: 0.9973787970712631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:17:31,839] Trial 2065 finished with value: 0.9914531637890152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 30, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:17:35,139] Trial 2066 finished with value: 0.9971353154294862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:17:37,615] Trial 2067 finished with value: 0.9971837232285248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:17:38,635] Trial 2068 finished with value: 0.9972774026452752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:17:43,941] Trial 2069 finished with value: 0.9972482821312959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 23, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:17:46,269] Trial 2070 finished with value: 0.9973600018507213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:17:48,241] Trial 2071 finished with value: 0.9976063673891984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:17:49,501] Trial 2072 finished with value: 0.9975792539804874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 80}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:17:54,105] Trial 2073 finished with value: 0.9974414355767292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 20, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:17:56,152] Trial 2074 finished with value: 0.996969370733438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:17:58,068] Trial 2075 finished with value: 0.9975444209605427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:17:58,918] Trial 2076 finished with value: 0.9964587050410407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 22}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:18:00,598] Trial 2077 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 4.838472464490644e-06, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:18:02,394] Trial 2078 finished with value: 0.9965739309423179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:18:03,400] Trial 2079 finished with value: 0.9953941452932794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:18:05,887] Trial 2080 finished with value: 0.9974215479691498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:18:08,135] Trial 2081 finished with value: 0.9974164099193095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:18:21,801] Trial 2082 finished with value: 0.9962898452499291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 59, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:18:24,617] Trial 2083 finished with value: 0.9941616629748142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 38, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:18:26,152] Trial 2084 finished with value: 0.9973154576658484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:18:30,356] Trial 2085 finished with value: 0.9973868285709138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:18:31,571] Trial 2086 finished with value: 0.996819591645346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:18:36,234] Trial 2087 finished with value: 0.9973721578501372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:18:39,826] Trial 2088 finished with value: 0.9970778861302492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:18:44,221] Trial 2089 finished with value: 0.9973408376135291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:18:44,960] Trial 2090 finished with value: 0.993984021177754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 4, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:18:48,033] Trial 2091 finished with value: 0.9971643623115201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:18:50,122] Trial 2092 finished with value: 0.9974208079680995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:18:51,936] Trial 2093 finished with value: 0.9974050760586487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:18:53,914] Trial 2094 finished with value: 0.9974051283627201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:18:55,250] Trial 2095 finished with value: 0.9867592639058299 and parameters: {'classifier': 'SVC', 'svc_c': 2004874.1665389757, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:18:57,944] Trial 2096 finished with value: 0.99765069712103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:19:03,720] Trial 2097 finished with value: 0.9968276778611491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 26, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:19:06,068] Trial 2098 finished with value: 0.997427012316417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:19:16,066] Trial 2099 finished with value: 0.9968885369808329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 46, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:19:17,718] Trial 2100 finished with value: 0.99745291762168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:19:18,683] Trial 2101 finished with value: 0.9972611573116953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:19:20,647] Trial 2102 finished with value: 0.9971670412765518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:19:27,314] Trial 2103 finished with value: 0.9969658450645107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 33, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:19:28,455] Trial 2104 finished with value: 0.9962037968956509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:19:30,575] Trial 2105 finished with value: 0.9971721049962129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:19:32,048] Trial 2106 finished with value: 0.9973496620213221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:19:34,429] Trial 2107 finished with value: 0.9972077155948907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:19:36,259] Trial 2108 finished with value: 0.9974965267125849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:19:36,958] Trial 2109 finished with value: 0.9891053607166009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:19:46,376] Trial 2110 finished with value: 0.9969712653913002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 42, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:19:47,899] Trial 2111 finished with value: 0.996481349657166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:19:49,881] Trial 2112 finished with value: 0.997152637471577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:19:52,219] Trial 2113 finished with value: 0.997410966265158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:19:54,111] Trial 2114 finished with value: 0.9975434126472223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:19:56,495] Trial 2115 finished with value: 0.9969986590774719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:19:58,239] Trial 2116 finished with value: 0.9976202540567088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:19:58,944] Trial 2117 finished with value: 0.992118480687418 and parameters: {'classifier': 'SVC', 'svc_c': 39.07980945272688, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:20:01,921] Trial 2118 finished with value: 0.9973952366408367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:20:03,772] Trial 2119 finished with value: 0.997429673635172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:20:06,164] Trial 2120 finished with value: 0.9974630989837069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:20:07,668] Trial 2121 finished with value: 0.9967856950840989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:20:08,417] Trial 2122 finished with value: 0.9925729429889922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:20:09,997] Trial 2123 finished with value: 0.9975399170340934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:20:11,903] Trial 2124 finished with value: 0.9974468578077929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:20:13,549] Trial 2125 finished with value: 0.9976306852278055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:20:15,212] Trial 2126 finished with value: 0.9973979405836015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:20:22,093] Trial 2127 finished with value: 0.9970305684331184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 35, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:20:24,106] Trial 2128 finished with value: 0.9973798244590659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:20:25,985] Trial 2129 finished with value: 0.9974595604926652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:20:28,649] Trial 2130 finished with value: 0.9973985174200698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:20:30,494] Trial 2131 finished with value: 0.9974933184544702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:20:32,917] Trial 2132 finished with value: 0.9975366510447251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:20:34,066] Trial 2133 finished with value: 0.9868344939817542 and parameters: {'classifier': 'SVC', 'svc_c': 491714.7462851852, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:20:43,263] Trial 2134 finished with value: 0.9969438994123218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 40, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:20:45,389] Trial 2135 finished with value: 0.9976144142182584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 72}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:20:46,550] Trial 2136 finished with value: 0.997217977126872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:20:47,709] Trial 2137 finished with value: 0.9956916432666757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:20:49,341] Trial 2138 finished with value: 0.9974309118578941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:20:51,334] Trial 2139 finished with value: 0.9976316940171944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:20:53,886] Trial 2140 finished with value: 0.9974380246403373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:20:57,653] Trial 2141 finished with value: 0.9963314558682764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 24, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:20:59,310] Trial 2142 finished with value: 0.9973431002089527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:21:02,617] Trial 2143 finished with value: 0.9974052166575786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:21:04,965] Trial 2144 finished with value: 0.9974954393083991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:21:11,128] Trial 2145 finished with value: 0.997320711241672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 29, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:21:12,566] Trial 2146 finished with value: 0.9975506427964472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:21:13,617] Trial 2147 finished with value: 0.9971874186952568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:21:15,715] Trial 2148 finished with value: 0.9974258674983566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:21:17,240] Trial 2149 finished with value: 0.9971039005187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:21:22,030] Trial 2150 finished with value: 0.996973794394719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 21, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:21:24,008] Trial 2151 finished with value: 0.9976259696729892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:21:24,670] Trial 2152 finished with value: 0.993490822537947 and parameters: {'classifier': 'SVC', 'svc_c': 178.70823526315542, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:21:27,100] Trial 2153 finished with value: 0.9975005946871369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:21:29,048] Trial 2154 finished with value: 0.9971380306709462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 17, 'rf_n_estimators': 63}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:21:38,673] Trial 2155 finished with value: 0.9962159895523501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 60, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:21:39,513] Trial 2156 finished with value: 0.9967997268890603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:21:42,421] Trial 2157 finished with value: 0.9974290604270619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:21:44,056] Trial 2158 finished with value: 0.9973590838952234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:21:45,733] Trial 2159 finished with value: 0.9972955003935624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:21:48,428] Trial 2160 finished with value: 0.9973239863398198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:21:50,554] Trial 2161 finished with value: 0.9975011943114228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:21:52,955] Trial 2162 finished with value: 0.9976126623492418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:21:54,943] Trial 2163 finished with value: 0.9976991152983645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:21:56,968] Trial 2164 finished with value: 0.99744603973149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:21:59,045] Trial 2165 finished with value: 0.9971024434948439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:22:00,157] Trial 2166 finished with value: 0.9958062942040211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:22:01,927] Trial 2167 finished with value: 0.9974845139146074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:22:03,761] Trial 2168 finished with value: 0.9967608239268131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:22:09,520] Trial 2169 finished with value: 0.997139679518715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 25, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:22:11,359] Trial 2170 finished with value: 0.9973299313576955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:22:13,421] Trial 2171 finished with value: 0.9852051540128905 and parameters: {'classifier': 'SVC', 'svc_c': 1.8366039199657216e-08, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:22:15,434] Trial 2172 finished with value: 0.9975431417324442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:22:17,051] Trial 2173 finished with value: 0.9976032234955602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:22:18,246] Trial 2174 finished with value: 0.9969448836365702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 91}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:22:20,121] Trial 2175 finished with value: 0.9972519939747883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:22:21,758] Trial 2176 finished with value: 0.9973306518081951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:22:23,940] Trial 2177 finished with value: 0.9973640521472588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:22:31,556] Trial 2178 finished with value: 0.9970524821569725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 37, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:22:32,246] Trial 2179 finished with value: 0.9966003613195221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 48}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:22:34,308] Trial 2180 finished with value: 0.997355930480213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:22:35,943] Trial 2181 finished with value: 0.9973313474396509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:22:37,884] Trial 2182 finished with value: 0.9974055602521649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:22:39,618] Trial 2183 finished with value: 0.9974086319103258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:22:41,112] Trial 2184 finished with value: 0.9972678445205373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:22:48,169] Trial 2185 finished with value: 0.9969912493869041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 31, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:22:50,192] Trial 2186 finished with value: 0.9974736294944541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:22:52,205] Trial 2187 finished with value: 0.9974512083449353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:22:54,499] Trial 2188 finished with value: 0.9972902943293863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:22:55,993] Trial 2189 finished with value: 0.9976752436629984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:22:56,816] Trial 2190 finished with value: 0.9901396756032727 and parameters: {'classifier': 'SVC', 'svc_c': 5.5836474484369, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:22:58,660] Trial 2191 finished with value: 0.9973963244576153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:22:59,588] Trial 2192 finished with value: 0.9969793937550445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:23:00,357] Trial 2193 finished with value: 0.9900177682694528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:23:08,659] Trial 2194 finished with value: 0.9967714380352084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 37, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:23:10,899] Trial 2195 finished with value: 0.9972895765131332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:23:12,628] Trial 2196 finished with value: 0.9972946436287503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:23:14,583] Trial 2197 finished with value: 0.9976751081421336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:23:15,736] Trial 2198 finished with value: 0.9966252647859978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 2, 'rf_n_estimators': 107}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:23:20,153] Trial 2199 finished with value: 0.9971625937166263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:23:22,253] Trial 2200 finished with value: 0.9973253546879625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:23:23,334] Trial 2201 finished with value: 0.9960913813860802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:23:25,020] Trial 2202 finished with value: 0.9972836772295821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:23:26,930] Trial 2203 finished with value: 0.9972729832686115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:23:28,474] Trial 2204 finished with value: 0.9972543029392947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:23:29,295] Trial 2205 finished with value: 0.9969757409123222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 44}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:23:30,557] Trial 2206 finished with value: 0.9973632480356351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:23:32,054] Trial 2207 finished with value: 0.9972640363842337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:23:34,157] Trial 2208 finished with value: 0.9974648152745292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:23:35,107] Trial 2209 finished with value: 0.9895543273455933 and parameters: {'classifier': 'SVC', 'svc_c': 18098.666303599515, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:23:36,035] Trial 2210 finished with value: 0.9937356557702515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:23:37,785] Trial 2211 finished with value: 0.9972919445101475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:23:40,044] Trial 2212 finished with value: 0.9974396637128308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:23:42,171] Trial 2213 finished with value: 0.9972245474132627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:23:43,953] Trial 2214 finished with value: 0.9973439629404913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:23:45,461] Trial 2215 finished with value: 0.9972153671283132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:23:47,188] Trial 2216 finished with value: 0.9975469380939842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:23:49,069] Trial 2217 finished with value: 0.9971107330554201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:23:49,851] Trial 2218 finished with value: 0.9963066822098422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:23:50,367] Trial 2219 finished with value: 0.9954807478866359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 16}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:23:51,825] Trial 2220 finished with value: 0.9976088949961492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:23:53,369] Trial 2221 finished with value: 0.9973070850471683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:23:55,893] Trial 2222 finished with value: 0.9967772667019154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:23:56,668] Trial 2223 finished with value: 0.997331058307314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 32}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:24:06,898] Trial 2224 finished with value: 0.99696878418517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 48, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:24:08,434] Trial 2225 finished with value: 0.9975234639124334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:24:16,056] Trial 2226 finished with value: 0.9964171265414558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 31, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:24:16,689] Trial 2227 finished with value: 0.9950561321354122 and parameters: {'classifier': 'SVC', 'svc_c': 897.8489009451189, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:24:18,630] Trial 2228 finished with value: 0.9973151042959868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:24:19,349] Trial 2229 finished with value: 0.9963308879818981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 25}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:24:21,169] Trial 2230 finished with value: 0.997451457138392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:24:22,693] Trial 2231 finished with value: 0.9974297553920218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:24:26,717] Trial 2232 finished with value: 0.996875711343307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 22, 'rf_n_estimators': 108}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:24:28,021] Trial 2233 finished with value: 0.9971795521375112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:24:30,188] Trial 2234 finished with value: 0.9974306368806638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:24:33,828] Trial 2235 finished with value: 0.9975067409233461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:24:35,717] Trial 2236 finished with value: 0.9975403137896747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:24:36,729] Trial 2237 finished with value: 0.9972220496716827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:24:40,359] Trial 2238 finished with value: 0.995770728641434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 26, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:24:42,182] Trial 2239 finished with value: 0.9973880247726464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:24:44,064] Trial 2240 finished with value: 0.9974841914257294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:24:45,261] Trial 2241 finished with value: 0.9971432698694976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:24:47,411] Trial 2242 finished with value: 0.9972690832510658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:24:49,773] Trial 2243 finished with value: 0.9976329113246353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:24:50,827] Trial 2244 finished with value: 0.997020323404849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 94}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:24:52,671] Trial 2245 finished with value: 0.9971705459032463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:24:54,350] Trial 2246 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 2.0994268716425487e-05, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:24:55,230] Trial 2247 finished with value: 0.9970713719882166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 2, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:24:56,823] Trial 2248 finished with value: 0.9971251204518969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:24:58,279] Trial 2249 finished with value: 0.997340649058621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 87}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:25:02,795] Trial 2250 finished with value: 0.9972151371871737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 24, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:25:04,530] Trial 2251 finished with value: 0.9973766953870303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:25:05,443] Trial 2252 finished with value: 0.9904225719493169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 60}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:25:07,922] Trial 2253 finished with value: 0.9973809209402931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:25:09,275] Trial 2254 finished with value: 0.9968203300912389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:25:10,968] Trial 2255 finished with value: 0.9972959285061963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:25:12,977] Trial 2256 finished with value: 0.9973171629753548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:25:14,756] Trial 2257 finished with value: 0.9975504831230348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:25:16,254] Trial 2258 finished with value: 0.9970076861000662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:25:20,810] Trial 2259 finished with value: 0.9969953877243971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 21, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:25:22,941] Trial 2260 finished with value: 0.9976891252841816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:25:30,286] Trial 2261 finished with value: 0.9971461920421142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 33, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:25:32,582] Trial 2262 finished with value: 0.9976095713626952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:25:34,781] Trial 2263 finished with value: 0.9975637476640831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:25:37,104] Trial 2264 finished with value: 0.9976488029709746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:25:39,376] Trial 2265 finished with value: 0.9974208721421483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:25:41,000] Trial 2266 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 4.6603531587794034e-07, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:25:43,365] Trial 2267 finished with value: 0.9974055798344539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:25:45,935] Trial 2268 finished with value: 0.9974583541030643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:25:46,272] Trial 2269 finished with value: 0.9923707619179444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 4}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:25:48,487] Trial 2270 finished with value: 0.9968618075055886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:25:51,168] Trial 2271 finished with value: 0.9974045071883951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:25:53,524] Trial 2272 finished with value: 0.9973695900629953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:25:55,636] Trial 2273 finished with value: 0.9973494402050869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:25:57,660] Trial 2274 finished with value: 0.997629603568181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:25:59,995] Trial 2275 finished with value: 0.9973340141538504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:26:02,131] Trial 2276 finished with value: 0.9975733019485342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:26:10,091] Trial 2277 finished with value: 0.9971495501031521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 34, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:26:12,133] Trial 2278 finished with value: 0.9976079803096559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:26:13,668] Trial 2279 finished with value: 0.9941239280310378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:26:14,523] Trial 2280 finished with value: 0.9970046099668605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:26:16,519] Trial 2281 finished with value: 0.9976302300109987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:26:18,560] Trial 2282 finished with value: 0.9975930214086796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:26:20,899] Trial 2283 finished with value: 0.9975700584613424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:26:21,972] Trial 2284 finished with value: 0.9871980225764289 and parameters: {'classifier': 'SVC', 'svc_c': 2.0167823760566903, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:26:24,892] Trial 2285 finished with value: 0.9974121226358168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:26:31,767] Trial 2286 finished with value: 0.9969568330856844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 37, 'rf_n_estimators': 104}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:26:33,981] Trial 2287 finished with value: 0.9960924482875777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 18, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:26:35,982] Trial 2288 finished with value: 0.9971713768651397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:26:38,244] Trial 2289 finished with value: 0.9975823859724104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:26:40,255] Trial 2290 finished with value: 0.9974919062445395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:26:42,513] Trial 2291 finished with value: 0.9975683463281859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:26:53,472] Trial 2292 finished with value: 0.9967556367784297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 50, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:26:57,761] Trial 2293 finished with value: 0.9972323472579269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:27:00,177] Trial 2294 finished with value: 0.9974167080969503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:27:02,384] Trial 2295 finished with value: 0.9973767402009557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:27:12,731] Trial 2296 finished with value: 0.9963050161601275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 51, 'rf_n_estimators': 107}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:27:14,764] Trial 2297 finished with value: 0.9973418326604041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:27:17,021] Trial 2298 finished with value: 0.9966547559035225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:27:19,836] Trial 2299 finished with value: 0.9975491718713877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:27:22,290] Trial 2300 finished with value: 0.997291158520869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:27:33,759] Trial 2301 finished with value: 0.9968236381650727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 56, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:27:34,832] Trial 2302 finished with value: 0.9973273506214874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:27:36,179] Trial 2303 finished with value: 0.986122562380871 and parameters: {'classifier': 'SVC', 'svc_c': 0.3659850681144924, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:27:37,840] Trial 2304 finished with value: 0.9973064917387261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 96}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:27:39,978] Trial 2305 finished with value: 0.9974489908173402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:27:41,700] Trial 2306 finished with value: 0.9973779649350671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:27:44,104] Trial 2307 finished with value: 0.9970630971857671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:27:45,964] Trial 2308 finished with value: 0.9966461427432417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:27:49,085] Trial 2309 finished with value: 0.9973607428356469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:27:50,084] Trial 2310 finished with value: 0.9952503577190978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:27:52,398] Trial 2311 finished with value: 0.9974271900804368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:27:54,773] Trial 2312 finished with value: 0.9974460633127552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:27:56,392] Trial 2313 finished with value: 0.9973557540174474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:27:59,467] Trial 2314 finished with value: 0.9974395998561608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:28:15,379] Trial 2315 finished with value: 0.9959272430530356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 72, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:28:17,330] Trial 2316 finished with value: 0.9973728353275101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:28:17,741] Trial 2317 finished with value: 0.9961106884121178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 13}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:28:20,218] Trial 2318 finished with value: 0.9975106749639288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:28:21,210] Trial 2319 finished with value: 0.9938663500293958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:28:30,737] Trial 2320 finished with value: 0.9971657716650392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 42, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:28:32,591] Trial 2321 finished with value: 0.997536260097181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:28:33,107] Trial 2322 finished with value: 0.995600824228836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 19}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:28:34,497] Trial 2323 finished with value: 0.9867340268739468 and parameters: {'classifier': 'SVC', 'svc_c': 117994087.689528, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:28:35,370] Trial 2324 finished with value: 0.9972058424553297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 35}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:28:38,067] Trial 2325 finished with value: 0.9974578880318932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:28:39,779] Trial 2326 finished with value: 0.997590547184889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:28:45,639] Trial 2327 finished with value: 0.9967441625727419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 27, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:28:48,126] Trial 2328 finished with value: 0.9976464648710691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:28:50,310] Trial 2329 finished with value: 0.9902599866155608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 42, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:28:52,056] Trial 2330 finished with value: 0.9975921831788055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:28:53,854] Trial 2331 finished with value: 0.9976398800169787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:28:56,083] Trial 2332 finished with value: 0.9973907452825989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:28:57,974] Trial 2333 finished with value: 0.9973218759276626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:29:00,438] Trial 2334 finished with value: 0.9974651926382491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:29:02,268] Trial 2335 finished with value: 0.9974139045606317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:29:04,613] Trial 2336 finished with value: 0.9973677294916459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:29:06,646] Trial 2337 finished with value: 0.9974035032231682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 81}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:29:10,044] Trial 2338 finished with value: 0.9972713168380419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:29:12,241] Trial 2339 finished with value: 0.9974265450074675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:29:14,035] Trial 2340 finished with value: 0.9976182620269464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:29:15,911] Trial 2341 finished with value: 0.9970787059838749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:30:08,933] Trial 2342 finished with value: 0.9902520982538728 and parameters: {'classifier': 'SVC', 'svc_c': 877719540.9926794, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:30:10,899] Trial 2343 finished with value: 0.9973725477820684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:30:14,802] Trial 2344 finished with value: 0.9973358213103017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:30:17,452] Trial 2345 finished with value: 0.9974442937974621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:30:19,295] Trial 2346 finished with value: 0.9973955285661096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:30:36,443] Trial 2347 finished with value: 0.995286639415829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 73, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:30:42,811] Trial 2348 finished with value: 0.9964303412539892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 38, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:30:45,063] Trial 2349 finished with value: 0.9977946517635568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:30:46,985] Trial 2350 finished with value: 0.9974641480802383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:30:47,989] Trial 2351 finished with value: 0.9971563162759076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:30:49,325] Trial 2352 finished with value: 0.9974130592849421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:30:51,801] Trial 2353 finished with value: 0.9973501102875272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:30:54,721] Trial 2354 finished with value: 0.9974146874078574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:30:56,740] Trial 2355 finished with value: 0.9972391617675157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:30:58,654] Trial 2356 finished with value: 0.9973320014309724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:30:59,749] Trial 2357 finished with value: 0.9972925376599001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:31:02,033] Trial 2358 finished with value: 0.9973833872296067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:31:03,729] Trial 2359 finished with value: 0.9853471498235061 and parameters: {'classifier': 'SVC', 'svc_c': 0.003495141052190507, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:31:06,233] Trial 2360 finished with value: 0.9973795756656093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:31:07,689] Trial 2361 finished with value: 0.9974580408181796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 74}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:31:19,283] Trial 2362 finished with value: 0.9959720078163651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 47, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:31:21,119] Trial 2363 finished with value: 0.99724327490511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:31:33,250] Trial 2364 finished with value: 0.9966874540731215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 52, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:31:39,136] Trial 2365 finished with value: 0.9973128856893029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 25, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:31:43,160] Trial 2366 finished with value: 0.9971005065938267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 17, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:31:45,167] Trial 2367 finished with value: 0.9974893928561711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:31:46,065] Trial 2368 finished with value: 0.9971290025692628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:31:47,132] Trial 2369 finished with value: 0.9959029686636237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:31:49,790] Trial 2370 finished with value: 0.9972979882011774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:31:53,172] Trial 2371 finished with value: 0.9973697964863456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:31:54,995] Trial 2372 finished with value: 0.9975206710083139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:31:57,216] Trial 2373 finished with value: 0.9976591702854014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:31:59,270] Trial 2374 finished with value: 0.9971039480620855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:32:00,910] Trial 2375 finished with value: 0.9962086203910904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 66}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:32:09,023] Trial 2376 finished with value: 0.996771244370497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 35, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:32:11,496] Trial 2377 finished with value: 0.996982144447747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:32:13,268] Trial 2378 finished with value: 0.9974179559045204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:32:14,879] Trial 2379 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.633485049698184e-06, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:32:16,548] Trial 2380 finished with value: 0.9973267876227467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:32:26,307] Trial 2381 finished with value: 0.9969846007713579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 42, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:32:28,393] Trial 2382 finished with value: 0.9972365325040471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:32:31,327] Trial 2383 finished with value: 0.9976159714704264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:32:33,203] Trial 2384 finished with value: 0.9974141845841894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:32:35,758] Trial 2385 finished with value: 0.9969815035007056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:32:37,801] Trial 2386 finished with value: 0.9974834782432107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:32:38,667] Trial 2387 finished with value: 0.9904312878134666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:32:40,565] Trial 2388 finished with value: 0.9973750920514207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:32:44,862] Trial 2389 finished with value: 0.9928216736680721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 66, 'rf_n_estimators': 84}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:32:45,825] Trial 2390 finished with value: 0.9970350233879764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:32:47,461] Trial 2391 finished with value: 0.9971092631142359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:32:52,497] Trial 2392 finished with value: 0.9966518172906699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 30, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:32:54,513] Trial 2393 finished with value: 0.9973669164616702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:32:55,789] Trial 2394 finished with value: 0.9967522430757217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 99}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:33:08,387] Trial 2395 finished with value: 0.9963528564536426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 51, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:33:09,851] Trial 2396 finished with value: 0.9964000233639748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:33:11,588] Trial 2397 finished with value: 0.9853909031314626 and parameters: {'classifier': 'SVC', 'svc_c': 0.009646284368734924, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:33:13,389] Trial 2398 finished with value: 0.9978076562441913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:33:15,085] Trial 2399 finished with value: 0.9974682234814609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:33:16,725] Trial 2400 finished with value: 0.9975582914099824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:33:29,995] Trial 2401 finished with value: 0.9968341667398072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 54, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:33:38,204] Trial 2402 finished with value: 0.9952338738434051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 58, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:33:40,012] Trial 2403 finished with value: 0.9974351040228783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:33:53,495] Trial 2404 finished with value: 0.9966775619069074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 58, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:34:06,033] Trial 2405 finished with value: 0.9968028264765797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 54, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:34:07,915] Trial 2406 finished with value: 0.9973381338294538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:34:09,520] Trial 2407 finished with value: 0.9976677507238997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:34:11,345] Trial 2408 finished with value: 0.9972779610420193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:34:13,163] Trial 2409 finished with value: 0.997485355762603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:34:14,670] Trial 2410 finished with value: 0.9973743073951344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:34:16,268] Trial 2411 finished with value: 0.9975312675339084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:34:17,501] Trial 2412 finished with value: 0.9970931968459298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 78}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:34:24,550] Trial 2413 finished with value: 0.9972773703360853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 30, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:34:26,354] Trial 2414 finished with value: 0.9972417545323906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:34:27,895] Trial 2415 finished with value: 0.997362353534451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:34:29,287] Trial 2416 finished with value: 0.9962208594486103 and parameters: {'classifier': 'SVC', 'svc_c': 106982.72868372237, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:34:30,547] Trial 2417 finished with value: 0.9974508614178688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:34:42,211] Trial 2418 finished with value: 0.996915822821595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 50, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:34:43,845] Trial 2419 finished with value: 0.9971798086432794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:34:45,716] Trial 2420 finished with value: 0.997296573103097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:34:47,733] Trial 2421 finished with value: 0.9972027549599533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:34:49,750] Trial 2422 finished with value: 0.9973282882862257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:34:50,584] Trial 2423 finished with value: 0.9969033021536221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:34:52,176] Trial 2424 finished with value: 0.9974730088279355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:34:54,045] Trial 2425 finished with value: 0.9973325937872773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:34:56,039] Trial 2426 finished with value: 0.9976572994627076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:34:56,915] Trial 2427 finished with value: 0.9936910349065943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:34:58,541] Trial 2428 finished with value: 0.9973179116408541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:35:00,530] Trial 2429 finished with value: 0.9976016754473852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:35:04,215] Trial 2430 finished with value: 0.9967103638594637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 24, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:35:05,659] Trial 2431 finished with value: 0.9973780308229628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:35:07,553] Trial 2432 finished with value: 0.9974894453824078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:35:09,184] Trial 2433 finished with value: 0.9973499284610554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:35:11,143] Trial 2434 finished with value: 0.9974552843809158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:35:13,040] Trial 2435 finished with value: 0.997469802601047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:35:14,760] Trial 2436 finished with value: 0.9853981134127575 and parameters: {'classifier': 'SVC', 'svc_c': 0.1012656440227475, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:35:16,748] Trial 2437 finished with value: 0.9971827853733589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:35:33,108] Trial 2438 finished with value: 0.9964933416350763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 72, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:35:34,193] Trial 2439 finished with value: 0.997242707939131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 92}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:35:36,200] Trial 2440 finished with value: 0.9971243324313924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:35:38,396] Trial 2441 finished with value: 0.9976605017540955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:35:39,833] Trial 2442 finished with value: 0.9975820836371039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:35:40,478] Trial 2443 finished with value: 0.9966605695264613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 29}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:35:42,719] Trial 2444 finished with value: 0.9970249758647052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:35:53,144] Trial 2445 finished with value: 0.997128839245991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 46, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:35:56,997] Trial 2446 finished with value: 0.9973772080177118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:35:58,128] Trial 2447 finished with value: 0.9955740321347005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:36:00,393] Trial 2448 finished with value: 0.9972575528058059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:36:02,001] Trial 2449 finished with value: 0.9976423048248474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:36:04,061] Trial 2450 finished with value: 0.9975698693351518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:36:05,813] Trial 2451 finished with value: 0.9975757389754972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:36:09,284] Trial 2452 finished with value: 0.9974159240436841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:36:11,330] Trial 2453 finished with value: 0.9974315282080574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:36:39,748] Trial 2454 finished with value: 0.9903867307112657 and parameters: {'classifier': 'SVC', 'svc_c': 14642335.617603488, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:36:41,379] Trial 2455 finished with value: 0.9973910470148852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:36:43,563] Trial 2456 finished with value: 0.9975505706879216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:36:44,100] Trial 2457 finished with value: 0.9881029676268351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:36:48,338] Trial 2458 finished with value: 0.9974116606270979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:36:50,123] Trial 2459 finished with value: 0.9975627128178721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:36:51,405] Trial 2460 finished with value: 0.9962559668745031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:37:05,181] Trial 2461 finished with value: 0.9964316932571097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 66, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:37:18,945] Trial 2462 finished with value: 0.9968004303597793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 60, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:37:20,215] Trial 2463 finished with value: 0.9972531959210821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 4, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:37:21,693] Trial 2464 finished with value: 0.9972898037882886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:37:23,034] Trial 2465 finished with value: 0.9973651951562585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 97}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:37:37,043] Trial 2466 finished with value: 0.996647392867679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 62, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:37:43,931] Trial 2467 finished with value: 0.9971110577976895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 31, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:37:45,230] Trial 2468 finished with value: 0.9968254692836441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:37:48,768] Trial 2469 finished with value: 0.9972072596798499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:37:50,931] Trial 2470 finished with value: 0.9973547051748192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:37:55,453] Trial 2471 finished with value: 0.9972088466704371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 19, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:37:57,163] Trial 2472 finished with value: 0.9852053177487553 and parameters: {'classifier': 'SVC', 'svc_c': 9.726585765253935e-08, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:38:08,967] Trial 2473 finished with value: 0.9968154682246695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 52, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:38:09,788] Trial 2474 finished with value: 0.9954937957847276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 2, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:38:11,700] Trial 2475 finished with value: 0.9973347650410033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:38:17,095] Trial 2476 finished with value: 0.9972644402491061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 26, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:38:34,418] Trial 2477 finished with value: 0.9963995231428152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 73, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:38:36,414] Trial 2478 finished with value: 0.9976457233148609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:38:38,222] Trial 2479 finished with value: 0.9974864987398645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:38:46,275] Trial 2480 finished with value: 0.9968821868285683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 40, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:38:51,782] Trial 2481 finished with value: 0.996975775950972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 23, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:38:53,418] Trial 2482 finished with value: 0.9971849729721072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:38:54,549] Trial 2483 finished with value: 0.9972475901179614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 71}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:38:56,696] Trial 2484 finished with value: 0.9975129445416918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:38:58,634] Trial 2485 finished with value: 0.997205094615016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:39:00,258] Trial 2486 finished with value: 0.9976261616238536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:39:01,320] Trial 2487 finished with value: 0.9972591112005387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 88}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:39:02,079] Trial 2488 finished with value: 0.9892595614347478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:39:03,704] Trial 2489 finished with value: 0.9972002489030413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:39:04,098] Trial 2490 finished with value: 0.9940193142069297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 7}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:39:04,798] Trial 2491 finished with value: 0.9953671264952707 and parameters: {'classifier': 'SVC', 'svc_c': 3782.9072981179543, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:39:07,345] Trial 2492 finished with value: 0.9976247013944689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:39:09,813] Trial 2493 finished with value: 0.9957452157436589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 16, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:39:14,971] Trial 2494 finished with value: 0.9966910428687465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 23, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:39:19,788] Trial 2495 finished with value: 0.9975189325326942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 22, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:39:31,085] Trial 2496 finished with value: 0.997049493112585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 53, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:39:36,548] Trial 2497 finished with value: 0.9969985552945143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 27, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:39:37,640] Trial 2498 finished with value: 0.9970208393680108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:39:39,746] Trial 2499 finished with value: 0.9973045859091204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:39:40,991] Trial 2500 finished with value: 0.9972252368240889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 4, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:39:49,679] Trial 2501 finished with value: 0.9967947958021144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 38, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:39:52,389] Trial 2502 finished with value: 0.9950108194805861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 29, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:39:53,735] Trial 2503 finished with value: 0.9965790956837385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:40:07,976] Trial 2504 finished with value: 0.9969431869597748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 62, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:40:10,696] Trial 2505 finished with value: 0.9968302174650292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 14, 'rf_n_estimators': 101}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:40:15,543] Trial 2506 finished with value: 0.9974180589892438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 21, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:40:17,711] Trial 2507 finished with value: 0.9972853693678568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:40:19,620] Trial 2508 finished with value: 0.9973334283990303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:40:21,414] Trial 2509 finished with value: 0.9975101292623476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:40:24,117] Trial 2510 finished with value: 0.9972115934593772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:40:25,833] Trial 2511 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 6.6328449780206995e-06, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:40:28,188] Trial 2512 finished with value: 0.9975779960802628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:40:30,076] Trial 2513 finished with value: 0.997354503226514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:40:44,191] Trial 2514 finished with value: 0.9959664351793577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 72, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:40:51,833] Trial 2515 finished with value: 0.9970186445964955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 34, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:40:53,832] Trial 2516 finished with value: 0.9971458330863806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:40:56,666] Trial 2517 finished with value: 0.997508145897034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:40:58,283] Trial 2518 finished with value: 0.9973844922800691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:41:00,461] Trial 2519 finished with value: 0.997374090434799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:41:02,320] Trial 2520 finished with value: 0.9971370372109666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:41:03,184] Trial 2521 finished with value: 0.9971429722314012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 54}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:41:05,093] Trial 2522 finished with value: 0.9975259894881582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:41:06,565] Trial 2523 finished with value: 0.997322127545793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:41:08,691] Trial 2524 finished with value: 0.9972440905375942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:41:09,321] Trial 2525 finished with value: 0.9898139123255522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:41:10,127] Trial 2526 finished with value: 0.9966544597253701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 42}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:41:20,924] Trial 2527 finished with value: 0.9966179367570662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 47, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:41:22,971] Trial 2528 finished with value: 0.9973713525324731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:41:24,593] Trial 2529 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 6.5050965052586795e-09, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:41:26,640] Trial 2530 finished with value: 0.9975976347039578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:41:28,840] Trial 2531 finished with value: 0.9975483575718957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:41:31,648] Trial 2532 finished with value: 0.9971927353977784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:41:37,831] Trial 2533 finished with value: 0.9967929442760685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 28, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:41:40,327] Trial 2534 finished with value: 0.9971516781933237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:41:41,787] Trial 2535 finished with value: 0.9968292253380415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:41:43,485] Trial 2536 finished with value: 0.9971529401242626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:41:47,882] Trial 2537 finished with value: 0.9971859602749328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 20, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:41:56,809] Trial 2538 finished with value: 0.9971696984376409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 38, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:41:58,903] Trial 2539 finished with value: 0.9973026431683283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:42:08,146] Trial 2540 finished with value: 0.9969037446752659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 44, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:42:13,564] Trial 2541 finished with value: 0.9972064342086145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 24, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:42:15,308] Trial 2542 finished with value: 0.9973889257166256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:42:16,772] Trial 2543 finished with value: 0.9955089752006853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:42:23,370] Trial 2544 finished with value: 0.9969871208881625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 32, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:42:24,278] Trial 2545 finished with value: 0.9969189738245244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:42:25,158] Trial 2546 finished with value: 0.9970497326703104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:42:26,902] Trial 2547 finished with value: 0.9852063832220469 and parameters: {'classifier': 'SVC', 'svc_c': 5.917713958387568e-10, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:42:28,276] Trial 2548 finished with value: 0.9975217074096824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:42:30,440] Trial 2549 finished with value: 0.9975872825602509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:42:33,832] Trial 2550 finished with value: 0.9963103302284027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 21, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:42:36,594] Trial 2551 finished with value: 0.9970796510752836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 103}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:42:38,068] Trial 2552 finished with value: 0.9972803547467386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 68}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:42:44,463] Trial 2553 finished with value: 0.9966572724339439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 34, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:42:46,497] Trial 2554 finished with value: 0.9974309448653179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 94}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:42:48,467] Trial 2555 finished with value: 0.997230804383031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:42:50,237] Trial 2556 finished with value: 0.9975602215508251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:42:52,361] Trial 2557 finished with value: 0.9974295795957523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:42:53,545] Trial 2558 finished with value: 0.9966752121909278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:42:54,310] Trial 2559 finished with value: 0.9890015697612199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:42:56,314] Trial 2560 finished with value: 0.9972967578177186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:42:58,296] Trial 2561 finished with value: 0.9974515046500393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:43:00,972] Trial 2562 finished with value: 0.9971774935216189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:43:08,768] Trial 2563 finished with value: 0.9961919918857536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 48, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:43:10,809] Trial 2564 finished with value: 0.9975284004900371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:43:12,216] Trial 2565 finished with value: 0.9969694376052088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:43:12,965] Trial 2566 finished with value: 0.9959198037510003 and parameters: {'classifier': 'SVC', 'svc_c': 8732.8508906651, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:43:16,378] Trial 2567 finished with value: 0.9974603793941537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:43:18,351] Trial 2568 finished with value: 0.9974952217133056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:43:20,321] Trial 2569 finished with value: 0.9969577106705639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 98}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:43:22,114] Trial 2570 finished with value: 0.9974736653900275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:43:23,601] Trial 2571 finished with value: 0.9973781641539122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:43:25,173] Trial 2572 finished with value: 0.9969404675923869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:43:27,333] Trial 2573 finished with value: 0.9974791838821645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:43:29,713] Trial 2574 finished with value: 0.9974320538195428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:43:32,783] Trial 2575 finished with value: 0.997534288570107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:43:34,710] Trial 2576 finished with value: 0.9974322107634953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:43:36,814] Trial 2577 finished with value: 0.9976085527345552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:43:38,259] Trial 2578 finished with value: 0.9945218836860829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:43:39,563] Trial 2579 finished with value: 0.9963154856071404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:43:42,203] Trial 2580 finished with value: 0.9974185417228164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:43:43,962] Trial 2581 finished with value: 0.9972790200090399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:43:45,497] Trial 2582 finished with value: 0.9976028648889436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:43:47,264] Trial 2583 finished with value: 0.9976478247769283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:44:03,708] Trial 2584 finished with value: 0.9966179357414532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 73, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:44:05,956] Trial 2585 finished with value: 0.997511408839563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:44:06,961] Trial 2586 finished with value: 0.988549119071697 and parameters: {'classifier': 'SVC', 'svc_c': 29924.293396191722, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:44:09,751] Trial 2587 finished with value: 0.9976365483936179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:44:11,748] Trial 2588 finished with value: 0.997422062472368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:44:14,129] Trial 2589 finished with value: 0.9975241877271511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:44:15,863] Trial 2590 finished with value: 0.9964832807818839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:44:18,278] Trial 2591 finished with value: 0.997581630832378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:44:20,011] Trial 2592 finished with value: 0.9975159077196848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:44:21,224] Trial 2593 finished with value: 0.99732307114552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:44:25,050] Trial 2594 finished with value: 0.9974302286994359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:44:27,160] Trial 2595 finished with value: 0.9975081540536762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:44:28,640] Trial 2596 finished with value: 0.9972863843461376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:44:41,141] Trial 2597 finished with value: 0.9959587343569649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 74, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:44:50,381] Trial 2598 finished with value: 0.9967451137895668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 42, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:44:53,229] Trial 2599 finished with value: 0.9896170192024817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 58, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:45:02,962] Trial 2600 finished with value: 0.9969667818088497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 46, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:45:04,913] Trial 2601 finished with value: 0.9974073007272728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:45:05,980] Trial 2602 finished with value: 0.9972127498617738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:45:06,820] Trial 2603 finished with value: 0.9969075339909904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:45:08,466] Trial 2604 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 5.463058822443493e-05, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:45:10,765] Trial 2605 finished with value: 0.99742819258572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:45:13,039] Trial 2606 finished with value: 0.9972738551406676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:45:14,780] Trial 2607 finished with value: 0.9970982184176497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:45:28,286] Trial 2608 finished with value: 0.9969255562982715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 60, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:45:30,164] Trial 2609 finished with value: 0.9970961889054187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:45:31,547] Trial 2610 finished with value: 0.9974333158456955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:45:32,617] Trial 2611 finished with value: 0.996178826240025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:45:40,790] Trial 2612 finished with value: 0.9962632088619675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 51, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:45:41,701] Trial 2613 finished with value: 0.9970792799956695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:45:43,678] Trial 2614 finished with value: 0.9974749929232211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 102}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:45:46,695] Trial 2615 finished with value: 0.9975197261390706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:45:48,854] Trial 2616 finished with value: 0.9970905213085922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 91}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:45:51,249] Trial 2617 finished with value: 0.9975064071357732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:45:53,732] Trial 2618 finished with value: 0.9973930067989336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:45:55,723] Trial 2619 finished with value: 0.9973553678940652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:45:57,822] Trial 2620 finished with value: 0.9976115809752585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:45:58,939] Trial 2621 finished with value: 0.9975704415696235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 76}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:46:00,549] Trial 2622 finished with value: 0.9866067297452042 and parameters: {'classifier': 'SVC', 'svc_c': 4245371561.2583604, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:46:02,334] Trial 2623 finished with value: 0.9975488532227966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:46:03,570] Trial 2624 finished with value: 0.9974962301853153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:46:05,410] Trial 2625 finished with value: 0.9975204233891598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:46:07,510] Trial 2626 finished with value: 0.9975871157140711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:46:09,941] Trial 2627 finished with value: 0.997354334126943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:46:11,766] Trial 2628 finished with value: 0.9974078623930213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:46:13,641] Trial 2629 finished with value: 0.9975111006010057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:46:29,481] Trial 2630 finished with value: 0.9965813532645726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 69, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:46:32,032] Trial 2631 finished with value: 0.9971017541474936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:46:33,168] Trial 2632 finished with value: 0.9954210752568851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:46:34,872] Trial 2633 finished with value: 0.9976297756511152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:46:38,351] Trial 2634 finished with value: 0.9974874475128707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:46:39,919] Trial 2635 finished with value: 0.9974122634251743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:46:41,331] Trial 2636 finished with value: 0.9973276151252084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:46:46,537] Trial 2637 finished with value: 0.9974554159345423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 24, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:46:50,718] Trial 2638 finished with value: 0.9966239478850033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 18, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:46:52,671] Trial 2639 finished with value: 0.9975998249052145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:46:53,901] Trial 2640 finished with value: 0.9973903068234073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 104}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:46:54,535] Trial 2641 finished with value: 0.9943603986738406 and parameters: {'classifier': 'SVC', 'svc_c': 399.6648289326263, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:47:02,716] Trial 2642 finished with value: 0.9965659508580772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 38, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:47:14,856] Trial 2643 finished with value: 0.99715332586679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 54, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:47:17,281] Trial 2644 finished with value: 0.9977065647247922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:47:20,124] Trial 2645 finished with value: 0.9972765596864529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:47:23,134] Trial 2646 finished with value: 0.9974493001349866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:47:25,782] Trial 2647 finished with value: 0.9975572483436533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:47:28,522] Trial 2648 finished with value: 0.9971858696632069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:47:31,382] Trial 2649 finished with value: 0.9974606191423067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:47:33,912] Trial 2650 finished with value: 0.9975023971463779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:47:38,611] Trial 2651 finished with value: 0.9972030162898831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 20, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:47:42,049] Trial 2652 finished with value: 0.9973555735239676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:47:44,582] Trial 2653 finished with value: 0.9974437229594583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:47:47,227] Trial 2654 finished with value: 0.9973062985183453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:47:49,659] Trial 2655 finished with value: 0.9972118880506343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:47:52,836] Trial 2656 finished with value: 0.9971025888227222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:47:55,537] Trial 2657 finished with value: 0.9973014062785984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:47:57,973] Trial 2658 finished with value: 0.9971889800733528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:48:02,203] Trial 2659 finished with value: 0.9971055208023522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 26, 'rf_n_estimators': 86}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:48:03,898] Trial 2660 finished with value: 0.9852217873741272 and parameters: {'classifier': 'SVC', 'svc_c': 0.0005727351722484423, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:48:06,417] Trial 2661 finished with value: 0.9973505756922024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:48:09,022] Trial 2662 finished with value: 0.9973649886694324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:48:12,706] Trial 2663 finished with value: 0.9971650575621211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:48:15,195] Trial 2664 finished with value: 0.9971401687585586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:48:17,039] Trial 2665 finished with value: 0.9974478741190659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 100}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:48:19,247] Trial 2666 finished with value: 0.9974275828687796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:48:21,715] Trial 2667 finished with value: 0.9973751531786306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:48:34,571] Trial 2668 finished with value: 0.9968610303077106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 62, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:48:36,491] Trial 2669 finished with value: 0.9968647492604944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 14, 'rf_n_estimators': 64}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:48:39,266] Trial 2670 finished with value: 0.9971790781318631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:48:41,575] Trial 2671 finished with value: 0.9968914575665542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:48:44,576] Trial 2672 finished with value: 0.9971659016317703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:48:47,088] Trial 2673 finished with value: 0.9974742076004386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:48:49,291] Trial 2674 finished with value: 0.9975098518730364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:48:51,332] Trial 2675 finished with value: 0.9973883347567888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:48:53,293] Trial 2676 finished with value: 0.9967449066045068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 96}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:48:56,510] Trial 2677 finished with value: 0.9974865393643862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:48:58,906] Trial 2678 finished with value: 0.9972704595971611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:48:59,689] Trial 2679 finished with value: 0.9909097266759287 and parameters: {'classifier': 'SVC', 'svc_c': 9.887191534277125, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:49:01,566] Trial 2680 finished with value: 0.9973342060729768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:49:04,059] Trial 2681 finished with value: 0.9973889125136562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:49:05,266] Trial 2682 finished with value: 0.9971018828764464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 59}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:49:06,220] Trial 2683 finished with value: 0.9939511424194617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:49:07,097] Trial 2684 finished with value: 0.9969977633067715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 1, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:49:08,668] Trial 2685 finished with value: 0.9975613657976031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:49:09,309] Trial 2686 finished with value: 0.9880378106231977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:49:13,458] Trial 2687 finished with value: 0.9967498163953166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 24, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:49:14,887] Trial 2688 finished with value: 0.9961829592455494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:49:20,363] Trial 2689 finished with value: 0.9924735682999598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 64, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:49:21,338] Trial 2690 finished with value: 0.9969332167817843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 38}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:49:23,078] Trial 2691 finished with value: 0.9973820866736345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:49:25,388] Trial 2692 finished with value: 0.9975928886490126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:49:27,452] Trial 2693 finished with value: 0.9976612055104557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:49:31,100] Trial 2694 finished with value: 0.9970130563126999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 16, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:49:32,052] Trial 2695 finished with value: 0.9968813171146899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:49:34,551] Trial 2696 finished with value: 0.9974393405891949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:49:36,214] Trial 2697 finished with value: 0.9973559625354995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:49:37,967] Trial 2698 finished with value: 0.9853892645032998 and parameters: {'classifier': 'SVC', 'svc_c': 0.023642892993680265, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:49:39,905] Trial 2699 finished with value: 0.996605694398804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:49:41,569] Trial 2700 finished with value: 0.9973875561307047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:49:42,545] Trial 2701 finished with value: 0.9971222056424747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 50}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:49:43,535] Trial 2702 finished with value: 0.9964899949362093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:49:49,831] Trial 2703 finished with value: 0.9971959922466294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 31, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:49:51,493] Trial 2704 finished with value: 0.997285577473316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:49:53,477] Trial 2705 finished with value: 0.9974807161248616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:49:55,868] Trial 2706 finished with value: 0.9974500031613749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:49:57,806] Trial 2707 finished with value: 0.9975938777291611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:50:01,354] Trial 2708 finished with value: 0.9975639430109035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:50:03,495] Trial 2709 finished with value: 0.9974020730178438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:50:06,189] Trial 2710 finished with value: 0.9973542546552228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:50:08,204] Trial 2711 finished with value: 0.9975707295276579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:50:10,181] Trial 2712 finished with value: 0.9971569447816893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 82}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:50:12,315] Trial 2713 finished with value: 0.9975368653708144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:50:13,427] Trial 2714 finished with value: 0.9970090374684285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:50:15,666] Trial 2715 finished with value: 0.9975094296001773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:50:16,390] Trial 2716 finished with value: 0.9918102301331362 and parameters: {'classifier': 'SVC', 'svc_c': 25.49586985792125, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:50:17,283] Trial 2717 finished with value: 0.9963563421328064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 47}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:50:19,512] Trial 2718 finished with value: 0.9976626785302174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:50:21,549] Trial 2719 finished with value: 0.9976701160866676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:50:23,159] Trial 2720 finished with value: 0.997537164246689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:50:24,079] Trial 2721 finished with value: 0.9914358026140845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:50:25,753] Trial 2722 finished with value: 0.9973254940173764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:50:35,897] Trial 2723 finished with value: 0.9948207887913446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 74, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:50:38,240] Trial 2724 finished with value: 0.9970701149766533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:50:39,372] Trial 2725 finished with value: 0.9971834604703886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 5, 'rf_n_estimators': 108}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:50:40,230] Trial 2726 finished with value: 0.9971372389688442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:50:41,230] Trial 2727 finished with value: 0.9896038692352794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:50:43,287] Trial 2728 finished with value: 0.9976097762308882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:50:45,551] Trial 2729 finished with value: 0.997356642869284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:50:47,345] Trial 2730 finished with value: 0.9974547654978666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:50:48,612] Trial 2731 finished with value: 0.9975016348653164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:50:50,254] Trial 2732 finished with value: 0.9974478288608098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:50:53,801] Trial 2733 finished with value: 0.9972369769299654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:50:59,203] Trial 2734 finished with value: 0.9970597406798869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 30, 'rf_n_estimators': 103}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:51:00,901] Trial 2735 finished with value: 0.9852052357062643 and parameters: {'classifier': 'SVC', 'svc_c': 4.4246112760993273e-08, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:51:02,855] Trial 2736 finished with value: 0.9973366697597822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:51:05,546] Trial 2737 finished with value: 0.9970556532499973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:51:07,576] Trial 2738 finished with value: 0.9974185028438799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:51:09,401] Trial 2739 finished with value: 0.9968169840906063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 89}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:51:11,206] Trial 2740 finished with value: 0.9975269122043423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:51:14,997] Trial 2741 finished with value: 0.9971465986999227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 18, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:51:18,981] Trial 2742 finished with value: 0.9971658190814731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:51:23,270] Trial 2743 finished with value: 0.9974265022565061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:51:27,934] Trial 2744 finished with value: 0.9971999776074082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:51:29,450] Trial 2745 finished with value: 0.9974065908772344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:51:31,836] Trial 2746 finished with value: 0.9974245596426657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:51:33,265] Trial 2747 finished with value: 0.997241726952149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:51:34,885] Trial 2748 finished with value: 0.9963718695866571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:51:36,137] Trial 2749 finished with value: 0.995664315785779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:51:38,264] Trial 2750 finished with value: 0.9970923023764836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:51:39,245] Trial 2751 finished with value: 0.996960783979096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:51:41,063] Trial 2752 finished with value: 0.9974624299803554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:51:45,563] Trial 2753 finished with value: 0.9971062196075989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 24, 'rf_n_estimators': 100}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:51:47,199] Trial 2754 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.2524754869905135e-07, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:51:48,117] Trial 2755 finished with value: 0.9960548315992445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:51:50,930] Trial 2756 finished with value: 0.9974075101022483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 105}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:51:54,775] Trial 2757 finished with value: 0.9973758797862842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:51:57,317] Trial 2758 finished with value: 0.997426469693413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:51:59,338] Trial 2759 finished with value: 0.997620693372824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:52:00,946] Trial 2760 finished with value: 0.9974237186515934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:52:02,639] Trial 2761 finished with value: 0.9974503446929971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:52:04,313] Trial 2762 finished with value: 0.9971097625736857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:52:06,546] Trial 2763 finished with value: 0.9977797949634288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:52:09,245] Trial 2764 finished with value: 0.9969484387582755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:52:11,322] Trial 2765 finished with value: 0.9976187447922569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:52:13,685] Trial 2766 finished with value: 0.9974279463630339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:52:15,897] Trial 2767 finished with value: 0.9974776648424374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:52:25,183] Trial 2768 finished with value: 0.9968804698077741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 42, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:52:27,643] Trial 2769 finished with value: 0.9976992182878742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:52:30,304] Trial 2770 finished with value: 0.9972915727005613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:52:33,033] Trial 2771 finished with value: 0.9975940254056446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:52:35,924] Trial 2772 finished with value: 0.9971754594073913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:52:38,331] Trial 2773 finished with value: 0.9976769048250755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:52:39,660] Trial 2774 finished with value: 0.9867035584192992 and parameters: {'classifier': 'SVC', 'svc_c': 3644707.789531065, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:52:42,246] Trial 2775 finished with value: 0.9976733691904455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:52:44,633] Trial 2776 finished with value: 0.9973113957214989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:52:46,991] Trial 2777 finished with value: 0.9973412013616866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:52:49,604] Trial 2778 finished with value: 0.9974439357938659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:52:52,464] Trial 2779 finished with value: 0.9972702590453238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:52:54,882] Trial 2780 finished with value: 0.997585118479292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:52:57,191] Trial 2781 finished with value: 0.9974341252892877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:52:59,538] Trial 2782 finished with value: 0.9975301937135471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:53:02,590] Trial 2783 finished with value: 0.9975649877593415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:53:04,840] Trial 2784 finished with value: 0.9973973719355134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:53:07,137] Trial 2785 finished with value: 0.9974296732543174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:53:09,408] Trial 2786 finished with value: 0.9974242290923594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:53:12,267] Trial 2787 finished with value: 0.9975484105742011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:53:15,174] Trial 2788 finished with value: 0.9975785281662816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:53:17,467] Trial 2789 finished with value: 0.997562886392488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:53:24,086] Trial 2790 finished with value: 0.9970769574473386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 31, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:53:26,781] Trial 2791 finished with value: 0.9974867012277143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:53:28,415] Trial 2792 finished with value: 0.9850764277579126 and parameters: {'classifier': 'SVC', 'svc_c': 2.2350408266397924e-10, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:53:30,615] Trial 2793 finished with value: 0.997800550697991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:53:33,239] Trial 2794 finished with value: 0.9974430168227552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:53:35,561] Trial 2795 finished with value: 0.9974192877540694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:53:37,930] Trial 2796 finished with value: 0.997683066708073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:53:40,810] Trial 2797 finished with value: 0.9971100681462589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:53:43,306] Trial 2798 finished with value: 0.9972640890691601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:53:45,442] Trial 2799 finished with value: 0.9974334921497716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:53:47,863] Trial 2800 finished with value: 0.9975348682947246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:53:50,180] Trial 2801 finished with value: 0.9973520800055408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:53:53,087] Trial 2802 finished with value: 0.9972622250383784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 102}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:53:55,229] Trial 2803 finished with value: 0.997528131669961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:53:57,689] Trial 2804 finished with value: 0.9975874218261888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:53:59,981] Trial 2805 finished with value: 0.9972657133200507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:54:02,961] Trial 2806 finished with value: 0.9971848824555951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:54:05,038] Trial 2807 finished with value: 0.9976061852453473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:54:07,248] Trial 2808 finished with value: 0.9972679081233039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:54:09,428] Trial 2809 finished with value: 0.997041530611145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:54:11,768] Trial 2810 finished with value: 0.9973480621768824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:54:14,556] Trial 2811 finished with value: 0.9973829168420801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 103}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:54:15,263] Trial 2812 finished with value: 0.9931235654373783 and parameters: {'classifier': 'SVC', 'svc_c': 1539.9743670866808, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:54:17,542] Trial 2813 finished with value: 0.9972660513287651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:54:19,587] Trial 2814 finished with value: 0.9973580291176066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:54:22,477] Trial 2815 finished with value: 0.9974201714008891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:54:25,157] Trial 2816 finished with value: 0.9975008762023764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:54:27,274] Trial 2817 finished with value: 0.9969631079238946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:54:29,669] Trial 2818 finished with value: 0.997492994410435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:54:32,599] Trial 2819 finished with value: 0.9975039764563917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:54:34,657] Trial 2820 finished with value: 0.9969927991489261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:54:37,013] Trial 2821 finished with value: 0.9973305023861267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:54:38,743] Trial 2822 finished with value: 0.9964365310663452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:54:44,437] Trial 2823 finished with value: 0.9966764780256293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 28, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:54:46,550] Trial 2824 finished with value: 0.9975933219984011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:54:49,568] Trial 2825 finished with value: 0.9974371210621117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 109}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:54:51,806] Trial 2826 finished with value: 0.9974870898266536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:54:54,432] Trial 2827 finished with value: 0.9974155053889465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 106}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:55:06,250] Trial 2828 finished with value: 0.9963720640130783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 55, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:55:08,619] Trial 2829 finished with value: 0.9975925954542233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:55:11,195] Trial 2830 finished with value: 0.9975897559588557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:55:12,852] Trial 2831 finished with value: 0.9853750054231832 and parameters: {'classifier': 'SVC', 'svc_c': 0.0057488282222847575, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:55:14,701] Trial 2832 finished with value: 0.9970936837689063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 99}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:55:17,127] Trial 2833 finished with value: 0.997360982266421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:55:19,485] Trial 2834 finished with value: 0.9975570377943752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:55:36,829] Trial 2835 finished with value: 0.9959257435955972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 74, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:55:38,157] Trial 2836 finished with value: 0.9941581341955721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:55:41,558] Trial 2837 finished with value: 0.9974621289145652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:55:43,901] Trial 2838 finished with value: 0.9972078977387416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:55:46,293] Trial 2839 finished with value: 0.9971697289060321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 103}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:55:51,290] Trial 2840 finished with value: 0.997280169365621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 23, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:56:05,163] Trial 2841 finished with value: 0.9964301578406219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 65, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:56:09,404] Trial 2842 finished with value: 0.997198855704117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:56:15,347] Trial 2843 finished with value: 0.9970727010765676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 28, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:56:17,497] Trial 2844 finished with value: 0.9971406312433464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:56:19,306] Trial 2845 finished with value: 0.9975811636186421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:56:22,293] Trial 2846 finished with value: 0.9975081666853632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:56:34,423] Trial 2847 finished with value: 0.9962704369164906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 55, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:56:36,939] Trial 2848 finished with value: 0.997234691991055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:56:39,129] Trial 2849 finished with value: 0.9975469099424602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:56:39,997] Trial 2850 finished with value: 0.9898471600052808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:56:41,666] Trial 2851 finished with value: 0.9852052354840991 and parameters: {'classifier': 'SVC', 'svc_c': 0.00022800153011459984, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:56:44,120] Trial 2852 finished with value: 0.997203853948475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:56:51,618] Trial 2853 finished with value: 0.9970662664062555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 32, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:56:53,415] Trial 2854 finished with value: 0.9970993155653732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:56:55,551] Trial 2855 finished with value: 0.9973619623964795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:57:02,027] Trial 2856 finished with value: 0.9970711829255019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 31, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:57:03,038] Trial 2857 finished with value: 0.9972700299928458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:57:03,954] Trial 2858 finished with value: 0.9971395631675462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:57:05,557] Trial 2859 finished with value: 0.9972148551958657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 93}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:57:08,094] Trial 2860 finished with value: 0.9973405030642466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:57:12,003] Trial 2861 finished with value: 0.9975559364255101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:57:14,069] Trial 2862 finished with value: 0.996572253657384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:57:21,080] Trial 2863 finished with value: 0.9969737125743935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 36, 'rf_n_estimators': 109}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:57:22,393] Trial 2864 finished with value: 0.9971486546180928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 57}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:57:23,372] Trial 2865 finished with value: 0.9969458162549812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:57:36,878] Trial 2866 finished with value: 0.9967145670692394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 65, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:57:38,793] Trial 2867 finished with value: 0.9968887303599031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:57:40,435] Trial 2868 finished with value: 0.985073478163744 and parameters: {'classifier': 'SVC', 'svc_c': 1.0657791815845444e-10, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:57:42,670] Trial 2869 finished with value: 0.9974058163453403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:57:44,498] Trial 2870 finished with value: 0.9971714589393684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:57:47,400] Trial 2871 finished with value: 0.9975800836728647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:57:49,763] Trial 2872 finished with value: 0.9974307478998642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:57:51,769] Trial 2873 finished with value: 0.9971718577261758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:57:54,541] Trial 2874 finished with value: 0.9974715116556263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:57:56,649] Trial 2875 finished with value: 0.9973492546652798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 97}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:57:58,578] Trial 2876 finished with value: 0.9974360598099618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:58:00,491] Trial 2877 finished with value: 0.9975980741470246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:58:03,317] Trial 2878 finished with value: 0.9972120534051322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:58:08,719] Trial 2879 finished with value: 0.997139419521777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 24, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:58:10,160] Trial 2880 finished with value: 0.9964125477770208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:58:21,642] Trial 2881 finished with value: 0.9964741325839587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 54, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:58:25,559] Trial 2882 finished with value: 0.9943997659934123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 50, 'rf_n_estimators': 107}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:58:28,259] Trial 2883 finished with value: 0.9974833316140782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:58:28,718] Trial 2884 finished with value: 0.9965234949640404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 22}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:58:30,968] Trial 2885 finished with value: 0.9974384257757499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:58:44,955] Trial 2886 finished with value: 0.9966882150846668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 61, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:58:46,072] Trial 2887 finished with value: 0.9868335101700983 and parameters: {'classifier': 'SVC', 'svc_c': 498390.78867381485, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:58:51,484] Trial 2888 finished with value: 0.9972290967249196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 26, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:58:53,297] Trial 2889 finished with value: 0.9970272154818837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:58:55,694] Trial 2890 finished with value: 0.9968937931591649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:59:00,491] Trial 2891 finished with value: 0.9973566851759147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 21, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:59:07,562] Trial 2892 finished with value: 0.9968853950232069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 32, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:59:10,077] Trial 2893 finished with value: 0.9949936770115757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 35, 'rf_n_estimators': 74}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:59:11,479] Trial 2894 finished with value: 0.9973979179544735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 79}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:59:13,567] Trial 2895 finished with value: 0.9973687024171993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:59:15,701] Trial 2896 finished with value: 0.9975194953092696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:59:19,596] Trial 2897 finished with value: 0.9970852815387584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 17, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:59:21,126] Trial 2898 finished with value: 0.997312420189414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:59:22,189] Trial 2899 finished with value: 0.9942369725224588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:59:24,523] Trial 2900 finished with value: 0.9967908083783715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:59:25,422] Trial 2901 finished with value: 0.9961891282695762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 27}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:59:27,900] Trial 2902 finished with value: 0.9964083969982681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 19, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:59:29,415] Trial 2903 finished with value: 0.9970093584021488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:59:30,695] Trial 2904 finished with value: 0.9954408396579074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:59:40,354] Trial 2905 finished with value: 0.9971022476719548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 44, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:59:43,494] Trial 2906 finished with value: 0.9975453801753202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:59:45,502] Trial 2907 finished with value: 0.9850752810038399 and parameters: {'classifier': 'SVC', 'svc_c': 1.4702652973413171e-09, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:59:51,104] Trial 2908 finished with value: 0.9966325530473314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 25, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:59:51,743] Trial 2909 finished with value: 0.9970116234413912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 70}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:59:52,672] Trial 2910 finished with value: 0.9970197025796409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:59:54,677] Trial 2911 finished with value: 0.9974527621694093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:59:56,734] Trial 2912 finished with value: 0.9977578264599464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 03:59:59,120] Trial 2913 finished with value: 0.9975055298047969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:00:06,453] Trial 2914 finished with value: 0.9971844427903628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 35, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:00:08,638] Trial 2915 finished with value: 0.9975629399978138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:00:10,882] Trial 2916 finished with value: 0.9975342447083189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:00:13,505] Trial 2917 finished with value: 0.997401337555314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:00:15,968] Trial 2918 finished with value: 0.9975137484311501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:00:18,093] Trial 2919 finished with value: 0.9975005197539374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:00:20,431] Trial 2920 finished with value: 0.9973638018938584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:00:22,633] Trial 2921 finished with value: 0.9969121196742892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:00:25,130] Trial 2922 finished with value: 0.9975121109772901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:00:36,353] Trial 2923 finished with value: 0.9971169653330966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 53, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:00:39,076] Trial 2924 finished with value: 0.9974775542040919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:00:39,889] Trial 2925 finished with value: 0.9898570119278283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:00:41,092] Trial 2926 finished with value: 0.9870730761475411 and parameters: {'classifier': 'SVC', 'svc_c': 210595.90984940607, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:00:47,119] Trial 2927 finished with value: 0.9969625024598338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 29, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:00:49,930] Trial 2928 finished with value: 0.9972219823555809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:00:51,697] Trial 2929 finished with value: 0.997030753782498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:00:54,081] Trial 2930 finished with value: 0.9975410005027787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:01:05,083] Trial 2931 finished with value: 0.9964192349858628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 51, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:01:07,212] Trial 2932 finished with value: 0.9974285611580395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:01:09,365] Trial 2933 finished with value: 0.9974695001705268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:01:12,334] Trial 2934 finished with value: 0.9972882490751532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:01:15,497] Trial 2935 finished with value: 0.9970573442457075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:01:17,767] Trial 2936 finished with value: 0.9976009345259355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:01:20,321] Trial 2937 finished with value: 0.9974376963434225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:01:21,324] Trial 2938 finished with value: 0.9972270148134031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:01:21,792] Trial 2939 finished with value: 0.9940050165017796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 13}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:01:23,889] Trial 2940 finished with value: 0.9970695404253144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:01:25,811] Trial 2941 finished with value: 0.9970959160228903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:01:28,620] Trial 2942 finished with value: 0.9974746352687419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:01:30,516] Trial 2943 finished with value: 0.9974249231369199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:01:35,300] Trial 2944 finished with value: 0.992955586404937 and parameters: {'classifier': 'SVC', 'svc_c': 1380248.1085149897, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:01:39,871] Trial 2945 finished with value: 0.9975764923064689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:01:42,591] Trial 2946 finished with value: 0.9973294353576776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:01:56,286] Trial 2947 finished with value: 0.9969227714555807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 63, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:01:58,535] Trial 2948 finished with value: 0.9974649818668055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:02:01,075] Trial 2949 finished with value: 0.997507993999409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:02:03,282] Trial 2950 finished with value: 0.9975529250058978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:02:04,962] Trial 2951 finished with value: 0.997403356149705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:02:07,324] Trial 2952 finished with value: 0.9975381375530974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:02:09,161] Trial 2953 finished with value: 0.9975923581181513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:02:11,769] Trial 2954 finished with value: 0.9971663930932676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:02:13,397] Trial 2955 finished with value: 0.9955364294745223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:02:15,683] Trial 2956 finished with value: 0.997677902442721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:02:17,868] Trial 2957 finished with value: 0.9973546240527278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:02:20,469] Trial 2958 finished with value: 0.9970249124523661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:02:22,271] Trial 2959 finished with value: 0.9973632611433909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:02:40,421] Trial 2960 finished with value: 0.9957775357878283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 74, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:02:41,269] Trial 2961 finished with value: 0.996797735113201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:02:43,161] Trial 2962 finished with value: 0.9976147358819505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:02:45,055] Trial 2963 finished with value: 0.9973917007523033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:02:46,140] Trial 2964 finished with value: 0.9878475166362762 and parameters: {'classifier': 'SVC', 'svc_c': 53479.918932938264, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:02:50,320] Trial 2965 finished with value: 0.9974933834219669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:02:51,879] Trial 2966 finished with value: 0.9973833808502874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:03:02,094] Trial 2967 finished with value: 0.9968274984150204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 47, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:03:03,574] Trial 2968 finished with value: 0.996654705027657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:03:06,603] Trial 2969 finished with value: 0.997238389933344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:03:08,684] Trial 2970 finished with value: 0.997015670944993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:03:09,911] Trial 2971 finished with value: 0.9973217273307798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:03:11,701] Trial 2972 finished with value: 0.9969096993732034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:03:13,563] Trial 2973 finished with value: 0.9974688143460843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:03:15,757] Trial 2974 finished with value: 0.9974294944746843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:03:19,838] Trial 2975 finished with value: 0.997095259619488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 16, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:03:22,349] Trial 2976 finished with value: 0.9974656662313044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:03:24,256] Trial 2977 finished with value: 0.9972696538034285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:03:27,067] Trial 2978 finished with value: 0.9974423146850281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:03:28,916] Trial 2979 finished with value: 0.9974177649057933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:03:30,957] Trial 2980 finished with value: 0.9975864758143808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:03:34,089] Trial 2981 finished with value: 0.997218404160417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:03:40,492] Trial 2982 finished with value: 0.9938934452840235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 66, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:03:42,339] Trial 2983 finished with value: 0.9974976930806844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:04:57,319] Trial 2984 finished with value: 0.9900054194939868 and parameters: {'classifier': 'SVC', 'svc_c': 302111657.5680041, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:04:59,889] Trial 2985 finished with value: 0.9973650448137908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:05:02,312] Trial 2986 finished with value: 0.9973827466634203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:05:04,277] Trial 2987 finished with value: 0.9973829189050442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:05:06,446] Trial 2988 finished with value: 0.997419345199682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:05:08,170] Trial 2989 finished with value: 0.997270136886118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:05:09,128] Trial 2990 finished with value: 0.9969227660918744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:05:10,354] Trial 2991 finished with value: 0.9970843564739692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:05:12,614] Trial 2992 finished with value: 0.9970046163461799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:05:13,415] Trial 2993 finished with value: 0.990126018876902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:05:15,336] Trial 2994 finished with value: 0.9972940026817091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:05:17,771] Trial 2995 finished with value: 0.9974526854588869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:05:19,490] Trial 2996 finished with value: 0.9963263265146227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:05:20,952] Trial 2997 finished with value: 0.9971653875411451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 62}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:05:21,805] Trial 2998 finished with value: 0.9934468598232771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:05:23,865] Trial 2999 finished with value: 0.9975446708330882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:05:25,177] Trial 3000 finished with value: 0.986279868653264 and parameters: {'classifier': 'SVC', 'svc_c': 0.8747119531994445, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:05:26,032] Trial 3001 finished with value: 0.9967523098205412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:05:28,127] Trial 3002 finished with value: 0.9974701526384285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:05:37,416] Trial 3003 finished with value: 0.9967908985775046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 41, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:05:39,412] Trial 3004 finished with value: 0.9972022674974322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:05:41,209] Trial 3005 finished with value: 0.9968931151422474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:05:48,422] Trial 3006 finished with value: 0.9970933836552532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 34, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:05:54,602] Trial 3007 finished with value: 0.9965347090775764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 27, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:05:58,493] Trial 3008 finished with value: 0.9972676779917368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:05:59,224] Trial 3009 finished with value: 0.9964527672911457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 33}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:05:59,868] Trial 3010 finished with value: 0.9904502553391081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 3, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:06:03,001] Trial 3011 finished with value: 0.9968456143173907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 15, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:06:08,177] Trial 3012 finished with value: 0.9970408839830182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 21, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:06:10,844] Trial 3013 finished with value: 0.997536293390246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:06:13,069] Trial 3014 finished with value: 0.9975234596912917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:06:15,023] Trial 3015 finished with value: 0.9973356537024124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:06:17,425] Trial 3016 finished with value: 0.9973575222949621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:06:19,150] Trial 3017 finished with value: 0.9969517628597524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:06:21,995] Trial 3018 finished with value: 0.9974166362740654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:06:59,415] Trial 3019 finished with value: 0.9897633446349584 and parameters: {'classifier': 'SVC', 'svc_c': 42565079.21273344, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:07:01,444] Trial 3020 finished with value: 0.9975716658594042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:07:03,657] Trial 3021 finished with value: 0.9973761657765684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:07:06,534] Trial 3022 finished with value: 0.9973665074235187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:07:07,519] Trial 3023 finished with value: 0.996834145538885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:07:09,362] Trial 3024 finished with value: 0.9974886724691473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:07:11,570] Trial 3025 finished with value: 0.9973727200236923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:07:16,951] Trial 3026 finished with value: 0.9973500682982758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 24, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:07:19,930] Trial 3027 finished with value: 0.997434412549088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:07:20,739] Trial 3028 finished with value: 0.996871294220035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 30}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:07:23,314] Trial 3029 finished with value: 0.990524145059724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 51, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:07:25,192] Trial 3030 finished with value: 0.9973713216197512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:07:25,902] Trial 3031 finished with value: 0.9971494161057066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 40}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:07:29,940] Trial 3032 finished with value: 0.9945933713549099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 47, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:07:32,393] Trial 3033 finished with value: 0.997273506182375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:07:34,655] Trial 3034 finished with value: 0.997261605704852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:07:36,683] Trial 3035 finished with value: 0.9975376871921905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:07:38,509] Trial 3036 finished with value: 0.9975248716155813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:07:40,340] Trial 3037 finished with value: 0.9965316034915924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:07:41,103] Trial 3038 finished with value: 0.9919067286060419 and parameters: {'classifier': 'SVC', 'svc_c': 108.3412090718527, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:07:43,118] Trial 3039 finished with value: 0.9976637176610458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:07:49,409] Trial 3040 finished with value: 0.9972595671473173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 29, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:07:51,269] Trial 3041 finished with value: 0.9973797767887288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:07:53,700] Trial 3042 finished with value: 0.9968091050598629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:07:55,673] Trial 3043 finished with value: 0.9973776081692493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:07:57,576] Trial 3044 finished with value: 0.99743283892016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:08:06,819] Trial 3045 finished with value: 0.9966724431219768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 39, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:08:10,706] Trial 3046 finished with value: 0.9968726473339821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:08:23,036] Trial 3047 finished with value: 0.9968282913549006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 55, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:08:25,582] Trial 3048 finished with value: 0.9974442032809501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:08:26,511] Trial 3049 finished with value: 0.9969186921188578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:08:28,343] Trial 3050 finished with value: 0.9975166415318434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:08:31,967] Trial 3051 finished with value: 0.9973648913292702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:08:35,103] Trial 3052 finished with value: 0.9972193847665441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:08:37,410] Trial 3053 finished with value: 0.9973119263475739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:08:46,839] Trial 3054 finished with value: 0.9966573784702928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 40, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:08:48,869] Trial 3055 finished with value: 0.99747023648998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:08:50,513] Trial 3056 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 6.924793224664325e-09, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:08:52,327] Trial 3057 finished with value: 0.9974501237336854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:08:54,662] Trial 3058 finished with value: 0.9973484671843197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:09:04,860] Trial 3059 finished with value: 0.996931960404979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 46, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:09:06,354] Trial 3060 finished with value: 0.9956607161675274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:09:16,318] Trial 3061 finished with value: 0.9963037048767425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 43, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:09:17,128] Trial 3062 finished with value: 0.9924502490946114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:09:18,469] Trial 3063 finished with value: 0.9972513053891477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:09:20,269] Trial 3064 finished with value: 0.9970388749734753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:09:21,077] Trial 3065 finished with value: 0.9973770036890635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 53}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:09:23,165] Trial 3066 finished with value: 0.9968647517995267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:09:25,557] Trial 3067 finished with value: 0.9972705366568005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:09:26,716] Trial 3068 finished with value: 0.9971187161547622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:09:28,760] Trial 3069 finished with value: 0.9975211009934842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:09:43,388] Trial 3070 finished with value: 0.9964645617323201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 66, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:09:45,891] Trial 3071 finished with value: 0.9970927214120758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:09:47,735] Trial 3072 finished with value: 0.9973628291269945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:09:49,951] Trial 3073 finished with value: 0.9977021051679378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:09:52,605] Trial 3074 finished with value: 0.9974675386408934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:09:54,914] Trial 3075 finished with value: 0.9972237809745352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:09:56,321] Trial 3076 finished with value: 0.9866227888090052 and parameters: {'classifier': 'SVC', 'svc_c': 6551295.857642297, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:09:59,130] Trial 3077 finished with value: 0.9972863340732921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:10:01,500] Trial 3078 finished with value: 0.9968607923051424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:10:10,572] Trial 3079 finished with value: 0.9970272590262926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 41, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:10:12,876] Trial 3080 finished with value: 0.9976842029886362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:10:15,060] Trial 3081 finished with value: 0.9977023816051118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:10:19,690] Trial 3082 finished with value: 0.997066885708044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 20, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:10:21,977] Trial 3083 finished with value: 0.9973031347250392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:10:24,080] Trial 3084 finished with value: 0.9976591985321389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:10:26,316] Trial 3085 finished with value: 0.9974652480843734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:10:41,314] Trial 3086 finished with value: 0.9967383917007645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 65, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:10:43,507] Trial 3087 finished with value: 0.9973869642504684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:10:45,293] Trial 3088 finished with value: 0.9966552354633045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:10:47,508] Trial 3089 finished with value: 0.9973658694915786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:10:53,319] Trial 3090 finished with value: 0.9942915120217449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 56, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:10:55,130] Trial 3091 finished with value: 0.9974058450681466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:10:57,352] Trial 3092 finished with value: 0.9972789035943953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:10:59,419] Trial 3093 finished with value: 0.9976258705872421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:11:01,753] Trial 3094 finished with value: 0.9976494222727629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:11:03,440] Trial 3095 finished with value: 0.9853215824634819 and parameters: {'classifier': 'SVC', 'svc_c': 0.0018024935199262744, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:11:05,538] Trial 3096 finished with value: 0.9974208102849665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:11:05,954] Trial 3097 finished with value: 0.9935494356611326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 7}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:11:08,093] Trial 3098 finished with value: 0.9973898536060885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:11:10,447] Trial 3099 finished with value: 0.9974904464594855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:11:14,887] Trial 3100 finished with value: 0.9975580274140681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:11:16,940] Trial 3101 finished with value: 0.9974469873936691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:11:18,368] Trial 3102 finished with value: 0.9968996336958492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:11:22,532] Trial 3103 finished with value: 0.9970401497900045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 21, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:11:33,052] Trial 3104 finished with value: 0.9964779263429904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 44, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:11:34,405] Trial 3105 finished with value: 0.9962301770317475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:11:36,481] Trial 3106 finished with value: 0.9976098092700498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:11:37,387] Trial 3107 finished with value: 0.9972299364147377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:11:50,849] Trial 3108 finished with value: 0.9965100940452037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 66, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:11:52,169] Trial 3109 finished with value: 0.9975130397554142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:11:54,031] Trial 3110 finished with value: 0.9973876203999673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:12:00,395] Trial 3111 finished with value: 0.9971416179748895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 26, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:12:02,795] Trial 3112 finished with value: 0.9975165460007421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:12:04,194] Trial 3113 finished with value: 0.9867327158444649 and parameters: {'classifier': 'SVC', 'svc_c': 1192227867.2964344, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:12:14,726] Trial 3114 finished with value: 0.9966261776316925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 44, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:12:16,359] Trial 3115 finished with value: 0.9973952141386603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:12:17,345] Trial 3116 finished with value: 0.99712115356258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:12:19,513] Trial 3117 finished with value: 0.9972906301164475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:12:20,614] Trial 3118 finished with value: 0.9912254509361375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 4, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:12:22,461] Trial 3119 finished with value: 0.9975661694568506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:12:24,375] Trial 3120 finished with value: 0.9975079494393868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:12:26,898] Trial 3121 finished with value: 0.9975952481720056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:12:28,944] Trial 3122 finished with value: 0.9971590052066425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:12:31,138] Trial 3123 finished with value: 0.9975229900019991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:12:33,546] Trial 3124 finished with value: 0.9975000694882441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:12:35,337] Trial 3125 finished with value: 0.9975566395153743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:12:37,343] Trial 3126 finished with value: 0.9976225287125371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:12:38,041] Trial 3127 finished with value: 0.988512781706676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:12:40,176] Trial 3128 finished with value: 0.99757877905444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:12:51,826] Trial 3129 finished with value: 0.996944697430267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 50, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:12:53,908] Trial 3130 finished with value: 0.9973046210429839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:13:07,042] Trial 3131 finished with value: 0.9967937818394467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 57, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:13:08,714] Trial 3132 finished with value: 0.9853836925327887 and parameters: {'classifier': 'SVC', 'svc_c': 0.07151481091468166, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:13:12,468] Trial 3133 finished with value: 0.9970989559114057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:13:14,155] Trial 3134 finished with value: 0.9965940814667226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:13:16,632] Trial 3135 finished with value: 0.996991623354668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:13:18,921] Trial 3136 finished with value: 0.9974661322072618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:13:20,939] Trial 3137 finished with value: 0.9974261200051485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:13:21,721] Trial 3138 finished with value: 0.9972431635367928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 45}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:13:24,078] Trial 3139 finished with value: 0.9973913781999496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:13:33,959] Trial 3140 finished with value: 0.9967938461404472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 46, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:13:34,922] Trial 3141 finished with value: 0.9950997536358389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:13:36,891] Trial 3142 finished with value: 0.9974940099599983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:13:38,886] Trial 3143 finished with value: 0.9974171597591114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:13:46,659] Trial 3144 finished with value: 0.9968343777651542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 37, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:13:51,699] Trial 3145 finished with value: 0.9971718351922615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 25, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:13:53,708] Trial 3146 finished with value: 0.9972211242895147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:13:55,807] Trial 3147 finished with value: 0.9976052199686295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:13:57,757] Trial 3148 finished with value: 0.9975331084912313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:14:00,452] Trial 3149 finished with value: 0.9974208342153489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:14:01,909] Trial 3150 finished with value: 0.9974403608677062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 66}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:14:03,614] Trial 3151 finished with value: 0.9852053993786534 and parameters: {'classifier': 'SVC', 'svc_c': 7.508431161387529e-05, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:14:05,574] Trial 3152 finished with value: 0.9974897283258531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:14:07,129] Trial 3153 finished with value: 0.9973178623836216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:14:08,907] Trial 3154 finished with value: 0.9975974866466194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:14:10,767] Trial 3155 finished with value: 0.9969061867168182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:14:12,598] Trial 3156 finished with value: 0.9974644828516865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:14:15,243] Trial 3157 finished with value: 0.997360716048853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:14:17,218] Trial 3158 finished with value: 0.9975646586372412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:14:19,357] Trial 3159 finished with value: 0.9970844248691598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:14:20,225] Trial 3160 finished with value: 0.9967720885353598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:14:21,356] Trial 3161 finished with value: 0.9970422953042876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:14:23,081] Trial 3162 finished with value: 0.9973334584548286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:14:25,851] Trial 3163 finished with value: 0.9976277461388842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:14:35,177] Trial 3164 finished with value: 0.9967377444696174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 48, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:14:37,265] Trial 3165 finished with value: 0.9972306046563792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:14:38,976] Trial 3166 finished with value: 0.9974632491674851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:14:39,962] Trial 3167 finished with value: 0.9969274324529339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:14:42,211] Trial 3168 finished with value: 0.9975887433609177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:14:43,905] Trial 3169 finished with value: 0.9853792678241565 and parameters: {'classifier': 'SVC', 'svc_c': 0.01507260739697096, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:14:45,391] Trial 3170 finished with value: 0.9975312353834083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:14:50,153] Trial 3171 finished with value: 0.9973413397707013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 22, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:14:52,583] Trial 3172 finished with value: 0.9974673658914631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:14:54,159] Trial 3173 finished with value: 0.9975107013381298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:14:56,058] Trial 3174 finished with value: 0.9975558732353363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:14:58,130] Trial 3175 finished with value: 0.9974139305222401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:15:04,438] Trial 3176 finished with value: 0.9970382040341114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 29, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:15:07,281] Trial 3177 finished with value: 0.9971632424711928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:15:09,406] Trial 3178 finished with value: 0.9974608318815005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:15:13,583] Trial 3179 finished with value: 0.9960337622941564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 32, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:15:15,923] Trial 3180 finished with value: 0.9974344033450951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:15:17,022] Trial 3181 finished with value: 0.9968929830490767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:15:19,136] Trial 3182 finished with value: 0.9975851989031495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:15:19,643] Trial 3183 finished with value: 0.9969214585853002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 18}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:15:21,448] Trial 3184 finished with value: 0.997517257056821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:15:23,713] Trial 3185 finished with value: 0.9974628369555428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:15:31,847] Trial 3186 finished with value: 0.9966206642176205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 35, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:15:34,168] Trial 3187 finished with value: 0.9976076280823589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:15:35,882] Trial 3188 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 1.5916836256551179e-09, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:15:37,762] Trial 3189 finished with value: 0.9975988869548349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:15:41,710] Trial 3190 finished with value: 0.9971241350533457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 17, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:15:44,264] Trial 3191 finished with value: 0.9975369997808525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:15:45,299] Trial 3192 finished with value: 0.9972493507149025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:15:48,174] Trial 3193 finished with value: 0.9967945844276507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:15:56,808] Trial 3194 finished with value: 0.9969742021633542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 36, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:15:58,902] Trial 3195 finished with value: 0.997291129639373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:15:59,716] Trial 3196 finished with value: 0.9967394674254003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 24}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:16:01,552] Trial 3197 finished with value: 0.9973985161188156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:16:03,136] Trial 3198 finished with value: 0.9969746147244134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:16:13,439] Trial 3199 finished with value: 0.9969651797744943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 50, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:16:15,832] Trial 3200 finished with value: 0.9971048805218069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:16:16,680] Trial 3201 finished with value: 0.9898442207894079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:16:17,546] Trial 3202 finished with value: 0.9969173328160187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:16:19,001] Trial 3203 finished with value: 0.9971172691283469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:16:21,668] Trial 3204 finished with value: 0.9973788655934053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:16:23,087] Trial 3205 finished with value: 0.9974509122302586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:16:24,711] Trial 3206 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 2.32298034912586e-05, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:16:26,836] Trial 3207 finished with value: 0.9972615025566528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:16:28,807] Trial 3208 finished with value: 0.9971542244939022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:16:30,273] Trial 3209 finished with value: 0.9964829361399467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:16:33,117] Trial 3210 finished with value: 0.9974253994911733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:16:34,108] Trial 3211 finished with value: 0.993783114161526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:16:36,446] Trial 3212 finished with value: 0.9974892710143443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:16:37,745] Trial 3213 finished with value: 0.9967654923508364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:16:40,506] Trial 3214 finished with value: 0.9970564974465983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:16:40,973] Trial 3215 finished with value: 0.9935896387032835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 11}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:16:43,272] Trial 3216 finished with value: 0.9971997972726182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:16:48,099] Trial 3217 finished with value: 0.997137250362753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 23, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:16:49,713] Trial 3218 finished with value: 0.9972720259581086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:16:50,607] Trial 3219 finished with value: 0.9970661542127527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 36}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:16:51,759] Trial 3220 finished with value: 0.9961752528055472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:16:54,072] Trial 3221 finished with value: 0.9974351555969778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:17:02,270] Trial 3222 finished with value: 0.9970201933746422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 37, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:17:03,954] Trial 3223 finished with value: 0.9973733761731912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:17:05,923] Trial 3224 finished with value: 0.9973685231297601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:17:07,427] Trial 3225 finished with value: 0.9867325520133865 and parameters: {'classifier': 'SVC', 'svc_c': 9296311042.740644, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:17:10,791] Trial 3226 finished with value: 0.9973986001607947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:17:11,896] Trial 3227 finished with value: 0.9969531925255323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 3, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:17:17,332] Trial 3228 finished with value: 0.996529821122447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 23, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:17:19,726] Trial 3229 finished with value: 0.9976017757391729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:17:21,303] Trial 3230 finished with value: 0.9972849372245086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:17:22,752] Trial 3231 finished with value: 0.9974158755481614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:17:24,722] Trial 3232 finished with value: 0.995823277697853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 19, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:17:26,609] Trial 3233 finished with value: 0.9973862930254631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:17:28,711] Trial 3234 finished with value: 0.9973493666366173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:17:35,434] Trial 3235 finished with value: 0.9974244275494947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 30, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:17:37,566] Trial 3236 finished with value: 0.9972925461973974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:17:40,668] Trial 3237 finished with value: 0.9974314779352117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:17:45,264] Trial 3238 finished with value: 0.9972350241599947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:17:47,157] Trial 3239 finished with value: 0.9976061413200834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:17:56,890] Trial 3240 finished with value: 0.9966694916870095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 44, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:17:57,246] Trial 3241 finished with value: 0.9902893278666864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 4}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:18:00,166] Trial 3242 finished with value: 0.9971274805144343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:18:02,159] Trial 3243 finished with value: 0.9973578056192621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:18:03,041] Trial 3244 finished with value: 0.9892582094951033 and parameters: {'classifier': 'SVC', 'svc_c': 3.189450093790417, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:18:03,676] Trial 3245 finished with value: 0.9911744395813354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 2, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:18:05,799] Trial 3246 finished with value: 0.9974573264613582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:18:09,570] Trial 3247 finished with value: 0.9974626870574058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:18:11,195] Trial 3248 finished with value: 0.9973066480479202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:18:12,797] Trial 3249 finished with value: 0.9975564119863156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:18:16,187] Trial 3250 finished with value: 0.9974236881832024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:18:18,675] Trial 3251 finished with value: 0.9974811898766062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:18:22,989] Trial 3252 finished with value: 0.9974309943764537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:18:24,901] Trial 3253 finished with value: 0.9975338511265281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:18:33,119] Trial 3254 finished with value: 0.9971237986950025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 41, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:18:35,888] Trial 3255 finished with value: 0.9971809003320827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:18:38,045] Trial 3256 finished with value: 0.9972017786701813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:18:38,954] Trial 3257 finished with value: 0.9970309317686832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:18:41,511] Trial 3258 finished with value: 0.9972590570556683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:18:43,927] Trial 3259 finished with value: 0.9975403239458052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:18:48,344] Trial 3260 finished with value: 0.99734700657408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:18:50,115] Trial 3261 finished with value: 0.9970830261161018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:18:52,349] Trial 3262 finished with value: 0.9905211339257528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 44, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:18:53,691] Trial 3263 finished with value: 0.9867341907685009 and parameters: {'classifier': 'SVC', 'svc_c': 114327627.56391597, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:18:55,303] Trial 3264 finished with value: 0.997000609340148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:18:57,662] Trial 3265 finished with value: 0.9974174919915267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:19:05,424] Trial 3266 finished with value: 0.997107820404176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 38, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:19:07,414] Trial 3267 finished with value: 0.9971748187777291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:19:09,840] Trial 3268 finished with value: 0.9975827862826373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:19:12,548] Trial 3269 finished with value: 0.9972337148760978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:19:20,720] Trial 3270 finished with value: 0.997103929622361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 35, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:19:22,511] Trial 3271 finished with value: 0.9974916065117414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:19:24,422] Trial 3272 finished with value: 0.9973054711428354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:19:31,444] Trial 3273 finished with value: 0.9966560215477968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 51, 'rf_n_estimators': 77}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:19:33,536] Trial 3274 finished with value: 0.9974779551808148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:19:34,721] Trial 3275 finished with value: 0.9942961550237044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:19:36,511] Trial 3276 finished with value: 0.997449812765668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:19:38,015] Trial 3277 finished with value: 0.9972632887978231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:19:39,881] Trial 3278 finished with value: 0.9977412703170385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:19:41,240] Trial 3279 finished with value: 0.9971416381601986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 109}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:19:42,613] Trial 3280 finished with value: 0.9973009433812178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:19:43,996] Trial 3281 finished with value: 0.9975144969696977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 109}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:19:45,638] Trial 3282 finished with value: 0.9854213778067399 and parameters: {'classifier': 'SVC', 'svc_c': 0.16296681922904427, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:19:58,023] Trial 3283 finished with value: 0.99663890116837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 59, 'rf_n_estimators': 108}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:19:59,512] Trial 3284 finished with value: 0.997437958879393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:20:01,029] Trial 3285 finished with value: 0.9972307449696682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:20:02,371] Trial 3286 finished with value: 0.9974791225645273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 108}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:20:03,769] Trial 3287 finished with value: 0.9973344579132726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:20:05,243] Trial 3288 finished with value: 0.9976386253540205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 105}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:20:06,743] Trial 3289 finished with value: 0.9975462080268986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:20:08,146] Trial 3290 finished with value: 0.9972442806159222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:20:10,015] Trial 3291 finished with value: 0.9971902117263282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:20:11,473] Trial 3292 finished with value: 0.9976297503242652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 105}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:20:12,986] Trial 3293 finished with value: 0.9974423830802186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:20:14,487] Trial 3294 finished with value: 0.9974880140979948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:20:16,153] Trial 3295 finished with value: 0.997493657415322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:20:17,165] Trial 3296 finished with value: 0.9964067508164834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:20:18,646] Trial 3297 finished with value: 0.9974631481457257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 103}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:20:20,299] Trial 3298 finished with value: 0.9971878191959113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:20:21,471] Trial 3299 finished with value: 0.9971806709939632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 107}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:20:23,117] Trial 3300 finished with value: 0.9971936755380734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:20:24,619] Trial 3301 finished with value: 0.9976935750657606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:20:25,520] Trial 3302 finished with value: 0.9909744110069103 and parameters: {'classifier': 'SVC', 'svc_c': 10062.504214595188, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:20:27,180] Trial 3303 finished with value: 0.9975475886893493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 106}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:20:28,790] Trial 3304 finished with value: 0.9969832218862299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:20:30,127] Trial 3305 finished with value: 0.9972895544552874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:20:31,286] Trial 3306 finished with value: 0.9973928424917867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:20:32,837] Trial 3307 finished with value: 0.9974526615285048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:20:40,299] Trial 3308 finished with value: 0.9965247291560481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 35, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:20:41,983] Trial 3309 finished with value: 0.9970195966385059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:20:43,620] Trial 3310 finished with value: 0.9974650240464845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:20:45,138] Trial 3311 finished with value: 0.9970932612738821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:20:50,555] Trial 3312 finished with value: 0.997535014320837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 27, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:20:52,158] Trial 3313 finished with value: 0.9976293557268615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:20:53,898] Trial 3314 finished with value: 0.9975197670809713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:21:08,188] Trial 3315 finished with value: 0.9964314106627814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 67, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:21:09,806] Trial 3316 finished with value: 0.9971220178492762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 106}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:21:11,531] Trial 3317 finished with value: 0.9974644776466696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:21:13,375] Trial 3318 finished with value: 0.9974508028614294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:21:15,056] Trial 3319 finished with value: 0.9973007329588913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:21:16,734] Trial 3320 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.5480915642772975e-06, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:21:18,060] Trial 3321 finished with value: 0.9970328930444131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 5, 'rf_n_estimators': 106}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:21:32,842] Trial 3322 finished with value: 0.9959441247951362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 74, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:21:34,100] Trial 3323 finished with value: 0.9972509373881108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 85}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:21:36,012] Trial 3324 finished with value: 0.9974821809879808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:21:37,912] Trial 3325 finished with value: 0.997391628516826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:21:39,011] Trial 3326 finished with value: 0.9964173002112854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:21:42,507] Trial 3327 finished with value: 0.9973174370956617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 108}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:21:43,582] Trial 3328 finished with value: 0.997298818433099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 3, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:21:45,753] Trial 3329 finished with value: 0.9972984687130966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:21:47,422] Trial 3330 finished with value: 0.9974918807907377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:21:48,257] Trial 3331 finished with value: 0.9954973977198464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 4, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:21:49,747] Trial 3332 finished with value: 0.9975624186392077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:21:50,647] Trial 3333 finished with value: 0.9969026799002082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 51}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:21:51,583] Trial 3334 finished with value: 0.9952444552617559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:21:54,830] Trial 3335 finished with value: 0.9964630920767764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 20, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:21:56,297] Trial 3336 finished with value: 0.997348962010035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:22:01,814] Trial 3337 finished with value: 0.9968955901594859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 34, 'rf_n_estimators': 103}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:22:03,575] Trial 3338 finished with value: 0.9853948364103354 and parameters: {'classifier': 'SVC', 'svc_c': 0.03620350130185875, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:22:04,931] Trial 3339 finished with value: 0.9973217916635182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:22:05,716] Trial 3340 finished with value: 0.9897247258856726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:22:10,885] Trial 3341 finished with value: 0.9974051810159086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 26, 'rf_n_estimators': 109}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:22:12,076] Trial 3342 finished with value: 0.996796423226796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:22:20,742] Trial 3343 finished with value: 0.9964584273343503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 61, 'rf_n_estimators': 81}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:22:36,034] Trial 3344 finished with value: 0.9960890134525417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 66, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:22:36,709] Trial 3345 finished with value: 0.9939373245279967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 60}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:22:38,478] Trial 3346 finished with value: 0.997076418125077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:22:40,518] Trial 3347 finished with value: 0.9975170191494667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:22:42,584] Trial 3348 finished with value: 0.9973073883346121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:22:46,196] Trial 3349 finished with value: 0.9967686876281469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 25, 'rf_n_estimators': 73}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:22:48,131] Trial 3350 finished with value: 0.9973739798599293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:22:51,425] Trial 3351 finished with value: 0.9972290716519727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:22:52,622] Trial 3352 finished with value: 0.9968871287381406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:23:00,772] Trial 3353 finished with value: 0.9969188565212184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 37, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:23:03,044] Trial 3354 finished with value: 0.997503116105196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:23:05,258] Trial 3355 finished with value: 0.997439770606103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:23:06,778] Trial 3356 finished with value: 0.9971513949959755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:23:07,490] Trial 3357 finished with value: 0.995182293174019 and parameters: {'classifier': 'SVC', 'svc_c': 2808.282118179824, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:23:09,015] Trial 3358 finished with value: 0.9973518190882035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:23:15,624] Trial 3359 finished with value: 0.996659284775967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 29, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:23:21,239] Trial 3360 finished with value: 0.9973826355490063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 28, 'rf_n_estimators': 109}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:23:23,026] Trial 3361 finished with value: 0.9972003602396207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:23:26,338] Trial 3362 finished with value: 0.9967546496660314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:23:42,158] Trial 3363 finished with value: 0.9951321671798836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 68, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:23:44,094] Trial 3364 finished with value: 0.9973563479923858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:23:46,036] Trial 3365 finished with value: 0.9976397050141569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:23:57,981] Trial 3366 finished with value: 0.9965509313694355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 54, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:23:59,583] Trial 3367 finished with value: 0.9972072344482136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:24:00,917] Trial 3368 finished with value: 0.9969232543795808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:24:14,390] Trial 3369 finished with value: 0.9967882372904873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 60, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:24:16,811] Trial 3370 finished with value: 0.9974615167220678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:24:28,967] Trial 3371 finished with value: 0.9969377835175521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 57, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:24:30,139] Trial 3372 finished with value: 0.9974531818080218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 55}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:24:31,600] Trial 3373 finished with value: 0.9964320935038607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:24:32,615] Trial 3374 finished with value: 0.9975138583395237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 69}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:24:34,312] Trial 3375 finished with value: 0.9974772743709616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:24:35,997] Trial 3376 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 1.0946730757075026e-05, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:24:37,276] Trial 3377 finished with value: 0.9974658545640472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:24:39,138] Trial 3378 finished with value: 0.9974180269339573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:24:40,623] Trial 3379 finished with value: 0.9973613648986333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 106}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:24:44,222] Trial 3380 finished with value: 0.9972932794065356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:24:46,245] Trial 3381 finished with value: 0.9974462975067745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:24:55,281] Trial 3382 finished with value: 0.9969253588884873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 40, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:24:56,360] Trial 3383 finished with value: 0.997338603328319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:24:58,445] Trial 3384 finished with value: 0.9973838780563459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:24:59,991] Trial 3385 finished with value: 0.9973043021087517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:25:02,354] Trial 3386 finished with value: 0.997283660091112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:25:03,870] Trial 3387 finished with value: 0.9964353397839885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:25:05,793] Trial 3388 finished with value: 0.9974454319188241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:25:20,090] Trial 3389 finished with value: 0.996463515904793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 66, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:25:21,001] Trial 3390 finished with value: 0.9970171899212446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:25:22,843] Trial 3391 finished with value: 0.9976096158592417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:25:32,579] Trial 3392 finished with value: 0.9967232623989629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 42, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:25:34,724] Trial 3393 finished with value: 0.9972285966307116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:25:37,513] Trial 3394 finished with value: 0.9976352107042938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:25:39,209] Trial 3395 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 5.999839810261118e-07, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:25:41,676] Trial 3396 finished with value: 0.9976198925936806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:25:44,341] Trial 3397 finished with value: 0.9973590813879287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:25:46,570] Trial 3398 finished with value: 0.9972165292117953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:25:48,277] Trial 3399 finished with value: 0.9972554950150992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:25:50,003] Trial 3400 finished with value: 0.9977128811396613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:25:51,566] Trial 3401 finished with value: 0.9972910973619212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:25:53,134] Trial 3402 finished with value: 0.9974220115330265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:25:54,682] Trial 3403 finished with value: 0.9974465166570257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:25:56,401] Trial 3404 finished with value: 0.9975227705978447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:25:58,364] Trial 3405 finished with value: 0.9975263255608605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:25:59,683] Trial 3406 finished with value: 0.9975021761870662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:26:01,449] Trial 3407 finished with value: 0.9976690406794108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:26:03,147] Trial 3408 finished with value: 0.9974703993371833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:26:04,717] Trial 3409 finished with value: 0.9973991123471454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:26:06,471] Trial 3410 finished with value: 0.9974565102575919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:26:13,603] Trial 3411 finished with value: 0.9971986635310873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 34, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:26:15,146] Trial 3412 finished with value: 0.9973496365357825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:26:16,842] Trial 3413 finished with value: 0.9972125448348915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:26:18,549] Trial 3414 finished with value: 0.9852034330248579 and parameters: {'classifier': 'SVC', 'svc_c': 2.6395856963204827e-08, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:26:19,968] Trial 3415 finished with value: 0.9973661672248886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:26:20,670] Trial 3416 finished with value: 0.9894903364244141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:26:25,091] Trial 3417 finished with value: 0.9971483522827862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:26:26,128] Trial 3418 finished with value: 0.9960694843563654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:26:28,198] Trial 3419 finished with value: 0.997410154409485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:26:29,794] Trial 3420 finished with value: 0.9973548408861116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:26:31,479] Trial 3421 finished with value: 0.9975061182573391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:26:33,321] Trial 3422 finished with value: 0.9974446520549615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:26:34,267] Trial 3423 finished with value: 0.997063052308366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:26:35,193] Trial 3424 finished with value: 0.995139722007902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:26:36,916] Trial 3425 finished with value: 0.9974389531645582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:26:46,316] Trial 3426 finished with value: 0.9971490626406311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 44, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:26:48,059] Trial 3427 finished with value: 0.9975920270600384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:26:50,011] Trial 3428 finished with value: 0.9974536448323539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:26:51,878] Trial 3429 finished with value: 0.997202985154996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:26:53,214] Trial 3430 finished with value: 0.99717766262119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 5, 'rf_n_estimators': 105}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:26:55,303] Trial 3431 finished with value: 0.9971804799952361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:26:56,863] Trial 3432 finished with value: 0.9974271827489801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:26:58,131] Trial 3433 finished with value: 0.9863088739269013 and parameters: {'classifier': 'SVC', 'svc_c': 0.4765920384295314, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:26:59,341] Trial 3434 finished with value: 0.9973431648273324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:27:02,764] Trial 3435 finished with value: 0.9973471363503835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 16, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:27:04,355] Trial 3436 finished with value: 0.9970274815724999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:27:06,019] Trial 3437 finished with value: 0.9976334594382973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:27:09,912] Trial 3438 finished with value: 0.9974479229002298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:27:11,794] Trial 3439 finished with value: 0.9974477326314743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:27:17,562] Trial 3440 finished with value: 0.9967277599460926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 27, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:27:18,559] Trial 3441 finished with value: 0.9972786758749091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 109}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:27:22,547] Trial 3442 finished with value: 0.9963304920197644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 31, 'rf_n_estimators': 105}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:27:29,243] Trial 3443 finished with value: 0.9972000599038023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 30, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:27:31,814] Trial 3444 finished with value: 0.9902471196870174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 54, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:27:33,818] Trial 3445 finished with value: 0.9974382965072528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:27:40,091] Trial 3446 finished with value: 0.996777284284716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 40, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:27:41,867] Trial 3447 finished with value: 0.9971723912721382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:27:45,306] Trial 3448 finished with value: 0.9932204008716475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 52, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:27:46,673] Trial 3449 finished with value: 0.9972786147794372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:27:49,804] Trial 3450 finished with value: 0.9974022129185398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:27:51,540] Trial 3451 finished with value: 0.9852484960293042 and parameters: {'classifier': 'SVC', 'svc_c': 0.0009672669603454223, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:27:52,458] Trial 3452 finished with value: 0.997375887117741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 43}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:27:52,956] Trial 3453 finished with value: 0.9952631897676807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 16}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:27:54,866] Trial 3454 finished with value: 0.9971993451026503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:27:56,165] Trial 3455 finished with value: 0.9970942970722302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:28:01,121] Trial 3456 finished with value: 0.9972536588502005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 22, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:28:07,016] Trial 3457 finished with value: 0.9969160816124925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 27, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:28:14,002] Trial 3458 finished with value: 0.9970024869864917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 31, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:28:15,546] Trial 3459 finished with value: 0.9972672166812516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:28:19,505] Trial 3460 finished with value: 0.9971695976380469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:28:23,603] Trial 3461 finished with value: 0.9973203214684304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:28:33,880] Trial 3462 finished with value: 0.9967706054864195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 47, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:28:35,289] Trial 3463 finished with value: 0.9974129910801789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:28:39,898] Trial 3464 finished with value: 0.9973915579634576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 21, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:28:40,902] Trial 3465 finished with value: 0.9970696691225293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 108}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:28:42,505] Trial 3466 finished with value: 0.99738394594373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 103}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:28:44,415] Trial 3467 finished with value: 0.9973858133387296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:28:44,959] Trial 3468 finished with value: 0.9875358610488533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 1, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:28:52,340] Trial 3469 finished with value: 0.9969345797344825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 32, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:28:54,499] Trial 3470 finished with value: 0.9968671171622948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:28:55,215] Trial 3471 finished with value: 0.992316445821789 and parameters: {'classifier': 'SVC', 'svc_c': 45.422733325076045, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:28:56,442] Trial 3472 finished with value: 0.9964197362543734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:28:59,852] Trial 3473 finished with value: 0.9974311971499444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:29:02,733] Trial 3474 finished with value: 0.9971631033639445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:29:05,083] Trial 3475 finished with value: 0.9974835609839353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:29:06,880] Trial 3476 finished with value: 0.9976557426548703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:29:11,576] Trial 3477 finished with value: 0.9971985695551432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 21, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:29:13,535] Trial 3478 finished with value: 0.9975632925742278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:29:15,845] Trial 3479 finished with value: 0.9972175250521179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:29:16,420] Trial 3480 finished with value: 0.9970093774766312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 48}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:29:18,031] Trial 3481 finished with value: 0.9966714369985721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:29:19,951] Trial 3482 finished with value: 0.997527884971206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:29:26,593] Trial 3483 finished with value: 0.9972212418784617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 30, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:29:42,429] Trial 3484 finished with value: 0.9962549550382751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 72, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:29:49,149] Trial 3485 finished with value: 0.9971515585096746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 33, 'rf_n_estimators': 108}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:29:49,975] Trial 3486 finished with value: 0.9965783739319848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 7, 'rf_n_estimators': 39}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:30:01,723] Trial 3487 finished with value: 0.9965367613141493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 51, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:30:02,444] Trial 3488 finished with value: 0.9927006881617744 and parameters: {'classifier': 'SVC', 'svc_c': 374.1564397928089, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:30:04,880] Trial 3489 finished with value: 0.9975085981939534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:30:06,930] Trial 3490 finished with value: 0.9974826497251362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:30:09,404] Trial 3491 finished with value: 0.997392661617452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:30:11,436] Trial 3492 finished with value: 0.9971198305679071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:30:13,048] Trial 3493 finished with value: 0.9952922043405249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:30:14,418] Trial 3494 finished with value: 0.9972586846430621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 2, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:30:26,202] Trial 3495 finished with value: 0.9966175052802141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 56, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:30:28,050] Trial 3496 finished with value: 0.9975528284274452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:30:29,720] Trial 3497 finished with value: 0.9975891579532031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:30:31,856] Trial 3498 finished with value: 0.997351237840166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:30:37,159] Trial 3499 finished with value: 0.9973417988277947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 25, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:30:39,040] Trial 3500 finished with value: 0.9974223240562013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:30:40,990] Trial 3501 finished with value: 0.997227481043264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:30:43,096] Trial 3502 finished with value: 0.997612810152677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:30:45,248] Trial 3503 finished with value: 0.9975931713385545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:30:46,088] Trial 3504 finished with value: 0.9965863440505225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:30:55,171] Trial 3505 finished with value: 0.9959194116926294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 58, 'rf_n_estimators': 107}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:31:01,198] Trial 3506 finished with value: 0.9972164371083879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 26, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:31:02,855] Trial 3507 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.3910325843765484e-07, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:31:04,292] Trial 3508 finished with value: 0.9974624145239944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:31:06,755] Trial 3509 finished with value: 0.9973385084319757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 102}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:31:08,162] Trial 3510 finished with value: 0.997537277804922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:31:09,916] Trial 3511 finished with value: 0.9975424586374616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:31:11,946] Trial 3512 finished with value: 0.9976526636017771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:31:14,309] Trial 3513 finished with value: 0.9973546700726935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:31:16,210] Trial 3514 finished with value: 0.99713261332752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:31:18,261] Trial 3515 finished with value: 0.9976196399281991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:31:20,302] Trial 3516 finished with value: 0.9968808971904362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:31:23,278] Trial 3517 finished with value: 0.9973231121826344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:31:28,142] Trial 3518 finished with value: 0.997153197264789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:31:29,875] Trial 3519 finished with value: 0.9975160619976532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:31:32,003] Trial 3520 finished with value: 0.9974975428651685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:31:35,724] Trial 3521 finished with value: 0.9919860209754326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 62, 'rf_n_estimators': 109}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:31:39,326] Trial 3522 finished with value: 0.9962637790334753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 26, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:31:50,344] Trial 3523 finished with value: 0.9966116597289405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 47, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:31:52,740] Trial 3524 finished with value: 0.997482820570292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:31:54,943] Trial 3525 finished with value: 0.9972498397643189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:31:56,641] Trial 3526 finished with value: 0.9852055640666552 and parameters: {'classifier': 'SVC', 'svc_c': 3.1521247791768207e-10, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:31:58,380] Trial 3527 finished with value: 0.9975221600874565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:31:59,633] Trial 3528 finished with value: 0.9973247355448637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 84}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:32:01,945] Trial 3529 finished with value: 0.9974942153677353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:32:04,668] Trial 3530 finished with value: 0.9974084541780438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:32:08,860] Trial 3531 finished with value: 0.9967397515114101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 25, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:32:14,859] Trial 3532 finished with value: 0.9971005560097487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 29, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:32:16,516] Trial 3533 finished with value: 0.9972521803397809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 4, 'rf_n_estimators': 115}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:32:18,616] Trial 3534 finished with value: 0.9977196764795538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:32:20,520] Trial 3535 finished with value: 0.9975540373243409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:32:22,437] Trial 3536 finished with value: 0.9974004854559743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:32:23,238] Trial 3537 finished with value: 0.988804439778146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:32:24,935] Trial 3538 finished with value: 0.9973262930509348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:32:27,019] Trial 3539 finished with value: 0.9973925513599614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:32:28,707] Trial 3540 finished with value: 0.9976284529420835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:32:30,219] Trial 3541 finished with value: 0.9971958606930028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:32:32,478] Trial 3542 finished with value: 0.99763697092038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:32:34,547] Trial 3543 finished with value: 0.9973336770337973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:32:35,318] Trial 3544 finished with value: 0.9913367951961174 and parameters: {'classifier': 'SVC', 'svc_c': 15.827420792252909, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:32:37,155] Trial 3545 finished with value: 0.9973281268989663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:32:39,213] Trial 3546 finished with value: 0.9972971386726082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:32:41,192] Trial 3547 finished with value: 0.9973583379909222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:32:44,731] Trial 3548 finished with value: 0.9971583028467501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 17, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:32:46,048] Trial 3549 finished with value: 0.9973712067602641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:32:47,603] Trial 3550 finished with value: 0.9974069694152566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:32:49,825] Trial 3551 finished with value: 0.997240639611439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:32:51,868] Trial 3552 finished with value: 0.9973646103218375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:32:53,987] Trial 3553 finished with value: 0.9973591565115557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:32:55,138] Trial 3554 finished with value: 0.9973542286301386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:32:56,752] Trial 3555 finished with value: 0.9971916151131205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:32:58,230] Trial 3556 finished with value: 0.9972715216427588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:33:01,852] Trial 3557 finished with value: 0.9974662238980766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:33:03,057] Trial 3558 finished with value: 0.9962933860578381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:33:08,927] Trial 3559 finished with value: 0.9972886801076745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 25, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:33:11,026] Trial 3560 finished with value: 0.9973063698334235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:33:13,013] Trial 3561 finished with value: 0.9974646657572471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:33:13,975] Trial 3562 finished with value: 0.9953366322377045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:33:14,973] Trial 3563 finished with value: 0.9885478069631263 and parameters: {'classifier': 'SVC', 'svc_c': 30050.137132193646, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:33:18,748] Trial 3564 finished with value: 0.9972423467617441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:33:20,893] Trial 3565 finished with value: 0.9974829590745203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:33:22,723] Trial 3566 finished with value: 0.9974426724347211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:33:25,327] Trial 3567 finished with value: 0.9964099352076916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:33:27,384] Trial 3568 finished with value: 0.9977029085495897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:33:30,000] Trial 3569 finished with value: 0.9974363150144757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:33:31,001] Trial 3570 finished with value: 0.9969902551652149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:33:32,852] Trial 3571 finished with value: 0.9975117508155162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:33:34,951] Trial 3572 finished with value: 0.997446282589958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:33:36,576] Trial 3573 finished with value: 0.99756675886153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:33:41,089] Trial 3574 finished with value: 0.9972261203122191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 20, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:33:49,016] Trial 3575 finished with value: 0.9969828896855524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 41, 'rf_n_estimators': 108}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:33:51,413] Trial 3576 finished with value: 0.9967978342941618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:33:53,636] Trial 3577 finished with value: 0.9974386805041952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:34:08,010] Trial 3578 finished with value: 0.996345298547047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 58, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:34:09,917] Trial 3579 finished with value: 0.9960540749040546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:34:23,531] Trial 3580 finished with value: 0.9966690710327839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 61, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:34:25,642] Trial 3581 finished with value: 0.9972157402074155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:34:26,978] Trial 3582 finished with value: 0.9971299285227134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 4, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:35:06,829] Trial 3583 finished with value: 0.9896236575349461 and parameters: {'classifier': 'SVC', 'svc_c': 21092405.757244185, 'svc_kernel': 'rbf'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:35:08,226] Trial 3584 finished with value: 0.9974256627253776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:35:09,921] Trial 3585 finished with value: 0.9974737946267868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:35:11,766] Trial 3586 finished with value: 0.9973385846029537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:35:14,208] Trial 3587 finished with value: 0.9975018442720299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:35:16,248] Trial 3588 finished with value: 0.9973952684739579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:35:16,814] Trial 3589 finished with value: 0.9969319717036741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 21}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:35:17,690] Trial 3590 finished with value: 0.9967271028761943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 122}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:35:20,373] Trial 3591 finished with value: 0.9973373811649782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:35:23,595] Trial 3592 finished with value: 0.9855520944093712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 68, 'rf_n_estimators': 124}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:35:30,052] Trial 3593 finished with value: 0.9968003484442401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 33, 'rf_n_estimators': 106}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:35:37,787] Trial 3594 finished with value: 0.9970271784754835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 37, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:35:44,823] Trial 3595 finished with value: 0.9969397828470333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 32, 'rf_n_estimators': 111}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:35:46,923] Trial 3596 finished with value: 0.9975159724015404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:35:48,213] Trial 3597 finished with value: 0.9974941869623084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 63}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:35:49,716] Trial 3598 finished with value: 0.9974015819054635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:35:51,766] Trial 3599 finished with value: 0.997377556055605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:35:54,058] Trial 3600 finished with value: 0.9974516984417025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:35:55,760] Trial 3601 finished with value: 0.9852053993786534 and parameters: {'classifier': 'SVC', 'svc_c': 0.00020747738008982658, 'svc_kernel': 'sigmoid'}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:35:57,613] Trial 3602 finished with value: 0.9973935242855151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:35:58,414] Trial 3603 finished with value: 0.9919758485952336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:36:00,006] Trial 3604 finished with value: 0.997301423226641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 58}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:36:02,358] Trial 3605 finished with value: 0.9971933561277727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:36:07,028] Trial 3606 finished with value: 0.997182432384352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 123}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:36:08,357] Trial 3607 finished with value: 0.9956349376234668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:36:12,139] Trial 3608 finished with value: 0.9973135621193249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 102 with value: 0.997821850483763.
[I 2023-09-07 04:36:14,208] Trial 3609 finished with value: 0.9978520292982669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:36:16,024] Trial 3610 finished with value: 0.9972677880905377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:36:17,830] Trial 3611 finished with value: 0.9975534369700831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:36:19,872] Trial 3612 finished with value: 0.9972247763705272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:36:21,684] Trial 3613 finished with value: 0.9971039496807187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:36:23,642] Trial 3614 finished with value: 0.9972801795534894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:36:25,478] Trial 3615 finished with value: 0.9974202434776771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:36:27,081] Trial 3616 finished with value: 0.9971137546629009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:36:34,664] Trial 3617 finished with value: 0.9967643817779782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 35, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:36:36,679] Trial 3618 finished with value: 0.9973618025326395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:36:42,993] Trial 3619 finished with value: 0.9970398437413629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 28, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:36:44,741] Trial 3620 finished with value: 0.997567805768146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:36:47,133] Trial 3621 finished with value: 0.9972951661299211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:36:48,704] Trial 3622 finished with value: 0.997486024289886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:36:50,517] Trial 3623 finished with value: 0.9968115202828834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:36:55,093] Trial 3624 finished with value: 0.9929734471027934 and parameters: {'classifier': 'SVC', 'svc_c': 1316360.3243887892, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:36:57,117] Trial 3625 finished with value: 0.9971394334864563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:36:58,892] Trial 3626 finished with value: 0.9971366158267689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:37:15,986] Trial 3627 finished with value: 0.9952210374149909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 73, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:37:17,390] Trial 3628 finished with value: 0.9968312397112907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 102}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:37:19,351] Trial 3629 finished with value: 0.9973439770003845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:37:21,588] Trial 3630 finished with value: 0.9974332137448473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:37:22,704] Trial 3631 finished with value: 0.9970155662733742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 3, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:37:24,773] Trial 3632 finished with value: 0.9973378041043331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:37:26,346] Trial 3633 finished with value: 0.9972954473595191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:37:28,072] Trial 3634 finished with value: 0.9975477704206076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:37:30,034] Trial 3635 finished with value: 0.9974386698085205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:37:32,004] Trial 3636 finished with value: 0.9973975270386672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:37:33,825] Trial 3637 finished with value: 0.9974562843789045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:37:34,912] Trial 3638 finished with value: 0.9869872029547743 and parameters: {'classifier': 'SVC', 'svc_c': 258616.98572195307, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:37:36,730] Trial 3639 finished with value: 0.997373505600378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:37:38,405] Trial 3640 finished with value: 0.9973544403219815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:37:40,530] Trial 3641 finished with value: 0.9973170232968239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:37:42,330] Trial 3642 finished with value: 0.9970436058259629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:37:43,531] Trial 3643 finished with value: 0.9969683097986669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 71}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:37:45,220] Trial 3644 finished with value: 0.9974311445602319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:37:47,155] Trial 3645 finished with value: 0.997464465522789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:37:49,344] Trial 3646 finished with value: 0.9965617294624805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 22, 'rf_n_estimators': 66}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:37:56,038] Trial 3647 finished with value: 0.9966840377095476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 37, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:37:57,977] Trial 3648 finished with value: 0.9975466325848868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:37:59,832] Trial 3649 finished with value: 0.997314656918443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:38:01,290] Trial 3650 finished with value: 0.9970061821675827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:38:03,347] Trial 3651 finished with value: 0.9973013921552294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:38:05,160] Trial 3652 finished with value: 0.9972666480014255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:38:10,529] Trial 3653 finished with value: 0.9970333601311975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 23, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:38:21,608] Trial 3654 finished with value: 0.996702820076237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 48, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:38:22,877] Trial 3655 finished with value: 0.9971789858380283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 76}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:38:24,234] Trial 3656 finished with value: 0.9973112201473947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:40:50,896] Trial 3657 finished with value: 0.9896207807475371 and parameters: {'classifier': 'SVC', 'svc_c': 1941038190.8211007, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:40:53,088] Trial 3658 finished with value: 0.9973505164057913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:40:54,034] Trial 3659 finished with value: 0.9953819340699042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:40:59,292] Trial 3660 finished with value: 0.9969642811156443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 29, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:41:01,380] Trial 3661 finished with value: 0.9974732556853798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:41:02,269] Trial 3662 finished with value: 0.9969119588265741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:41:05,126] Trial 3663 finished with value: 0.99666793703735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 18, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:41:07,739] Trial 3664 finished with value: 0.9974052071679442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:41:08,794] Trial 3665 finished with value: 0.9969374918461824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 4, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:41:10,583] Trial 3666 finished with value: 0.9974514102297647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:41:19,925] Trial 3667 finished with value: 0.9965304205880433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 44, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:41:21,995] Trial 3668 finished with value: 0.9973856570295355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:41:31,765] Trial 3669 finished with value: 0.9961228277808706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 48, 'rf_n_estimators': 106}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:41:32,852] Trial 3670 finished with value: 0.9959634409299533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:41:34,660] Trial 3671 finished with value: 0.9975487621350023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:41:36,185] Trial 3672 finished with value: 0.9966180540603723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:41:45,407] Trial 3673 finished with value: 0.9964567102183425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 39, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:41:47,400] Trial 3674 finished with value: 0.9975463181891753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:41:48,448] Trial 3675 finished with value: 0.9974231396886855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:41:50,207] Trial 3676 finished with value: 0.9852066289686644 and parameters: {'classifier': 'SVC', 'svc_c': 1.0596184926584771e-08, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:41:51,639] Trial 3677 finished with value: 0.9976542901060591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:41:53,425] Trial 3678 finished with value: 0.9975199066642882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:41:54,864] Trial 3679 finished with value: 0.997365487874979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 79}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:41:55,700] Trial 3680 finished with value: 0.9938995224902838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 87}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:42:10,493] Trial 3681 finished with value: 0.9963371107699399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 62, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:42:11,855] Trial 3682 finished with value: 0.99703680851832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:42:13,427] Trial 3683 finished with value: 0.9972890869876482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:42:15,450] Trial 3684 finished with value: 0.9972300671114406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:42:16,183] Trial 3685 finished with value: 0.9885772971919896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:42:27,739] Trial 3686 finished with value: 0.9960180120084572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 66, 'rf_n_estimators': 108}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:42:29,615] Trial 3687 finished with value: 0.997443585185202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:42:31,411] Trial 3688 finished with value: 0.9974957239339534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:42:33,446] Trial 3689 finished with value: 0.9974023187961993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:42:35,974] Trial 3690 finished with value: 0.9975645094056002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:42:38,195] Trial 3691 finished with value: 0.9971855462856678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:42:39,799] Trial 3692 finished with value: 0.9976754857914947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:42:41,822] Trial 3693 finished with value: 0.9968974434311167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:42:49,920] Trial 3694 finished with value: 0.9928473674401816 and parameters: {'classifier': 'SVC', 'svc_c': 3385150.0973284044, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:42:50,761] Trial 3695 finished with value: 0.9968674454592098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 34}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:42:52,643] Trial 3696 finished with value: 0.9973956417434877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:42:56,208] Trial 3697 finished with value: 0.9973104525661025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:43:13,531] Trial 3698 finished with value: 0.9957052536557015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 74, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:43:16,326] Trial 3699 finished with value: 0.9971519514567069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:43:17,849] Trial 3700 finished with value: 0.9970423080629264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:43:19,291] Trial 3701 finished with value: 0.9974272455900369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:43:24,338] Trial 3702 finished with value: 0.9971343961092582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 28, 'rf_n_estimators': 101}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:43:25,205] Trial 3703 finished with value: 0.9966454990032645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:43:26,865] Trial 3704 finished with value: 0.9974425120313368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:43:28,845] Trial 3705 finished with value: 0.9974859209512591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:43:30,559] Trial 3706 finished with value: 0.9975135322007865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:43:31,587] Trial 3707 finished with value: 0.9952922179878252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:43:33,755] Trial 3708 finished with value: 0.9974937090528976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:43:35,192] Trial 3709 finished with value: 0.9968304180803423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:43:37,487] Trial 3710 finished with value: 0.9973680521709513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:43:39,919] Trial 3711 finished with value: 0.9974985465764922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:43:41,645] Trial 3712 finished with value: 0.997402045818457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:43:43,332] Trial 3713 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 1.051605621892555e-06, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:43:44,981] Trial 3714 finished with value: 0.9972608300303935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:43:46,384] Trial 3715 finished with value: 0.9973509322041171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:43:46,989] Trial 3716 finished with value: 0.9877017650886423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 4, 'rf_n_estimators': 107}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:43:51,162] Trial 3717 finished with value: 0.9975016255978474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 18, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:43:59,184] Trial 3718 finished with value: 0.9963256474820924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 36, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:44:02,858] Trial 3719 finished with value: 0.9973841780430472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:44:05,224] Trial 3720 finished with value: 0.9967875755868544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:44:07,267] Trial 3721 finished with value: 0.997249809137238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:44:11,015] Trial 3722 finished with value: 0.9972023328775217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:44:13,387] Trial 3723 finished with value: 0.9971054930634211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:44:15,248] Trial 3724 finished with value: 0.9973284273617363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:44:17,347] Trial 3725 finished with value: 0.9973041026360033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:44:19,332] Trial 3726 finished with value: 0.9975082702778933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:44:21,786] Trial 3727 finished with value: 0.9975138064163072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:44:25,065] Trial 3728 finished with value: 0.9957748234027801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 31, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:44:27,467] Trial 3729 finished with value: 0.9975134617743698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:44:29,283] Trial 3730 finished with value: 0.997335355461296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:44:30,913] Trial 3731 finished with value: 0.9974642124129768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:44:32,568] Trial 3732 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 5.087400018571498e-08, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:44:34,848] Trial 3733 finished with value: 0.9973882593792585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:44:35,549] Trial 3734 finished with value: 0.9973180305945314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 27}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:44:37,333] Trial 3735 finished with value: 0.9975083574619252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:44:39,391] Trial 3736 finished with value: 0.9973664173195993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:44:41,119] Trial 3737 finished with value: 0.9973564843066983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:44:42,114] Trial 3738 finished with value: 0.9968278656543478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 3, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:44:45,346] Trial 3739 finished with value: 0.9972962964754956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:44:47,624] Trial 3740 finished with value: 0.9973437054508482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:44:48,531] Trial 3741 finished with value: 0.9970708786859208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:44:51,461] Trial 3742 finished with value: 0.9971922559014724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:44:57,606] Trial 3743 finished with value: 0.9972050826815627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 28, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:44:59,989] Trial 3744 finished with value: 0.9974934701616679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:45:02,045] Trial 3745 finished with value: 0.997684593745753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:45:03,492] Trial 3746 finished with value: 0.9971797848715868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:45:05,665] Trial 3747 finished with value: 0.9974116273975087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:45:17,647] Trial 3748 finished with value: 0.9967955858538451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 51, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:45:18,833] Trial 3749 finished with value: 0.9918958267935154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:45:20,719] Trial 3750 finished with value: 0.9974575763021659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:45:22,474] Trial 3751 finished with value: 0.9853551793871446 and parameters: {'classifier': 'SVC', 'svc_c': 0.004246071660385861, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:45:23,957] Trial 3752 finished with value: 0.9974475603263748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:45:39,077] Trial 3753 finished with value: 0.9962088306864652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 74, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:45:40,931] Trial 3754 finished with value: 0.9974412108406062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:45:42,224] Trial 3755 finished with value: 0.9970584420599269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:45:44,545] Trial 3756 finished with value: 0.9974596237145769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:45:46,971] Trial 3757 finished with value: 0.9976129159985984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:45:48,345] Trial 3758 finished with value: 0.9966885899410919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:45:50,595] Trial 3759 finished with value: 0.9974324497499385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:45:53,060] Trial 3760 finished with value: 0.9973606657442696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:45:56,334] Trial 3761 finished with value: 0.9973243284744623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:45:58,405] Trial 3762 finished with value: 0.9975266126937093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:46:00,791] Trial 3763 finished with value: 0.9976071361447931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:46:02,327] Trial 3764 finished with value: 0.9976935364089893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:46:03,499] Trial 3765 finished with value: 0.9973728082550751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:46:05,783] Trial 3766 finished with value: 0.9972052776475285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:46:07,629] Trial 3767 finished with value: 0.9973850319831857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:46:16,494] Trial 3768 finished with value: 0.996538013374599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 37, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:46:18,546] Trial 3769 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 3.5956184953689826e-09, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:46:23,462] Trial 3770 finished with value: 0.9974111708477097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 23, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:46:24,377] Trial 3771 finished with value: 0.9969151455346495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:46:31,431] Trial 3772 finished with value: 0.9968456159994998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 33, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:46:33,316] Trial 3773 finished with value: 0.9974597446360042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:46:37,860] Trial 3774 finished with value: 0.9971651378907649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 20, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:46:40,836] Trial 3775 finished with value: 0.9975021782182923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:46:45,351] Trial 3776 finished with value: 0.9967534928827803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 20, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:46:48,141] Trial 3777 finished with value: 0.9971724708390722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 106}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:46:56,233] Trial 3778 finished with value: 0.9954799541850458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 57, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:46:58,755] Trial 3779 finished with value: 0.997102243165172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:47:04,808] Trial 3780 finished with value: 0.997117098568832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 27, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:47:06,497] Trial 3781 finished with value: 0.9970416061473647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:47:08,365] Trial 3782 finished with value: 0.9955912585504761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:47:09,700] Trial 3783 finished with value: 0.997192353368586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:47:22,781] Trial 3784 finished with value: 0.9969202285192204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 57, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:47:23,695] Trial 3785 finished with value: 0.9970208854514523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 46}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:47:26,114] Trial 3786 finished with value: 0.997177882469675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:47:27,359] Trial 3787 finished with value: 0.9972517431818435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 83}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:47:28,476] Trial 3788 finished with value: 0.9874789926219171 and parameters: {'classifier': 'SVC', 'svc_c': 73758.08739198472, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:47:31,759] Trial 3789 finished with value: 0.9974029840544777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:47:32,804] Trial 3790 finished with value: 0.9959555161331476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 90}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:47:34,626] Trial 3791 finished with value: 0.9975223119216059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:47:42,901] Trial 3792 finished with value: 0.9970134374214924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 37, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:47:45,126] Trial 3793 finished with value: 0.9967957129324266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:47:46,800] Trial 3794 finished with value: 0.9974328244159363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:47:49,235] Trial 3795 finished with value: 0.9970754987096354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:47:50,588] Trial 3796 finished with value: 0.9971907000775101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:47:52,545] Trial 3797 finished with value: 0.9973382035893744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:47:57,434] Trial 3798 finished with value: 0.9957100488091898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 43, 'rf_n_estimators': 108}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:47:59,760] Trial 3799 finished with value: 0.9973583919771025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:48:02,212] Trial 3800 finished with value: 0.9969000195018523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:48:07,866] Trial 3801 finished with value: 0.9972760607348095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 25, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:48:09,828] Trial 3802 finished with value: 0.9974441650050335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:48:12,020] Trial 3803 finished with value: 0.9973574414267738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:48:14,451] Trial 3804 finished with value: 0.9974308090905498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 103}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:48:16,247] Trial 3805 finished with value: 0.9974730246334135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:48:21,076] Trial 3806 finished with value: 0.997334599146961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 23, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:48:21,715] Trial 3807 finished with value: 0.9950176310068115 and parameters: {'classifier': 'SVC', 'svc_c': 858.0970805139816, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:48:24,370] Trial 3808 finished with value: 0.9974087346141943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:48:38,844] Trial 3809 finished with value: 0.9966011953917304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 62, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:48:47,731] Trial 3810 finished with value: 0.9969552097869311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 40, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:48:50,157] Trial 3811 finished with value: 0.9976735356240322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:48:51,051] Trial 3812 finished with value: 0.9928757946078344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:48:53,018] Trial 3813 finished with value: 0.9975625354664451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:48:54,916] Trial 3814 finished with value: 0.996966167109058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:48:56,253] Trial 3815 finished with value: 0.9974162675747946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:48:58,214] Trial 3816 finished with value: 0.9972367822496411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:48:59,217] Trial 3817 finished with value: 0.9972438819560664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:49:02,362] Trial 3818 finished with value: 0.997464251482341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:49:04,568] Trial 3819 finished with value: 0.9974478113097471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:49:06,411] Trial 3820 finished with value: 0.9965402277284032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:49:08,065] Trial 3821 finished with value: 0.9975642204954286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:49:10,224] Trial 3822 finished with value: 0.997466040548185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:49:11,185] Trial 3823 finished with value: 0.990339329606914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:49:13,094] Trial 3824 finished with value: 0.9974241606019549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:49:15,620] Trial 3825 finished with value: 0.9975165767547743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:49:16,829] Trial 3826 finished with value: 0.9866733153037949 and parameters: {'classifier': 'SVC', 'svc_c': 1.3618275639034323, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:49:18,637] Trial 3827 finished with value: 0.997423471889363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:49:20,716] Trial 3828 finished with value: 0.9974685458751248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:49:25,328] Trial 3829 finished with value: 0.9971231795836414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 20, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:49:25,688] Trial 3830 finished with value: 0.980330849516062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 2}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:49:27,368] Trial 3831 finished with value: 0.9956231262342502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:49:29,866] Trial 3832 finished with value: 0.9975643654107139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:49:31,502] Trial 3833 finished with value: 0.9973156041045536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:49:33,293] Trial 3834 finished with value: 0.9971257984370764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:49:41,321] Trial 3835 finished with value: 0.9963956048442348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 39, 'rf_n_estimators': 108}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:49:44,076] Trial 3836 finished with value: 0.9974012345023283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:49:44,870] Trial 3837 finished with value: 0.9958251747043204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:49:51,814] Trial 3838 finished with value: 0.9971065129610777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 31, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:50:01,892] Trial 3839 finished with value: 0.9970586382636709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 47, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:50:13,077] Trial 3840 finished with value: 0.9967682531996694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 46, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:50:17,918] Trial 3841 finished with value: 0.996753931659351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 23, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:50:19,342] Trial 3842 finished with value: 0.997584736386624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:50:21,668] Trial 3843 finished with value: 0.9974875305709744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:52:18,172] Trial 3844 finished with value: 0.9897320555649755 and parameters: {'classifier': 'SVC', 'svc_c': 570719378.2856226, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:52:19,833] Trial 3845 finished with value: 0.9974821071973459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:52:21,942] Trial 3846 finished with value: 0.9973438846748116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:52:24,653] Trial 3847 finished with value: 0.9973324853388476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:52:34,835] Trial 3848 finished with value: 0.9967613005984454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 50, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:52:39,989] Trial 3849 finished with value: 0.9971743591176151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 26, 'rf_n_estimators': 101}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:52:41,900] Trial 3850 finished with value: 0.9969122197756493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:52:43,912] Trial 3851 finished with value: 0.9975721572574255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:52:45,825] Trial 3852 finished with value: 0.99731305818483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:52:47,051] Trial 3853 finished with value: 0.9975460567005557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 4, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:52:50,196] Trial 3854 finished with value: 0.9971996036079066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 16, 'rf_n_estimators': 105}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:52:51,303] Trial 3855 finished with value: 0.9958718970617829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:52:54,041] Trial 3856 finished with value: 0.9973502505690783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:52:55,769] Trial 3857 finished with value: 0.9974140216100343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:53:00,298] Trial 3858 finished with value: 0.9975597746176121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:53:01,127] Trial 3859 finished with value: 0.989703187906905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:53:12,330] Trial 3860 finished with value: 0.9969774430480376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 52, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:53:14,875] Trial 3861 finished with value: 0.9976502315894035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:53:19,382] Trial 3862 finished with value: 0.9972598429497331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 22, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:53:21,622] Trial 3863 finished with value: 0.9973641703074883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:53:23,827] Trial 3864 finished with value: 0.9973808663193543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:53:25,528] Trial 3865 finished with value: 0.9852049898326953 and parameters: {'classifier': 'SVC', 'svc_c': 3.077253047652247e-07, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:53:27,311] Trial 3866 finished with value: 0.9975931267150564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:53:29,440] Trial 3867 finished with value: 0.9974818245395419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:53:32,384] Trial 3868 finished with value: 0.9975576711243187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:53:33,312] Trial 3869 finished with value: 0.9966692540652962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:53:34,425] Trial 3870 finished with value: 0.9971919365546474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:53:35,994] Trial 3871 finished with value: 0.9975846271764843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:53:36,500] Trial 3872 finished with value: 0.9945924145204753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 10}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:53:43,630] Trial 3873 finished with value: 0.9969939048024087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 34, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:53:44,964] Trial 3874 finished with value: 0.9963521094067765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:53:48,041] Trial 3875 finished with value: 0.9974884947368655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:53:49,482] Trial 3876 finished with value: 0.9974772990313158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:53:52,185] Trial 3877 finished with value: 0.9974341374449063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:53:54,650] Trial 3878 finished with value: 0.9975527837087337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:53:56,721] Trial 3879 finished with value: 0.997476080263931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:53:57,775] Trial 3880 finished with value: 0.9939016798428062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:53:59,025] Trial 3881 finished with value: 0.9967425545081842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:54:01,091] Trial 3882 finished with value: 0.9975067404790153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:54:19,587] Trial 3883 finished with value: 0.9906790716238149 and parameters: {'classifier': 'SVC', 'svc_c': 9483374.721714305, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:54:21,437] Trial 3884 finished with value: 0.9969941424241219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:54:25,406] Trial 3885 finished with value: 0.997475868635564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:54:27,536] Trial 3886 finished with value: 0.9974322909651875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:54:29,752] Trial 3887 finished with value: 0.99760441169934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:54:32,618] Trial 3888 finished with value: 0.9974328874791584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:54:34,427] Trial 3889 finished with value: 0.9976069252146601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:54:35,935] Trial 3890 finished with value: 0.9972614221645332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:54:38,358] Trial 3891 finished with value: 0.9977675229302232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:54:40,524] Trial 3892 finished with value: 0.9973879913843677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:54:42,564] Trial 3893 finished with value: 0.9975005400661981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:54:48,265] Trial 3894 finished with value: 0.9973364895519437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 26, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:54:50,518] Trial 3895 finished with value: 0.9972672534654863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:54:52,965] Trial 3896 finished with value: 0.9973899905868974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:54:54,976] Trial 3897 finished with value: 0.9973895719638975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:54:57,169] Trial 3898 finished with value: 0.9974607966524234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:54:59,001] Trial 3899 finished with value: 0.9975324597049268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:55:01,206] Trial 3900 finished with value: 0.997204366737846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:55:02,929] Trial 3901 finished with value: 0.9852063832220469 and parameters: {'classifier': 'SVC', 'svc_c': 1.0090156545670163e-09, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:55:05,439] Trial 3902 finished with value: 0.9973824369966572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:55:07,421] Trial 3903 finished with value: 0.9974787108921296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:55:22,864] Trial 3904 finished with value: 0.9963675370766464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 72, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:55:24,398] Trial 3905 finished with value: 0.9968377115784307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:55:25,643] Trial 3906 finished with value: 0.9961837684352384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:55:28,085] Trial 3907 finished with value: 0.9973569224802489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:55:37,814] Trial 3908 finished with value: 0.996405881419984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 40, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:55:39,111] Trial 3909 finished with value: 0.9975107269823589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:55:41,343] Trial 3910 finished with value: 0.9974380085492182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:55:50,919] Trial 3911 finished with value: 0.9968694794147478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 47, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:55:52,566] Trial 3912 finished with value: 0.9973893697616892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:55:53,554] Trial 3913 finished with value: 0.9932899632555316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:55:55,387] Trial 3914 finished with value: 0.9972099678754943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:55:57,289] Trial 3915 finished with value: 0.9974351383315563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:56:02,220] Trial 3916 finished with value: 0.996173122461984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 32, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:56:04,241] Trial 3917 finished with value: 0.9974094844857341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:56:06,680] Trial 3918 finished with value: 0.9975220607160682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:56:07,801] Trial 3919 finished with value: 0.9963784694210398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:56:08,550] Trial 3920 finished with value: 0.9934511650704253 and parameters: {'classifier': 'SVC', 'svc_c': 171.8480743364058, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:56:10,584] Trial 3921 finished with value: 0.9969570693109299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:56:25,861] Trial 3922 finished with value: 0.9965896718018584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 67, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:56:32,004] Trial 3923 finished with value: 0.9969820358406277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 28, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:56:34,238] Trial 3924 finished with value: 0.9974671822241925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:56:36,072] Trial 3925 finished with value: 0.997551530569195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:56:38,138] Trial 3926 finished with value: 0.9971842727386546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:56:40,804] Trial 3927 finished with value: 0.9975326815211621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:56:43,157] Trial 3928 finished with value: 0.9975858006538751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:56:44,744] Trial 3929 finished with value: 0.9973910981763922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:56:45,607] Trial 3930 finished with value: 0.9967819781942793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:56:46,768] Trial 3931 finished with value: 0.9968786631591292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:56:48,618] Trial 3932 finished with value: 0.9975911108501258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:56:50,750] Trial 3933 finished with value: 0.9969873530509558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:56:51,878] Trial 3934 finished with value: 0.9953908874605535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:56:58,865] Trial 3935 finished with value: 0.997039366593662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 30, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:57:04,394] Trial 3936 finished with value: 0.9972552139441908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 23, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:57:20,696] Trial 3937 finished with value: 0.9965117347680682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 69, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:57:34,923] Trial 3938 finished with value: 0.9967670474765647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 61, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:57:36,261] Trial 3939 finished with value: 0.9867343545361035 and parameters: {'classifier': 'SVC', 'svc_c': 58425690.805051334, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:57:42,790] Trial 3940 finished with value: 0.9961851836285325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 45, 'rf_n_estimators': 74}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:57:43,970] Trial 3941 finished with value: 0.9974077657828309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 55}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:57:44,925] Trial 3942 finished with value: 0.9971515477505241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:57:46,503] Trial 3943 finished with value: 0.9970015629055778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:57:48,442] Trial 3944 finished with value: 0.9973735416863788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:57:49,916] Trial 3945 finished with value: 0.9962919301130708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:57:51,963] Trial 3946 finished with value: 0.9974958432367474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:57:54,016] Trial 3947 finished with value: 0.9972879026558932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:57:56,628] Trial 3948 finished with value: 0.9974273447709977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:58:08,166] Trial 3949 finished with value: 0.9968686861257506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 53, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:58:13,116] Trial 3950 finished with value: 0.9970641008018771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:58:15,289] Trial 3951 finished with value: 0.9974221200766701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:58:17,106] Trial 3952 finished with value: 0.9973289717620633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:58:19,220] Trial 3953 finished with value: 0.9975750079562745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:58:21,630] Trial 3954 finished with value: 0.9973742856546677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:58:24,149] Trial 3955 finished with value: 0.9974531463567792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:58:25,763] Trial 3956 finished with value: 0.9973995980958192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:58:26,873] Trial 3957 finished with value: 0.9964658732061323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:58:28,670] Trial 3958 finished with value: 0.9972411126966878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:58:30,329] Trial 3959 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 5.383881933012701e-06, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:58:31,931] Trial 3960 finished with value: 0.997301103562437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 68}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:58:42,249] Trial 3961 finished with value: 0.9964976626877023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 55, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:58:44,237] Trial 3962 finished with value: 0.9974177603990103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:58:57,449] Trial 3963 finished with value: 0.9968930891489013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 61, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:58:59,618] Trial 3964 finished with value: 0.9972775504804482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:59:13,221] Trial 3965 finished with value: 0.9963061077854549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 67, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:59:14,044] Trial 3966 finished with value: 0.9976294423713489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 41}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:59:16,247] Trial 3967 finished with value: 0.997751933841356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:59:18,179] Trial 3968 finished with value: 0.9972419394374397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:59:20,150] Trial 3969 finished with value: 0.9972708066829172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:59:22,125] Trial 3970 finished with value: 0.9974449817166064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:59:23,927] Trial 3971 finished with value: 0.9977392650208308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:59:26,106] Trial 3972 finished with value: 0.9973815203106757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:59:27,410] Trial 3973 finished with value: 0.9970910012809666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:59:29,207] Trial 3974 finished with value: 0.9968529227005577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:59:33,265] Trial 3975 finished with value: 0.9973816445011076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 18, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:59:35,257] Trial 3976 finished with value: 0.9976557881670297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:59:36,988] Trial 3977 finished with value: 0.9853938530430103 and parameters: {'classifier': 'SVC', 'svc_c': 0.046844399953622974, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:59:39,202] Trial 3978 finished with value: 0.9972064498236649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:59:41,066] Trial 3979 finished with value: 0.9973256869203779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:59:42,723] Trial 3980 finished with value: 0.9971802944236913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:59:44,886] Trial 3981 finished with value: 0.9976196396108201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:59:46,899] Trial 3982 finished with value: 0.9972672822200305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:59:49,129] Trial 3983 finished with value: 0.9974917864022009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 04:59:50,166] Trial 3984 finished with value: 0.9968484070310827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 50}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:00:00,419] Trial 3985 finished with value: 0.996495637110972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 44, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:00:02,061] Trial 3986 finished with value: 0.9974414206599126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:00:04,291] Trial 3987 finished with value: 0.9973984401065272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:00:19,368] Trial 3988 finished with value: 0.9961951044223393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 65, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:00:28,682] Trial 3989 finished with value: 0.9963830480585232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 40, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:00:29,452] Trial 3990 finished with value: 0.9892546388535611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:00:31,523] Trial 3991 finished with value: 0.9974969076309502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:00:33,404] Trial 3992 finished with value: 0.9973589809057137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:00:35,730] Trial 3993 finished with value: 0.9973439797298446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:00:37,448] Trial 3994 finished with value: 0.9971744763574453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:00:38,311] Trial 3995 finished with value: 0.9903494346075356 and parameters: {'classifier': 'SVC', 'svc_c': 6.213862587750728, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:00:40,133] Trial 3996 finished with value: 0.9973608692159944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:00:41,456] Trial 3997 finished with value: 0.9972374142148546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:00:43,457] Trial 3998 finished with value: 0.9975498568389067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:00:45,580] Trial 3999 finished with value: 0.9973969566767321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:00:46,740] Trial 4000 finished with value: 0.9973121248364473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:00:48,465] Trial 4001 finished with value: 0.996769903856499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 61}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:00:49,432] Trial 4002 finished with value: 0.9934431378236542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:00:51,158] Trial 4003 finished with value: 0.9971585202831541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:00:53,333] Trial 4004 finished with value: 0.9975799333621348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:00:54,756] Trial 4005 finished with value: 0.9974409764561596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:00:56,518] Trial 4006 finished with value: 0.9974190677786329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:00:58,927] Trial 4007 finished with value: 0.9970416672428367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:01:01,044] Trial 4008 finished with value: 0.9975785222312928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:01:03,011] Trial 4009 finished with value: 0.9973571421383065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:01:05,192] Trial 4010 finished with value: 0.9975135085243076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:01:06,186] Trial 4011 finished with value: 0.9951695876962109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:01:13,412] Trial 4012 finished with value: 0.9961097906101916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 48, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:01:15,651] Trial 4013 finished with value: 0.9975669450995711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:01:17,366] Trial 4014 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 3.8552672675644956e-05, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:01:19,316] Trial 4015 finished with value: 0.9974810917747342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:01:21,627] Trial 4016 finished with value: 0.9973361807421038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:01:25,696] Trial 4017 finished with value: 0.9970755775148596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 18, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:01:28,187] Trial 4018 finished with value: 0.9973235950114206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:01:31,989] Trial 4019 finished with value: 0.9962642478975825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 26, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:01:32,752] Trial 4020 finished with value: 0.9884985922595283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:01:33,484] Trial 4021 finished with value: 0.9936537005904237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:01:35,844] Trial 4022 finished with value: 0.9973199182383161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:01:37,579] Trial 4023 finished with value: 0.9974582911033179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:01:42,409] Trial 4024 finished with value: 0.9971269968604624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 23, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:01:44,236] Trial 4025 finished with value: 0.9974427666328305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:01:46,082] Trial 4026 finished with value: 0.9973390045906833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:01:48,717] Trial 4027 finished with value: 0.997041467484447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:01:51,487] Trial 4028 finished with value: 0.9971346646754314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:01:53,562] Trial 4029 finished with value: 0.9974446502776387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:01:59,209] Trial 4030 finished with value: 0.9971268577849518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 25, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:02:00,912] Trial 4031 finished with value: 0.9970818059839871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:02:02,831] Trial 4032 finished with value: 0.9973865715890771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:02:04,500] Trial 4033 finished with value: 0.9852270306033929 and parameters: {'classifier': 'SVC', 'svc_c': 0.0006451768530372761, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:02:05,959] Trial 4034 finished with value: 0.9976140856991781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:02:07,007] Trial 4035 finished with value: 0.9971219321569261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:02:09,153] Trial 4036 finished with value: 0.9974054806852308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:02:11,457] Trial 4037 finished with value: 0.9970729835122064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:02:12,578] Trial 4038 finished with value: 0.9971879065068946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:02:14,306] Trial 4039 finished with value: 0.9972075155508601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:02:16,751] Trial 4040 finished with value: 0.9974264529675357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:02:18,022] Trial 4041 finished with value: 0.997597237091453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:02:18,805] Trial 4042 finished with value: 0.9950857910512537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 81}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:02:24,171] Trial 4043 finished with value: 0.9971938737413056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 25, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:02:30,271] Trial 4044 finished with value: 0.9967101091944941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 33, 'rf_n_estimators': 100}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:02:30,863] Trial 4045 finished with value: 0.9877660581547004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:02:33,468] Trial 4046 finished with value: 0.9973385297281115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:02:35,546] Trial 4047 finished with value: 0.9974555946824372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:02:37,258] Trial 4048 finished with value: 0.9973435924004216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:02:40,197] Trial 4049 finished with value: 0.9967341231426371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 24, 'rf_n_estimators': 64}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:02:42,730] Trial 4050 finished with value: 0.9975432914084158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:02:44,472] Trial 4051 finished with value: 0.9854040109507235 and parameters: {'classifier': 'SVC', 'svc_c': 0.19482390934982532, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:02:45,964] Trial 4052 finished with value: 0.9972607560810691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:02:47,962] Trial 4053 finished with value: 0.9976768098335186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:02:50,357] Trial 4054 finished with value: 0.9974538231993938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:02:52,666] Trial 4055 finished with value: 0.9970978206464555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:02:54,686] Trial 4056 finished with value: 0.9971911087665447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:02:56,761] Trial 4057 finished with value: 0.9974593619720539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:03:01,914] Trial 4058 finished with value: 0.9969711590375722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 22, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:03:03,701] Trial 4059 finished with value: 0.9975072650431501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:03:05,771] Trial 4060 finished with value: 0.9975574572425602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:03:08,285] Trial 4061 finished with value: 0.9973949965753045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:03:10,159] Trial 4062 finished with value: 0.9972568045846374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:03:16,370] Trial 4063 finished with value: 0.9964791643435471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 39, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:03:18,344] Trial 4064 finished with value: 0.9964024475053476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:03:20,392] Trial 4065 finished with value: 0.9972554743219836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:03:27,086] Trial 4066 finished with value: 0.9967764794431204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 38, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:03:29,427] Trial 4067 finished with value: 0.9969698587037653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:03:33,555] Trial 4068 finished with value: 0.9971491764845052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:03:35,381] Trial 4069 finished with value: 0.9973421675588038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:03:37,101] Trial 4070 finished with value: 0.9853823816302585 and parameters: {'classifier': 'SVC', 'svc_c': 0.010549173625759667, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:03:38,216] Trial 4071 finished with value: 0.9917144561731822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 16, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:03:39,773] Trial 4072 finished with value: 0.9974502322455909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 87}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:03:41,507] Trial 4073 finished with value: 0.9974799474327426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:03:45,003] Trial 4074 finished with value: 0.9965043719543901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 22, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:03:47,355] Trial 4075 finished with value: 0.9973936142624827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:03:49,475] Trial 4076 finished with value: 0.9976777715238526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:04:05,751] Trial 4077 finished with value: 0.9963619182609834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 71, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:04:07,376] Trial 4078 finished with value: 0.9973230215074326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 103}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:04:08,101] Trial 4079 finished with value: 0.9970806410440934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 31}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:04:10,188] Trial 4080 finished with value: 0.9975184765541777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:04:11,730] Trial 4081 finished with value: 0.9974804076324008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:04:14,258] Trial 4082 finished with value: 0.9970872956263664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:04:24,209] Trial 4083 finished with value: 0.9968468187392414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 42, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:04:25,065] Trial 4084 finished with value: 0.996607931127833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:04:27,125] Trial 4085 finished with value: 0.9974923569228257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:04:28,193] Trial 4086 finished with value: 0.9965124349063071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:04:30,385] Trial 4087 finished with value: 0.9975119954830447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:04:37,375] Trial 4088 finished with value: 0.9965098621363139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 45, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:04:39,245] Trial 4089 finished with value: 0.9866067297452042 and parameters: {'classifier': 'SVC', 'svc_c': 4198547988.3958297, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:04:40,771] Trial 4090 finished with value: 0.9974268674646073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:04:42,734] Trial 4091 finished with value: 0.9975585355697046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:04:49,356] Trial 4092 finished with value: 0.9969985230805382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 27, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:04:51,464] Trial 4093 finished with value: 0.9975613735416525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:05:06,581] Trial 4094 finished with value: 0.9957895411908734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 74, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:05:08,928] Trial 4095 finished with value: 0.997178899161803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:05:11,408] Trial 4096 finished with value: 0.9972154939847294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:05:13,503] Trial 4097 finished with value: 0.9975710635056583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:05:19,856] Trial 4098 finished with value: 0.9972545644913903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 28, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:05:21,575] Trial 4099 finished with value: 0.9974373756953434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:05:23,788] Trial 4100 finished with value: 0.9977323800213496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:05:26,454] Trial 4101 finished with value: 0.9972383672090022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:05:28,799] Trial 4102 finished with value: 0.9974076807887147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:05:40,595] Trial 4103 finished with value: 0.996699976581893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 53, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:05:43,039] Trial 4104 finished with value: 0.9975558953883957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:05:45,343] Trial 4105 finished with value: 0.9974031157985316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:05:47,255] Trial 4106 finished with value: 0.9967847900141916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:05:49,968] Trial 4107 finished with value: 0.9971937870650803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:05:51,655] Trial 4108 finished with value: 0.9853366605720387 and parameters: {'classifier': 'SVC', 'svc_c': 0.0024492968767929166, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:05:54,121] Trial 4109 finished with value: 0.9974790893032003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:05:55,293] Trial 4110 finished with value: 0.9955599518342165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:05:57,914] Trial 4111 finished with value: 0.9968502131084452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:06:00,090] Trial 4112 finished with value: 0.9971667716312899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:06:02,236] Trial 4113 finished with value: 0.9974855858306942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:06:04,415] Trial 4114 finished with value: 0.9975699759110451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:06:06,900] Trial 4115 finished with value: 0.9970589313949842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:06:09,020] Trial 4116 finished with value: 0.997366159861694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:06:11,281] Trial 4117 finished with value: 0.9978072973836715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:06:14,124] Trial 4118 finished with value: 0.9973026162545827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:06:16,567] Trial 4119 finished with value: 0.997450769758792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:06:19,142] Trial 4120 finished with value: 0.9975685458009345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:06:21,676] Trial 4121 finished with value: 0.9973452751760137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:06:24,081] Trial 4122 finished with value: 0.9974483683417611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:06:26,254] Trial 4123 finished with value: 0.9973602153833627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:06:28,771] Trial 4124 finished with value: 0.9973103070477968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:06:31,664] Trial 4125 finished with value: 0.9973211075211847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:06:34,450] Trial 4126 finished with value: 0.997494353713274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:06:36,031] Trial 4127 finished with value: 0.9868959411731253 and parameters: {'classifier': 'SVC', 'svc_c': 395228.09536311816, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:06:38,625] Trial 4128 finished with value: 0.9974688784249194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:06:41,047] Trial 4129 finished with value: 0.9973843367325846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:06:43,340] Trial 4130 finished with value: 0.9975809955346842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:06:45,609] Trial 4131 finished with value: 0.9973525836226566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:06:47,973] Trial 4132 finished with value: 0.9971997042170733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:06:50,147] Trial 4133 finished with value: 0.9972948700469821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:06:52,915] Trial 4134 finished with value: 0.9972301488365521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:06:55,302] Trial 4135 finished with value: 0.9974154772374227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:06:57,857] Trial 4136 finished with value: 0.9975588395236442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:06:58,665] Trial 4137 finished with value: 0.9968594487760433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 24}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:07:00,849] Trial 4138 finished with value: 0.9974037880074119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:07:04,104] Trial 4139 finished with value: 0.997299226550851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:07:05,810] Trial 4140 finished with value: 0.9966422500888904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:07:08,375] Trial 4141 finished with value: 0.9970311109609087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:07:12,342] Trial 4142 finished with value: 0.9973058865920441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:07:14,857] Trial 4143 finished with value: 0.9974249010790741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:07:17,435] Trial 4144 finished with value: 0.9969925547353006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:07:19,792] Trial 4145 finished with value: 0.9974210988777593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:07:20,610] Trial 4146 finished with value: 0.9960528591517708 and parameters: {'classifier': 'SVC', 'svc_c': 10079.41774140872, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:07:22,886] Trial 4147 finished with value: 0.9972640626949589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:07:26,327] Trial 4148 finished with value: 0.9970808891075782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:07:27,167] Trial 4149 finished with value: 0.9898830668773249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:07:29,558] Trial 4150 finished with value: 0.997275013320387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:07:44,462] Trial 4151 finished with value: 0.9964817877989786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 67, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:07:58,536] Trial 4152 finished with value: 0.9960877755154608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 61, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:08:00,986] Trial 4153 finished with value: 0.9974174012845872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:08:03,427] Trial 4154 finished with value: 0.9974097497511648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:08:04,617] Trial 4155 finished with value: 0.9946380709285775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 30, 'rf_n_estimators': 15}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:08:07,779] Trial 4156 finished with value: 0.9947496568727227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 35, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:08:10,792] Trial 4157 finished with value: 0.9974600465269802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:08:22,926] Trial 4158 finished with value: 0.9966057616514298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 56, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:08:24,648] Trial 4159 finished with value: 0.9964905550468002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:08:26,974] Trial 4160 finished with value: 0.9974802837593479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:08:27,970] Trial 4161 finished with value: 0.993919153528619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:08:30,100] Trial 4162 finished with value: 0.9972550966408846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:08:32,942] Trial 4163 finished with value: 0.9975554087510604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:08:33,733] Trial 4164 finished with value: 0.9915694791257043 and parameters: {'classifier': 'SVC', 'svc_c': 54.69010604680373, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:08:35,308] Trial 4165 finished with value: 0.9966242016930492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:08:38,754] Trial 4166 finished with value: 0.9968874959457299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 16, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:08:40,955] Trial 4167 finished with value: 0.9976090409587858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:08:48,184] Trial 4168 finished with value: 0.9968699116850476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 40, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:08:51,015] Trial 4169 finished with value: 0.9973538849403386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:08:53,208] Trial 4170 finished with value: 0.9973325758553596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:08:55,405] Trial 4171 finished with value: 0.9973989257599873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:09:01,649] Trial 4172 finished with value: 0.9960570529353882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 43, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:09:06,354] Trial 4173 finished with value: 0.9968429215146314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 22, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:09:08,846] Trial 4174 finished with value: 0.9974071377848558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:09:20,446] Trial 4175 finished with value: 0.9964672778307033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 56, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:09:22,644] Trial 4176 finished with value: 0.9974772946832223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:09:24,860] Trial 4177 finished with value: 0.9970967740572187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:09:28,046] Trial 4178 finished with value: 0.996694533467286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:09:30,361] Trial 4179 finished with value: 0.9973397604924253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:09:32,922] Trial 4180 finished with value: 0.9973199991382421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:09:33,811] Trial 4181 finished with value: 0.995900565818387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 2, 'rf_n_estimators': 36}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:09:35,050] Trial 4182 finished with value: 0.9970353453373098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 52}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:09:36,943] Trial 4183 finished with value: 0.9974712421373161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:09:39,053] Trial 4184 finished with value: 0.997258878434725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:09:40,316] Trial 4185 finished with value: 0.99749350031268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:10:55,291] Trial 4186 finished with value: 0.9899408348835106 and parameters: {'classifier': 'SVC', 'svc_c': 221628871.48924357, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:10:57,352] Trial 4187 finished with value: 0.9970463792112693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:10:59,290] Trial 4188 finished with value: 0.9975046202915826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:11:02,265] Trial 4189 finished with value: 0.9975482487743489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:11:04,983] Trial 4190 finished with value: 0.9971945464262545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:11:05,868] Trial 4191 finished with value: 0.997280888641818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 1, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:11:08,230] Trial 4192 finished with value: 0.9974365388619372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:11:09,361] Trial 4193 finished with value: 0.9973327141056846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:11:14,244] Trial 4194 finished with value: 0.9971774899352354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 23, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:11:16,264] Trial 4195 finished with value: 0.9977086829444747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:11:18,464] Trial 4196 finished with value: 0.9975659362784443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:11:21,167] Trial 4197 finished with value: 0.9973362616102922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:11:23,162] Trial 4198 finished with value: 0.995647692485459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 15, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:11:25,170] Trial 4199 finished with value: 0.9973397984192248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:11:27,188] Trial 4200 finished with value: 0.9975391918546457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:11:29,532] Trial 4201 finished with value: 0.9974017271063902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:11:31,281] Trial 4202 finished with value: 0.9971188006093339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:11:32,436] Trial 4203 finished with value: 0.9867876090309918 and parameters: {'classifier': 'SVC', 'svc_c': 1191209.8059981118, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:11:34,367] Trial 4204 finished with value: 0.9975988177661966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:11:36,283] Trial 4205 finished with value: 0.9974441081941793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:11:38,372] Trial 4206 finished with value: 0.9975915839671123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 71}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:11:38,766] Trial 4207 finished with value: 0.9932952819258033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 2, 'rf_n_estimators': 7}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:11:41,115] Trial 4208 finished with value: 0.9976277602622531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:11:43,028] Trial 4209 finished with value: 0.9973731997739015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:11:45,027] Trial 4210 finished with value: 0.9972883724403995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:11:47,581] Trial 4211 finished with value: 0.9976765143218621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:11:51,986] Trial 4212 finished with value: 0.997324198602945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 20, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:11:54,515] Trial 4213 finished with value: 0.9975539808943413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:11:57,949] Trial 4214 finished with value: 0.9973506133650987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:12:07,599] Trial 4215 finished with value: 0.9968944068750815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 43, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:12:09,132] Trial 4216 finished with value: 0.9963539949558594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:12:10,957] Trial 4217 finished with value: 0.9974157879832748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:12:12,838] Trial 4218 finished with value: 0.9974596555159602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:12:14,249] Trial 4219 finished with value: 0.9971603498465681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 5, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:12:16,476] Trial 4220 finished with value: 0.9973499048480523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:12:17,893] Trial 4221 finished with value: 0.9966853097014031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 77}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:12:18,606] Trial 4222 finished with value: 0.9955226154550819 and parameters: {'classifier': 'SVC', 'svc_c': 4825.380904278356, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:12:21,370] Trial 4223 finished with value: 0.9976098775065507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:12:22,367] Trial 4224 finished with value: 0.9970900034094181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 100}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:12:33,172] Trial 4225 finished with value: 0.9968135693456656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 53, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:12:34,289] Trial 4226 finished with value: 0.9943965864581039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:12:36,216] Trial 4227 finished with value: 0.997341885535758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:12:37,970] Trial 4228 finished with value: 0.9972253920541944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 90}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:12:41,003] Trial 4229 finished with value: 0.9971326941004944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:12:42,200] Trial 4230 finished with value: 0.997438120488818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:12:43,114] Trial 4231 finished with value: 0.9895266050768655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:12:49,728] Trial 4232 finished with value: 0.9972667368040907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 30, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:12:52,099] Trial 4233 finished with value: 0.9973575513668852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:12:54,475] Trial 4234 finished with value: 0.9974053245982021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 102}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:12:56,421] Trial 4235 finished with value: 0.9974375213723384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:13:00,405] Trial 4236 finished with value: 0.997286865143698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:13:02,386] Trial 4237 finished with value: 0.9963566126667295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:13:04,437] Trial 4238 finished with value: 0.9973811410426814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:13:05,532] Trial 4239 finished with value: 0.997248637119791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:13:07,040] Trial 4240 finished with value: 0.9874838176090383 and parameters: {'classifier': 'SVC', 'svc_c': 2.442542332944746, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:13:09,523] Trial 4241 finished with value: 0.9973351617331088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:13:10,410] Trial 4242 finished with value: 0.9969134047421626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:13:12,319] Trial 4243 finished with value: 0.9974969806916133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:13:14,390] Trial 4244 finished with value: 0.9972236473262068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:13:16,612] Trial 4245 finished with value: 0.9975266225959366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:13:18,114] Trial 4246 finished with value: 0.9975057480981245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:13:20,450] Trial 4247 finished with value: 0.9972021927229223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:13:26,011] Trial 4248 finished with value: 0.9972944228598659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 25, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:13:27,854] Trial 4249 finished with value: 0.9972175105796323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:13:29,813] Trial 4250 finished with value: 0.9975901323069626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:13:40,918] Trial 4251 finished with value: 0.9963036887856234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 50, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:13:42,425] Trial 4252 finished with value: 0.9976076725154294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:13:44,605] Trial 4253 finished with value: 0.9973011470751079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:13:45,559] Trial 4254 finished with value: 0.9970031322181506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:13:49,551] Trial 4255 finished with value: 0.9975498945435408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 19, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:13:50,840] Trial 4256 finished with value: 0.9942971990104329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 15, 'rf_n_estimators': 105}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:13:53,356] Trial 4257 finished with value: 0.9970971051153316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:13:55,012] Trial 4258 finished with value: 0.9850749531512558 and parameters: {'classifier': 'SVC', 'svc_c': 2.616940715361632e-10, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:13:56,914] Trial 4259 finished with value: 0.9975151236664188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:13:59,035] Trial 4260 finished with value: 0.9972231644656827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:14:01,661] Trial 4261 finished with value: 0.9972219913056709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:14:06,551] Trial 4262 finished with value: 0.9970450211144707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 23, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:14:08,371] Trial 4263 finished with value: 0.9973427642314642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:14:13,077] Trial 4264 finished with value: 0.9973846745826096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 21, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:14:14,876] Trial 4265 finished with value: 0.9970647345444136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:14:17,067] Trial 4266 finished with value: 0.9973068028654328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:14:21,264] Trial 4267 finished with value: 0.9975936673068345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 20, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:14:22,528] Trial 4268 finished with value: 0.9971013047704617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 4, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:14:24,188] Trial 4269 finished with value: 0.9974006746139027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:14:27,095] Trial 4270 finished with value: 0.9973360233855586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:14:29,043] Trial 4271 finished with value: 0.9973639168485593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 93}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:14:30,951] Trial 4272 finished with value: 0.9974726177534396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:14:32,781] Trial 4273 finished with value: 0.9974670549234457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:14:34,933] Trial 4274 finished with value: 0.9974331127548256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:14:37,150] Trial 4275 finished with value: 0.9973363387968831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:14:53,178] Trial 4276 finished with value: 0.9962639535284907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 70, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:14:54,887] Trial 4277 finished with value: 0.9852053998547218 and parameters: {'classifier': 'SVC', 'svc_c': 1.5522525014435046e-08, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:14:57,171] Trial 4278 finished with value: 0.997363440494306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:14:59,662] Trial 4279 finished with value: 0.9973200072314086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:15:01,334] Trial 4280 finished with value: 0.9972728481920773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:15:03,385] Trial 4281 finished with value: 0.997229723612068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:15:05,493] Trial 4282 finished with value: 0.9975920118575808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:15:08,579] Trial 4283 finished with value: 0.9971017029859869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:15:09,489] Trial 4284 finished with value: 0.9962615756927251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 56}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:15:10,079] Trial 4285 finished with value: 0.987533697824818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 3, 'rf_n_estimators': 104}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:15:12,804] Trial 4286 finished with value: 0.9973636282557669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:15:25,762] Trial 4287 finished with value: 0.9967618750863084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 55, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:15:27,485] Trial 4288 finished with value: 0.9976600074044487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:15:40,891] Trial 4289 finished with value: 0.9964673927854042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 64, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:15:41,905] Trial 4290 finished with value: 0.9918814790376852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 1, 'rf_n_estimators': 106}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:15:44,008] Trial 4291 finished with value: 0.9977012514499647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:15:45,020] Trial 4292 finished with value: 0.9950791405949088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:15:46,987] Trial 4293 finished with value: 0.9974034023283602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:15:49,056] Trial 4294 finished with value: 0.9973801781145687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:15:50,703] Trial 4295 finished with value: 0.9850769189972445 and parameters: {'classifier': 'SVC', 'svc_c': 9.819483089960504e-05, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:15:52,972] Trial 4296 finished with value: 0.997432588857187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:16:01,804] Trial 4297 finished with value: 0.9967898375792578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 39, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:16:03,784] Trial 4298 finished with value: 0.9974535428901952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:16:06,752] Trial 4299 finished with value: 0.997487340016578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:16:08,503] Trial 4300 finished with value: 0.9974134652127787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:16:10,143] Trial 4301 finished with value: 0.9975477732770193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 84}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:16:13,754] Trial 4302 finished with value: 0.997309966373098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:16:15,730] Trial 4303 finished with value: 0.9975708310889618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:16:21,947] Trial 4304 finished with value: 0.9966068462944175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 27, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:16:23,792] Trial 4305 finished with value: 0.9973871210674691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:16:25,417] Trial 4306 finished with value: 0.9975150155671061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:16:27,088] Trial 4307 finished with value: 0.9972750009426031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:16:28,113] Trial 4308 finished with value: 0.9968454170345579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 4, 'rf_n_estimators': 108}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:16:30,605] Trial 4309 finished with value: 0.9972430577226093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:16:32,877] Trial 4310 finished with value: 0.9975923599906878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:16:35,440] Trial 4311 finished with value: 0.9974474423883106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:16:37,245] Trial 4312 finished with value: 0.9975385116478129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:16:39,074] Trial 4313 finished with value: 0.9975588639618332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:16:40,822] Trial 4314 finished with value: 0.9852043340957891 and parameters: {'classifier': 'SVC', 'svc_c': 4.180114943753457e-08, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:16:43,568] Trial 4315 finished with value: 0.9975922121872528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:16:46,963] Trial 4316 finished with value: 0.9972147382734146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:16:49,087] Trial 4317 finished with value: 0.9974753451505182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:16:50,117] Trial 4318 finished with value: 0.9971191701655285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:16:51,818] Trial 4319 finished with value: 0.9971879894697849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:16:56,393] Trial 4320 finished with value: 0.996392485864854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 31, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:16:56,996] Trial 4321 finished with value: 0.9966869554071193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 18}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:16:58,731] Trial 4322 finished with value: 0.9973187783396315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:16:59,787] Trial 4323 finished with value: 0.997069068228727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:17:01,235] Trial 4324 finished with value: 0.9958266134154039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:17:02,923] Trial 4325 finished with value: 0.9971691680654692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 59}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:17:07,192] Trial 4326 finished with value: 0.9970048360042375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 19, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:17:09,495] Trial 4327 finished with value: 0.9976665732475324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:17:11,718] Trial 4328 finished with value: 0.9974979493642873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:17:13,566] Trial 4329 finished with value: 0.9972984037456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:17:14,687] Trial 4330 finished with value: 0.9940273689387288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:17:16,344] Trial 4331 finished with value: 0.997250439261653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:17:18,209] Trial 4332 finished with value: 0.9969600083363752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:17:19,008] Trial 4333 finished with value: 0.9912740282790778 and parameters: {'classifier': 'SVC', 'svc_c': 14.30493787779267, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:17:20,748] Trial 4334 finished with value: 0.9970387779189543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:17:31,794] Trial 4335 finished with value: 0.9968916910940773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 50, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:17:32,690] Trial 4336 finished with value: 0.9970848621223111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:17:33,797] Trial 4337 finished with value: 0.9965800165908617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 43}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:17:35,824] Trial 4338 finished with value: 0.9974090980767106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:17:37,526] Trial 4339 finished with value: 0.9976744664333825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:17:41,122] Trial 4340 finished with value: 0.997403035025557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:17:42,520] Trial 4341 finished with value: 0.9971528311362885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:17:44,210] Trial 4342 finished with value: 0.9975815229552305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:17:56,244] Trial 4343 finished with value: 0.9963936301751076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 54, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:17:58,280] Trial 4344 finished with value: 0.9977635279211201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:18:00,560] Trial 4345 finished with value: 0.9973790657643876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:18:03,224] Trial 4346 finished with value: 0.9973449614785362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:18:05,013] Trial 4347 finished with value: 0.9974830495592945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:18:19,689] Trial 4348 finished with value: 0.9962887846325373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 73, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:18:22,080] Trial 4349 finished with value: 0.9975284002678718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:18:31,852] Trial 4350 finished with value: 0.9967506047014624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 46, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:18:36,671] Trial 4351 finished with value: 0.9971522751833634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:18:37,470] Trial 4352 finished with value: 0.9898352927573469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:18:39,197] Trial 4353 finished with value: 0.9852070376894368 and parameters: {'classifier': 'SVC', 'svc_c': 0.00029740198773422637, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:18:40,571] Trial 4354 finished with value: 0.99743571189902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:18:42,549] Trial 4355 finished with value: 0.9975728638701975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:18:44,691] Trial 4356 finished with value: 0.9973949886090899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:18:46,468] Trial 4357 finished with value: 0.9974514472996406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:18:56,869] Trial 4358 finished with value: 0.9970681983244211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 48, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:19:04,971] Trial 4359 finished with value: 0.9971736126102934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 39, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:19:07,204] Trial 4360 finished with value: 0.9975257533263888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:19:15,099] Trial 4361 finished with value: 0.9972733397170503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 38, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:19:17,181] Trial 4362 finished with value: 0.9974501251301534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:19:19,369] Trial 4363 finished with value: 0.9971775208162196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 11, 'rf_n_estimators': 98}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:19:24,494] Trial 4364 finished with value: 0.9959181339562124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 42, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:19:26,086] Trial 4365 finished with value: 0.9973415454640794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:19:29,214] Trial 4366 finished with value: 0.9973859525411918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:19:30,712] Trial 4367 finished with value: 0.9957422963005024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:19:38,819] Trial 4368 finished with value: 0.9969866965523396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 38, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:19:45,515] Trial 4369 finished with value: 0.9972956348353385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 31, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:19:47,313] Trial 4370 finished with value: 0.9971445716949862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:19:48,434] Trial 4371 finished with value: 0.9963792724218368 and parameters: {'classifier': 'SVC', 'svc_c': 52778.408857977076, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:19:50,518] Trial 4372 finished with value: 0.9975543244889277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:19:52,950] Trial 4373 finished with value: 0.9974470997458617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:19:54,891] Trial 4374 finished with value: 0.9973885601276695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:19:57,265] Trial 4375 finished with value: 0.9972802669914245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:19:58,939] Trial 4376 finished with value: 0.9974188526908337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:20:01,196] Trial 4377 finished with value: 0.997257241710837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:20:02,975] Trial 4378 finished with value: 0.9973910178794861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:20:05,130] Trial 4379 finished with value: 0.9976433691873122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:20:07,135] Trial 4380 finished with value: 0.9976453575354775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:20:09,021] Trial 4381 finished with value: 0.9974147944280816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:20:10,297] Trial 4382 finished with value: 0.9974645689883674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:20:12,426] Trial 4383 finished with value: 0.9970145132730801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:20:14,814] Trial 4384 finished with value: 0.9975436532205609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:20:18,272] Trial 4385 finished with value: 0.99687000067814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:20:20,820] Trial 4386 finished with value: 0.997279394833727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:20:22,691] Trial 4387 finished with value: 0.9973839628600346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:20:28,513] Trial 4388 finished with value: 0.9973660229760991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 26, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:20:30,235] Trial 4389 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 2.9228906370797985e-09, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:20:34,382] Trial 4390 finished with value: 0.9970905900846377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 21, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:20:36,101] Trial 4391 finished with value: 0.9967721689274794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:20:37,903] Trial 4392 finished with value: 0.9974316534141021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:20:44,650] Trial 4393 finished with value: 0.9924468425063129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 69, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:20:54,266] Trial 4394 finished with value: 0.9966746760424569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 46, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:20:55,351] Trial 4395 finished with value: 0.9968330892695866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 5, 'rf_n_estimators': 106}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:20:57,016] Trial 4396 finished with value: 0.9974699564664223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:20:59,313] Trial 4397 finished with value: 0.9971251830390505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:21:03,318] Trial 4398 finished with value: 0.9975830082258241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:21:05,201] Trial 4399 finished with value: 0.9975167942863922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:21:06,605] Trial 4400 finished with value: 0.9950933781567243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:21:10,791] Trial 4401 finished with value: 0.9970559042333699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 19, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:21:12,676] Trial 4402 finished with value: 0.9973979522631516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:21:14,068] Trial 4403 finished with value: 0.9973744641803973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 67}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:21:21,405] Trial 4404 finished with value: 0.9970865523563113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 33, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:21:34,530] Trial 4405 finished with value: 0.9965477154942232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 61, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:21:36,385] Trial 4406 finished with value: 0.9974379570385944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:21:38,930] Trial 4407 finished with value: 0.997540896846773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:21:40,660] Trial 4408 finished with value: 0.9958355624579597 and parameters: {'classifier': 'SVC', 'svc_c': 131867.84648482525, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:21:41,603] Trial 4409 finished with value: 0.9969062723139547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:21:55,389] Trial 4410 finished with value: 0.9961272741030175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 66, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:21:56,109] Trial 4411 finished with value: 0.9885279042800413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:21:57,703] Trial 4412 finished with value: 0.9976060886351571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:22:14,478] Trial 4413 finished with value: 0.9956499211213217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 74, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:22:15,713] Trial 4414 finished with value: 0.9975501695842469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 80}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:22:23,355] Trial 4415 finished with value: 0.9969161228400343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 35, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:22:26,141] Trial 4416 finished with value: 0.99734065483492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:22:29,626] Trial 4417 finished with value: 0.9970207705919654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 16, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:22:30,779] Trial 4418 finished with value: 0.9972377698063699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 106}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:22:33,075] Trial 4419 finished with value: 0.9976093788722865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:22:35,114] Trial 4420 finished with value: 0.9973973822820712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:22:36,060] Trial 4421 finished with value: 0.9937757150079435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:22:38,180] Trial 4422 finished with value: 0.9975189837259392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:22:42,549] Trial 4423 finished with value: 0.9968022438638121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 20, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:22:50,851] Trial 4424 finished with value: 0.9969636027178721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 35, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:22:57,624] Trial 4425 finished with value: 0.9969709047217196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 35, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:23:01,376] Trial 4426 finished with value: 0.9975590915543676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:23:02,845] Trial 4427 finished with value: 0.9859450950470882 and parameters: {'classifier': 'SVC', 'svc_c': 0.5916493286430946, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:23:12,248] Trial 4428 finished with value: 0.9970736608626276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 45, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:23:14,297] Trial 4429 finished with value: 0.9974751043550142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:23:17,141] Trial 4430 finished with value: 0.9974818386311729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:23:19,721] Trial 4431 finished with value: 0.9975069774024945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:23:21,751] Trial 4432 finished with value: 0.9974767363499542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:23:33,620] Trial 4433 finished with value: 0.9969983743567039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 56, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:23:34,305] Trial 4434 finished with value: 0.9965119347803612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 73}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:23:36,939] Trial 4435 finished with value: 0.9970346852205721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:23:39,120] Trial 4436 finished with value: 0.9972819147283666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:23:41,126] Trial 4437 finished with value: 0.9973687021315581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:23:42,328] Trial 4438 finished with value: 0.9960625918984759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:23:43,683] Trial 4439 finished with value: 0.9970623901286646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:23:46,201] Trial 4440 finished with value: 0.9973425822780406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:23:47,363] Trial 4441 finished with value: 0.9972138606885351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:23:49,739] Trial 4442 finished with value: 0.9975965074369603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:23:51,434] Trial 4443 finished with value: 0.9973822245748426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 95}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:23:54,056] Trial 4444 finished with value: 0.9971787475180811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:23:55,860] Trial 4445 finished with value: 0.9974663658617366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:24:34,362] Trial 4446 finished with value: 0.9896998723746632 and parameters: {'classifier': 'SVC', 'svc_c': 22499114.884105507, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:24:43,932] Trial 4447 finished with value: 0.9969995344406978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 42, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:24:45,266] Trial 4448 finished with value: 0.9953026065031741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:24:47,354] Trial 4449 finished with value: 0.9973976430407191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:24:49,418] Trial 4450 finished with value: 0.997387631476497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:24:50,568] Trial 4451 finished with value: 0.9973723222524981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:24:52,862] Trial 4452 finished with value: 0.9973864189297421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:24:55,379] Trial 4453 finished with value: 0.9975229515673929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:24:57,038] Trial 4454 finished with value: 0.9973200518549067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:24:59,329] Trial 4455 finished with value: 0.9974532884473909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:25:00,369] Trial 4456 finished with value: 0.9941731205498386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:25:02,343] Trial 4457 finished with value: 0.9965361618802909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:25:03,888] Trial 4458 finished with value: 0.9974865403165234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:25:05,727] Trial 4459 finished with value: 0.9974875655778864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:25:07,223] Trial 4460 finished with value: 0.9974643237495563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:25:09,319] Trial 4461 finished with value: 0.9973764014622692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:25:11,685] Trial 4462 finished with value: 0.9971738492163936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:25:13,893] Trial 4463 finished with value: 0.9975051959854863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:25:16,182] Trial 4464 finished with value: 0.9971622818916854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:25:18,128] Trial 4465 finished with value: 0.997416823749885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:25:32,360] Trial 4466 finished with value: 0.9966467754384271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 67, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:25:34,501] Trial 4467 finished with value: 0.9972437758562416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:25:37,521] Trial 4468 finished with value: 0.9971911561829785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:25:38,262] Trial 4469 finished with value: 0.9928288495137373 and parameters: {'classifier': 'SVC', 'svc_c': 570.5830892737323, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:25:40,996] Trial 4470 finished with value: 0.9974401688216282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:25:43,476] Trial 4471 finished with value: 0.9971557585773976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:25:45,293] Trial 4472 finished with value: 0.9973305153034552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:25:47,217] Trial 4473 finished with value: 0.9972791231255012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:25:49,262] Trial 4474 finished with value: 0.9971128026843664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:25:52,358] Trial 4475 finished with value: 0.9974289981255495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:25:54,265] Trial 4476 finished with value: 0.9972290613054148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:25:55,068] Trial 4477 finished with value: 0.9943126696216913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 22, 'rf_n_estimators': 12}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:25:56,895] Trial 4478 finished with value: 0.9975412615788056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:26:00,076] Trial 4479 finished with value: 0.9958816624985323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 26, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:26:01,556] Trial 4480 finished with value: 0.9971921461200504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:26:02,507] Trial 4481 finished with value: 0.9968572853933186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:26:12,325] Trial 4482 finished with value: 0.9966958873746807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 43, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:26:13,997] Trial 4483 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.9491665652827284e-07, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:26:16,415] Trial 4484 finished with value: 0.997295173715281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:26:17,511] Trial 4485 finished with value: 0.9962419604916057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 15, 'rf_n_estimators': 28}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:26:18,977] Trial 4486 finished with value: 0.9974905336752551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:26:20,829] Trial 4487 finished with value: 0.9973822990319733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 106}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:26:23,410] Trial 4488 finished with value: 0.9975333446530007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:26:25,518] Trial 4489 finished with value: 0.9973990323358807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:26:27,367] Trial 4490 finished with value: 0.9974338500264163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:26:28,269] Trial 4491 finished with value: 0.9974034822126733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 1, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:26:30,567] Trial 4492 finished with value: 0.9973974965385382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:26:31,880] Trial 4493 finished with value: 0.9966150990390213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:26:33,126] Trial 4494 finished with value: 0.988748258254741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:26:35,402] Trial 4495 finished with value: 0.997407390164696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:26:40,303] Trial 4496 finished with value: 0.9970640928991384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 25, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:26:42,274] Trial 4497 finished with value: 0.9976095735843487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:26:45,119] Trial 4498 finished with value: 0.99732577880162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:26:46,841] Trial 4499 finished with value: 0.9973750603452513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:26:49,280] Trial 4500 finished with value: 0.9973786507912475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:26:51,255] Trial 4501 finished with value: 0.997162712162497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:26:52,988] Trial 4502 finished with value: 0.9852050716847587 and parameters: {'classifier': 'SVC', 'svc_c': 1.0422340143091936e-06, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:26:54,809] Trial 4503 finished with value: 0.9974611635426336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:26:56,122] Trial 4504 finished with value: 0.9973699949752189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:26:57,477] Trial 4505 finished with value: 0.9973578353894194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 89}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:26:59,776] Trial 4506 finished with value: 0.9969677694290544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:27:01,401] Trial 4507 finished with value: 0.9968536549892967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:27:02,547] Trial 4508 finished with value: 0.9966726072386964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 48}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:27:04,022] Trial 4509 finished with value: 0.9971586078480407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:27:13,315] Trial 4510 finished with value: 0.9968962416752505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 40, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:27:16,794] Trial 4511 finished with value: 0.9976461313373993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:27:18,735] Trial 4512 finished with value: 0.9973567494134395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 99}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:27:20,474] Trial 4513 finished with value: 0.9975399940302571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:27:25,863] Trial 4514 finished with value: 0.9970187800221467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 23, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:27:28,055] Trial 4515 finished with value: 0.9975120042109694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:27:29,603] Trial 4516 finished with value: 0.9975058291567404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:27:31,752] Trial 4517 finished with value: 0.9973515049781332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:27:34,790] Trial 4518 finished with value: 0.9973624932764577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:27:42,834] Trial 4519 finished with value: 0.9966766441735749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 35, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:27:44,556] Trial 4520 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.6357485704665286e-06, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:27:46,263] Trial 4521 finished with value: 0.9976594779526763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:27:51,244] Trial 4522 finished with value: 0.997189679703785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 24, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:27:53,791] Trial 4523 finished with value: 0.9975229737839283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:27:56,070] Trial 4524 finished with value: 0.996957342955168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:27:58,084] Trial 4525 finished with value: 0.9973920481554385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:28:00,483] Trial 4526 finished with value: 0.9970551349699686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:28:11,948] Trial 4527 finished with value: 0.996639770660083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 59, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:28:14,249] Trial 4528 finished with value: 0.9972212845024715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:28:28,229] Trial 4529 finished with value: 0.9966657473756378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 62, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:28:31,383] Trial 4530 finished with value: 0.9972441088503667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:28:32,932] Trial 4531 finished with value: 0.997371834789977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 86}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:28:34,609] Trial 4532 finished with value: 0.9976831071104293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:28:37,245] Trial 4533 finished with value: 0.9972638339915975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:28:39,313] Trial 4534 finished with value: 0.9975985431698212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:28:40,781] Trial 4535 finished with value: 0.997306985993159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:28:44,015] Trial 4536 finished with value: 0.9970529746023448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 16, 'rf_n_estimators': 104}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:28:46,236] Trial 4537 finished with value: 0.997420112177954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:28:56,520] Trial 4538 finished with value: 0.9968082260467775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 44, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:28:57,286] Trial 4539 finished with value: 0.9930834134297827 and parameters: {'classifier': 'SVC', 'svc_c': 2347.0327412114957, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:28:58,395] Trial 4540 finished with value: 0.993986753176829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:29:02,457] Trial 4541 finished with value: 0.9971239369453273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 18, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:29:04,158] Trial 4542 finished with value: 0.9973536017112523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:29:06,002] Trial 4543 finished with value: 0.9974708588068698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:29:07,721] Trial 4544 finished with value: 0.9975435586733346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:29:09,059] Trial 4545 finished with value: 0.9965553917197377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:29:19,415] Trial 4546 finished with value: 0.9966097936986706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 48, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:29:34,898] Trial 4547 finished with value: 0.9962491248164106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 67, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:29:36,259] Trial 4548 finished with value: 0.9969752495777765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:29:38,448] Trial 4549 finished with value: 0.9976098074292512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:29:40,725] Trial 4550 finished with value: 0.9973453977478123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:29:41,616] Trial 4551 finished with value: 0.9970700843495727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:29:43,143] Trial 4552 finished with value: 0.9972971365144305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:29:44,037] Trial 4553 finished with value: 0.990121562906431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:29:47,993] Trial 4554 finished with value: 0.9972806616205658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:29:50,550] Trial 4555 finished with value: 0.9973657794193972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:29:52,283] Trial 4556 finished with value: 0.9976027445705364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:30:04,179] Trial 4557 finished with value: 0.9967047646895656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 57, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:30:05,847] Trial 4558 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.276818907500599e-05, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:30:07,764] Trial 4559 finished with value: 0.9975177230327786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:30:10,681] Trial 4560 finished with value: 0.9973465200319586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:30:11,992] Trial 4561 finished with value: 0.9972904023017476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 78}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:30:13,109] Trial 4562 finished with value: 0.9972965367314551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:30:14,098] Trial 4563 finished with value: 0.9964727228813226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:30:16,167] Trial 4564 finished with value: 0.9969963732499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:30:18,096] Trial 4565 finished with value: 0.9963793746178989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:30:20,066] Trial 4566 finished with value: 0.9974352702025618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:30:21,926] Trial 4567 finished with value: 0.9975043178610624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:30:24,460] Trial 4568 finished with value: 0.9973766724087855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:30:36,908] Trial 4569 finished with value: 0.9965763451814634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 64, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:30:39,084] Trial 4570 finished with value: 0.9974282036622496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:30:41,262] Trial 4571 finished with value: 0.9974395887796312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:30:44,054] Trial 4572 finished with value: 0.9972282835362544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:30:57,456] Trial 4573 finished with value: 0.9960512873953792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 60, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:30:59,586] Trial 4574 finished with value: 0.9973278269757406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:31:01,374] Trial 4575 finished with value: 0.9975880687399568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:31:03,462] Trial 4576 finished with value: 0.9972704866061205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:31:19,234] Trial 4577 finished with value: 0.9965181262430886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 73, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:31:20,994] Trial 4578 finished with value: 0.9853891002913665 and parameters: {'classifier': 'SVC', 'svc_c': 0.020710339737364494, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:31:23,047] Trial 4579 finished with value: 0.997393434054644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:31:26,169] Trial 4580 finished with value: 0.9969443731958044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:31:33,825] Trial 4581 finished with value: 0.9972227626002983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 33, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:31:46,010] Trial 4582 finished with value: 0.9964054963122148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 59, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:31:50,164] Trial 4583 finished with value: 0.9974258848907299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:31:51,204] Trial 4584 finished with value: 0.9972821815172167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 6, 'rf_n_estimators': 63}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:31:53,427] Trial 4585 finished with value: 0.9972352239183842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:31:55,499] Trial 4586 finished with value: 0.9973126024284787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:31:56,761] Trial 4587 finished with value: 0.995474894496099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:32:03,152] Trial 4588 finished with value: 0.9974148606650943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 28, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:32:04,991] Trial 4589 finished with value: 0.9976651472950877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:32:05,813] Trial 4590 finished with value: 0.9963519017139101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 37}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:32:07,270] Trial 4591 finished with value: 0.9974642109847709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:32:08,792] Trial 4592 finished with value: 0.99726322195779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:32:09,924] Trial 4593 finished with value: 0.9973794946704694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 101}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:32:11,118] Trial 4594 finished with value: 0.9971545943040002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:32:12,842] Trial 4595 finished with value: 0.9853825452074334 and parameters: {'classifier': 'SVC', 'svc_c': 0.09805679673268534, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:32:15,397] Trial 4596 finished with value: 0.997309682001447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:32:17,230] Trial 4597 finished with value: 0.9975167258594637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:32:20,824] Trial 4598 finished with value: 0.997432443402357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:32:22,895] Trial 4599 finished with value: 0.997349125650686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:32:25,441] Trial 4600 finished with value: 0.997385379005466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:32:29,489] Trial 4601 finished with value: 0.9972736203436282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 19, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:32:30,940] Trial 4602 finished with value: 0.9957482598215782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:32:33,429] Trial 4603 finished with value: 0.997616172910925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:32:35,112] Trial 4604 finished with value: 0.9974015743201036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:32:37,130] Trial 4605 finished with value: 0.9974342354198266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:32:39,625] Trial 4606 finished with value: 0.9976893627154674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:32:42,196] Trial 4607 finished with value: 0.9975989321813531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:32:54,478] Trial 4608 finished with value: 0.9970698224166222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 56, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:32:57,042] Trial 4609 finished with value: 0.9971578067832562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 15, 'rf_n_estimators': 104}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:32:58,890] Trial 4610 finished with value: 0.9974357131367985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:33:01,248] Trial 4611 finished with value: 0.9975043504558934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:33:01,960] Trial 4612 finished with value: 0.9932669363245729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:33:04,459] Trial 4613 finished with value: 0.997210989106143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:33:05,433] Trial 4614 finished with value: 0.9893384866600251 and parameters: {'classifier': 'SVC', 'svc_c': 19984.520217218625, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:33:07,503] Trial 4615 finished with value: 0.9973115870058672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:33:13,873] Trial 4616 finished with value: 0.9969975548521951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 27, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:33:15,469] Trial 4617 finished with value: 0.9972921659455279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 53}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:33:16,952] Trial 4618 finished with value: 0.9968303341335769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:33:26,187] Trial 4619 finished with value: 0.9967974291280353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 41, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:33:28,728] Trial 4620 finished with value: 0.9973054118564243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:33:30,990] Trial 4621 finished with value: 0.9976213021058893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:33:33,007] Trial 4622 finished with value: 0.9974072002133197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:33:34,745] Trial 4623 finished with value: 0.9973657559016077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:33:36,721] Trial 4624 finished with value: 0.9956953278155677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 39, 'rf_n_estimators': 23}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:33:38,096] Trial 4625 finished with value: 0.997566881020736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:33:39,975] Trial 4626 finished with value: 0.9972455308038352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:33:48,332] Trial 4627 finished with value: 0.99679195519592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 33, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:33:50,798] Trial 4628 finished with value: 0.9973781979865217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:33:52,892] Trial 4629 finished with value: 0.997705418129409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:33:53,522] Trial 4630 finished with value: 0.9887008530244618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 2, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:33:54,393] Trial 4631 finished with value: 0.9898735961270463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:33:56,947] Trial 4632 finished with value: 0.9975668179892517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:33:58,640] Trial 4633 finished with value: 0.9850752810038399 and parameters: {'classifier': 'SVC', 'svc_c': 4.832611786771192e-10, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:33:59,876] Trial 4634 finished with value: 0.9971831919042158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 75}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:34:01,491] Trial 4635 finished with value: 0.9955352481261303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:34:03,223] Trial 4636 finished with value: 0.9973215016425198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:34:05,375] Trial 4637 finished with value: 0.9975325564420686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:34:07,520] Trial 4638 finished with value: 0.9974205807564198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:34:09,332] Trial 4639 finished with value: 0.9976915078488955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 69}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:34:11,194] Trial 4640 finished with value: 0.9974089832806995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:34:12,929] Trial 4641 finished with value: 0.9976091293805959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:34:14,556] Trial 4642 finished with value: 0.9974367078980322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:34:22,351] Trial 4643 finished with value: 0.9965939605135571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 32, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:34:24,560] Trial 4644 finished with value: 0.9974309066846153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:34:28,245] Trial 4645 finished with value: 0.9973659704816003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:34:30,597] Trial 4646 finished with value: 0.9974653217797945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:34:32,715] Trial 4647 finished with value: 0.997035732825422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:34:34,063] Trial 4648 finished with value: 0.9948861981748224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:34:35,822] Trial 4649 finished with value: 0.9973618615016715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:34:37,348] Trial 4650 finished with value: 0.9970951293036397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:34:39,112] Trial 4651 finished with value: 0.9852055637492761 and parameters: {'classifier': 'SVC', 'svc_c': 1.1865357220552617e-10, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:34:40,469] Trial 4652 finished with value: 0.997213320191971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:34:42,200] Trial 4653 finished with value: 0.9972375299630031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:34:50,502] Trial 4654 finished with value: 0.9970090628904922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 37, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:34:53,199] Trial 4655 finished with value: 0.9973831701740575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:34:55,623] Trial 4656 finished with value: 0.9974644742189757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:34:57,077] Trial 4657 finished with value: 0.9966938281875062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:34:59,525] Trial 4658 finished with value: 0.9970317185196714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:35:00,763] Trial 4659 finished with value: 0.996160023211958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:35:03,333] Trial 4660 finished with value: 0.996149496763663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 21, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:35:05,580] Trial 4661 finished with value: 0.9974061554014059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:35:07,573] Trial 4662 finished with value: 0.9975088185819828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:35:10,157] Trial 4663 finished with value: 0.9974075211153023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:35:12,346] Trial 4664 finished with value: 0.9974925060275149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:35:14,522] Trial 4665 finished with value: 0.9973693874164563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:35:20,298] Trial 4666 finished with value: 0.995633720189074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 47, 'rf_n_estimators': 104}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:35:21,292] Trial 4667 finished with value: 0.9970155520547915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 46}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:35:23,182] Trial 4668 finished with value: 0.9972888597124929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:35:35,873] Trial 4669 finished with value: 0.9964183796492564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 51, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:35:58,498] Trial 4670 finished with value: 0.9906580902644685 and parameters: {'classifier': 'SVC', 'svc_c': 9034524.227942742, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:36:00,391] Trial 4671 finished with value: 0.997554387806053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:36:02,938] Trial 4672 finished with value: 0.9975374549024457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:36:04,428] Trial 4673 finished with value: 0.997491316490743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:36:09,103] Trial 4674 finished with value: 0.9971810308700961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 29, 'rf_n_estimators': 83}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:36:10,656] Trial 4675 finished with value: 0.9972919253721892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:36:11,633] Trial 4676 finished with value: 0.9970464065058698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:36:12,450] Trial 4677 finished with value: 0.9975527207724632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 32}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:36:15,036] Trial 4678 finished with value: 0.9973329104998561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:36:18,241] Trial 4679 finished with value: 0.9974273142391308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:36:25,283] Trial 4680 finished with value: 0.9971904119607862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 35, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:36:27,390] Trial 4681 finished with value: 0.9972156252527148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:36:30,506] Trial 4682 finished with value: 0.9973421654958399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:36:31,720] Trial 4683 finished with value: 0.9973521722676377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 4, 'rf_n_estimators': 107}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:36:33,611] Trial 4684 finished with value: 0.9974305436029538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:36:35,159] Trial 4685 finished with value: 0.9974544351379877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:36:36,264] Trial 4686 finished with value: 0.9972664906131423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:36:38,787] Trial 4687 finished with value: 0.9974904993031014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:36:41,030] Trial 4688 finished with value: 0.9969774990654443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:36:42,752] Trial 4689 finished with value: 0.9852035151308245 and parameters: {'classifier': 'SVC', 'svc_c': 8.664828078099922e-08, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:36:44,624] Trial 4690 finished with value: 0.9976747904139419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:36:46,652] Trial 4691 finished with value: 0.9974938328307368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:36:47,532] Trial 4692 finished with value: 0.9964024909862806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:36:49,050] Trial 4693 finished with value: 0.9917020757550223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 26, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:36:51,995] Trial 4694 finished with value: 0.997536232009133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:36:54,184] Trial 4695 finished with value: 0.9972370090487278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:36:55,860] Trial 4696 finished with value: 0.9973405100465861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:37:05,550] Trial 4697 finished with value: 0.9950719077479615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 67, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:37:07,058] Trial 4698 finished with value: 0.9972353411264766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:37:09,085] Trial 4699 finished with value: 0.9973990871472468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:37:20,199] Trial 4700 finished with value: 0.9968790743237205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 52, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:37:21,308] Trial 4701 finished with value: 0.9967913685524383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 20}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:37:24,633] Trial 4702 finished with value: 0.9970191129845339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 19, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:37:33,949] Trial 4703 finished with value: 0.997086937717984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 43, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:37:35,887] Trial 4704 finished with value: 0.9972893130567632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:37:37,159] Trial 4705 finished with value: 0.9968631658245527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 40}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:37:39,505] Trial 4706 finished with value: 0.9972739583840807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:40:28,099] Trial 4707 finished with value: 0.9897315702288946 and parameters: {'classifier': 'SVC', 'svc_c': 1080367234.085386, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:40:30,986] Trial 4708 finished with value: 0.9972985719247717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:40:33,525] Trial 4709 finished with value: 0.9974648036267171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:40:35,384] Trial 4710 finished with value: 0.9972006302022617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:40:37,279] Trial 4711 finished with value: 0.9974112361325854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:40:39,016] Trial 4712 finished with value: 0.9973099013103877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:40:40,995] Trial 4713 finished with value: 0.9973444867111784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:40:41,665] Trial 4714 finished with value: 0.9891689346016758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:40:43,330] Trial 4715 finished with value: 0.9975783149827571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:40:44,837] Trial 4716 finished with value: 0.997388556192169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 93}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:40:46,401] Trial 4717 finished with value: 0.9968738815577276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:40:54,550] Trial 4718 finished with value: 0.9965111906533827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 37, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:40:56,451] Trial 4719 finished with value: 0.9972753002310707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:40:58,413] Trial 4720 finished with value: 0.9974629763484325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:41:00,596] Trial 4721 finished with value: 0.9974941809321058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 97}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:41:02,887] Trial 4722 finished with value: 0.9972663039625086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:41:06,771] Trial 4723 finished with value: 0.9973787071577712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:41:19,910] Trial 4724 finished with value: 0.9966975117525231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 59, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:41:21,971] Trial 4725 finished with value: 0.9975072160715589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:41:22,693] Trial 4726 finished with value: 0.9919370444013546 and parameters: {'classifier': 'SVC', 'svc_c': 111.1965412270473, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:41:24,735] Trial 4727 finished with value: 0.9972552071205406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:41:26,509] Trial 4728 finished with value: 0.9970757589604767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:41:30,029] Trial 4729 finished with value: 0.9976616903387302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:41:30,580] Trial 4730 finished with value: 0.993599993512975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 12, 'rf_n_estimators': 9}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:41:33,125] Trial 4731 finished with value: 0.9974663497388795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:41:34,673] Trial 4732 finished with value: 0.9961944348159674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:41:36,524] Trial 4733 finished with value: 0.9974331256721539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:41:38,126] Trial 4734 finished with value: 0.9972706051472047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:41:40,091] Trial 4735 finished with value: 0.9972152525544672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:41:42,509] Trial 4736 finished with value: 0.9975158657304334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:41:45,090] Trial 4737 finished with value: 0.9974814025523243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:41:47,793] Trial 4738 finished with value: 0.9972828214169072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:41:49,286] Trial 4739 finished with value: 0.9972783147927359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:41:51,055] Trial 4740 finished with value: 0.9974251348605007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:42:02,289] Trial 4741 finished with value: 0.9966400544604516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 54, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:42:04,363] Trial 4742 finished with value: 0.9972593698644845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:42:09,233] Trial 4743 finished with value: 0.9973107871153853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 20, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:42:10,964] Trial 4744 finished with value: 0.9974732470526689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 100}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:42:12,457] Trial 4745 finished with value: 0.985896591463045 and parameters: {'classifier': 'SVC', 'svc_c': 0.2809997000356584, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:42:17,781] Trial 4746 finished with value: 0.996370974387239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 22, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:42:19,282] Trial 4747 finished with value: 0.9953452892280357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:42:20,072] Trial 4748 finished with value: 0.9952688947835003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:42:21,842] Trial 4749 finished with value: 0.9974944820931096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:42:24,066] Trial 4750 finished with value: 0.9974658201918936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:42:26,065] Trial 4751 finished with value: 0.9973014966681588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:42:27,924] Trial 4752 finished with value: 0.9974813193355309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:42:30,410] Trial 4753 finished with value: 0.9975790083608215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:42:33,099] Trial 4754 finished with value: 0.997390480810616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:42:34,854] Trial 4755 finished with value: 0.9974638888450101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:42:36,735] Trial 4756 finished with value: 0.9971997206255715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:42:38,477] Trial 4757 finished with value: 0.9974806609009025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:42:41,434] Trial 4758 finished with value: 0.9973098221243085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:42:44,629] Trial 4759 finished with value: 0.9972412065774181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 16, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:42:46,550] Trial 4760 finished with value: 0.9973672097516731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:42:48,832] Trial 4761 finished with value: 0.9975804230463092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:42:49,742] Trial 4762 finished with value: 0.9902496393912292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:42:51,813] Trial 4763 finished with value: 0.9974571794513709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:42:53,155] Trial 4764 finished with value: 0.9867188171165497 and parameters: {'classifier': 'SVC', 'svc_c': 723122.2169002962, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:42:55,070] Trial 4765 finished with value: 0.9972451741332312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:42:58,550] Trial 4766 finished with value: 0.9974463620299403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 17, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:43:05,752] Trial 4767 finished with value: 0.9970196092384551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 36, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:43:07,117] Trial 4768 finished with value: 0.9970364241405226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 57}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:43:09,237] Trial 4769 finished with value: 0.9974668382487515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:43:18,507] Trial 4770 finished with value: 0.9967622654308324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 48, 'rf_n_estimators': 102}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:43:21,029] Trial 4771 finished with value: 0.9973482011254413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:43:22,529] Trial 4772 finished with value: 0.9973757395682089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:43:25,624] Trial 4773 finished with value: 0.9973518121376017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:43:28,411] Trial 4774 finished with value: 0.9963879988864474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 22, 'rf_n_estimators': 108}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:43:31,192] Trial 4775 finished with value: 0.9970793232226992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:43:46,350] Trial 4776 finished with value: 0.9965885247621449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 64, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:43:52,887] Trial 4777 finished with value: 0.9971650261733306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 29, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:43:54,226] Trial 4778 finished with value: 0.9971316241204199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:43:55,988] Trial 4779 finished with value: 0.997542451655122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:43:57,683] Trial 4780 finished with value: 0.9971777979833654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:43:59,869] Trial 4781 finished with value: 0.9975159301266476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:44:01,958] Trial 4782 finished with value: 0.9850769189972445 and parameters: {'classifier': 'SVC', 'svc_c': 0.0001354569485997071, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:44:03,663] Trial 4783 finished with value: 0.9975929136267457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:44:04,625] Trial 4784 finished with value: 0.9936185531430296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:44:18,831] Trial 4785 finished with value: 0.9962184358467822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 60, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:44:19,842] Trial 4786 finished with value: 0.9971442940517715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 2, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:44:20,797] Trial 4787 finished with value: 0.9971649546360872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 65}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:44:23,056] Trial 4788 finished with value: 0.997253870986374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:44:30,179] Trial 4789 finished with value: 0.9968036398239345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 31, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:44:31,726] Trial 4790 finished with value: 0.9953952488203223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:44:36,325] Trial 4791 finished with value: 0.9974008478076638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:44:44,468] Trial 4792 finished with value: 0.9970329595670672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 36, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:44:58,686] Trial 4793 finished with value: 0.9963231689736842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 73, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:45:00,998] Trial 4794 finished with value: 0.9974020730813197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:45:03,554] Trial 4795 finished with value: 0.996737112790045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:45:11,627] Trial 4796 finished with value: 0.9970116355335339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 35, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:45:15,057] Trial 4797 finished with value: 0.9974635707994395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:45:16,797] Trial 4798 finished with value: 0.9975996248929215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:45:18,731] Trial 4799 finished with value: 0.9975726628740293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:45:20,933] Trial 4800 finished with value: 0.996308530720787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 19, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:45:22,237] Trial 4801 finished with value: 0.9867061789548434 and parameters: {'classifier': 'SVC', 'svc_c': 3168777.1012231074, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:45:23,764] Trial 4802 finished with value: 0.9975382182308582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 106}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:45:26,194] Trial 4803 finished with value: 0.9973838261013913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:45:28,569] Trial 4804 finished with value: 0.9975162927957163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:45:30,745] Trial 4805 finished with value: 0.9975829864218819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:45:33,592] Trial 4806 finished with value: 0.9975900596271545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:45:34,774] Trial 4807 finished with value: 0.9971170893331008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:45:36,435] Trial 4808 finished with value: 0.9976087739795081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:45:38,429] Trial 4809 finished with value: 0.9974616077463866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:45:40,555] Trial 4810 finished with value: 0.9976369960568027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:45:43,348] Trial 4811 finished with value: 0.9977153996060948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:45:44,887] Trial 4812 finished with value: 0.9968979574265283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:45:47,215] Trial 4813 finished with value: 0.9973976061930084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:45:48,123] Trial 4814 finished with value: 0.9966424388659639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:45:50,185] Trial 4815 finished with value: 0.9973180797565501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:45:54,233] Trial 4816 finished with value: 0.9975242227658011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 104}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:45:55,719] Trial 4817 finished with value: 0.9971666450605149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:45:59,285] Trial 4818 finished with value: 0.9973677191768259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:46:01,911] Trial 4819 finished with value: 0.9973858682453095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:46:03,594] Trial 4820 finished with value: 0.9853682883489704 and parameters: {'classifier': 'SVC', 'svc_c': 0.005462501023515979, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:46:05,415] Trial 4821 finished with value: 0.9974810906004317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:46:06,583] Trial 4822 finished with value: 0.9974765792790502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:46:08,651] Trial 4823 finished with value: 0.9974219350764074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:46:10,147] Trial 4824 finished with value: 0.9976780166674502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:46:12,538] Trial 4825 finished with value: 0.9975273466962954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:46:14,327] Trial 4826 finished with value: 0.9972633438630926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:46:16,369] Trial 4827 finished with value: 0.9967601935484948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:46:18,598] Trial 4828 finished with value: 0.9971136345031834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:46:29,115] Trial 4829 finished with value: 0.9969214805161942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 47, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:46:30,161] Trial 4830 finished with value: 0.9969692159159252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:46:32,007] Trial 4831 finished with value: 0.9973389412418198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:46:40,582] Trial 4832 finished with value: 0.9963530925519363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 39, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:46:43,457] Trial 4833 finished with value: 0.9974605024102831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:46:45,480] Trial 4834 finished with value: 0.9974087918693794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:46:48,194] Trial 4835 finished with value: 0.9971422903741972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:46:52,170] Trial 4836 finished with value: 0.9968569283735974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 24, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:46:54,366] Trial 4837 finished with value: 0.9974627983622474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:46:55,901] Trial 4838 finished with value: 0.9866085323948727 and parameters: {'classifier': 'SVC', 'svc_c': 80370581.82532647, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:46:57,858] Trial 4839 finished with value: 0.9975818080251154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:46:59,625] Trial 4840 finished with value: 0.9974009739975839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:47:02,390] Trial 4841 finished with value: 0.9974062373804209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:47:04,544] Trial 4842 finished with value: 0.9972744414032945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:47:05,552] Trial 4843 finished with value: 0.9939050154334055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:47:15,840] Trial 4844 finished with value: 0.9970009899411344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 45, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:47:17,459] Trial 4845 finished with value: 0.9974797999149486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:47:20,425] Trial 4846 finished with value: 0.997200561108837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:47:22,308] Trial 4847 finished with value: 0.9975598337770717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:47:27,764] Trial 4848 finished with value: 0.9970721997128434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 24, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:47:30,501] Trial 4849 finished with value: 0.9973083333308072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:47:44,533] Trial 4850 finished with value: 0.9964641992536788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 64, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:47:47,447] Trial 4851 finished with value: 0.9895089000217072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 60, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:47:49,338] Trial 4852 finished with value: 0.9972396380582932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:47:54,648] Trial 4853 finished with value: 0.997028806598399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 23, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:47:56,165] Trial 4854 finished with value: 0.997537584488322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:47:57,499] Trial 4855 finished with value: 0.9950606831291782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 106}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:47:59,411] Trial 4856 finished with value: 0.9975702116919597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:48:01,103] Trial 4857 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 3.577939437808702e-05, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:48:05,971] Trial 4858 finished with value: 0.9967997805895997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 25, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:48:08,269] Trial 4859 finished with value: 0.9970893408805996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:48:14,460] Trial 4860 finished with value: 0.9968667533823994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 29, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:48:16,411] Trial 4861 finished with value: 0.9974497454813042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:48:19,179] Trial 4862 finished with value: 0.9974875927772731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:48:21,095] Trial 4863 finished with value: 0.9963881890917268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:48:22,981] Trial 4864 finished with value: 0.9972318283748777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:48:25,082] Trial 4865 finished with value: 0.9976039252841701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:48:27,232] Trial 4866 finished with value: 0.9975366184181563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:48:29,752] Trial 4867 finished with value: 0.9972776913650194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:48:36,632] Trial 4868 finished with value: 0.9972648154229105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 35, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:48:38,655] Trial 4869 finished with value: 0.9976108482739267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:48:40,894] Trial 4870 finished with value: 0.9972031770741224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:48:43,117] Trial 4871 finished with value: 0.9974833338992074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:48:44,049] Trial 4872 finished with value: 0.9952368013479903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 103}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:48:46,049] Trial 4873 finished with value: 0.9970976526577111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:48:47,584] Trial 4874 finished with value: 0.997224258185712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:48:48,886] Trial 4875 finished with value: 0.9973433039663187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 4, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:48:50,634] Trial 4876 finished with value: 0.9852260486960117 and parameters: {'classifier': 'SVC', 'svc_c': 0.0007813903772809891, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:48:53,123] Trial 4877 finished with value: 0.9975661357194547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:48:54,674] Trial 4878 finished with value: 0.9973710474677064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:48:56,469] Trial 4879 finished with value: 0.9975837881531624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:48:57,366] Trial 4880 finished with value: 0.9968369536454622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:48:59,674] Trial 4881 finished with value: 0.9971500401681812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:49:07,034] Trial 4882 finished with value: 0.9969140142051999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 34, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:49:07,501] Trial 4883 finished with value: 0.9923928887935851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 5}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:49:10,153] Trial 4884 finished with value: 0.9976216778827137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 88}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:49:12,522] Trial 4885 finished with value: 0.9976706451575851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:49:14,515] Trial 4886 finished with value: 0.9974457189247213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:49:16,943] Trial 4887 finished with value: 0.9972766201789044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:49:18,612] Trial 4888 finished with value: 0.9973045185930186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:49:20,446] Trial 4889 finished with value: 0.9974190830763042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:49:22,800] Trial 4890 finished with value: 0.9970696619180242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:49:26,070] Trial 4891 finished with value: 0.9976721076403613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:49:27,839] Trial 4892 finished with value: 0.9974015513101208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:49:28,940] Trial 4893 finished with value: 0.997035661066013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:49:30,952] Trial 4894 finished with value: 0.9969747514513188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 16, 'rf_n_estimators': 60}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:49:33,115] Trial 4895 finished with value: 0.9971823725583965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:49:33,940] Trial 4896 finished with value: 0.9904184256456093 and parameters: {'classifier': 'SVC', 'svc_c': 6.468682607898602, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:49:35,778] Trial 4897 finished with value: 0.9973111248701966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:49:38,062] Trial 4898 finished with value: 0.9975277212036037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:49:49,471] Trial 4899 finished with value: 0.9971182288191929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 49, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:49:51,749] Trial 4900 finished with value: 0.9975782451910985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:49:53,883] Trial 4901 finished with value: 0.9974594873367885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:49:56,830] Trial 4902 finished with value: 0.9973193631105765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:49:59,784] Trial 4903 finished with value: 0.9939915124982196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 44, 'rf_n_estimators': 71}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:50:03,098] Trial 4904 finished with value: 0.9973218647241812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 91}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:50:04,230] Trial 4905 finished with value: 0.9916164221885753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 17, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:50:06,595] Trial 4906 finished with value: 0.9943600076310828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 31, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:50:15,898] Trial 4907 finished with value: 0.99663228946401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 40, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:50:17,827] Trial 4908 finished with value: 0.9975113263210037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:50:19,451] Trial 4909 finished with value: 0.9971894452558625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:50:20,579] Trial 4910 finished with value: 0.9966372822811856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:50:23,396] Trial 4911 finished with value: 0.9971954694280796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:50:24,451] Trial 4912 finished with value: 0.9954672692416637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 2, 'rf_n_estimators': 80}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:50:25,236] Trial 4913 finished with value: 0.9925882690023443 and parameters: {'classifier': 'SVC', 'svc_c': 287.9799270909664, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:50:40,165] Trial 4914 finished with value: 0.9958581093213299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 72, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:50:41,094] Trial 4915 finished with value: 0.9970232515124543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:50:42,853] Trial 4916 finished with value: 0.9973617867906374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:50:46,064] Trial 4917 finished with value: 0.9974265351052404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:50:56,327] Trial 4918 finished with value: 0.9960217301995312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 48, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:51:00,825] Trial 4919 finished with value: 0.9975659855356768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:51:18,482] Trial 4920 finished with value: 0.9951899510867609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 74, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:51:20,871] Trial 4921 finished with value: 0.9972205460883163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:51:22,759] Trial 4922 finished with value: 0.9972971923096718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:51:24,380] Trial 4923 finished with value: 0.9974505754593225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:51:25,994] Trial 4924 finished with value: 0.9975986378439993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:51:28,174] Trial 4925 finished with value: 0.997477944516878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:51:30,626] Trial 4926 finished with value: 0.9975758011817959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:51:32,939] Trial 4927 finished with value: 0.9971744848949425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:51:45,880] Trial 4928 finished with value: 0.9965107967859509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 63, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:51:47,763] Trial 4929 finished with value: 0.9974742473045608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:51:50,542] Trial 4930 finished with value: 0.9972945457173058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:51:52,644] Trial 4931 finished with value: 0.9973563853479028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:51:54,341] Trial 4932 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 5.739163588864084e-07, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:52:02,358] Trial 4933 finished with value: 0.9971577785682566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 38, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:52:05,716] Trial 4934 finished with value: 0.9973183423242585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:52:07,521] Trial 4935 finished with value: 0.9974091347657317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 100}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:52:09,231] Trial 4936 finished with value: 0.9974860769113366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:52:11,873] Trial 4937 finished with value: 0.9975081344713873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:52:23,036] Trial 4938 finished with value: 0.996542669643004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 48, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:52:24,924] Trial 4939 finished with value: 0.9969399329673356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:52:27,553] Trial 4940 finished with value: 0.9967791627245074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:52:29,099] Trial 4941 finished with value: 0.9974559304377603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:52:31,395] Trial 4942 finished with value: 0.997474227722272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:52:32,606] Trial 4943 finished with value: 0.9972574278854022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:52:38,045] Trial 4944 finished with value: 0.9973097306873971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 24, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:52:39,970] Trial 4945 finished with value: 0.9975429055706746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:52:42,213] Trial 4946 finished with value: 0.9974623763115539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:52:44,268] Trial 4947 finished with value: 0.9974276958874682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:52:46,664] Trial 4948 finished with value: 0.9976843525376564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:52:49,307] Trial 4949 finished with value: 0.9975572077508698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:52:51,469] Trial 4950 finished with value: 0.9973174379208474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:52:52,284] Trial 4951 finished with value: 0.989375739219346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:52:53,019] Trial 4952 finished with value: 0.9930532869193502 and parameters: {'classifier': 'SVC', 'svc_c': 1195.310359473907, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:52:55,356] Trial 4953 finished with value: 0.9976766085199714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:52:58,683] Trial 4954 finished with value: 0.997289726792125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:53:00,402] Trial 4955 finished with value: 0.997168805237711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:53:01,087] Trial 4956 finished with value: 0.9971307156862944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 26}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:53:02,534] Trial 4957 finished with value: 0.9970242226606851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:53:05,090] Trial 4958 finished with value: 0.9973463177662741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:53:07,238] Trial 4959 finished with value: 0.9970296824059556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:53:09,881] Trial 4960 finished with value: 0.9972856066404531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:53:12,753] Trial 4961 finished with value: 0.9972407530744584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:53:15,871] Trial 4962 finished with value: 0.997422306981207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:53:17,636] Trial 4963 finished with value: 0.9969750189066651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:53:19,650] Trial 4964 finished with value: 0.9973754043524302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:53:26,321] Trial 4965 finished with value: 0.995036616400895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 52, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:53:27,988] Trial 4966 finished with value: 0.9975491639686487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:53:31,616] Trial 4967 finished with value: 0.9955336697047782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 41, 'rf_n_estimators': 96}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:53:41,492] Trial 4968 finished with value: 0.9965901044530132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 43, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:53:43,164] Trial 4969 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 6.704439966755363e-06, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:53:45,270] Trial 4970 finished with value: 0.997363294753835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:53:47,198] Trial 4971 finished with value: 0.9974630659128074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:53:49,070] Trial 4972 finished with value: 0.9972664239635366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:53:50,610] Trial 4973 finished with value: 0.9974733476300978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:53:52,123] Trial 4974 finished with value: 0.997404867350169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:53:57,911] Trial 4975 finished with value: 0.9972611974284105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 24, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:53:59,072] Trial 4976 finished with value: 0.9973513525727015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:54:01,939] Trial 4977 finished with value: 0.9973952483521246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:54:03,817] Trial 4978 finished with value: 0.9976292106211485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:54:05,820] Trial 4979 finished with value: 0.9972211789421913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:54:07,035] Trial 4980 finished with value: 0.9970490225981066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:54:08,765] Trial 4981 finished with value: 0.9968354504112128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 11, 'rf_n_estimators': 50}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:54:12,600] Trial 4982 finished with value: 0.9971632326641795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:54:14,521] Trial 4983 finished with value: 0.9973770816056264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:54:16,053] Trial 4984 finished with value: 0.9970315669711632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:54:17,038] Trial 4985 finished with value: 0.9969340665959945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:54:18,016] Trial 4986 finished with value: 0.9948309385741538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:54:20,280] Trial 4987 finished with value: 0.9974646311946659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:54:22,413] Trial 4988 finished with value: 0.9853173245058157 and parameters: {'classifier': 'SVC', 'svc_c': 0.0017533349641003265, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:54:24,260] Trial 4989 finished with value: 0.997482337011534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:54:25,304] Trial 4990 finished with value: 0.9956523228874694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:54:27,576] Trial 4991 finished with value: 0.9973975249757032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:54:28,515] Trial 4992 finished with value: 0.9971600218035567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:54:40,953] Trial 4993 finished with value: 0.9968192799790946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 53, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:54:43,937] Trial 4994 finished with value: 0.9976835271616347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:54:56,099] Trial 4995 finished with value: 0.9966847437192993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 60, 'rf_n_estimators': 105}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:54:57,112] Trial 4996 finished with value: 0.9938297870713284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:54:59,649] Trial 4997 finished with value: 0.9973755042951008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:55:01,747] Trial 4998 finished with value: 0.9974926641140319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:55:03,389] Trial 4999 finished with value: 0.9974472322198874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:55:05,611] Trial 5000 finished with value: 0.9975314281277203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:55:08,184] Trial 5001 finished with value: 0.997377454240398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:55:09,927] Trial 5002 finished with value: 0.9974757346698566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:55:13,027] Trial 5003 finished with value: 0.9972641599081694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:55:16,148] Trial 5004 finished with value: 0.9966201970673604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 108}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:55:18,633] Trial 5005 finished with value: 0.9972509331352312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:55:20,724] Trial 5006 finished with value: 0.9973622060801328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:55:21,503] Trial 5007 finished with value: 0.9917532010489123 and parameters: {'classifier': 'SVC', 'svc_c': 24.08553504082176, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:55:36,030] Trial 5008 finished with value: 0.9964275712011631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 67, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:55:38,244] Trial 5009 finished with value: 0.9975169824287077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:55:40,469] Trial 5010 finished with value: 0.9976187190845519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:55:42,985] Trial 5011 finished with value: 0.9972652825731704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:55:45,051] Trial 5012 finished with value: 0.99746779638444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:55:46,746] Trial 5013 finished with value: 0.996538435298341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:55:48,494] Trial 5014 finished with value: 0.9969493012041731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:55:50,261] Trial 5015 finished with value: 0.9974555385698167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:55:51,517] Trial 5016 finished with value: 0.9973541607110167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 4, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:55:54,255] Trial 5017 finished with value: 0.9973695910151327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:55:58,993] Trial 5018 finished with value: 0.9968905842662922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:56:00,051] Trial 5019 finished with value: 0.9969896393863341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 3, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:56:04,665] Trial 5020 finished with value: 0.9972692244212782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:56:05,995] Trial 5021 finished with value: 0.9973335571914587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:56:08,086] Trial 5022 finished with value: 0.9975471842849325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:56:17,471] Trial 5023 finished with value: 0.9967780397103896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 43, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:56:20,052] Trial 5024 finished with value: 0.9970207736070664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:56:21,581] Trial 5025 finished with value: 0.9867325520133865 and parameters: {'classifier': 'SVC', 'svc_c': 4636824408.2675085, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:56:23,264] Trial 5026 finished with value: 0.9973803779046962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:56:24,128] Trial 5027 finished with value: 0.9973809405543199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 43}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:56:29,598] Trial 5028 finished with value: 0.9972473462756183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 25, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:56:31,997] Trial 5029 finished with value: 0.9972243222962852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:56:34,643] Trial 5030 finished with value: 0.9973024877795332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:56:36,590] Trial 5031 finished with value: 0.9975387072802745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:56:39,374] Trial 5032 finished with value: 0.997272605079706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:56:40,392] Trial 5033 finished with value: 0.9970530544866579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:56:42,339] Trial 5034 finished with value: 0.9974474222664772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:56:53,284] Trial 5035 finished with value: 0.9969818733425413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 50, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:56:55,882] Trial 5036 finished with value: 0.997560639062998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:56:57,825] Trial 5037 finished with value: 0.9975676060097562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:57:05,041] Trial 5038 finished with value: 0.9970864890074481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 33, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:57:07,338] Trial 5039 finished with value: 0.9970879721198641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:57:09,098] Trial 5040 finished with value: 0.9971767764353375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:57:11,716] Trial 5041 finished with value: 0.9974584119930077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:57:16,057] Trial 5042 finished with value: 0.9975511732320949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:57:18,213] Trial 5043 finished with value: 0.9975417909353643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:57:19,921] Trial 5044 finished with value: 0.997352456893192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:57:21,017] Trial 5045 finished with value: 0.987322728749357 and parameters: {'classifier': 'SVC', 'svc_c': 1.0675038924161222, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:57:22,502] Trial 5046 finished with value: 0.9970817955104776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:57:25,978] Trial 5047 finished with value: 0.9973862573520552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:57:27,840] Trial 5048 finished with value: 0.9974349981769569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:57:29,665] Trial 5049 finished with value: 0.997259566861676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 85}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:57:31,046] Trial 5050 finished with value: 0.9969745696565848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 29}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:57:35,203] Trial 5051 finished with value: 0.9968966047251738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 24, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:57:37,246] Trial 5052 finished with value: 0.9968986343960946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:57:40,018] Trial 5053 finished with value: 0.9973126877082361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:57:41,147] Trial 5054 finished with value: 0.9954850871568209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:57:47,786] Trial 5055 finished with value: 0.9967164738192444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 30, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:58:03,052] Trial 5056 finished with value: 0.9966961399449484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 66, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:58:05,813] Trial 5057 finished with value: 0.9973398040050966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:58:06,890] Trial 5058 finished with value: 0.9936555752851423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:58:08,921] Trial 5059 finished with value: 0.9974948918612331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:58:14,557] Trial 5060 finished with value: 0.9972397257818693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 28, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:58:17,495] Trial 5061 finished with value: 0.9974042969564959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 107}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:58:19,166] Trial 5062 finished with value: 0.9975174199992379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:58:20,933] Trial 5063 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 8.997056555706636e-09, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:58:23,129] Trial 5064 finished with value: 0.9975938778561128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:58:25,615] Trial 5065 finished with value: 0.9971671305870234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:58:26,452] Trial 5066 finished with value: 0.9887296043948391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:58:28,601] Trial 5067 finished with value: 0.99734120570978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:58:29,460] Trial 5068 finished with value: 0.9967950899173029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:58:31,171] Trial 5069 finished with value: 0.9969020124837519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:58:33,422] Trial 5070 finished with value: 0.9974860660569721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:58:42,174] Trial 5071 finished with value: 0.9967284037812836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 42, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:58:44,858] Trial 5072 finished with value: 0.9973514920925428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:58:45,917] Trial 5073 finished with value: 0.9963030507902073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:58:48,077] Trial 5074 finished with value: 0.9974253843521913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:58:50,448] Trial 5075 finished with value: 0.9974776864242143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:58:54,261] Trial 5076 finished with value: 0.9972069743877996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 18, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:58:56,539] Trial 5077 finished with value: 0.9976660314497141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:58:58,196] Trial 5078 finished with value: 0.9972624209564812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:59:00,146] Trial 5079 finished with value: 0.9973776873235906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 05:59:02,346] Trial 5080 finished with value: 0.9975684907356649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:00:12,006] Trial 5081 finished with value: 0.9900757848469297 and parameters: {'classifier': 'SVC', 'svc_c': 157728041.42329764, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:00:15,764] Trial 5082 finished with value: 0.9973197277156576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:00:18,925] Trial 5083 finished with value: 0.9974148522228109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:00:30,324] Trial 5084 finished with value: 0.9965122151212981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 55, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:00:31,690] Trial 5085 finished with value: 0.9972363601989476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 104}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:00:34,160] Trial 5086 finished with value: 0.9974314474985587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:00:47,575] Trial 5087 finished with value: 0.996016562220844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 58, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:00:49,515] Trial 5088 finished with value: 0.9975198577561729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:00:51,541] Trial 5089 finished with value: 0.9975301277304375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:00:53,251] Trial 5090 finished with value: 0.9966280538180925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:00:54,679] Trial 5091 finished with value: 0.9973637221999728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 75}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:00:56,614] Trial 5092 finished with value: 0.9971515455923464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:01:04,711] Trial 5093 finished with value: 0.996826584045906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 36, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:01:06,783] Trial 5094 finished with value: 0.9971259671240545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:01:07,610] Trial 5095 finished with value: 0.9966221711334672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 34}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:01:10,551] Trial 5096 finished with value: 0.9964706961302895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:01:12,393] Trial 5097 finished with value: 0.9963659292977297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:01:14,680] Trial 5098 finished with value: 0.9975489888706132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:01:23,425] Trial 5099 finished with value: 0.9970820299266622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 40, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:01:24,820] Trial 5100 finished with value: 0.9867325520133865 and parameters: {'classifier': 'SVC', 'svc_c': 9284842536.612278, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:01:26,609] Trial 5101 finished with value: 0.997310427366204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:01:28,556] Trial 5102 finished with value: 0.9975532360691289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:01:35,312] Trial 5103 finished with value: 0.9969569151916512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 29, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:01:37,319] Trial 5104 finished with value: 0.9974992776909287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:01:44,809] Trial 5105 finished with value: 0.9964397178061586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 52, 'rf_n_estimators': 82}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:01:46,920] Trial 5106 finished with value: 0.9976112133233382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:01:48,113] Trial 5107 finished with value: 0.9942021995823728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:01:50,910] Trial 5108 finished with value: 0.9974138651421507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 108}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:01:56,902] Trial 5109 finished with value: 0.9918922186060287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 73, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:01:59,606] Trial 5110 finished with value: 0.9974404787740325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:02:01,017] Trial 5111 finished with value: 0.9971199769431364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 2, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:02:03,103] Trial 5112 finished with value: 0.9974995412425122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:02:08,138] Trial 5113 finished with value: 0.9970456182949375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 23, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:02:09,358] Trial 5114 finished with value: 0.9971451796980796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:02:11,192] Trial 5115 finished with value: 0.9974205735519147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:02:13,325] Trial 5116 finished with value: 0.9974154450551845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:02:14,264] Trial 5117 finished with value: 0.9971517640443635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:02:16,321] Trial 5118 finished with value: 0.9968903068769809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:02:18,318] Trial 5119 finished with value: 0.995192847678624 and parameters: {'classifier': 'SVC', 'svc_c': 237161.81533738904, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:02:21,082] Trial 5120 finished with value: 0.9974312244445448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:02:22,257] Trial 5121 finished with value: 0.9970112828301682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:02:24,384] Trial 5122 finished with value: 0.997266980582958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 10, 'rf_n_estimators': 98}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:02:25,815] Trial 5123 finished with value: 0.9969585546449995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:02:27,998] Trial 5124 finished with value: 0.9975243431159462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:02:34,137] Trial 5125 finished with value: 0.9967104455845753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 29, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:02:38,313] Trial 5126 finished with value: 0.9974519241617004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:02:40,377] Trial 5127 finished with value: 0.9972795548245186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:02:42,377] Trial 5128 finished with value: 0.9973091694659794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:02:44,335] Trial 5129 finished with value: 0.9973405339769683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:02:46,889] Trial 5130 finished with value: 0.9974663446608144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:02:49,671] Trial 5131 finished with value: 0.9973788081477927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:02:50,077] Trial 5132 finished with value: 0.9801902698508779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 2}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:02:56,466] Trial 5133 finished with value: 0.9972712248615861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 28, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:02:58,462] Trial 5134 finished with value: 0.9972755344885655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:03:00,063] Trial 5135 finished with value: 0.9975600686375871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:03:01,804] Trial 5136 finished with value: 0.9976196909310165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:03:03,292] Trial 5137 finished with value: 0.9866106627701737 and parameters: {'classifier': 'SVC', 'svc_c': 30145266.6697005, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:03:05,894] Trial 5138 finished with value: 0.9966916972409227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:03:07,428] Trial 5139 finished with value: 0.9973324620114856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:03:08,423] Trial 5140 finished with value: 0.9969142930861928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:03:11,358] Trial 5141 finished with value: 0.9972125955838055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:03:13,346] Trial 5142 finished with value: 0.9976241575336865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:03:16,162] Trial 5143 finished with value: 0.9973467309938294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 103}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:03:23,049] Trial 5144 finished with value: 0.997128891772228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 27, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:03:27,347] Trial 5145 finished with value: 0.9972211997939965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:03:29,657] Trial 5146 finished with value: 0.9969108545378216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:03:31,703] Trial 5147 finished with value: 0.997611178094261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:03:32,497] Trial 5148 finished with value: 0.9899114324416992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:03:42,293] Trial 5149 finished with value: 0.9969836353676883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 44, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:03:47,009] Trial 5150 finished with value: 0.9968216276955859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 20, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:03:49,011] Trial 5151 finished with value: 0.9972622472549136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:03:52,076] Trial 5152 finished with value: 0.9967805664286792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 19, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:03:54,765] Trial 5153 finished with value: 0.9974189202925766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:03:55,837] Trial 5154 finished with value: 0.996521339007986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 54}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:03:57,971] Trial 5155 finished with value: 0.9974700140707246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:03:59,683] Trial 5156 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.235601243174354e-09, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:04:00,756] Trial 5157 finished with value: 0.997313592302075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 3, 'rf_n_estimators': 107}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:04:02,937] Trial 5158 finished with value: 0.997478361267341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:04:05,079] Trial 5159 finished with value: 0.9974145666451196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:04:06,391] Trial 5160 finished with value: 0.9971043722709566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:04:07,782] Trial 5161 finished with value: 0.9975117961372479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:04:10,024] Trial 5162 finished with value: 0.9973008825396493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:04:11,883] Trial 5163 finished with value: 0.997266669741892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:04:13,271] Trial 5164 finished with value: 0.9958621942121867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 62}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:04:18,634] Trial 5165 finished with value: 0.9970342687874884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 23, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:04:21,793] Trial 5166 finished with value: 0.9966886443716033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:04:23,963] Trial 5167 finished with value: 0.9974775852755032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:04:25,722] Trial 5168 finished with value: 0.997644690182497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:04:30,026] Trial 5169 finished with value: 0.9973702711902277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 21, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:04:38,023] Trial 5170 finished with value: 0.9966918986179457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 36, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:04:40,859] Trial 5171 finished with value: 0.9974000211938637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:04:46,382] Trial 5172 finished with value: 0.9972211088966295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 24, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:04:50,902] Trial 5173 finished with value: 0.9969671972263207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 22, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:04:52,978] Trial 5174 finished with value: 0.9973224024278097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:04:54,748] Trial 5175 finished with value: 0.997508298207252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:04:56,502] Trial 5176 finished with value: 0.9852063831268332 and parameters: {'classifier': 'SVC', 'svc_c': 2.2806781420363744e-08, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:05:01,708] Trial 5177 finished with value: 0.9961089470800867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 32, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:05:04,140] Trial 5178 finished with value: 0.9973668005548321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:05:11,039] Trial 5179 finished with value: 0.9970786615190664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 31, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:05:12,005] Trial 5180 finished with value: 0.9968634959305281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 68}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:05:19,767] Trial 5181 finished with value: 0.9969471294743787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 35, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:05:21,889] Trial 5182 finished with value: 0.9977043509422704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:05:22,993] Trial 5183 finished with value: 0.9937280934203488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 27, 'rf_n_estimators': 15}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:05:25,861] Trial 5184 finished with value: 0.9974757706289057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:05:28,084] Trial 5185 finished with value: 0.9975315653941702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:05:28,967] Trial 5186 finished with value: 0.9905975721051248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 94}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:05:30,747] Trial 5187 finished with value: 0.9974704227914969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:05:33,880] Trial 5188 finished with value: 0.9970363527937064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 17, 'rf_n_estimators': 108}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:05:35,971] Trial 5189 finished with value: 0.996813207343093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:05:47,045] Trial 5190 finished with value: 0.9964473776549129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 53, 'rf_n_estimators': 105}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:05:49,569] Trial 5191 finished with value: 0.9976509627038399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:05:51,756] Trial 5192 finished with value: 0.9974521872054775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:05:53,163] Trial 5193 finished with value: 0.9970905822136366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:08:05,326] Trial 5194 finished with value: 0.989726315573982 and parameters: {'classifier': 'SVC', 'svc_c': 474660628.14292485, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:08:14,095] Trial 5195 finished with value: 0.9968352618880424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 38, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:08:29,277] Trial 5196 finished with value: 0.9957245029822235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 73, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:08:31,606] Trial 5197 finished with value: 0.9974187509391025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:08:33,547] Trial 5198 finished with value: 0.9973741122704792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:08:46,684] Trial 5199 finished with value: 0.996782353241132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 62, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:08:47,992] Trial 5200 finished with value: 0.9954513677883113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:08:51,414] Trial 5201 finished with value: 0.9975101141233657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:08:52,437] Trial 5202 finished with value: 0.9967429764001882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 3, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:08:53,493] Trial 5203 finished with value: 0.9972504317715067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:08:55,738] Trial 5204 finished with value: 0.9975967040215593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:08:57,946] Trial 5205 finished with value: 0.9976865362961176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:08:59,496] Trial 5206 finished with value: 0.9974759239864746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:09:01,509] Trial 5207 finished with value: 0.9973723944562374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:09:15,745] Trial 5208 finished with value: 0.9967138089141058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 59, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:09:18,682] Trial 5209 finished with value: 0.9973696849593386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:09:21,363] Trial 5210 finished with value: 0.9973873970920505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:09:23,719] Trial 5211 finished with value: 0.9973815676001578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 101}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:09:25,498] Trial 5212 finished with value: 0.9853889367141916 and parameters: {'classifier': 'SVC', 'svc_c': 0.030015550217548922, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:09:27,437] Trial 5213 finished with value: 0.9973634746760324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:09:29,735] Trial 5214 finished with value: 0.9975399164945492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:09:31,272] Trial 5215 finished with value: 0.9973390341069371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:09:32,241] Trial 5216 finished with value: 0.9934810372332672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:09:37,926] Trial 5217 finished with value: 0.9972793113947684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 26, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:09:40,325] Trial 5218 finished with value: 0.9972779883683575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:09:41,917] Trial 5219 finished with value: 0.9972274207095019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:09:44,711] Trial 5220 finished with value: 0.9972822388676156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:09:46,695] Trial 5221 finished with value: 0.9974103751466316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:09:48,411] Trial 5222 finished with value: 0.9977398001854265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:09:50,333] Trial 5223 finished with value: 0.9973109368548326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 105}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:09:51,874] Trial 5224 finished with value: 0.9974268640369134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:09:53,287] Trial 5225 finished with value: 0.9973373016932578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 5, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:10:03,499] Trial 5226 finished with value: 0.9966803481143284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 50, 'rf_n_estimators': 108}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:10:05,027] Trial 5227 finished with value: 0.9975775196307959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 104}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:10:11,867] Trial 5228 finished with value: 0.9971537179886368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 33, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:10:17,234] Trial 5229 finished with value: 0.9971753053833264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 26, 'rf_n_estimators': 107}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:10:19,127] Trial 5230 finished with value: 0.9973533838939933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 104}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:10:20,542] Trial 5231 finished with value: 0.9973646519619721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 105}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:10:21,747] Trial 5232 finished with value: 0.9971089093317813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 108}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:10:22,531] Trial 5233 finished with value: 0.9958527831926499 and parameters: {'classifier': 'SVC', 'svc_c': 7790.114993426195, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:10:24,132] Trial 5234 finished with value: 0.9973251862231497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:10:25,936] Trial 5235 finished with value: 0.9974575964239992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:10:40,558] Trial 5236 finished with value: 0.9962950263998479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 68, 'rf_n_estimators': 108}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:10:42,279] Trial 5237 finished with value: 0.9972767773767601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:10:43,872] Trial 5238 finished with value: 0.9975204943551209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:10:45,614] Trial 5239 finished with value: 0.9974241918637938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:10:46,993] Trial 5240 finished with value: 0.9973010795368409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 105}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:10:48,709] Trial 5241 finished with value: 0.9974656973027157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:10:59,504] Trial 5242 finished with value: 0.9965605535095329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 54, 'rf_n_estimators': 105}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:11:01,451] Trial 5243 finished with value: 0.9971900360570102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:11:02,656] Trial 5244 finished with value: 0.9961157513700692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:11:04,410] Trial 5245 finished with value: 0.9975321634632985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:11:05,997] Trial 5246 finished with value: 0.997393454652546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:11:09,825] Trial 5247 finished with value: 0.9969627291002311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 19, 'rf_n_estimators': 101}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:11:11,129] Trial 5248 finished with value: 0.9971354397468697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 102}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:11:13,112] Trial 5249 finished with value: 0.9974220360664289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:11:14,845] Trial 5250 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 3.791756273702101e-09, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:11:16,270] Trial 5251 finished with value: 0.9973864178823911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:11:17,960] Trial 5252 finished with value: 0.9973534694911299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 103}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:11:19,674] Trial 5253 finished with value: 0.9977125365611998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:11:22,364] Trial 5254 finished with value: 0.9964061089807806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 21, 'rf_n_estimators': 107}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:11:24,243] Trial 5255 finished with value: 0.9976379149326998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:11:31,006] Trial 5256 finished with value: 0.9964889883049981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 30, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:11:31,898] Trial 5257 finished with value: 0.9970906201086981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:11:32,873] Trial 5258 finished with value: 0.9968038617988592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:11:34,483] Trial 5259 finished with value: 0.9976885282941422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:11:36,927] Trial 5260 finished with value: 0.9975008807726349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 103}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:11:38,685] Trial 5261 finished with value: 0.9974601077176658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:11:41,039] Trial 5262 finished with value: 0.9977032004431247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:11:46,992] Trial 5263 finished with value: 0.9969362512431174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 29, 'rf_n_estimators': 106}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:11:54,411] Trial 5264 finished with value: 0.9967211407198485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 35, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:12:01,614] Trial 5265 finished with value: 0.9966709013896455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 34, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:12:03,225] Trial 5266 finished with value: 0.9912527468378163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 30, 'rf_n_estimators': 106}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:12:04,968] Trial 5267 finished with value: 0.9970915488233465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:12:06,396] Trial 5268 finished with value: 0.9974236891988154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:12:07,759] Trial 5269 finished with value: 0.9888444434745001 and parameters: {'classifier': 'SVC', 'svc_c': 2.4257315632059298, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:12:08,641] Trial 5270 finished with value: 0.9928670115862723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:12:18,583] Trial 5271 finished with value: 0.9964873256512393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 48, 'rf_n_estimators': 108}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:12:21,884] Trial 5272 finished with value: 0.9971964065850113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:12:24,286] Trial 5273 finished with value: 0.9974289608017703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:12:27,216] Trial 5274 finished with value: 0.9973882934975089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 14, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:12:29,570] Trial 5275 finished with value: 0.9973019981270967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:12:31,346] Trial 5276 finished with value: 0.9974224556733037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:12:34,087] Trial 5277 finished with value: 0.9974153284501126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 108}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:12:45,310] Trial 5278 finished with value: 0.9969649703360429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 52, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:12:49,865] Trial 5279 finished with value: 0.9971918517826964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:12:51,869] Trial 5280 finished with value: 0.9973391773083756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:12:53,146] Trial 5281 finished with value: 0.9957085522399006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:12:55,386] Trial 5282 finished with value: 0.9970521278349734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:12:57,883] Trial 5283 finished with value: 0.9970835878453261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:13:00,653] Trial 5284 finished with value: 0.9965828450414375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 19, 'rf_n_estimators': 108}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:13:02,446] Trial 5285 finished with value: 0.9974037660447799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:13:03,655] Trial 5286 finished with value: 0.9972142738526145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 106}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:13:05,816] Trial 5287 finished with value: 0.997550664854293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:13:08,173] Trial 5288 finished with value: 0.9976909291081527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:13:09,270] Trial 5289 finished with value: 0.9883680103843142 and parameters: {'classifier': 'SVC', 'svc_c': 36468.11271029639, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:13:11,239] Trial 5290 finished with value: 0.9973374660638806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:13:11,992] Trial 5291 finished with value: 0.9947967752875324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 3, 'rf_n_estimators': 98}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:13:15,675] Trial 5292 finished with value: 0.9972443641818324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:13:22,163] Trial 5293 finished with value: 0.9971528752519797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 33, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:13:23,803] Trial 5294 finished with value: 0.9975930970718511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:13:26,372] Trial 5295 finished with value: 0.996952313512447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:13:36,229] Trial 5296 finished with value: 0.9971427111871124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 46, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:13:37,927] Trial 5297 finished with value: 0.9973854759647732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:13:51,084] Trial 5298 finished with value: 0.9968006175499576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 62, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:13:52,538] Trial 5299 finished with value: 0.9972251322476838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 5, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:13:55,015] Trial 5300 finished with value: 0.9972759014739898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:13:56,659] Trial 5301 finished with value: 0.9973891601645484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:14:00,024] Trial 5302 finished with value: 0.9973440885908671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:14:02,128] Trial 5303 finished with value: 0.9969902859509853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:14:03,785] Trial 5304 finished with value: 0.9969532547635688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:14:08,830] Trial 5305 finished with value: 0.9971270487836791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 24, 'rf_n_estimators': 108}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:14:15,184] Trial 5306 finished with value: 0.992767362903885 and parameters: {'classifier': 'SVC', 'svc_c': 2505439.329569806, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:14:17,012] Trial 5307 finished with value: 0.9970669206514801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:14:26,754] Trial 5308 finished with value: 0.9966480031876396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 46, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:14:29,328] Trial 5309 finished with value: 0.9973260300706336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:14:31,609] Trial 5310 finished with value: 0.9970816189524984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:14:33,097] Trial 5311 finished with value: 0.9966327866383304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:14:35,230] Trial 5312 finished with value: 0.9975672088733202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:14:36,991] Trial 5313 finished with value: 0.9975085793416363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:14:48,076] Trial 5314 finished with value: 0.9953799526088652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 74, 'rf_n_estimators': 78}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:14:52,247] Trial 5315 finished with value: 0.9971408725466567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 18, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:14:54,054] Trial 5316 finished with value: 0.997359534763937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 100}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:14:56,743] Trial 5317 finished with value: 0.9939032663573247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 38, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:14:58,925] Trial 5318 finished with value: 0.997495823146652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:15:00,932] Trial 5319 finished with value: 0.9974228604268376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:15:01,660] Trial 5320 finished with value: 0.9930541975433913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 2, 'rf_n_estimators': 106}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:15:04,445] Trial 5321 finished with value: 0.9897311199314632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 51, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:15:06,692] Trial 5322 finished with value: 0.997431828734303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:15:08,410] Trial 5323 finished with value: 0.9970028582882714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 11, 'rf_n_estimators': 73}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:15:09,855] Trial 5324 finished with value: 0.9975486994843729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:15:11,562] Trial 5325 finished with value: 0.997439189580231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:15:14,458] Trial 5326 finished with value: 0.9973820312909861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:15:16,116] Trial 5327 finished with value: 0.9973880955164421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 103}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:15:18,247] Trial 5328 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 3.3449753269273853e-06, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:15:19,175] Trial 5329 finished with value: 0.997183649723531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:15:20,813] Trial 5330 finished with value: 0.99722569394517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:15:22,868] Trial 5331 finished with value: 0.9976073624678113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:15:25,243] Trial 5332 finished with value: 0.9970212460575572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:15:32,951] Trial 5333 finished with value: 0.9949899679292811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 57, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:15:35,119] Trial 5334 finished with value: 0.9972349870266428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:15:37,064] Trial 5335 finished with value: 0.9970405820920424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:15:40,474] Trial 5336 finished with value: 0.9971061705090559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:15:47,110] Trial 5337 finished with value: 0.9972177734012438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 31, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:15:49,148] Trial 5338 finished with value: 0.9974691415956483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:15:50,235] Trial 5339 finished with value: 0.997429158782837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 3, 'rf_n_estimators': 107}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:15:51,890] Trial 5340 finished with value: 0.9975545688708151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:15:54,374] Trial 5341 finished with value: 0.9974995003958252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 92}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:15:56,213] Trial 5342 finished with value: 0.9972466684173907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:15:57,541] Trial 5343 finished with value: 0.9972534912423111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:15:59,514] Trial 5344 finished with value: 0.9973197965551788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:19:14,940] Trial 5345 finished with value: 0.9897228866104588 and parameters: {'classifier': 'SVC', 'svc_c': 1707994721.811161, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:19:17,573] Trial 5346 finished with value: 0.9973413803952228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:19:18,633] Trial 5347 finished with value: 0.9967460965221336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 38}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:19:20,338] Trial 5348 finished with value: 0.9971891186727947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:19:22,246] Trial 5349 finished with value: 0.9969369479536621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:19:23,744] Trial 5350 finished with value: 0.9971967520521341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:19:25,891] Trial 5351 finished with value: 0.9976699322289697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:19:27,609] Trial 5352 finished with value: 0.9972991433975334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:19:34,751] Trial 5353 finished with value: 0.9949541841368422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 56, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:19:36,665] Trial 5354 finished with value: 0.9973572503328331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:19:43,966] Trial 5355 finished with value: 0.9969682116015813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 34, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:19:46,209] Trial 5356 finished with value: 0.9974052074853234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:19:55,441] Trial 5357 finished with value: 0.9970847946792576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 44, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:19:57,132] Trial 5358 finished with value: 0.9958632588602928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:19:58,878] Trial 5359 finished with value: 0.9975412537078046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 88}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:20:02,874] Trial 5360 finished with value: 0.9974622851602838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:20:05,499] Trial 5361 finished with value: 0.9973153495347976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:20:07,933] Trial 5362 finished with value: 0.9974437227690309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:20:09,688] Trial 5363 finished with value: 0.9852119533200216 and parameters: {'classifier': 'SVC', 'svc_c': 0.00036924811120221424, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:20:18,557] Trial 5364 finished with value: 0.9963621174480908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 42, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:20:24,871] Trial 5365 finished with value: 0.9971388095826712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 29, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:20:26,284] Trial 5366 finished with value: 0.9969009710043184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:20:28,092] Trial 5367 finished with value: 0.9975068211250382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:20:29,164] Trial 5368 finished with value: 0.9954157718208089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:20:31,156] Trial 5369 finished with value: 0.9974391726639263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:20:32,237] Trial 5370 finished with value: 0.9966019819840293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 46}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:20:33,978] Trial 5371 finished with value: 0.9973830204346101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:20:36,767] Trial 5372 finished with value: 0.9976398962667874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:20:38,469] Trial 5373 finished with value: 0.9974793778007793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:20:41,281] Trial 5374 finished with value: 0.9972272543711288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:20:43,208] Trial 5375 finished with value: 0.99744880775309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:20:48,279] Trial 5376 finished with value: 0.9972321979945481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 23, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:20:50,371] Trial 5377 finished with value: 0.9969254298227105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:20:52,211] Trial 5378 finished with value: 0.9975897170481812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:20:54,534] Trial 5379 finished with value: 0.9969208877790345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:20:57,423] Trial 5380 finished with value: 0.9971201402981461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:20:58,172] Trial 5381 finished with value: 0.9926846785456332 and parameters: {'classifier': 'SVC', 'svc_c': 64.40455952128117, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:21:00,220] Trial 5382 finished with value: 0.9974898613394232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:21:01,739] Trial 5383 finished with value: 0.9971995128057533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:21:04,179] Trial 5384 finished with value: 0.9974616690322858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:21:05,832] Trial 5385 finished with value: 0.9969303908385031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 57}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:21:09,120] Trial 5386 finished with value: 0.9967787628586113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 16, 'rf_n_estimators': 104}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:21:10,859] Trial 5387 finished with value: 0.9973824749234566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:21:12,303] Trial 5388 finished with value: 0.9972061434576442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:21:13,936] Trial 5389 finished with value: 0.9974125695690299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:21:16,385] Trial 5390 finished with value: 0.99757292813946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:21:18,944] Trial 5391 finished with value: 0.9975111187550888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:21:20,764] Trial 5392 finished with value: 0.9973481020079563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:21:25,671] Trial 5393 finished with value: 0.9970933597883468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:21:29,800] Trial 5394 finished with value: 0.9969367465449013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:21:30,662] Trial 5395 finished with value: 0.9899746056039543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:21:33,038] Trial 5396 finished with value: 0.9972046838947555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:21:34,784] Trial 5397 finished with value: 0.997522271773153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:21:36,245] Trial 5398 finished with value: 0.9938623270274585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:21:37,426] Trial 5399 finished with value: 0.9972943991199111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 3, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:21:39,785] Trial 5400 finished with value: 0.9973176394882975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:21:41,554] Trial 5401 finished with value: 0.9853902475532458 and parameters: {'classifier': 'SVC', 'svc_c': 0.010850896290115876, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:21:43,222] Trial 5402 finished with value: 0.9971354113414427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:21:44,272] Trial 5403 finished with value: 0.9971131119385369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:21:54,665] Trial 5404 finished with value: 0.9956655758759192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 68, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:21:56,684] Trial 5405 finished with value: 0.997382924141799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:21:59,507] Trial 5406 finished with value: 0.9970332440974078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:22:00,475] Trial 5407 finished with value: 0.9976113440517792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 66}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:22:02,755] Trial 5408 finished with value: 0.9974745681430676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:22:05,985] Trial 5409 finished with value: 0.9974074996287389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:22:08,195] Trial 5410 finished with value: 0.9973973638423471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:22:09,280] Trial 5411 finished with value: 0.9953019094752503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 100}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:22:11,663] Trial 5412 finished with value: 0.9974437414943963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:22:16,563] Trial 5413 finished with value: 0.9970692113984277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 27, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:22:17,267] Trial 5414 finished with value: 0.9913867140686685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:22:18,881] Trial 5415 finished with value: 0.9973870524818511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:22:20,843] Trial 5416 finished with value: 0.9973312381977735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:22:29,236] Trial 5417 finished with value: 0.9964662101357581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 36, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:22:35,525] Trial 5418 finished with value: 0.9972030346026558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 31, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:22:37,222] Trial 5419 finished with value: 0.9853866420634813 and parameters: {'classifier': 'SVC', 'svc_c': 0.11743401819867694, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:22:51,829] Trial 5420 finished with value: 0.9967283664257666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 63, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:22:54,352] Trial 5421 finished with value: 0.9972516784999881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:22:56,504] Trial 5422 finished with value: 0.9973410434338591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:22:58,979] Trial 5423 finished with value: 0.9972583128334763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:23:00,238] Trial 5424 finished with value: 0.997492152022895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 108}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:23:03,023] Trial 5425 finished with value: 0.9971965899349028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:23:04,981] Trial 5426 finished with value: 0.9975511515233663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:23:06,617] Trial 5427 finished with value: 0.9964890144570338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:23:08,702] Trial 5428 finished with value: 0.9936567637745632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 28, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:23:11,650] Trial 5429 finished with value: 0.9971169512732034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:23:13,333] Trial 5430 finished with value: 0.9975996964619028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:23:15,322] Trial 5431 finished with value: 0.9976106405810601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:23:26,843] Trial 5432 finished with value: 0.996746152603016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 49, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:23:32,207] Trial 5433 finished with value: 0.9971825221708923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 24, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:23:34,742] Trial 5434 finished with value: 0.9975795919257262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:23:44,332] Trial 5435 finished with value: 0.9967475901397972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 43, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:23:46,807] Trial 5436 finished with value: 0.9972438469491545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:23:48,537] Trial 5437 finished with value: 0.9852063832220469 and parameters: {'classifier': 'SVC', 'svc_c': 5.66338411069122e-10, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:23:50,387] Trial 5438 finished with value: 0.9973965421796605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:23:52,278] Trial 5439 finished with value: 0.9972911207844969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:23:53,944] Trial 5440 finished with value: 0.99681733393756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:23:56,372] Trial 5441 finished with value: 0.9974929530876796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:23:58,879] Trial 5442 finished with value: 0.9972719851114217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:24:00,437] Trial 5443 finished with value: 0.9973376347191211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:24:02,100] Trial 5444 finished with value: 0.9971288862815698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 102}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:24:03,057] Trial 5445 finished with value: 0.9970451695844017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 1, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:24:05,149] Trial 5446 finished with value: 0.997427636220202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:24:06,264] Trial 5447 finished with value: 0.9960085882302817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:24:08,997] Trial 5448 finished with value: 0.9967285669776037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:24:10,366] Trial 5449 finished with value: 0.9973301711375865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:24:21,128] Trial 5450 finished with value: 0.9968243441748242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 53, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:24:29,405] Trial 5451 finished with value: 0.9963959146696876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 34, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:24:34,099] Trial 5452 finished with value: 0.99726412061664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 21, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:24:37,113] Trial 5453 finished with value: 0.9973604607173874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:24:38,434] Trial 5454 finished with value: 0.9906172762358607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:24:40,091] Trial 5455 finished with value: 0.9975358220505822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:24:41,803] Trial 5456 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.1614878679865514e-07, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:24:43,938] Trial 5457 finished with value: 0.9974239725548534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:24:45,537] Trial 5458 finished with value: 0.9975433303190903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:24:52,055] Trial 5459 finished with value: 0.9970953710830189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 28, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:24:53,529] Trial 5460 finished with value: 0.9973606810736789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 5, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:24:56,074] Trial 5461 finished with value: 0.9975719196674501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:24:58,658] Trial 5462 finished with value: 0.9974184989718551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:25:00,441] Trial 5463 finished with value: 0.9972947453487437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:25:02,418] Trial 5464 finished with value: 0.9972279374661114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:25:04,636] Trial 5465 finished with value: 0.9975935561289447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:25:06,293] Trial 5466 finished with value: 0.9972998624198274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:25:09,058] Trial 5467 finished with value: 0.9973696994635625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:25:10,807] Trial 5468 finished with value: 0.997605908903387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 96}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:25:13,283] Trial 5469 finished with value: 0.9975356778017926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:25:18,321] Trial 5470 finished with value: 0.9972754142971101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 24, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:25:20,042] Trial 5471 finished with value: 0.9974502350385269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:25:35,323] Trial 5472 finished with value: 0.9965113103052938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 69, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:25:38,050] Trial 5473 finished with value: 0.9973790751270704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:25:40,055] Trial 5474 finished with value: 0.9973242331337883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:25:41,525] Trial 5475 finished with value: 0.9972015474912634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 51}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:25:42,338] Trial 5476 finished with value: 0.9928364613430376 and parameters: {'classifier': 'SVC', 'svc_c': 3387.2954759945997, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:25:54,488] Trial 5477 finished with value: 0.996349688978739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 60, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:25:56,826] Trial 5478 finished with value: 0.997272161320284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:25:59,507] Trial 5479 finished with value: 0.9976059200116546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:26:06,078] Trial 5480 finished with value: 0.9968166652515875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 28, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:26:07,962] Trial 5481 finished with value: 0.9976544006491909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:26:09,593] Trial 5482 finished with value: 0.997445337974618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:26:11,503] Trial 5483 finished with value: 0.9970302539739312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:26:14,480] Trial 5484 finished with value: 0.9974128852342575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:26:15,988] Trial 5485 finished with value: 0.9936644970965732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:26:18,001] Trial 5486 finished with value: 0.9973491350133686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:26:20,440] Trial 5487 finished with value: 0.997450719327257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:26:23,773] Trial 5488 finished with value: 0.9974887849800292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:26:26,442] Trial 5489 finished with value: 0.9974096304801084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:26:28,221] Trial 5490 finished with value: 0.9973794280208637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:26:29,240] Trial 5491 finished with value: 0.9971382400776596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:26:31,736] Trial 5492 finished with value: 0.9975974167914851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:26:33,409] Trial 5493 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 2.0869831068280396e-05, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:26:34,762] Trial 5494 finished with value: 0.997037466413404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:26:36,219] Trial 5495 finished with value: 0.9973749619577381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:26:38,173] Trial 5496 finished with value: 0.9974640097981756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:26:40,261] Trial 5497 finished with value: 0.997073448377337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:26:43,207] Trial 5498 finished with value: 0.9976119407879156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:26:54,347] Trial 5499 finished with value: 0.9958975437665757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 51, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:26:57,651] Trial 5500 finished with value: 0.9973746949784604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:26:59,433] Trial 5501 finished with value: 0.9973230510871623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:27:01,471] Trial 5502 finished with value: 0.9973453642643201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:27:03,196] Trial 5503 finished with value: 0.9973866713730581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:27:05,572] Trial 5504 finished with value: 0.9971897641900948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:27:14,659] Trial 5505 finished with value: 0.9971982808036612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 38, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:27:15,873] Trial 5506 finished with value: 0.9973892533470444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 3, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:27:17,698] Trial 5507 finished with value: 0.9975200102885563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:27:19,415] Trial 5508 finished with value: 0.9974148994170792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 71}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:27:20,728] Trial 5509 finished with value: 0.9973465564353384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:27:23,432] Trial 5510 finished with value: 0.997607761095929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:27:25,601] Trial 5511 finished with value: 0.9973605828448554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:27:26,743] Trial 5512 finished with value: 0.987322840276364 and parameters: {'classifier': 'SVC', 'svc_c': 98639.94694195106, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:27:28,254] Trial 5513 finished with value: 0.9956789807619945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:27:30,103] Trial 5514 finished with value: 0.9968634529256635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:27:32,600] Trial 5515 finished with value: 0.9973042915717665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:27:34,815] Trial 5516 finished with value: 0.9905291150573444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 40, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:27:43,397] Trial 5517 finished with value: 0.9968406354014183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 41, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:27:44,804] Trial 5518 finished with value: 0.9962470188158224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:27:47,102] Trial 5519 finished with value: 0.9969053064024788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:27:48,407] Trial 5520 finished with value: 0.9975109523532398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 76}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:27:50,706] Trial 5521 finished with value: 0.9976875822823342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:27:54,845] Trial 5522 finished with value: 0.9974670148067307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 108}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:27:56,672] Trial 5523 finished with value: 0.997196561370786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:27:57,397] Trial 5524 finished with value: 0.993201041033732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:28:00,900] Trial 5525 finished with value: 0.9969356903073407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:28:02,432] Trial 5526 finished with value: 0.9972447998798262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:28:04,523] Trial 5527 finished with value: 0.9973628653716848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:28:06,373] Trial 5528 finished with value: 0.9975527917066863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:28:11,266] Trial 5529 finished with value: 0.9976653482595178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:28:13,999] Trial 5530 finished with value: 0.997205254447118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:28:16,805] Trial 5531 finished with value: 0.9943424779913391 and parameters: {'classifier': 'SVC', 'svc_c': 539715.314586131, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:28:19,626] Trial 5532 finished with value: 0.9977076620946809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:28:31,663] Trial 5533 finished with value: 0.996381484998318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 55, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:28:33,242] Trial 5534 finished with value: 0.9975026384179505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 106}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:28:35,889] Trial 5535 finished with value: 0.9973782599071791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:28:43,130] Trial 5536 finished with value: 0.9967894326035585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 40, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:28:45,166] Trial 5537 finished with value: 0.9973740181675835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:28:47,101] Trial 5538 finished with value: 0.997315741910548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 82}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:28:49,629] Trial 5539 finished with value: 0.9971327703349481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:28:51,954] Trial 5540 finished with value: 0.9972222729478618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:28:54,219] Trial 5541 finished with value: 0.9974691527673917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:28:55,687] Trial 5542 finished with value: 0.9972820585010873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:29:05,558] Trial 5543 finished with value: 0.9969169179698301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 47, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:29:07,748] Trial 5544 finished with value: 0.9974572951677816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:29:10,166] Trial 5545 finished with value: 0.9974936470687643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:29:12,185] Trial 5546 finished with value: 0.9973309558890865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:29:14,398] Trial 5547 finished with value: 0.9974770714387814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:29:17,277] Trial 5548 finished with value: 0.9972338415738244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:29:18,927] Trial 5549 finished with value: 0.9973730320073226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:29:20,424] Trial 5550 finished with value: 0.9866224611468485 and parameters: {'classifier': 'SVC', 'svc_c': 6991845.375416963, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:29:23,438] Trial 5551 finished with value: 0.9974505864406383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:29:25,672] Trial 5552 finished with value: 0.9974194803714299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:29:28,830] Trial 5553 finished with value: 0.9953848159036406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 37, 'rf_n_estimators': 41}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:29:44,915] Trial 5554 finished with value: 0.9961292466457047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 72, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:29:47,893] Trial 5555 finished with value: 0.9969479704971888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 18, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:29:49,599] Trial 5556 finished with value: 0.9976104482810788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:30:02,857] Trial 5557 finished with value: 0.996330393060969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 74, 'rf_n_estimators': 99}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:30:04,097] Trial 5558 finished with value: 0.9968063536689263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:30:05,018] Trial 5559 finished with value: 0.997084247835112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 90}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:30:07,236] Trial 5560 finished with value: 0.9970005981049287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:30:12,065] Trial 5561 finished with value: 0.9973309580155266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 23, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:30:13,250] Trial 5562 finished with value: 0.9961844956459123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:30:15,494] Trial 5563 finished with value: 0.9973691174855532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:30:16,768] Trial 5564 finished with value: 0.9975592266309018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:30:18,850] Trial 5565 finished with value: 0.9973060459163398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:30:21,820] Trial 5566 finished with value: 0.9973959068502287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:30:24,347] Trial 5567 finished with value: 0.9963301088480074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 17, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:30:26,059] Trial 5568 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 5.520566023216402e-05, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:30:37,909] Trial 5569 finished with value: 0.9961911617490458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 67, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:30:40,067] Trial 5570 finished with value: 0.9971192283728508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:30:42,903] Trial 5571 finished with value: 0.997166617956342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:30:45,329] Trial 5572 finished with value: 0.9973723013689549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:30:47,693] Trial 5573 finished with value: 0.9939989779840285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 31, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:30:49,618] Trial 5574 finished with value: 0.9972697831036633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:30:51,268] Trial 5575 finished with value: 0.9975198429028321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:30:52,002] Trial 5576 finished with value: 0.9959752492088553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 20}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:30:55,140] Trial 5577 finished with value: 0.9951291168495966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 31, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:30:56,348] Trial 5578 finished with value: 0.9886150516863172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:31:03,567] Trial 5579 finished with value: 0.9969202142054242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 34, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:31:05,255] Trial 5580 finished with value: 0.9972010755168413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:31:06,741] Trial 5581 finished with value: 0.9973868490418641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:31:08,759] Trial 5582 finished with value: 0.997121154197338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:31:10,885] Trial 5583 finished with value: 0.9973722005376228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:31:14,395] Trial 5584 finished with value: 0.9975718715845203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:31:17,151] Trial 5585 finished with value: 0.9972539403654398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:31:19,492] Trial 5586 finished with value: 0.9975792686751387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:31:20,985] Trial 5587 finished with value: 0.985915108754731 and parameters: {'classifier': 'SVC', 'svc_c': 0.5524030056107432, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:31:22,602] Trial 5588 finished with value: 0.9973663561923897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:31:24,238] Trial 5589 finished with value: 0.9973833196278639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:31:32,150] Trial 5590 finished with value: 0.9970028003983281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 33, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:31:36,516] Trial 5591 finished with value: 0.9973549546347721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:31:38,829] Trial 5592 finished with value: 0.9973874555532758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:31:40,621] Trial 5593 finished with value: 0.997234100269508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:31:42,297] Trial 5594 finished with value: 0.9974746229861716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:31:44,245] Trial 5595 finished with value: 0.997393991435775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:31:45,526] Trial 5596 finished with value: 0.9963587421216312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:31:46,803] Trial 5597 finished with value: 0.9973280135311607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:31:52,510] Trial 5598 finished with value: 0.9971693481146183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 26, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:31:54,263] Trial 5599 finished with value: 0.9965311275181942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 60}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:31:56,683] Trial 5600 finished with value: 0.9974442984311965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:31:58,570] Trial 5601 finished with value: 0.9974312184143425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:32:02,805] Trial 5602 finished with value: 0.9957159392061264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 28, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:32:05,078] Trial 5603 finished with value: 0.9970445743399473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:32:15,834] Trial 5604 finished with value: 0.9962502393882451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 62, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:32:18,562] Trial 5605 finished with value: 0.9976039787942822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:32:20,272] Trial 5606 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 5.46874749170222e-08, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:32:22,640] Trial 5607 finished with value: 0.9974035554637638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:32:24,853] Trial 5608 finished with value: 0.9976043162317142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:32:26,798] Trial 5609 finished with value: 0.9972646207425858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:32:36,093] Trial 5610 finished with value: 0.9966594489879003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 39, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:32:37,807] Trial 5611 finished with value: 0.9973855073535637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:32:39,146] Trial 5612 finished with value: 0.9962659302605816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:32:40,605] Trial 5613 finished with value: 0.9972509204083302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:32:42,915] Trial 5614 finished with value: 0.9975644084155787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:32:43,848] Trial 5615 finished with value: 0.9964994902198905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:32:46,902] Trial 5616 finished with value: 0.9974256939237408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:32:49,597] Trial 5617 finished with value: 0.9976552788053525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:32:51,862] Trial 5618 finished with value: 0.997383363807031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:32:55,788] Trial 5619 finished with value: 0.9974486977495026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:32:57,213] Trial 5620 finished with value: 0.9970769569077942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 104}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:33:01,228] Trial 5621 finished with value: 0.9971673543075331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:33:03,525] Trial 5622 finished with value: 0.9975921271613987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:33:05,171] Trial 5623 finished with value: 0.9973459157104623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:33:06,133] Trial 5624 finished with value: 0.9893080244894833 and parameters: {'classifier': 'SVC', 'svc_c': 7.2293007284643, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:33:15,717] Trial 5625 finished with value: 0.9967754702728765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 44, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:33:21,314] Trial 5626 finished with value: 0.9972361128654347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 23, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:33:23,922] Trial 5627 finished with value: 0.997641348688647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:33:25,914] Trial 5628 finished with value: 0.9976635523065478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:33:29,870] Trial 5629 finished with value: 0.9970544447974325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 21, 'rf_n_estimators': 108}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:33:32,064] Trial 5630 finished with value: 0.997482086948561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:33:34,124] Trial 5631 finished with value: 0.9972732798910947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:33:47,465] Trial 5632 finished with value: 0.9964392447843857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 57, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:33:50,963] Trial 5633 finished with value: 0.9972227336553265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:33:52,780] Trial 5634 finished with value: 0.9966183197383957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:33:54,283] Trial 5635 finished with value: 0.9972470638082419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 86}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:33:55,603] Trial 5636 finished with value: 0.9967378474591272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 64}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:33:56,248] Trial 5637 finished with value: 0.9972318557964296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 17}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:34:04,984] Trial 5638 finished with value: 0.9955597007238927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 66, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:34:07,478] Trial 5639 finished with value: 0.9964184859395085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:34:08,210] Trial 5640 finished with value: 0.9970017837062001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 30}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:34:09,536] Trial 5641 finished with value: 0.997485816057475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:34:10,511] Trial 5642 finished with value: 0.9950927035357631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:34:11,225] Trial 5643 finished with value: 0.9934369073867767 and parameters: {'classifier': 'SVC', 'svc_c': 168.94919349727974, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:34:13,411] Trial 5644 finished with value: 0.9973291414011786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:34:18,736] Trial 5645 finished with value: 0.9974245857629634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 24, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:34:21,336] Trial 5646 finished with value: 0.9972961985323131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:34:23,472] Trial 5647 finished with value: 0.997488671548748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:34:23,942] Trial 5648 finished with value: 0.9935567495984334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 3, 'rf_n_estimators': 9}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:34:26,005] Trial 5649 finished with value: 0.997625619223015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:34:29,220] Trial 5650 finished with value: 0.9971824417787727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:34:31,380] Trial 5651 finished with value: 0.9972770403570616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:34:33,090] Trial 5652 finished with value: 0.9973720640328828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:34:34,699] Trial 5653 finished with value: 0.9975782993042307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:34:37,274] Trial 5654 finished with value: 0.9975655682774072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:34:39,638] Trial 5655 finished with value: 0.9973335444645578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:34:41,524] Trial 5656 finished with value: 0.9971029478101935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:34:44,925] Trial 5657 finished with value: 0.9975411054600388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:34:47,876] Trial 5658 finished with value: 0.9956186591555115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 25, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:34:49,685] Trial 5659 finished with value: 0.9973840753709166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:34:50,750] Trial 5660 finished with value: 0.9973247199298131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 101}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:34:52,914] Trial 5661 finished with value: 0.9973232329771102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:34:55,858] Trial 5662 finished with value: 0.9975305849149946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:35:01,608] Trial 5663 finished with value: 0.9970397704902725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 28, 'rf_n_estimators': 108}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:35:03,557] Trial 5664 finished with value: 0.9972336209953675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:35:07,867] Trial 5665 finished with value: 0.9972656029356083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 19, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:35:09,594] Trial 5666 finished with value: 0.997460432809052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:35:10,624] Trial 5667 finished with value: 0.9895825238738722 and parameters: {'classifier': 'SVC', 'svc_c': 17628.195240333083, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:35:13,306] Trial 5668 finished with value: 0.9976255364188145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:35:15,439] Trial 5669 finished with value: 0.9905753999077521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 42, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:35:27,728] Trial 5670 finished with value: 0.9965363516412397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 60, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:35:28,882] Trial 5671 finished with value: 0.9952920645667803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:35:31,729] Trial 5672 finished with value: 0.9972089584513473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:35:33,927] Trial 5673 finished with value: 0.9971872755890322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:35:36,737] Trial 5674 finished with value: 0.9974200846294501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:35:41,615] Trial 5675 finished with value: 0.9970591524495099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 20, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:35:43,111] Trial 5676 finished with value: 0.9973993111851357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:35:46,160] Trial 5677 finished with value: 0.997500670794639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:35:47,234] Trial 5678 finished with value: 0.9939517016096534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:35:49,190] Trial 5679 finished with value: 0.9969087625971264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:37:06,129] Trial 5680 finished with value: 0.9902149309425713 and parameters: {'classifier': 'SVC', 'svc_c': 83843723.9970942, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:37:07,839] Trial 5681 finished with value: 0.9976041546222895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:37:09,873] Trial 5682 finished with value: 0.9975900495979757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:37:12,217] Trial 5683 finished with value: 0.9973715263609924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:37:13,806] Trial 5684 finished with value: 0.9971221778718057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:37:16,222] Trial 5685 finished with value: 0.9972726633187664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:37:17,649] Trial 5686 finished with value: 0.9972720524275234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 79}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:37:19,718] Trial 5687 finished with value: 0.9975961472117104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:37:22,020] Trial 5688 finished with value: 0.9974785717531433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:37:24,261] Trial 5689 finished with value: 0.9975557285739541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:37:25,893] Trial 5690 finished with value: 0.9975697464459742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:37:32,820] Trial 5691 finished with value: 0.9970222493245501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 36, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:37:35,140] Trial 5692 finished with value: 0.9975794410754522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:37:37,856] Trial 5693 finished with value: 0.9973612228397594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:37:40,018] Trial 5694 finished with value: 0.9973056788991778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:37:41,574] Trial 5695 finished with value: 0.997441981659165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:37:45,003] Trial 5696 finished with value: 0.9970298274481927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:37:46,096] Trial 5697 finished with value: 0.9972150484479844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:37:49,209] Trial 5698 finished with value: 0.9973953589269943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:37:54,369] Trial 5699 finished with value: 0.9955783079290706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 50, 'rf_n_estimators': 49}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:37:56,112] Trial 5700 finished with value: 0.985205317494852 and parameters: {'classifier': 'SVC', 'svc_c': 2.066453406339363e-06, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:37:59,182] Trial 5701 finished with value: 0.996901805298692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:37:59,742] Trial 5702 finished with value: 0.996821273373587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 13}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:38:01,287] Trial 5703 finished with value: 0.9977393913377027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:38:03,031] Trial 5704 finished with value: 0.997520228867525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 102}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:38:04,352] Trial 5705 finished with value: 0.9973947279773938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 102}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:38:05,861] Trial 5706 finished with value: 0.9975574323283031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 105}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:38:10,730] Trial 5707 finished with value: 0.99706506858589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 26, 'rf_n_estimators': 105}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:38:12,219] Trial 5708 finished with value: 0.997247660956971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 103}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:38:13,535] Trial 5709 finished with value: 0.9973112441095148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 100}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:38:15,497] Trial 5710 finished with value: 0.9975359785819418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:38:16,700] Trial 5711 finished with value: 0.9974422381014575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 106}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:38:18,204] Trial 5712 finished with value: 0.9975136822258751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 102}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:38:19,483] Trial 5713 finished with value: 0.9973682623393744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 103}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:38:20,846] Trial 5714 finished with value: 0.9974607629467656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 104}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:38:28,684] Trial 5715 finished with value: 0.9969830850323728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 45, 'rf_n_estimators': 101}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:38:30,488] Trial 5716 finished with value: 0.9973708965222187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:38:34,656] Trial 5717 finished with value: 0.9970048937037532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 103}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:38:36,150] Trial 5718 finished with value: 0.9973859899284467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:40:04,570] Trial 5719 finished with value: 0.9900308230864083 and parameters: {'classifier': 'SVC', 'svc_c': 308123268.30814767, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:40:06,068] Trial 5720 finished with value: 0.9973783465199286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 106}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:40:07,423] Trial 5721 finished with value: 0.997416823749885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 106}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:40:19,605] Trial 5722 finished with value: 0.9966190189244971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 64, 'rf_n_estimators': 104}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:40:21,161] Trial 5723 finished with value: 0.9972743623759048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 105}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:40:22,720] Trial 5724 finished with value: 0.9975672767607042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:40:25,511] Trial 5725 finished with value: 0.9974929046556328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 103}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:40:26,310] Trial 5726 finished with value: 0.9938304743239766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 4, 'rf_n_estimators': 98}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:40:28,395] Trial 5727 finished with value: 0.9908064330535579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 49, 'rf_n_estimators': 97}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:40:30,059] Trial 5728 finished with value: 0.9973692971538474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 100}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:40:35,229] Trial 5729 finished with value: 0.9972002592813372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 26, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:40:36,426] Trial 5730 finished with value: 0.9966400932124365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:40:41,674] Trial 5731 finished with value: 0.9969806135380423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 26, 'rf_n_estimators': 105}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:40:42,622] Trial 5732 finished with value: 0.996983879051342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 107}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:40:50,455] Trial 5733 finished with value: 0.9961357907800599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 38, 'rf_n_estimators': 108}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:40:58,227] Trial 5734 finished with value: 0.9951587904600894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 64, 'rf_n_estimators': 99}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:41:00,993] Trial 5735 finished with value: 0.9974848448457685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:41:01,887] Trial 5736 finished with value: 0.9971353065428721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 1, 'rf_n_estimators': 104}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:41:03,651] Trial 5737 finished with value: 0.9853959831009323 and parameters: {'classifier': 'SVC', 'svc_c': 0.04464323835947595, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:41:06,078] Trial 5738 finished with value: 0.997074418065624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 101}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:41:08,596] Trial 5739 finished with value: 0.997346154220837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:41:10,125] Trial 5740 finished with value: 0.9974809272771599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 105}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:41:12,462] Trial 5741 finished with value: 0.9965029418442795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:41:26,650] Trial 5742 finished with value: 0.9965452995412307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 73, 'rf_n_estimators': 108}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:41:34,551] Trial 5743 finished with value: 0.9965339863736854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 40, 'rf_n_estimators': 103}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:41:35,367] Trial 5744 finished with value: 0.992679739048142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 5, 'rf_n_estimators': 106}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:41:38,011] Trial 5745 finished with value: 0.9964624590324741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 16, 'rf_n_estimators': 106}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:41:39,338] Trial 5746 finished with value: 0.9970872840102922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 104}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:41:41,893] Trial 5747 finished with value: 0.9972866006399771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:41:44,308] Trial 5748 finished with value: 0.9973595252425648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:41:46,033] Trial 5749 finished with value: 0.9976802526665072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:41:48,028] Trial 5750 finished with value: 0.9973410766951861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:41:50,112] Trial 5751 finished with value: 0.9976982469174782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:41:52,371] Trial 5752 finished with value: 0.9973959748010888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:41:54,403] Trial 5753 finished with value: 0.997476411290306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:41:56,652] Trial 5754 finished with value: 0.9969323552562859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 11, 'rf_n_estimators': 99}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:42:07,437] Trial 5755 finished with value: 0.9964662034073218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 49, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:42:15,922] Trial 5756 finished with value: 0.9961360791506871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 57, 'rf_n_estimators': 105}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:42:18,575] Trial 5757 finished with value: 0.9976154681072139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:42:19,352] Trial 5758 finished with value: 0.9917191139650069 and parameters: {'classifier': 'SVC', 'svc_c': 23.19522742018279, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:42:23,489] Trial 5759 finished with value: 0.997238110703234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 22, 'rf_n_estimators': 105}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:42:25,075] Trial 5760 finished with value: 0.9960841252752468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 104}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:42:26,103] Trial 5761 finished with value: 0.9970808319476068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 2, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:42:27,745] Trial 5762 finished with value: 0.9973257068200457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:42:31,462] Trial 5763 finished with value: 0.9971388319896338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 15, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:42:44,073] Trial 5764 finished with value: 0.9963628849341691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 59, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:42:53,716] Trial 5765 finished with value: 0.9966549983493979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 52, 'rf_n_estimators': 101}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:42:54,578] Trial 5766 finished with value: 0.9969013704576217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 105}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:42:56,488] Trial 5767 finished with value: 0.9973445477114367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:42:58,257] Trial 5768 finished with value: 0.9974978844602665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:43:00,233] Trial 5769 finished with value: 0.9974104423675195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:43:01,911] Trial 5770 finished with value: 0.9971358797612188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 102}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:43:03,335] Trial 5771 finished with value: 0.9972519962599176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:43:05,814] Trial 5772 finished with value: 0.9974718494104376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 102}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:43:07,955] Trial 5773 finished with value: 0.9973383506628376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:43:13,316] Trial 5774 finished with value: 0.997130395799925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 26, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:43:14,455] Trial 5775 finished with value: 0.9930347804820284 and parameters: {'classifier': 'SVC', 'svc_c': 1114.0901855036564, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:43:16,349] Trial 5776 finished with value: 0.9974641380193218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:43:18,584] Trial 5777 finished with value: 0.9973050736572824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:43:20,707] Trial 5778 finished with value: 0.9970795047000544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:43:31,056] Trial 5779 finished with value: 0.9966402665331494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 47, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:43:32,207] Trial 5780 finished with value: 0.9962291429789842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:43:34,538] Trial 5781 finished with value: 0.9975097334271655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:43:36,122] Trial 5782 finished with value: 0.9974391983398937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:43:38,454] Trial 5783 finished with value: 0.9975089686388093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:43:40,910] Trial 5784 finished with value: 0.997178338352978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:43:42,648] Trial 5785 finished with value: 0.9971267847877646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:43:45,122] Trial 5786 finished with value: 0.9975774924314091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:43:46,649] Trial 5787 finished with value: 0.9970475623687217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:43:48,245] Trial 5788 finished with value: 0.9975386859206629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:43:49,560] Trial 5789 finished with value: 0.9945563391518805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:43:51,839] Trial 5790 finished with value: 0.9974763588592829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:43:54,226] Trial 5791 finished with value: 0.9974923137910094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 99}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:43:55,845] Trial 5792 finished with value: 0.9954886589409276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:43:56,936] Trial 5793 finished with value: 0.997158122131105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 103}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:43:58,663] Trial 5794 finished with value: 0.9850770828917987 and parameters: {'classifier': 'SVC', 'svc_c': 0.00014880932008895428, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:44:00,617] Trial 5795 finished with value: 0.9976110780563768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:44:02,009] Trial 5796 finished with value: 0.9974038923299137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:44:03,690] Trial 5797 finished with value: 0.9975643536359504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:44:07,604] Trial 5798 finished with value: 0.9972228854894759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 94}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:44:11,255] Trial 5799 finished with value: 0.9974373361816485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:44:13,314] Trial 5800 finished with value: 0.9971412766654327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:44:15,786] Trial 5801 finished with value: 0.9974037383058487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:44:17,601] Trial 5802 finished with value: 0.9974876742484816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:44:19,688] Trial 5803 finished with value: 0.9972127936918239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:44:29,132] Trial 5804 finished with value: 0.9961852517698199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 41, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:44:32,087] Trial 5805 finished with value: 0.9973454472589481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:44:34,040] Trial 5806 finished with value: 0.9973263484653212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:44:35,255] Trial 5807 finished with value: 0.9963769696462222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:44:37,389] Trial 5808 finished with value: 0.9971306493540677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:44:39,782] Trial 5809 finished with value: 0.9973223355243007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:44:42,184] Trial 5810 finished with value: 0.997251467569855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:44:49,745] Trial 5811 finished with value: 0.9960542589839179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 46, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:44:51,512] Trial 5812 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 1.930287051840694e-09, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:44:52,337] Trial 5813 finished with value: 0.9893568352964709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:44:53,442] Trial 5814 finished with value: 0.9974499349883498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 96}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:44:55,418] Trial 5815 finished with value: 0.9975830006722023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:45:02,839] Trial 5816 finished with value: 0.996636219886471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 36, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:45:03,604] Trial 5817 finished with value: 0.9964010648434085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 25}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:45:05,689] Trial 5818 finished with value: 0.9974269757860856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:45:07,331] Trial 5819 finished with value: 0.9974655770477844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 103}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:45:09,715] Trial 5820 finished with value: 0.9976461379388842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:45:12,453] Trial 5821 finished with value: 0.9974216221089017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:45:14,283] Trial 5822 finished with value: 0.997221430115991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:45:16,949] Trial 5823 finished with value: 0.9971312387270094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:45:18,090] Trial 5824 finished with value: 0.9973334253839291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:45:19,307] Trial 5825 finished with value: 0.9970775951253755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 5, 'rf_n_estimators': 106}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:45:21,335] Trial 5826 finished with value: 0.9976022396204286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:45:23,963] Trial 5827 finished with value: 0.9974501937157713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:45:25,540] Trial 5828 finished with value: 0.9974065877351815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:45:27,551] Trial 5829 finished with value: 0.9970310140650772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:45:40,115] Trial 5830 finished with value: 0.9960954737670832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 69, 'rf_n_estimators': 102}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:45:41,872] Trial 5831 finished with value: 0.9972610103334457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:45:43,568] Trial 5832 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 3.9019658626126095e-07, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:45:47,869] Trial 5833 finished with value: 0.9974124752439688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 17, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:45:49,794] Trial 5834 finished with value: 0.9972215119363165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:45:52,427] Trial 5835 finished with value: 0.997298453510639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:45:53,827] Trial 5836 finished with value: 0.9974839443778577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 100}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:45:54,703] Trial 5837 finished with value: 0.9964454365962299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:45:57,068] Trial 5838 finished with value: 0.9972312491263283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:46:02,147] Trial 5839 finished with value: 0.9968959651428625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 25, 'rf_n_estimators': 107}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:46:04,951] Trial 5840 finished with value: 0.9973573716985912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 104}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:46:06,512] Trial 5841 finished with value: 0.997364944585479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:46:08,934] Trial 5842 finished with value: 0.9972798738539647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:46:10,727] Trial 5843 finished with value: 0.9977163658032119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:46:13,360] Trial 5844 finished with value: 0.9971305616304914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:46:15,786] Trial 5845 finished with value: 0.9974759727676384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:46:16,870] Trial 5846 finished with value: 0.9966783827761461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:46:18,399] Trial 5847 finished with value: 0.9955772416623313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:46:20,372] Trial 5848 finished with value: 0.9975972456289502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:46:22,102] Trial 5849 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 1.1037394414942817e-08, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:46:24,872] Trial 5850 finished with value: 0.997337874435536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:46:26,619] Trial 5851 finished with value: 0.997395440271251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:46:27,850] Trial 5852 finished with value: 0.9971688997849374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 55}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:46:29,085] Trial 5853 finished with value: 0.9945048105644004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:46:30,809] Trial 5854 finished with value: 0.9973903253583453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:46:31,920] Trial 5855 finished with value: 0.9972024070807494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:46:34,297] Trial 5856 finished with value: 0.997251652125787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:46:39,418] Trial 5857 finished with value: 0.9960371635822242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 41, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:46:41,687] Trial 5858 finished with value: 0.9974019087106968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:46:42,951] Trial 5859 finished with value: 0.9975435836193297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 68}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:46:45,044] Trial 5860 finished with value: 0.997210019100477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:46:47,482] Trial 5861 finished with value: 0.9975259035419048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:46:49,232] Trial 5862 finished with value: 0.9975317862582681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:46:51,806] Trial 5863 finished with value: 0.996956890213918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:46:52,667] Trial 5864 finished with value: 0.9899013869496541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:46:53,277] Trial 5865 finished with value: 0.9970118130436504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 35}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:46:58,336] Trial 5866 finished with value: 0.9975714673387929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:47:00,782] Trial 5867 finished with value: 0.997210628658728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:47:02,472] Trial 5868 finished with value: 0.9850769194415753 and parameters: {'classifier': 'SVC', 'svc_c': 1.1550166078581731e-10, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:47:14,506] Trial 5869 finished with value: 0.9962808859242914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 57, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:47:16,233] Trial 5870 finished with value: 0.997221474390372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:47:17,355] Trial 5871 finished with value: 0.9962296207297054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:47:19,811] Trial 5872 finished with value: 0.997359358808978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:47:23,769] Trial 5873 finished with value: 0.996854394419065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 18, 'rf_n_estimators': 101}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:47:26,496] Trial 5874 finished with value: 0.9972934508547118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:47:28,566] Trial 5875 finished with value: 0.9973949165005641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:47:30,700] Trial 5876 finished with value: 0.9973733774427077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:47:33,817] Trial 5877 finished with value: 0.9972782248792439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:47:36,321] Trial 5878 finished with value: 0.9971869136499353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:47:38,525] Trial 5879 finished with value: 0.9974975966926594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:47:40,225] Trial 5880 finished with value: 0.9965425896000014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 9, 'rf_n_estimators': 84}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:47:42,309] Trial 5881 finished with value: 0.9972914382270476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:47:44,189] Trial 5882 finished with value: 0.9974681325206181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:47:46,465] Trial 5883 finished with value: 0.997195030588033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:47:48,521] Trial 5884 finished with value: 0.997322122753369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:47:49,868] Trial 5885 finished with value: 0.9970237459573149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 105}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:47:57,496] Trial 5886 finished with value: 0.9971433209357906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 36, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:47:58,807] Trial 5887 finished with value: 0.9867404174920434 and parameters: {'classifier': 'SVC', 'svc_c': 15138303.301507886, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:48:00,667] Trial 5888 finished with value: 0.9973146714226667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:48:01,317] Trial 5889 finished with value: 0.9879558202460307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 1, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:48:03,235] Trial 5890 finished with value: 0.9970298224336034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:48:05,746] Trial 5891 finished with value: 0.9970936717719772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 91}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:48:07,882] Trial 5892 finished with value: 0.9967643833966117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:48:09,842] Trial 5893 finished with value: 0.9975926077367935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:48:11,511] Trial 5894 finished with value: 0.9974045921825114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:48:13,253] Trial 5895 finished with value: 0.9973071704221393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:48:15,101] Trial 5896 finished with value: 0.9973134077778808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:48:26,139] Trial 5897 finished with value: 0.9966679092984188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 51, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:48:28,677] Trial 5898 finished with value: 0.9975371978571331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:48:29,733] Trial 5899 finished with value: 0.9975947887657949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 98}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:48:31,055] Trial 5900 finished with value: 0.9973461392088067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:48:42,764] Trial 5901 finished with value: 0.9968514844972808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 52, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:48:49,031] Trial 5902 finished with value: 0.9968915440840899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 30, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:48:51,215] Trial 5903 finished with value: 0.997331694239766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:48:52,751] Trial 5904 finished with value: 0.9970101485173553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 74}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:48:54,578] Trial 5905 finished with value: 0.997519725313885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:48:56,285] Trial 5906 finished with value: 0.9852784856858795 and parameters: {'classifier': 'SVC', 'svc_c': 0.0010268152992049015, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:48:59,033] Trial 5907 finished with value: 0.9973831395787148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:49:01,207] Trial 5908 finished with value: 0.9975751778810311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:49:07,091] Trial 5909 finished with value: 0.9971650509606365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 25, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:49:11,364] Trial 5910 finished with value: 0.9936800914539331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 54, 'rf_n_estimators': 107}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:49:15,960] Trial 5911 finished with value: 0.9974328573281465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 21, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:49:18,788] Trial 5912 finished with value: 0.997516461990501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:49:20,331] Trial 5913 finished with value: 0.9972389731808695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:49:21,138] Trial 5914 finished with value: 0.988654206964929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:49:24,915] Trial 5915 finished with value: 0.9973207154628138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:49:26,881] Trial 5916 finished with value: 0.9974073948936443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:49:28,281] Trial 5917 finished with value: 0.9962938199467711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:49:30,488] Trial 5918 finished with value: 0.997325620746841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:49:37,285] Trial 5919 finished with value: 0.9965320058013076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 31, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:49:39,751] Trial 5920 finished with value: 0.9975808146920873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:49:42,738] Trial 5921 finished with value: 0.9973765836061202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:49:45,060] Trial 5922 finished with value: 0.9975487489320328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:49:46,606] Trial 5923 finished with value: 0.9973050238922435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:49:48,453] Trial 5924 finished with value: 0.9973367886499834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:49:50,239] Trial 5925 finished with value: 0.9853695996323554 and parameters: {'classifier': 'SVC', 'svc_c': 0.005944800163548346, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:49:52,864] Trial 5926 finished with value: 0.9973552814400052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:49:54,829] Trial 5927 finished with value: 0.9973323136367682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:49:56,337] Trial 5928 finished with value: 0.9967547866151024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:49:58,692] Trial 5929 finished with value: 0.9969997429587498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 26, 'rf_n_estimators': 45}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:50:01,188] Trial 5930 finished with value: 0.9971300392562724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:50:03,198] Trial 5931 finished with value: 0.9975058217618078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:50:09,975] Trial 5932 finished with value: 0.9969567999195713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 33, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:50:22,925] Trial 5933 finished with value: 0.9961060743868678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 74, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:50:24,545] Trial 5934 finished with value: 0.9973417326542577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:50:26,199] Trial 5935 finished with value: 0.9971504475559616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 101}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:50:28,915] Trial 5936 finished with value: 0.9969817211910131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:50:31,679] Trial 5937 finished with value: 0.9974499149934678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:50:34,100] Trial 5938 finished with value: 0.9973868985212619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:50:43,098] Trial 5939 finished with value: 0.9972423100092472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 39, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:50:45,271] Trial 5940 finished with value: 0.9974495326151588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:50:56,056] Trial 5941 finished with value: 0.996626068040698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 57, 'rf_n_estimators': 105}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:50:58,317] Trial 5942 finished with value: 0.9972420335720731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:50:59,816] Trial 5943 finished with value: 0.9858031847701333 and parameters: {'classifier': 'SVC', 'svc_c': 0.2469785773556794, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:51:01,665] Trial 5944 finished with value: 0.9976219329602761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:51:03,785] Trial 5945 finished with value: 0.9975198428076185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:51:06,344] Trial 5946 finished with value: 0.9973155001311689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:51:16,290] Trial 5947 finished with value: 0.996925710544502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 47, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:51:17,328] Trial 5948 finished with value: 0.9968464907914435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 58}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:51:18,524] Trial 5949 finished with value: 0.9967815358313249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 4, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:51:20,069] Trial 5950 finished with value: 0.9974058783929495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:51:21,045] Trial 5951 finished with value: 0.9968401711710458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:51:24,266] Trial 5952 finished with value: 0.9974040430214983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:51:26,791] Trial 5953 finished with value: 0.9975915621631698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:51:28,664] Trial 5954 finished with value: 0.9973053686611323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:51:30,822] Trial 5955 finished with value: 0.9975462418912459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:51:42,076] Trial 5956 finished with value: 0.9964139348822668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 60, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:51:44,319] Trial 5957 finished with value: 0.9974492789023265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:51:45,829] Trial 5958 finished with value: 0.9971488492666793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:51:47,404] Trial 5959 finished with value: 0.9976724800529677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:51:50,050] Trial 5960 finished with value: 0.9971761027030378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:51:52,356] Trial 5961 finished with value: 0.9972584800287727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:51:54,068] Trial 5962 finished with value: 0.9971045159484637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 103}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:51:54,841] Trial 5963 finished with value: 0.9926908549963303 and parameters: {'classifier': 'SVC', 'svc_c': 357.94621111359965, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:51:58,010] Trial 5964 finished with value: 0.9974545816084307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:52:00,134] Trial 5965 finished with value: 0.9976038980530454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:52:02,512] Trial 5966 finished with value: 0.9974576731027839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:52:04,385] Trial 5967 finished with value: 0.99746947024168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:52:06,485] Trial 5968 finished with value: 0.9960266043804088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:52:08,561] Trial 5969 finished with value: 0.9975369485876079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:52:11,447] Trial 5970 finished with value: 0.9972985370130734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:52:13,091] Trial 5971 finished with value: 0.9969750522632058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:52:14,915] Trial 5972 finished with value: 0.9969635566979064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:52:19,664] Trial 5973 finished with value: 0.9973310102561221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 20, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:52:21,147] Trial 5974 finished with value: 0.997435444411936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:52:23,189] Trial 5975 finished with value: 0.997401588284783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:52:29,401] Trial 5976 finished with value: 0.9960018638246121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 43, 'rf_n_estimators': 108}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:52:31,581] Trial 5977 finished with value: 0.9976146186738584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:52:34,131] Trial 5978 finished with value: 0.9976936906869577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:52:37,339] Trial 5979 finished with value: 0.9972977758428386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:52:41,572] Trial 5980 finished with value: 0.9929745944281486 and parameters: {'classifier': 'SVC', 'svc_c': 1315905.4990601614, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:52:42,705] Trial 5981 finished with value: 0.9958485917258998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 4, 'rf_n_estimators': 62}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:52:45,227] Trial 5982 finished with value: 0.9970934433225193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:52:51,155] Trial 5983 finished with value: 0.9974339326401894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 28, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:52:52,790] Trial 5984 finished with value: 0.9971967772202949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 95}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:52:58,480] Trial 5985 finished with value: 0.997478195182871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 25, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:53:12,111] Trial 5986 finished with value: 0.9963014180018196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 66, 'rf_n_estimators': 105}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:53:16,455] Trial 5987 finished with value: 0.9971674852264014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 19, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:53:18,345] Trial 5988 finished with value: 0.9972254892356669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:53:21,916] Trial 5989 finished with value: 0.9971985129981924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:53:22,568] Trial 5990 finished with value: 0.9939849572873349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 33}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:53:24,613] Trial 5991 finished with value: 0.9977310625490726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:53:25,697] Trial 5992 finished with value: 0.9949743331060894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:53:27,700] Trial 5993 finished with value: 0.997459159960273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:53:30,005] Trial 5994 finished with value: 0.9977140145638127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:53:31,539] Trial 5995 finished with value: 0.9973959469034678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:53:32,631] Trial 5996 finished with value: 0.9974179686948971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 53}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:53:39,297] Trial 5997 finished with value: 0.9969139601555433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 30, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:53:41,638] Trial 5998 finished with value: 0.9975597217422582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:53:44,084] Trial 5999 finished with value: 0.9976474333850535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:53:45,862] Trial 6000 finished with value: 0.9852049080441078 and parameters: {'classifier': 'SVC', 'svc_c': 1.1495543614381741e-07, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:53:50,353] Trial 6001 finished with value: 0.9966097907470454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 21, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:53:53,014] Trial 6002 finished with value: 0.9975871673199088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:54:05,556] Trial 6003 finished with value: 0.9968248743248306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 54, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:54:06,747] Trial 6004 finished with value: 0.9901592337713724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 33, 'rf_n_estimators': 6}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:54:08,916] Trial 6005 finished with value: 0.9974956659170583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:54:10,651] Trial 6006 finished with value: 0.9973077894065489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:54:12,910] Trial 6007 finished with value: 0.9977821136397349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:54:16,452] Trial 6008 finished with value: 0.9972877128949444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:54:18,234] Trial 6009 finished with value: 0.9973168047178552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:54:21,124] Trial 6010 finished with value: 0.9977431887148557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:54:24,127] Trial 6011 finished with value: 0.9975229070391088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:54:31,072] Trial 6012 finished with value: 0.9971177522745123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 30, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:54:34,516] Trial 6013 finished with value: 0.9973758275774265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:54:35,579] Trial 6014 finished with value: 0.9905390332486426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:54:38,755] Trial 6015 finished with value: 0.9974611200617004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:54:41,618] Trial 6016 finished with value: 0.997125069004749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:54:44,357] Trial 6017 finished with value: 0.9975248964028872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:54:47,366] Trial 6018 finished with value: 0.9974413845739117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:56:59,057] Trial 6019 finished with value: 0.9893799887982047 and parameters: {'classifier': 'SVC', 'svc_c': 738672207.0561258, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:57:02,145] Trial 6020 finished with value: 0.9974764512165936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:57:05,277] Trial 6021 finished with value: 0.9974610343693501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:57:08,126] Trial 6022 finished with value: 0.9975709985381617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:57:10,881] Trial 6023 finished with value: 0.9974029330833982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:57:14,133] Trial 6024 finished with value: 0.997358274229466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:57:16,656] Trial 6025 finished with value: 0.9975075687431866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:57:19,159] Trial 6026 finished with value: 0.99744469379031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:57:22,342] Trial 6027 finished with value: 0.9973674628614851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:57:25,021] Trial 6028 finished with value: 0.9976508744089814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:57:27,886] Trial 6029 finished with value: 0.9970260705368718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:57:30,338] Trial 6030 finished with value: 0.9973887907353053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:57:32,824] Trial 6031 finished with value: 0.9976156596772233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:57:35,735] Trial 6032 finished with value: 0.9974850395260928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:57:39,046] Trial 6033 finished with value: 0.9972832027161275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:57:41,759] Trial 6034 finished with value: 0.9974165764163722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:57:44,343] Trial 6035 finished with value: 0.997210849871943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:57:46,885] Trial 6036 finished with value: 0.9976847360267923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:57:49,419] Trial 6037 finished with value: 0.9975812871108402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:57:50,937] Trial 6038 finished with value: 0.9874820150863212 and parameters: {'classifier': 'SVC', 'svc_c': 2.437570899101512, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:57:53,371] Trial 6039 finished with value: 0.9976118619192155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:57:54,583] Trial 6040 finished with value: 0.9972545007934098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:57:57,544] Trial 6041 finished with value: 0.997396405516231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:58:00,648] Trial 6042 finished with value: 0.9966157536651008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:58:02,859] Trial 6043 finished with value: 0.9971857408073026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:58:03,967] Trial 6044 finished with value: 0.9914793745716376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:58:07,612] Trial 6045 finished with value: 0.9961242430059025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 47, 'rf_n_estimators': 39}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:58:10,345] Trial 6046 finished with value: 0.9974753897422781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:58:11,205] Trial 6047 finished with value: 0.9947497457706014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:58:14,095] Trial 6048 finished with value: 0.9971495598784275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:58:16,264] Trial 6049 finished with value: 0.997559004275122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 81}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:58:19,598] Trial 6050 finished with value: 0.9973224297224098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:58:21,905] Trial 6051 finished with value: 0.9975166683186375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:58:25,296] Trial 6052 finished with value: 0.9973552328175309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 16, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:58:27,404] Trial 6053 finished with value: 0.996906072904682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 88}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:58:37,129] Trial 6054 finished with value: 0.9969564136692374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 43, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:58:39,941] Trial 6055 finished with value: 0.9973866378260899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:58:41,682] Trial 6056 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 8.669914558757102e-07, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:58:44,249] Trial 6057 finished with value: 0.9974629283607165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:58:50,192] Trial 6058 finished with value: 0.9971917554264094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 26, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:58:52,786] Trial 6059 finished with value: 0.9973025838501792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:58:55,359] Trial 6060 finished with value: 0.9975402651354627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:58:56,986] Trial 6061 finished with value: 0.9971542820029905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 77}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:58:59,035] Trial 6062 finished with value: 0.9972636487691696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 71}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:59:01,511] Trial 6063 finished with value: 0.9974559661746442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:59:03,783] Trial 6064 finished with value: 0.997321056359678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 99}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:59:06,159] Trial 6065 finished with value: 0.9975657417250715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:59:07,884] Trial 6066 finished with value: 0.9955363390532238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:59:11,090] Trial 6067 finished with value: 0.9973868101629275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 103}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:59:13,424] Trial 6068 finished with value: 0.9975728597125316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:59:16,126] Trial 6069 finished with value: 0.9974587624429817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:59:17,115] Trial 6070 finished with value: 0.9898600238235092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:59:20,765] Trial 6071 finished with value: 0.997145200073816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:59:22,996] Trial 6072 finished with value: 0.9974908612104603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:59:25,530] Trial 6073 finished with value: 0.9972444727572137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:59:37,159] Trial 6074 finished with value: 0.9968526853010098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 50, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:59:38,907] Trial 6075 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 1.3457194601069964e-05, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:59:46,566] Trial 6076 finished with value: 0.9970017840553173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 34, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:59:49,754] Trial 6077 finished with value: 0.9947920998811691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 29, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:59:50,764] Trial 6078 finished with value: 0.9940446593381257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:59:52,358] Trial 6079 finished with value: 0.9975711618931715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:59:53,783] Trial 6080 finished with value: 0.99731081631426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 06:59:58,442] Trial 6081 finished with value: 0.9974482017812226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:00:04,144] Trial 6082 finished with value: 0.9972757460534568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 28, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:00:07,190] Trial 6083 finished with value: 0.9974870873193588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:00:08,587] Trial 6084 finished with value: 0.9971059248893902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:00:10,923] Trial 6085 finished with value: 0.9976173976132986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:00:13,189] Trial 6086 finished with value: 0.9971225935431799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:00:15,696] Trial 6087 finished with value: 0.9973911535273028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 104}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:00:18,108] Trial 6088 finished with value: 0.9973999435312041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:00:19,769] Trial 6089 finished with value: 0.995999109545526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:00:22,180] Trial 6090 finished with value: 0.9974794510836077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:00:24,174] Trial 6091 finished with value: 0.9974328061983774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:00:26,000] Trial 6092 finished with value: 0.9968501609948013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:00:29,242] Trial 6093 finished with value: 0.9970156536160953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 15, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:00:31,244] Trial 6094 finished with value: 0.9956269326884447 and parameters: {'classifier': 'SVC', 'svc_c': 143661.61373437173, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:00:38,701] Trial 6095 finished with value: 0.9966022833354605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 39, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:00:41,402] Trial 6096 finished with value: 0.9973048569825879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:00:44,514] Trial 6097 finished with value: 0.9975984557318863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:00:45,436] Trial 6098 finished with value: 0.9966018933400536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 108}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:00:47,345] Trial 6099 finished with value: 0.9974504972571183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:00:49,538] Trial 6100 finished with value: 0.9971006490335554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:00:51,303] Trial 6101 finished with value: 0.9970939121548884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:00:53,822] Trial 6102 finished with value: 0.9972207732047821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:00:58,889] Trial 6103 finished with value: 0.9971623805965777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 21, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:01:00,888] Trial 6104 finished with value: 0.9975400480799136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:01:06,556] Trial 6105 finished with value: 0.9965093906062226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 35, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:01:18,390] Trial 6106 finished with value: 0.996733146948079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 56, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:01:21,021] Trial 6107 finished with value: 0.99647774873766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 18, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:01:22,349] Trial 6108 finished with value: 0.9973961933483194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:01:23,777] Trial 6109 finished with value: 0.9970554473661917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 106}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:01:26,386] Trial 6110 finished with value: 0.9975451303662505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:01:29,355] Trial 6111 finished with value: 0.9975363956497839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:01:30,793] Trial 6112 finished with value: 0.9867037216156195 and parameters: {'classifier': 'SVC', 'svc_c': 5221589.43078703, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:01:32,028] Trial 6113 finished with value: 0.9971099595708773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:01:34,025] Trial 6114 finished with value: 0.9974619943775753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:01:36,543] Trial 6115 finished with value: 0.9973683064550657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:01:39,015] Trial 6116 finished with value: 0.9975468248848682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:01:41,351] Trial 6117 finished with value: 0.9973262396042987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:01:42,630] Trial 6118 finished with value: 0.9974704058751923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 108}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:01:57,892] Trial 6119 finished with value: 0.9961006322878738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 69, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:01:58,402] Trial 6120 finished with value: 0.9917916328619233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 6, 'rf_n_estimators': 22}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:02:00,692] Trial 6121 finished with value: 0.9970733088257578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:02:03,455] Trial 6122 finished with value: 0.9972947862271685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:02:06,734] Trial 6123 finished with value: 0.9973068467272211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:02:08,731] Trial 6124 finished with value: 0.9972511748828722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:02:14,753] Trial 6125 finished with value: 0.9970840182113516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 28, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:02:15,606] Trial 6126 finished with value: 0.9892291383018322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:02:17,524] Trial 6127 finished with value: 0.9972324879520706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 104}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:02:21,749] Trial 6128 finished with value: 0.9974847456330697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:02:24,624] Trial 6129 finished with value: 0.9973589670045101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:02:25,577] Trial 6130 finished with value: 0.9969836984626483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 100}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:02:27,274] Trial 6131 finished with value: 0.9853515726913397 and parameters: {'classifier': 'SVC', 'svc_c': 0.003402783475942776, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:02:29,532] Trial 6132 finished with value: 0.9974269357011084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:02:31,505] Trial 6133 finished with value: 0.9973509097971544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:02:34,525] Trial 6134 finished with value: 0.9934343989812596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 42, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:02:36,426] Trial 6135 finished with value: 0.9975728446370254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:02:38,424] Trial 6136 finished with value: 0.9976891872365771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:02:42,586] Trial 6137 finished with value: 0.995965582064405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 30, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:02:44,237] Trial 6138 finished with value: 0.9971319340410864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:02:47,859] Trial 6139 finished with value: 0.9973709349568245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:02:50,929] Trial 6140 finished with value: 0.9972099400096116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:02:53,456] Trial 6141 finished with value: 0.997494060835864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:02:55,610] Trial 6142 finished with value: 0.997424878481684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:02:57,307] Trial 6143 finished with value: 0.9972752867107221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:03:13,273] Trial 6144 finished with value: 0.9956435171415658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 66, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:03:15,533] Trial 6145 finished with value: 0.9970680148158403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:03:17,692] Trial 6146 finished with value: 0.9973797550165243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:03:19,614] Trial 6147 finished with value: 0.9972813450329273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:03:21,150] Trial 6148 finished with value: 0.9973593365289669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:03:24,141] Trial 6149 finished with value: 0.9972506324502958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:03:25,563] Trial 6150 finished with value: 0.9867366486155311 and parameters: {'classifier': 'SVC', 'svc_c': 35873191.25301925, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:03:26,618] Trial 6151 finished with value: 0.9971837275131423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:03:30,645] Trial 6152 finished with value: 0.9974742205812427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:03:34,594] Trial 6153 finished with value: 0.9964247734094057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 25, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:03:41,434] Trial 6154 finished with value: 0.9968505201092243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 31, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:03:43,985] Trial 6155 finished with value: 0.9975702881485787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:03:44,727] Trial 6156 finished with value: 0.9911683967154908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:03:50,493] Trial 6157 finished with value: 0.9973574080384952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 24, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:03:52,423] Trial 6158 finished with value: 0.9976040765787751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:03:54,735] Trial 6159 finished with value: 0.997453592972613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:03:56,817] Trial 6160 finished with value: 0.9970447486445351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:04:06,143] Trial 6161 finished with value: 0.9969015465395324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 55, 'rf_n_estimators': 92}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:04:12,972] Trial 6162 finished with value: 0.9970839887585732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 30, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:04:26,494] Trial 6163 finished with value: 0.9967489826087496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 58, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:04:28,536] Trial 6164 finished with value: 0.9970032809102473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:04:30,083] Trial 6165 finished with value: 0.9957733944987098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:04:32,804] Trial 6166 finished with value: 0.9974795686408168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:04:38,679] Trial 6167 finished with value: 0.996392259446622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 36, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:04:39,724] Trial 6168 finished with value: 0.9976853310173436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 48}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:04:41,512] Trial 6169 finished with value: 0.9850765916524669 and parameters: {'classifier': 'SVC', 'svc_c': 2.847186082267102e-10, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:04:42,739] Trial 6170 finished with value: 0.9973077005086699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:04:45,097] Trial 6171 finished with value: 0.9973764041599914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:04:47,868] Trial 6172 finished with value: 0.9971449293177276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:04:49,387] Trial 6173 finished with value: 0.9973381115177048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:04:51,198] Trial 6174 finished with value: 0.9974438455947329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:04:54,431] Trial 6175 finished with value: 0.9970750691370579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 102}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:04:57,000] Trial 6176 finished with value: 0.997512316162862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:04:59,442] Trial 6177 finished with value: 0.997407941356935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:05:00,986] Trial 6178 finished with value: 0.9971192940068434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:05:02,740] Trial 6179 finished with value: 0.9974697780359066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:05:04,267] Trial 6180 finished with value: 0.9973667661192024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:05:06,327] Trial 6181 finished with value: 0.9973920761165349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:05:08,976] Trial 6182 finished with value: 0.9973682832546554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:05:15,511] Trial 6183 finished with value: 0.9973596356904828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 31, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:05:18,495] Trial 6184 finished with value: 0.9975172176700778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 108}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:05:20,807] Trial 6185 finished with value: 0.9974294983149713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:05:21,887] Trial 6186 finished with value: 0.9969157046931034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:05:23,694] Trial 6187 finished with value: 0.985203678961903 and parameters: {'classifier': 'SVC', 'svc_c': 4.907596614378028e-09, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:05:26,685] Trial 6188 finished with value: 0.9962911664038034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 18, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:05:28,914] Trial 6189 finished with value: 0.9975489582752705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:05:30,709] Trial 6190 finished with value: 0.997541169538874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:05:33,339] Trial 6191 finished with value: 0.996846431568508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:05:34,334] Trial 6192 finished with value: 0.9969950950374146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:05:36,827] Trial 6193 finished with value: 0.9975423917022148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:05:38,507] Trial 6194 finished with value: 0.9974970959319553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:05:40,563] Trial 6195 finished with value: 0.9974255520870322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:05:43,700] Trial 6196 finished with value: 0.9974593773332012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:05:45,692] Trial 6197 finished with value: 0.9975454622812867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:05:47,705] Trial 6198 finished with value: 0.9973033524470843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:05:50,979] Trial 6199 finished with value: 0.9970037798301528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:05:53,258] Trial 6200 finished with value: 0.9977116279366468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:05:54,736] Trial 6201 finished with value: 0.9975586927992981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:05:57,466] Trial 6202 finished with value: 0.9973602363621193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:05:58,687] Trial 6203 finished with value: 0.9974096718028641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 66}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:06:01,398] Trial 6204 finished with value: 0.9974110922646507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:06:03,349] Trial 6205 finished with value: 0.9973629168823086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:08:46,804] Trial 6206 finished with value: 0.9896076701353401 and parameters: {'classifier': 'SVC', 'svc_c': 2507764095.8644185, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:08:50,108] Trial 6207 finished with value: 0.9974752966549955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:08:51,836] Trial 6208 finished with value: 0.9973175880728874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:09:02,019] Trial 6209 finished with value: 0.9950880194649511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 70, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:09:03,802] Trial 6210 finished with value: 0.9972476058282257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 4, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:09:06,453] Trial 6211 finished with value: 0.9975724334724342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:09:08,118] Trial 6212 finished with value: 0.9974171672492576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:09:08,978] Trial 6213 finished with value: 0.989102007130608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:09:11,194] Trial 6214 finished with value: 0.9974509488240658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:09:14,274] Trial 6215 finished with value: 0.9974971682943844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:09:23,437] Trial 6216 finished with value: 0.9970105333394833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 39, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:09:25,731] Trial 6217 finished with value: 0.997142822142837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:09:27,537] Trial 6218 finished with value: 0.9969925017647331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:09:29,329] Trial 6219 finished with value: 0.997454925869513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:09:33,811] Trial 6220 finished with value: 0.9971812749346047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 104}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:09:35,794] Trial 6221 finished with value: 0.9974405425989645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:09:36,966] Trial 6222 finished with value: 0.9963060991210061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:09:41,765] Trial 6223 finished with value: 0.9972821018868068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 26, 'rf_n_estimators': 97}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:09:51,683] Trial 6224 finished with value: 0.9968313787233255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 43, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:09:52,987] Trial 6225 finished with value: 0.9863573779552753 and parameters: {'classifier': 'SVC', 'svc_c': 1.0066865234195033, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:09:55,987] Trial 6226 finished with value: 0.9975368521995828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:10:03,398] Trial 6227 finished with value: 0.996907117780072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 37, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:10:05,468] Trial 6228 finished with value: 0.9970304404341377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:10:07,793] Trial 6229 finished with value: 0.9971535730416133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:10:09,453] Trial 6230 finished with value: 0.9973254715469378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:10:11,904] Trial 6231 finished with value: 0.9975247703399187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:10:13,855] Trial 6232 finished with value: 0.9968906174324054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:10:15,365] Trial 6233 finished with value: 0.9973360234490344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:10:18,324] Trial 6234 finished with value: 0.997788516064333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:10:21,028] Trial 6235 finished with value: 0.9970005379615942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:10:23,850] Trial 6236 finished with value: 0.9972936918089053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:10:29,719] Trial 6237 finished with value: 0.997218677233373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 28, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:10:32,771] Trial 6238 finished with value: 0.9973682057189475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:10:35,467] Trial 6239 finished with value: 0.9973108868358903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:10:38,116] Trial 6240 finished with value: 0.9973711300180038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 85}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:10:40,914] Trial 6241 finished with value: 0.9972492046570524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:10:44,525] Trial 6242 finished with value: 0.9972586899750308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:10:56,570] Trial 6243 finished with value: 0.9961409135639667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 64, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:10:59,550] Trial 6244 finished with value: 0.9975059078667509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:11:00,300] Trial 6245 finished with value: 0.9953748268733329 and parameters: {'classifier': 'SVC', 'svc_c': 3811.9356263756335, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:11:03,198] Trial 6246 finished with value: 0.9972544921606991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:11:05,950] Trial 6247 finished with value: 0.9973822986828563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:11:09,385] Trial 6248 finished with value: 0.9973038536521192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:11:11,976] Trial 6249 finished with value: 0.9974318494908946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:11:15,241] Trial 6250 finished with value: 0.997342210722358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:11:18,081] Trial 6251 finished with value: 0.9972789417750979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 106}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:11:21,017] Trial 6252 finished with value: 0.9973084050902158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:11:24,562] Trial 6253 finished with value: 0.9969230511300213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:11:27,248] Trial 6254 finished with value: 0.9969618098434792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:11:31,255] Trial 6255 finished with value: 0.9973059300412396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 22, 'rf_n_estimators': 101}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:11:34,501] Trial 6256 finished with value: 0.9973165298041007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:11:38,060] Trial 6257 finished with value: 0.9971800899680913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 16, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:11:41,298] Trial 6258 finished with value: 0.9972512354070618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:11:43,930] Trial 6259 finished with value: 0.9972480197540149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:11:47,321] Trial 6260 finished with value: 0.9973919621457092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:11:51,038] Trial 6261 finished with value: 0.9975007660718372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:11:53,902] Trial 6262 finished with value: 0.997073014171025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:11:56,774] Trial 6263 finished with value: 0.9974068022516981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:11:58,899] Trial 6264 finished with value: 0.9852053993786534 and parameters: {'classifier': 'SVC', 'svc_c': 7.869352346770787e-05, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:12:00,200] Trial 6265 finished with value: 0.9944546293145682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:12:03,010] Trial 6266 finished with value: 0.9973605804645125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:12:05,017] Trial 6267 finished with value: 0.9969686004544235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:12:08,026] Trial 6268 finished with value: 0.9969025702457378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:12:11,704] Trial 6269 finished with value: 0.9967253415492813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 15, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:12:13,571] Trial 6270 finished with value: 0.9961782939001029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:12:16,449] Trial 6271 finished with value: 0.9974878308115791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 106}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:12:17,994] Trial 6272 finished with value: 0.9969658522055399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 17, 'rf_n_estimators': 43}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:12:21,111] Trial 6273 finished with value: 0.9970166380625094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:12:24,779] Trial 6274 finished with value: 0.9973837784310544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:12:28,234] Trial 6275 finished with value: 0.9972530009868544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:12:30,686] Trial 6276 finished with value: 0.9900533341811569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 48, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:12:33,497] Trial 6277 finished with value: 0.9971615677252914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:12:36,488] Trial 6278 finished with value: 0.9976773649929961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:12:39,180] Trial 6279 finished with value: 0.9970448408431563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:12:42,210] Trial 6280 finished with value: 0.996296737961722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 18, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:12:45,005] Trial 6281 finished with value: 0.9973678406377977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 108}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:12:49,708] Trial 6282 finished with value: 0.9973408366931298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 23, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:12:59,865] Trial 6283 finished with value: 0.9965240337150197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 51, 'rf_n_estimators': 103}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:13:01,638] Trial 6284 finished with value: 0.9851600053478323 and parameters: {'classifier': 'SVC', 'svc_c': 0.0004918926449392243, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:13:03,389] Trial 6285 finished with value: 0.9942886572287056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:13:06,191] Trial 6286 finished with value: 0.9973902172590323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:13:10,437] Trial 6287 finished with value: 0.9976390607663732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 20, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:13:13,931] Trial 6288 finished with value: 0.9974168486958804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:13:18,431] Trial 6289 finished with value: 0.99727895342291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:13:21,181] Trial 6290 finished with value: 0.9970824501048191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 14, 'rf_n_estimators': 105}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:13:23,714] Trial 6291 finished with value: 0.9972431740737782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:13:26,915] Trial 6292 finished with value: 0.9976626010262472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:13:29,790] Trial 6293 finished with value: 0.9973504745752293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:13:31,842] Trial 6294 finished with value: 0.9962140506518448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:13:34,722] Trial 6295 finished with value: 0.9974575833479814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:13:47,858] Trial 6296 finished with value: 0.9968643509814933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 56, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:13:49,064] Trial 6297 finished with value: 0.995436571798014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 17, 'rf_n_estimators': 27}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:13:51,594] Trial 6298 finished with value: 0.9972664111731601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:13:54,184] Trial 6299 finished with value: 0.9970075357258606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:13:54,951] Trial 6300 finished with value: 0.9917115537415441 and parameters: {'classifier': 'SVC', 'svc_c': 75.00262423968009, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:13:56,864] Trial 6301 finished with value: 0.99731577752048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:13:58,527] Trial 6302 finished with value: 0.9954819794443974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:14:01,820] Trial 6303 finished with value: 0.9974536617486587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:14:06,981] Trial 6304 finished with value: 0.9922415907609796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 68, 'rf_n_estimators': 107}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:14:10,818] Trial 6305 finished with value: 0.9973127807955189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:14:12,429] Trial 6306 finished with value: 0.9972073394689493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:14:24,951] Trial 6307 finished with value: 0.9960634711654645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 65, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:14:25,986] Trial 6308 finished with value: 0.9969629002310282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:14:27,636] Trial 6309 finished with value: 0.9970121267093899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:14:41,640] Trial 6310 finished with value: 0.9956705891323075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 60, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:14:43,515] Trial 6311 finished with value: 0.9968647278056687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:14:46,448] Trial 6312 finished with value: 0.9974928155038505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:14:49,092] Trial 6313 finished with value: 0.9973928810850822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:14:50,699] Trial 6314 finished with value: 0.9972238759660924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:14:59,199] Trial 6315 finished with value: 0.9964626520941654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 39, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:15:03,574] Trial 6316 finished with value: 0.9973454265658325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:15:19,653] Trial 6317 finished with value: 0.9964278697596587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 74, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:15:22,153] Trial 6318 finished with value: 0.9972790156292087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:15:23,829] Trial 6319 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.602944477322319e-08, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:15:26,824] Trial 6320 finished with value: 0.9973249345098054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:15:27,823] Trial 6321 finished with value: 0.9964670851498671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 5, 'rf_n_estimators': 100}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:15:29,188] Trial 6322 finished with value: 0.9967443151051252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:15:31,749] Trial 6323 finished with value: 0.997173544532482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:15:34,495] Trial 6324 finished with value: 0.9977157464379477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:15:36,156] Trial 6325 finished with value: 0.9974806715331015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:15:37,248] Trial 6326 finished with value: 0.9969528833030997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:15:44,879] Trial 6327 finished with value: 0.9972884132236106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 34, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:15:46,832] Trial 6328 finished with value: 0.9975193827983876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:15:51,995] Trial 6329 finished with value: 0.9971990785677033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 25, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:15:53,348] Trial 6330 finished with value: 0.9970923533793008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:16:03,969] Trial 6331 finished with value: 0.9964284199997605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 44, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:16:07,070] Trial 6332 finished with value: 0.9971577110934652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:16:11,196] Trial 6333 finished with value: 0.9974938132801857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:16:12,130] Trial 6334 finished with value: 0.9966966902485263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:16:14,668] Trial 6335 finished with value: 0.9974749539808085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:16:28,712] Trial 6336 finished with value: 0.9962444829252778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 65, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:16:30,606] Trial 6337 finished with value: 0.9973493477843003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:16:34,393] Trial 6338 finished with value: 0.9974955288092983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:16:35,945] Trial 6339 finished with value: 0.9974571260682107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 103}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:16:37,699] Trial 6340 finished with value: 0.9853935253173778 and parameters: {'classifier': 'SVC', 'svc_c': 0.07955730920218827, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:16:39,083] Trial 6341 finished with value: 0.9972580853678932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 107}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:16:40,795] Trial 6342 finished with value: 0.9973810406874181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:16:43,296] Trial 6343 finished with value: 0.9972730526794152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:16:47,741] Trial 6344 finished with value: 0.9966424342322296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 26, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:16:49,640] Trial 6345 finished with value: 0.9971543096784458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:16:52,737] Trial 6346 finished with value: 0.9974486794049922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:16:53,479] Trial 6347 finished with value: 0.9876692571243226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:17:02,838] Trial 6348 finished with value: 0.9968690079481323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 45, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:17:06,714] Trial 6349 finished with value: 0.9974753684461423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:17:08,670] Trial 6350 finished with value: 0.9972843005303469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:17:11,043] Trial 6351 finished with value: 0.9972522621283685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:17:18,351] Trial 6352 finished with value: 0.9968295206275327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 32, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:17:26,581] Trial 6353 finished with value: 0.9969338835317442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 37, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:17:30,787] Trial 6354 finished with value: 0.9969537806606956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 18, 'rf_n_estimators': 108}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:17:32,470] Trial 6355 finished with value: 0.9970478506758732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:17:33,312] Trial 6356 finished with value: 0.9959288162376331 and parameters: {'classifier': 'SVC', 'svc_c': 8837.938882226625, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:17:37,417] Trial 6357 finished with value: 0.9972696511691822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:17:44,960] Trial 6358 finished with value: 0.9972388311219956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 34, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:17:47,761] Trial 6359 finished with value: 0.993384601030136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 33, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:17:49,653] Trial 6360 finished with value: 0.997595977604333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:17:52,122] Trial 6361 finished with value: 0.9974876883083746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:17:55,529] Trial 6362 finished with value: 0.9971875924285625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:18:00,368] Trial 6363 finished with value: 0.9970370311597408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:18:03,009] Trial 6364 finished with value: 0.9973717995291619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:18:04,808] Trial 6365 finished with value: 0.9973991365631688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:18:09,177] Trial 6366 finished with value: 0.9970338633357204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:18:17,751] Trial 6367 finished with value: 0.9970240004318569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 38, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:18:23,902] Trial 6368 finished with value: 0.9964153560740253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 26, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:18:25,538] Trial 6369 finished with value: 0.997556370695298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:18:26,998] Trial 6370 finished with value: 0.9972185819561746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 70}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:18:34,893] Trial 6371 finished with value: 0.9954643093326752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 66, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:18:37,646] Trial 6372 finished with value: 0.9974888452820535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:18:38,948] Trial 6373 finished with value: 0.997509716764764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:18:40,015] Trial 6374 finished with value: 0.9967909041951142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:18:41,366] Trial 6375 finished with value: 0.9899762877130504 and parameters: {'classifier': 'SVC', 'svc_c': 11.078172006851382, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:18:43,747] Trial 6376 finished with value: 0.9976765526295163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:18:46,995] Trial 6377 finished with value: 0.9966770117620193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:18:51,318] Trial 6378 finished with value: 0.9973624366560306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:18:54,748] Trial 6379 finished with value: 0.9968116073399637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 20, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:18:57,066] Trial 6380 finished with value: 0.997542619707342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:18:59,025] Trial 6381 finished with value: 0.9971184628545227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:19:00,810] Trial 6382 finished with value: 0.9973347090235966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:19:04,345] Trial 6383 finished with value: 0.9966149084528869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 24, 'rf_n_estimators': 73}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:19:07,028] Trial 6384 finished with value: 0.9971726072803365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:19:07,913] Trial 6385 finished with value: 0.9871549373196867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 4}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:19:16,078] Trial 6386 finished with value: 0.9964037300341883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 58, 'rf_n_estimators': 80}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:19:26,893] Trial 6387 finished with value: 0.9964084170883636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 62, 'rf_n_estimators': 107}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:19:28,241] Trial 6388 finished with value: 0.9956204592026717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:19:30,186] Trial 6389 finished with value: 0.9975277697626019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:19:35,481] Trial 6390 finished with value: 0.9973143947315894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 28, 'rf_n_estimators': 94}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:19:37,389] Trial 6391 finished with value: 0.9969947974310562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 101}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:19:39,615] Trial 6392 finished with value: 0.9976444250757558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:19:50,762] Trial 6393 finished with value: 0.9965945936530733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 45, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:19:53,287] Trial 6394 finished with value: 0.9949893229515255 and parameters: {'classifier': 'SVC', 'svc_c': 374253.7732281096, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:19:55,170] Trial 6395 finished with value: 0.9973832119411439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:19:55,655] Trial 6396 finished with value: 0.9876671647075591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 20, 'rf_n_estimators': 11}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:19:58,487] Trial 6397 finished with value: 0.9973193960227865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:20:01,269] Trial 6398 finished with value: 0.9971627929672096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:20:02,436] Trial 6399 finished with value: 0.9972586288160828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:20:04,031] Trial 6400 finished with value: 0.997540773671954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:20:06,547] Trial 6401 finished with value: 0.9975591403990071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:20:08,896] Trial 6402 finished with value: 0.9974375943377879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:20:10,683] Trial 6403 finished with value: 0.9972671426367136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:20:13,673] Trial 6404 finished with value: 0.9971147552639098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:20:14,655] Trial 6405 finished with value: 0.9971654480335967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:20:16,268] Trial 6406 finished with value: 0.9974094732187769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:20:18,476] Trial 6407 finished with value: 0.997440821321268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:20:20,097] Trial 6408 finished with value: 0.9960794904934053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:20:22,155] Trial 6409 finished with value: 0.9973300233024133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:20:24,649] Trial 6410 finished with value: 0.9974631449084591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:20:26,553] Trial 6411 finished with value: 0.9972133118449014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:20:28,291] Trial 6412 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 5.053481347166287e-06, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:20:31,049] Trial 6413 finished with value: 0.9974734793424137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:20:33,721] Trial 6414 finished with value: 0.9974209639281767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:20:35,959] Trial 6415 finished with value: 0.9973088735099922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:20:39,435] Trial 6416 finished with value: 0.9974379158427906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:20:41,274] Trial 6417 finished with value: 0.9973989858081082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:20:42,904] Trial 6418 finished with value: 0.9973676973728836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:20:45,322] Trial 6419 finished with value: 0.997477098257313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:20:47,648] Trial 6420 finished with value: 0.9967790381214826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:20:50,330] Trial 6421 finished with value: 0.9970835314470645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:20:52,873] Trial 6422 finished with value: 0.9973141351472444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:20:58,075] Trial 6423 finished with value: 0.997504395460246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 24, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:20:59,872] Trial 6424 finished with value: 0.9974596159387895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:21:02,672] Trial 6425 finished with value: 0.9975033345572131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:21:04,688] Trial 6426 finished with value: 0.9975271281173267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:21:06,661] Trial 6427 finished with value: 0.9969346779950441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:21:10,253] Trial 6428 finished with value: 0.9972882014048161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 17, 'rf_n_estimators': 107}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:21:16,886] Trial 6429 finished with value: 0.9972179690337056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 31, 'rf_n_estimators': 114}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:21:18,960] Trial 6430 finished with value: 0.9975130483246492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:21:21,078] Trial 6431 finished with value: 0.9853843470319165 and parameters: {'classifier': 'SVC', 'svc_c': 0.013348201234122793, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:21:25,746] Trial 6432 finished with value: 0.997173330428558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 19, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:21:34,429] Trial 6433 finished with value: 0.9968765869286983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 38, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:21:39,782] Trial 6434 finished with value: 0.9971809544769528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:21:41,375] Trial 6435 finished with value: 0.9972490235288144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:21:43,081] Trial 6436 finished with value: 0.997495254435088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 112}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:21:44,558] Trial 6437 finished with value: 0.997283732136162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:21:46,931] Trial 6438 finished with value: 0.997748423501838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:21:49,540] Trial 6439 finished with value: 0.9973212083207791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 127}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:21:52,138] Trial 6440 finished with value: 0.9977312252693243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:22:03,721] Trial 6441 finished with value: 0.9970639414458438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 48, 'rf_n_estimators': 127}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:22:06,545] Trial 6442 finished with value: 0.9974129329998084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:22:09,352] Trial 6443 finished with value: 0.9974567130628206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:22:11,945] Trial 6444 finished with value: 0.997679692270275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:22:14,521] Trial 6445 finished with value: 0.9975071255550468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:22:17,358] Trial 6446 finished with value: 0.9975325510466245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:22:20,099] Trial 6447 finished with value: 0.997379435066679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:22:27,726] Trial 6448 finished with value: 0.9970016693227817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 33, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:22:30,169] Trial 6449 finished with value: 0.997790694522564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:22:31,938] Trial 6450 finished with value: 0.9852061373802158 and parameters: {'classifier': 'SVC', 'svc_c': 8.346131200845694e-10, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:22:34,945] Trial 6451 finished with value: 0.9973281579703778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:22:37,612] Trial 6452 finished with value: 0.9975686855746789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:22:40,060] Trial 6453 finished with value: 0.9975701197472416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:22:42,486] Trial 6454 finished with value: 0.9975147933382779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:22:45,125] Trial 6455 finished with value: 0.9972125742559316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:22:47,942] Trial 6456 finished with value: 0.9975828449660282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:22:50,612] Trial 6457 finished with value: 0.9972839497947316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:22:52,992] Trial 6458 finished with value: 0.9971493471392338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:22:55,844] Trial 6459 finished with value: 0.9976518466997767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:22:57,057] Trial 6460 finished with value: 0.9940823176031178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:22:59,935] Trial 6461 finished with value: 0.9970480372312934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:23:02,719] Trial 6462 finished with value: 0.9975566963579666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:23:05,351] Trial 6463 finished with value: 0.9975056063566298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:23:07,745] Trial 6464 finished with value: 0.9976898602706429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:23:10,162] Trial 6465 finished with value: 0.9976213304795785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:23:13,345] Trial 6466 finished with value: 0.9975409279816603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:23:15,746] Trial 6467 finished with value: 0.9976230158894168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:23:18,739] Trial 6468 finished with value: 0.9972277258377443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:23:21,358] Trial 6469 finished with value: 0.9972004097507563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:23:22,464] Trial 6470 finished with value: 0.9964018753978273 and parameters: {'classifier': 'SVC', 'svc_c': 47315.83313090618, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:23:25,524] Trial 6471 finished with value: 0.9976656051778788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:23:27,896] Trial 6472 finished with value: 0.9975516133733957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:23:29,651] Trial 6473 finished with value: 0.9964290912882415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:23:32,063] Trial 6474 finished with value: 0.9974103166219302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:23:34,344] Trial 6475 finished with value: 0.9968727896150211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:23:35,745] Trial 6476 finished with value: 0.9956528262824197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:23:38,482] Trial 6477 finished with value: 0.9968179719012382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:23:40,843] Trial 6478 finished with value: 0.9973545436606082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:23:43,429] Trial 6479 finished with value: 0.9973932702553037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:23:45,777] Trial 6480 finished with value: 0.997639968026196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:23:48,779] Trial 6481 finished with value: 0.9973290258117196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:23:51,127] Trial 6482 finished with value: 0.9975664400859875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:23:53,692] Trial 6483 finished with value: 0.9973088980751325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:23:56,073] Trial 6484 finished with value: 0.9972522467672214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:23:58,875] Trial 6485 finished with value: 0.9975167654366345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:24:01,821] Trial 6486 finished with value: 0.997370886810419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:24:04,525] Trial 6487 finished with value: 0.9974178173368161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:24:06,537] Trial 6488 finished with value: 0.9866067297452042 and parameters: {'classifier': 'SVC', 'svc_c': 9235010242.31083, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:24:08,956] Trial 6489 finished with value: 0.9973565384198305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:24:11,913] Trial 6490 finished with value: 0.9977239691902288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:24:14,522] Trial 6491 finished with value: 0.9975672941848154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:24:16,895] Trial 6492 finished with value: 0.9969941833025467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:24:19,278] Trial 6493 finished with value: 0.9975944878586942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:24:20,244] Trial 6494 finished with value: 0.989150674133137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:24:23,178] Trial 6495 finished with value: 0.9974099279595152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:24:26,391] Trial 6496 finished with value: 0.9974448538763153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:24:29,441] Trial 6497 finished with value: 0.9976048020756019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:24:31,911] Trial 6498 finished with value: 0.99739204555293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:24:34,503] Trial 6499 finished with value: 0.9973909318380191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:24:36,099] Trial 6500 finished with value: 0.9967679463258422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:24:38,467] Trial 6501 finished with value: 0.9974355828209504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:24:41,101] Trial 6502 finished with value: 0.9971158196263747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:24:43,450] Trial 6503 finished with value: 0.9974091708834704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:24:45,973] Trial 6504 finished with value: 0.9973609748397506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:24:48,154] Trial 6505 finished with value: 0.9970511047635262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:25:52,998] Trial 6506 finished with value: 0.989778169728917 and parameters: {'classifier': 'SVC', 'svc_c': 139929471.73061118, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:25:56,566] Trial 6507 finished with value: 0.997232139755488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:25:59,003] Trial 6508 finished with value: 0.9974402281715151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:26:01,339] Trial 6509 finished with value: 0.9974014541603861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:26:03,514] Trial 6510 finished with value: 0.997456935164697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:26:06,287] Trial 6511 finished with value: 0.9974653829070044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:26:08,844] Trial 6512 finished with value: 0.9974744808638217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:26:10,144] Trial 6513 finished with value: 0.9947025882546899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:26:12,726] Trial 6514 finished with value: 0.9975711107634023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:26:15,043] Trial 6515 finished with value: 0.9974627690681589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:26:17,918] Trial 6516 finished with value: 0.9974810704785982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:26:20,258] Trial 6517 finished with value: 0.997508839433788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:26:22,557] Trial 6518 finished with value: 0.9972552568221037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:26:29,205] Trial 6519 finished with value: 0.9970022285447113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 32, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:26:31,757] Trial 6520 finished with value: 0.9973167402581652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:26:33,020] Trial 6521 finished with value: 0.995377320774626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:26:36,698] Trial 6522 finished with value: 0.9972235812161455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:26:39,091] Trial 6523 finished with value: 0.9975106855326518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:26:41,768] Trial 6524 finished with value: 0.9972479962362254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:26:42,564] Trial 6525 finished with value: 0.992818692621637 and parameters: {'classifier': 'SVC', 'svc_c': 513.0845405095661, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:26:51,893] Trial 6526 finished with value: 0.9966735112295148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 41, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:26:54,013] Trial 6527 finished with value: 0.9973890618405109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:26:57,361] Trial 6528 finished with value: 0.9973169326533603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:27:00,110] Trial 6529 finished with value: 0.9977273751755069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:27:05,262] Trial 6530 finished with value: 0.9953424745517117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 45, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:27:12,027] Trial 6531 finished with value: 0.9970535463924858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 29, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:27:25,248] Trial 6532 finished with value: 0.996758537083628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 54, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:27:27,972] Trial 6533 finished with value: 0.9975340964288151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:27:30,173] Trial 6534 finished with value: 0.9975416351339765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:27:32,555] Trial 6535 finished with value: 0.9972759935456593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:27:35,066] Trial 6536 finished with value: 0.997350844766182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:27:37,753] Trial 6537 finished with value: 0.9969769583149768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:27:40,376] Trial 6538 finished with value: 0.9973480088889358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:27:42,762] Trial 6539 finished with value: 0.9972196713598486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:27:45,375] Trial 6540 finished with value: 0.9975003560815486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:27:49,355] Trial 6541 finished with value: 0.9972249743515942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:27:52,424] Trial 6542 finished with value: 0.9976801946178743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:27:54,959] Trial 6543 finished with value: 0.9973335701087871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:27:56,484] Trial 6544 finished with value: 0.9858557887648702 and parameters: {'classifier': 'SVC', 'svc_c': 0.26700831337440795, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:27:58,297] Trial 6545 finished with value: 0.996645864433531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:28:00,870] Trial 6546 finished with value: 0.9974145743256931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:28:03,250] Trial 6547 finished with value: 0.996791373820931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:28:06,358] Trial 6548 finished with value: 0.9976289793152789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:28:08,462] Trial 6549 finished with value: 0.9976661265682227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:28:11,548] Trial 6550 finished with value: 0.9975284001409203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:28:13,429] Trial 6551 finished with value: 0.9971420051773606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:28:14,839] Trial 6552 finished with value: 0.9961634430349635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:28:17,541] Trial 6553 finished with value: 0.9976633604508972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:28:18,814] Trial 6554 finished with value: 0.997396744762724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:28:21,854] Trial 6555 finished with value: 0.9973011736397366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:28:24,644] Trial 6556 finished with value: 0.9972520142235733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:28:27,589] Trial 6557 finished with value: 0.995658477153369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 28, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:28:29,833] Trial 6558 finished with value: 0.9967752562959045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:28:31,959] Trial 6559 finished with value: 0.9971751232712133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:28:32,652] Trial 6560 finished with value: 0.9862829152067399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:28:36,122] Trial 6561 finished with value: 0.997370320098343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:28:51,193] Trial 6562 finished with value: 0.9969032443906305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 61, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:28:53,411] Trial 6563 finished with value: 0.9852929065023727 and parameters: {'classifier': 'SVC', 'svc_c': 0.0013169197675204577, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:28:54,406] Trial 6564 finished with value: 0.996934852585273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:28:56,779] Trial 6565 finished with value: 0.9975142125028332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:29:07,058] Trial 6566 finished with value: 0.9967566012934377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 46, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:29:09,326] Trial 6567 finished with value: 0.9975977450249242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:29:12,227] Trial 6568 finished with value: 0.9976298842582345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:29:15,425] Trial 6569 finished with value: 0.9973648502604181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:29:16,639] Trial 6570 finished with value: 0.997136430604341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:29:17,806] Trial 6571 finished with value: 0.9935200682579711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:29:20,367] Trial 6572 finished with value: 0.9972695355797231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:29:22,956] Trial 6573 finished with value: 0.9973601389584815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:29:25,495] Trial 6574 finished with value: 0.9970888200298001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:29:28,454] Trial 6575 finished with value: 0.9974436418373669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:29:31,792] Trial 6576 finished with value: 0.997588124598674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:29:34,076] Trial 6577 finished with value: 0.9957514870906993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 21, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:29:36,874] Trial 6578 finished with value: 0.9974476038073079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:29:41,628] Trial 6579 finished with value: 0.9974261988421107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 22, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:29:43,749] Trial 6580 finished with value: 0.9975702879898892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:29:44,512] Trial 6581 finished with value: 0.9921409318292594 and parameters: {'classifier': 'SVC', 'svc_c': 39.80779274981186, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:30:00,000] Trial 6582 finished with value: 0.996413519750437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 64, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:30:02,976] Trial 6583 finished with value: 0.9974415198726113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:30:05,757] Trial 6584 finished with value: 0.9975661697424917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:30:06,834] Trial 6585 finished with value: 0.9969990341560623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:30:07,954] Trial 6586 finished with value: 0.9936657725161228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:30:08,905] Trial 6587 finished with value: 0.9898492156060718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:30:11,522] Trial 6588 finished with value: 0.9973175228197496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:30:14,096] Trial 6589 finished with value: 0.9975319741784183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:30:17,208] Trial 6590 finished with value: 0.9972389061821468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:30:19,532] Trial 6591 finished with value: 0.9974088157362857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:30:22,357] Trial 6592 finished with value: 0.9975073756814955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:30:26,547] Trial 6593 finished with value: 0.997572298427638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:30:28,627] Trial 6594 finished with value: 0.9973986249481004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:30:33,271] Trial 6595 finished with value: 0.9965838641456464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 30, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:30:35,802] Trial 6596 finished with value: 0.9972547215622942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:30:41,220] Trial 6597 finished with value: 0.9970841298335721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 23, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:30:44,957] Trial 6598 finished with value: 0.9976216125343623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:30:47,419] Trial 6599 finished with value: 0.9975178384000722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:30:49,552] Trial 6600 finished with value: 0.9974753799352647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:30:51,874] Trial 6601 finished with value: 0.9971770269109034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:30:53,101] Trial 6602 finished with value: 0.9868077684420103 and parameters: {'classifier': 'SVC', 'svc_c': 973031.9242716106, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:30:55,664] Trial 6603 finished with value: 0.9966978635037517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:31:00,453] Trial 6604 finished with value: 0.9972253471767932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 20, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:31:02,779] Trial 6605 finished with value: 0.9973047509462392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:31:09,376] Trial 6606 finished with value: 0.9967521161240919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 33, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:31:11,552] Trial 6607 finished with value: 0.9973995045642058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:31:14,315] Trial 6608 finished with value: 0.9975715201506709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:31:17,059] Trial 6609 finished with value: 0.9974373942937572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:31:22,997] Trial 6610 finished with value: 0.9972033893055098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 26, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:31:25,561] Trial 6611 finished with value: 0.9975254326465718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:31:28,550] Trial 6612 finished with value: 0.9973461582515513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:31:32,395] Trial 6613 finished with value: 0.9971598749522587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:31:34,919] Trial 6614 finished with value: 0.9975048009437519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:31:37,354] Trial 6615 finished with value: 0.9973203354648477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:31:39,015] Trial 6616 finished with value: 0.9976200434439547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 64}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:31:43,780] Trial 6617 finished with value: 0.997343410510474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:31:46,185] Trial 6618 finished with value: 0.9975260202739284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:31:47,254] Trial 6619 finished with value: 0.9950521804485531 and parameters: {'classifier': 'SVC', 'svc_c': 1432.5162105096724, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:31:49,416] Trial 6620 finished with value: 0.997582939418041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:32:05,918] Trial 6621 finished with value: 0.9964163262383808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 69, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:32:07,989] Trial 6622 finished with value: 0.9974680778996792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:32:11,257] Trial 6623 finished with value: 0.9969345579940159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:32:12,794] Trial 6624 finished with value: 0.9973932936778792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:32:13,766] Trial 6625 finished with value: 0.997346336396426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 37}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:32:19,926] Trial 6626 finished with value: 0.9963900267165693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 38, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:32:20,959] Trial 6627 finished with value: 0.9971891838941946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:32:23,341] Trial 6628 finished with value: 0.9977281216510905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:32:26,181] Trial 6629 finished with value: 0.9976381591558977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:32:29,322] Trial 6630 finished with value: 0.9971943255938944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 89}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:32:42,737] Trial 6631 finished with value: 0.9962059609448719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 62, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:32:46,167] Trial 6632 finished with value: 0.997262996237792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:32:48,856] Trial 6633 finished with value: 0.9975688146527487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:32:50,113] Trial 6634 finished with value: 0.9972254880613644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 31}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:32:52,528] Trial 6635 finished with value: 0.9973750957330182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:33:04,191] Trial 6636 finished with value: 0.9965928803456142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 48, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:33:05,999] Trial 6637 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 3.216221055088276e-05, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:33:08,626] Trial 6638 finished with value: 0.9974244216462439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:33:12,611] Trial 6639 finished with value: 0.997306487961915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:33:14,802] Trial 6640 finished with value: 0.9973644027559226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:33:17,282] Trial 6641 finished with value: 0.9975565633443964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:33:20,058] Trial 6642 finished with value: 0.9972078288992204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:33:22,175] Trial 6643 finished with value: 0.997481931845407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:33:24,890] Trial 6644 finished with value: 0.9971949710794563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:33:28,056] Trial 6645 finished with value: 0.9959621345659441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 21, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:33:38,078] Trial 6646 finished with value: 0.9970901969154399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 43, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:33:40,807] Trial 6647 finished with value: 0.9975570450940938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:33:42,485] Trial 6648 finished with value: 0.996150943187058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:33:45,189] Trial 6649 finished with value: 0.9976207155893592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:33:47,366] Trial 6650 finished with value: 0.9974865015645386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:33:57,128] Trial 6651 finished with value: 0.9969177358874436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 42, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:33:59,391] Trial 6652 finished with value: 0.9976466589801111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:34:00,787] Trial 6653 finished with value: 0.9967678703135537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 52}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:34:04,723] Trial 6654 finished with value: 0.997509846160213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:34:06,859] Trial 6655 finished with value: 0.9972357722224737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:34:07,928] Trial 6656 finished with value: 0.996910054583864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:34:10,557] Trial 6657 finished with value: 0.9973950318995956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:34:11,522] Trial 6658 finished with value: 0.9893216250714958 and parameters: {'classifier': 'SVC', 'svc_c': 3.4031842985652982, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:34:13,913] Trial 6659 finished with value: 0.9973120618367007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:34:17,016] Trial 6660 finished with value: 0.9974593634319976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:34:18,502] Trial 6661 finished with value: 0.9961206476405305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:34:20,771] Trial 6662 finished with value: 0.9968653555814786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:34:23,307] Trial 6663 finished with value: 0.9976542132051094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:34:26,421] Trial 6664 finished with value: 0.9972582477390279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:34:28,413] Trial 6665 finished with value: 0.9974375163894872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:34:30,730] Trial 6666 finished with value: 0.9976225814292015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:34:31,729] Trial 6667 finished with value: 0.9968205147106469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:34:32,935] Trial 6668 finished with value: 0.9969351116618118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 56}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:34:46,921] Trial 6669 finished with value: 0.9967116938364762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 58, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:35:02,570] Trial 6670 finished with value: 0.9965576273062019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 68, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:35:05,871] Trial 6671 finished with value: 0.997751853861829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:35:09,610] Trial 6672 finished with value: 0.9968002209213279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:35:13,121] Trial 6673 finished with value: 0.9971146184417908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:35:16,807] Trial 6674 finished with value: 0.9973559210540545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:35:18,557] Trial 6675 finished with value: 0.9852051536002978 and parameters: {'classifier': 'SVC', 'svc_c': 1.3732984411036806e-06, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:35:22,171] Trial 6676 finished with value: 0.9971372240837656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:35:25,578] Trial 6677 finished with value: 0.997392847220735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:35:29,117] Trial 6678 finished with value: 0.9972420791159703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:35:32,779] Trial 6679 finished with value: 0.9969644566897484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:35:36,348] Trial 6680 finished with value: 0.9967458184980642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:35:39,995] Trial 6681 finished with value: 0.9973586160784672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:35:44,015] Trial 6682 finished with value: 0.9969881330417697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:35:47,189] Trial 6683 finished with value: 0.9970829924739201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:35:51,670] Trial 6684 finished with value: 0.9973601452743249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 18, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:35:54,882] Trial 6685 finished with value: 0.9972248260086146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:35:57,851] Trial 6686 finished with value: 0.9973217029243289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:36:00,717] Trial 6687 finished with value: 0.9974158393986848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:36:03,776] Trial 6688 finished with value: 0.9974504499676363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:36:08,131] Trial 6689 finished with value: 0.9969922909932896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:36:12,205] Trial 6690 finished with value: 0.9970580556509034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:36:16,452] Trial 6691 finished with value: 0.9967635343441108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 18, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:36:19,846] Trial 6692 finished with value: 0.9972475811361337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:36:20,708] Trial 6693 finished with value: 0.9962938982759267 and parameters: {'classifier': 'SVC', 'svc_c': 16780.646426522482, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:36:32,020] Trial 6694 finished with value: 0.996274842741068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 49, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:36:36,128] Trial 6695 finished with value: 0.9971779884108102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:36:39,319] Trial 6696 finished with value: 0.997427330298512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:36:42,276] Trial 6697 finished with value: 0.9971381941529073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:36:45,607] Trial 6698 finished with value: 0.9968978646883624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:36:49,276] Trial 6699 finished with value: 0.9973312969446401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:36:53,118] Trial 6700 finished with value: 0.9973825705815097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:36:56,216] Trial 6701 finished with value: 0.9969589809168345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:37:00,293] Trial 6702 finished with value: 0.9970563913150357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 17, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:37:03,854] Trial 6703 finished with value: 0.9974769723847721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:37:07,345] Trial 6704 finished with value: 0.9973859769793805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:37:11,315] Trial 6705 finished with value: 0.997547213261642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:37:15,013] Trial 6706 finished with value: 0.9965694628479663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:37:17,994] Trial 6707 finished with value: 0.9968408580745772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:37:21,194] Trial 6708 finished with value: 0.996974281476385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:37:25,586] Trial 6709 finished with value: 0.9971459648939104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:37:29,113] Trial 6710 finished with value: 0.9972245300208895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:37:33,000] Trial 6711 finished with value: 0.9970369511167382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 16, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:37:36,785] Trial 6712 finished with value: 0.9968274322097453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:37:38,431] Trial 6713 finished with value: 0.9866070574708368 and parameters: {'classifier': 'SVC', 'svc_c': 488666500.07630837, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:37:41,656] Trial 6714 finished with value: 0.9972900886994839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:37:46,127] Trial 6715 finished with value: 0.9968754590269427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 17, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:37:49,307] Trial 6716 finished with value: 0.9973456404793287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:37:52,230] Trial 6717 finished with value: 0.997257969207152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:37:55,382] Trial 6718 finished with value: 0.9971415262523369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:37:59,250] Trial 6719 finished with value: 0.997368276843598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:38:03,130] Trial 6720 finished with value: 0.9971634840284067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:38:07,496] Trial 6721 finished with value: 0.9974876753275704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 19, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:38:11,339] Trial 6722 finished with value: 0.9970564513314187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:38:14,824] Trial 6723 finished with value: 0.9970537840141991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:38:18,373] Trial 6724 finished with value: 0.9971158793253787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:38:21,717] Trial 6725 finished with value: 0.9970331271749565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:38:25,138] Trial 6726 finished with value: 0.9971431594850554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:38:28,183] Trial 6727 finished with value: 0.9971508233327859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:38:31,266] Trial 6728 finished with value: 0.9975042863453202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:38:35,912] Trial 6729 finished with value: 0.9968625117062796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 17, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:38:40,437] Trial 6730 finished with value: 0.9971141799508612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 19, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:38:42,186] Trial 6731 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.1358824802550274e-07, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:38:45,367] Trial 6732 finished with value: 0.9974099114558035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:38:48,012] Trial 6733 finished with value: 0.9974072124006762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:38:52,005] Trial 6734 finished with value: 0.997376345286173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:38:55,899] Trial 6735 finished with value: 0.9970844071594076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:38:56,689] Trial 6736 finished with value: 0.9900436426937317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:38:59,828] Trial 6737 finished with value: 0.9974853597298413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:39:04,971] Trial 6738 finished with value: 0.9970198560958994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 22, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:39:07,967] Trial 6739 finished with value: 0.9972995784607693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:39:11,357] Trial 6740 finished with value: 0.9973333166181201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:39:12,391] Trial 6741 finished with value: 0.9900841563230453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:39:17,032] Trial 6742 finished with value: 0.9974452547578245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 20, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:39:24,585] Trial 6743 finished with value: 0.9963886488787924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 31, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:39:28,314] Trial 6744 finished with value: 0.997253904660294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:39:31,409] Trial 6745 finished with value: 0.9972094210630865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:39:34,224] Trial 6746 finished with value: 0.9973141009655179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:39:35,745] Trial 6747 finished with value: 0.9956234967425819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:39:38,524] Trial 6748 finished with value: 0.997237807447528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:39:41,858] Trial 6749 finished with value: 0.9975162100549916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:39:43,599] Trial 6750 finished with value: 0.9852055630193043 and parameters: {'classifier': 'SVC', 'svc_c': 0.00023939117542081347, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:39:45,479] Trial 6751 finished with value: 0.9970159648062782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 76}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:39:48,917] Trial 6752 finished with value: 0.9965369594221677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 21, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:39:52,862] Trial 6753 finished with value: 0.9972056669447014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:39:56,584] Trial 6754 finished with value: 0.9973528011225364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:40:01,787] Trial 6755 finished with value: 0.9970425883086494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 21, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:40:04,470] Trial 6756 finished with value: 0.9970749129230772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:40:16,237] Trial 6757 finished with value: 0.9968379085121465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 57, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:40:17,310] Trial 6758 finished with value: 0.9964908411322982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:40:22,073] Trial 6759 finished with value: 0.9971171002192033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 18, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:40:30,299] Trial 6760 finished with value: 0.9970218746585525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 35, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:40:32,966] Trial 6761 finished with value: 0.9973992535808337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:40:35,360] Trial 6762 finished with value: 0.9974842119284176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:40:37,759] Trial 6763 finished with value: 0.9971812085389021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:40:40,737] Trial 6764 finished with value: 0.9973640778232259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:40:41,411] Trial 6765 finished with value: 0.9954550840116351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 14, 'rf_n_estimators': 17}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:40:43,284] Trial 6766 finished with value: 0.9965714556394385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:40:54,100] Trial 6767 finished with value: 0.9962845912932506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 44, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:40:55,872] Trial 6768 finished with value: 0.9853858226541865 and parameters: {'classifier': 'SVC', 'svc_c': 0.021748560242278503, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:40:59,647] Trial 6769 finished with value: 0.9968221045576456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 16, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:41:01,144] Trial 6770 finished with value: 0.9910598795730948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:41:05,737] Trial 6771 finished with value: 0.9968319473079378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 19, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:41:08,199] Trial 6772 finished with value: 0.9972973223081408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:41:11,360] Trial 6773 finished with value: 0.9974253241771187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:41:12,590] Trial 6774 finished with value: 0.9941784678794408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:41:15,795] Trial 6775 finished with value: 0.9974525806920543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:41:16,605] Trial 6776 finished with value: 0.9971723709281396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 4, 'rf_n_estimators': 60}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:41:18,174] Trial 6777 finished with value: 0.9964923450965196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:41:25,246] Trial 6778 finished with value: 0.9968816764512782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 31, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:41:27,139] Trial 6779 finished with value: 0.9970718027350968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 4, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:41:28,147] Trial 6780 finished with value: 0.997047136985548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:41:31,359] Trial 6781 finished with value: 0.9974145203395124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:41:34,469] Trial 6782 finished with value: 0.9970869691385124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:41:36,599] Trial 6783 finished with value: 0.9971706835188131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:41:39,534] Trial 6784 finished with value: 0.9972889332492246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:41:40,639] Trial 6785 finished with value: 0.9968103709897781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 2, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:41:50,528] Trial 6786 finished with value: 0.9962343616431096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 41, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:41:52,200] Trial 6787 finished with value: 0.9973369692704148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 82}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:41:52,985] Trial 6788 finished with value: 0.9922473963224898 and parameters: {'classifier': 'SVC', 'svc_c': 173.924816164492, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:41:56,298] Trial 6789 finished with value: 0.9975039497013357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:41:59,282] Trial 6790 finished with value: 0.9973476337786075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:42:01,863] Trial 6791 finished with value: 0.9974424013295154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:42:04,035] Trial 6792 finished with value: 0.9973460644342967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:42:07,079] Trial 6793 finished with value: 0.9974693991805053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:42:11,107] Trial 6794 finished with value: 0.99587943173623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 25, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:42:16,704] Trial 6795 finished with value: 0.9972417024187465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 26, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:42:19,187] Trial 6796 finished with value: 0.9974023570403778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:42:23,922] Trial 6797 finished with value: 0.9971432563174111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 25, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:42:26,149] Trial 6798 finished with value: 0.9973345946401779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:42:29,333] Trial 6799 finished with value: 0.9972813387805597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:42:33,518] Trial 6800 finished with value: 0.9973895020452875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:42:36,987] Trial 6801 finished with value: 0.997187338017496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:42:39,629] Trial 6802 finished with value: 0.9976294725540988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:42:44,727] Trial 6803 finished with value: 0.9971288125544109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 22, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:42:51,975] Trial 6804 finished with value: 0.9971794030328219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 29, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:42:59,731] Trial 6805 finished with value: 0.9969438936677605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 34, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:45:50,936] Trial 6806 finished with value: 0.9897210814852335 and parameters: {'classifier': 'SVC', 'svc_c': 1224345782.66154, 'svc_kernel': 'rbf'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:45:53,254] Trial 6807 finished with value: 0.9971123275361536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:45:54,639] Trial 6808 finished with value: 0.9972693698443703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:45:57,341] Trial 6809 finished with value: 0.9971317586256717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:45:59,957] Trial 6810 finished with value: 0.9972524712494408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:46:02,503] Trial 6811 finished with value: 0.9970919000667685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:46:06,840] Trial 6812 finished with value: 0.9975428929072496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 18, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:46:09,697] Trial 6813 finished with value: 0.9974478494904497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:46:11,196] Trial 6814 finished with value: 0.9968674653906154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:46:12,437] Trial 6815 finished with value: 0.997163337843605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:46:15,627] Trial 6816 finished with value: 0.9974205114725678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:46:21,242] Trial 6817 finished with value: 0.9967802616178157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 28, 'rf_n_estimators': 125}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:46:23,954] Trial 6818 finished with value: 0.9974012347244937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:46:26,642] Trial 6819 finished with value: 0.9975515290140375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:46:28,274] Trial 6820 finished with value: 0.9968616763010791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:46:31,144] Trial 6821 finished with value: 0.9970488497852005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 16, 'rf_n_estimators': 87}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:46:31,969] Trial 6822 finished with value: 0.9945837281408418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:46:34,723] Trial 6823 finished with value: 0.9973758331632981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:46:36,934] Trial 6824 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 2.4166505856940797e-09, 'svc_kernel': 'sigmoid'}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:46:39,491] Trial 6825 finished with value: 0.9974663168901454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:46:42,133] Trial 6826 finished with value: 0.9975227768184748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:46:48,305] Trial 6827 finished with value: 0.9950799331539341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 49, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:46:50,611] Trial 6828 finished with value: 0.9972426628078267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:46:56,067] Trial 6829 finished with value: 0.9962368597972824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 37, 'rf_n_estimators': 68}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:47:00,940] Trial 6830 finished with value: 0.990163790985768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 69, 'rf_n_estimators': 128}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:47:05,483] Trial 6831 finished with value: 0.9969397219102509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 19, 'rf_n_estimators': 122}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:47:06,550] Trial 6832 finished with value: 0.9906499898935585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:47:10,010] Trial 6833 finished with value: 0.9973143927003633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:47:12,849] Trial 6834 finished with value: 0.9973241991107514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:47:14,828] Trial 6835 finished with value: 0.9975492329351218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:47:17,205] Trial 6836 finished with value: 0.9974269738500731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:47:20,549] Trial 6837 finished with value: 0.9975116566808825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:47:23,390] Trial 6838 finished with value: 0.9974464309964133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:47:25,181] Trial 6839 finished with value: 0.9958664833999539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3609 with value: 0.9978520292982669.
[I 2023-09-07 07:47:27,683] Trial 6840 finished with value: 0.9978643768676924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:47:30,461] Trial 6841 finished with value: 0.997121140835679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:47:33,181] Trial 6842 finished with value: 0.9975309971904126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:47:35,907] Trial 6843 finished with value: 0.9972943079051652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:47:38,048] Trial 6844 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 7.655538573332323e-06, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:47:40,553] Trial 6845 finished with value: 0.9974170445187694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:47:42,978] Trial 6846 finished with value: 0.9974552679406798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:47:44,484] Trial 6847 finished with value: 0.9955777726375231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:47:47,265] Trial 6848 finished with value: 0.9970243455498627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:47:50,143] Trial 6849 finished with value: 0.9975491756481988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:47:52,989] Trial 6850 finished with value: 0.9970825836579338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:47:55,478] Trial 6851 finished with value: 0.9975888660914061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:47:57,717] Trial 6852 finished with value: 0.997033031326476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:48:00,595] Trial 6853 finished with value: 0.99666789653978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:48:03,345] Trial 6854 finished with value: 0.9977351020547216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:48:05,980] Trial 6855 finished with value: 0.9973505132637385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:48:08,559] Trial 6856 finished with value: 0.9975082926213802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:48:11,052] Trial 6857 finished with value: 0.9973738604619213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:48:13,837] Trial 6858 finished with value: 0.9973312937073736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:48:16,861] Trial 6859 finished with value: 0.9973907041820089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:48:19,592] Trial 6860 finished with value: 0.997459747111561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:48:22,097] Trial 6861 finished with value: 0.9970729559002267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:48:23,395] Trial 6862 finished with value: 0.9867081453086385 and parameters: {'classifier': 'SVC', 'svc_c': 2935007.671073916, 'svc_kernel': 'sigmoid'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:48:26,032] Trial 6863 finished with value: 0.9975214869581771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:48:28,937] Trial 6864 finished with value: 0.9972854707387332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:48:32,124] Trial 6865 finished with value: 0.9972513941283371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:48:33,748] Trial 6866 finished with value: 0.9962684606287304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:48:35,666] Trial 6867 finished with value: 0.9972272135879178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:48:38,407] Trial 6868 finished with value: 0.9974015801598787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:48:41,119] Trial 6869 finished with value: 0.9974647956605024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:48:43,534] Trial 6870 finished with value: 0.997298540282078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:48:46,568] Trial 6871 finished with value: 0.9971631813122452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:48:48,793] Trial 6872 finished with value: 0.9974330188740953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:48:51,940] Trial 6873 finished with value: 0.9970045019627612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:48:54,368] Trial 6874 finished with value: 0.9972993429972337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:48:56,703] Trial 6875 finished with value: 0.9974261296534723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:48:59,792] Trial 6876 finished with value: 0.9972651388321875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:49:02,140] Trial 6877 finished with value: 0.9975557836709615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:49:04,840] Trial 6878 finished with value: 0.9974329404179881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:49:19,325] Trial 6879 finished with value: 0.9965442133113475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 64, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:49:21,944] Trial 6880 finished with value: 0.9974918637792193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:49:23,692] Trial 6881 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 3.9573302363280774e-08, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:49:26,700] Trial 6882 finished with value: 0.9974185091914611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:49:28,481] Trial 6883 finished with value: 0.9957175209599591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:49:39,367] Trial 6884 finished with value: 0.9966351637441241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 53, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:49:41,631] Trial 6885 finished with value: 0.9972432611308584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:49:52,554] Trial 6886 finished with value: 0.9969936926027593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 49, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:49:55,296] Trial 6887 finished with value: 0.9970696443034855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:50:08,666] Trial 6888 finished with value: 0.9963299297192578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 53, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:50:10,918] Trial 6889 finished with value: 0.997152365795089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:50:14,341] Trial 6890 finished with value: 0.9973686338315813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:50:15,333] Trial 6891 finished with value: 0.990095608597839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:50:18,707] Trial 6892 finished with value: 0.9973847044162426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:50:20,978] Trial 6893 finished with value: 0.9974418113218156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:50:22,590] Trial 6894 finished with value: 0.9957708982805494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:50:25,217] Trial 6895 finished with value: 0.9972365813486866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:50:27,456] Trial 6896 finished with value: 0.9975477859404442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:50:30,207] Trial 6897 finished with value: 0.9973175371018081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:50:33,022] Trial 6898 finished with value: 0.9975361656451684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:50:35,512] Trial 6899 finished with value: 0.9974999520897244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:50:37,315] Trial 6900 finished with value: 0.9853335474006951 and parameters: {'classifier': 'SVC', 'svc_c': 0.0026398473352279793, 'svc_kernel': 'sigmoid'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:50:39,422] Trial 6901 finished with value: 0.997521791229496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:50:45,141] Trial 6902 finished with value: 0.9971056270608664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:50:46,435] Trial 6903 finished with value: 0.9972843771456557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 3, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:50:49,324] Trial 6904 finished with value: 0.9975620929765392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:50:51,983] Trial 6905 finished with value: 0.9970607242059013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:50:54,150] Trial 6906 finished with value: 0.9973455900795316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:50:58,352] Trial 6907 finished with value: 0.9957644735124642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 28, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:51:01,277] Trial 6908 finished with value: 0.9974465105950854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:51:02,518] Trial 6909 finished with value: 0.9944076109693807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:51:04,613] Trial 6910 finished with value: 0.9962883940023722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:51:06,643] Trial 6911 finished with value: 0.9974713156740478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:51:09,507] Trial 6912 finished with value: 0.9974330709877394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:51:11,624] Trial 6913 finished with value: 0.9972895293823405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:51:13,980] Trial 6914 finished with value: 0.9976043629181762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:51:16,292] Trial 6915 finished with value: 0.9974866743139689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:51:19,589] Trial 6916 finished with value: 0.9970945953133467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:51:31,882] Trial 6917 finished with value: 0.9965180681309799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 53, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:52:07,680] Trial 6918 finished with value: 0.9897010198269699 and parameters: {'classifier': 'SVC', 'svc_c': 22544758.684054885, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:52:09,847] Trial 6919 finished with value: 0.9967895354026407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:52:12,962] Trial 6920 finished with value: 0.9973530601673372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:52:15,158] Trial 6921 finished with value: 0.9972774661528282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:52:17,983] Trial 6922 finished with value: 0.99740167372323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:52:20,393] Trial 6923 finished with value: 0.9973360171649288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:52:25,652] Trial 6924 finished with value: 0.9971899683283155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:52:28,431] Trial 6925 finished with value: 0.9977570488494755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:52:31,791] Trial 6926 finished with value: 0.9968943542853689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:52:34,809] Trial 6927 finished with value: 0.9970369796808548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:52:37,846] Trial 6928 finished with value: 0.9972728476525329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:52:41,069] Trial 6929 finished with value: 0.9973127903803668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:52:44,338] Trial 6930 finished with value: 0.9975374046613382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:52:47,602] Trial 6931 finished with value: 0.9972230496696713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:52:50,600] Trial 6932 finished with value: 0.9972544114512004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:52:54,112] Trial 6933 finished with value: 0.9971739066302682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:52:57,249] Trial 6934 finished with value: 0.9973646913169775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:52:59,898] Trial 6935 finished with value: 0.9972182159228877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:53:03,118] Trial 6936 finished with value: 0.9974776787753786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:53:06,243] Trial 6937 finished with value: 0.9969621863820134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:53:08,005] Trial 6938 finished with value: 0.9852050717164965 and parameters: {'classifier': 'SVC', 'svc_c': 4.731965837382386e-07, 'svc_kernel': 'sigmoid'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:53:10,870] Trial 6939 finished with value: 0.9970753329425448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:53:13,686] Trial 6940 finished with value: 0.9971046594038055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:53:17,253] Trial 6941 finished with value: 0.9970922109713101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:53:20,612] Trial 6942 finished with value: 0.9972733191508864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:53:23,457] Trial 6943 finished with value: 0.997437486270213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:53:26,307] Trial 6944 finished with value: 0.9969514964834949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:53:30,133] Trial 6945 finished with value: 0.9970738413878454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:53:33,816] Trial 6946 finished with value: 0.9974518027324665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:53:37,262] Trial 6947 finished with value: 0.9970211817565566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:53:40,234] Trial 6948 finished with value: 0.9973827088635726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:53:43,299] Trial 6949 finished with value: 0.9969171693657951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:53:46,344] Trial 6950 finished with value: 0.9972885248458311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:53:49,856] Trial 6951 finished with value: 0.9976716960314395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:53:52,931] Trial 6952 finished with value: 0.9973827013734263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:53:55,902] Trial 6953 finished with value: 0.9973607101138642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:53:58,592] Trial 6954 finished with value: 0.9972801391511331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:54:01,860] Trial 6955 finished with value: 0.9968958701830433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:54:05,073] Trial 6956 finished with value: 0.9973791489494431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:54:06,891] Trial 6957 finished with value: 0.9953435961376238 and parameters: {'classifier': 'SVC', 'svc_c': 184798.00642690025, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:54:09,598] Trial 6958 finished with value: 0.9974246108359104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:54:12,401] Trial 6959 finished with value: 0.9974112549531644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:54:16,515] Trial 6960 finished with value: 0.9972591555383953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:54:19,854] Trial 6961 finished with value: 0.9975850696029145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:54:22,956] Trial 6962 finished with value: 0.9976211410994846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:54:23,661] Trial 6963 finished with value: 0.9952137320469251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 14}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:54:26,588] Trial 6964 finished with value: 0.9970672748782654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:54:29,810] Trial 6965 finished with value: 0.9975262001326503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:54:32,111] Trial 6966 finished with value: 0.997222356894627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 78}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:54:33,599] Trial 6967 finished with value: 0.9956602089957659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:54:36,722] Trial 6968 finished with value: 0.9971942956015717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:54:40,671] Trial 6969 finished with value: 0.9969515006728988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:54:43,823] Trial 6970 finished with value: 0.9972972583245193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:54:47,041] Trial 6971 finished with value: 0.9967681920724596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:54:50,968] Trial 6972 finished with value: 0.9968968289534902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:54:53,896] Trial 6973 finished with value: 0.9972211716742105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:54:55,653] Trial 6974 finished with value: 0.9971052595993738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 46}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:54:56,917] Trial 6975 finished with value: 0.9867343545361035 and parameters: {'classifier': 'SVC', 'svc_c': 58896580.148096114, 'svc_kernel': 'sigmoid'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:54:59,511] Trial 6976 finished with value: 0.9972396533877023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:55:02,612] Trial 6977 finished with value: 0.997455049742566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:55:10,001] Trial 6978 finished with value: 0.9968978497715462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 32, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:55:12,492] Trial 6979 finished with value: 0.9972824176155104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 85}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:55:15,858] Trial 6980 finished with value: 0.9974147695772998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:55:23,977] Trial 6981 finished with value: 0.9969538283945084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 36, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:55:26,509] Trial 6982 finished with value: 0.997423346270725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:55:42,187] Trial 6983 finished with value: 0.9960547707894137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 69, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:55:45,417] Trial 6984 finished with value: 0.9973116995484871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:55:46,811] Trial 6985 finished with value: 0.9943722686194967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:55:49,203] Trial 6986 finished with value: 0.9971820210928093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:55:51,739] Trial 6987 finished with value: 0.9975412289839746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:55:54,978] Trial 6988 finished with value: 0.9973177799920139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:55:58,684] Trial 6989 finished with value: 0.9971807702383999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:56:00,978] Trial 6990 finished with value: 0.9970030601731007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 12, 'rf_n_estimators': 91}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:56:02,669] Trial 6991 finished with value: 0.9961134176499952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:56:06,853] Trial 6992 finished with value: 0.9971830825036486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 18, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:56:09,441] Trial 6993 finished with value: 0.9976135726241661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:56:11,552] Trial 6994 finished with value: 0.9853891001009392 and parameters: {'classifier': 'SVC', 'svc_c': 0.040532598145283136, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:56:15,429] Trial 6995 finished with value: 0.9970014311297861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 17, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:56:25,245] Trial 6996 finished with value: 0.9968980233461621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 42, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:56:27,868] Trial 6997 finished with value: 0.9974116899211865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:56:29,705] Trial 6998 finished with value: 0.9964994458820335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:56:32,692] Trial 6999 finished with value: 0.997469582054328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:56:49,451] Trial 7000 finished with value: 0.9950820072261873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 71, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:56:52,402] Trial 7001 finished with value: 0.9974193159055934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:56:55,587] Trial 7002 finished with value: 0.9974581913510748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:56:58,402] Trial 7003 finished with value: 0.997781515031062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:57:01,622] Trial 7004 finished with value: 0.9967322119175872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:57:03,304] Trial 7005 finished with value: 0.9962028174003504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:57:07,482] Trial 7006 finished with value: 0.9973590592983451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:57:09,902] Trial 7007 finished with value: 0.9972833794962721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:57:13,726] Trial 7008 finished with value: 0.9972735990792302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:57:16,539] Trial 7009 finished with value: 0.9975018519526034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:57:19,396] Trial 7010 finished with value: 0.9970479324009851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:57:21,859] Trial 7011 finished with value: 0.9974718577575074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:57:24,508] Trial 7012 finished with value: 0.9975787226561784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:57:25,829] Trial 7013 finished with value: 0.9904372555556842 and parameters: {'classifier': 'SVC', 'svc_c': 15.231976030915284, 'svc_kernel': 'sigmoid'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:57:28,235] Trial 7014 finished with value: 0.9972969664309844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:57:29,205] Trial 7015 finished with value: 0.989674310886152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:57:32,410] Trial 7016 finished with value: 0.9973672252715097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:57:34,646] Trial 7017 finished with value: 0.9976500439231565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:57:38,015] Trial 7018 finished with value: 0.9974319620652524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:57:40,650] Trial 7019 finished with value: 0.997483208534473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:57:44,286] Trial 7020 finished with value: 0.9974772539634871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:57:46,559] Trial 7021 finished with value: 0.9970880055398808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:57:47,974] Trial 7022 finished with value: 0.9959149442330358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 2, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:58:00,718] Trial 7023 finished with value: 0.9961653727632136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 56, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:58:09,190] Trial 7024 finished with value: 0.9970845045947835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 38, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:58:11,446] Trial 7025 finished with value: 0.9971439779422132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:58:13,912] Trial 7026 finished with value: 0.9972430971728282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:58:15,108] Trial 7027 finished with value: 0.9897852050073901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 3, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:58:19,706] Trial 7028 finished with value: 0.997407930407357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 20, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:58:22,551] Trial 7029 finished with value: 0.9974739660432247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:58:25,628] Trial 7030 finished with value: 0.9973882447798209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:58:26,763] Trial 7031 finished with value: 0.9963835402182543 and parameters: {'classifier': 'SVC', 'svc_c': 56140.258578112014, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:58:29,821] Trial 7032 finished with value: 0.9975741833419626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:58:34,363] Trial 7033 finished with value: 0.996327141702776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 21, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:58:36,636] Trial 7034 finished with value: 0.9971385268931293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:58:37,704] Trial 7035 finished with value: 0.9972947640423714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:58:38,678] Trial 7036 finished with value: 0.997088502047705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:58:45,060] Trial 7037 finished with value: 0.9949307709238117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 50, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:58:47,550] Trial 7038 finished with value: 0.997261847833348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:58:57,264] Trial 7039 finished with value: 0.9969799607844992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 44, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:59:00,166] Trial 7040 finished with value: 0.9969728364177199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:59:03,669] Trial 7041 finished with value: 0.9971683665246162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:59:07,006] Trial 7042 finished with value: 0.9973001404121589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:59:09,368] Trial 7043 finished with value: 0.9974120489403958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:59:11,987] Trial 7044 finished with value: 0.9973950458325369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:59:14,363] Trial 7045 finished with value: 0.9974790057690278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:59:16,966] Trial 7046 finished with value: 0.9974797841094706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:59:20,131] Trial 7047 finished with value: 0.9973246125287342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:59:22,610] Trial 7048 finished with value: 0.9971898857462803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:59:36,597] Trial 7049 finished with value: 0.9965449472187199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 61, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:59:38,402] Trial 7050 finished with value: 0.985205236214071 and parameters: {'classifier': 'SVC', 'svc_c': 2.2340994402475904e-10, 'svc_kernel': 'sigmoid'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:59:41,725] Trial 7051 finished with value: 0.9970935948075516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:59:44,343] Trial 7052 finished with value: 0.9976515301141496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:59:56,160] Trial 7053 finished with value: 0.9969153948993886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 54, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:59:57,381] Trial 7054 finished with value: 0.9972930667942935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 3, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 07:59:59,699] Trial 7055 finished with value: 0.9973103102533255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:00:04,610] Trial 7056 finished with value: 0.9964853320345816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 31, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:00:09,100] Trial 7057 finished with value: 0.9972648383694175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 22, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:00:11,630] Trial 7058 finished with value: 0.9975075952443393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:00:15,818] Trial 7059 finished with value: 0.9969891904218949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 18, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:00:16,775] Trial 7060 finished with value: 0.9927197462991417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 7}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:00:32,998] Trial 7061 finished with value: 0.9967056637927464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 72, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:00:35,665] Trial 7062 finished with value: 0.9968795385858309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:00:41,834] Trial 7063 finished with value: 0.9963628638284607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 40, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:00:42,832] Trial 7064 finished with value: 0.9971944226801531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:00:46,330] Trial 7065 finished with value: 0.9974500139840013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:00:48,555] Trial 7066 finished with value: 0.997150466884347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:00:51,475] Trial 7067 finished with value: 0.9976040733415085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:00:53,909] Trial 7068 finished with value: 0.997174772123005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:00:56,589] Trial 7069 finished with value: 0.9974691411195794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:00:58,727] Trial 7070 finished with value: 0.9853845118786078 and parameters: {'classifier': 'SVC', 'svc_c': 0.10945522414287367, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:01:00,925] Trial 7071 finished with value: 0.9975007835594244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:01:08,755] Trial 7072 finished with value: 0.9972511049642622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 34, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:01:15,335] Trial 7073 finished with value: 0.9967374821875502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 38, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:01:17,773] Trial 7074 finished with value: 0.9969189798229889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:01:23,061] Trial 7075 finished with value: 0.9973734357452436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:01:26,306] Trial 7076 finished with value: 0.9973475177130798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:01:30,005] Trial 7077 finished with value: 0.9974139157006373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:01:31,069] Trial 7078 finished with value: 0.9967936610132329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 40}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:01:33,537] Trial 7079 finished with value: 0.9967936652026367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:01:36,004] Trial 7080 finished with value: 0.9974100930918478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:01:38,297] Trial 7081 finished with value: 0.9973454154575648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:01:41,732] Trial 7082 finished with value: 0.9971439970484335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:01:53,768] Trial 7083 finished with value: 0.9957648139649976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 52, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:01:56,980] Trial 7084 finished with value: 0.9974242878392262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:02:00,146] Trial 7085 finished with value: 0.9974405488195944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:02:01,600] Trial 7086 finished with value: 0.9960614658692567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:02:02,988] Trial 7087 finished with value: 0.9972726192982887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 50}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:02:04,279] Trial 7088 finished with value: 0.9864635644879121 and parameters: {'classifier': 'SVC', 'svc_c': 1.125579961866077, 'svc_kernel': 'sigmoid'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:02:19,634] Trial 7089 finished with value: 0.9967403678615732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 65, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:02:20,247] Trial 7090 finished with value: 0.9939530399654736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 21}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:02:23,668] Trial 7091 finished with value: 0.9941576584126013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 36, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:02:26,114] Trial 7092 finished with value: 0.9972148873463661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:02:32,417] Trial 7093 finished with value: 0.9967531251356462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 28, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:02:34,835] Trial 7094 finished with value: 0.9977288347383956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:02:37,315] Trial 7095 finished with value: 0.9974161958471237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:02:44,617] Trial 7096 finished with value: 0.9972251495448434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 31, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:02:48,046] Trial 7097 finished with value: 0.9973932183003491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:03:02,639] Trial 7098 finished with value: 0.9962483537756865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 61, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:03:04,834] Trial 7099 finished with value: 0.9975522149654318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:03:06,984] Trial 7100 finished with value: 0.9972846917952701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:03:08,938] Trial 7101 finished with value: 0.997473776663131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 74}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:03:11,958] Trial 7102 finished with value: 0.9970665667103361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:03:14,302] Trial 7103 finished with value: 0.9965571857366954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:03:16,591] Trial 7104 finished with value: 0.9974913451183355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:03:18,844] Trial 7105 finished with value: 0.997382017929327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:03:20,170] Trial 7106 finished with value: 0.9973612153813513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:03:24,189] Trial 7107 finished with value: 0.9971623129948347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:03:26,319] Trial 7108 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.3199315045387858e-08, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:03:27,261] Trial 7109 finished with value: 0.9967289763331344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:03:33,617] Trial 7110 finished with value: 0.99719567236026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 29, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:03:35,654] Trial 7111 finished with value: 0.9974933965614605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:03:37,580] Trial 7112 finished with value: 0.9965238324649484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 62}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:03:38,687] Trial 7113 finished with value: 0.9969582451051878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:03:39,743] Trial 7114 finished with value: 0.9903008167670254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:03:51,221] Trial 7115 finished with value: 0.9968544833486815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 52, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:03:54,610] Trial 7116 finished with value: 0.9974295813095994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:03:59,308] Trial 7117 finished with value: 0.996909165795503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 19, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:04:02,779] Trial 7118 finished with value: 0.9967032290509127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 26, 'rf_n_estimators': 65}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:04:04,883] Trial 7119 finished with value: 0.9974168310178658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:04:07,280] Trial 7120 finished with value: 0.9973263046987468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:04:09,170] Trial 7121 finished with value: 0.9971897626349372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:04:12,288] Trial 7122 finished with value: 0.9971251494286064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:04:14,915] Trial 7123 finished with value: 0.9972959832223488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:04:22,513] Trial 7124 finished with value: 0.9964540781936758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 33, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:04:25,272] Trial 7125 finished with value: 0.9974539246972219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:04:28,829] Trial 7126 finished with value: 0.9975525556401306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:04:30,286] Trial 7127 finished with value: 0.9866173809234756 and parameters: {'classifier': 'SVC', 'svc_c': 11937302.053894844, 'svc_kernel': 'sigmoid'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:04:43,160] Trial 7128 finished with value: 0.9963549016761379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 57, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:04:45,306] Trial 7129 finished with value: 0.997398102669095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:04:47,253] Trial 7130 finished with value: 0.9970601771713284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:04:50,011] Trial 7131 finished with value: 0.997202102587265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:05:00,131] Trial 7132 finished with value: 0.9968339583804448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 46, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:05:02,791] Trial 7133 finished with value: 0.9976158725116308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:05:12,700] Trial 7134 finished with value: 0.9964675295123095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 43, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:05:13,562] Trial 7135 finished with value: 0.9965412373747157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 29}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:05:18,643] Trial 7136 finished with value: 0.9972083772667858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 22, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:05:19,899] Trial 7137 finished with value: 0.9967763798495669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 42}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:05:24,962] Trial 7138 finished with value: 0.9971919180197094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 21, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:05:25,915] Trial 7139 finished with value: 0.9894760656647473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:05:29,804] Trial 7140 finished with value: 0.9972241251721418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:05:32,717] Trial 7141 finished with value: 0.9973949960992359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:05:35,059] Trial 7142 finished with value: 0.9968132180705057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:05:36,800] Trial 7143 finished with value: 0.9850765916524669 and parameters: {'classifier': 'SVC', 'svc_c': 5.750111139031565e-10, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:05:40,037] Trial 7144 finished with value: 0.9968282631081627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:05:41,729] Trial 7145 finished with value: 0.9936320207432097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:05:43,861] Trial 7146 finished with value: 0.9975708678414587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:05:46,645] Trial 7147 finished with value: 0.9973846665211812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:05:51,199] Trial 7148 finished with value: 0.997264260929929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:05:53,458] Trial 7149 finished with value: 0.9972450905673207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:05:56,379] Trial 7150 finished with value: 0.9971918070957227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:05:59,280] Trial 7151 finished with value: 0.9973956352372166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:06:01,958] Trial 7152 finished with value: 0.9967596560670318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 16, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:06:08,548] Trial 7153 finished with value: 0.997034422240271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 28, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:06:10,710] Trial 7154 finished with value: 0.997438494043989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:06:28,456] Trial 7155 finished with value: 0.9961556787367559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 71, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:06:32,756] Trial 7156 finished with value: 0.9969980269218309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 24, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:06:35,099] Trial 7157 finished with value: 0.9973469085674217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:06:41,855] Trial 7158 finished with value: 0.9972610126185751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 34, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:06:45,415] Trial 7159 finished with value: 0.9970512793537553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:06:47,371] Trial 7160 finished with value: 0.9967048060757969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:06:49,959] Trial 7161 finished with value: 0.9974952927427424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:06:52,058] Trial 7162 finished with value: 0.9976342190851128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:06:53,091] Trial 7163 finished with value: 0.9886204300873308 and parameters: {'classifier': 'SVC', 'svc_c': 4.596325482475619, 'svc_kernel': 'sigmoid'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:06:54,905] Trial 7164 finished with value: 0.9958289143502198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:06:55,875] Trial 7165 finished with value: 0.9971294955224418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 93}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:07:08,949] Trial 7166 finished with value: 0.996652833887584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 57, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:07:11,702] Trial 7167 finished with value: 0.9973251641653039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:07:14,753] Trial 7168 finished with value: 0.9974155427762016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:07:17,252] Trial 7169 finished with value: 0.9975919893554045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:07:19,892] Trial 7170 finished with value: 0.997167521058499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:07:20,349] Trial 7171 finished with value: 0.9802722836506206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 2}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:07:22,584] Trial 7172 finished with value: 0.997490992034115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:07:23,989] Trial 7173 finished with value: 0.9963883528910672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:07:28,007] Trial 7174 finished with value: 0.9969449131210864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 18, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:07:31,147] Trial 7175 finished with value: 0.9974664233708249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:07:33,316] Trial 7176 finished with value: 0.9975284700277923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:07:35,107] Trial 7177 finished with value: 0.9964034011342532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:07:37,988] Trial 7178 finished with value: 0.9972584350244199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:07:40,330] Trial 7179 finished with value: 0.9976452879025084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:07:42,790] Trial 7180 finished with value: 0.9974509363828061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:11:21,082] Trial 7181 finished with value: 0.9892341374983274 and parameters: {'classifier': 'SVC', 'svc_c': 3873510014.304692, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:11:25,742] Trial 7182 finished with value: 0.9969098987507382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 22, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:11:28,711] Trial 7183 finished with value: 0.9973715231554636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:11:33,640] Trial 7184 finished with value: 0.9971151964842994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 24, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:11:39,220] Trial 7185 finished with value: 0.9972994603640156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 25, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:11:42,772] Trial 7186 finished with value: 0.9967038639042758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:11:45,330] Trial 7187 finished with value: 0.9971844424729839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 82}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:11:46,916] Trial 7188 finished with value: 0.9967307534020494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:11:49,400] Trial 7189 finished with value: 0.9969944487901424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:11:51,742] Trial 7190 finished with value: 0.9973782208695529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:11:53,662] Trial 7191 finished with value: 0.9972394075776091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:11:56,845] Trial 7192 finished with value: 0.9974106947473599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:11:59,276] Trial 7193 finished with value: 0.9973163232220611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:12:02,369] Trial 7194 finished with value: 0.9974494300699797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:12:03,240] Trial 7195 finished with value: 0.9913454653576802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 4, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:12:05,735] Trial 7196 finished with value: 0.9973799743889407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:12:21,126] Trial 7197 finished with value: 0.9960767755375866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 72, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:12:24,706] Trial 7198 finished with value: 0.9969071452016239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:12:26,884] Trial 7199 finished with value: 0.9975564427403482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:12:28,668] Trial 7200 finished with value: 0.9853717294363742 and parameters: {'classifier': 'SVC', 'svc_c': 0.008214612981073162, 'svc_kernel': 'sigmoid'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:12:32,826] Trial 7201 finished with value: 0.9971638974781273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 17, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:12:33,791] Trial 7202 finished with value: 0.9963063601018195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 3, 'rf_n_estimators': 24}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:12:36,202] Trial 7203 finished with value: 0.997303101527188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:12:39,054] Trial 7204 finished with value: 0.9973324675656196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:12:40,278] Trial 7205 finished with value: 0.9973726649901608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:12:42,435] Trial 7206 finished with value: 0.9969218553408816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:12:43,172] Trial 7207 finished with value: 0.9950259167271011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 34}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:12:45,331] Trial 7208 finished with value: 0.997609061112357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:12:47,407] Trial 7209 finished with value: 0.996758279498771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:12:50,575] Trial 7210 finished with value: 0.9974703839442983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:12:51,739] Trial 7211 finished with value: 0.9913597955941854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:12:54,239] Trial 7212 finished with value: 0.9974352921017179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:12:56,462] Trial 7213 finished with value: 0.9976421972968169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:12:59,281] Trial 7214 finished with value: 0.9974793089295201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:13:00,640] Trial 7215 finished with value: 0.9971519700868589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 72}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:13:01,845] Trial 7216 finished with value: 0.9913924597090095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:13:04,550] Trial 7217 finished with value: 0.9974132549808795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:13:05,304] Trial 7218 finished with value: 0.9953520547977712 and parameters: {'classifier': 'SVC', 'svc_c': 3691.905086916108, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:13:12,865] Trial 7219 finished with value: 0.9969122029228205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 33, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:13:15,378] Trial 7220 finished with value: 0.9971616981046155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:13:27,980] Trial 7221 finished with value: 0.9960508805788814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 52, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:13:38,274] Trial 7222 finished with value: 0.9961731240806172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 47, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:13:40,627] Trial 7223 finished with value: 0.9972147549040781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:13:43,335] Trial 7224 finished with value: 0.9974078737551921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:13:52,872] Trial 7225 finished with value: 0.9968577420065933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 40, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:13:54,957] Trial 7226 finished with value: 0.9974767657709944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:13:57,394] Trial 7227 finished with value: 0.9969395894362251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 57}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:14:01,344] Trial 7228 finished with value: 0.9974296713183048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:14:13,858] Trial 7229 finished with value: 0.9968177636688272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 50, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:14:15,793] Trial 7230 finished with value: 0.9973499575012408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 89}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:14:18,176] Trial 7231 finished with value: 0.9973574745611492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:14:19,717] Trial 7232 finished with value: 0.9963987351540485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 54}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:14:21,709] Trial 7233 finished with value: 0.9974115294225882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:14:24,798] Trial 7234 finished with value: 0.9975048237950452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:14:34,607] Trial 7235 finished with value: 0.996949718684608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 43, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:14:36,957] Trial 7236 finished with value: 0.9974611680811544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:14:41,230] Trial 7237 finished with value: 0.9973051520499138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:14:42,653] Trial 7238 finished with value: 0.9867332074646518 and parameters: {'classifier': 'SVC', 'svc_c': 211305905.7310771, 'svc_kernel': 'sigmoid'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:14:46,469] Trial 7239 finished with value: 0.9974245593887624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:14:48,828] Trial 7240 finished with value: 0.9974724022530479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:14:51,145] Trial 7241 finished with value: 0.9975099292500547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:14:53,344] Trial 7242 finished with value: 0.9975281570285489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:14:56,314] Trial 7243 finished with value: 0.9974697761951082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:14:59,368] Trial 7244 finished with value: 0.9974930673758843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:15:01,840] Trial 7245 finished with value: 0.9972950347349842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:15:04,122] Trial 7246 finished with value: 0.9973976933135643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:15:06,157] Trial 7247 finished with value: 0.9973737617570292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:15:11,818] Trial 7248 finished with value: 0.9972928934418429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 25, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:15:27,168] Trial 7249 finished with value: 0.9967130709760194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 64, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:15:28,597] Trial 7250 finished with value: 0.9973658124902968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:15:31,070] Trial 7251 finished with value: 0.9970416183029833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 79}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:15:32,559] Trial 7252 finished with value: 0.997107056155364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:15:40,563] Trial 7253 finished with value: 0.9968603090002874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 36, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:15:43,501] Trial 7254 finished with value: 0.9973412092009498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:15:46,065] Trial 7255 finished with value: 0.9972950261022732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:15:47,334] Trial 7256 finished with value: 0.9863570511817801 and parameters: {'classifier': 'SVC', 'svc_c': 0.5049772042259122, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:15:54,271] Trial 7257 finished with value: 0.997015660312794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 29, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:15:58,874] Trial 7258 finished with value: 0.9973630806499111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 21, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:16:02,975] Trial 7259 finished with value: 0.9974444280488107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:16:04,109] Trial 7260 finished with value: 0.9935483692039658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:16:06,092] Trial 7261 finished with value: 0.9968908341388376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:16:08,742] Trial 7262 finished with value: 0.9973977221315845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:16:10,771] Trial 7263 finished with value: 0.9966639972204682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:16:11,754] Trial 7264 finished with value: 0.9968317358065226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:16:14,010] Trial 7265 finished with value: 0.9974706064587675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:16:17,035] Trial 7266 finished with value: 0.9970468614687732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:16:19,567] Trial 7267 finished with value: 0.9973609275820062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:16:21,767] Trial 7268 finished with value: 0.9970091769247937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:16:24,338] Trial 7269 finished with value: 0.9972448120989207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:16:26,814] Trial 7270 finished with value: 0.9974920122808882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:16:29,021] Trial 7271 finished with value: 0.9972438995706049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:16:31,420] Trial 7272 finished with value: 0.997559575747884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:16:34,693] Trial 7273 finished with value: 0.99754740667245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:16:35,912] Trial 7274 finished with value: 0.9867273381099473 and parameters: {'classifier': 'SVC', 'svc_c': 656661.9106417666, 'svc_kernel': 'sigmoid'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:16:38,582] Trial 7275 finished with value: 0.9959551592086401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:16:40,737] Trial 7276 finished with value: 0.9971667841995012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:16:43,510] Trial 7277 finished with value: 0.997666940772501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:16:50,354] Trial 7278 finished with value: 0.9965149452795744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 41, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:16:52,845] Trial 7279 finished with value: 0.9975583781179456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:16:55,136] Trial 7280 finished with value: 0.997295154513847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:17:08,868] Trial 7281 finished with value: 0.9966581328803533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 57, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:17:11,106] Trial 7282 finished with value: 0.9973397711246244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:17:13,930] Trial 7283 finished with value: 0.9974884278968323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:17:16,737] Trial 7284 finished with value: 0.9974187266596033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:17:19,449] Trial 7285 finished with value: 0.9975575687378292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:17:21,680] Trial 7286 finished with value: 0.9975699960646162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:17:22,631] Trial 7287 finished with value: 0.9953802727491379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 19}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:17:25,814] Trial 7288 finished with value: 0.9968596551676555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:17:28,445] Trial 7289 finished with value: 0.9975506997025154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:17:31,011] Trial 7290 finished with value: 0.9972679289433711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:17:32,157] Trial 7291 finished with value: 0.9973484253220198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:17:34,718] Trial 7292 finished with value: 0.9972299499033482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:17:36,445] Trial 7293 finished with value: 0.9850756082851418 and parameters: {'classifier': 'SVC', 'svc_c': 1.0197340053745783e-10, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:17:41,765] Trial 7294 finished with value: 0.9950450475442766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 46, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:17:44,283] Trial 7295 finished with value: 0.9974216158882719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:17:57,123] Trial 7296 finished with value: 0.9969547592355967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 59, 'rf_n_estimators': 113}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:18:00,032] Trial 7297 finished with value: 0.9973408409777473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:18:01,883] Trial 7298 finished with value: 0.9915962271041484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 19, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:18:04,062] Trial 7299 finished with value: 0.997176448709705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:18:05,174] Trial 7300 finished with value: 0.9973173466743633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 84}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:18:20,523] Trial 7301 finished with value: 0.9968642196182943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 64, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:18:25,232] Trial 7302 finished with value: 0.9969464601853858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 38, 'rf_n_estimators': 68}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:18:27,867] Trial 7303 finished with value: 0.9976185753118311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:18:30,529] Trial 7304 finished with value: 0.995739679319604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 25, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:18:32,649] Trial 7305 finished with value: 0.9964560935190624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:18:34,716] Trial 7306 finished with value: 0.9969572480588247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:18:51,319] Trial 7307 finished with value: 0.9966216450776509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 74, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:18:53,927] Trial 7308 finished with value: 0.9975991443810025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:18:59,996] Trial 7309 finished with value: 0.9973312780288474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 27, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:19:02,051] Trial 7310 finished with value: 0.9975764581564804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:19:04,440] Trial 7311 finished with value: 0.9975178850547962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:19:06,630] Trial 7312 finished with value: 0.9852053993786534 and parameters: {'classifier': 'SVC', 'svc_c': 9.195746759610774e-05, 'svc_kernel': 'sigmoid'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:19:09,134] Trial 7313 finished with value: 0.9974463653624207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:19:25,143] Trial 7314 finished with value: 0.9965624453427213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 71, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:19:27,848] Trial 7315 finished with value: 0.9976973162985554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:19:30,091] Trial 7316 finished with value: 0.9973713012757526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:19:33,819] Trial 7317 finished with value: 0.9972207887563568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:19:35,079] Trial 7318 finished with value: 0.9970454769660356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:19:37,970] Trial 7319 finished with value: 0.9973498570825016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:19:40,023] Trial 7320 finished with value: 0.9974976111334072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:19:43,448] Trial 7321 finished with value: 0.9974362194516363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:19:44,596] Trial 7322 finished with value: 0.993851881701255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:19:51,303] Trial 7323 finished with value: 0.9970173150320757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 31, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:19:53,848] Trial 7324 finished with value: 0.9974947980122407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:19:54,423] Trial 7325 finished with value: 0.9950261654888198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 9}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:19:58,214] Trial 7326 finished with value: 0.9970729173386692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 28, 'rf_n_estimators': 59}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:19:59,312] Trial 7327 finished with value: 0.9970316720553748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:20:00,728] Trial 7328 finished with value: 0.9970343194411887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 4, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:20:01,959] Trial 7329 finished with value: 0.997215293782009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:20:02,720] Trial 7330 finished with value: 0.9950692190711302 and parameters: {'classifier': 'SVC', 'svc_c': 1110.5369271302843, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:20:08,071] Trial 7331 finished with value: 0.9972240844524065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:20:12,039] Trial 7332 finished with value: 0.9973278398930692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:20:12,709] Trial 7333 finished with value: 0.9965528741737034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 1, 'rf_n_estimators': 44}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:20:16,821] Trial 7334 finished with value: 0.9972443497093466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 20, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:20:18,542] Trial 7335 finished with value: 0.9971125809316069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 48}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:20:20,146] Trial 7336 finished with value: 0.9951730995908862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:20:30,055] Trial 7337 finished with value: 0.9969086604645402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 43, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:20:32,581] Trial 7338 finished with value: 0.9974679009291073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:20:34,994] Trial 7339 finished with value: 0.997254923986668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:20:38,128] Trial 7340 finished with value: 0.9971556191210321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:20:50,304] Trial 7341 finished with value: 0.9970905644086706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 53, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:20:53,682] Trial 7342 finished with value: 0.9972828339851185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:20:56,887] Trial 7343 finished with value: 0.9970680354137422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 17, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:20:59,367] Trial 7344 finished with value: 0.9973213200382132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:21:14,388] Trial 7345 finished with value: 0.9958351331075473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 64, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:21:16,632] Trial 7346 finished with value: 0.9974662949592513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:21:18,988] Trial 7347 finished with value: 0.9974895364702023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:21:20,851] Trial 7348 finished with value: 0.9966633130146589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:21:23,406] Trial 7349 finished with value: 0.9968727713974622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:21:25,168] Trial 7350 finished with value: 0.9852058917288118 and parameters: {'classifier': 'SVC', 'svc_c': 6.967281948603131e-09, 'svc_kernel': 'sigmoid'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:21:27,263] Trial 7351 finished with value: 0.997406709989601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:21:29,333] Trial 7352 finished with value: 0.9975180332390862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:21:31,971] Trial 7353 finished with value: 0.9971828590370423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:21:35,847] Trial 7354 finished with value: 0.9973745864665547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:21:38,199] Trial 7355 finished with value: 0.9974987251339594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:21:44,920] Trial 7356 finished with value: 0.9973101998688833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 28, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:21:47,063] Trial 7357 finished with value: 0.9968616400881266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:21:49,590] Trial 7358 finished with value: 0.9967950982008968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:21:57,275] Trial 7359 finished with value: 0.9971251287989665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 37, 'rf_n_estimators': 113}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:22:01,636] Trial 7360 finished with value: 0.9971273710821293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 19, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:22:04,176] Trial 7361 finished with value: 0.9974956340204614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:22:06,427] Trial 7362 finished with value: 0.9976202711634409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:22:09,598] Trial 7363 finished with value: 0.9972961521314924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:22:12,012] Trial 7364 finished with value: 0.9968626092368694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:22:17,217] Trial 7365 finished with value: 0.9971853354824863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 24, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:22:27,650] Trial 7366 finished with value: 0.9970574962385464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 44, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:22:32,669] Trial 7367 finished with value: 0.9966978942895218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 25, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:22:39,639] Trial 7368 finished with value: 0.9932355195412503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 66, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:22:41,672] Trial 7369 finished with value: 0.9973184178287404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:22:46,083] Trial 7370 finished with value: 0.9971256694542202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:22:47,820] Trial 7371 finished with value: 0.9851031431415261 and parameters: {'classifier': 'SVC', 'svc_c': 0.00037083921864679596, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:22:51,791] Trial 7372 finished with value: 0.9973038399096051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:22:54,223] Trial 7373 finished with value: 0.9972377470820281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:22:57,595] Trial 7374 finished with value: 0.9944896575543818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 36, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:23:00,433] Trial 7375 finished with value: 0.9971810890139426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:23:02,404] Trial 7376 finished with value: 0.99736278399569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 95}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:23:04,774] Trial 7377 finished with value: 0.9974023930629027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:23:05,832] Trial 7378 finished with value: 0.9967895343235518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:23:06,504] Trial 7379 finished with value: 0.9869425053805947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 1, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:23:09,328] Trial 7380 finished with value: 0.9973556112920776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:23:11,986] Trial 7381 finished with value: 0.9973365835596256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:23:15,544] Trial 7382 finished with value: 0.9973853303195158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:23:16,966] Trial 7383 finished with value: 0.9973498718723665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:23:19,407] Trial 7384 finished with value: 0.9974041877780943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:23:30,756] Trial 7385 finished with value: 0.9968038797942528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 55, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:23:33,405] Trial 7386 finished with value: 0.9977516230320279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:23:34,218] Trial 7387 finished with value: 0.9918901779220543 and parameters: {'classifier': 'SVC', 'svc_c': 104.22522617169683, 'svc_kernel': 'sigmoid'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:23:35,440] Trial 7388 finished with value: 0.9938597331517567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:23:42,796] Trial 7389 finished with value: 0.9972525145082086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 31, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:23:45,660] Trial 7390 finished with value: 0.9973559006783179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:23:48,314] Trial 7391 finished with value: 0.9976294855983788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:23:50,782] Trial 7392 finished with value: 0.9973987593898763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:23:53,310] Trial 7393 finished with value: 0.99735803406872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:23:54,485] Trial 7394 finished with value: 0.9941778646687714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:24:00,013] Trial 7395 finished with value: 0.997017710803782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 23, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:24:11,856] Trial 7396 finished with value: 0.9970273417035417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 50, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:24:14,144] Trial 7397 finished with value: 0.9968965233809169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:24:16,648] Trial 7398 finished with value: 0.9976105469542332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:24:19,860] Trial 7399 finished with value: 0.9974211506740241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:24:22,072] Trial 7400 finished with value: 0.9969421572551047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:24:24,644] Trial 7401 finished with value: 0.9975019960427035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:24:27,107] Trial 7402 finished with value: 0.9975759827226266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:24:29,299] Trial 7403 finished with value: 0.9973536006321635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:24:37,919] Trial 7404 finished with value: 0.9969337964111884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 34, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:24:40,642] Trial 7405 finished with value: 0.9974002279980688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:24:47,818] Trial 7406 finished with value: 0.9926147591737661 and parameters: {'classifier': 'SVC', 'svc_c': 2208489.512566835, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:24:50,675] Trial 7407 finished with value: 0.9973046835349239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:24:53,052] Trial 7408 finished with value: 0.9974504515545317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:24:55,794] Trial 7409 finished with value: 0.9967346104782063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:24:58,608] Trial 7410 finished with value: 0.9974582255962768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:25:00,748] Trial 7411 finished with value: 0.9974246468266973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:25:03,409] Trial 7412 finished with value: 0.9973107116426411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:25:06,548] Trial 7413 finished with value: 0.9974747081389772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:25:09,172] Trial 7414 finished with value: 0.9973709857057386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:25:11,355] Trial 7415 finished with value: 0.9978287954361514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:25:13,599] Trial 7416 finished with value: 0.9974090943316377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:25:16,238] Trial 7417 finished with value: 0.9977629297885159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 127}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:25:18,273] Trial 7418 finished with value: 0.9975104305185652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:25:20,316] Trial 7419 finished with value: 0.9973709509527299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:25:22,309] Trial 7420 finished with value: 0.9976002027450028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:25:24,364] Trial 7421 finished with value: 0.9976798391215729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:25:26,769] Trial 7422 finished with value: 0.9974565844608195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:25:29,000] Trial 7423 finished with value: 0.9975762056179507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:25:31,215] Trial 7424 finished with value: 0.9975092094343134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:25:33,252] Trial 7425 finished with value: 0.9976683838316779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:25:35,089] Trial 7426 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 2.4199929367341257e-05, 'svc_kernel': 'sigmoid'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:25:37,734] Trial 7427 finished with value: 0.9974577475916525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:25:39,925] Trial 7428 finished with value: 0.9973631432688026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:25:41,907] Trial 7429 finished with value: 0.9973687864591784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:25:44,205] Trial 7430 finished with value: 0.9971248847027202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:25:46,837] Trial 7431 finished with value: 0.9975368105277104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:25:48,892] Trial 7432 finished with value: 0.997315866386621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:25:51,101] Trial 7433 finished with value: 0.9974929237618531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:25:53,130] Trial 7434 finished with value: 0.9974182620801137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:25:55,130] Trial 7435 finished with value: 0.9975513731809119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:25:57,766] Trial 7436 finished with value: 0.9974081823111286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:26:00,061] Trial 7437 finished with value: 0.9973001324459441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:26:02,018] Trial 7438 finished with value: 0.9974625649934138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:26:04,247] Trial 7439 finished with value: 0.9972814619236406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:26:06,859] Trial 7440 finished with value: 0.9975442945484572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:26:08,904] Trial 7441 finished with value: 0.9973676102205896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:26:11,178] Trial 7442 finished with value: 0.997445359492919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:26:13,234] Trial 7443 finished with value: 0.9975842117272755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:26:14,940] Trial 7444 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.4517204380415216e-07, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:26:17,512] Trial 7445 finished with value: 0.9976571628944916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:26:19,502] Trial 7446 finished with value: 0.9976490630631263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:26:21,288] Trial 7447 finished with value: 0.9970981754127851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:26:23,208] Trial 7448 finished with value: 0.9974777022931681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:26:25,800] Trial 7449 finished with value: 0.9973764275508293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:26:28,013] Trial 7450 finished with value: 0.9976079298146452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:26:29,407] Trial 7451 finished with value: 0.9963248678086574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:26:31,295] Trial 7452 finished with value: 0.9972392019477064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:26:33,384] Trial 7453 finished with value: 0.9973489257653446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:26:36,001] Trial 7454 finished with value: 0.9976286571120423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:26:38,040] Trial 7455 finished with value: 0.9971360434970835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:26:40,274] Trial 7456 finished with value: 0.9976412493807344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:26:42,248] Trial 7457 finished with value: 0.9915125530627279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 32, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:26:44,679] Trial 7458 finished with value: 0.9972490589165813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:26:45,961] Trial 7459 finished with value: 0.9971033225714049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:26:48,146] Trial 7460 finished with value: 0.9973435286389657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:26:50,333] Trial 7461 finished with value: 0.9973955913754283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:26:52,962] Trial 7462 finished with value: 0.9974939082400048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:26:53,802] Trial 7463 finished with value: 0.9911239003596449 and parameters: {'classifier': 'SVC', 'svc_c': 30.69456765812112, 'svc_kernel': 'sigmoid'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:26:55,936] Trial 7464 finished with value: 0.9973589116535996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:26:57,922] Trial 7465 finished with value: 0.9974430087295886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:27:00,208] Trial 7466 finished with value: 0.9976120981444607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:27:02,595] Trial 7467 finished with value: 0.9975808838807256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:27:04,991] Trial 7468 finished with value: 0.9973766526678068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:27:13,814] Trial 7469 finished with value: 0.9969842808215127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 38, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:27:15,971] Trial 7470 finished with value: 0.9975789258105242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:27:18,731] Trial 7471 finished with value: 0.9975357151255718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:27:20,917] Trial 7472 finished with value: 0.9971821102763293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:27:22,453] Trial 7473 finished with value: 0.9965344825641308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:27:24,844] Trial 7474 finished with value: 0.9975152462382174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:27:27,008] Trial 7475 finished with value: 0.99774143789319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:27:29,862] Trial 7476 finished with value: 0.9973876505509794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:27:31,152] Trial 7477 finished with value: 0.9973091144641857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:27:33,139] Trial 7478 finished with value: 0.9975923403131853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:27:35,437] Trial 7479 finished with value: 0.9972542702809878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:27:38,098] Trial 7480 finished with value: 0.9975606484574184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:27:40,289] Trial 7481 finished with value: 0.997528805656164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:27:41,967] Trial 7482 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.36529046419886e-09, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:27:44,050] Trial 7483 finished with value: 0.9971971551552969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:27:47,530] Trial 7484 finished with value: 0.9963723590804041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 24, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:27:49,545] Trial 7485 finished with value: 0.9963675002289357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:27:51,766] Trial 7486 finished with value: 0.9976771648220136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:27:53,761] Trial 7487 finished with value: 0.9975845554488134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:28:03,392] Trial 7488 finished with value: 0.9966709975872431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 39, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:28:05,834] Trial 7489 finished with value: 0.9974489633640502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:28:10,312] Trial 7490 finished with value: 0.997124340111966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:28:12,460] Trial 7491 finished with value: 0.9974048081589717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:28:14,446] Trial 7492 finished with value: 0.9973464712825325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:28:16,872] Trial 7493 finished with value: 0.9974580878220207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:28:18,763] Trial 7494 finished with value: 0.9973863300636011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:28:21,199] Trial 7495 finished with value: 0.9975458944563728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:28:23,495] Trial 7496 finished with value: 0.9974977678869322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:28:31,125] Trial 7497 finished with value: 0.9969991455561176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 35, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:28:32,248] Trial 7498 finished with value: 0.9886278076273983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:28:37,409] Trial 7499 finished with value: 0.9972832672075554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 21, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:28:38,181] Trial 7500 finished with value: 0.992793286744086 and parameters: {'classifier': 'SVC', 'svc_c': 468.84813720076306, 'svc_kernel': 'sigmoid'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:28:42,325] Trial 7501 finished with value: 0.9943386411639672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 44, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:28:44,358] Trial 7502 finished with value: 0.9975051135938783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:28:46,858] Trial 7503 finished with value: 0.9973347336204749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:28:49,136] Trial 7504 finished with value: 0.9975307814361177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:28:51,496] Trial 7505 finished with value: 0.9974036027532459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:28:53,576] Trial 7506 finished with value: 0.9975728140734206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:28:56,169] Trial 7507 finished with value: 0.9974732907875055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:29:03,008] Trial 7508 finished with value: 0.9966795820881936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 28, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:29:06,247] Trial 7509 finished with value: 0.9970086693404396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:29:08,765] Trial 7510 finished with value: 0.997299176849288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:29:10,520] Trial 7511 finished with value: 0.9919548371483509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 27, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:29:12,953] Trial 7512 finished with value: 0.9974524234307228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:29:14,737] Trial 7513 finished with value: 0.997046252735708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:29:17,104] Trial 7514 finished with value: 0.997562474434449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:29:19,156] Trial 7515 finished with value: 0.9975686544397918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:29:21,693] Trial 7516 finished with value: 0.997348691698277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:29:24,151] Trial 7517 finished with value: 0.997658792064758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:29:25,240] Trial 7518 finished with value: 0.9972732128288962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:29:26,357] Trial 7519 finished with value: 0.9963966231549959 and parameters: {'classifier': 'SVC', 'svc_c': 39290.84493918665, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:29:27,647] Trial 7520 finished with value: 0.9972939405388862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:29:30,264] Trial 7521 finished with value: 0.9972653672181696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:29:32,681] Trial 7522 finished with value: 0.9974030050014967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:29:34,720] Trial 7523 finished with value: 0.9975429191862369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:29:44,036] Trial 7524 finished with value: 0.9966756677568515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 42, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:29:45,648] Trial 7525 finished with value: 0.9971094462102239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:29:48,032] Trial 7526 finished with value: 0.9975434506374975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:29:50,038] Trial 7527 finished with value: 0.9971924168444012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:29:57,825] Trial 7528 finished with value: 0.9972204106626652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 34, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:29:59,988] Trial 7529 finished with value: 0.9972138637671121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:30:02,783] Trial 7530 finished with value: 0.997576940953529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:30:07,741] Trial 7531 finished with value: 0.9970779611269244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 21, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:30:09,986] Trial 7532 finished with value: 0.9977174734244447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:30:11,188] Trial 7533 finished with value: 0.9950837752815366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:30:15,671] Trial 7534 finished with value: 0.9972972476288446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:30:18,160] Trial 7535 finished with value: 0.9973553297768382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:30:20,329] Trial 7536 finished with value: 0.9972319591985322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:30:21,332] Trial 7537 finished with value: 0.99675710678309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:30:23,107] Trial 7538 finished with value: 0.9852337506609691 and parameters: {'classifier': 'SVC', 'svc_c': 0.0008275370239935571, 'svc_kernel': 'sigmoid'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:30:25,937] Trial 7539 finished with value: 0.9975015511089786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:30:27,696] Trial 7540 finished with value: 0.9970474719474235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:30:29,693] Trial 7541 finished with value: 0.997339699270002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:30:34,053] Trial 7542 finished with value: 0.9975399562304093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:30:52,723] Trial 7543 finished with value: 0.9955908083482586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 72, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:31:07,650] Trial 7544 finished with value: 0.9961068247344761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 70, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:31:13,341] Trial 7545 finished with value: 0.997014935545939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 24, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:31:18,387] Trial 7546 finished with value: 0.9961278801383605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 66, 'rf_n_estimators': 37}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:31:20,629] Trial 7547 finished with value: 0.9971548125973276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:31:28,390] Trial 7548 finished with value: 0.9973399641228399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 31, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:31:30,053] Trial 7549 finished with value: 0.9976547689041313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 77}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:31:37,039] Trial 7550 finished with value: 0.9964503292485697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 39, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:31:39,064] Trial 7551 finished with value: 0.9974039132769327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:31:40,696] Trial 7552 finished with value: 0.9971129508369186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 2, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:31:43,246] Trial 7553 finished with value: 0.9964430145178214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:31:47,865] Trial 7554 finished with value: 0.9972721077149581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:31:50,275] Trial 7555 finished with value: 0.9973073714817833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:31:51,986] Trial 7556 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 4.736126387311245e-06, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:31:54,555] Trial 7557 finished with value: 0.9977480406474601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:31:55,359] Trial 7558 finished with value: 0.9877321101463054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:32:05,684] Trial 7559 finished with value: 0.9962017472298487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 74, 'rf_n_estimators': 70}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:32:07,728] Trial 7560 finished with value: 0.9972541062277442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:32:10,446] Trial 7561 finished with value: 0.9975868793936121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:32:12,656] Trial 7562 finished with value: 0.9971095087656395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:32:15,156] Trial 7563 finished with value: 0.9976481435207329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:32:17,207] Trial 7564 finished with value: 0.996993988717436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:32:22,872] Trial 7565 finished with value: 0.9959575989015873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 44, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:32:25,627] Trial 7566 finished with value: 0.9971480811141048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:32:30,666] Trial 7567 finished with value: 0.9973735996397979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:32:32,917] Trial 7568 finished with value: 0.9974654154383594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:32:37,395] Trial 7569 finished with value: 0.9971835781228119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 19, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:32:40,253] Trial 7570 finished with value: 0.9974744095804816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:32:42,812] Trial 7571 finished with value: 0.9972551240941746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:32:55,014] Trial 7572 finished with value: 0.9966150612391735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 52, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:32:57,199] Trial 7573 finished with value: 0.9971616810296212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:32:59,625] Trial 7574 finished with value: 0.9973432955557732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:33:00,524] Trial 7575 finished with value: 0.9975285615281796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 26}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:33:02,816] Trial 7576 finished with value: 0.9974583509927495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:33:05,693] Trial 7577 finished with value: 0.9968950820038492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:33:07,827] Trial 7578 finished with value: 0.9973445706579437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:33:10,079] Trial 7579 finished with value: 0.9852050717164965 and parameters: {'classifier': 'SVC', 'svc_c': 5.286288642234711e-07, 'svc_kernel': 'sigmoid'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:33:12,703] Trial 7580 finished with value: 0.9973034168115609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:33:19,267] Trial 7581 finished with value: 0.9969017194476523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 27, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:33:19,976] Trial 7582 finished with value: 0.9916753798584844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 1, 'rf_n_estimators': 87}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:33:27,653] Trial 7583 finished with value: 0.9970968487365149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 36, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:33:34,337] Trial 7584 finished with value: 0.9970484658834717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 28, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:33:36,406] Trial 7585 finished with value: 0.9972637123084604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:33:38,749] Trial 7586 finished with value: 0.9977527896540308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:33:41,244] Trial 7587 finished with value: 0.9974804617137952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:33:44,162] Trial 7588 finished with value: 0.9975156947583258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:33:46,590] Trial 7589 finished with value: 0.9974473959240141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:33:48,956] Trial 7590 finished with value: 0.9975740064666043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:33:51,080] Trial 7591 finished with value: 0.9972690182835692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:33:57,427] Trial 7592 finished with value: 0.9966446716912305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 26, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:33:59,980] Trial 7593 finished with value: 0.9974574428760029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:34:00,882] Trial 7594 finished with value: 0.9962306590353484 and parameters: {'classifier': 'SVC', 'svc_c': 14565.186942332079, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:34:03,414] Trial 7595 finished with value: 0.9975584482269831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:34:05,697] Trial 7596 finished with value: 0.9974220337812995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:34:07,524] Trial 7597 finished with value: 0.99715148532206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:34:09,842] Trial 7598 finished with value: 0.9974193161277586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:34:12,389] Trial 7599 finished with value: 0.9972444921173375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:34:14,973] Trial 7600 finished with value: 0.9976661878858599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:34:17,625] Trial 7601 finished with value: 0.9975600184916932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:34:18,894] Trial 7602 finished with value: 0.9972835687176763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:34:21,529] Trial 7603 finished with value: 0.9975082493626123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:34:28,012] Trial 7604 finished with value: 0.9970800141252072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 29, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:34:30,430] Trial 7605 finished with value: 0.9970947640003249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:34:33,671] Trial 7606 finished with value: 0.9975302597283946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:34:36,188] Trial 7607 finished with value: 0.9976248921710306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:34:45,182] Trial 7608 finished with value: 0.9966487622314348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 39, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:34:48,779] Trial 7609 finished with value: 0.9972939574551908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:34:51,306] Trial 7610 finished with value: 0.9971810223325989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:34:53,697] Trial 7611 finished with value: 0.9973999869486615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:34:55,514] Trial 7612 finished with value: 0.985205317494852 and parameters: {'classifier': 'SVC', 'svc_c': 2.1442232044552764e-06, 'svc_kernel': 'sigmoid'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:34:57,876] Trial 7613 finished with value: 0.9971249109499697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:35:00,600] Trial 7614 finished with value: 0.997424112868142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:35:04,928] Trial 7615 finished with value: 0.9973759455789665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:35:07,324] Trial 7616 finished with value: 0.9972343086923464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:35:08,457] Trial 7617 finished with value: 0.9970672929688728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:35:11,047] Trial 7618 finished with value: 0.9974027140918368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:35:23,794] Trial 7619 finished with value: 0.9955159359268135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 52, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:35:25,018] Trial 7620 finished with value: 0.997208230002895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:35:27,378] Trial 7621 finished with value: 0.9975897782071289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:35:32,231] Trial 7622 finished with value: 0.9973861091360273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 20, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:35:34,977] Trial 7623 finished with value: 0.9970358149948645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:35:39,060] Trial 7624 finished with value: 0.9972920103028295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:35:41,399] Trial 7625 finished with value: 0.9977021675646639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:35:43,922] Trial 7626 finished with value: 0.9974293076018853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:35:45,668] Trial 7627 finished with value: 0.9974790680070645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 91}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:35:46,867] Trial 7628 finished with value: 0.9970221408126445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 66}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:35:49,724] Trial 7629 finished with value: 0.9971844971256605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:35:51,729] Trial 7630 finished with value: 0.997040920386398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:38:51,898] Trial 7631 finished with value: 0.9896194702893376 and parameters: {'classifier': 'SVC', 'svc_c': 2250024497.6305723, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:38:53,956] Trial 7632 finished with value: 0.997430556234641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:38:56,437] Trial 7633 finished with value: 0.9961563630695167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:38:59,003] Trial 7634 finished with value: 0.997569053607454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:39:01,450] Trial 7635 finished with value: 0.9974213426248886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:39:03,770] Trial 7636 finished with value: 0.9973224339752895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:39:06,916] Trial 7637 finished with value: 0.9971630044686247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:39:08,231] Trial 7638 finished with value: 0.9954797433501265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:39:11,431] Trial 7639 finished with value: 0.9971989897650383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:39:13,771] Trial 7640 finished with value: 0.9977365922764291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:39:15,871] Trial 7641 finished with value: 0.9969280154782941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:39:17,834] Trial 7642 finished with value: 0.996542890189723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:39:19,195] Trial 7643 finished with value: 0.9975143134928549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:39:21,027] Trial 7644 finished with value: 0.9953028194962711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 19, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:39:23,936] Trial 7645 finished with value: 0.9972402895740576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:39:25,563] Trial 7646 finished with value: 0.9939461150714425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:39:29,182] Trial 7647 finished with value: 0.9973828178515468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:39:30,687] Trial 7648 finished with value: 0.9974333703079448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 63}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:39:32,776] Trial 7649 finished with value: 0.9974893034187478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:39:34,564] Trial 7650 finished with value: 0.9867358294601395 and parameters: {'classifier': 'SVC', 'svc_c': 48234344.07504699, 'svc_kernel': 'sigmoid'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:39:38,797] Trial 7651 finished with value: 0.9975425353797219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:39:47,124] Trial 7652 finished with value: 0.9971155710233455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 35, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:39:50,111] Trial 7653 finished with value: 0.9972623045735745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:39:52,366] Trial 7654 finished with value: 0.9973493391515896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:39:54,292] Trial 7655 finished with value: 0.9956978118463716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:39:58,354] Trial 7656 finished with value: 0.997242076894317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:40:04,595] Trial 7657 finished with value: 0.9970545963459406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 27, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:40:15,543] Trial 7658 finished with value: 0.996949188058533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 50, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:40:18,498] Trial 7659 finished with value: 0.9975770676195177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:40:20,748] Trial 7660 finished with value: 0.9973995949537664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:40:23,104] Trial 7661 finished with value: 0.9974565410433622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:40:25,580] Trial 7662 finished with value: 0.9970424053396126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:40:27,927] Trial 7663 finished with value: 0.9969830753523111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:40:30,911] Trial 7664 finished with value: 0.9972583154677225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:40:33,084] Trial 7665 finished with value: 0.9975321139521628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:40:35,196] Trial 7666 finished with value: 0.9975684956233027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:40:36,460] Trial 7667 finished with value: 0.9973147887577106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:40:38,603] Trial 7668 finished with value: 0.985323385303578 and parameters: {'classifier': 'SVC', 'svc_c': 0.0017467209704758134, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:40:40,970] Trial 7669 finished with value: 0.9967709585071644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:40:54,433] Trial 7670 finished with value: 0.9963408827250291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 62, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:40:57,213] Trial 7671 finished with value: 0.9973578168227434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:41:07,236] Trial 7672 finished with value: 0.9966337848272584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 43, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:41:09,149] Trial 7673 finished with value: 0.9975463093025612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:41:11,675] Trial 7674 finished with value: 0.9971626457985323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:41:14,044] Trial 7675 finished with value: 0.9975868643181061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:41:17,055] Trial 7676 finished with value: 0.9974691539416942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:41:18,570] Trial 7677 finished with value: 0.9969177745759529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:41:20,727] Trial 7678 finished with value: 0.9971129210984992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:41:24,992] Trial 7679 finished with value: 0.9972784020402434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:41:25,908] Trial 7680 finished with value: 0.9889697147091328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:41:28,826] Trial 7681 finished with value: 0.9970043638076501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:41:31,208] Trial 7682 finished with value: 0.9975671304489508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:41:34,510] Trial 7683 finished with value: 0.9973985048201207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:41:36,710] Trial 7684 finished with value: 0.9974051366780518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:41:41,737] Trial 7685 finished with value: 0.997506088899775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:41:44,107] Trial 7686 finished with value: 0.9974051261093287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:41:45,363] Trial 7687 finished with value: 0.9869970417695658 and parameters: {'classifier': 'SVC', 'svc_c': 273284.8323899681, 'svc_kernel': 'sigmoid'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:41:51,067] Trial 7688 finished with value: 0.9937424347651217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 52, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:42:05,216] Trial 7689 finished with value: 0.9964235071938493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 64, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:42:08,338] Trial 7690 finished with value: 0.997260302641585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:42:11,676] Trial 7691 finished with value: 0.9973555436268589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:42:14,224] Trial 7692 finished with value: 0.9974664415883838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:42:16,168] Trial 7693 finished with value: 0.9974822331333627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:42:18,451] Trial 7694 finished with value: 0.9970546204667504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 96}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:42:19,464] Trial 7695 finished with value: 0.9969316168738684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:42:24,193] Trial 7696 finished with value: 0.9971338889374971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:42:26,654] Trial 7697 finished with value: 0.9974108374092537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:42:28,850] Trial 7698 finished with value: 0.9972511078206737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:42:31,805] Trial 7699 finished with value: 0.9973402334507225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:42:34,339] Trial 7700 finished with value: 0.997557254659497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:42:35,417] Trial 7701 finished with value: 0.9966666359418331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 3, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:42:36,602] Trial 7702 finished with value: 0.9938288090359717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:42:39,004] Trial 7703 finished with value: 0.9972075406238069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:42:40,297] Trial 7704 finished with value: 0.9971880488831476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 31}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:42:45,375] Trial 7705 finished with value: 0.9972145307392376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:42:47,563] Trial 7706 finished with value: 0.9973820976866884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:42:48,429] Trial 7707 finished with value: 0.9907505987745986 and parameters: {'classifier': 'SVC', 'svc_c': 8.493700218593354, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:42:50,286] Trial 7708 finished with value: 0.9974442143574799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:42:52,169] Trial 7709 finished with value: 0.9973687804607138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:42:53,942] Trial 7710 finished with value: 0.9973181388525337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 75}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:42:55,895] Trial 7711 finished with value: 0.9976937243291394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:43:06,755] Trial 7712 finished with value: 0.9965006880085183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 46, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:43:07,865] Trial 7713 finished with value: 0.9901526622154653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:43:17,266] Trial 7714 finished with value: 0.996412418064193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 66, 'rf_n_estimators': 86}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:43:21,046] Trial 7715 finished with value: 0.9972567737353913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 113}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:43:24,569] Trial 7716 finished with value: 0.9972633845828279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:43:26,909] Trial 7717 finished with value: 0.9973424811293295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:43:28,107] Trial 7718 finished with value: 0.9970263800449454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 53}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:43:30,698] Trial 7719 finished with value: 0.9975295950413985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:43:32,468] Trial 7720 finished with value: 0.996654221056306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:43:33,577] Trial 7721 finished with value: 0.9946094804693907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 12, 'rf_n_estimators': 12}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:43:35,623] Trial 7722 finished with value: 0.99751330191053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:43:37,604] Trial 7723 finished with value: 0.9970600917963571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:43:40,458] Trial 7724 finished with value: 0.9971540372085101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:43:42,228] Trial 7725 finished with value: 0.986732879739019 and parameters: {'classifier': 'SVC', 'svc_c': 581266114.0120506, 'svc_kernel': 'sigmoid'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:43:44,462] Trial 7726 finished with value: 0.9973608125955676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:43:48,303] Trial 7727 finished with value: 0.9975982056371753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:43:50,241] Trial 7728 finished with value: 0.9971956602363793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:43:52,737] Trial 7729 finished with value: 0.9975285611473247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:44:04,035] Trial 7730 finished with value: 0.996177516987866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 70, 'rf_n_estimators': 82}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:44:11,841] Trial 7731 finished with value: 0.9968592083613942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 34, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:44:19,535] Trial 7732 finished with value: 0.9972411847734758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 32, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:44:24,925] Trial 7733 finished with value: 0.9969407660239308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 24, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:44:27,481] Trial 7734 finished with value: 0.9976407042186977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:44:42,497] Trial 7735 finished with value: 0.996243508317615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 62, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:44:48,407] Trial 7736 finished with value: 0.9972142619508992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 29, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:44:49,382] Trial 7737 finished with value: 0.9953319197614654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:44:53,207] Trial 7738 finished with value: 0.997352016085395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:44:54,588] Trial 7739 finished with value: 0.9974557776514739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:44:57,426] Trial 7740 finished with value: 0.9971130263731381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:45:09,091] Trial 7741 finished with value: 0.9964090140149272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 50, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:45:11,849] Trial 7742 finished with value: 0.9973701736279001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:45:13,585] Trial 7743 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 4.3374024089141386e-08, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:45:16,146] Trial 7744 finished with value: 0.9976672261280269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:45:22,988] Trial 7745 finished with value: 0.9971556147729389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 32, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:45:25,939] Trial 7746 finished with value: 0.9971573915879507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:45:28,317] Trial 7747 finished with value: 0.9975920088424797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:45:29,931] Trial 7748 finished with value: 0.9968193436135989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:45:31,916] Trial 7749 finished with value: 0.9975453824921875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:45:33,545] Trial 7750 finished with value: 0.996234564194435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:45:44,664] Trial 7751 finished with value: 0.9964488131287297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 47, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:45:47,876] Trial 7752 finished with value: 0.9974092328676037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:45:50,253] Trial 7753 finished with value: 0.997446299030194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:45:52,739] Trial 7754 finished with value: 0.9973915383811686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:45:54,790] Trial 7755 finished with value: 0.9975402563123245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:46:05,036] Trial 7756 finished with value: 0.997098597368265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 46, 'rf_n_estimators': 113}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:46:06,109] Trial 7757 finished with value: 0.9970476536469438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:46:08,034] Trial 7758 finished with value: 0.9975759284825427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:46:13,205] Trial 7759 finished with value: 0.9967179455694897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 21, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:46:16,030] Trial 7760 finished with value: 0.9971065314960156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:46:18,864] Trial 7761 finished with value: 0.9977225123885379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:46:20,296] Trial 7762 finished with value: 0.9867065068074274 and parameters: {'classifier': 'SVC', 'svc_c': 6229562.167096692, 'svc_kernel': 'sigmoid'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:46:27,790] Trial 7763 finished with value: 0.9968874088886497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 31, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:46:30,440] Trial 7764 finished with value: 0.9975387907509713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:46:34,014] Trial 7765 finished with value: 0.9972067421932685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:46:36,840] Trial 7766 finished with value: 0.9961419677385633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 25, 'rf_n_estimators': 93}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:46:39,325] Trial 7767 finished with value: 0.9976063933508067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:46:41,414] Trial 7768 finished with value: 0.9973928398575405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:46:44,527] Trial 7769 finished with value: 0.9976219964995668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:46:46,995] Trial 7770 finished with value: 0.9961707894084059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 18, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:46:49,914] Trial 7771 finished with value: 0.9973898350076748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:46:52,220] Trial 7772 finished with value: 0.9976378990002702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:46:55,335] Trial 7773 finished with value: 0.9973035445883762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:46:57,168] Trial 7774 finished with value: 0.9973157552404689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:46:59,265] Trial 7775 finished with value: 0.9973763094223376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:47:00,577] Trial 7776 finished with value: 0.9941487766544094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:47:10,523] Trial 7777 finished with value: 0.9970516341835607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 43, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:47:12,940] Trial 7778 finished with value: 0.997483601671933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:47:15,219] Trial 7779 finished with value: 0.9973407468748517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:47:26,908] Trial 7780 finished with value: 0.9965021552202428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 51, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:47:28,665] Trial 7781 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.3550832917530093e-05, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:47:31,808] Trial 7782 finished with value: 0.99739036487204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:47:33,838] Trial 7783 finished with value: 0.9970547158074244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:47:36,990] Trial 7784 finished with value: 0.9973043287368561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:47:39,043] Trial 7785 finished with value: 0.9976105816755038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:47:54,978] Trial 7786 finished with value: 0.9961031089237453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 65, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:47:55,975] Trial 7787 finished with value: 0.990138614319385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:47:58,081] Trial 7788 finished with value: 0.9955650062546707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 18, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:48:08,902] Trial 7789 finished with value: 0.9967123135191196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 45, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:48:10,851] Trial 7790 finished with value: 0.9971941219000041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 58}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:48:12,966] Trial 7791 finished with value: 0.9973103535755691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:48:14,902] Trial 7792 finished with value: 0.9971698359262563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:48:19,783] Trial 7793 finished with value: 0.9972409567048727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:48:22,466] Trial 7794 finished with value: 0.9974450558563585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:48:24,279] Trial 7795 finished with value: 0.9956633215323517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:48:27,459] Trial 7796 finished with value: 0.997090502868868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:48:32,973] Trial 7797 finished with value: 0.997146668586795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 26, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:48:34,538] Trial 7798 finished with value: 0.9972779521554052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 80}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:48:36,792] Trial 7799 finished with value: 0.9854046665289404 and parameters: {'classifier': 'SVC', 'svc_c': 0.17561956484037172, 'svc_kernel': 'sigmoid'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:48:40,622] Trial 7800 finished with value: 0.9974116264136335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:48:57,388] Trial 7801 finished with value: 0.9960821658403155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 74, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:49:05,595] Trial 7802 finished with value: 0.9968497804255527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 34, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:49:14,631] Trial 7803 finished with value: 0.9965992561421082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 38, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:49:21,225] Trial 7804 finished with value: 0.9971505189345153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 31, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:49:23,796] Trial 7805 finished with value: 0.9976072316124188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:49:26,096] Trial 7806 finished with value: 0.9974026926052734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:49:28,933] Trial 7807 finished with value: 0.9974411479043357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:49:31,359] Trial 7808 finished with value: 0.9972523323960957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:49:34,290] Trial 7809 finished with value: 0.9973562311968863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:49:39,549] Trial 7810 finished with value: 0.9970702465937556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 26, 'rf_n_estimators': 113}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:49:40,214] Trial 7811 finished with value: 0.9966923730996623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 16}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:49:45,447] Trial 7812 finished with value: 0.9962499623797888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 32, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:49:48,376] Trial 7813 finished with value: 0.9974703609025773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:49:56,768] Trial 7814 finished with value: 0.9963768467253066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 35, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:49:59,302] Trial 7815 finished with value: 0.9976000811888173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:50:01,019] Trial 7816 finished with value: 0.9972308409768383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:50:02,662] Trial 7817 finished with value: 0.9970026439939201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:50:04,843] Trial 7818 finished with value: 0.9974697894932912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:50:07,155] Trial 7819 finished with value: 0.9975226673226937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:50:08,712] Trial 7820 finished with value: 0.9962641231041302 and parameters: {'classifier': 'SVC', 'svc_c': 100700.26018848718, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:50:11,619] Trial 7821 finished with value: 0.997444976098997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:50:13,696] Trial 7822 finished with value: 0.9974692364602536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:50:16,007] Trial 7823 finished with value: 0.9975672840286851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:50:19,556] Trial 7824 finished with value: 0.9973748042520758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 113}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:50:22,636] Trial 7825 finished with value: 0.9975114363245909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:50:24,091] Trial 7826 finished with value: 0.9974211846653231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:50:27,844] Trial 7827 finished with value: 0.9971665104917872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 20, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:50:36,698] Trial 7828 finished with value: 0.9965621411348783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 38, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:50:38,152] Trial 7829 finished with value: 0.997054370594205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:50:40,149] Trial 7830 finished with value: 0.99763006694163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:50:48,306] Trial 7831 finished with value: 0.9970483265857958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 38, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:50:49,438] Trial 7832 finished with value: 0.9972673896211095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 2, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:50:52,777] Trial 7833 finished with value: 0.9971741782750184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:50:56,980] Trial 7834 finished with value: 0.9969661941180171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 29, 'rf_n_estimators': 73}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:50:59,133] Trial 7835 finished with value: 0.9974733424885568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:51:00,557] Trial 7836 finished with value: 0.9974184429861862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:51:01,770] Trial 7837 finished with value: 0.986872743301797 and parameters: {'classifier': 'SVC', 'svc_c': 1.6025890014213926, 'svc_kernel': 'sigmoid'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:51:05,453] Trial 7838 finished with value: 0.9972693685113782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:51:07,471] Trial 7839 finished with value: 0.9975131951124713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:51:08,496] Trial 7840 finished with value: 0.9895611199560258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:51:10,807] Trial 7841 finished with value: 0.9974084429745625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:51:12,019] Trial 7842 finished with value: 0.9897441361233855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 3, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:51:14,432] Trial 7843 finished with value: 0.9974004970403104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:51:15,740] Trial 7844 finished with value: 0.9971303252782945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 61}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:51:17,150] Trial 7845 finished with value: 0.9957143847786324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:51:20,345] Trial 7846 finished with value: 0.9971757139454093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:51:22,409] Trial 7847 finished with value: 0.9975939035955556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:51:25,167] Trial 7848 finished with value: 0.9973881826687361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:51:28,815] Trial 7849 finished with value: 0.9975784452033915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:51:34,373] Trial 7850 finished with value: 0.9968194725329793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 24, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:51:37,045] Trial 7851 finished with value: 0.9973462014151053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:51:39,820] Trial 7852 finished with value: 0.9971999898582405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:51:42,110] Trial 7853 finished with value: 0.9975438135604695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:51:44,644] Trial 7854 finished with value: 0.997041015409693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:51:45,791] Trial 7855 finished with value: 0.9952193256626893 and parameters: {'classifier': 'SVC', 'svc_c': 2242.2617673103273, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:51:47,780] Trial 7856 finished with value: 0.9975805602175453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:51:48,860] Trial 7857 finished with value: 0.9975386032751518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 40}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:51:52,218] Trial 7858 finished with value: 0.9974938307995105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:51:54,645] Trial 7859 finished with value: 0.9973464075210764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:51:57,735] Trial 7860 finished with value: 0.9973845096407045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:52:00,192] Trial 7861 finished with value: 0.9975546432327325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:52:05,613] Trial 7862 finished with value: 0.9972898281947393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 23, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:52:08,393] Trial 7863 finished with value: 0.9973398981397302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:52:11,127] Trial 7864 finished with value: 0.9973703346977806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:52:16,399] Trial 7865 finished with value: 0.9954301595981404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 47, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:52:18,492] Trial 7866 finished with value: 0.9973382352003304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:52:20,599] Trial 7867 finished with value: 0.9973857598920935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:52:32,591] Trial 7868 finished with value: 0.9969149677071542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 49, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:52:33,305] Trial 7869 finished with value: 0.9874109920604598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:52:36,016] Trial 7870 finished with value: 0.9974435189799271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:52:37,946] Trial 7871 finished with value: 0.9972721101270392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 18, 'rf_n_estimators': 50}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:52:40,765] Trial 7872 finished with value: 0.9971797431997143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:52:42,639] Trial 7873 finished with value: 0.9975132554462335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:52:44,448] Trial 7874 finished with value: 0.9853641920642048 and parameters: {'classifier': 'SVC', 'svc_c': 0.004758947934940416, 'svc_kernel': 'sigmoid'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:52:51,543] Trial 7875 finished with value: 0.9972878871995322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 30, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:52:55,234] Trial 7876 finished with value: 0.9974807182195633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:53:06,400] Trial 7877 finished with value: 0.9965351238285513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 50, 'rf_n_estimators': 113}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:53:08,920] Trial 7878 finished with value: 0.9973368372407198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:53:10,952] Trial 7879 finished with value: 0.9973561643251152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:53:13,250] Trial 7880 finished with value: 0.9975997895491856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:53:15,909] Trial 7881 finished with value: 0.9972467966385367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:53:31,327] Trial 7882 finished with value: 0.9958923139307068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 67, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:53:34,406] Trial 7883 finished with value: 0.9974396795500465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:53:36,949] Trial 7884 finished with value: 0.9973744067347848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:53:40,725] Trial 7885 finished with value: 0.9971094656972991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:53:41,785] Trial 7886 finished with value: 0.9969488183753867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 112}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:53:43,558] Trial 7887 finished with value: 0.9967497964321729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:53:46,255] Trial 7888 finished with value: 0.9973760076265755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:53:48,734] Trial 7889 finished with value: 0.9975084194777963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:53:49,694] Trial 7890 finished with value: 0.9964899617383581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 35}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:53:52,280] Trial 7891 finished with value: 0.9977450032027636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:54:01,489] Trial 7892 finished with value: 0.9969433211793853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 42, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:54:03,201] Trial 7893 finished with value: 0.9853848397946678 and parameters: {'classifier': 'SVC', 'svc_c': 0.05726073950593184, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:54:17,015] Trial 7894 finished with value: 0.9967510888315029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 57, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:54:20,260] Trial 7895 finished with value: 0.997577694189287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:54:23,681] Trial 7896 finished with value: 0.9968281024191374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 19, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:54:24,496] Trial 7897 finished with value: 0.996466467434974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 23}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:54:27,031] Trial 7898 finished with value: 0.9973818315643342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:54:28,593] Trial 7899 finished with value: 0.9955613391933656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:54:30,384] Trial 7900 finished with value: 0.9961607616261133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:54:32,358] Trial 7901 finished with value: 0.9973108109505538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:54:35,002] Trial 7902 finished with value: 0.9970684342640254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:54:37,740] Trial 7903 finished with value: 0.9974234084135478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:54:39,901] Trial 7904 finished with value: 0.9974908504195716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:54:41,503] Trial 7905 finished with value: 0.9969767324680272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:54:48,929] Trial 7906 finished with value: 0.9970613118967341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 41, 'rf_n_estimators': 90}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:54:51,550] Trial 7907 finished with value: 0.9974533149485437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:54:55,267] Trial 7908 finished with value: 0.9972312196418124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:54:58,158] Trial 7909 finished with value: 0.9970894315240635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:55:01,723] Trial 7910 finished with value: 0.9971991336012348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:55:03,945] Trial 7911 finished with value: 0.9852053993786534 and parameters: {'classifier': 'SVC', 'svc_c': 0.0001448837773016761, 'svc_kernel': 'sigmoid'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:55:08,656] Trial 7912 finished with value: 0.9971737716489478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 21, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:55:10,974] Trial 7913 finished with value: 0.9974402392480449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:55:13,030] Trial 7914 finished with value: 0.9973889382213613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:55:16,316] Trial 7915 finished with value: 0.9975498308772984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:55:19,549] Trial 7916 finished with value: 0.997602773896363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:55:21,802] Trial 7917 finished with value: 0.997362289804733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:55:23,799] Trial 7918 finished with value: 0.997365116763627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:55:26,595] Trial 7919 finished with value: 0.9972121635039329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:55:28,146] Trial 7920 finished with value: 0.9966120805735934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:55:30,507] Trial 7921 finished with value: 0.9974153549195274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:55:31,228] Trial 7922 finished with value: 0.986496781635774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:55:32,203] Trial 7923 finished with value: 0.9968016512218659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:55:47,328] Trial 7924 finished with value: 0.9965018870349246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 67, 'rf_n_estimators': 113}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:55:50,145] Trial 7925 finished with value: 0.9973724331447468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:55:53,326] Trial 7926 finished with value: 0.9973074278483068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:55:58,643] Trial 7927 finished with value: 0.9971092491812944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 23, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:56:00,944] Trial 7928 finished with value: 0.9972966154097277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:56:03,422] Trial 7929 finished with value: 0.9971687580434428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:56:04,228] Trial 7930 finished with value: 0.9956926894433197 and parameters: {'classifier': 'SVC', 'svc_c': 6315.4414117803835, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:56:05,867] Trial 7931 finished with value: 0.9970507905265045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:56:08,698] Trial 7932 finished with value: 0.9975921204647001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:56:09,953] Trial 7933 finished with value: 0.9972670507237335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:56:12,199] Trial 7934 finished with value: 0.9974975924080418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:56:14,820] Trial 7935 finished with value: 0.9974016470633876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:56:19,329] Trial 7936 finished with value: 0.9972206992554579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:56:22,077] Trial 7937 finished with value: 0.9974279766092596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:56:24,565] Trial 7938 finished with value: 0.9977056028122927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:56:26,506] Trial 7939 finished with value: 0.9972029206953058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:56:28,635] Trial 7940 finished with value: 0.9975870157079246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:56:32,798] Trial 7941 finished with value: 0.9970089589805832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:56:35,851] Trial 7942 finished with value: 0.9970663323576274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:56:36,999] Trial 7943 finished with value: 0.9972920843791057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:56:39,406] Trial 7944 finished with value: 0.9970047377436759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:56:42,595] Trial 7945 finished with value: 0.9976670660737598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:56:44,645] Trial 7946 finished with value: 0.9974730983923105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:56:53,250] Trial 7947 finished with value: 0.9967467182042652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 38, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:56:54,660] Trial 7948 finished with value: 0.9973046953096874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:56:56,266] Trial 7949 finished with value: 0.9857533716800279 and parameters: {'classifier': 'SVC', 'svc_c': 0.4475380824597063, 'svc_kernel': 'sigmoid'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:56:57,513] Trial 7950 finished with value: 0.9958887457329837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 45}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:56:59,863] Trial 7951 finished with value: 0.9968165224944797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:57:02,154] Trial 7952 finished with value: 0.997409996957726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:57:05,422] Trial 7953 finished with value: 0.997373140011422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:57:08,360] Trial 7954 finished with value: 0.9974163530132415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:57:09,635] Trial 7955 finished with value: 0.9970279388840088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:57:11,811] Trial 7956 finished with value: 0.9971886961142946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:57:13,987] Trial 7957 finished with value: 0.9973806092423038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:57:17,203] Trial 7958 finished with value: 0.9974673546245058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:57:19,184] Trial 7959 finished with value: 0.9973294446886224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:57:20,736] Trial 7960 finished with value: 0.997037183374745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 70}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:57:23,096] Trial 7961 finished with value: 0.9971787370445716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:57:27,090] Trial 7962 finished with value: 0.9972184333910298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 23, 'rf_n_estimators': 84}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:57:29,365] Trial 7963 finished with value: 0.9971659770410385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:57:33,285] Trial 7964 finished with value: 0.9969612766783715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:57:34,245] Trial 7965 finished with value: 0.989249446912754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 08:57:42,883] Trial 7966 finished with value: 0.9969957325884998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 37, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:01:36,185] Trial 7967 finished with value: 0.9892308618923732 and parameters: {'classifier': 'SVC', 'svc_c': 9743108988.927637, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:01:38,660] Trial 7968 finished with value: 0.9973062466268666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:01:46,505] Trial 7969 finished with value: 0.9968649008724783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 34, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:02:02,517] Trial 7970 finished with value: 0.9965575609739754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 66, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:02:04,525] Trial 7971 finished with value: 0.9975359114245296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:02:06,497] Trial 7972 finished with value: 0.9974878439510727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:02:09,678] Trial 7973 finished with value: 0.9975356721207073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:02:13,964] Trial 7974 finished with value: 0.9972757198379454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 20, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:02:18,015] Trial 7975 finished with value: 0.9975531160363628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:02:19,237] Trial 7976 finished with value: 0.9953675530844851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:02:21,892] Trial 7977 finished with value: 0.9975810927161568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:02:22,927] Trial 7978 finished with value: 0.9968626212972742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:02:24,838] Trial 7979 finished with value: 0.9973816050826265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:02:37,892] Trial 7980 finished with value: 0.9964998542536891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 56, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:02:39,733] Trial 7981 finished with value: 0.9974515276600223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:02:42,780] Trial 7982 finished with value: 0.9971419510007525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:02:45,462] Trial 7983 finished with value: 0.9973225791762164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:02:48,046] Trial 7984 finished with value: 0.9975227075663605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:02:50,407] Trial 7985 finished with value: 0.9974021678507112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:02:52,172] Trial 7986 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 4.8375032867679645e-09, 'svc_kernel': 'sigmoid'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:02:54,263] Trial 7987 finished with value: 0.9972678875571398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:02:57,552] Trial 7988 finished with value: 0.9974970920916685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:03:00,102] Trial 7989 finished with value: 0.9975206054377971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:03:02,072] Trial 7990 finished with value: 0.997521369337492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:03:03,345] Trial 7991 finished with value: 0.9973633493430359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 55}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:03:05,857] Trial 7992 finished with value: 0.9977382558823251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:03:09,182] Trial 7993 finished with value: 0.9975871787772933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:03:11,546] Trial 7994 finished with value: 0.9973353283571229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:03:12,694] Trial 7995 finished with value: 0.9967086248442995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 4, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:03:15,323] Trial 7996 finished with value: 0.9977646628686913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:03:17,319] Trial 7997 finished with value: 0.9975909895478433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:03:19,291] Trial 7998 finished with value: 0.997396398946484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:03:21,488] Trial 7999 finished with value: 0.9974244857885549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:03:24,112] Trial 8000 finished with value: 0.99759759144519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:03:26,179] Trial 8001 finished with value: 0.9975260681664309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:03:28,357] Trial 8002 finished with value: 0.997420729511992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:03:30,541] Trial 8003 finished with value: 0.9974371744452721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:03:32,558] Trial 8004 finished with value: 0.9974740960416938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:03:34,711] Trial 8005 finished with value: 0.9853854942937956 and parameters: {'classifier': 'SVC', 'svc_c': 0.018059555697703632, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:03:36,750] Trial 8006 finished with value: 0.9976579751944955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:03:38,960] Trial 8007 finished with value: 0.9974891459035131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:03:41,117] Trial 8008 finished with value: 0.9977043701437044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:03:43,541] Trial 8009 finished with value: 0.9972968816272957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:03:45,673] Trial 8010 finished with value: 0.9976883809350378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:03:47,732] Trial 8011 finished with value: 0.996945276107534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:03:50,006] Trial 8012 finished with value: 0.9976420156925103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:03:52,788] Trial 8013 finished with value: 0.9975140334375593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:03:54,995] Trial 8014 finished with value: 0.9975801443557436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:03:57,002] Trial 8015 finished with value: 0.9973056150742458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:03:59,325] Trial 8016 finished with value: 0.997693651458904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:04:01,976] Trial 8017 finished with value: 0.9972702508886816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:04:04,341] Trial 8018 finished with value: 0.9974635328091641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:04:06,324] Trial 8019 finished with value: 0.9975133118444951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:04:08,512] Trial 8020 finished with value: 0.9973774297069955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:04:11,346] Trial 8021 finished with value: 0.9975816805974169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:04:13,540] Trial 8022 finished with value: 0.9974808365067446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:04:15,567] Trial 8023 finished with value: 0.9974246388922205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:04:17,318] Trial 8024 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 4.7540928347674256e-05, 'svc_kernel': 'sigmoid'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:04:19,770] Trial 8025 finished with value: 0.9974418399176702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:04:22,560] Trial 8026 finished with value: 0.9975808755019181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:04:24,801] Trial 8027 finished with value: 0.997420541242725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:04:26,782] Trial 8028 finished with value: 0.9973750026457355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:04:29,048] Trial 8029 finished with value: 0.9975634499625109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:04:31,801] Trial 8030 finished with value: 0.9973101365517577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:04:33,729] Trial 8031 finished with value: 0.9975273828140342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:04:35,939] Trial 8032 finished with value: 0.9975179212677485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:04:36,501] Trial 8033 finished with value: 0.9930679929009422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 5}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:04:39,112] Trial 8034 finished with value: 0.9975231091461038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:04:41,221] Trial 8035 finished with value: 0.9975480677730627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:04:43,526] Trial 8036 finished with value: 0.9975118844638443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:04:45,932] Trial 8037 finished with value: 0.9975707535849918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:04:48,326] Trial 8038 finished with value: 0.9973193507010546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:04:50,536] Trial 8039 finished with value: 0.9976901728255556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:05:04,754] Trial 8040 finished with value: 0.9966976776465654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 62, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:05:21,747] Trial 8041 finished with value: 0.9963826867859223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 71, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:05:23,957] Trial 8042 finished with value: 0.9850762638633584 and parameters: {'classifier': 'SVC', 'svc_c': 4.310680172642001e-10, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:05:26,141] Trial 8043 finished with value: 0.9976313555006732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:05:27,965] Trial 8044 finished with value: 0.9974159487992519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:05:30,349] Trial 8045 finished with value: 0.997321479235557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:05:32,743] Trial 8046 finished with value: 0.9973785241252587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:05:34,812] Trial 8047 finished with value: 0.9973362428214508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:05:37,156] Trial 8048 finished with value: 0.9976015140601259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:05:39,769] Trial 8049 finished with value: 0.9966975013107514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:05:41,741] Trial 8050 finished with value: 0.9974127776427512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:05:44,527] Trial 8051 finished with value: 0.997596352873351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:05:46,694] Trial 8052 finished with value: 0.9973516421493693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:05:49,324] Trial 8053 finished with value: 0.9974557878710799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:06:02,863] Trial 8054 finished with value: 0.9967146147395765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 57, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:06:05,294] Trial 8055 finished with value: 0.9977372200522389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:06:07,651] Trial 8056 finished with value: 0.9974393230381319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:06:13,599] Trial 8057 finished with value: 0.9974431179714661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 25, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:06:15,419] Trial 8058 finished with value: 0.9975885670885799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:06:17,960] Trial 8059 finished with value: 0.9974391310872676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:06:24,460] Trial 8060 finished with value: 0.9974019832630413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 28, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:06:25,252] Trial 8061 finished with value: 0.9924302882359418 and parameters: {'classifier': 'SVC', 'svc_c': 228.42695332814455, 'svc_kernel': 'sigmoid'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:06:26,944] Trial 8062 finished with value: 0.9974827183107543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:06:29,180] Trial 8063 finished with value: 0.9975132620159802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:06:31,559] Trial 8064 finished with value: 0.9975051924943164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:06:33,726] Trial 8065 finished with value: 0.9975837195040685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:06:36,195] Trial 8066 finished with value: 0.9973099986822879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:06:38,645] Trial 8067 finished with value: 0.9973733505607001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:06:41,143] Trial 8068 finished with value: 0.9978111417329276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:06:43,697] Trial 8069 finished with value: 0.9975248343552781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:06:46,247] Trial 8070 finished with value: 0.9974887002398164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:06:49,118] Trial 8071 finished with value: 0.997648711534063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:06:51,549] Trial 8072 finished with value: 0.9976299415134197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:06:58,033] Trial 8073 finished with value: 0.9969825748137723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 31, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:07:00,817] Trial 8074 finished with value: 0.997346611437132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:07:03,744] Trial 8075 finished with value: 0.9975386123521931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:07:06,217] Trial 8076 finished with value: 0.9974946379897114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:07:08,816] Trial 8077 finished with value: 0.9972941960290412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:07:11,314] Trial 8078 finished with value: 0.9976771519046852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:07:13,871] Trial 8079 finished with value: 0.9975987606062254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:08:35,583] Trial 8080 finished with value: 0.9901807751778339 and parameters: {'classifier': 'SVC', 'svc_c': 214486328.9893237, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:08:37,231] Trial 8081 finished with value: 0.9974414984495237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:08:40,051] Trial 8082 finished with value: 0.9972981520957317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:08:45,159] Trial 8083 finished with value: 0.9971306796955073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 24, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:08:48,334] Trial 8084 finished with value: 0.9975518132269992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:08:54,272] Trial 8085 finished with value: 0.9972485864978285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 27, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:09:06,826] Trial 8086 finished with value: 0.9966679262464614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 57, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:09:09,033] Trial 8087 finished with value: 0.9976171111152077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:09:11,939] Trial 8088 finished with value: 0.9974273386138437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:09:14,378] Trial 8089 finished with value: 0.9974499498734283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:09:16,123] Trial 8090 finished with value: 0.9972530472924616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:09:18,107] Trial 8091 finished with value: 0.9973916935477982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 96}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:09:20,871] Trial 8092 finished with value: 0.9975617290696922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:09:26,810] Trial 8093 finished with value: 0.9970887723277251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 26, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:09:28,032] Trial 8094 finished with value: 0.9968888313816625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 3, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:09:30,769] Trial 8095 finished with value: 0.9976425086139512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:09:33,502] Trial 8096 finished with value: 0.997457248671747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:09:43,119] Trial 8097 finished with value: 0.9971376433415234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 45, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:09:45,417] Trial 8098 finished with value: 0.9972082006770685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:09:47,184] Trial 8099 finished with value: 0.9852048260650927 and parameters: {'classifier': 'SVC', 'svc_c': 2.0414403833026504e-07, 'svc_kernel': 'sigmoid'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:09:48,299] Trial 8100 finished with value: 0.996781824614545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:09:50,494] Trial 8101 finished with value: 0.9973095723787146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:10:00,840] Trial 8102 finished with value: 0.9964911499104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 53, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:10:01,882] Trial 8103 finished with value: 0.996716297705596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:10:03,498] Trial 8104 finished with value: 0.9974383046956329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:10:06,646] Trial 8105 finished with value: 0.9975475502230055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:10:08,898] Trial 8106 finished with value: 0.9973346744292774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:10:11,416] Trial 8107 finished with value: 0.9975030528198084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:10:13,756] Trial 8108 finished with value: 0.9976226602979015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:10:16,102] Trial 8109 finished with value: 0.9976190513169673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:10:27,550] Trial 8110 finished with value: 0.9966827958369663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 52, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:10:29,547] Trial 8111 finished with value: 0.9972331235036678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:10:30,391] Trial 8112 finished with value: 0.9898963673456844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:10:33,370] Trial 8113 finished with value: 0.997030168979815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:10:35,549] Trial 8114 finished with value: 0.9972864953018622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:10:37,792] Trial 8115 finished with value: 0.9975485928767417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:10:39,374] Trial 8116 finished with value: 0.9969229412533857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 78}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:10:41,772] Trial 8117 finished with value: 0.9973881717508958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:10:46,796] Trial 8118 finished with value: 0.9929303541972155 and parameters: {'classifier': 'SVC', 'svc_c': 1572463.1704918079, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:10:48,884] Trial 8119 finished with value: 0.9973756385781875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:10:51,676] Trial 8120 finished with value: 0.9973731930454651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:10:54,444] Trial 8121 finished with value: 0.9975232073431893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:11:00,867] Trial 8122 finished with value: 0.9973298418567964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 27, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:11:02,905] Trial 8123 finished with value: 0.9972830438996385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:11:04,526] Trial 8124 finished with value: 0.9974781282158863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:11:06,908] Trial 8125 finished with value: 0.9973398239682404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:11:09,839] Trial 8126 finished with value: 0.9975514759165184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:11:10,979] Trial 8127 finished with value: 0.9938155594752159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:11:13,915] Trial 8128 finished with value: 0.9974681809526649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:11:16,210] Trial 8129 finished with value: 0.9977679462504329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:11:18,514] Trial 8130 finished with value: 0.9974596776690196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:11:20,726] Trial 8131 finished with value: 0.9973993022350459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:11:23,196] Trial 8132 finished with value: 0.9974831274758573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:11:24,661] Trial 8133 finished with value: 0.9970157355633726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:11:26,666] Trial 8134 finished with value: 0.9973927447390317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:11:28,452] Trial 8135 finished with value: 0.9974456854412289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:11:30,536] Trial 8136 finished with value: 0.9975137636970836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:11:32,350] Trial 8137 finished with value: 0.9852034331200716 and parameters: {'classifier': 'SVC', 'svc_c': 2.341311415372155e-08, 'svc_kernel': 'sigmoid'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:11:35,428] Trial 8138 finished with value: 0.9972355451377458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:11:37,887] Trial 8139 finished with value: 0.9974093043731093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:11:49,566] Trial 8140 finished with value: 0.9963832217600906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 60, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:11:58,156] Trial 8141 finished with value: 0.9968304724473778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 43, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:12:12,747] Trial 8142 finished with value: 0.9961781763746317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 73, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:12:21,816] Trial 8143 finished with value: 0.9965436459962514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 47, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:12:23,776] Trial 8144 finished with value: 0.9974319157279075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:12:25,865] Trial 8145 finished with value: 0.997486761021932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:12:28,574] Trial 8146 finished with value: 0.9974400436473211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:12:31,059] Trial 8147 finished with value: 0.9974543926409297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:12:38,214] Trial 8148 finished with value: 0.996930106117735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 48, 'rf_n_estimators': 87}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:12:39,569] Trial 8149 finished with value: 0.9972821931650288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 66}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:12:41,931] Trial 8150 finished with value: 0.9973216441457242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:12:43,635] Trial 8151 finished with value: 0.9974090560557212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:12:49,416] Trial 8152 finished with value: 0.9971059301578827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 27, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:12:51,623] Trial 8153 finished with value: 0.9974322134612175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:12:53,438] Trial 8154 finished with value: 0.9972466382663785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:12:54,217] Trial 8155 finished with value: 0.9929224675811126 and parameters: {'classifier': 'SVC', 'svc_c': 76.94441846670017, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:12:55,329] Trial 8156 finished with value: 0.9967018480710829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:12:57,989] Trial 8157 finished with value: 0.9974668345354164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:13:00,307] Trial 8158 finished with value: 0.9973770374264593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:13:02,778] Trial 8159 finished with value: 0.9973619731873679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:13:05,154] Trial 8160 finished with value: 0.9975386289193809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:13:06,126] Trial 8161 finished with value: 0.996150103878095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 1, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:13:08,090] Trial 8162 finished with value: 0.9975006681286548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:13:11,158] Trial 8163 finished with value: 0.9975184792836377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:13:13,256] Trial 8164 finished with value: 0.9972975699907707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:13:15,449] Trial 8165 finished with value: 0.9971013841469684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:13:17,205] Trial 8166 finished with value: 0.9973576961869571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:13:20,135] Trial 8167 finished with value: 0.9975000195962536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:13:24,798] Trial 8168 finished with value: 0.997299896474602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 22, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:13:33,448] Trial 8169 finished with value: 0.9960783165399457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 49, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:13:34,704] Trial 8170 finished with value: 0.997139886354658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:13:37,059] Trial 8171 finished with value: 0.9974741392369859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:13:39,286] Trial 8172 finished with value: 0.9976349843177997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:13:41,939] Trial 8173 finished with value: 0.9973927041145102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:13:43,486] Trial 8174 finished with value: 0.9867327158444649 and parameters: {'classifier': 'SVC', 'svc_c': 1345536245.4351013, 'svc_kernel': 'sigmoid'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:13:46,192] Trial 8175 finished with value: 0.9975026567624612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:13:53,602] Trial 8176 finished with value: 0.9970551707703281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 36, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:13:56,080] Trial 8177 finished with value: 0.9973766239132628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:13:57,727] Trial 8178 finished with value: 0.9974391703153213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:13:59,915] Trial 8179 finished with value: 0.9973216272611575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:14:02,240] Trial 8180 finished with value: 0.9973906686990283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:14:04,091] Trial 8181 finished with value: 0.9974161990526523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:14:12,132] Trial 8182 finished with value: 0.9963109262980429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 41, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:14:14,457] Trial 8183 finished with value: 0.9973632436240659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:14:17,116] Trial 8184 finished with value: 0.9975408113131122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:14:19,289] Trial 8185 finished with value: 0.9976458459501355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:14:27,127] Trial 8186 finished with value: 0.9968282174373141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 39, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:14:30,092] Trial 8187 finished with value: 0.9977059758279191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:14:36,195] Trial 8188 finished with value: 0.9968479726660812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 35, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:14:38,127] Trial 8189 finished with value: 0.9974520826290724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:14:40,504] Trial 8190 finished with value: 0.997252643427589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:14:43,540] Trial 8191 finished with value: 0.9973097231337752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:15:23,220] Trial 8192 finished with value: 0.9895641588606662 and parameters: {'classifier': 'SVC', 'svc_c': 19889823.149033617, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:15:23,956] Trial 8193 finished with value: 0.9870565285103926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:15:25,071] Trial 8194 finished with value: 0.9970419805911971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 48}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:15:27,633] Trial 8195 finished with value: 0.9973428988001919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:15:30,345] Trial 8196 finished with value: 0.997463810039786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:15:31,447] Trial 8197 finished with value: 0.9967463679447183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:15:34,107] Trial 8198 finished with value: 0.9973600037232577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:15:35,603] Trial 8199 finished with value: 0.9966245712492438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:15:37,450] Trial 8200 finished with value: 0.9974023801773123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 75}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:15:39,715] Trial 8201 finished with value: 0.9974711839617317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:15:41,519] Trial 8202 finished with value: 0.9975970939852282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:15:42,297] Trial 8203 finished with value: 0.9968194345744418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 33}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:15:43,767] Trial 8204 finished with value: 0.9902418964526333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:15:44,293] Trial 8205 finished with value: 0.9908543208904582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 9}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:15:47,232] Trial 8206 finished with value: 0.9973991676980559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:15:56,422] Trial 8207 finished with value: 0.9968083445561241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 43, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:16:05,507] Trial 8208 finished with value: 0.9962770520802827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 52, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:16:07,052] Trial 8209 finished with value: 0.995920904199466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:16:09,362] Trial 8210 finished with value: 0.9972363515344987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:16:10,161] Trial 8211 finished with value: 0.9927896985832189 and parameters: {'classifier': 'SVC', 'svc_c': 686.0303860332971, 'svc_kernel': 'sigmoid'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:16:13,030] Trial 8212 finished with value: 0.9972418504760849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:16:15,147] Trial 8213 finished with value: 0.9976417429686714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:16:17,739] Trial 8214 finished with value: 0.9973715880277466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:16:19,347] Trial 8215 finished with value: 0.9962169295339557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:16:21,121] Trial 8216 finished with value: 0.996814024689424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:16:36,336] Trial 8217 finished with value: 0.99628282234924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 73, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:16:37,712] Trial 8218 finished with value: 0.9962154639091265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:16:39,511] Trial 8219 finished with value: 0.9975455737130798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:16:42,930] Trial 8220 finished with value: 0.9975379450309507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:16:44,658] Trial 8221 finished with value: 0.9967776314339477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:16:51,361] Trial 8222 finished with value: 0.9953614090064536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 53, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:16:52,900] Trial 8223 finished with value: 0.9971903915215737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 93}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:16:55,742] Trial 8224 finished with value: 0.9974360290241915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:16:58,114] Trial 8225 finished with value: 0.997517320151781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:17:02,763] Trial 8226 finished with value: 0.9971554964857577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 22, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:17:05,466] Trial 8227 finished with value: 0.997393098299321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:17:07,627] Trial 8228 finished with value: 0.9974802493871943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:17:09,858] Trial 8229 finished with value: 0.9974202980986159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:17:55,734] Trial 8230 finished with value: 0.9903304948843011 and parameters: {'classifier': 'SVC', 'svc_c': 103597654.75243382, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:17:58,367] Trial 8231 finished with value: 0.9975541625303858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:17:59,542] Trial 8232 finished with value: 0.995336968532572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:18:01,777] Trial 8233 finished with value: 0.9973996514789795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:18:05,447] Trial 8234 finished with value: 0.9959664725031369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 25, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:18:06,804] Trial 8235 finished with value: 0.9971589770233805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:18:08,403] Trial 8236 finished with value: 0.9973844968820657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:18:15,960] Trial 8237 finished with value: 0.997005734155281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 32, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:18:22,695] Trial 8238 finished with value: 0.9968809527635121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 31, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:18:23,752] Trial 8239 finished with value: 0.9898261164078979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:18:24,781] Trial 8240 finished with value: 0.9967823427358845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:18:27,351] Trial 8241 finished with value: 0.9967213051222092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:18:28,526] Trial 8242 finished with value: 0.9967184526142994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 3, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:18:30,873] Trial 8243 finished with value: 0.9974899855298552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:18:37,916] Trial 8244 finished with value: 0.9969188107551559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 34, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:18:50,214] Trial 8245 finished with value: 0.9965955325873277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 60, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:18:51,813] Trial 8246 finished with value: 0.9960137849317751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:18:57,907] Trial 8247 finished with value: 0.9968609716243196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 37, 'rf_n_estimators': 89}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:18:58,986] Trial 8248 finished with value: 0.9939840457428945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:19:01,336] Trial 8249 finished with value: 0.9976172097883621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:19:02,426] Trial 8250 finished with value: 0.9878908659841462 and parameters: {'classifier': 'SVC', 'svc_c': 3.09811472440814, 'svc_kernel': 'sigmoid'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:19:04,625] Trial 8251 finished with value: 0.9971781069836325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:19:07,234] Trial 8252 finished with value: 0.9974172968351338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:19:18,534] Trial 8253 finished with value: 0.9966481858710351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 52, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:19:20,350] Trial 8254 finished with value: 0.9973882389400459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:19:22,464] Trial 8255 finished with value: 0.9975392397788859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:19:30,691] Trial 8256 finished with value: 0.9967223073101134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 45, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:19:33,314] Trial 8257 finished with value: 0.9975715618225435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:19:36,049] Trial 8258 finished with value: 0.9973844719360704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:19:37,913] Trial 8259 finished with value: 0.9976632095371473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:19:40,485] Trial 8260 finished with value: 0.9975355815089815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:19:43,462] Trial 8261 finished with value: 0.9974012063825425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:19:45,170] Trial 8262 finished with value: 0.9955455014379936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:19:46,052] Trial 8263 finished with value: 0.9976466349227772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 27}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:19:47,396] Trial 8264 finished with value: 0.9962273450265261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:19:49,258] Trial 8265 finished with value: 0.9975459774827388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 97}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:19:50,745] Trial 8266 finished with value: 0.9903445390670463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:19:52,919] Trial 8267 finished with value: 0.9972349998487574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:19:53,929] Trial 8268 finished with value: 0.9964412105034227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:19:54,837] Trial 8269 finished with value: 0.9917913834019706 and parameters: {'classifier': 'SVC', 'svc_c': 25.088580068960333, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:19:57,767] Trial 8270 finished with value: 0.9972512694935745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:19:58,957] Trial 8271 finished with value: 0.9965239923605261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:20:00,750] Trial 8272 finished with value: 0.9972847095050225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:20:01,579] Trial 8273 finished with value: 0.9939167270069035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 63}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:20:03,519] Trial 8274 finished with value: 0.9974279708964363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:20:05,347] Trial 8275 finished with value: 0.9974738514059031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:20:07,453] Trial 8276 finished with value: 0.9970642553654865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:20:10,250] Trial 8277 finished with value: 0.9973004627423471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:20:12,828] Trial 8278 finished with value: 0.9974294014191397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:20:15,526] Trial 8279 finished with value: 0.9974488354920211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:20:17,712] Trial 8280 finished with value: 0.9973885940554927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:20:19,976] Trial 8281 finished with value: 0.9975296045627707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:20:22,348] Trial 8282 finished with value: 0.9975406490054534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:20:31,100] Trial 8283 finished with value: 0.996111248522709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 53, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:20:33,271] Trial 8284 finished with value: 0.9974875022607611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:20:35,977] Trial 8285 finished with value: 0.9974316231678765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:20:38,183] Trial 8286 finished with value: 0.985205317494852 and parameters: {'classifier': 'SVC', 'svc_c': 8.033361070042891e-07, 'svc_kernel': 'sigmoid'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:20:42,662] Trial 8287 finished with value: 0.9960553610192789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 67, 'rf_n_estimators': 38}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:20:44,791] Trial 8288 finished with value: 0.9972834504304954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:20:47,421] Trial 8289 finished with value: 0.9974408838766835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:20:49,537] Trial 8290 finished with value: 0.9975611030394673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:20:50,893] Trial 8291 finished with value: 0.9954879283977736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:20:54,962] Trial 8292 finished with value: 0.9964989784778705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 25, 'rf_n_estimators': 112}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:20:56,974] Trial 8293 finished with value: 0.9977183839215341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:20:59,946] Trial 8294 finished with value: 0.9974136501178276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:21:02,141] Trial 8295 finished with value: 0.9976104084817429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:21:04,380] Trial 8296 finished with value: 0.9975987582893581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:21:05,240] Trial 8297 finished with value: 0.9971296403742514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 72}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:21:06,756] Trial 8298 finished with value: 0.9934750340715451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:21:08,911] Trial 8299 finished with value: 0.9973742953347297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:21:11,942] Trial 8300 finished with value: 0.9975303796342091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:21:20,185] Trial 8301 finished with value: 0.9969739715239806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 35, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:21:22,717] Trial 8302 finished with value: 0.9963677467055252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 26, 'rf_n_estimators': 52}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:21:25,416] Trial 8303 finished with value: 0.9976707442433321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:21:27,443] Trial 8304 finished with value: 0.9976075800311669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:21:29,174] Trial 8305 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.912797296258136e-09, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:21:32,642] Trial 8306 finished with value: 0.9956683924882556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 28, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:21:34,859] Trial 8307 finished with value: 0.997396443220865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 80}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:21:36,825] Trial 8308 finished with value: 0.9972871650669236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:21:45,812] Trial 8309 finished with value: 0.9968186373816822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 40, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:21:48,263] Trial 8310 finished with value: 0.9971544538637594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:21:51,278] Trial 8311 finished with value: 0.9974986541362606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:21:54,188] Trial 8312 finished with value: 0.997047765364378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:21:55,890] Trial 8313 finished with value: 0.9971484303263006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:21:59,010] Trial 8314 finished with value: 0.9962320268122086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 20, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:22:01,130] Trial 8315 finished with value: 0.9974687511241725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:22:02,189] Trial 8316 finished with value: 0.9962430294243293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 3, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:22:04,660] Trial 8317 finished with value: 0.9974385283209289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:22:06,266] Trial 8318 finished with value: 0.9973392541458495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:22:07,519] Trial 8319 finished with value: 0.9968432846280307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 20}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:22:09,900] Trial 8320 finished with value: 0.997616340614028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:22:23,841] Trial 8321 finished with value: 0.9966054804535697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 60, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:22:30,267] Trial 8322 finished with value: 0.9967345020297765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 28, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:22:32,466] Trial 8323 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 2.942263870527746e-06, 'svc_kernel': 'sigmoid'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:22:33,389] Trial 8324 finished with value: 0.9881271580060059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:22:35,574] Trial 8325 finished with value: 0.9973669093523788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:22:37,596] Trial 8326 finished with value: 0.9975801275029149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:22:39,945] Trial 8327 finished with value: 0.9975608443120455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:22:42,429] Trial 8328 finished with value: 0.997450756714512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:22:44,324] Trial 8329 finished with value: 0.9972477831479146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:22:46,851] Trial 8330 finished with value: 0.9972185565341108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:22:55,386] Trial 8331 finished with value: 0.9966575337003981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 46, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:23:03,597] Trial 8332 finished with value: 0.9968466044766281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 39, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:23:05,382] Trial 8333 finished with value: 0.9974693860727494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:23:07,215] Trial 8334 finished with value: 0.9972831051220621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 68}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:23:09,803] Trial 8335 finished with value: 0.9975816028712815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:23:10,860] Trial 8336 finished with value: 0.9969484169860708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:23:12,962] Trial 8337 finished with value: 0.9970265007759455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 42}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:23:14,617] Trial 8338 finished with value: 0.9963709836864458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:23:16,448] Trial 8339 finished with value: 0.9974728195747934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:23:19,119] Trial 8340 finished with value: 0.9974161868652959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:23:21,362] Trial 8341 finished with value: 0.9970384302619159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:23:30,842] Trial 8342 finished with value: 0.9964735032847295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 55, 'rf_n_estimators': 112}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:23:33,107] Trial 8343 finished with value: 0.9851788525233287 and parameters: {'classifier': 'SVC', 'svc_c': 0.0005474796903758326, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:23:34,746] Trial 8344 finished with value: 0.9974076933251882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 83}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:23:39,710] Trial 8345 finished with value: 0.9968990388005116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 22, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:23:42,111] Trial 8346 finished with value: 0.9974272265472924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:23:45,334] Trial 8347 finished with value: 0.9975344771250151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:23:47,433] Trial 8348 finished with value: 0.9973848299396666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:23:49,744] Trial 8349 finished with value: 0.9976521279611127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:23:51,836] Trial 8350 finished with value: 0.9969755139545459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:23:54,897] Trial 8351 finished with value: 0.9974928504790247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:23:56,587] Trial 8352 finished with value: 0.9957839276754411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:23:58,910] Trial 8353 finished with value: 0.997430896496747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:23:59,787] Trial 8354 finished with value: 0.9945797486515758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 2, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:24:01,806] Trial 8355 finished with value: 0.9965058868047137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:24:03,302] Trial 8356 finished with value: 0.997328718334872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:24:04,115] Trial 8357 finished with value: 0.9901919579025794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 3, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:24:15,406] Trial 8358 finished with value: 0.9958823183941282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 48, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:24:21,538] Trial 8359 finished with value: 0.99710868472261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 25, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:24:23,158] Trial 8360 finished with value: 0.9975227712960786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:24:24,940] Trial 8361 finished with value: 0.9852048264142096 and parameters: {'classifier': 'SVC', 'svc_c': 5.857018340788491e-08, 'svc_kernel': 'sigmoid'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:24:26,767] Trial 8362 finished with value: 0.9976501386925483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:24:29,010] Trial 8363 finished with value: 0.9973470259024656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:24:31,845] Trial 8364 finished with value: 0.9975514683628964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:24:32,888] Trial 8365 finished with value: 0.9895042191246861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:24:39,141] Trial 8366 finished with value: 0.9970069589528681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 29, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:24:41,509] Trial 8367 finished with value: 0.9974949097931508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:24:43,472] Trial 8368 finished with value: 0.9973792933251843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:24:45,789] Trial 8369 finished with value: 0.9975347555934153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:24:47,730] Trial 8370 finished with value: 0.9974612214643148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:24:56,160] Trial 8371 finished with value: 0.9960265639780527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 72, 'rf_n_estimators': 59}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:24:58,505] Trial 8372 finished with value: 0.9974024339095896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:25:01,527] Trial 8373 finished with value: 0.997544414359058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:25:03,717] Trial 8374 finished with value: 0.9974844638321892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:25:05,168] Trial 8375 finished with value: 0.9970515093583708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 29}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:25:07,639] Trial 8376 finished with value: 0.997685834380556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:25:09,864] Trial 8377 finished with value: 0.9976869649165581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:25:10,869] Trial 8378 finished with value: 0.9967841351976846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:25:13,863] Trial 8379 finished with value: 0.9942497255436522 and parameters: {'classifier': 'SVC', 'svc_c': 582959.5933908952, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:25:16,069] Trial 8380 finished with value: 0.9974989255905831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:25:18,925] Trial 8381 finished with value: 0.9976191312012803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:25:20,582] Trial 8382 finished with value: 0.997539061729225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:25:22,904] Trial 8383 finished with value: 0.9974491637254603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:25:25,537] Trial 8384 finished with value: 0.9973702488150029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:25:27,232] Trial 8385 finished with value: 0.9968332543701811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:25:30,204] Trial 8386 finished with value: 0.997422475763399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:25:32,268] Trial 8387 finished with value: 0.9975300706656798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:25:35,052] Trial 8388 finished with value: 0.997588533446398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:25:35,904] Trial 8389 finished with value: 0.9914674191557967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:25:37,914] Trial 8390 finished with value: 0.9974988663993857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:25:39,626] Trial 8391 finished with value: 0.9975036124543308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:25:42,728] Trial 8392 finished with value: 0.9975327415058072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:25:43,970] Trial 8393 finished with value: 0.9972789342214758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:25:51,925] Trial 8394 finished with value: 0.9966974838866403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 36, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:25:54,004] Trial 8395 finished with value: 0.9974640322051381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:25:56,306] Trial 8396 finished with value: 0.9965566213732245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:25:58,557] Trial 8397 finished with value: 0.9974854386620172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:25:59,953] Trial 8398 finished with value: 0.986302153615422 and parameters: {'classifier': 'SVC', 'svc_c': 0.9084000961280068, 'svc_kernel': 'sigmoid'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:26:02,111] Trial 8399 finished with value: 0.9975906976225705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:26:04,212] Trial 8400 finished with value: 0.9972716221249739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:26:07,056] Trial 8401 finished with value: 0.9972926343653041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:26:09,575] Trial 8402 finished with value: 0.9974551494948091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:26:12,592] Trial 8403 finished with value: 0.9974681329649487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:26:15,533] Trial 8404 finished with value: 0.9969991952894186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:26:19,571] Trial 8405 finished with value: 0.9969349786165035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 21, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:26:22,398] Trial 8406 finished with value: 0.9976334974285725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:26:24,546] Trial 8407 finished with value: 0.9975379389055345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:26:26,659] Trial 8408 finished with value: 0.9974270275188747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:26:38,985] Trial 8409 finished with value: 0.9963003431975831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 55, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:26:41,411] Trial 8410 finished with value: 0.9973738968653013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:26:43,414] Trial 8411 finished with value: 0.9972921474740657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:26:46,339] Trial 8412 finished with value: 0.9972328620150481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:26:48,448] Trial 8413 finished with value: 0.9974445734084268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:26:50,614] Trial 8414 finished with value: 0.9975367790437061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:26:51,998] Trial 8415 finished with value: 0.9945444577171019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:26:54,667] Trial 8416 finished with value: 0.9971524633256789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:26:56,432] Trial 8417 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.2489671675200986e-05, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:27:00,665] Trial 8418 finished with value: 0.9974067224943366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:27:02,702] Trial 8419 finished with value: 0.9975782526177689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:27:05,969] Trial 8420 finished with value: 0.997365884440133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:27:10,698] Trial 8421 finished with value: 0.9971428368057502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:27:12,098] Trial 8422 finished with value: 0.9963322794034996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:27:14,495] Trial 8423 finished with value: 0.9978110960620787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:27:17,305] Trial 8424 finished with value: 0.9974710228918515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:27:19,547] Trial 8425 finished with value: 0.9974964658710163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:27:21,760] Trial 8426 finished with value: 0.99729841815461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:27:24,123] Trial 8427 finished with value: 0.9973480129196499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:27:26,866] Trial 8428 finished with value: 0.9974202177382341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:27:29,350] Trial 8429 finished with value: 0.9974444459807282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:27:31,556] Trial 8430 finished with value: 0.9975376869700249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:27:33,630] Trial 8431 finished with value: 0.9973182894171667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:27:36,423] Trial 8432 finished with value: 0.9975275261424242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:27:38,662] Trial 8433 finished with value: 0.9975498173252119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:27:50,484] Trial 8434 finished with value: 0.9966972150665638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 60, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:27:53,090] Trial 8435 finished with value: 0.9975738260048624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:27:54,708] Trial 8436 finished with value: 0.9873133357252137 and parameters: {'classifier': 'SVC', 'svc_c': 99361.04160515028, 'svc_kernel': 'sigmoid'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:27:57,167] Trial 8437 finished with value: 0.9974197002199149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:27:59,369] Trial 8438 finished with value: 0.9973841792173498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:28:11,212] Trial 8439 finished with value: 0.996343762940132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 62, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:28:14,003] Trial 8440 finished with value: 0.9975844005360871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:28:16,295] Trial 8441 finished with value: 0.9976579498993833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:28:18,968] Trial 8442 finished with value: 0.997433206254701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:28:21,205] Trial 8443 finished with value: 0.9973652679947561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:28:23,761] Trial 8444 finished with value: 0.9974516653708028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:28:26,472] Trial 8445 finished with value: 0.9976366871200114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:28:28,742] Trial 8446 finished with value: 0.9975496063633408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:28:30,936] Trial 8447 finished with value: 0.9974932157188637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:28:33,693] Trial 8448 finished with value: 0.997490612607431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:28:36,143] Trial 8449 finished with value: 0.9973746897734436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:28:38,240] Trial 8450 finished with value: 0.9974497511623895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:28:41,096] Trial 8451 finished with value: 0.9973353001103854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:28:43,840] Trial 8452 finished with value: 0.9974346832099631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:28:55,895] Trial 8453 finished with value: 0.9966251037161173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 57, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:28:57,960] Trial 8454 finished with value: 0.9975030705930367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:28:58,930] Trial 8455 finished with value: 0.9963201192464175 and parameters: {'classifier': 'SVC', 'svc_c': 27337.202850015732, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:29:01,087] Trial 8456 finished with value: 0.9974715912225603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:29:03,765] Trial 8457 finished with value: 0.997312488457653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:29:06,035] Trial 8458 finished with value: 0.9973063755779847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:29:08,126] Trial 8459 finished with value: 0.997269271805974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:29:10,821] Trial 8460 finished with value: 0.9973947334997896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:29:13,490] Trial 8461 finished with value: 0.9972739070956221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:29:15,529] Trial 8462 finished with value: 0.9976726348070044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:29:18,222] Trial 8463 finished with value: 0.9974316900396474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:29:20,719] Trial 8464 finished with value: 0.9971629377238053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:29:22,202] Trial 8465 finished with value: 0.9894908545457536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:29:24,234] Trial 8466 finished with value: 0.9975070745522294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:29:26,577] Trial 8467 finished with value: 0.9973289654779576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:29:29,062] Trial 8468 finished with value: 0.9973887265612563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:29:31,456] Trial 8469 finished with value: 0.997441852676309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:29:34,097] Trial 8470 finished with value: 0.9972870222146021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:29:36,409] Trial 8471 finished with value: 0.9975423688826592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:29:38,356] Trial 8472 finished with value: 0.9971064032748694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:29:41,172] Trial 8473 finished with value: 0.9973876581046014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:29:43,436] Trial 8474 finished with value: 0.9976729148940379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:29:45,244] Trial 8475 finished with value: 0.9853358414801229 and parameters: {'classifier': 'SVC', 'svc_c': 0.0029214004242780083, 'svc_kernel': 'sigmoid'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:29:48,040] Trial 8476 finished with value: 0.9972167394754322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:29:59,380] Trial 8477 finished with value: 0.9963348385896683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 57, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:30:00,991] Trial 8478 finished with value: 0.9968002821754892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 91}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:30:03,616] Trial 8479 finished with value: 0.9973818369597786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:30:05,044] Trial 8480 finished with value: 0.9944202513527406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:30:07,516] Trial 8481 finished with value: 0.99717400003493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:30:12,264] Trial 8482 finished with value: 0.9972836249889864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 22, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:30:14,242] Trial 8483 finished with value: 0.9971683445619841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:30:16,778] Trial 8484 finished with value: 0.9975600491822497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:30:24,424] Trial 8485 finished with value: 0.9966325473027702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 41, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:30:25,071] Trial 8486 finished with value: 0.9958240450252419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 15}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:30:27,473] Trial 8487 finished with value: 0.9974547702902906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:30:30,348] Trial 8488 finished with value: 0.9971801563320556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:30:33,421] Trial 8489 finished with value: 0.9976429449467031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:30:35,261] Trial 8490 finished with value: 0.9962421311780721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:30:37,977] Trial 8491 finished with value: 0.9976821418337115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:30:51,034] Trial 8492 finished with value: 0.9922599984299335 and parameters: {'classifier': 'SVC', 'svc_c': 4631846.072156293, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:30:59,728] Trial 8493 finished with value: 0.9960337845106917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 67, 'rf_n_estimators': 95}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:31:01,806] Trial 8494 finished with value: 0.9973604664619488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:31:02,872] Trial 8495 finished with value: 0.9897711503511354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:31:05,156] Trial 8496 finished with value: 0.9972991673913917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:31:07,095] Trial 8497 finished with value: 0.9961532127330833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:31:09,607] Trial 8498 finished with value: 0.997081437252978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:31:11,785] Trial 8499 finished with value: 0.9973719458091775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:31:14,658] Trial 8500 finished with value: 0.9975160835476924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:31:17,916] Trial 8501 finished with value: 0.9975473985158078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:31:20,023] Trial 8502 finished with value: 0.9976569719275025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:31:21,856] Trial 8503 finished with value: 0.9972772721707376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 77}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:31:23,275] Trial 8504 finished with value: 0.9957664145076714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:31:24,845] Trial 8505 finished with value: 0.993876748732613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:31:28,731] Trial 8506 finished with value: 0.9968474840927336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 24, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:31:35,041] Trial 8507 finished with value: 0.9972505574853584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 28, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:31:37,596] Trial 8508 finished with value: 0.9973413832198964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:31:40,106] Trial 8509 finished with value: 0.9976333790779156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:31:42,434] Trial 8510 finished with value: 0.9974637792857536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:31:44,217] Trial 8511 finished with value: 0.9852058908084126 and parameters: {'classifier': 'SVC', 'svc_c': 0.0002321790377991129, 'svc_kernel': 'sigmoid'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:31:52,265] Trial 8512 finished with value: 0.9969565848952481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 33, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:31:53,683] Trial 8513 finished with value: 0.9964383604710698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:32:00,817] Trial 8514 finished with value: 0.9965491503650199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 33, 'rf_n_estimators': 111}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:32:04,010] Trial 8515 finished with value: 0.9974456471018366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:32:09,389] Trial 8516 finished with value: 0.9967413173645511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 32, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:32:11,584] Trial 8517 finished with value: 0.9966604774230539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:32:14,442] Trial 8518 finished with value: 0.9973800136487322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:32:16,853] Trial 8519 finished with value: 0.9976229922129378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:32:19,282] Trial 8520 finished with value: 0.9975373572449043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:32:21,827] Trial 8521 finished with value: 0.9974472912206572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:32:24,395] Trial 8522 finished with value: 0.9973724679929691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:32:27,148] Trial 8523 finished with value: 0.997675212686801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:32:29,362] Trial 8524 finished with value: 0.9976432144015376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:32:31,905] Trial 8525 finished with value: 0.9973785087641116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:32:34,549] Trial 8526 finished with value: 0.9974539712567321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:32:37,812] Trial 8527 finished with value: 0.9973271334072487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:32:40,270] Trial 8528 finished with value: 0.997333471276943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:32:43,452] Trial 8529 finished with value: 0.9971903183339593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:32:45,195] Trial 8530 finished with value: 0.9853851672029214 and parameters: {'classifier': 'SVC', 'svc_c': 0.11251842889436409, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:32:47,398] Trial 8531 finished with value: 0.9974463118840465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:32:50,486] Trial 8532 finished with value: 0.9973985661377579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:32:52,454] Trial 8533 finished with value: 0.9975166104286942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:32:54,284] Trial 8534 finished with value: 0.9957677310278114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:32:56,923] Trial 8535 finished with value: 0.9974738644184451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:32:59,090] Trial 8536 finished with value: 0.9974748691771199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:33:00,343] Trial 8537 finished with value: 0.9971040994519041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:33:03,137] Trial 8538 finished with value: 0.9974155767040246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:33:03,890] Trial 8539 finished with value: 0.9870351088188062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:33:06,736] Trial 8540 finished with value: 0.9976247393212683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:33:09,315] Trial 8541 finished with value: 0.9973604462449016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:33:14,687] Trial 8542 finished with value: 0.9972112496743634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 23, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:33:17,546] Trial 8543 finished with value: 0.9971122217537082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:33:22,763] Trial 8544 finished with value: 0.9965929537553943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 38, 'rf_n_estimators': 112}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:33:24,523] Trial 8545 finished with value: 0.9966272186667954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:33:26,998] Trial 8546 finished with value: 0.9974543130739958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:33:29,663] Trial 8547 finished with value: 0.9972022105596262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:33:30,922] Trial 8548 finished with value: 0.9943069259491004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:33:32,780] Trial 8549 finished with value: 0.9853735317051876 and parameters: {'classifier': 'SVC', 'svc_c': 0.007513072911118997, 'svc_kernel': 'sigmoid'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:33:35,112] Trial 8550 finished with value: 0.9971927383811418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:33:37,945] Trial 8551 finished with value: 0.9975657418202853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:33:39,663] Trial 8552 finished with value: 0.9963379532526937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:33:41,502] Trial 8553 finished with value: 0.9972432121275291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 86}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:33:44,119] Trial 8554 finished with value: 0.9969956132857057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:33:51,173] Trial 8555 finished with value: 0.996857980136113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 35, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:33:52,753] Trial 8556 finished with value: 0.9971763702218599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 56}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:34:01,340] Trial 8557 finished with value: 0.9970004984796371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 40, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:34:04,145] Trial 8558 finished with value: 0.9972789917623022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:34:06,337] Trial 8559 finished with value: 0.9974907571101236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:34:08,682] Trial 8560 finished with value: 0.997542579876268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:34:09,842] Trial 8561 finished with value: 0.9971398738499224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:34:11,356] Trial 8562 finished with value: 0.9964193965635498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:34:25,945] Trial 8563 finished with value: 0.9960294408924133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 68, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:34:29,510] Trial 8564 finished with value: 0.9952727428778293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 31, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:34:32,887] Trial 8565 finished with value: 0.9975250589644492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:34:35,874] Trial 8566 finished with value: 0.9974723818455735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:34:37,670] Trial 8567 finished with value: 0.9850769194415752 and parameters: {'classifier': 'SVC', 'svc_c': 1.9904017256342339e-10, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:34:40,571] Trial 8568 finished with value: 0.9975147950838626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:34:42,754] Trial 8569 finished with value: 0.9975952264632767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:34:45,494] Trial 8570 finished with value: 0.9974941872162114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:34:47,888] Trial 8571 finished with value: 0.9972874303640921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:34:50,035] Trial 8572 finished with value: 0.9975258397487107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:34:51,555] Trial 8573 finished with value: 0.9955128503674494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:34:54,204] Trial 8574 finished with value: 0.9974684999821107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:34:57,242] Trial 8575 finished with value: 0.9973550708272513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:34:58,269] Trial 8576 finished with value: 0.9894840478436899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:35:00,223] Trial 8577 finished with value: 0.996874863814226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:35:02,798] Trial 8578 finished with value: 0.9974875041332977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:35:05,213] Trial 8579 finished with value: 0.9973971435495312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:35:11,259] Trial 8580 finished with value: 0.9969111446222959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 31, 'rf_n_estimators': 98}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:35:22,364] Trial 8581 finished with value: 0.9971024480016267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 48, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:35:24,998] Trial 8582 finished with value: 0.997341568283635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:35:27,037] Trial 8583 finished with value: 0.9974180094463702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:35:28,977] Trial 8584 finished with value: 0.9971597012506911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:35:32,659] Trial 8585 finished with value: 0.9971836787637164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:35:33,647] Trial 8586 finished with value: 0.989482055369597 and parameters: {'classifier': 'SVC', 'svc_c': 8.359256445631749, 'svc_kernel': 'sigmoid'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:35:36,155] Trial 8587 finished with value: 0.9974847753714889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:35:52,761] Trial 8588 finished with value: 0.9961258670663656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 67, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:35:55,139] Trial 8589 finished with value: 0.9974325097345836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:36:04,460] Trial 8590 finished with value: 0.9969107804615457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 40, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:36:07,359] Trial 8591 finished with value: 0.9974541506076472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:36:09,455] Trial 8592 finished with value: 0.9974096285440961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:36:12,192] Trial 8593 finished with value: 0.9972742960754162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:36:14,088] Trial 8594 finished with value: 0.9973314600457467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:36:16,727] Trial 8595 finished with value: 0.9974495337259855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:36:18,036] Trial 8596 finished with value: 0.9971605647439397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:36:20,938] Trial 8597 finished with value: 0.9972485995738464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:36:23,038] Trial 8598 finished with value: 0.9974825339452497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:36:25,364] Trial 8599 finished with value: 0.9975125638772298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:36:26,971] Trial 8600 finished with value: 0.9954859899098611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:36:29,983] Trial 8601 finished with value: 0.9972576444648826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:36:33,168] Trial 8602 finished with value: 0.9972746080907845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:36:44,439] Trial 8603 finished with value: 0.9966837018907487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 46, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:36:46,204] Trial 8604 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.6997763749573635e-07, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:36:48,974] Trial 8605 finished with value: 0.9973401501069774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:36:50,892] Trial 8606 finished with value: 0.99731948742796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:36:53,100] Trial 8607 finished with value: 0.9973885445760949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:36:54,922] Trial 8608 finished with value: 0.9971567575280352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:36:57,548] Trial 8609 finished with value: 0.9976013542914997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:37:00,132] Trial 8610 finished with value: 0.997290448131286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:37:06,850] Trial 8611 finished with value: 0.997084504055239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 31, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:37:09,473] Trial 8612 finished with value: 0.9978040685911308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:37:12,129] Trial 8613 finished with value: 0.9972891220262982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:37:14,520] Trial 8614 finished with value: 0.9972234601995046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:37:16,966] Trial 8615 finished with value: 0.9973130723081988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:37:19,203] Trial 8616 finished with value: 0.9974276453289815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:37:22,022] Trial 8617 finished with value: 0.9974308141368772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:37:24,291] Trial 8618 finished with value: 0.9971993871871155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:37:26,873] Trial 8619 finished with value: 0.9970732214512986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:37:29,347] Trial 8620 finished with value: 0.9973747283984769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:37:31,800] Trial 8621 finished with value: 0.997640367638189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:37:34,051] Trial 8622 finished with value: 0.9972604062658529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:37:36,114] Trial 8623 finished with value: 0.9975283077518716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:37:36,952] Trial 8624 finished with value: 0.9930906268213925 and parameters: {'classifier': 'SVC', 'svc_c': 1780.2343521994133, 'svc_kernel': 'sigmoid'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:37:39,709] Trial 8625 finished with value: 0.9975939277163652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:37:42,099] Trial 8626 finished with value: 0.9975092290166021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:37:43,976] Trial 8627 finished with value: 0.9976193779317729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:37:46,211] Trial 8628 finished with value: 0.9973515855924182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:37:49,309] Trial 8629 finished with value: 0.9973566674344244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:37:51,604] Trial 8630 finished with value: 0.997503031015866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:37:53,678] Trial 8631 finished with value: 0.9971926842362716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:37:55,714] Trial 8632 finished with value: 0.9974582764404047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:37:58,002] Trial 8633 finished with value: 0.9973851711539098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:38:00,546] Trial 8634 finished with value: 0.9973427246225556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:38:05,620] Trial 8635 finished with value: 0.9961958892055772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 38, 'rf_n_estimators': 107}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:38:06,749] Trial 8636 finished with value: 0.9972055373905632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 2, 'rf_n_estimators': 109}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:38:09,390] Trial 8637 finished with value: 0.9973805445604483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:38:11,890] Trial 8638 finished with value: 0.9972782606161278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:38:14,226] Trial 8639 finished with value: 0.9975060194572333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:38:16,470] Trial 8640 finished with value: 0.9975222443516009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:38:22,302] Trial 8641 finished with value: 0.9973080058273399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 26, 'rf_n_estimators': 110}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:38:24,072] Trial 8642 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.584819895711986e-08, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:38:39,789] Trial 8643 finished with value: 0.9960649777004562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 73, 'rf_n_estimators': 110}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:38:41,835] Trial 8644 finished with value: 0.9975030517407196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:38:44,173] Trial 8645 finished with value: 0.9973947905010713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:38:46,759] Trial 8646 finished with value: 0.9972436646783519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:38:48,283] Trial 8647 finished with value: 0.9975525755397986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:38:50,509] Trial 8648 finished with value: 0.9969036006169039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:38:52,961] Trial 8649 finished with value: 0.9973835766731765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:38:53,963] Trial 8650 finished with value: 0.9968639248366097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 110}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:38:55,815] Trial 8651 finished with value: 0.9975731657929111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:38:57,889] Trial 8652 finished with value: 0.9974671126864373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:39:02,463] Trial 8653 finished with value: 0.9973579017533839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 19, 'rf_n_estimators': 112}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:39:04,868] Trial 8654 finished with value: 0.9974480675616121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:39:06,962] Trial 8655 finished with value: 0.9974186839721177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:39:08,622] Trial 8656 finished with value: 0.9969910765105222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:39:11,390] Trial 8657 finished with value: 0.9975706669722424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:39:12,084] Trial 8658 finished with value: 0.9965186200531907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 18}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:39:13,330] Trial 8659 finished with value: 0.9973164489993883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 3, 'rf_n_estimators': 112}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:39:15,256] Trial 8660 finished with value: 0.9974253025636037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:39:17,476] Trial 8661 finished with value: 0.9852051536002978 and parameters: {'classifier': 'SVC', 'svc_c': 1.3388743763744693e-06, 'svc_kernel': 'sigmoid'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:39:19,754] Trial 8662 finished with value: 0.9975196304492796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:39:28,389] Trial 8663 finished with value: 0.9953802936961568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 57, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:39:38,684] Trial 8664 finished with value: 0.9971785008193262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 48, 'rf_n_estimators': 113}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:39:44,367] Trial 8665 finished with value: 0.9968653589456965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 25, 'rf_n_estimators': 109}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:39:47,246] Trial 8666 finished with value: 0.9973461799920177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:39:55,801] Trial 8667 finished with value: 0.9963809710346446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 54, 'rf_n_estimators': 108}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:39:57,334] Trial 8668 finished with value: 0.9968834777362167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 70}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:40:00,188] Trial 8669 finished with value: 0.9974578289041715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:40:02,317] Trial 8670 finished with value: 0.9975284241030403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:40:04,713] Trial 8671 finished with value: 0.9968704750963809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 23, 'rf_n_estimators': 47}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:40:06,556] Trial 8672 finished with value: 0.996428745979808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:40:07,462] Trial 8673 finished with value: 0.9835698169759833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 2}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:40:09,558] Trial 8674 finished with value: 0.9971740646533096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:40:10,578] Trial 8675 finished with value: 0.9900138508595336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:40:12,952] Trial 8676 finished with value: 0.9974000676264224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:40:15,672] Trial 8677 finished with value: 0.9973781771347164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:40:17,394] Trial 8678 finished with value: 0.996877970701464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:40:19,234] Trial 8679 finished with value: 0.9853854946111748 and parameters: {'classifier': 'SVC', 'svc_c': 0.025123631846050584, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:40:21,726] Trial 8680 finished with value: 0.9972897577365848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:40:23,212] Trial 8681 finished with value: 0.9968730611645574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:40:28,752] Trial 8682 finished with value: 0.9974312268566258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 24, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:40:30,633] Trial 8683 finished with value: 0.9972057036654604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:40:37,091] Trial 8684 finished with value: 0.9970550529274776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 30, 'rf_n_estimators': 113}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:40:39,950] Trial 8685 finished with value: 0.9973165122213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:40:42,826] Trial 8686 finished with value: 0.9975756715324439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:40:44,825] Trial 8687 finished with value: 0.9975713864071288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:40:46,858] Trial 8688 finished with value: 0.9972506912606383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:40:52,203] Trial 8689 finished with value: 0.9973441222330491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:40:53,396] Trial 8690 finished with value: 0.9932830791764496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 67, 'rf_n_estimators': 7}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:40:55,931] Trial 8691 finished with value: 0.9974514380321717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:40:57,533] Trial 8692 finished with value: 0.9956515556235562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:41:00,246] Trial 8693 finished with value: 0.9972547918617592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:41:02,553] Trial 8694 finished with value: 0.9975413354329162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:41:04,576] Trial 8695 finished with value: 0.9975946457865218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:41:05,959] Trial 8696 finished with value: 0.99675872436902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 64}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:41:11,441] Trial 8697 finished with value: 0.9971936454187992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:41:12,348] Trial 8698 finished with value: 0.9914875002376599 and parameters: {'classifier': 'SVC', 'svc_c': 7348.954450129516, 'svc_kernel': 'sigmoid'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:41:15,102] Trial 8699 finished with value: 0.997172917518382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:41:17,362] Trial 8700 finished with value: 0.9971889676638309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:41:20,050] Trial 8701 finished with value: 0.9975179649708471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:41:22,894] Trial 8702 finished with value: 0.9975379184980602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:41:24,094] Trial 8703 finished with value: 0.9972633603350665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 108}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:41:26,368] Trial 8704 finished with value: 0.9975214073912432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:41:28,805] Trial 8705 finished with value: 0.9971015457563931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:41:31,155] Trial 8706 finished with value: 0.9974767473947459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:41:34,689] Trial 8707 finished with value: 0.9966026031583541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 21, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:41:35,970] Trial 8708 finished with value: 0.9964116568304823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 44}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:41:37,744] Trial 8709 finished with value: 0.994388718599104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:41:44,562] Trial 8710 finished with value: 0.996763393332588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 33, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:41:46,200] Trial 8711 finished with value: 0.9962520650796344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:41:48,618] Trial 8712 finished with value: 0.9977330913313319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:41:49,679] Trial 8713 finished with value: 0.9906801169117974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:41:51,698] Trial 8714 finished with value: 0.9975266607766392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:42:00,935] Trial 8715 finished with value: 0.9962553753116458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 37, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:42:02,537] Trial 8716 finished with value: 0.9970179927316138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:42:04,275] Trial 8717 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 4.43475048382659e-05, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:42:06,711] Trial 8718 finished with value: 0.997566249182474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:42:12,003] Trial 8719 finished with value: 0.9966477405247174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 31, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:42:14,595] Trial 8720 finished with value: 0.9974328641517963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:42:18,493] Trial 8721 finished with value: 0.9943685296718314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 45, 'rf_n_estimators': 111}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:42:21,171] Trial 8722 finished with value: 0.9973146496504622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:42:23,206] Trial 8723 finished with value: 0.9973120923368298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:42:26,043] Trial 8724 finished with value: 0.9973505138984966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:42:28,234] Trial 8725 finished with value: 0.9970721104975856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:42:30,690] Trial 8726 finished with value: 0.997584730864228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:42:32,768] Trial 8727 finished with value: 0.9969082717703874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:42:34,223] Trial 8728 finished with value: 0.9965965949820426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:42:38,805] Trial 8729 finished with value: 0.9970765316833098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:42:40,534] Trial 8730 finished with value: 0.9973605871612108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 83}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:42:42,582] Trial 8731 finished with value: 0.9973292370592318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:42:46,003] Trial 8732 finished with value: 0.9974248405548846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:42:48,064] Trial 8733 finished with value: 0.9970833060761836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:42:50,711] Trial 8734 finished with value: 0.9975556722391684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:42:52,506] Trial 8735 finished with value: 0.9852063832220469 and parameters: {'classifier': 'SVC', 'svc_c': 7.502751710723492e-10, 'svc_kernel': 'sigmoid'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:42:54,190] Trial 8736 finished with value: 0.9957229173881043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:42:56,530] Trial 8737 finished with value: 0.9974488744344336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:42:57,316] Trial 8738 finished with value: 0.99443264011797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 25}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:43:00,151] Trial 8739 finished with value: 0.9974640696241311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:43:02,252] Trial 8740 finished with value: 0.9971436746230316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 73}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:43:05,154] Trial 8741 finished with value: 0.99742058485061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:43:06,712] Trial 8742 finished with value: 0.9973715461971843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:43:07,927] Trial 8743 finished with value: 0.9940338727342035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:43:10,646] Trial 8744 finished with value: 0.9975773092719452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:43:12,510] Trial 8745 finished with value: 0.9965443081124773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:43:15,327] Trial 8746 finished with value: 0.9975056038175972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:43:16,900] Trial 8747 finished with value: 0.996541942527544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:43:19,176] Trial 8748 finished with value: 0.9973903451310616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:43:31,332] Trial 8749 finished with value: 0.9967349604521122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 57, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:43:33,126] Trial 8750 finished with value: 0.9975408068063293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:43:35,746] Trial 8751 finished with value: 0.9975150853587644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:43:38,305] Trial 8752 finished with value: 0.9976639144043343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:43:41,251] Trial 8753 finished with value: 0.9972512973277192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:44:37,450] Trial 8754 finished with value: 0.9899670659466557 and parameters: {'classifier': 'SVC', 'svc_c': 286136620.9142341, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:44:40,380] Trial 8755 finished with value: 0.9975788160291023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:44:42,506] Trial 8756 finished with value: 0.9975059911787579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:44:53,157] Trial 8757 finished with value: 0.9969203638496579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 46, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:44:55,270] Trial 8758 finished with value: 0.9975274774564742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:44:58,036] Trial 8759 finished with value: 0.9975484141605847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:45:00,847] Trial 8760 finished with value: 0.9974126579591021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:45:02,095] Trial 8761 finished with value: 0.9966388260764808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 111}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:45:03,454] Trial 8762 finished with value: 0.9973729569154336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 60}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:45:05,593] Trial 8763 finished with value: 0.9962886843724874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:45:11,638] Trial 8764 finished with value: 0.9970533780228866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 34, 'rf_n_estimators': 93}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:45:13,581] Trial 8765 finished with value: 0.9975271902918874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:45:15,927] Trial 8766 finished with value: 0.9976133778803659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:45:19,441] Trial 8767 finished with value: 0.9972891250413993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:45:24,149] Trial 8768 finished with value: 0.9947626940434017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 63, 'rf_n_estimators': 36}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:45:24,878] Trial 8769 finished with value: 0.9970791385715536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 4, 'rf_n_estimators': 32}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:45:27,471] Trial 8770 finished with value: 0.9972172522330652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:45:29,982] Trial 8771 finished with value: 0.9973664012602182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:45:32,605] Trial 8772 finished with value: 0.9975197781892389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:45:34,249] Trial 8773 finished with value: 0.9867325520133865 and parameters: {'classifier': 'SVC', 'svc_c': 4403918724.820835, 'svc_kernel': 'sigmoid'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:45:36,773] Trial 8774 finished with value: 0.9970319906087521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:45:39,301] Trial 8775 finished with value: 0.9975610719997937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:45:43,878] Trial 8776 finished with value: 0.9915292314283176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 67, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:45:44,583] Trial 8777 finished with value: 0.9951707519061328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 11}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:45:46,889] Trial 8778 finished with value: 0.9975994806123943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:45:49,267] Trial 8779 finished with value: 0.9974760961963605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:45:51,507] Trial 8780 finished with value: 0.9975685000031338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:45:52,948] Trial 8781 finished with value: 0.9971653011188231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 52}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:45:55,606] Trial 8782 finished with value: 0.9973423809327557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:45:58,293] Trial 8783 finished with value: 0.997669026270401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:46:01,191] Trial 8784 finished with value: 0.9976122806691666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:46:05,366] Trial 8785 finished with value: 0.9971291152070965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 19, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:46:07,991] Trial 8786 finished with value: 0.9974296037165621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:46:09,196] Trial 8787 finished with value: 0.9970534819645337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:46:11,206] Trial 8788 finished with value: 0.9972050526257644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:46:13,738] Trial 8789 finished with value: 0.9974334327364088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:46:16,039] Trial 8790 finished with value: 0.9975368727657469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 76}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:46:16,772] Trial 8791 finished with value: 0.9935637380952308 and parameters: {'classifier': 'SVC', 'svc_c': 193.76238849493342, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:46:18,849] Trial 8792 finished with value: 0.9972211204174899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:46:21,012] Trial 8793 finished with value: 0.9975789029909686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:46:23,753] Trial 8794 finished with value: 0.9973738544317191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:46:30,093] Trial 8795 finished with value: 0.9970774350711081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 30, 'rf_n_estimators': 110}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:46:35,276] Trial 8796 finished with value: 0.997384342096291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 21, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:46:36,802] Trial 8797 finished with value: 0.9967951381271845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:46:38,993] Trial 8798 finished with value: 0.9967044266491132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:46:40,381] Trial 8799 finished with value: 0.9974024691386668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:46:42,674] Trial 8800 finished with value: 0.9974433385181851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:46:45,274] Trial 8801 finished with value: 0.9972796399455865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:46:47,782] Trial 8802 finished with value: 0.9971812076185028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:46:49,896] Trial 8803 finished with value: 0.995605224562755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 18, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:46:54,145] Trial 8804 finished with value: 0.9963051794199235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 24, 'rf_n_estimators': 89}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:46:56,467] Trial 8805 finished with value: 0.9972286364300476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:47:12,454] Trial 8806 finished with value: 0.9952860613098444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 73, 'rf_n_estimators': 107}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:47:15,238] Trial 8807 finished with value: 0.9975062598084068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:47:16,518] Trial 8808 finished with value: 0.9971187207250208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:47:20,061] Trial 8809 finished with value: 0.997600726833069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:47:22,198] Trial 8810 finished with value: 0.9974838671277909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:47:24,670] Trial 8811 finished with value: 0.9974365244211892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:47:25,883] Trial 8812 finished with value: 0.9869619736034645 and parameters: {'classifier': 'SVC', 'svc_c': 306399.2085312872, 'svc_kernel': 'sigmoid'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:47:29,283] Trial 8813 finished with value: 0.9971156944838055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:47:31,295] Trial 8814 finished with value: 0.997376443737162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:47:33,745] Trial 8815 finished with value: 0.9973310947424316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:47:36,079] Trial 8816 finished with value: 0.9909582090907878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 40, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:47:39,091] Trial 8817 finished with value: 0.9974783080111321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:47:41,228] Trial 8818 finished with value: 0.9976378125462103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:47:43,268] Trial 8819 finished with value: 0.9974347263417793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:47:46,015] Trial 8820 finished with value: 0.9972912684292425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:47:48,536] Trial 8821 finished with value: 0.997571109525624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:47:50,528] Trial 8822 finished with value: 0.9974690227054467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:47:53,115] Trial 8823 finished with value: 0.9969941888249426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:48:03,592] Trial 8824 finished with value: 0.9954490105821857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 71, 'rf_n_estimators': 113}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:48:07,308] Trial 8825 finished with value: 0.9973374695867884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:48:13,502] Trial 8826 finished with value: 0.996612037124398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 34, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:48:15,164] Trial 8827 finished with value: 0.9962024713302075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:48:17,261] Trial 8828 finished with value: 0.9975487238273479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:48:19,174] Trial 8829 finished with value: 0.9859545992173834 and parameters: {'classifier': 'SVC', 'svc_c': 0.3085596119642089, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:48:23,814] Trial 8830 finished with value: 0.9972986228641131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 19, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:48:26,730] Trial 8831 finished with value: 0.997384813721596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:48:27,804] Trial 8832 finished with value: 0.9973582411585665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 1, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:48:31,085] Trial 8833 finished with value: 0.9974474291536032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:48:32,214] Trial 8834 finished with value: 0.9971520288337254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 111}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:48:33,528] Trial 8835 finished with value: 0.997150898392937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:48:36,664] Trial 8836 finished with value: 0.9974823925211341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:48:38,184] Trial 8837 finished with value: 0.9971795900960486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:48:40,572] Trial 8838 finished with value: 0.997465328476493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:48:42,762] Trial 8839 finished with value: 0.9974567525447776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:48:45,922] Trial 8840 finished with value: 0.9972405555694602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:48:48,124] Trial 8841 finished with value: 0.9973872653797343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:48:50,395] Trial 8842 finished with value: 0.9976554023610263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:48:52,465] Trial 8843 finished with value: 0.9975189608746456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:48:55,335] Trial 8844 finished with value: 0.9972397996994559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:48:57,976] Trial 8845 finished with value: 0.9973682195566752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:49:00,491] Trial 8846 finished with value: 0.9970902286850851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:49:02,087] Trial 8847 finished with value: 0.9970236126581035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 67}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:49:04,322] Trial 8848 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 3.6130298846142734e-09, 'svc_kernel': 'sigmoid'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:49:06,486] Trial 8849 finished with value: 0.9970407193584921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:49:08,492] Trial 8850 finished with value: 0.9972535059687001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:49:10,748] Trial 8851 finished with value: 0.99733008554045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:49:17,125] Trial 8852 finished with value: 0.9969735011364541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 30, 'rf_n_estimators': 110}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:49:20,450] Trial 8853 finished with value: 0.9975402863681228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:49:22,455] Trial 8854 finished with value: 0.9969800285766697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 81}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:49:24,800] Trial 8855 finished with value: 0.9973509399481665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:49:26,273] Trial 8856 finished with value: 0.9962150379229326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:49:28,543] Trial 8857 finished with value: 0.9970867525590318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:49:31,189] Trial 8858 finished with value: 0.9973961602139442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:49:33,180] Trial 8859 finished with value: 0.9975573993208792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:49:36,021] Trial 8860 finished with value: 0.9973520741975036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:49:38,889] Trial 8861 finished with value: 0.9974230325732476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:49:41,102] Trial 8862 finished with value: 0.9974450223411281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:49:43,974] Trial 8863 finished with value: 0.9976055728941606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:49:46,923] Trial 8864 finished with value: 0.9976020452257451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:49:48,258] Trial 8865 finished with value: 0.9959292668207054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:49:49,072] Trial 8866 finished with value: 0.9923844545716265 and parameters: {'classifier': 'SVC', 'svc_c': 48.11006678546313, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:50:04,668] Trial 8867 finished with value: 0.9953369049298056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 73, 'rf_n_estimators': 111}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:50:10,601] Trial 8868 finished with value: 0.9970836989280022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 27, 'rf_n_estimators': 124}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:50:12,891] Trial 8869 finished with value: 0.9973461059474796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:50:15,419] Trial 8870 finished with value: 0.9973930304119368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:50:31,088] Trial 8871 finished with value: 0.9964221252301444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 73, 'rf_n_estimators': 122}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:50:33,678] Trial 8872 finished with value: 0.9968192581434144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:50:35,874] Trial 8873 finished with value: 0.9977593233783523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:50:37,981] Trial 8874 finished with value: 0.9974127328288258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:50:39,658] Trial 8875 finished with value: 0.9968502179008695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 103}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:50:41,942] Trial 8876 finished with value: 0.997525262404436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:50:43,295] Trial 8877 finished with value: 0.9968041674031701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 4, 'rf_n_estimators': 103}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:50:45,125] Trial 8878 finished with value: 0.9973256191599454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:50:46,566] Trial 8879 finished with value: 0.9902560469256305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 101}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:50:59,579] Trial 8880 finished with value: 0.9965069192705815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 72, 'rf_n_estimators': 99}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:51:03,246] Trial 8881 finished with value: 0.9967882060286484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 22, 'rf_n_estimators': 101}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:51:05,418] Trial 8882 finished with value: 0.9972173183431267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:51:10,702] Trial 8883 finished with value: 0.9970032962396566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 26, 'rf_n_estimators': 96}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:51:12,659] Trial 8884 finished with value: 0.9976741150947467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:51:14,207] Trial 8885 finished with value: 0.9866167255991621 and parameters: {'classifier': 'SVC', 'svc_c': 12614817.857983528, 'svc_kernel': 'sigmoid'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:51:16,773] Trial 8886 finished with value: 0.9976261561966714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 102}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:51:20,746] Trial 8887 finished with value: 0.9966591272289943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 17, 'rf_n_estimators': 102}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:51:23,396] Trial 8888 finished with value: 0.9973577149123226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:51:25,473] Trial 8889 finished with value: 0.9972969231722164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 99}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:51:27,645] Trial 8890 finished with value: 0.9974202036466032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:51:28,700] Trial 8891 finished with value: 0.9937685118676778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:51:31,109] Trial 8892 finished with value: 0.9973389774230345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:51:36,852] Trial 8893 finished with value: 0.9971320166548595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 28, 'rf_n_estimators': 108}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:51:39,391] Trial 8894 finished with value: 0.997319311822118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:51:40,778] Trial 8895 finished with value: 0.9957051822771477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:51:41,883] Trial 8896 finished with value: 0.9972158556699228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 1, 'rf_n_estimators': 125}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:51:43,354] Trial 8897 finished with value: 0.9964451708547305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:51:46,543] Trial 8898 finished with value: 0.9975615537177532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:51:57,035] Trial 8899 finished with value: 0.9966312842927424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 49, 'rf_n_estimators': 109}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:51:59,610] Trial 8900 finished with value: 0.9973294731257875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:52:01,924] Trial 8901 finished with value: 0.9974104522697468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:52:03,435] Trial 8902 finished with value: 0.9969902244746583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 105}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:52:06,889] Trial 8903 finished with value: 0.9966926798465381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 24, 'rf_n_estimators': 107}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:52:08,679] Trial 8904 finished with value: 0.985293071666443 and parameters: {'classifier': 'SVC', 'svc_c': 0.0012169888178113332, 'svc_kernel': 'rbf'}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:52:10,515] Trial 8905 finished with value: 0.9973257129772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:52:12,879] Trial 8906 finished with value: 0.9971516967282618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:52:15,038] Trial 8907 finished with value: 0.997191969657285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:52:17,765] Trial 8908 finished with value: 0.9972742921081776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 101}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:52:19,897] Trial 8909 finished with value: 0.9972227514285549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:52:30,229] Trial 8910 finished with value: 0.9966578307037363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 50, 'rf_n_estimators': 108}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:52:31,680] Trial 8911 finished with value: 0.9961346234280851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:52:33,672] Trial 8912 finished with value: 0.9972466440744157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:52:35,019] Trial 8913 finished with value: 0.9894220214037696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 99}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:52:36,955] Trial 8914 finished with value: 0.9966693012913025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 6840 with value: 0.9978643768676924.
[I 2023-09-07 09:52:39,241] Trial 8915 finished with value: 0.9978732838257828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:52:40,605] Trial 8916 finished with value: 0.9969579283608714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 107}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:52:43,558] Trial 8917 finished with value: 0.9973788409647891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:52:44,754] Trial 8918 finished with value: 0.9972688649260003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 105}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:52:46,597] Trial 8919 finished with value: 0.9975760349949603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:52:51,207] Trial 8920 finished with value: 0.9975168069180794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:52:53,602] Trial 8921 finished with value: 0.9970967208327478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:52:57,506] Trial 8922 finished with value: 0.9968679883361169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 18, 'rf_n_estimators': 108}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:52:58,767] Trial 8923 finished with value: 0.9867764677559534 and parameters: {'classifier': 'SVC', 'svc_c': 1718486.2658058035, 'svc_kernel': 'sigmoid'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:53:01,114] Trial 8924 finished with value: 0.9974342427195454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:53:03,698] Trial 8925 finished with value: 0.9969666583801274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:53:05,713] Trial 8926 finished with value: 0.997308219423457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:53:08,324] Trial 8927 finished with value: 0.9974273457866106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:53:10,230] Trial 8928 finished with value: 0.9973340383698739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:53:13,885] Trial 8929 finished with value: 0.9974760947046789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:53:16,420] Trial 8930 finished with value: 0.9973531961960087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:53:21,253] Trial 8931 finished with value: 0.9972123178771152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 25, 'rf_n_estimators': 107}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:53:23,407] Trial 8932 finished with value: 0.9974234354225072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:53:25,717] Trial 8933 finished with value: 0.9974081458760108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:53:28,141] Trial 8934 finished with value: 0.9975269091575031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:53:29,923] Trial 8935 finished with value: 0.9969657767327961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:53:32,739] Trial 8936 finished with value: 0.9976108744577002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:53:34,500] Trial 8937 finished with value: 0.9974840105196568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:53:36,328] Trial 8938 finished with value: 0.9973559732311742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:53:40,677] Trial 8939 finished with value: 0.9938094717637082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 52, 'rf_n_estimators': 110}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:53:44,633] Trial 8940 finished with value: 0.9973420244208411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:54:01,560] Trial 8941 finished with value: 0.9962908096697234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 72, 'rf_n_estimators': 128}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:55:07,621] Trial 8942 finished with value: 0.9901454195297669 and parameters: {'classifier': 'SVC', 'svc_c': 59713707.536582485, 'svc_kernel': 'rbf'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:55:10,045] Trial 8943 finished with value: 0.9975631268706128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:55:12,742] Trial 8944 finished with value: 0.9972523920316237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:55:15,415] Trial 8945 finished with value: 0.9943584042954733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 33, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:55:17,508] Trial 8946 finished with value: 0.9970363667901236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:55:20,591] Trial 8947 finished with value: 0.9973488184277416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:55:22,115] Trial 8948 finished with value: 0.9969053305550263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 41}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:55:26,789] Trial 8949 finished with value: 0.9970891067500561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 24, 'rf_n_estimators': 110}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:55:29,450] Trial 8950 finished with value: 0.9974147361572833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:55:31,865] Trial 8951 finished with value: 0.9975061785593636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:55:35,369] Trial 8952 finished with value: 0.9974587324506593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:55:37,184] Trial 8953 finished with value: 0.9963001397893341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:55:39,414] Trial 8954 finished with value: 0.9972729106840171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:55:41,313] Trial 8955 finished with value: 0.9967393415845972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:55:49,316] Trial 8956 finished with value: 0.9967129451352162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 41, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:56:01,505] Trial 8957 finished with value: 0.9963971706656376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 51, 'rf_n_estimators': 128}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:56:03,930] Trial 8958 finished with value: 0.9974920838181318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:56:05,462] Trial 8959 finished with value: 0.9970524828234685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 1, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:56:06,265] Trial 8960 finished with value: 0.9928142657548271 and parameters: {'classifier': 'SVC', 'svc_c': 489.5836311324361, 'svc_kernel': 'sigmoid'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:56:07,855] Trial 8961 finished with value: 0.9972740368719256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 106}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:56:09,409] Trial 8962 finished with value: 0.9972612459874087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 125}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:56:21,599] Trial 8963 finished with value: 0.9958034266206054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 50, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:56:23,905] Trial 8964 finished with value: 0.9971633538395102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:56:27,326] Trial 8965 finished with value: 0.997727705122793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:56:35,780] Trial 8966 finished with value: 0.9964479177071465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 42, 'rf_n_estimators': 109}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:56:38,467] Trial 8967 finished with value: 0.9975395190724718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:56:41,068] Trial 8968 finished with value: 0.9976485700464716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:56:45,607] Trial 8969 finished with value: 0.99733117697535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 19, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:56:47,463] Trial 8970 finished with value: 0.9973903181221022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:56:49,076] Trial 8971 finished with value: 0.9972673027861947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:56:50,700] Trial 8972 finished with value: 0.996090353109616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:56:53,088] Trial 8973 finished with value: 0.9974261356519368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:56:55,953] Trial 8974 finished with value: 0.9972652775903189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 86}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:56:57,863] Trial 8975 finished with value: 0.9974095358694063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:57:00,502] Trial 8976 finished with value: 0.9975009424076511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:57:08,568] Trial 8977 finished with value: 0.996817280808303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 34, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:57:20,289] Trial 8978 finished with value: 0.9966232774851836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 51, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:57:22,133] Trial 8979 finished with value: 0.9850769189972445 and parameters: {'classifier': 'SVC', 'svc_c': 0.00011969579858126607, 'svc_kernel': 'rbf'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:57:30,453] Trial 8980 finished with value: 0.9971537339528043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 35, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:57:35,846] Trial 8981 finished with value: 0.9968411079153848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 30, 'rf_n_estimators': 104}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:57:38,503] Trial 8982 finished with value: 0.9975259385488169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:57:40,574] Trial 8983 finished with value: 0.997489020380089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:57:41,818] Trial 8984 finished with value: 0.9965381698424829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 4, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:57:44,782] Trial 8985 finished with value: 0.9973769800443225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:57:47,586] Trial 8986 finished with value: 0.997387998525397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:57:53,596] Trial 8987 finished with value: 0.9972126963833996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 26, 'rf_n_estimators': 125}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:57:56,146] Trial 8988 finished with value: 0.9974121707822224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:58:08,303] Trial 8989 finished with value: 0.9965996248731172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 61, 'rf_n_estimators': 110}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:58:10,985] Trial 8990 finished with value: 0.9974968159401355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:58:11,691] Trial 8991 finished with value: 0.9905131609190655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 56}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:58:13,790] Trial 8992 finished with value: 0.9971023742744677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:58:22,148] Trial 8993 finished with value: 0.9967032024228083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 37, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:58:29,700] Trial 8994 finished with value: 0.9967739839549319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 35, 'rf_n_estimators': 128}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:58:31,120] Trial 8995 finished with value: 0.9971016978444457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 50}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:58:34,166] Trial 8996 finished with value: 0.9973852708426773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:58:38,903] Trial 8997 finished with value: 0.9973036746185832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:58:40,661] Trial 8998 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 5.623893118324754e-06, 'svc_kernel': 'sigmoid'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:58:43,116] Trial 8999 finished with value: 0.9972582720185272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:58:48,677] Trial 9000 finished with value: 0.9966169156533692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 24, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:58:51,908] Trial 9001 finished with value: 0.997364171513529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:58:56,585] Trial 9002 finished with value: 0.9969692513354299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 22, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:59:00,650] Trial 9003 finished with value: 0.9969527122992544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:59:01,995] Trial 9004 finished with value: 0.996672301761337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:59:11,527] Trial 9005 finished with value: 0.9966529675041746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 37, 'rf_n_estimators': 128}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:59:12,722] Trial 9006 finished with value: 0.9969739729521865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:59:17,206] Trial 9007 finished with value: 0.9972073382946468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 20, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:59:19,370] Trial 9008 finished with value: 0.9972035790981963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:59:21,593] Trial 9009 finished with value: 0.9974706211534187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:59:36,832] Trial 9010 finished with value: 0.9965661978424732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 67, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:59:39,203] Trial 9011 finished with value: 0.9972920334080263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:59:41,787] Trial 9012 finished with value: 0.9974114499508681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:59:44,162] Trial 9013 finished with value: 0.9974660569566831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:59:50,392] Trial 9014 finished with value: 0.9973026386615453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 30, 'rf_n_estimators': 111}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:59:53,427] Trial 9015 finished with value: 0.997565729855094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:59:54,920] Trial 9016 finished with value: 0.9889504662395344 and parameters: {'classifier': 'SVC', 'svc_c': 2.563205678179305, 'svc_kernel': 'rbf'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:59:56,980] Trial 9017 finished with value: 0.9971832602994063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 09:59:59,658] Trial 9018 finished with value: 0.9973510673123892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:00:02,162] Trial 9019 finished with value: 0.9974035123319475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:00:04,180] Trial 9020 finished with value: 0.9971467403779415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:00:06,170] Trial 9021 finished with value: 0.9973861257032149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:00:08,241] Trial 9022 finished with value: 0.9969909919924747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:00:21,339] Trial 9023 finished with value: 0.9962840003016757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 61, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:00:25,151] Trial 9024 finished with value: 0.997140029683048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:00:32,516] Trial 9025 finished with value: 0.9972693058290109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 32, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:00:33,285] Trial 9026 finished with value: 0.9962918278852709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 22}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:00:35,676] Trial 9027 finished with value: 0.99769274937236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:00:38,147] Trial 9028 finished with value: 0.9972661060449175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:00:51,731] Trial 9029 finished with value: 0.9964974356664503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 63, 'rf_n_estimators': 118}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:00:54,397] Trial 9030 finished with value: 0.9976625008931492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:00:55,990] Trial 9031 finished with value: 0.9971082894587103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:00:57,271] Trial 9032 finished with value: 0.9972354076173926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:00:59,556] Trial 9033 finished with value: 0.9973217999153742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:01:10,060] Trial 9034 finished with value: 0.9965617641520134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 48, 'rf_n_estimators': 118}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:01:11,531] Trial 9035 finished with value: 0.9897616361199235 and parameters: {'classifier': 'SVC', 'svc_c': 16510.343433837403, 'svc_kernel': 'sigmoid'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:01:12,835] Trial 9036 finished with value: 0.9941857801663704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:01:15,135] Trial 9037 finished with value: 0.9974116954118443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:01:18,032] Trial 9038 finished with value: 0.9968897832967212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:01:20,885] Trial 9039 finished with value: 0.9976143941916388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:01:22,883] Trial 9040 finished with value: 0.9973721429333207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:01:25,348] Trial 9041 finished with value: 0.9975059974946014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:01:28,017] Trial 9042 finished with value: 0.9974583393131994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 99}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:01:29,964] Trial 9043 finished with value: 0.9960648265645409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:01:38,756] Trial 9044 finished with value: 0.9968053329143464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 42, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:01:43,693] Trial 9045 finished with value: 0.9970876397287592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 25, 'rf_n_estimators': 118}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:01:50,080] Trial 9046 finished with value: 0.997025537752619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 28, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:01:53,302] Trial 9047 finished with value: 0.9973252300532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:01:55,699] Trial 9048 finished with value: 0.9975881935334089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:02:00,279] Trial 9049 finished with value: 0.9972403120444961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:02:02,976] Trial 9050 finished with value: 0.9972575595977181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:02:04,391] Trial 9051 finished with value: 0.9972155137891837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 79}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:02:06,764] Trial 9052 finished with value: 0.9970088737960396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:02:14,913] Trial 9053 finished with value: 0.9967438664263274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 33, 'rf_n_estimators': 128}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:04:24,871] Trial 9054 finished with value: 0.9897384510707098 and parameters: {'classifier': 'SVC', 'svc_c': 767123351.9335204, 'svc_kernel': 'rbf'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:04:26,556] Trial 9055 finished with value: 0.9974285471616223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:04:27,676] Trial 9056 finished with value: 0.9966305966592391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:04:29,471] Trial 9057 finished with value: 0.9976033563504408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:04:32,511] Trial 9058 finished with value: 0.9974234092704714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:04:34,457] Trial 9059 finished with value: 0.9976159580452914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:04:37,984] Trial 9060 finished with value: 0.9972311460733428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:04:42,179] Trial 9061 finished with value: 0.9970417864504171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 17, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:04:45,628] Trial 9062 finished with value: 0.9976319185311517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:04:48,594] Trial 9063 finished with value: 0.9975355262215465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:05:02,930] Trial 9064 finished with value: 0.9967925352696548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 66, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:05:03,947] Trial 9065 finished with value: 0.9894689900791319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:05:05,654] Trial 9066 finished with value: 0.9936555829974537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:05:08,905] Trial 9067 finished with value: 0.9974988144761691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:05:10,780] Trial 9068 finished with value: 0.9974060526657994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:05:29,178] Trial 9069 finished with value: 0.9962837104393666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 72, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:05:30,960] Trial 9070 finished with value: 0.997424474807239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:05:33,649] Trial 9071 finished with value: 0.997719024741624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:05:35,467] Trial 9072 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 7.3851074439161296e-09, 'svc_kernel': 'sigmoid'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:05:37,273] Trial 9073 finished with value: 0.9970720796483395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 61}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:05:39,696] Trial 9074 finished with value: 0.9973809123393202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:05:41,955] Trial 9075 finished with value: 0.9974987283394882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 94}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:05:44,112] Trial 9076 finished with value: 0.9975662648292625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:05:47,174] Trial 9077 finished with value: 0.9953498424434551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 24, 'rf_n_estimators': 128}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:05:50,131] Trial 9078 finished with value: 0.9975880246560033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:05:56,760] Trial 9079 finished with value: 0.9959903138922771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 54, 'rf_n_estimators': 117}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:06:06,349] Trial 9080 finished with value: 0.9966915842539722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 48, 'rf_n_estimators': 103}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:06:08,132] Trial 9081 finished with value: 0.9970229834223501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:06:09,773] Trial 9082 finished with value: 0.9962718222444139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:06:12,271] Trial 9083 finished with value: 0.9971994513294268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:06:14,120] Trial 9084 finished with value: 0.9974327906785406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:06:17,311] Trial 9085 finished with value: 0.9973821286311483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:06:19,323] Trial 9086 finished with value: 0.9974322347256154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:06:21,565] Trial 9087 finished with value: 0.9973556520752886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:06:23,083] Trial 9088 finished with value: 0.9970667334613018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:06:26,288] Trial 9089 finished with value: 0.9974888342055238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:06:28,822] Trial 9090 finished with value: 0.9975376654517238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:06:29,988] Trial 9091 finished with value: 0.9962002518348623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 4, 'rf_n_estimators': 125}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:07:04,666] Trial 9092 finished with value: 0.9897261030569536 and parameters: {'classifier': 'SVC', 'svc_c': 32214541.5126642, 'svc_kernel': 'rbf'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:07:06,338] Trial 9093 finished with value: 0.9973990149117694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:07:18,654] Trial 9094 finished with value: 0.9964149195508462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 54, 'rf_n_estimators': 116}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:07:20,968] Trial 9095 finished with value: 0.9972679285625161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:07:23,982] Trial 9096 finished with value: 0.9974666048799179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:07:26,378] Trial 9097 finished with value: 0.9975608446929005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:07:32,219] Trial 9098 finished with value: 0.9972952283362196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 26, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:07:35,256] Trial 9099 finished with value: 0.9974172046365126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:07:37,359] Trial 9100 finished with value: 0.9974937231445286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:07:38,556] Trial 9101 finished with value: 0.9972798810902074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 117}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:07:40,370] Trial 9102 finished with value: 0.9969109136655433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:07:42,788] Trial 9103 finished with value: 0.9973956057527006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:07:46,028] Trial 9104 finished with value: 0.9974629185854408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:07:49,226] Trial 9105 finished with value: 0.9973570452742129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:07:54,442] Trial 9106 finished with value: 0.9972576895327113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:07:59,891] Trial 9107 finished with value: 0.9966870456062522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 43, 'rf_n_estimators': 69}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:08:01,826] Trial 9108 finished with value: 0.9975378217291803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:08:04,419] Trial 9109 finished with value: 0.9974872146518434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:08:05,328] Trial 9110 finished with value: 0.9907749968466358 and parameters: {'classifier': 'SVC', 'svc_c': 19.483074305722432, 'svc_kernel': 'sigmoid'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:08:08,009] Trial 9111 finished with value: 0.9974071251849065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:08:10,414] Trial 9112 finished with value: 0.9975505157813416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:08:13,555] Trial 9113 finished with value: 0.9973799071363146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:08:15,574] Trial 9114 finished with value: 0.9971864597978585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:08:17,774] Trial 9115 finished with value: 0.9974938393052697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:08:19,948] Trial 9116 finished with value: 0.997534272732891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:08:22,695] Trial 9117 finished with value: 0.9976572562356775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:08:25,410] Trial 9118 finished with value: 0.9975827717149378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:08:28,771] Trial 9119 finished with value: 0.997503163426416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:08:30,943] Trial 9120 finished with value: 0.9975870475093082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:08:35,045] Trial 9121 finished with value: 0.9974377184330061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:08:45,106] Trial 9122 finished with value: 0.9963326989151603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 56, 'rf_n_estimators': 116}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:08:50,318] Trial 9123 finished with value: 0.9974214067989374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:08:51,035] Trial 9124 finished with value: 0.9959587089031632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 14}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:08:52,988] Trial 9125 finished with value: 0.9969529363371432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:08:56,127] Trial 9126 finished with value: 0.9969775663180703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:08:58,070] Trial 9127 finished with value: 0.997519373023112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:09:00,275] Trial 9128 finished with value: 0.997305826004379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:09:02,030] Trial 9129 finished with value: 0.9850764276309611 and parameters: {'classifier': 'SVC', 'svc_c': 1.0081727888914629e-10, 'svc_kernel': 'rbf'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:09:05,229] Trial 9130 finished with value: 0.9974782824621166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:09:07,600] Trial 9131 finished with value: 0.9976687241255218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:09:11,574] Trial 9132 finished with value: 0.9972199461149135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 100}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:09:12,887] Trial 9133 finished with value: 0.9943297192890603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:09:16,213] Trial 9134 finished with value: 0.9973072612560306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 91}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:09:18,229] Trial 9135 finished with value: 0.9973166649123729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:09:20,416] Trial 9136 finished with value: 0.9976934046649354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:09:23,594] Trial 9137 finished with value: 0.9975154366021863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:09:26,648] Trial 9138 finished with value: 0.9973687344724859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:09:28,106] Trial 9139 finished with value: 0.9955404038222473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:09:33,410] Trial 9140 finished with value: 0.996622968611868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 24, 'rf_n_estimators': 113}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:09:35,211] Trial 9141 finished with value: 0.9976401302069032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:09:36,599] Trial 9142 finished with value: 0.9892083037937839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:09:38,018] Trial 9143 finished with value: 0.9972220589391517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:09:40,967] Trial 9144 finished with value: 0.9975372302615367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:09:42,825] Trial 9145 finished with value: 0.9972148188876995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:09:45,032] Trial 9146 finished with value: 0.9974513540219306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:09:46,849] Trial 9147 finished with value: 0.9853935254443296 and parameters: {'classifier': 'SVC', 'svc_c': 0.04793890683601978, 'svc_kernel': 'sigmoid'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:09:49,376] Trial 9148 finished with value: 0.9974440686804845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:09:52,080] Trial 9149 finished with value: 0.9977389503394782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:09:54,474] Trial 9150 finished with value: 0.9974381349613037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:09:56,685] Trial 9151 finished with value: 0.9974334521282703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:09:59,530] Trial 9152 finished with value: 0.9970888470387593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 16, 'rf_n_estimators': 110}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:10:01,716] Trial 9153 finished with value: 0.9973187687865211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 65}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:10:04,174] Trial 9154 finished with value: 0.9975272387874101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:10:05,615] Trial 9155 finished with value: 0.9963555521128136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:10:07,625] Trial 9156 finished with value: 0.9973805049515398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:10:11,310] Trial 9157 finished with value: 0.9974859901716352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:10:16,477] Trial 9158 finished with value: 0.9971808147666841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 118}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:10:18,890] Trial 9159 finished with value: 0.9971851333120156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:10:23,914] Trial 9160 finished with value: 0.9972610036684851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 21, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:10:25,929] Trial 9161 finished with value: 0.997420659910761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 106}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:10:28,452] Trial 9162 finished with value: 0.9975190311741109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:10:30,459] Trial 9163 finished with value: 0.9971393455724527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:10:45,199] Trial 9164 finished with value: 0.9969283692924867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 61, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:10:47,313] Trial 9165 finished with value: 0.9974168803068362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:11:12,559] Trial 9166 finished with value: 0.9916603103509005 and parameters: {'classifier': 'SVC', 'svc_c': 5620014.742535069, 'svc_kernel': 'rbf'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:11:19,147] Trial 9167 finished with value: 0.9970454785846691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 29, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:11:22,164] Trial 9168 finished with value: 0.9972655324457159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:11:29,631] Trial 9169 finished with value: 0.9971493743703584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 31, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:11:32,150] Trial 9170 finished with value: 0.9973327326088848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:11:34,289] Trial 9171 finished with value: 0.996632839958015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:11:37,993] Trial 9172 finished with value: 0.9972100417296051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:11:40,658] Trial 9173 finished with value: 0.9974381326444365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:11:42,726] Trial 9174 finished with value: 0.9968231563201614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:11:44,747] Trial 9175 finished with value: 0.997562395216632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:11:47,592] Trial 9176 finished with value: 0.9974714663338945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:11:49,365] Trial 9177 finished with value: 0.9971047394785462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:11:51,584] Trial 9178 finished with value: 0.9976079667258314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:12:00,931] Trial 9179 finished with value: 0.9962237822242471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 62, 'rf_n_estimators': 88}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:12:02,486] Trial 9180 finished with value: 0.9971680927534262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 125}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:12:05,714] Trial 9181 finished with value: 0.9932325312585725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 43, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:12:07,046] Trial 9182 finished with value: 0.9971055140421777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:12:08,721] Trial 9183 finished with value: 0.9969812969186659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:12:10,176] Trial 9184 finished with value: 0.9867325520133865 and parameters: {'classifier': 'SVC', 'svc_c': 3022625346.173655, 'svc_kernel': 'sigmoid'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:12:13,017] Trial 9185 finished with value: 0.997674583546261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:12:15,249] Trial 9186 finished with value: 0.9973197987768323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:12:17,969] Trial 9187 finished with value: 0.9971013885902753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:12:23,843] Trial 9188 finished with value: 0.9970884495214682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 27, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:12:25,914] Trial 9189 finished with value: 0.9972422321878982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:12:28,840] Trial 9190 finished with value: 0.9973439460241869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:12:36,351] Trial 9191 finished with value: 0.9971506020243571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 33, 'rf_n_estimators': 112}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:12:36,962] Trial 9192 finished with value: 0.9915842147187637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 5}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:12:39,519] Trial 9193 finished with value: 0.9974782976328364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:12:41,928] Trial 9194 finished with value: 0.9977083543936566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:12:45,260] Trial 9195 finished with value: 0.9973308289057187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:12:48,363] Trial 9196 finished with value: 0.9969254639726989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:12:51,728] Trial 9197 finished with value: 0.9971601348857209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 109}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:12:52,568] Trial 9198 finished with value: 0.9885329213449783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 84}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:12:55,616] Trial 9199 finished with value: 0.9974892300089678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:12:57,695] Trial 9200 finished with value: 0.9977265195849974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:13:01,042] Trial 9201 finished with value: 0.9972995673525017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:13:02,847] Trial 9202 finished with value: 0.9972504156803877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 106}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:13:04,600] Trial 9203 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 2.0011412715007716e-05, 'svc_kernel': 'rbf'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:13:05,266] Trial 9204 finished with value: 0.9948920415996564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 28}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:13:07,645] Trial 9205 finished with value: 0.9972886355476525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:13:09,859] Trial 9206 finished with value: 0.9970135373006874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:13:12,656] Trial 9207 finished with value: 0.9962849145755762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 18, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:13:15,208] Trial 9208 finished with value: 0.9975728699956136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:13:16,864] Trial 9209 finished with value: 0.9974217778468137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:13:19,320] Trial 9210 finished with value: 0.9974897569851834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:13:21,866] Trial 9211 finished with value: 0.9974842131027203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:13:24,518] Trial 9212 finished with value: 0.9975096234235782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:13:27,345] Trial 9213 finished with value: 0.9974702214462119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:13:30,016] Trial 9214 finished with value: 0.9975539940655729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:13:31,829] Trial 9215 finished with value: 0.997304820610946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:13:33,337] Trial 9216 finished with value: 0.9974258897466298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 72}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:13:37,297] Trial 9217 finished with value: 0.9972394404580811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 115}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:13:40,593] Trial 9218 finished with value: 0.9974210878329676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:13:42,684] Trial 9219 finished with value: 0.996727035401403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:13:45,761] Trial 9220 finished with value: 0.9970106119860179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:13:48,110] Trial 9221 finished with value: 0.9974070451101661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:13:49,895] Trial 9222 finished with value: 0.9852060553059868 and parameters: {'classifier': 'SVC', 'svc_c': 9.124165024167701e-08, 'svc_kernel': 'sigmoid'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:13:52,203] Trial 9223 finished with value: 0.9975991660897311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:13:54,366] Trial 9224 finished with value: 0.9975249740020709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:13:55,910] Trial 9225 finished with value: 0.997176695694101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:13:57,571] Trial 9226 finished with value: 0.9965096006159563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:13:58,826] Trial 9227 finished with value: 0.9976254551062954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 113}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:14:01,065] Trial 9228 finished with value: 0.9970585741848357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:14:03,570] Trial 9229 finished with value: 0.9974848658245253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:14:06,099] Trial 9230 finished with value: 0.9972290045262984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 103}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:14:08,480] Trial 9231 finished with value: 0.9975430506129118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:14:09,985] Trial 9232 finished with value: 0.997431844603257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:14:13,067] Trial 9233 finished with value: 0.9971773436552199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:14:15,500] Trial 9234 finished with value: 0.996998959857621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:14:18,047] Trial 9235 finished with value: 0.9974342559542527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:14:29,279] Trial 9236 finished with value: 0.9966580660085822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 53, 'rf_n_estimators': 128}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:14:31,954] Trial 9237 finished with value: 0.9975093051241043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:14:35,374] Trial 9238 finished with value: 0.9973625714786616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:14:36,525] Trial 9239 finished with value: 0.9897588601321087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:14:38,387] Trial 9240 finished with value: 0.9974094760751887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:14:39,789] Trial 9241 finished with value: 0.9962898446469088 and parameters: {'classifier': 'SVC', 'svc_c': 90820.78777916198, 'svc_kernel': 'rbf'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:14:40,874] Trial 9242 finished with value: 0.9959759254167118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 46}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:14:46,766] Trial 9243 finished with value: 0.9967526046974395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 40, 'rf_n_estimators': 75}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:14:56,912] Trial 9244 finished with value: 0.9969762512578741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 43, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:14:59,401] Trial 9245 finished with value: 0.9973455348555728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:15:01,818] Trial 9246 finished with value: 0.9976240694927312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:15:03,261] Trial 9247 finished with value: 0.9962706122366916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:15:05,951] Trial 9248 finished with value: 0.9974694783348464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:15:07,616] Trial 9249 finished with value: 0.9974969781843185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:15:09,753] Trial 9250 finished with value: 0.9974462360621855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:15:12,936] Trial 9251 finished with value: 0.9975080602998975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:15:17,344] Trial 9252 finished with value: 0.9969851534870164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 22, 'rf_n_estimators': 128}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:15:27,619] Trial 9253 finished with value: 0.9958372745911159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 66, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:15:30,907] Trial 9254 finished with value: 0.9972974941371721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:15:34,825] Trial 9255 finished with value: 0.9972235922609375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:15:36,907] Trial 9256 finished with value: 0.9966292897556853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:15:38,122] Trial 9257 finished with value: 0.9951466556298576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:15:40,644] Trial 9258 finished with value: 0.9975910474060486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:15:42,868] Trial 9259 finished with value: 0.9852175258618154 and parameters: {'classifier': 'SVC', 'svc_c': 0.0004229321760770385, 'svc_kernel': 'sigmoid'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:15:44,031] Trial 9260 finished with value: 0.9972263297189325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 38}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:15:45,779] Trial 9261 finished with value: 0.9973490229150794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:15:49,282] Trial 9262 finished with value: 0.9935339079851165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 41, 'rf_n_estimators': 118}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:15:51,404] Trial 9263 finished with value: 0.9971450688693068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:15:52,591] Trial 9264 finished with value: 0.9971261382865895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:15:54,692] Trial 9265 finished with value: 0.9974337399276152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:15:57,447] Trial 9266 finished with value: 0.9973555767612342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:15:59,806] Trial 9267 finished with value: 0.9975375532899587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:16:02,121] Trial 9268 finished with value: 0.9973709249593837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:16:10,767] Trial 9269 finished with value: 0.9970463963180015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 40, 'rf_n_estimators': 116}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:16:13,028] Trial 9270 finished with value: 0.9976685680384927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:16:23,073] Trial 9271 finished with value: 0.9964192836083371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 59, 'rf_n_estimators': 110}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:16:26,203] Trial 9272 finished with value: 0.9973868677354917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:16:39,600] Trial 9273 finished with value: 0.996479424054844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 59, 'rf_n_estimators': 118}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:16:41,555] Trial 9274 finished with value: 0.997464658965335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:16:43,869] Trial 9275 finished with value: 0.9974891948116285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:16:46,038] Trial 9276 finished with value: 0.9974089077444797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:16:49,680] Trial 9277 finished with value: 0.9971193069559098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:16:51,472] Trial 9278 finished with value: 0.9853791039930782 and parameters: {'classifier': 'SVC', 'svc_c': 0.015712823694860892, 'svc_kernel': 'rbf'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:16:53,367] Trial 9279 finished with value: 0.9967717132980799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:17:04,365] Trial 9280 finished with value: 0.9968946604609622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 54, 'rf_n_estimators': 117}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:17:09,464] Trial 9281 finished with value: 0.9970160772219465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 19, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:17:11,889] Trial 9282 finished with value: 0.9974576686594766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 101}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:17:13,717] Trial 9283 finished with value: 0.9976730172805275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:17:16,147] Trial 9284 finished with value: 0.997342176064563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:17:18,309] Trial 9285 finished with value: 0.9971142824008264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 96}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:17:30,029] Trial 9286 finished with value: 0.9970366276122474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 49, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:17:32,037] Trial 9287 finished with value: 0.9974642320270036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:17:33,575] Trial 9288 finished with value: 0.9966122905833271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:17:37,830] Trial 9289 finished with value: 0.997429581468289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:17:39,982] Trial 9290 finished with value: 0.9971092009079371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:17:42,477] Trial 9291 finished with value: 0.9974338358713094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:17:44,284] Trial 9292 finished with value: 0.997336461971702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 54}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:17:47,744] Trial 9293 finished with value: 0.9974703808974589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:17:50,047] Trial 9294 finished with value: 0.9968136109223243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:17:52,984] Trial 9295 finished with value: 0.9975078377536902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:18:02,476] Trial 9296 finished with value: 0.9968645433449504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 42, 'rf_n_estimators': 115}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:18:03,318] Trial 9297 finished with value: 0.9929184017012623 and parameters: {'classifier': 'SVC', 'svc_c': 3023.4391629426314, 'svc_kernel': 'sigmoid'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:18:05,268] Trial 9298 finished with value: 0.9975032625121631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:18:06,844] Trial 9299 finished with value: 0.9959677106941212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:18:10,129] Trial 9300 finished with value: 0.9970128326874037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 15, 'rf_n_estimators': 108}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:18:12,443] Trial 9301 finished with value: 0.9971881312430174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:18:14,690] Trial 9302 finished with value: 0.9974754288433801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:18:16,978] Trial 9303 finished with value: 0.9975562617707997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:18:21,282] Trial 9304 finished with value: 0.9974059549447821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 111}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:18:23,568] Trial 9305 finished with value: 0.9974332691274957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:18:25,319] Trial 9306 finished with value: 0.9972951913615574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:18:28,363] Trial 9307 finished with value: 0.9972804502143641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:18:29,512] Trial 9308 finished with value: 0.9970656751290393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:18:31,692] Trial 9309 finished with value: 0.9974432774544512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:18:46,566] Trial 9310 finished with value: 0.9967087696008955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 63, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:18:49,408] Trial 9311 finished with value: 0.9974188907763227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:18:58,670] Trial 9312 finished with value: 0.9942912521834963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 72, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:19:06,553] Trial 9313 finished with value: 0.9964931600625077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 34, 'rf_n_estimators': 118}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:19:16,731] Trial 9314 finished with value: 0.9970749139386902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 44, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:19:17,967] Trial 9315 finished with value: 0.9868829091439872 and parameters: {'classifier': 'SVC', 'svc_c': 0.807967052843224, 'svc_kernel': 'rbf'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:19:19,952] Trial 9316 finished with value: 0.9969008926751627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:19:21,985] Trial 9317 finished with value: 0.9975283042924397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:19:26,740] Trial 9318 finished with value: 0.9962549768739554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 27, 'rf_n_estimators': 125}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:19:29,800] Trial 9319 finished with value: 0.9975166098891498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:19:37,059] Trial 9320 finished with value: 0.9968369094345572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 35, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:19:39,552] Trial 9321 finished with value: 0.9974024445417885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:19:42,403] Trial 9322 finished with value: 0.9973588006026612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:19:46,605] Trial 9323 finished with value: 0.9971439566143393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 21, 'rf_n_estimators': 118}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:19:52,163] Trial 9324 finished with value: 0.996867143441282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 49, 'rf_n_estimators': 58}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:19:53,296] Trial 9325 finished with value: 0.996844445632424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 3, 'rf_n_estimators': 110}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:20:01,869] Trial 9326 finished with value: 0.9969558182343551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 35, 'rf_n_estimators': 125}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:20:07,663] Trial 9327 finished with value: 0.9969268259097842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 26, 'rf_n_estimators': 114}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:20:14,692] Trial 9328 finished with value: 0.9966226237795035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 31, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:20:17,120] Trial 9329 finished with value: 0.9907795723420664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 31, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:20:27,102] Trial 9330 finished with value: 0.99645124837837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 55, 'rf_n_estimators': 104}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:20:29,024] Trial 9331 finished with value: 0.9973949130411323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:20:31,850] Trial 9332 finished with value: 0.9975874753997765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:20:34,812] Trial 9333 finished with value: 0.997233561835908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:20:36,839] Trial 9334 finished with value: 0.997534105696284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:20:40,058] Trial 9335 finished with value: 0.9975075845486646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:20:41,293] Trial 9336 finished with value: 0.9944170849569259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:20:43,047] Trial 9337 finished with value: 0.9867222580770019 and parameters: {'classifier': 'SVC', 'svc_c': 705911.2104946323, 'svc_kernel': 'sigmoid'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:20:45,209] Trial 9338 finished with value: 0.9975829872153295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:20:47,591] Trial 9339 finished with value: 0.9974424806108083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:20:56,191] Trial 9340 finished with value: 0.9968957041303116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 39, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:20:58,596] Trial 9341 finished with value: 0.9972953343090927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:21:05,214] Trial 9342 finished with value: 0.9939923801173963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 65, 'rf_n_estimators': 115}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:21:07,982] Trial 9343 finished with value: 0.9976446944988524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:21:10,226] Trial 9344 finished with value: 0.9972736547792579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:21:21,452] Trial 9345 finished with value: 0.9970991687775511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 45, 'rf_n_estimators': 128}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:21:25,567] Trial 9346 finished with value: 0.9972549163695703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:21:36,392] Trial 9347 finished with value: 0.9971335467393786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 45, 'rf_n_estimators': 125}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:21:39,695] Trial 9348 finished with value: 0.9973572238634182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:21:41,869] Trial 9349 finished with value: 0.9974119695004133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:21:43,257] Trial 9350 finished with value: 0.9973360825450182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 113}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:21:44,718] Trial 9351 finished with value: 0.9963945197251783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 1, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:21:56,823] Trial 9352 finished with value: 0.9966043373176184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 55, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:21:57,614] Trial 9353 finished with value: 0.992984587298743 and parameters: {'classifier': 'SVC', 'svc_c': 86.7520644292494, 'svc_kernel': 'rbf'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:21:59,727] Trial 9354 finished with value: 0.9973668948164173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:22:03,492] Trial 9355 finished with value: 0.9971251678683307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:22:04,770] Trial 9356 finished with value: 0.9952615512664696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:22:07,239] Trial 9357 finished with value: 0.9973127293166328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:22:09,708] Trial 9358 finished with value: 0.9973993977661473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:22:12,981] Trial 9359 finished with value: 0.9972037188402029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:22:14,146] Trial 9360 finished with value: 0.993778039397073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:22:16,665] Trial 9361 finished with value: 0.9975739377857725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:22:26,389] Trial 9362 finished with value: 0.9966136789898274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 43, 'rf_n_estimators': 114}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:22:28,385] Trial 9363 finished with value: 0.9974073071065922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:22:30,737] Trial 9364 finished with value: 0.997582295551112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:22:32,560] Trial 9365 finished with value: 0.9971583914589877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:22:43,095] Trial 9366 finished with value: 0.9967081182438206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 48, 'rf_n_estimators': 128}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:22:46,094] Trial 9367 finished with value: 0.9971770211346042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:22:48,534] Trial 9368 finished with value: 0.9973709549199682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:22:52,320] Trial 9369 finished with value: 0.9968772798941701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 16, 'rf_n_estimators': 116}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:22:59,811] Trial 9370 finished with value: 0.9968522641389778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 31, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:23:01,688] Trial 9371 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 1.339764084655124e-09, 'svc_kernel': 'sigmoid'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:23:03,731] Trial 9372 finished with value: 0.9974841499125464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:23:13,651] Trial 9373 finished with value: 0.9970466644398437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 40, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:23:16,498] Trial 9374 finished with value: 0.9972836143250495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:23:17,675] Trial 9375 finished with value: 0.9958149841065623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 5, 'rf_n_estimators': 114}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:23:20,500] Trial 9376 finished with value: 0.9969978318606515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:23:22,889] Trial 9377 finished with value: 0.9974465085638591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:23:27,050] Trial 9378 finished with value: 0.9970488168095146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 111}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:23:29,026] Trial 9379 finished with value: 0.9972836263537164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:23:31,576] Trial 9380 finished with value: 0.997150803782235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:23:34,089] Trial 9381 finished with value: 0.9971755978481437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:23:36,555] Trial 9382 finished with value: 0.9975691688795338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:23:39,978] Trial 9383 finished with value: 0.9973092673139482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:23:42,277] Trial 9384 finished with value: 0.9972782404308186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:23:44,776] Trial 9385 finished with value: 0.997542801216435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:23:46,205] Trial 9386 finished with value: 0.9971474912968322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 98}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:23:48,927] Trial 9387 finished with value: 0.9974423979970352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:23:50,723] Trial 9388 finished with value: 0.9972271685518269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:23:52,806] Trial 9389 finished with value: 0.9973269326967218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:23:54,556] Trial 9390 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.5956071576516051e-06, 'svc_kernel': 'rbf'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:23:56,172] Trial 9391 finished with value: 0.9976396637548772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:23:58,446] Trial 9392 finished with value: 0.9965548097734661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:24:01,504] Trial 9393 finished with value: 0.9975937569029473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:24:03,858] Trial 9394 finished with value: 0.9977466082204822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:24:06,523] Trial 9395 finished with value: 0.9974934175719552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:24:08,299] Trial 9396 finished with value: 0.9973948795576396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:24:10,494] Trial 9397 finished with value: 0.9972410561714747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:24:12,423] Trial 9398 finished with value: 0.9971680276907159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:24:14,968] Trial 9399 finished with value: 0.9974471885167887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:24:17,697] Trial 9400 finished with value: 0.9976692589092626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:24:30,493] Trial 9401 finished with value: 0.9959514857997536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 57, 'rf_n_estimators': 116}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:24:32,470] Trial 9402 finished with value: 0.9972260785768707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 79}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:24:35,200] Trial 9403 finished with value: 0.9975636609878578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:24:36,738] Trial 9404 finished with value: 0.9973540383613834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 4, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:24:38,827] Trial 9405 finished with value: 0.9974829861152174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:24:49,056] Trial 9406 finished with value: 0.9969439532080747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 42, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:24:51,051] Trial 9407 finished with value: 0.9974548250381811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:24:54,479] Trial 9408 finished with value: 0.9973358833579109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:24:56,296] Trial 9409 finished with value: 0.9852053179074448 and parameters: {'classifier': 'SVC', 'svc_c': 3.882903494243929e-10, 'svc_kernel': 'sigmoid'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:25:00,859] Trial 9410 finished with value: 0.9945747200340403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 43, 'rf_n_estimators': 125}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:25:05,921] Trial 9411 finished with value: 0.9967394391151868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 29, 'rf_n_estimators': 114}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:25:08,707] Trial 9412 finished with value: 0.9975065490676954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:25:09,815] Trial 9413 finished with value: 0.9902134759182033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:25:20,860] Trial 9414 finished with value: 0.9970456215004663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 47, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:25:23,398] Trial 9415 finished with value: 0.9974557074472225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:25:25,764] Trial 9416 finished with value: 0.9974567876151653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:25:29,562] Trial 9417 finished with value: 0.997443917195452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:25:30,763] Trial 9418 finished with value: 0.9970950256158962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:25:34,887] Trial 9419 finished with value: 0.997062243880387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 17, 'rf_n_estimators': 115}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:25:37,360] Trial 9420 finished with value: 0.9975997535901365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:25:39,944] Trial 9421 finished with value: 0.9974527293841509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:25:41,071] Trial 9422 finished with value: 0.9971372984456828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:25:42,015] Trial 9423 finished with value: 0.9965988581487485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 4, 'rf_n_estimators': 62}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:25:44,334] Trial 9424 finished with value: 0.9974051904420671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:25:49,187] Trial 9425 finished with value: 0.9974374246986724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 22, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:25:51,958] Trial 9426 finished with value: 0.9973796546929986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:25:52,886] Trial 9427 finished with value: 0.9899497525372757 and parameters: {'classifier': 'SVC', 'svc_c': 4.989182675960248, 'svc_kernel': 'rbf'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:26:00,589] Trial 9428 finished with value: 0.9967828400688944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 32, 'rf_n_estimators': 117}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:26:02,715] Trial 9429 finished with value: 0.9973699281351859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:26:03,842] Trial 9430 finished with value: 0.9964707646524317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 34}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:26:07,133] Trial 9431 finished with value: 0.99746684767491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 106}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:26:08,847] Trial 9432 finished with value: 0.9940614385350474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:26:10,760] Trial 9433 finished with value: 0.9974338907778894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:26:13,795] Trial 9434 finished with value: 0.9974924219220601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:26:18,703] Trial 9435 finished with value: 0.9956483999868923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 38, 'rf_n_estimators': 118}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:26:21,347] Trial 9436 finished with value: 0.9974889458594823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:26:23,016] Trial 9437 finished with value: 0.9971154703824409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:26:24,159] Trial 9438 finished with value: 0.9971038515471089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:26:27,145] Trial 9439 finished with value: 0.9976811349485969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:26:37,029] Trial 9440 finished with value: 0.9966237424772659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 55, 'rf_n_estimators': 109}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:26:39,545] Trial 9441 finished with value: 0.997010789972203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:26:44,006] Trial 9442 finished with value: 0.9971108518504078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 21, 'rf_n_estimators': 113}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:26:51,304] Trial 9443 finished with value: 0.9965661892097625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 35, 'rf_n_estimators': 100}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:26:54,081] Trial 9444 finished with value: 0.997449002941221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:26:56,279] Trial 9445 finished with value: 0.9975312385889369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:26:59,225] Trial 9446 finished with value: 0.997554359019771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:27:00,047] Trial 9447 finished with value: 0.9930436234882354 and parameters: {'classifier': 'SVC', 'svc_c': 1147.042178973742, 'svc_kernel': 'sigmoid'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:27:02,198] Trial 9448 finished with value: 0.9971713887033792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:27:03,886] Trial 9449 finished with value: 0.9972629194637938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:27:11,735] Trial 9450 finished with value: 0.9967484820702107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 40, 'rf_n_estimators': 118}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:27:14,246] Trial 9451 finished with value: 0.9975171476879918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:27:15,642] Trial 9452 finished with value: 0.9972344678896903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:27:18,658] Trial 9453 finished with value: 0.9973791279706864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:27:21,305] Trial 9454 finished with value: 0.9972154097205851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:27:24,025] Trial 9455 finished with value: 0.9973389119159933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:27:27,090] Trial 9456 finished with value: 0.9971564771236228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:27:29,725] Trial 9457 finished with value: 0.9961678588887195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:27:46,660] Trial 9458 finished with value: 0.9962214922390095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 73, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:27:48,727] Trial 9459 finished with value: 0.9973753016802996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:27:51,092] Trial 9460 finished with value: 0.9976347885583864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:27:53,529] Trial 9461 finished with value: 0.9974427860564298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:27:55,524] Trial 9462 finished with value: 0.997247945265146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:27:57,058] Trial 9463 finished with value: 0.9958097848977743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:27:58,994] Trial 9464 finished with value: 0.9972406102221368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 43}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:28:01,170] Trial 9465 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.91820798000952e-07, 'svc_kernel': 'rbf'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:28:03,653] Trial 9466 finished with value: 0.9974835067438516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:28:11,337] Trial 9467 finished with value: 0.9970465436453678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 36, 'rf_n_estimators': 117}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:28:13,559] Trial 9468 finished with value: 0.9976565082684122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:28:16,006] Trial 9469 finished with value: 0.9976293549651517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:28:18,862] Trial 9470 finished with value: 0.9973424016893472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 103}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:28:20,630] Trial 9471 finished with value: 0.997422205070786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:28:22,132] Trial 9472 finished with value: 0.9896111390251509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:28:26,830] Trial 9473 finished with value: 0.997133824763448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 20, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:28:35,268] Trial 9474 finished with value: 0.9964758477322165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 50, 'rf_n_estimators': 116}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:28:42,006] Trial 9475 finished with value: 0.9969120688301615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 28, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:28:44,043] Trial 9476 finished with value: 0.9972096012391872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 5, 'rf_n_estimators': 109}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:28:46,648] Trial 9477 finished with value: 0.9974434050725772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:28:49,534] Trial 9478 finished with value: 0.9974571607894814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:28:51,530] Trial 9479 finished with value: 0.9966717924948737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:28:53,577] Trial 9480 finished with value: 0.9973905233076742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:28:55,869] Trial 9481 finished with value: 0.997627391467768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:29:08,282] Trial 9482 finished with value: 0.9969173942606074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 52, 'rf_n_estimators': 125}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:29:10,586] Trial 9483 finished with value: 0.9854043388667836 and parameters: {'classifier': 'SVC', 'svc_c': 0.1682288296867987, 'svc_kernel': 'sigmoid'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:29:12,681] Trial 9484 finished with value: 0.9963662469941834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:29:15,238] Trial 9485 finished with value: 0.9973111599723222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:29:17,476] Trial 9486 finished with value: 0.9973126639682813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:29:20,993] Trial 9487 finished with value: 0.9974966488400527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:29:23,070] Trial 9488 finished with value: 0.9972554824468879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:29:25,552] Trial 9489 finished with value: 0.9975528644182324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:29:29,050] Trial 9490 finished with value: 0.9975198713717353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:29:31,080] Trial 9491 finished with value: 0.9975313678256961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:29:33,448] Trial 9492 finished with value: 0.9971494063939069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:29:34,457] Trial 9493 finished with value: 0.9967679208403025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 105}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:29:37,086] Trial 9494 finished with value: 0.9975798721714492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:29:47,807] Trial 9495 finished with value: 0.9964673975143524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 48, 'rf_n_estimators': 113}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:30:00,852] Trial 9496 finished with value: 0.9966407974448654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 58, 'rf_n_estimators': 116}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:30:03,155] Trial 9497 finished with value: 0.997326166416684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 92}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:30:06,274] Trial 9498 finished with value: 0.9977584662009472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:30:08,354] Trial 9499 finished with value: 0.9974800135745417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:30:11,903] Trial 9500 finished with value: 0.9969583265763964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 22, 'rf_n_estimators': 82}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:30:14,501] Trial 9501 finished with value: 0.9975693089071817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:30:16,262] Trial 9502 finished with value: 0.9853109323008237 and parameters: {'classifier': 'SVC', 'svc_c': 0.0016739128516440427, 'svc_kernel': 'rbf'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:30:17,906] Trial 9503 finished with value: 0.9973067624948145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:30:20,573] Trial 9504 finished with value: 0.9973578562094866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:30:22,887] Trial 9505 finished with value: 0.9973006639606804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:30:25,104] Trial 9506 finished with value: 0.9975129600932665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:30:41,090] Trial 9507 finished with value: 0.9963746913722723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 67, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:30:43,243] Trial 9508 finished with value: 0.9972605852359132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:30:46,515] Trial 9509 finished with value: 0.9975016943421551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:30:52,657] Trial 9510 finished with value: 0.9972038903518549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 28, 'rf_n_estimators': 118}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:30:55,092] Trial 9511 finished with value: 0.9972719744157468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:31:11,906] Trial 9512 finished with value: 0.9959895756685494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 68, 'rf_n_estimators': 125}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:31:13,976] Trial 9513 finished with value: 0.9973752243667571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:31:16,453] Trial 9514 finished with value: 0.9973151108339957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:31:17,987] Trial 9515 finished with value: 0.9973144148216848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:31:28,314] Trial 9516 finished with value: 0.9965321682359182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 45, 'rf_n_estimators': 113}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:31:31,284] Trial 9517 finished with value: 0.9973086312228064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:31:33,413] Trial 9518 finished with value: 0.9970036160308121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:31:36,533] Trial 9519 finished with value: 0.9972681420951576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:31:38,894] Trial 9520 finished with value: 0.9974428074795174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:31:40,035] Trial 9521 finished with value: 0.9887075965363515 and parameters: {'classifier': 'SVC', 'svc_c': 26447.989243777243, 'svc_kernel': 'sigmoid'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:31:44,052] Trial 9522 finished with value: 0.997174112228433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 18, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:31:52,507] Trial 9523 finished with value: 0.9971688075228404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 35, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:31:55,056] Trial 9524 finished with value: 0.9973604549093503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:31:58,039] Trial 9525 finished with value: 0.9902470613527434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 59, 'rf_n_estimators': 117}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:32:04,036] Trial 9526 finished with value: 0.9972746795328143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 26, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:32:06,463] Trial 9527 finished with value: 0.9969842403874184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:32:07,646] Trial 9528 finished with value: 0.997045056660927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 101}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:32:08,881] Trial 9529 finished with value: 0.9970050207505968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:32:11,476] Trial 9530 finished with value: 0.997181901790015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:32:13,802] Trial 9531 finished with value: 0.9975231573242471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:32:15,746] Trial 9532 finished with value: 0.994329149657097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 23, 'rf_n_estimators': 109}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:32:18,127] Trial 9533 finished with value: 0.9973963335346566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:32:19,631] Trial 9534 finished with value: 0.9965609823838765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:32:22,279] Trial 9535 finished with value: 0.9976239930995878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:32:24,398] Trial 9536 finished with value: 0.9976897627717912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:32:25,952] Trial 9537 finished with value: 0.9952121312186103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:32:28,246] Trial 9538 finished with value: 0.9974748863473278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:32:30,327] Trial 9539 finished with value: 0.996980525433611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:32:33,142] Trial 9540 finished with value: 0.9972074833368838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:33:32,993] Trial 9541 finished with value: 0.9902694281034888 and parameters: {'classifier': 'SVC', 'svc_c': 165527748.76015645, 'svc_kernel': 'rbf'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:33:35,505] Trial 9542 finished with value: 0.9972769546012353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:33:37,782] Trial 9543 finished with value: 0.9975584365474331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:33:40,857] Trial 9544 finished with value: 0.9973417569972328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:33:43,545] Trial 9545 finished with value: 0.9976455277141373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:33:47,015] Trial 9546 finished with value: 0.997379433352832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:33:48,989] Trial 9547 finished with value: 0.9965271579946311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:33:50,263] Trial 9548 finished with value: 0.9973068576133234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 48}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:33:53,440] Trial 9549 finished with value: 0.9973014615025573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:33:56,135] Trial 9550 finished with value: 0.9973911564471903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:33:58,075] Trial 9551 finished with value: 0.9971650626401862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:34:06,657] Trial 9552 finished with value: 0.9970667655483264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 36, 'rf_n_estimators': 117}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:34:11,972] Trial 9553 finished with value: 0.9972537658704245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 22, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:34:13,957] Trial 9554 finished with value: 0.9971667514459807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:34:18,814] Trial 9555 finished with value: 0.9971606170162731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 23, 'rf_n_estimators': 115}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:34:26,421] Trial 9556 finished with value: 0.9972354244702215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 30, 'rf_n_estimators': 128}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:34:29,701] Trial 9557 finished with value: 0.9972569516263627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:34:32,132] Trial 9558 finished with value: 0.9974951920383619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:34:33,053] Trial 9559 finished with value: 0.9921517860666627 and parameters: {'classifier': 'SVC', 'svc_c': 5796.456116517765, 'svc_kernel': 'sigmoid'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:34:35,406] Trial 9560 finished with value: 0.997003405513272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:34:37,727] Trial 9561 finished with value: 0.9973877848975418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:34:39,534] Trial 9562 finished with value: 0.9974212947006483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:34:41,556] Trial 9563 finished with value: 0.9961386265938302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:34:43,226] Trial 9564 finished with value: 0.9973270306399044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:34:45,938] Trial 9565 finished with value: 0.9975808184371605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:34:47,236] Trial 9566 finished with value: 0.997106410606326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 115}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:34:49,286] Trial 9567 finished with value: 0.9973659291588447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:34:52,193] Trial 9568 finished with value: 0.9974863131365819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:34:54,159] Trial 9569 finished with value: 0.9973945398985539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:34:56,939] Trial 9570 finished with value: 0.997356785277275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:34:59,061] Trial 9571 finished with value: 0.9971593480077808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:35:01,804] Trial 9572 finished with value: 0.9970959579169282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:35:04,596] Trial 9573 finished with value: 0.9973780413282104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:35:07,693] Trial 9574 finished with value: 0.9973440480615593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:35:09,761] Trial 9575 finished with value: 0.997513046706016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:35:12,218] Trial 9576 finished with value: 0.9975616661968975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:35:14,372] Trial 9577 finished with value: 0.9951920284597563 and parameters: {'classifier': 'SVC', 'svc_c': 237926.21313936452, 'svc_kernel': 'rbf'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:35:16,764] Trial 9578 finished with value: 0.9973430272117656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:35:19,112] Trial 9579 finished with value: 0.9973202349191569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:35:22,609] Trial 9580 finished with value: 0.9973477987205127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:35:24,909] Trial 9581 finished with value: 0.9969950569201876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:35:27,883] Trial 9582 finished with value: 0.9976805822329383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:35:38,607] Trial 9583 finished with value: 0.9970712618576778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 48, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:35:41,110] Trial 9584 finished with value: 0.9972733915133153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:35:43,665] Trial 9585 finished with value: 0.9973662385082286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:35:45,705] Trial 9586 finished with value: 0.9975954033386353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:35:47,601] Trial 9587 finished with value: 0.9958687371087634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 17, 'rf_n_estimators': 88}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:35:50,429] Trial 9588 finished with value: 0.9969922379275084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:35:52,383] Trial 9589 finished with value: 0.994465645573989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:35:53,483] Trial 9590 finished with value: 0.9892598087047849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:35:56,019] Trial 9591 finished with value: 0.9970915331130823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:35:58,764] Trial 9592 finished with value: 0.9953551850758471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 19, 'rf_n_estimators': 128}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:36:01,570] Trial 9593 finished with value: 0.9974554602406611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:36:03,706] Trial 9594 finished with value: 0.9974038324404823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:36:05,545] Trial 9595 finished with value: 0.9853738589864895 and parameters: {'classifier': 'SVC', 'svc_c': 0.007127579453560449, 'svc_kernel': 'sigmoid'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:36:12,658] Trial 9596 finished with value: 0.9971858541433701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 29, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:36:14,732] Trial 9597 finished with value: 0.9972885042161913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:36:16,660] Trial 9598 finished with value: 0.997456603852681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:36:18,604] Trial 9599 finished with value: 0.9971753927260476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:36:21,596] Trial 9600 finished with value: 0.9976012144225415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:36:30,571] Trial 9601 finished with value: 0.9963805137866117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 43, 'rf_n_estimators': 106}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:36:43,445] Trial 9602 finished with value: 0.9964259874161047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 62, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:36:46,205] Trial 9603 finished with value: 0.9976671453867905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:36:55,219] Trial 9604 finished with value: 0.9963170146760468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 67, 'rf_n_estimators': 69}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:36:56,684] Trial 9605 finished with value: 0.997353402905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:36:59,070] Trial 9606 finished with value: 0.9973145340610032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:37:01,228] Trial 9607 finished with value: 0.9972878663477269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:37:05,307] Trial 9608 finished with value: 0.996944174008697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:37:08,301] Trial 9609 finished with value: 0.9975656774875468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:37:10,711] Trial 9610 finished with value: 0.9972587208877526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:37:13,302] Trial 9611 finished with value: 0.9978006127138621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:37:16,093] Trial 9612 finished with value: 0.9974943504125316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:37:18,917] Trial 9613 finished with value: 0.9975224834332578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:37:21,115] Trial 9614 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 8.071247377140817e-06, 'svc_kernel': 'rbf'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:37:23,725] Trial 9615 finished with value: 0.9975312356690494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:37:26,702] Trial 9616 finished with value: 0.9971898041163824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:37:29,201] Trial 9617 finished with value: 0.9976334462353279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:37:32,448] Trial 9618 finished with value: 0.9973759712549336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:37:34,999] Trial 9619 finished with value: 0.9975132676970656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:37:37,698] Trial 9620 finished with value: 0.9974859150480083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:37:40,870] Trial 9621 finished with value: 0.9974927145773048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:37:43,339] Trial 9622 finished with value: 0.9975491768542392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:37:55,820] Trial 9623 finished with value: 0.9965702770205066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 64, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:37:58,537] Trial 9624 finished with value: 0.9973093576400327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:38:01,969] Trial 9625 finished with value: 0.9971862504546207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:38:04,646] Trial 9626 finished with value: 0.9975646569551321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:38:07,460] Trial 9627 finished with value: 0.9973415996089496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:38:10,787] Trial 9628 finished with value: 0.9973786247979013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:38:13,686] Trial 9629 finished with value: 0.997504933005185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:38:19,115] Trial 9630 finished with value: 0.99727565302965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 26, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:38:21,638] Trial 9631 finished with value: 0.9974793937649468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:38:33,757] Trial 9632 finished with value: 0.9963419624169033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 62, 'rf_n_estimators': 115}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:38:35,636] Trial 9633 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 5.5161130374945285e-05, 'svc_kernel': 'sigmoid'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:38:38,793] Trial 9634 finished with value: 0.9973524522911954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:38:41,197] Trial 9635 finished with value: 0.997504552943743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:38:44,333] Trial 9636 finished with value: 0.9975243192490396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:38:47,147] Trial 9637 finished with value: 0.9972205417402229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:38:49,644] Trial 9638 finished with value: 0.9975501752653324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:38:52,434] Trial 9639 finished with value: 0.9972443208278507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:38:53,917] Trial 9640 finished with value: 0.9967736226505933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 30}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:38:56,633] Trial 9641 finished with value: 0.9974873892103345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:38:59,435] Trial 9642 finished with value: 0.9973501078754463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:39:02,344] Trial 9643 finished with value: 0.9976500051394336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:39:10,107] Trial 9644 finished with value: 0.9967524775236442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 37, 'rf_n_estimators': 116}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:39:22,055] Trial 9645 finished with value: 0.9965623378464287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 56, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:39:24,546] Trial 9646 finished with value: 0.9972002236714048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:39:26,238] Trial 9647 finished with value: 0.9971252913605285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:39:29,398] Trial 9648 finished with value: 0.9976220592771478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:39:31,854] Trial 9649 finished with value: 0.9974409992122393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:39:35,238] Trial 9650 finished with value: 0.9970634619495379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:39:38,088] Trial 9651 finished with value: 0.9973160178399154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:39:39,853] Trial 9652 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 5.024834983627937e-07, 'svc_kernel': 'rbf'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:39:42,412] Trial 9653 finished with value: 0.9975529677568592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:39:45,500] Trial 9654 finished with value: 0.9974763279465609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:39:48,020] Trial 9655 finished with value: 0.9974158192451137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:39:50,485] Trial 9656 finished with value: 0.9974093766403245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:39:53,460] Trial 9657 finished with value: 0.9974588429937908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:39:59,582] Trial 9658 finished with value: 0.9971658528188687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 26, 'rf_n_estimators': 118}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:40:01,829] Trial 9659 finished with value: 0.9974194521246922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:40:04,792] Trial 9660 finished with value: 0.9975564695906177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:40:11,825] Trial 9661 finished with value: 0.9967864140111788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 33, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:40:14,331] Trial 9662 finished with value: 0.9974923300090799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:40:16,961] Trial 9663 finished with value: 0.9975134646942574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:40:31,433] Trial 9664 finished with value: 0.9962367251968168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 73, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:40:35,326] Trial 9665 finished with value: 0.9973179606759212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:40:37,777] Trial 9666 finished with value: 0.9975955569818452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:40:40,469] Trial 9667 finished with value: 0.9974264409388688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:40:45,174] Trial 9668 finished with value: 0.9973452324567903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 20, 'rf_n_estimators': 115}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:40:48,217] Trial 9669 finished with value: 0.9974168190209368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:40:49,578] Trial 9670 finished with value: 0.9942384814377937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:40:51,442] Trial 9671 finished with value: 0.9852051540128905 and parameters: {'classifier': 'SVC', 'svc_c': 1.7657606683536274e-08, 'svc_kernel': 'sigmoid'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:40:54,833] Trial 9672 finished with value: 0.9969359225970855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:41:08,839] Trial 9673 finished with value: 0.9955904373955962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 64, 'rf_n_estimators': 110}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:41:11,549] Trial 9674 finished with value: 0.9967327114722507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:41:13,950] Trial 9675 finished with value: 0.9964626267990532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:41:16,449] Trial 9676 finished with value: 0.9970364608930194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 12, 'rf_n_estimators': 76}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:41:18,932] Trial 9677 finished with value: 0.9977085465349486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:41:21,558] Trial 9678 finished with value: 0.9974549429762453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:41:24,991] Trial 9679 finished with value: 0.9975478226294653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:41:27,265] Trial 9680 finished with value: 0.9971639248679414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:41:37,027] Trial 9681 finished with value: 0.9969094504527951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 44, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:41:39,361] Trial 9682 finished with value: 0.9973555001459257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:41:41,988] Trial 9683 finished with value: 0.9971532834966835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:41:43,273] Trial 9684 finished with value: 0.9972193789585071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 4, 'rf_n_estimators': 103}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:41:45,585] Trial 9685 finished with value: 0.9976126507331676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:41:48,408] Trial 9686 finished with value: 0.9974717047490556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:41:51,357] Trial 9687 finished with value: 0.9975526329219352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:41:53,778] Trial 9688 finished with value: 0.997470380548342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:41:57,945] Trial 9689 finished with value: 0.9972431098362534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 108}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:41:59,268] Trial 9690 finished with value: 0.9912515789145594 and parameters: {'classifier': 'SVC', 'svc_c': 13.867193313467604, 'svc_kernel': 'rbf'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:42:01,685] Trial 9691 finished with value: 0.9960603452354818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:42:06,071] Trial 9692 finished with value: 0.9962794893928869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 33, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:42:07,578] Trial 9693 finished with value: 0.9963412445371742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 116}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:42:10,128] Trial 9694 finished with value: 0.9977501292239372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:42:13,474] Trial 9695 finished with value: 0.9974971770857848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:42:22,186] Trial 9696 finished with value: 0.9957842972316356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 58, 'rf_n_estimators': 114}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:42:23,407] Trial 9697 finished with value: 0.9872034586769584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 3, 'rf_n_estimators': 107}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:42:26,019] Trial 9698 finished with value: 0.9973203851664109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:42:28,499] Trial 9699 finished with value: 0.9976116164582391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:42:38,334] Trial 9700 finished with value: 0.9968486613786732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 48, 'rf_n_estimators': 117}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:42:51,017] Trial 9701 finished with value: 0.9962559148878108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 53, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:42:52,469] Trial 9702 finished with value: 0.9954302043803277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:42:54,858] Trial 9703 finished with value: 0.9971900683979378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:42:57,924] Trial 9704 finished with value: 0.9972354744891637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:43:02,520] Trial 9705 finished with value: 0.9973044605443858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 22, 'rf_n_estimators': 109}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:43:04,982] Trial 9706 finished with value: 0.9972988625487903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:43:07,894] Trial 9707 finished with value: 0.9972590769870743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:43:09,576] Trial 9708 finished with value: 0.9857212519020546 and parameters: {'classifier': 'SVC', 'svc_c': 0.43222040506179454, 'svc_kernel': 'sigmoid'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:43:11,879] Trial 9709 finished with value: 0.9975707350817918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:43:13,063] Trial 9710 finished with value: 0.9972379332248553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:43:16,053] Trial 9711 finished with value: 0.997495769319161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 101}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:43:18,770] Trial 9712 finished with value: 0.9969800756122487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 16, 'rf_n_estimators': 105}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:43:21,042] Trial 9713 finished with value: 0.9974175483580505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:43:27,211] Trial 9714 finished with value: 0.9969220790296535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 26, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:43:29,964] Trial 9715 finished with value: 0.9974949131573693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:43:32,913] Trial 9716 finished with value: 0.9969124457495505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:43:35,656] Trial 9717 finished with value: 0.9974640794311446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:43:44,706] Trial 9718 finished with value: 0.9964558970614151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 37, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:43:46,135] Trial 9719 finished with value: 0.9954579088123516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:43:48,558] Trial 9720 finished with value: 0.9972803424641684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:43:50,211] Trial 9721 finished with value: 0.9945648119353967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:43:52,996] Trial 9722 finished with value: 0.9971907544445457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:43:54,266] Trial 9723 finished with value: 0.9970166836064065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 113}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:43:56,820] Trial 9724 finished with value: 0.9973132832700699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 98}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:44:02,345] Trial 9725 finished with value: 0.9965120061271774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 27, 'rf_n_estimators': 94}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:44:05,105] Trial 9726 finished with value: 0.9969422367903009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:44:07,080] Trial 9727 finished with value: 0.9969128479957897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:44:07,858] Trial 9728 finished with value: 0.9937472683214779 and parameters: {'classifier': 'SVC', 'svc_c': 241.84046143136302, 'svc_kernel': 'rbf'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:44:09,209] Trial 9729 finished with value: 0.9963002803565265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 23}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:44:11,662] Trial 9730 finished with value: 0.9977141259321302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:44:14,372] Trial 9731 finished with value: 0.9972531432361557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:44:17,149] Trial 9732 finished with value: 0.9976099214635527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:44:20,206] Trial 9733 finished with value: 0.9972928599266125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 107}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:44:22,349] Trial 9734 finished with value: 0.997608603134352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 72}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:44:24,797] Trial 9735 finished with value: 0.9971116638647706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:44:28,018] Trial 9736 finished with value: 0.997497549149274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:44:29,055] Trial 9737 finished with value: 0.996737449656195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:44:31,561] Trial 9738 finished with value: 0.9971693153293599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:44:33,524] Trial 9739 finished with value: 0.9973971218090646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 65}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:44:36,562] Trial 9740 finished with value: 0.9974789382624986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:44:37,761] Trial 9741 finished with value: 0.9958138582995085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:44:38,578] Trial 9742 finished with value: 0.9957643090783658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 17}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:44:42,802] Trial 9743 finished with value: 0.9974581288908729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 112}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:44:45,458] Trial 9744 finished with value: 0.9973856439535175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:44:47,292] Trial 9745 finished with value: 0.9866067297452042 and parameters: {'classifier': 'SVC', 'svc_c': 9783058531.06456, 'svc_kernel': 'sigmoid'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:44:49,398] Trial 9746 finished with value: 0.9971745529727539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:44:52,116] Trial 9747 finished with value: 0.9974721450490458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:44:54,583] Trial 9748 finished with value: 0.997383486347092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:44:55,672] Trial 9749 finished with value: 0.99043985619156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:44:59,508] Trial 9750 finished with value: 0.9970719639636668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 15, 'rf_n_estimators': 110}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:45:00,697] Trial 9751 finished with value: 0.9970333968519564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:45:03,429] Trial 9752 finished with value: 0.9974291557042602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 104}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:45:05,856] Trial 9753 finished with value: 0.9976030820397064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:45:08,750] Trial 9754 finished with value: 0.9971727521004082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:45:16,510] Trial 9755 finished with value: 0.9971202795640841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 37, 'rf_n_estimators': 115}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:45:19,290] Trial 9756 finished with value: 0.9968858132970895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:45:21,525] Trial 9757 finished with value: 0.9963419578466448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 14, 'rf_n_estimators': 84}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:45:22,833] Trial 9758 finished with value: 0.9972358660079902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:45:25,293] Trial 9759 finished with value: 0.9974626321190879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:45:27,872] Trial 9760 finished with value: 0.9964446883750613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 18, 'rf_n_estimators': 109}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:45:30,883] Trial 9761 finished with value: 0.9974788683121507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:45:33,214] Trial 9762 finished with value: 0.9973048454299898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:45:34,738] Trial 9763 finished with value: 0.9971936473230737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:47:42,624] Trial 9764 finished with value: 0.9897374673225299 and parameters: {'classifier': 'SVC', 'svc_c': 730212263.8133858, 'svc_kernel': 'rbf'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:47:44,946] Trial 9765 finished with value: 0.9974851582258668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:47:46,141] Trial 9766 finished with value: 0.994022889291779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:47:47,511] Trial 9767 finished with value: 0.9972404435346468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 107}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:47:51,171] Trial 9768 finished with value: 0.9974546098234304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:47:53,411] Trial 9769 finished with value: 0.9975737361231084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:47:57,768] Trial 9770 finished with value: 0.9961642954199444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 30, 'rf_n_estimators': 113}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:48:09,416] Trial 9771 finished with value: 0.9964810298977481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 49, 'rf_n_estimators': 118}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:48:12,126] Trial 9772 finished with value: 0.9973191797924229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:48:14,906] Trial 9773 finished with value: 0.997599713917752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:48:17,020] Trial 9774 finished with value: 0.9974204959844689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:48:21,633] Trial 9775 finished with value: 0.9973710715567784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:48:23,952] Trial 9776 finished with value: 0.9952693633619661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 21, 'rf_n_estimators': 117}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:48:26,973] Trial 9777 finished with value: 0.997162617139202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:48:29,685] Trial 9778 finished with value: 0.9973612591796636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:48:30,415] Trial 9779 finished with value: 0.996686766122239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 12}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:48:32,612] Trial 9780 finished with value: 0.9975838249691352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:48:33,363] Trial 9781 finished with value: 0.985606631560052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:48:43,552] Trial 9782 finished with value: 0.9963860070788503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 54, 'rf_n_estimators': 117}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:48:45,402] Trial 9783 finished with value: 0.9853941811494978 and parameters: {'classifier': 'SVC', 'svc_c': 0.05503627479346213, 'svc_kernel': 'sigmoid'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:48:47,853] Trial 9784 finished with value: 0.9969998584529951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:48:49,236] Trial 9785 finished with value: 0.9961474086632546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:48:50,834] Trial 9786 finished with value: 0.9969213082428325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 115}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:48:53,470] Trial 9787 finished with value: 0.9974016157063349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:48:56,220] Trial 9788 finished with value: 0.9974022192343835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:49:00,000] Trial 9789 finished with value: 0.9972480119464896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:49:02,365] Trial 9790 finished with value: 0.9973281655557376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:49:16,255] Trial 9791 finished with value: 0.9965575863008255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 64, 'rf_n_estimators': 110}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:49:19,269] Trial 9792 finished with value: 0.9974128456888249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:49:21,898] Trial 9793 finished with value: 0.9976994435635415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:49:23,412] Trial 9794 finished with value: 0.9971732531467534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:49:29,193] Trial 9795 finished with value: 0.9967559991618572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 24, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:49:31,762] Trial 9796 finished with value: 0.9976324099609112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:49:41,445] Trial 9797 finished with value: 0.9969775005888638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 43, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:49:45,142] Trial 9798 finished with value: 0.9970288665513061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 22, 'rf_n_estimators': 113}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:49:47,976] Trial 9799 finished with value: 0.9969417513590062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:49:50,717] Trial 9800 finished with value: 0.997481224312236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:49:52,494] Trial 9801 finished with value: 0.9852022858899305 and parameters: {'classifier': 'SVC', 'svc_c': 0.0006099834826139318, 'svc_kernel': 'rbf'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:50:05,723] Trial 9802 finished with value: 0.9968103355067975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 59, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:50:08,922] Trial 9803 finished with value: 0.9973087217393187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 102}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:50:17,227] Trial 9804 finished with value: 0.9968868401453478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 37, 'rf_n_estimators': 117}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:50:19,455] Trial 9805 finished with value: 0.9974605215165034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:50:22,496] Trial 9806 finished with value: 0.9970091757187532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 16, 'rf_n_estimators': 111}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:50:25,181] Trial 9807 finished with value: 0.9974901245101521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:50:27,817] Trial 9808 finished with value: 0.9973319783575137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:50:29,127] Trial 9809 finished with value: 0.996458086469224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 8, 'rf_n_estimators': 53}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:50:32,381] Trial 9810 finished with value: 0.9972176685074596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:50:34,003] Trial 9811 finished with value: 0.9970569223854414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 50}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:50:36,589] Trial 9812 finished with value: 0.9974131174605265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:50:38,237] Trial 9813 finished with value: 0.9948568231863012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:50:40,440] Trial 9814 finished with value: 0.9975266514774322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:50:41,543] Trial 9815 finished with value: 0.9963315858032696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 4, 'rf_n_estimators': 107}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:50:43,822] Trial 9816 finished with value: 0.9973393267304439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:50:52,869] Trial 9817 finished with value: 0.9968537908275407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 38, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:50:53,960] Trial 9818 finished with value: 0.997044878992121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:50:56,539] Trial 9819 finished with value: 0.9966997808224797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:50:58,344] Trial 9820 finished with value: 0.9852055639397035 and parameters: {'classifier': 'SVC', 'svc_c': 5.588332417488666e-08, 'svc_kernel': 'sigmoid'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:51:01,190] Trial 9821 finished with value: 0.9974378182169872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:51:02,116] Trial 9822 finished with value: 0.9961682659273828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 11, 'rf_n_estimators': 20}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:51:04,294] Trial 9823 finished with value: 0.9974374194936556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:51:06,481] Trial 9824 finished with value: 0.9974126775731289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:51:09,417] Trial 9825 finished with value: 0.9970445909706108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:51:11,799] Trial 9826 finished with value: 0.9975932055837567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:51:14,563] Trial 9827 finished with value: 0.9973684204258914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:51:16,161] Trial 9828 finished with value: 0.996519176291757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:51:17,840] Trial 9829 finished with value: 0.9966440494060785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:51:20,208] Trial 9830 finished with value: 0.9975089335366837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:51:22,388] Trial 9831 finished with value: 0.997615133621407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:51:25,970] Trial 9832 finished with value: 0.9971084247891479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:51:32,176] Trial 9833 finished with value: 0.9967564326381974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 29, 'rf_n_estimators': 111}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:51:33,339] Trial 9834 finished with value: 0.9967365341127783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 40}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:51:35,624] Trial 9835 finished with value: 0.9970805078400957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:51:40,669] Trial 9836 finished with value: 0.9972479707824236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:51:42,379] Trial 9837 finished with value: 0.996259531358891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:51:44,253] Trial 9838 finished with value: 0.9972267236181023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:55:24,347] Trial 9839 finished with value: 0.9897235424425789 and parameters: {'classifier': 'SVC', 'svc_c': 1766728682.4982069, 'svc_kernel': 'rbf'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:55:28,754] Trial 9840 finished with value: 0.9970462666686494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 20, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:55:31,865] Trial 9841 finished with value: 0.9976397277384986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:55:34,438] Trial 9842 finished with value: 0.9969525713512072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:55:36,456] Trial 9843 finished with value: 0.9975226172720136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:55:38,901] Trial 9844 finished with value: 0.9972904824082262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:55:41,343] Trial 9845 finished with value: 0.9974268100507327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:55:43,943] Trial 9846 finished with value: 0.9973943335069418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:55:46,541] Trial 9847 finished with value: 0.9971007097799105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:55:49,341] Trial 9848 finished with value: 0.9974580045100135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:55:51,451] Trial 9849 finished with value: 0.9974333079112186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:55:53,549] Trial 9850 finished with value: 0.997385566957354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:55:56,401] Trial 9851 finished with value: 0.9975648478269076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:55:57,858] Trial 9852 finished with value: 0.9968043349475838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 58}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:55:59,677] Trial 9853 finished with value: 0.9972324119397823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:56:13,791] Trial 9854 finished with value: 0.9961857696055182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 68, 'rf_n_estimators': 115}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:56:17,447] Trial 9855 finished with value: 0.9969537461298522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 18, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:56:20,381] Trial 9856 finished with value: 0.9974058756000135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:56:21,875] Trial 9857 finished with value: 0.9867092920627112 and parameters: {'classifier': 'SVC', 'svc_c': 2613996.5119503206, 'svc_kernel': 'sigmoid'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:56:23,993] Trial 9858 finished with value: 0.9970260113774122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:56:26,814] Trial 9859 finished with value: 0.9973509167477562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 108}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:56:30,764] Trial 9860 finished with value: 0.9971227282705972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:56:33,201] Trial 9861 finished with value: 0.997343377598264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:56:34,280] Trial 9862 finished with value: 0.9898404064007366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:56:43,228] Trial 9863 finished with value: 0.9969952913681102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 37, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:56:52,452] Trial 9864 finished with value: 0.9967191723030892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 43, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:57:03,588] Trial 9865 finished with value: 0.996664019976548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 50, 'rf_n_estimators': 118}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:57:05,700] Trial 9866 finished with value: 0.9973926362906019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:57:08,098] Trial 9867 finished with value: 0.9975160526984462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:57:10,735] Trial 9868 finished with value: 0.9974576634227219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:57:15,245] Trial 9869 finished with value: 0.9946290699945429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 52, 'rf_n_estimators': 115}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:57:16,818] Trial 9870 finished with value: 0.9962244437057145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 78}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:57:31,735] Trial 9871 finished with value: 0.9963104374390541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 63, 'rf_n_estimators': 125}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:57:39,823] Trial 9872 finished with value: 0.9969659086990151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 37, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:57:42,472] Trial 9873 finished with value: 0.9972170056295243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:57:45,229] Trial 9874 finished with value: 0.9973700015132279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:57:47,576] Trial 9875 finished with value: 0.9973515864810795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:57:49,646] Trial 9876 finished with value: 0.9970545861580725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:57:51,424] Trial 9877 finished with value: 0.9853469842151051 and parameters: {'classifier': 'SVC', 'svc_c': 0.0031477457966754743, 'svc_kernel': 'rbf'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:58:02,864] Trial 9878 finished with value: 0.9966549869872269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 60, 'rf_n_estimators': 100}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:58:04,616] Trial 9879 finished with value: 0.9972414875531129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 96}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:58:06,882] Trial 9880 finished with value: 0.9974669785937782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:58:10,209] Trial 9881 finished with value: 0.9969973047892221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:58:12,049] Trial 9882 finished with value: 0.9974970016386323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:58:15,126] Trial 9883 finished with value: 0.9973420788830903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:58:32,600] Trial 9884 finished with value: 0.995883878121853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 73, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:58:34,607] Trial 9885 finished with value: 0.9974778895150842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:58:38,263] Trial 9886 finished with value: 0.9973987100374303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 16, 'rf_n_estimators': 115}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:58:45,502] Trial 9887 finished with value: 0.9968791958481682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 32, 'rf_n_estimators': 125}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:58:47,128] Trial 9888 finished with value: 0.9966538140811183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:58:49,507] Trial 9889 finished with value: 0.9973388991256167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:58:59,710] Trial 9890 finished with value: 0.9965518352650403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 46, 'rf_n_estimators': 111}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:59:14,795] Trial 9891 finished with value: 0.9960680801443873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 60, 'rf_n_estimators': 125}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:59:19,289] Trial 9892 finished with value: 0.9973579702120502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:59:21,421] Trial 9893 finished with value: 0.9974291135245811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:59:24,037] Trial 9894 finished with value: 0.997494522463728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:59:25,825] Trial 9895 finished with value: 0.9866457846368145 and parameters: {'classifier': 'SVC', 'svc_c': 1.323220613726022, 'svc_kernel': 'sigmoid'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:59:27,318] Trial 9896 finished with value: 0.9956298958981756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:59:30,421] Trial 9897 finished with value: 0.9972658560454204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:59:32,471] Trial 9898 finished with value: 0.9976223396815603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:59:35,053] Trial 9899 finished with value: 0.9973451455901375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:59:37,210] Trial 9900 finished with value: 0.9975563547628684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 10:59:49,970] Trial 9901 finished with value: 0.9959215892621988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 61, 'rf_n_estimators': 106}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:00:01,178] Trial 9902 finished with value: 0.99635410384862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 45, 'rf_n_estimators': 125}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:00:02,701] Trial 9903 finished with value: 0.9974016277350021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:00:06,163] Trial 9904 finished with value: 0.9973365136727533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:00:07,683] Trial 9905 finished with value: 0.9966263988131695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 115}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:00:09,920] Trial 9906 finished with value: 0.9976003856188257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:00:12,143] Trial 9907 finished with value: 0.9970699450518968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 90}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:00:14,149] Trial 9908 finished with value: 0.9972102634188887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:00:16,351] Trial 9909 finished with value: 0.9974278687003744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 81}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:00:17,830] Trial 9910 finished with value: 0.9973843184832877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 103}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:00:19,836] Trial 9911 finished with value: 0.9973994924403252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:00:22,127] Trial 9912 finished with value: 0.996892756567369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:00:24,947] Trial 9913 finished with value: 0.9974485304272546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:00:26,717] Trial 9914 finished with value: 0.985075935820347 and parameters: {'classifier': 'SVC', 'svc_c': 0.00021417990534265322, 'svc_kernel': 'rbf'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:00:28,614] Trial 9915 finished with value: 0.9966374477943729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:00:31,906] Trial 9916 finished with value: 0.9974517900373034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:00:33,376] Trial 9917 finished with value: 0.9959548109485814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:00:36,059] Trial 9918 finished with value: 0.9974772762752361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:00:38,900] Trial 9919 finished with value: 0.9973763145956166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:00:41,254] Trial 9920 finished with value: 0.9975705780108877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:00:42,764] Trial 9921 finished with value: 0.9967539159808245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:00:45,791] Trial 9922 finished with value: 0.9973724150858773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:00:48,800] Trial 9923 finished with value: 0.9972864129102544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:00:50,864] Trial 9924 finished with value: 0.9972384781647268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:00:52,652] Trial 9925 finished with value: 0.9975369732162239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:00:55,540] Trial 9926 finished with value: 0.9974269534425986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:00:58,568] Trial 9927 finished with value: 0.9968883361750923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 17, 'rf_n_estimators': 113}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:00:59,750] Trial 9928 finished with value: 0.9901585820969183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:01:04,330] Trial 9929 finished with value: 0.997163501357304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 19, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:01:06,794] Trial 9930 finished with value: 0.9973994306466193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:01:09,455] Trial 9931 finished with value: 0.9973740387654856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:01:10,979] Trial 9932 finished with value: 0.9866085323948727 and parameters: {'classifier': 'SVC', 'svc_c': 76792567.97896962, 'svc_kernel': 'sigmoid'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:01:13,505] Trial 9933 finished with value: 0.9973278198029737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:01:15,528] Trial 9934 finished with value: 0.9968155401427677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 67}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:01:21,976] Trial 9935 finished with value: 0.9969357637171207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 33, 'rf_n_estimators': 115}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:01:24,216] Trial 9936 finished with value: 0.9974472650368837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:01:28,295] Trial 9937 finished with value: 0.9973842180645486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:01:29,669] Trial 9938 finished with value: 0.9972942293221063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 125}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:01:32,471] Trial 9939 finished with value: 0.9975497981555158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:01:36,011] Trial 9940 finished with value: 0.9970978211225242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:01:38,026] Trial 9941 finished with value: 0.9972549532172809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:01:39,603] Trial 9942 finished with value: 0.9971605809302725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 125}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:01:42,051] Trial 9943 finished with value: 0.9939833188178616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 32, 'rf_n_estimators': 109}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:01:44,949] Trial 9944 finished with value: 0.9973702006368592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:01:46,474] Trial 9945 finished with value: 0.9965183145123554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 62}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:01:47,321] Trial 9946 finished with value: 0.9968241857074522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 5, 'rf_n_estimators': 36}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:01:48,961] Trial 9947 finished with value: 0.993881457114662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:01:50,079] Trial 9948 finished with value: 0.9971740935665432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:01:52,700] Trial 9949 finished with value: 0.9975696569450748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:01:58,713] Trial 9950 finished with value: 0.9967084273075635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 27, 'rf_n_estimators': 114}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:02:00,929] Trial 9951 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 7.2365959817225915e-09, 'svc_kernel': 'rbf'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:02:02,125] Trial 9952 finished with value: 0.9971450477953362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:02:05,024] Trial 9953 finished with value: 0.9973051271039185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:02:07,120] Trial 9954 finished with value: 0.9973122691169746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:02:09,425] Trial 9955 finished with value: 0.9970082826140371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:02:11,863] Trial 9956 finished with value: 0.9975419871391082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:02:13,613] Trial 9957 finished with value: 0.9973244448256312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 86}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:02:16,621] Trial 9958 finished with value: 0.9973801504708514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:02:18,990] Trial 9959 finished with value: 0.9973221296722329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:02:20,926] Trial 9960 finished with value: 0.9970924504655598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:02:23,981] Trial 9961 finished with value: 0.9974599204640118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:02:26,165] Trial 9962 finished with value: 0.9975011099520646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:02:28,272] Trial 9963 finished with value: 0.9975438945238714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:02:32,032] Trial 9964 finished with value: 0.995560985442649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 31, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:02:33,527] Trial 9965 finished with value: 0.9959863146937704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 26}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:02:37,242] Trial 9966 finished with value: 0.9975605178876673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:02:40,633] Trial 9967 finished with value: 0.997342312220186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:02:43,142] Trial 9968 finished with value: 0.9970369638436392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:02:44,013] Trial 9969 finished with value: 0.9915771807732828 and parameters: {'classifier': 'SVC', 'svc_c': 55.75636350824208, 'svc_kernel': 'sigmoid'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:02:45,895] Trial 9970 finished with value: 0.9974424517927883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:02:47,351] Trial 9971 finished with value: 0.993484616253617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 62, 'rf_n_estimators': 9}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:02:50,518] Trial 9972 finished with value: 0.9974649665691341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:02:54,542] Trial 9973 finished with value: 0.9972715475726291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 19, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:02:56,632] Trial 9974 finished with value: 0.9976226657250837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:02:59,376] Trial 9975 finished with value: 0.9972039365939862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:03:00,193] Trial 9976 finished with value: 0.9877200123542117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 3, 'rf_n_estimators': 122}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:03:02,518] Trial 9977 finished with value: 0.9972680942343932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:03:04,009] Trial 9978 finished with value: 0.9966105864481234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:03:06,927] Trial 9979 finished with value: 0.9972682514639869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:03:09,556] Trial 9980 finished with value: 0.9972406388814673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:03:12,507] Trial 9981 finished with value: 0.997178477269799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:03:28,239] Trial 9982 finished with value: 0.9967025338637874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 66, 'rf_n_estimators': 116}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:03:30,571] Trial 9983 finished with value: 0.9970425179774464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:03:34,278] Trial 9984 finished with value: 0.9972099966300384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 25, 'rf_n_estimators': 74}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:03:36,024] Trial 9985 finished with value: 0.9955600175951608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:03:48,953] Trial 9986 finished with value: 0.9957629379372873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 58, 'rf_n_estimators': 109}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:04:01,034] Trial 9987 finished with value: 0.9963870133926824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 58, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:04:02,863] Trial 9988 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 3.2780063102773923e-06, 'svc_kernel': 'rbf'}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:04:04,784] Trial 9989 finished with value: 0.9973204909488563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 115}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:04:07,472] Trial 9990 finished with value: 0.99713456019424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:04:09,293] Trial 9991 finished with value: 0.9973163177314031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:04:22,882] Trial 9992 finished with value: 0.9967657301947151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 60, 'rf_n_estimators': 124}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:04:30,233] Trial 9993 finished with value: 0.9966258782162735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 32, 'rf_n_estimators': 111}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:04:33,180] Trial 9994 finished with value: 0.9971532281140352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:04:35,498] Trial 9995 finished with value: 0.9972589140446574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:04:38,856] Trial 9996 finished with value: 0.9973925049591407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:04:40,777] Trial 9997 finished with value: 0.9972106969269668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:04:43,367] Trial 9998 finished with value: 0.9975076322824773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:04:45,670] Trial 9999 finished with value: 0.9973797703776714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 8915 with value: 0.9978732838257828.
[I 2023-09-07 11:04:45,671] A new study created in memory with name: no-name-61ca7357-f03c-47cb-b4a2-4a17fbe72ab8
[I 2023-09-07 11:04:46,386] Trial 0 finished with value: 0.9969694164360247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 1, 'rf_n_estimators': 107}. Best is trial 0 with value: 0.9969694164360247.
[I 2023-09-07 11:04:48,059] Trial 1 finished with value: 0.9854049937467665 and parameters: {'classifier': 'SVC', 'svc_c': 0.20981520347183488, 'svc_kernel': 'sigmoid'}. Best is trial 0 with value: 0.9969694164360247.
[I 2023-09-07 11:04:48,541] Trial 2 finished with value: 0.9869214756526774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 4, 'rf_n_estimators': 113}. Best is trial 0 with value: 0.9969694164360247.
[I 2023-09-07 11:08:14,418] Trial 3 finished with value: 0.9892302055524468 and parameters: {'classifier': 'SVC', 'svc_c': 6099224743.194647, 'svc_kernel': 'rbf'}. Best is trial 0 with value: 0.9969694164360247.
[I 2023-09-07 11:08:15,237] Trial 4 finished with value: 0.9960720764864822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 27, 'rf_n_estimators': 24}. Best is trial 0 with value: 0.9969694164360247.
[I 2023-09-07 11:08:15,453] Trial 5 finished with value: 0.9892778024479494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 3, 'rf_n_estimators': 13}. Best is trial 0 with value: 0.9969694164360247.
[I 2023-09-07 11:08:15,985] Trial 6 finished with value: 0.9929197595441576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 0 with value: 0.9969694164360247.
[I 2023-09-07 11:08:16,495] Trial 7 finished with value: 0.9944406118551411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 2, 'rf_n_estimators': 83}. Best is trial 0 with value: 0.9969694164360247.
[I 2023-09-07 11:08:17,242] Trial 8 finished with value: 0.9907368741291057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 14, 'rf_n_estimators': 101}. Best is trial 0 with value: 0.9969694164360247.
[I 2023-09-07 11:08:17,854] Trial 9 finished with value: 0.9950395603139782 and parameters: {'classifier': 'SVC', 'svc_c': 1252.0400055180762, 'svc_kernel': 'rbf'}. Best is trial 0 with value: 0.9969694164360247.
[I 2023-09-07 11:08:19,553] Trial 10 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 3.910276899590827e-09, 'svc_kernel': 'sigmoid'}. Best is trial 0 with value: 0.9969694164360247.
[I 2023-09-07 11:08:24,373] Trial 11 finished with value: 0.9936823721082261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 71, 'rf_n_estimators': 35}. Best is trial 0 with value: 0.9969694164360247.
[I 2023-09-07 11:08:25,873] Trial 12 finished with value: 0.9967964863852318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 53}. Best is trial 0 with value: 0.9969694164360247.
[I 2023-09-07 11:08:26,355] Trial 13 finished with value: 0.997308567905681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 1, 'rf_n_estimators': 59}. Best is trial 13 with value: 0.997308567905681.
[I 2023-09-07 11:08:26,911] Trial 14 finished with value: 0.997023944858781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 76}. Best is trial 13 with value: 0.997308567905681.
[I 2023-09-07 11:08:27,425] Trial 15 finished with value: 0.9967765115618827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 68}. Best is trial 13 with value: 0.997308567905681.
[I 2023-09-07 11:08:27,958] Trial 16 finished with value: 0.9968708556021536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 2, 'rf_n_estimators': 54}. Best is trial 13 with value: 0.997308567905681.
[I 2023-09-07 11:08:28,500] Trial 17 finished with value: 0.9964825509369638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 81}. Best is trial 13 with value: 0.997308567905681.
[I 2023-09-07 11:08:30,109] Trial 18 finished with value: 0.9850749532147316 and parameters: {'classifier': 'SVC', 'svc_c': 3.008904575705163e-10, 'svc_kernel': 'rbf'}. Best is trial 13 with value: 0.997308567905681.
[I 2023-09-07 11:08:30,784] Trial 19 finished with value: 0.9971227566442864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 86}. Best is trial 13 with value: 0.997308567905681.
[I 2023-09-07 11:08:31,502] Trial 20 finished with value: 0.9971372678820779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 53}. Best is trial 13 with value: 0.997308567905681.
[I 2023-09-07 11:08:32,095] Trial 21 finished with value: 0.9972214399547422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 45}. Best is trial 13 with value: 0.997308567905681.
[I 2023-09-07 11:08:32,729] Trial 22 finished with value: 0.9974250261899056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 45}. Best is trial 22 with value: 0.9974250261899056.
[I 2023-09-07 11:08:33,321] Trial 23 finished with value: 0.9969812609278789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 37}. Best is trial 22 with value: 0.9974250261899056.
[I 2023-09-07 11:08:33,923] Trial 24 finished with value: 0.9968054320953071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 5, 'rf_n_estimators': 41}. Best is trial 22 with value: 0.9974250261899056.
[I 2023-09-07 11:08:34,890] Trial 25 finished with value: 0.9972444388928666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 63}. Best is trial 22 with value: 0.9974250261899056.
[I 2023-09-07 11:08:36,321] Trial 26 finished with value: 0.9867325520133865 and parameters: {'classifier': 'SVC', 'svc_c': 2014971909.2849047, 'svc_kernel': 'sigmoid'}. Best is trial 22 with value: 0.9974250261899056.
[I 2023-09-07 11:08:37,342] Trial 27 finished with value: 0.9971450006328059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 66}. Best is trial 22 with value: 0.9974250261899056.
[I 2023-09-07 11:08:37,564] Trial 28 finished with value: 0.9903852254140522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 4}. Best is trial 22 with value: 0.9974250261899056.
[I 2023-09-07 11:08:38,623] Trial 29 finished with value: 0.9967623142119962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 58}. Best is trial 22 with value: 0.9974250261899056.
[I 2023-09-07 11:08:40,167] Trial 30 finished with value: 0.9970228752912993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 94}. Best is trial 22 with value: 0.9974250261899056.
[I 2023-09-07 11:08:40,774] Trial 31 finished with value: 0.997208214133941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 46}. Best is trial 22 with value: 0.9974250261899056.
[I 2023-09-07 11:08:41,176] Trial 32 finished with value: 0.9973736896802413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 25}. Best is trial 22 with value: 0.9974250261899056.
[I 2023-09-07 11:08:41,557] Trial 33 finished with value: 0.9962770367508734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 27}. Best is trial 22 with value: 0.9974250261899056.
[I 2023-09-07 11:08:43,238] Trial 34 finished with value: 0.9852053993151775 and parameters: {'classifier': 'SVC', 'svc_c': 0.00022608075853558252, 'svc_kernel': 'sigmoid'}. Best is trial 22 with value: 0.9974250261899056.
[I 2023-09-07 11:08:43,903] Trial 35 finished with value: 0.9963428785633405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 27}. Best is trial 22 with value: 0.9974250261899056.
[I 2023-09-07 11:08:44,976] Trial 36 finished with value: 0.9971181425238225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 71}. Best is trial 22 with value: 0.9974250261899056.
[I 2023-09-07 11:08:45,386] Trial 37 finished with value: 0.9958805814419281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 4, 'rf_n_estimators': 19}. Best is trial 22 with value: 0.9974250261899056.
[I 2023-09-07 11:08:47,013] Trial 38 finished with value: 0.995372599062656 and parameters: {'classifier': 'SVC', 'svc_c': 177617.52421178154, 'svc_kernel': 'rbf'}. Best is trial 22 with value: 0.9974250261899056.
[I 2023-09-07 11:08:47,562] Trial 39 finished with value: 0.9970729524407949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 2, 'rf_n_estimators': 60}. Best is trial 22 with value: 0.9974250261899056.
[I 2023-09-07 11:08:48,426] Trial 40 finished with value: 0.9974816927002742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 31}. Best is trial 40 with value: 0.9974816927002742.
[I 2023-09-07 11:08:48,919] Trial 41 finished with value: 0.9955239396240575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 12}. Best is trial 40 with value: 0.9974816927002742.
[I 2023-09-07 11:08:50,009] Trial 42 finished with value: 0.996770173184382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 19, 'rf_n_estimators': 33}. Best is trial 40 with value: 0.9974816927002742.
[I 2023-09-07 11:08:50,962] Trial 43 finished with value: 0.99680782665695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 47}. Best is trial 40 with value: 0.9974816927002742.
[I 2023-09-07 11:08:51,286] Trial 44 finished with value: 0.9962205705067007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 16}. Best is trial 40 with value: 0.9974816927002742.
[I 2023-09-07 11:08:52,740] Trial 45 finished with value: 0.9965793178173529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 33}. Best is trial 40 with value: 0.9974816927002742.
[I 2023-09-07 11:08:53,314] Trial 46 finished with value: 0.9969988579789378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 22}. Best is trial 40 with value: 0.9974816927002742.
[I 2023-09-07 11:08:54,953] Trial 47 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 2.7452059334805882e-05, 'svc_kernel': 'rbf'}. Best is trial 40 with value: 0.9974816927002742.
[I 2023-09-07 11:08:55,640] Trial 48 finished with value: 0.9974681494369227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 61}. Best is trial 40 with value: 0.9974816927002742.
[I 2023-09-07 11:08:56,800] Trial 49 finished with value: 0.9970391197362177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 4, 'rf_n_estimators': 125}. Best is trial 40 with value: 0.9974816927002742.
[I 2023-09-07 11:08:57,347] Trial 50 finished with value: 0.9967429717981915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 48}. Best is trial 40 with value: 0.9974816927002742.
[I 2023-09-07 11:08:58,265] Trial 51 finished with value: 0.9972664372299821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 59}. Best is trial 40 with value: 0.9974816927002742.
[I 2023-09-07 11:08:59,229] Trial 52 finished with value: 0.9974801106290627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 72}. Best is trial 40 with value: 0.9974816927002742.
[I 2023-09-07 11:09:03,661] Trial 53 finished with value: 0.9963383318224541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 34, 'rf_n_estimators': 71}. Best is trial 40 with value: 0.9974816927002742.
[I 2023-09-07 11:09:04,435] Trial 54 finished with value: 0.9973400697465958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 76}. Best is trial 40 with value: 0.9974816927002742.
[I 2023-09-07 11:09:05,345] Trial 55 finished with value: 0.9974072649269131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 90}. Best is trial 40 with value: 0.9974816927002742.
[I 2023-09-07 11:09:06,570] Trial 56 finished with value: 0.9974916650999185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 106}. Best is trial 56 with value: 0.9974916650999185.
[I 2023-09-07 11:09:07,646] Trial 57 finished with value: 0.9973165017477905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 98}. Best is trial 56 with value: 0.9974916650999185.
[I 2023-09-07 11:09:08,367] Trial 58 finished with value: 0.9915870115901217 and parameters: {'classifier': 'SVC', 'svc_c': 56.16533189352135, 'svc_kernel': 'sigmoid'}. Best is trial 56 with value: 0.9974916650999185.
[I 2023-09-07 11:09:09,265] Trial 59 finished with value: 0.9961522216851847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 56 with value: 0.9974916650999185.
[I 2023-09-07 11:09:11,319] Trial 60 finished with value: 0.9976615867462003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 89}. Best is trial 60 with value: 0.9976615867462003.
[I 2023-09-07 11:09:13,293] Trial 61 finished with value: 0.9975661884043814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 90}. Best is trial 60 with value: 0.9976615867462003.
[I 2023-09-07 11:09:15,681] Trial 62 finished with value: 0.997455325544982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 60 with value: 0.9976615867462003.
[I 2023-09-07 11:09:18,330] Trial 63 finished with value: 0.9972863353745464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 106}. Best is trial 60 with value: 0.9976615867462003.
[I 2023-09-07 11:09:21,487] Trial 64 finished with value: 0.997361569449447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 104}. Best is trial 60 with value: 0.9976615867462003.
[I 2023-09-07 11:09:24,075] Trial 65 finished with value: 0.9972867021060674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 60 with value: 0.9976615867462003.
[I 2023-09-07 11:09:25,604] Trial 66 finished with value: 0.9969517319152926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 85}. Best is trial 60 with value: 0.9976615867462003.
[I 2023-09-07 11:09:27,630] Trial 67 finished with value: 0.997355233484027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 98}. Best is trial 60 with value: 0.9976615867462003.
[I 2023-09-07 11:09:29,835] Trial 68 finished with value: 0.997308378239946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 90}. Best is trial 60 with value: 0.9976615867462003.
[I 2023-09-07 11:09:31,897] Trial 69 finished with value: 0.9971800590236314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 60 with value: 0.9976615867462003.
[I 2023-09-07 11:09:37,341] Trial 70 finished with value: 0.9929396925686823 and parameters: {'classifier': 'SVC', 'svc_c': 1497093.742742775, 'svc_kernel': 'rbf'}. Best is trial 60 with value: 0.9976615867462003.
[I 2023-09-07 11:09:39,830] Trial 71 finished with value: 0.9973326998236263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 79}. Best is trial 60 with value: 0.9976615867462003.
[I 2023-09-07 11:09:41,367] Trial 72 finished with value: 0.9974483790374359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 60 with value: 0.9976615867462003.
[I 2023-09-07 11:09:43,656] Trial 73 finished with value: 0.9970473892384367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 60 with value: 0.9976615867462003.
[I 2023-09-07 11:09:45,286] Trial 74 finished with value: 0.9973410621274864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 60 with value: 0.9976615867462003.
[I 2023-09-07 11:09:48,329] Trial 75 finished with value: 0.997661865309814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 108}. Best is trial 75 with value: 0.997661865309814.
[I 2023-09-07 11:09:50,998] Trial 76 finished with value: 0.9970297258551509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 93}. Best is trial 75 with value: 0.997661865309814.
[I 2023-09-07 11:09:54,532] Trial 77 finished with value: 0.997007876940104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 19, 'rf_n_estimators': 99}. Best is trial 75 with value: 0.997661865309814.
[I 2023-09-07 11:09:57,482] Trial 78 finished with value: 0.9972192326467536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 75 with value: 0.997661865309814.
[I 2023-09-07 11:09:59,887] Trial 79 finished with value: 0.9971078436998001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 127}. Best is trial 75 with value: 0.997661865309814.
[I 2023-09-07 11:10:02,203] Trial 80 finished with value: 0.9972062315938132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 82}. Best is trial 75 with value: 0.997661865309814.
[I 2023-09-07 11:10:04,629] Trial 81 finished with value: 0.9974777761155408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 75 with value: 0.997661865309814.
[I 2023-09-07 11:10:06,999] Trial 82 finished with value: 0.9970407712817088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 75 with value: 0.997661865309814.
[I 2023-09-07 11:10:08,859] Trial 83 finished with value: 0.9972419113493914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 94}. Best is trial 75 with value: 0.997661865309814.
[I 2023-09-07 11:10:13,971] Trial 84 finished with value: 0.9966141479491482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 23, 'rf_n_estimators': 118}. Best is trial 75 with value: 0.997661865309814.
[I 2023-09-07 11:10:17,399] Trial 85 finished with value: 0.9973573334226747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 75 with value: 0.997661865309814.
[I 2023-09-07 11:10:18,673] Trial 86 finished with value: 0.9974113054481752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 76}. Best is trial 75 with value: 0.997661865309814.
[I 2023-09-07 11:10:20,840] Trial 87 finished with value: 0.9974582971969963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 87}. Best is trial 75 with value: 0.997661865309814.
[I 2023-09-07 11:10:22,520] Trial 88 finished with value: 0.9853958195872329 and parameters: {'classifier': 'SVC', 'svc_c': 0.06219202306914538, 'svc_kernel': 'sigmoid'}. Best is trial 75 with value: 0.997661865309814.
[I 2023-09-07 11:10:25,488] Trial 89 finished with value: 0.997311457356515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 90}. Best is trial 75 with value: 0.997661865309814.
[I 2023-09-07 11:10:27,684] Trial 90 finished with value: 0.9973123698848307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 86}. Best is trial 75 with value: 0.997661865309814.
[I 2023-09-07 11:10:30,092] Trial 91 finished with value: 0.9966155609207887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 101}. Best is trial 75 with value: 0.997661865309814.
[I 2023-09-07 11:10:32,972] Trial 92 finished with value: 0.9973858987771765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 109}. Best is trial 75 with value: 0.997661865309814.
[I 2023-09-07 11:10:35,154] Trial 93 finished with value: 0.9973664281739637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 75 with value: 0.997661865309814.
[I 2023-09-07 11:10:36,113] Trial 94 finished with value: 0.9972611574069091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 70}. Best is trial 75 with value: 0.997661865309814.
[I 2023-09-07 11:10:38,914] Trial 95 finished with value: 0.9974390070237873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 96}. Best is trial 75 with value: 0.997661865309814.
[I 2023-09-07 11:10:40,412] Trial 96 finished with value: 0.9974141467526035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 75 with value: 0.997661865309814.
[I 2023-09-07 11:10:43,065] Trial 97 finished with value: 0.9973026025438066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 21, 'rf_n_estimators': 74}. Best is trial 75 with value: 0.997661865309814.
[I 2023-09-07 11:10:45,619] Trial 98 finished with value: 0.9966674991811786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 79}. Best is trial 75 with value: 0.997661865309814.
[I 2023-09-07 11:10:47,097] Trial 99 finished with value: 0.9975047962148036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 65}. Best is trial 75 with value: 0.997661865309814.
[I 2023-09-07 11:10:48,259] Trial 100 finished with value: 0.9970770222244077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 68}. Best is trial 75 with value: 0.997661865309814.
[I 2023-09-07 11:10:49,621] Trial 101 finished with value: 0.9970210288433184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 54}. Best is trial 75 with value: 0.997661865309814.
[I 2023-09-07 11:10:51,386] Trial 102 finished with value: 0.9972795501907842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 66}. Best is trial 75 with value: 0.997661865309814.
[I 2023-09-07 11:10:52,564] Trial 103 finished with value: 0.9972681374296851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 62}. Best is trial 75 with value: 0.997661865309814.
[I 2023-09-07 11:10:52,861] Trial 104 finished with value: 0.9908067318976945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 4}. Best is trial 75 with value: 0.997661865309814.
[I 2023-09-07 11:10:54,473] Trial 105 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.8509197350851653e-07, 'svc_kernel': 'rbf'}. Best is trial 75 with value: 0.997661865309814.
[I 2023-09-07 11:10:55,798] Trial 106 finished with value: 0.997248875534952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 51}. Best is trial 75 with value: 0.997661865309814.
[I 2023-09-07 11:10:58,921] Trial 107 finished with value: 0.9971104064406145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 88}. Best is trial 75 with value: 0.997661865309814.
[I 2023-09-07 11:11:01,691] Trial 108 finished with value: 0.997270974830351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 107}. Best is trial 75 with value: 0.997661865309814.
[I 2023-09-07 11:11:02,524] Trial 109 finished with value: 0.9971002600537616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 41}. Best is trial 75 with value: 0.997661865309814.
[I 2023-09-07 11:11:03,793] Trial 110 finished with value: 0.9975632971127486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 75 with value: 0.997661865309814.
[I 2023-09-07 11:11:05,048] Trial 111 finished with value: 0.9970520987947881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 75 with value: 0.997661865309814.
[I 2023-09-07 11:11:07,788] Trial 112 finished with value: 0.9974453787895668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 75 with value: 0.997661865309814.
[I 2023-09-07 11:11:08,947] Trial 113 finished with value: 0.9971174549855331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 104}. Best is trial 75 with value: 0.997661865309814.
[I 2023-09-07 11:11:10,933] Trial 114 finished with value: 0.9974740581148943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 75 with value: 0.997661865309814.
[I 2023-09-07 11:11:12,554] Trial 115 finished with value: 0.9976759046683975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 115 with value: 0.9976759046683975.
[I 2023-09-07 11:11:14,193] Trial 116 finished with value: 0.9975295109676816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 115 with value: 0.9976759046683975.
[I 2023-09-07 11:11:15,872] Trial 117 finished with value: 0.9975613985828615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 115 with value: 0.9976759046683975.
[I 2023-09-07 11:11:17,570] Trial 118 finished with value: 0.997381570266142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 115 with value: 0.9976759046683975.
[I 2023-09-07 11:11:18,926] Trial 119 finished with value: 0.9974269851170302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 115 with value: 0.9976759046683975.
[I 2023-09-07 11:11:20,693] Trial 120 finished with value: 0.9976653914865478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 115 with value: 0.9976759046683975.
[I 2023-09-07 11:11:22,389] Trial 121 finished with value: 0.9973349408690106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 115 with value: 0.9976759046683975.
[I 2023-09-07 11:11:24,124] Trial 122 finished with value: 0.9972375356440885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 115 with value: 0.9976759046683975.
[I 2023-09-07 11:11:25,721] Trial 123 finished with value: 0.9974803512341394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 115 with value: 0.9976759046683975.
[I 2023-09-07 11:11:27,347] Trial 124 finished with value: 0.9975900106873011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 115 with value: 0.9976759046683975.
[I 2023-09-07 11:11:28,932] Trial 125 finished with value: 0.9974254466537037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 115 with value: 0.9976759046683975.
[I 2023-09-07 11:11:30,595] Trial 126 finished with value: 0.985206547116601 and parameters: {'classifier': 'SVC', 'svc_c': 1.0796929088152605e-10, 'svc_kernel': 'sigmoid'}. Best is trial 115 with value: 0.9976759046683975.
[I 2023-09-07 11:11:31,878] Trial 127 finished with value: 0.9975662511819623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 115 with value: 0.9976759046683975.
[I 2023-09-07 11:11:33,211] Trial 128 finished with value: 0.9972549230027928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 115 with value: 0.9976759046683975.
[I 2023-09-07 11:11:34,583] Trial 129 finished with value: 0.9975627651219435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 115 with value: 0.9976759046683975.
[I 2023-09-07 11:11:35,935] Trial 130 finished with value: 0.9973080234418785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 115 with value: 0.9976759046683975.
[I 2023-09-07 11:11:37,507] Trial 131 finished with value: 0.9975204982271456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 115 with value: 0.9976759046683975.
[I 2023-09-07 11:11:39,058] Trial 132 finished with value: 0.9974018528519796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 115 with value: 0.9976759046683975.
[I 2023-09-07 11:11:40,298] Trial 133 finished with value: 0.9973287146532748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 115 with value: 0.9976759046683975.
[I 2023-09-07 11:11:42,113] Trial 134 finished with value: 0.997465838853783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 115 with value: 0.9976759046683975.
[I 2023-09-07 11:11:43,188] Trial 135 finished with value: 0.9973308622622595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 115 with value: 0.9976759046683975.
[I 2023-09-07 11:11:44,971] Trial 136 finished with value: 0.9974981743860512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 115 with value: 0.9976759046683975.
[I 2023-09-07 11:11:46,653] Trial 137 finished with value: 0.997536526251273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 115 with value: 0.9976759046683975.
[I 2023-09-07 11:11:48,453] Trial 138 finished with value: 0.9974530955126513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 115 with value: 0.9976759046683975.
[I 2023-09-07 11:11:49,932] Trial 139 finished with value: 0.9974325128766366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 115 with value: 0.9976759046683975.
[I 2023-09-07 11:11:51,887] Trial 140 finished with value: 0.9974570217457086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 115 with value: 0.9976759046683975.
[I 2023-09-07 11:11:53,593] Trial 141 finished with value: 0.9977993986436878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:11:55,151] Trial 142 finished with value: 0.9974020758107796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:11:57,011] Trial 143 finished with value: 0.9975332668951274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:11:58,866] Trial 144 finished with value: 0.9974572997063024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:12:00,416] Trial 145 finished with value: 0.9976181592913399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:12:01,987] Trial 146 finished with value: 0.9972748125146466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:12:03,570] Trial 147 finished with value: 0.997588240854629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:12:04,990] Trial 148 finished with value: 0.9974500533707444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:12:06,673] Trial 149 finished with value: 0.9852422718447942 and parameters: {'classifier': 'SVC', 'svc_c': 0.000847705593026861, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:12:08,310] Trial 150 finished with value: 0.997413070678851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:12:10,063] Trial 151 finished with value: 0.9975156806349569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:12:11,594] Trial 152 finished with value: 0.9977090693534981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:12:13,119] Trial 153 finished with value: 0.997351085910803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:12:15,286] Trial 154 finished with value: 0.9974001813116069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:12:16,538] Trial 155 finished with value: 0.9973649281452429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:12:18,165] Trial 156 finished with value: 0.997413388280091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:12:20,012] Trial 157 finished with value: 0.9974755693153585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:12:21,137] Trial 158 finished with value: 0.9974005376965699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:12:22,739] Trial 159 finished with value: 0.9971104916568961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:12:24,369] Trial 160 finished with value: 0.9971775859741435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:12:26,592] Trial 161 finished with value: 0.997363337949127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:12:28,416] Trial 162 finished with value: 0.9975104490217653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:12:30,159] Trial 163 finished with value: 0.9970730125841296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:12:31,376] Trial 164 finished with value: 0.9973139199642316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:12:33,368] Trial 165 finished with value: 0.9976616565695967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:12:35,771] Trial 166 finished with value: 0.9976850094488651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:12:37,950] Trial 167 finished with value: 0.9973465809687408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:12:40,367] Trial 168 finished with value: 0.9976849916756371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:12:42,786] Trial 169 finished with value: 0.9973677146700429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:12:45,307] Trial 170 finished with value: 0.9974491083745495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:12:47,647] Trial 171 finished with value: 0.9973982412050612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:12:50,285] Trial 172 finished with value: 0.9973574076259025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:12:52,267] Trial 173 finished with value: 0.9976221684872874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:12:54,345] Trial 174 finished with value: 0.9973889251136056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:12:56,536] Trial 175 finished with value: 0.9975094858080116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:12:58,905] Trial 176 finished with value: 0.9977137830357777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:13:01,415] Trial 177 finished with value: 0.9972584495603815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:13:03,018] Trial 178 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 4.836070692543851e-07, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:13:05,442] Trial 179 finished with value: 0.9974455528085135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:13:07,379] Trial 180 finished with value: 0.9973466608213161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:13:09,327] Trial 181 finished with value: 0.9976029118610467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:13:11,244] Trial 182 finished with value: 0.9972493737248854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:13:13,436] Trial 183 finished with value: 0.99745267479495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:13:15,699] Trial 184 finished with value: 0.9972727005790697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:13:17,274] Trial 185 finished with value: 0.9974423405196847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:13:27,859] Trial 186 finished with value: 0.9966684186600959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 49, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:13:29,204] Trial 187 finished with value: 0.9971801036788673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:13:32,111] Trial 188 finished with value: 0.9975375332316013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:13:34,694] Trial 189 finished with value: 0.9974422593341176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:13:36,644] Trial 190 finished with value: 0.9975097294281893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:13:38,365] Trial 191 finished with value: 0.997410719344238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:13:39,783] Trial 192 finished with value: 0.997401177691474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:13:41,516] Trial 193 finished with value: 0.9970454197743264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:13:43,668] Trial 194 finished with value: 0.9975192070021182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:13:45,176] Trial 195 finished with value: 0.9974734107567959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:13:46,560] Trial 196 finished with value: 0.9972773388520811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:13:47,240] Trial 197 finished with value: 0.9895473280896451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:13:49,169] Trial 198 finished with value: 0.997641710564268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:13:51,070] Trial 199 finished with value: 0.9974841174129292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:13:53,156] Trial 200 finished with value: 0.9975511459692323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:13:54,684] Trial 201 finished with value: 0.9972375222506916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:13:56,627] Trial 202 finished with value: 0.9975402520277069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:13:57,311] Trial 203 finished with value: 0.9952847526289678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 2, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:13:58,981] Trial 204 finished with value: 0.9973166660866756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:14:01,330] Trial 205 finished with value: 0.9972285813330402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:14:04,078] Trial 206 finished with value: 0.9976253696361107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:14:07,204] Trial 207 finished with value: 0.9976095223593662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:14:10,867] Trial 208 finished with value: 0.9973197744338572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:14:11,860] Trial 209 finished with value: 0.9882520455928132 and parameters: {'classifier': 'SVC', 'svc_c': 3.768112109081258, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:14:14,865] Trial 210 finished with value: 0.9975374491578844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:14:17,884] Trial 211 finished with value: 0.9972088582865112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:14:20,676] Trial 212 finished with value: 0.9974156434171063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:14:23,757] Trial 213 finished with value: 0.9973833781843032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:14:27,214] Trial 214 finished with value: 0.9974079474823512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:14:29,817] Trial 215 finished with value: 0.9974278554339291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:14:32,474] Trial 216 finished with value: 0.9972923841753795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:14:35,245] Trial 217 finished with value: 0.9973634771833271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:14:37,557] Trial 218 finished with value: 0.997575507510938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:14:39,993] Trial 219 finished with value: 0.9971344476516202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:14:42,352] Trial 220 finished with value: 0.997471270320578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:14:43,857] Trial 221 finished with value: 0.9966433999850159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:14:44,902] Trial 222 finished with value: 0.9941201345576474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:14:48,356] Trial 223 finished with value: 0.9972558554942523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:14:51,143] Trial 224 finished with value: 0.9972368656568619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:14:53,564] Trial 225 finished with value: 0.9972491174412826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:14:54,345] Trial 226 finished with value: 0.9968530444789087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:14:56,500] Trial 227 finished with value: 0.997233688343207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:14:57,855] Trial 228 finished with value: 0.997400937911583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:14:58,949] Trial 229 finished with value: 0.9973864825007707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 84}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:15:02,363] Trial 230 finished with value: 0.9971837749613138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:15:04,093] Trial 231 finished with value: 0.9973649555033193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:15:05,755] Trial 232 finished with value: 0.9974564881997464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:15:07,656] Trial 233 finished with value: 0.997414847398649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:15:09,440] Trial 234 finished with value: 0.9973154018706073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:15:10,946] Trial 235 finished with value: 0.9975328641093437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:15:12,966] Trial 236 finished with value: 0.9974089359277413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:15:15,625] Trial 237 finished with value: 0.9973086630876655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:15:16,960] Trial 238 finished with value: 0.9973182846247427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:15:18,917] Trial 239 finished with value: 0.9973814994271325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:15:21,232] Trial 240 finished with value: 0.9972851494241581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:15:23,330] Trial 241 finished with value: 0.9973733184419374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:15:25,695] Trial 242 finished with value: 0.997515915590686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:15:32,724] Trial 243 finished with value: 0.996626964255729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 31, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:15:34,767] Trial 244 finished with value: 0.997572850984607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:15:36,405] Trial 245 finished with value: 0.997558736026328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:15:38,379] Trial 246 finished with value: 0.9972029718885506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:15:40,296] Trial 247 finished with value: 0.9973865025591282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:15:40,924] Trial 248 finished with value: 0.9951292116507262 and parameters: {'classifier': 'SVC', 'svc_c': 1850.1779937512833, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:15:42,083] Trial 249 finished with value: 0.997288429886012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:15:43,570] Trial 250 finished with value: 0.9975535928984224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:15:45,342] Trial 251 finished with value: 0.9974175879034832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:15:48,609] Trial 252 finished with value: 0.9971894222458797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:15:50,405] Trial 253 finished with value: 0.9972847147100393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:15:53,581] Trial 254 finished with value: 0.9973089564728824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 96}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:15:55,706] Trial 255 finished with value: 0.9974616636685795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:15:57,439] Trial 256 finished with value: 0.9975605506411878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:16:00,325] Trial 257 finished with value: 0.9972712404448987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:16:02,185] Trial 258 finished with value: 0.9975025617391662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:16:03,671] Trial 259 finished with value: 0.9973642171209018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:16:05,354] Trial 260 finished with value: 0.9976084259416148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 79}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:16:07,056] Trial 261 finished with value: 0.9977208156482668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 78}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:16:10,054] Trial 262 finished with value: 0.9975363957132597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:16:11,772] Trial 263 finished with value: 0.9972983493468267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 79}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:16:13,726] Trial 264 finished with value: 0.9972328355456334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 83}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:16:15,599] Trial 265 finished with value: 0.9975808297993315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 92}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:16:17,483] Trial 266 finished with value: 0.9974051611162406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 90}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:16:19,127] Trial 267 finished with value: 0.9853836912632722 and parameters: {'classifier': 'SVC', 'svc_c': 0.014747579690508047, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:16:21,326] Trial 268 finished with value: 0.9974004514011994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 90}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:16:23,094] Trial 269 finished with value: 0.9974430696346331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 91}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:16:24,688] Trial 270 finished with value: 0.9974233186270078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 75}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:16:26,334] Trial 271 finished with value: 0.9973220899363726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 93}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:16:28,021] Trial 272 finished with value: 0.9975719034176415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 88}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:16:29,578] Trial 273 finished with value: 0.9974198946463361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 86}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:16:31,856] Trial 274 finished with value: 0.9973243958857778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 82}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:16:33,409] Trial 275 finished with value: 0.9973697091753623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 79}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:16:35,063] Trial 276 finished with value: 0.9973760771960686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 85}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:16:36,878] Trial 277 finished with value: 0.9971371896163982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 72}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:16:39,096] Trial 278 finished with value: 0.9974066310574251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 12, 'rf_n_estimators': 97}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:16:40,540] Trial 279 finished with value: 0.997514896930808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 87}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:16:41,809] Trial 280 finished with value: 0.997522321506454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 77}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:16:43,426] Trial 281 finished with value: 0.9960106575735864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 14, 'rf_n_estimators': 57}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:16:45,343] Trial 282 finished with value: 0.9973821864576156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 94}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:16:46,719] Trial 283 finished with value: 0.9975006256950726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 68}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:16:48,613] Trial 284 finished with value: 0.9973322950383543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:16:50,637] Trial 285 finished with value: 0.9974801637900578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:16:52,482] Trial 286 finished with value: 0.9974070982394231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 88}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:16:52,881] Trial 287 finished with value: 0.9963089290632636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 10}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:16:54,559] Trial 288 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 4.544715095432622e-06, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:16:57,008] Trial 289 finished with value: 0.9974904180857961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:16:59,835] Trial 290 finished with value: 0.9975369493493176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:17:13,196] Trial 291 finished with value: 0.9967792515271725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 59, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:17:16,743] Trial 292 finished with value: 0.9973403150488828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:17:18,685] Trial 293 finished with value: 0.997506365686066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:17:20,520] Trial 294 finished with value: 0.9972548154430244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:17:21,295] Trial 295 finished with value: 0.9968977735688301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:17:22,069] Trial 296 finished with value: 0.9961907822906241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 81}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:17:25,921] Trial 297 finished with value: 0.9972340810680741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:17:28,396] Trial 298 finished with value: 0.9972686538371777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:17:30,981] Trial 299 finished with value: 0.997200859889498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 92}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:17:33,733] Trial 300 finished with value: 0.9972480374002916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:17:35,959] Trial 301 finished with value: 0.9973080938365572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:17:36,798] Trial 302 finished with value: 0.9968134640075507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:17:38,751] Trial 303 finished with value: 0.997601726323251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:17:40,333] Trial 304 finished with value: 0.9975973735327174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 99}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:17:41,972] Trial 305 finished with value: 0.9976498591450592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 99}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:17:43,695] Trial 306 finished with value: 0.9972859389680822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:17:45,323] Trial 307 finished with value: 0.985323385303578 and parameters: {'classifier': 'SVC', 'svc_c': 0.001763436499669857, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:17:46,940] Trial 308 finished with value: 0.997335921379924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:17:48,660] Trial 309 finished with value: 0.9973164328447934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:17:50,088] Trial 310 finished with value: 0.9972439025539682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 99}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:17:51,381] Trial 311 finished with value: 0.9975046886232976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 96}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:17:55,860] Trial 312 finished with value: 0.9970733776335413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 24, 'rf_n_estimators': 101}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:17:57,387] Trial 313 finished with value: 0.9973829543245488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 100}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:17:58,929] Trial 314 finished with value: 0.997536745782379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 95}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:18:00,478] Trial 315 finished with value: 0.9973570264218958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 98}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:18:02,006] Trial 316 finished with value: 0.9975115647996403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:18:04,197] Trial 317 finished with value: 0.9970355399541583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:18:05,695] Trial 318 finished with value: 0.9973065102419261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 103}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:18:09,431] Trial 319 finished with value: 0.99747806385141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:18:13,979] Trial 320 finished with value: 0.9972400932116242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:18:22,109] Trial 321 finished with value: 0.9961786714542503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 41, 'rf_n_estimators': 107}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:18:25,383] Trial 322 finished with value: 0.9976880230266553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:18:28,444] Trial 323 finished with value: 0.9971478782454003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:18:31,930] Trial 324 finished with value: 0.9970091980622402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:18:35,161] Trial 325 finished with value: 0.9975246390401953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:18:36,808] Trial 326 finished with value: 0.9852061373802156 and parameters: {'classifier': 'SVC', 'svc_c': 2.2250908272353888e-08, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:18:40,107] Trial 327 finished with value: 0.9970037911288476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:18:41,835] Trial 328 finished with value: 0.9975506978934546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:18:44,595] Trial 329 finished with value: 0.9972904944051552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:18:46,172] Trial 330 finished with value: 0.9975401033356105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:18:48,537] Trial 331 finished with value: 0.9973080096676267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 73}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:18:50,528] Trial 332 finished with value: 0.9973469936884897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:18:56,498] Trial 333 finished with value: 0.9969618105099752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 27, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:18:57,446] Trial 334 finished with value: 0.9941122773625845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:18:58,853] Trial 335 finished with value: 0.9975698093505067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 94}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:19:01,752] Trial 336 finished with value: 0.9975437634463136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:19:04,170] Trial 337 finished with value: 0.997438493631396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:19:05,907] Trial 338 finished with value: 0.9975380384356124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:19:10,297] Trial 339 finished with value: 0.997206110577172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:19:12,377] Trial 340 finished with value: 0.9973520817828637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:19:13,456] Trial 341 finished with value: 0.9968783617759599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:19:14,881] Trial 342 finished with value: 0.9973866955573437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:19:18,968] Trial 343 finished with value: 0.9975549512491243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:19:20,908] Trial 344 finished with value: 0.9971423656882518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:19:23,547] Trial 345 finished with value: 0.9976596080146211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:19:38,229] Trial 346 finished with value: 0.9966839790896325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 70, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:19:41,261] Trial 347 finished with value: 0.9971248109120853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:19:42,917] Trial 348 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 8.400176806588e-06, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:19:44,294] Trial 349 finished with value: 0.9972129165175257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:19:47,978] Trial 350 finished with value: 0.9973331377750115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:19:48,767] Trial 351 finished with value: 0.9909711198493815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:19:52,495] Trial 352 finished with value: 0.9977605569038639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:19:55,438] Trial 353 finished with value: 0.9973342274643265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:19:58,844] Trial 354 finished with value: 0.9975995982013414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:20:02,253] Trial 355 finished with value: 0.9975117548779683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:20:06,276] Trial 356 finished with value: 0.9969622465570859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 18, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:20:10,240] Trial 357 finished with value: 0.9974611616383591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 113}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:20:13,790] Trial 358 finished with value: 0.9974523455458978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:20:17,251] Trial 359 finished with value: 0.9975365987089159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:20:18,973] Trial 360 finished with value: 0.9973813270902948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 63}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:20:21,901] Trial 361 finished with value: 0.9972947249095313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 108}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:20:26,863] Trial 362 finished with value: 0.9974126792869761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 22, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:20:29,735] Trial 363 finished with value: 0.9974735935988807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:20:33,642] Trial 364 finished with value: 0.9974912358764577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 19, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:20:35,266] Trial 365 finished with value: 0.996747439226047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 77}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:21:04,691] Trial 366 finished with value: 0.9897608447669386 and parameters: {'classifier': 'SVC', 'svc_c': 24309333.612187795, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:21:08,423] Trial 367 finished with value: 0.9971560554537842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:21:09,560] Trial 368 finished with value: 0.9955206478000326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:21:11,147] Trial 369 finished with value: 0.9966700247569035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:21:14,111] Trial 370 finished with value: 0.9972555291650878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:21:17,060] Trial 371 finished with value: 0.9975545784874011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:21:20,646] Trial 372 finished with value: 0.9972406000977444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 16, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:21:21,906] Trial 373 finished with value: 0.9972521298447701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 69}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:21:23,878] Trial 374 finished with value: 0.9968873942257365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:21:25,784] Trial 375 finished with value: 0.9974695982406608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:21:28,290] Trial 376 finished with value: 0.9972220237418123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:21:30,362] Trial 377 finished with value: 0.9974291363758745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:21:32,144] Trial 378 finished with value: 0.9970079828177631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:21:34,728] Trial 379 finished with value: 0.9977518987709683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:21:37,294] Trial 380 finished with value: 0.9973091921585832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:21:40,443] Trial 381 finished with value: 0.9972236513251832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:21:43,601] Trial 382 finished with value: 0.9973556058966332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:21:52,315] Trial 383 finished with value: 0.9972800317500542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 38, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:21:54,690] Trial 384 finished with value: 0.9975506090590517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:21:57,314] Trial 385 finished with value: 0.9974716757088702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:21:58,118] Trial 386 finished with value: 0.9900506952058886 and parameters: {'classifier': 'SVC', 'svc_c': 5.356199320465405, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:22:00,317] Trial 387 finished with value: 0.9972905268095585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:22:03,861] Trial 388 finished with value: 0.9972580697211049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:22:07,525] Trial 389 finished with value: 0.9969251502434835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 17, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:22:08,559] Trial 390 finished with value: 0.9972766066902937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:22:10,693] Trial 391 finished with value: 0.9975651387683054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:22:13,019] Trial 392 finished with value: 0.9968735152387995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:22:15,999] Trial 393 finished with value: 0.9973964233529348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:22:18,500] Trial 394 finished with value: 0.9974466353250616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:22:21,405] Trial 395 finished with value: 0.9972897282203309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:22:24,734] Trial 396 finished with value: 0.9973049300749889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:22:30,203] Trial 397 finished with value: 0.9973578818854539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 24, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:22:39,707] Trial 398 finished with value: 0.9968333941439257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 48, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:22:46,722] Trial 399 finished with value: 0.9971169629527535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 32, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:22:49,125] Trial 400 finished with value: 0.9973901608925088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:22:53,385] Trial 401 finished with value: 0.9974793886868815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:22:54,754] Trial 402 finished with value: 0.9974201213502091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 82}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:22:55,150] Trial 403 finished with value: 0.9965023710697515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 39}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:22:59,648] Trial 404 finished with value: 0.9972435782242918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:23:01,689] Trial 405 finished with value: 0.9972849623609313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:23:05,192] Trial 406 finished with value: 0.9974422033801865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:23:08,168] Trial 407 finished with value: 0.9972023875301983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:23:10,386] Trial 408 finished with value: 0.9972666691706099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:23:11,391] Trial 409 finished with value: 0.988326712574783 and parameters: {'classifier': 'SVC', 'svc_c': 37188.020542793594, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:23:12,241] Trial 410 finished with value: 0.9967485803625102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 29}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:23:13,919] Trial 411 finished with value: 0.9975122262811079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:23:16,031] Trial 412 finished with value: 0.9974888934284593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:23:18,896] Trial 413 finished with value: 0.9973881335067175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:23:20,804] Trial 414 finished with value: 0.9974556615542083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:23:22,513] Trial 415 finished with value: 0.9974977122503805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:23:24,841] Trial 416 finished with value: 0.9972249243326518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:23:27,692] Trial 417 finished with value: 0.9972343539823405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:23:30,220] Trial 418 finished with value: 0.9973579655465779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:23:32,286] Trial 419 finished with value: 0.9975420752435394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:23:36,206] Trial 420 finished with value: 0.9972485145797303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:23:39,048] Trial 421 finished with value: 0.9969953536378847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:23:42,904] Trial 422 finished with value: 0.9971028282217583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 28, 'rf_n_estimators': 79}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:23:44,829] Trial 423 finished with value: 0.9973599203160369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:23:46,508] Trial 424 finished with value: 0.9854048299791639 and parameters: {'classifier': 'SVC', 'svc_c': 0.20808918711724042, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:23:49,475] Trial 425 finished with value: 0.9971006820092413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:23:51,835] Trial 426 finished with value: 0.9970234072186285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:23:52,836] Trial 427 finished with value: 0.997283972233432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 74}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:23:55,076] Trial 428 finished with value: 0.9973643783812097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:23:56,030] Trial 429 finished with value: 0.9973158572778416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 65}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:23:57,956] Trial 430 finished with value: 0.997452855859712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:24:00,673] Trial 431 finished with value: 0.9960401311400485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 24, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:24:02,894] Trial 432 finished with value: 0.9975298845545905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:24:04,769] Trial 433 finished with value: 0.9973327754867977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 85}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:24:08,710] Trial 434 finished with value: 0.9971281227944678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 20, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:24:11,986] Trial 435 finished with value: 0.9973342269247821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 110}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:24:15,769] Trial 436 finished with value: 0.9974719114580468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:24:17,054] Trial 437 finished with value: 0.9956590880128742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:24:17,964] Trial 438 finished with value: 0.9971244329770831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:24:19,768] Trial 439 finished with value: 0.9973273866440125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:24:22,776] Trial 440 finished with value: 0.9974083873697488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:24:24,371] Trial 441 finished with value: 0.9976817315577815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:24:26,004] Trial 442 finished with value: 0.9972727487889511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:24:27,625] Trial 443 finished with value: 0.9853864782324031 and parameters: {'classifier': 'SVC', 'svc_c': 0.021217944281917353, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:24:29,044] Trial 444 finished with value: 0.9973117426168274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:24:30,620] Trial 445 finished with value: 0.9973147133167046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:24:40,063] Trial 446 finished with value: 0.9956672348480806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 68, 'rf_n_estimators': 71}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:24:41,770] Trial 447 finished with value: 0.9971072188756156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:24:43,523] Trial 448 finished with value: 0.9972741990208952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:24:45,931] Trial 449 finished with value: 0.9973579695455542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:24:48,132] Trial 450 finished with value: 0.9970497845935271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:24:48,947] Trial 451 finished with value: 0.9974364619927251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 50}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:24:50,868] Trial 452 finished with value: 0.9974849485335122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:24:52,510] Trial 453 finished with value: 0.9972976535249433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:24:53,882] Trial 454 finished with value: 0.9973241854951892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 60}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:24:54,524] Trial 455 finished with value: 0.9884579734825273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:24:55,557] Trial 456 finished with value: 0.9971937990302714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 4, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:24:57,993] Trial 457 finished with value: 0.9976296971950079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:25:00,338] Trial 458 finished with value: 0.9975080455417705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:25:03,216] Trial 459 finished with value: 0.9976045237341534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:25:06,046] Trial 460 finished with value: 0.9973066068838543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:25:08,247] Trial 461 finished with value: 0.9968663418052154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 88}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:25:10,915] Trial 462 finished with value: 0.9974070834178203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:25:12,145] Trial 463 finished with value: 0.9867364849114044 and parameters: {'classifier': 'SVC', 'svc_c': 43323681.28984857, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:25:14,966] Trial 464 finished with value: 0.9977248453786404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:25:18,125] Trial 465 finished with value: 0.9973940090820514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:25:20,740] Trial 466 finished with value: 0.9971915976572713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:25:23,270] Trial 467 finished with value: 0.9972896369738469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:25:24,610] Trial 468 finished with value: 0.9973683303219721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:25:27,653] Trial 469 finished with value: 0.997470132611809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:25:29,881] Trial 470 finished with value: 0.9970096978708071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:25:31,973] Trial 471 finished with value: 0.9974814823731615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 76}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:25:33,095] Trial 472 finished with value: 0.9969011474988217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 57}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:25:34,122] Trial 473 finished with value: 0.9973751633664989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 44}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:25:36,835] Trial 474 finished with value: 0.9975358197019769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:25:37,775] Trial 475 finished with value: 0.9970978499088062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:25:39,978] Trial 476 finished with value: 0.9974925282123123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:25:42,512] Trial 477 finished with value: 0.9971213816946589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:25:45,166] Trial 478 finished with value: 0.9973858625959621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 102}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:25:47,233] Trial 479 finished with value: 0.9973927189995888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:25:49,191] Trial 480 finished with value: 0.9970045392865406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 12, 'rf_n_estimators': 80}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:25:51,624] Trial 481 finished with value: 0.996864015004005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:29:40,290] Trial 482 finished with value: 0.989609147534933 and parameters: {'classifier': 'SVC', 'svc_c': 8473038172.443074, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:29:42,723] Trial 483 finished with value: 0.9973039275379678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:29:45,699] Trial 484 finished with value: 0.9971615641706458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:29:47,496] Trial 485 finished with value: 0.997543733136612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:29:52,029] Trial 486 finished with value: 0.9973181546262738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:29:52,620] Trial 487 finished with value: 0.9934823420103812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:29:55,038] Trial 488 finished with value: 0.9972512670814936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:29:56,921] Trial 489 finished with value: 0.9974409367837752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 84}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:30:05,982] Trial 490 finished with value: 0.996750579818943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 39, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:30:07,136] Trial 491 finished with value: 0.9974210963704645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 97}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:30:07,941] Trial 492 finished with value: 0.9932581924358511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:30:10,071] Trial 493 finished with value: 0.9975342714951126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:30:15,250] Trial 494 finished with value: 0.99683518866869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 27, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:30:18,596] Trial 495 finished with value: 0.997544240784442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:30:20,476] Trial 496 finished with value: 0.9972822759692294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:30:24,288] Trial 497 finished with value: 0.9971632889354894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:30:26,047] Trial 498 finished with value: 0.9974936915018345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:30:27,837] Trial 499 finished with value: 0.9976797851353923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 91}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:30:29,299] Trial 500 finished with value: 0.9974624228710641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 90}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:30:31,180] Trial 501 finished with value: 0.9975819937236121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 93}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:30:31,877] Trial 502 finished with value: 0.9926752826016024 and parameters: {'classifier': 'SVC', 'svc_c': 324.68744928559465, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:30:32,407] Trial 503 finished with value: 0.9958705234768853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 20}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:30:33,984] Trial 504 finished with value: 0.997160628759299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 95}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:30:36,266] Trial 505 finished with value: 0.997421060855746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:30:41,195] Trial 506 finished with value: 0.9967212124475194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 26, 'rf_n_estimators': 102}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:30:42,336] Trial 507 finished with value: 0.9974399813458089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 4, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:30:43,617] Trial 508 finished with value: 0.9974036676890047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 6, 'rf_n_estimators': 99}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:30:44,891] Trial 509 finished with value: 0.9972433585979722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 111}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:30:49,281] Trial 510 finished with value: 0.997417179119235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:30:52,251] Trial 511 finished with value: 0.9971198417713886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:30:54,473] Trial 512 finished with value: 0.9970615882386945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:31:01,253] Trial 513 finished with value: 0.9969375040970148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 31, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:31:03,800] Trial 514 finished with value: 0.9974064789693725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:31:04,544] Trial 515 finished with value: 0.9965527615358698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 34}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:31:16,302] Trial 516 finished with value: 0.9967142144293497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 54, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:31:19,540] Trial 517 finished with value: 0.9974016296710143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:31:26,174] Trial 518 finished with value: 0.9968943619659424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 40, 'rf_n_estimators': 91}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:31:27,907] Trial 519 finished with value: 0.9973496722726664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:31:29,723] Trial 520 finished with value: 0.9972543949157505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 87}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:31:31,365] Trial 521 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 4.020102604322761e-09, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:31:33,405] Trial 522 finished with value: 0.9970451149952009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:31:35,449] Trial 523 finished with value: 0.9976360308752986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:31:37,487] Trial 524 finished with value: 0.9975891927696877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:31:39,432] Trial 525 finished with value: 0.9972242500925456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:31:41,392] Trial 526 finished with value: 0.9974120912470265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:31:42,404] Trial 527 finished with value: 0.9960486864103864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 99}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:31:43,782] Trial 528 finished with value: 0.9975923393927859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 105}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:31:45,360] Trial 529 finished with value: 0.9975240678213367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:31:47,267] Trial 530 finished with value: 0.9974431839228379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:31:47,901] Trial 531 finished with value: 0.994257581437461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 34, 'rf_n_estimators': 7}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:31:48,593] Trial 532 finished with value: 0.9901537315290438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 96}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:31:59,724] Trial 533 finished with value: 0.9966093883103785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 51, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:32:02,019] Trial 534 finished with value: 0.9972611809881742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:32:03,658] Trial 535 finished with value: 0.9974304556889502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:32:05,660] Trial 536 finished with value: 0.9973055939367995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:32:08,376] Trial 537 finished with value: 0.9972974396431847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:32:09,385] Trial 538 finished with value: 0.9972367116645348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 3, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:32:10,819] Trial 539 finished with value: 0.9974471154878638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 101}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:32:11,738] Trial 540 finished with value: 0.9885185050035302 and parameters: {'classifier': 'SVC', 'svc_c': 2.0627092394087487, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:32:12,963] Trial 541 finished with value: 0.9973234389243917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 93}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:32:15,575] Trial 542 finished with value: 0.9970714831343686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:32:18,398] Trial 543 finished with value: 0.9975363072914495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:32:20,120] Trial 544 finished with value: 0.9975093929746323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:32:22,114] Trial 545 finished with value: 0.9974641615371111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:32:24,400] Trial 546 finished with value: 0.9974451564972631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:32:26,198] Trial 547 finished with value: 0.9969777028228104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:32:30,574] Trial 548 finished with value: 0.9973529306766746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:32:32,156] Trial 549 finished with value: 0.9971079590670936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 97}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:32:35,187] Trial 550 finished with value: 0.9973100485742782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:32:36,754] Trial 551 finished with value: 0.9974432379724943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:32:38,781] Trial 552 finished with value: 0.9974551401003886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:32:42,280] Trial 553 finished with value: 0.997252412216933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:32:44,729] Trial 554 finished with value: 0.9973646499942218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:32:55,031] Trial 555 finished with value: 0.9967875796175688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 46, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:32:56,474] Trial 556 finished with value: 0.9972499794428495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:32:57,263] Trial 557 finished with value: 0.9960755503591443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 3, 'rf_n_estimators': 110}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:32:58,562] Trial 558 finished with value: 0.9974344028372885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 89}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:32:59,283] Trial 559 finished with value: 0.9929131585354725 and parameters: {'classifier': 'SVC', 'svc_c': 3059.0416388377375, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:33:01,502] Trial 560 finished with value: 0.9954597396452819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 23, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:33:03,645] Trial 561 finished with value: 0.9975558056018556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:33:07,082] Trial 562 finished with value: 0.9977090509455119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 18, 'rf_n_estimators': 113}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:33:10,069] Trial 563 finished with value: 0.9972704077374203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 17, 'rf_n_estimators': 108}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:33:13,349] Trial 564 finished with value: 0.9974226008424925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 17, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:33:26,200] Trial 565 finished with value: 0.9962688744910437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 68, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:33:26,954] Trial 566 finished with value: 0.9950701377883379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 20, 'rf_n_estimators': 15}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:33:30,570] Trial 567 finished with value: 0.9973764877576397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 112}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:33:34,280] Trial 568 finished with value: 0.9973465196193656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 112}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:33:39,000] Trial 569 finished with value: 0.9971316309758079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 23, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:33:41,603] Trial 570 finished with value: 0.9971599056428152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 106}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:33:44,165] Trial 571 finished with value: 0.9972473140933801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:33:53,420] Trial 572 finished with value: 0.9962725234617414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 57, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:33:54,128] Trial 573 finished with value: 0.9965499630458785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 110}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:33:56,740] Trial 574 finished with value: 0.9976546270991608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:33:59,690] Trial 575 finished with value: 0.9974630791792528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:34:02,245] Trial 576 finished with value: 0.9975746751525767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:34:04,989] Trial 577 finished with value: 0.9970629319582209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:34:08,233] Trial 578 finished with value: 0.9976436172190591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:34:12,098] Trial 579 finished with value: 0.9970387009227908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:34:13,592] Trial 580 finished with value: 0.9857242018136024 and parameters: {'classifier': 'SVC', 'svc_c': 0.4351012307523933, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:34:18,787] Trial 581 finished with value: 0.9950398146298308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 44, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:34:22,001] Trial 582 finished with value: 0.99749627455491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:34:25,476] Trial 583 finished with value: 0.9970435211492257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:34:28,518] Trial 584 finished with value: 0.9971915832165235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 112}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:34:31,944] Trial 585 finished with value: 0.9973627758707858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:34:35,713] Trial 586 finished with value: 0.9971714757604593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 20, 'rf_n_estimators': 104}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:34:41,211] Trial 587 finished with value: 0.9973404461264405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 28, 'rf_n_estimators': 109}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:34:44,247] Trial 588 finished with value: 0.997306799437739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:34:46,669] Trial 589 finished with value: 0.9972870351954062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:35:00,079] Trial 590 finished with value: 0.9964715600678687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 63, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:35:02,807] Trial 591 finished with value: 0.9975468018748853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:35:04,963] Trial 592 finished with value: 0.997591922642323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:35:07,199] Trial 593 finished with value: 0.9972411800127897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 84}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:35:11,455] Trial 594 finished with value: 0.9970459129814085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 22, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:35:13,782] Trial 595 finished with value: 0.996989178075849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:35:17,664] Trial 596 finished with value: 0.996719299286457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 19, 'rf_n_estimators': 110}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:35:20,145] Trial 597 finished with value: 0.997605604632068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:35:20,858] Trial 598 finished with value: 0.9897103483596852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 100}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:35:23,836] Trial 599 finished with value: 0.9974246974803976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:35:25,795] Trial 600 finished with value: 0.997093621753035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:35:27,429] Trial 601 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 6.620640014930248e-10, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:35:28,280] Trial 602 finished with value: 0.9970572702329071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:35:41,570] Trial 603 finished with value: 0.9962911248588826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 59, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:35:42,974] Trial 604 finished with value: 0.9953757635541961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:35:43,911] Trial 605 finished with value: 0.9968583263966836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 4, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:35:46,409] Trial 606 finished with value: 0.9974025219822829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:35:49,255] Trial 607 finished with value: 0.9973815122175093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 103}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:35:52,908] Trial 608 finished with value: 0.9972508705798155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 111}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:35:54,421] Trial 609 finished with value: 0.9965762456196477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 92}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:35:56,502] Trial 610 finished with value: 0.9974998848370985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:35:58,204] Trial 611 finished with value: 0.9949855050399465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 21, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:36:03,396] Trial 612 finished with value: 0.9971786430686276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 25, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:36:05,668] Trial 613 finished with value: 0.9973809966034647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:36:12,419] Trial 614 finished with value: 0.9971435319293995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 32, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:36:15,650] Trial 615 finished with value: 0.9975596968914768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 107}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:36:18,457] Trial 616 finished with value: 0.997316876858119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:36:21,113] Trial 617 finished with value: 0.9972783064139282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:36:21,823] Trial 618 finished with value: 0.9920535797769561 and parameters: {'classifier': 'SVC', 'svc_c': 36.11815949206814, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:36:23,772] Trial 619 finished with value: 0.9976921069653747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:36:25,104] Trial 620 finished with value: 0.9972865852470919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 82}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:36:26,730] Trial 621 finished with value: 0.9975407655470497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:36:28,619] Trial 622 finished with value: 0.997648211059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:36:30,292] Trial 623 finished with value: 0.9977178850333667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:36:32,064] Trial 624 finished with value: 0.9971548985753188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:36:33,637] Trial 625 finished with value: 0.9976650021576369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:36:38,952] Trial 626 finished with value: 0.9946883249851693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 53, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:36:40,340] Trial 627 finished with value: 0.9973417868626037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:36:41,999] Trial 628 finished with value: 0.9975555616960367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:36:43,805] Trial 629 finished with value: 0.9973732076766405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:36:45,186] Trial 630 finished with value: 0.9974445286262394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:36:46,419] Trial 631 finished with value: 0.9974743889825796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 86}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:36:48,297] Trial 632 finished with value: 0.9975185465680015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:36:49,765] Trial 633 finished with value: 0.9973618566775095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:36:51,417] Trial 634 finished with value: 0.9975150574611438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:36:53,365] Trial 635 finished with value: 0.9975772670605282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:36:54,680] Trial 636 finished with value: 0.9969270172576284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:36:56,424] Trial 637 finished with value: 0.9974554935972019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:37:00,741] Trial 638 finished with value: 0.9971880086077429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 29, 'rf_n_estimators': 89}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:37:02,454] Trial 639 finished with value: 0.9852222790577899 and parameters: {'classifier': 'SVC', 'svc_c': 0.0004524341465375417, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:37:16,639] Trial 640 finished with value: 0.9963348463337178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 65, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:37:18,215] Trial 641 finished with value: 0.9975132924526336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:37:19,812] Trial 642 finished with value: 0.9970308293187179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 95}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:37:21,590] Trial 643 finished with value: 0.9969798407199955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:37:32,649] Trial 644 finished with value: 0.9957353164364157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 72, 'rf_n_estimators': 111}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:37:46,300] Trial 645 finished with value: 0.9958029113556778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 58, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:37:48,176] Trial 646 finished with value: 0.9975059007257215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:37:49,590] Trial 647 finished with value: 0.9974943428589098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:37:51,494] Trial 648 finished with value: 0.9974103281110526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:37:52,402] Trial 649 finished with value: 0.9969615373100678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:37:54,459] Trial 650 finished with value: 0.997555836006771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:37:56,418] Trial 651 finished with value: 0.9975036756445045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:37:58,108] Trial 652 finished with value: 0.9974155257646832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:37:59,437] Trial 653 finished with value: 0.9973817350176198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:38:04,701] Trial 654 finished with value: 0.9971870124500413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 25, 'rf_n_estimators': 112}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:38:05,747] Trial 655 finished with value: 0.9974929151291422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 68}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:38:07,865] Trial 656 finished with value: 0.997302826137365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:38:09,535] Trial 657 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 6.50687543646768e-05, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:38:14,603] Trial 658 finished with value: 0.9972981570785832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 22, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:38:16,227] Trial 659 finished with value: 0.9973079725342747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 76}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:38:17,151] Trial 660 finished with value: 0.9974180100493905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 65}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:38:31,226] Trial 661 finished with value: 0.9966452776313598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 62, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:38:32,281] Trial 662 finished with value: 0.995590258044681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:38:33,970] Trial 663 finished with value: 0.9976359268701759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:38:36,117] Trial 664 finished with value: 0.9972891962930017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:38:37,762] Trial 665 finished with value: 0.9972795569509584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:38:41,380] Trial 666 finished with value: 0.9972010307346539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 18, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:38:43,341] Trial 667 finished with value: 0.9945131777876363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 26, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:38:46,073] Trial 668 finished with value: 0.9974579814048169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:38:47,954] Trial 669 finished with value: 0.9974184265776881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:38:50,194] Trial 670 finished with value: 0.9973363349565963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 91}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:38:52,783] Trial 671 finished with value: 0.9970694323260014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:38:55,099] Trial 672 finished with value: 0.9975271649332994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:38:56,630] Trial 673 finished with value: 0.9976526000624863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 86}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:38:58,219] Trial 674 finished with value: 0.9973327397181758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 91}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:38:59,906] Trial 675 finished with value: 0.9972035476459299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 87}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:39:01,467] Trial 676 finished with value: 0.9866073851964693 and parameters: {'classifier': 'SVC', 'svc_c': 241064962.88822302, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:39:03,193] Trial 677 finished with value: 0.997436877410196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 80}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:39:04,713] Trial 678 finished with value: 0.9972873572716913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 86}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:39:06,392] Trial 679 finished with value: 0.9972817443592792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 88}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:39:08,422] Trial 680 finished with value: 0.9974787839527927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 82}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:39:11,130] Trial 681 finished with value: 0.9970197864311926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 20, 'rf_n_estimators': 94}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:39:12,794] Trial 682 finished with value: 0.9966084800349425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 16, 'rf_n_estimators': 84}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:39:13,665] Trial 683 finished with value: 0.9973882428755466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 88}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:39:15,764] Trial 684 finished with value: 0.9972078061431408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 94}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:39:17,075] Trial 685 finished with value: 0.9973509984728679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 90}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:39:18,360] Trial 686 finished with value: 0.996827531454182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 86}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:39:19,006] Trial 687 finished with value: 0.9971719718239531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 84}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:39:21,434] Trial 688 finished with value: 0.9974804633006905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 91}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:39:24,556] Trial 689 finished with value: 0.9970518962752006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 17, 'rf_n_estimators': 98}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:39:26,720] Trial 690 finished with value: 0.9974116343481104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:39:27,803] Trial 691 finished with value: 0.9972755577524518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 93}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:39:30,623] Trial 692 finished with value: 0.9974947904586188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:39:33,449] Trial 693 finished with value: 0.9970387197751078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 19, 'rf_n_estimators': 89}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:39:35,828] Trial 694 finished with value: 0.9975990014652051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:39:37,649] Trial 695 finished with value: 0.9975620008731317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:39:42,741] Trial 696 finished with value: 0.9975716750316593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:39:48,313] Trial 697 finished with value: 0.9929377268496453 and parameters: {'classifier': 'SVC', 'svc_c': 1519027.0789350665, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:39:50,174] Trial 698 finished with value: 0.997482451172787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:39:53,346] Trial 699 finished with value: 0.997306124055068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:39:55,273] Trial 700 finished with value: 0.9974351138298917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:40:05,402] Trial 701 finished with value: 0.9959451883958912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 72, 'rf_n_estimators': 78}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:40:18,799] Trial 702 finished with value: 0.9958664222092684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 73, 'rf_n_estimators': 97}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:40:20,767] Trial 703 finished with value: 0.9974376475305208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:40:23,004] Trial 704 finished with value: 0.9972091406586739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:40:24,510] Trial 705 finished with value: 0.9974807487831683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 72}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:40:25,389] Trial 706 finished with value: 0.9958330000027864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 54}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:40:34,064] Trial 707 finished with value: 0.9966820321276987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 39, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:40:37,691] Trial 708 finished with value: 0.9974492412611681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:40:39,832] Trial 709 finished with value: 0.9972654746509863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:40:40,229] Trial 710 finished with value: 0.9865978305629012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 2, 'rf_n_estimators': 82}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:40:41,485] Trial 711 finished with value: 0.9974006067899944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:40:51,053] Trial 712 finished with value: 0.9967916563200454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 40, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:40:53,681] Trial 713 finished with value: 0.9975534442380639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:40:55,448] Trial 714 finished with value: 0.9866068935762825 and parameters: {'classifier': 'SVC', 'svc_c': 1077846889.793076, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:40:57,169] Trial 715 finished with value: 0.9972931555652206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:41:00,567] Trial 716 finished with value: 0.9976167691709926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:41:01,363] Trial 717 finished with value: 0.9970169131349534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:41:04,288] Trial 718 finished with value: 0.9972580164648962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 21, 'rf_n_estimators': 86}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:41:06,377] Trial 719 finished with value: 0.9975504148230581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:41:10,419] Trial 720 finished with value: 0.9973529962789295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:41:12,791] Trial 721 finished with value: 0.9974259020292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:41:14,785] Trial 722 finished with value: 0.9958288054257213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 38, 'rf_n_estimators': 24}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:41:20,153] Trial 723 finished with value: 0.9970409336845812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 25, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:41:22,048] Trial 724 finished with value: 0.9975364517306664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:41:28,333] Trial 725 finished with value: 0.9965884244386193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 48, 'rf_n_estimators': 92}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:41:31,490] Trial 726 finished with value: 0.997480307753206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:41:34,042] Trial 727 finished with value: 0.9974997458885396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:41:36,346] Trial 728 finished with value: 0.9974913442296741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:41:37,932] Trial 729 finished with value: 0.997594134330143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:41:39,301] Trial 730 finished with value: 0.9975291941281513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 89}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:41:40,875] Trial 731 finished with value: 0.9974620999378555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 95}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:41:41,103] Trial 732 finished with value: 0.9831242281807452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 2}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:41:42,845] Trial 733 finished with value: 0.99721646922715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:41:43,667] Trial 734 finished with value: 0.9962367211661025 and parameters: {'classifier': 'SVC', 'svc_c': 14737.63301722886, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:41:46,887] Trial 735 finished with value: 0.997211298550741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:41:48,119] Trial 736 finished with value: 0.9976098429439696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:41:49,563] Trial 737 finished with value: 0.9972408375290301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:41:50,706] Trial 738 finished with value: 0.997213307814187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:41:52,905] Trial 739 finished with value: 0.9970097834679433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:41:55,276] Trial 740 finished with value: 0.9976003851744951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:41:57,246] Trial 741 finished with value: 0.9973303734984844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:42:00,569] Trial 742 finished with value: 0.9972322804813696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:42:01,667] Trial 743 finished with value: 0.99546476594595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:42:09,161] Trial 744 finished with value: 0.9970281942472123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 32, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:42:12,132] Trial 745 finished with value: 0.9971473567598425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:42:13,980] Trial 746 finished with value: 0.9974961429695456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 85}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:42:16,855] Trial 747 finished with value: 0.9972651182342854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 15, 'rf_n_estimators': 100}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:42:17,894] Trial 748 finished with value: 0.9973607685433521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:42:21,247] Trial 749 finished with value: 0.9969868562257521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 30, 'rf_n_estimators': 62}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:42:23,107] Trial 750 finished with value: 0.9971887711109698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:42:27,911] Trial 751 finished with value: 0.9969276840393264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 36, 'rf_n_estimators': 75}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:42:34,676] Trial 752 finished with value: 0.9963654084151922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 30, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:42:36,399] Trial 753 finished with value: 0.9853353497964603 and parameters: {'classifier': 'SVC', 'svc_c': 0.0027807290110688975, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:42:38,326] Trial 754 finished with value: 0.9971418208118563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:42:40,095] Trial 755 finished with value: 0.9975426189138944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:42:44,140] Trial 756 finished with value: 0.9971570730028355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 20, 'rf_n_estimators': 109}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:42:46,919] Trial 757 finished with value: 0.99700778493191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:42:55,534] Trial 758 finished with value: 0.9970253660505396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 41, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:42:57,167] Trial 759 finished with value: 0.997630098139993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:42:58,252] Trial 760 finished with value: 0.9966228546410424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:42:59,747] Trial 761 finished with value: 0.9971858328154964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 81}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:43:02,974] Trial 762 finished with value: 0.9937411587425519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 48, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:43:05,813] Trial 763 finished with value: 0.9972528720674743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:43:07,912] Trial 764 finished with value: 0.997360135308622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:43:13,031] Trial 765 finished with value: 0.9972339292339246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:43:23,721] Trial 766 finished with value: 0.9960724064337683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 63, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:43:26,569] Trial 767 finished with value: 0.9972775887563645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 93}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:43:29,007] Trial 768 finished with value: 0.9974441761133012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:43:30,983] Trial 769 finished with value: 0.9973754973127612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 89}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:43:32,435] Trial 770 finished with value: 0.9976163821906869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 97}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:43:33,089] Trial 771 finished with value: 0.9926895940492665 and parameters: {'classifier': 'SVC', 'svc_c': 65.06547021222656, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:43:35,585] Trial 772 finished with value: 0.9973282246834593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:43:40,930] Trial 773 finished with value: 0.9971970819676823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 26, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:43:42,633] Trial 774 finished with value: 0.9970801240018429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:43:45,655] Trial 775 finished with value: 0.9972766159895006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:43:48,083] Trial 776 finished with value: 0.9973923827999348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:43:52,291] Trial 777 finished with value: 0.9973614815354432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:43:53,307] Trial 778 finished with value: 0.9972931168449736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:43:56,049] Trial 779 finished with value: 0.9974297970004186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:43:57,858] Trial 780 finished with value: 0.9972398779016598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:44:00,509] Trial 781 finished with value: 0.9974035475610248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:44:01,092] Trial 782 finished with value: 0.9884433584300405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 84}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:44:02,182] Trial 783 finished with value: 0.9943862790965842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:44:03,573] Trial 784 finished with value: 0.9973610703391141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:44:05,439] Trial 785 finished with value: 0.9973784762644943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:44:06,581] Trial 786 finished with value: 0.9973757459475284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 87}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:44:09,951] Trial 787 finished with value: 0.997317649263573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:44:12,996] Trial 788 finished with value: 0.997029552248797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:44:14,715] Trial 789 finished with value: 0.9973785011787517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:44:16,384] Trial 790 finished with value: 0.9852052355793127 and parameters: {'classifier': 'SVC', 'svc_c': 5.668220490339973e-07, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:44:18,360] Trial 791 finished with value: 0.9973949311952152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:44:20,746] Trial 792 finished with value: 0.9976310399306594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 91}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:44:23,149] Trial 793 finished with value: 0.9973988463517429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:44:24,469] Trial 794 finished with value: 0.9971537507104196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 70}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:44:27,024] Trial 795 finished with value: 0.9972253877061009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:44:27,888] Trial 796 finished with value: 0.9970052409799367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:44:29,219] Trial 797 finished with value: 0.9974777094341972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:44:29,963] Trial 798 finished with value: 0.996927451305251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 108}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:44:33,688] Trial 799 finished with value: 0.9975478184717993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:44:36,831] Trial 800 finished with value: 0.9968810159854238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 15, 'rf_n_estimators': 112}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:44:38,605] Trial 801 finished with value: 0.9974511136707572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 78}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:44:45,736] Trial 802 finished with value: 0.9970320026056813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 30, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:44:52,926] Trial 803 finished with value: 0.997320702005941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 33, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:44:54,944] Trial 804 finished with value: 0.997517671458679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:44:56,810] Trial 805 finished with value: 0.9975659153631633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:45:01,012] Trial 806 finished with value: 0.9972759451770883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 20, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:45:02,706] Trial 807 finished with value: 0.997587122632935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:45:05,629] Trial 808 finished with value: 0.9974566980190526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:45:07,238] Trial 809 finished with value: 0.9850769189972445 and parameters: {'classifier': 'SVC', 'svc_c': 8.409758603216739e-05, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:45:08,761] Trial 810 finished with value: 0.9968579838177103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 44}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:45:11,335] Trial 811 finished with value: 0.9972102990605589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:45:17,744] Trial 812 finished with value: 0.9969870153278824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 36, 'rf_n_estimators': 96}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:45:20,395] Trial 813 finished with value: 0.9974006328150785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:45:29,413] Trial 814 finished with value: 0.9962618369909172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 58, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:45:31,870] Trial 815 finished with value: 0.9959005528375829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 22, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:45:34,060] Trial 816 finished with value: 0.9976674171902301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:45:36,167] Trial 817 finished with value: 0.9974812705226291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:45:38,368] Trial 818 finished with value: 0.9973717012368625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:45:40,925] Trial 819 finished with value: 0.9975668603910961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:45:43,244] Trial 820 finished with value: 0.9975041628848601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:45:46,045] Trial 821 finished with value: 0.9973592901916218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:45:49,249] Trial 822 finished with value: 0.9967911371513548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:45:56,684] Trial 823 finished with value: 0.9972118766884632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 34, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:45:59,077] Trial 824 finished with value: 0.9971246651398763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:46:00,382] Trial 825 finished with value: 0.997081720609016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 68}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:46:02,869] Trial 826 finished with value: 0.9975617073609634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:46:06,171] Trial 827 finished with value: 0.9972255841320102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:46:07,295] Trial 828 finished with value: 0.9868330186133875 and parameters: {'classifier': 'SVC', 'svc_c': 499549.9508948175, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:46:08,866] Trial 829 finished with value: 0.9974077116696987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:46:12,480] Trial 830 finished with value: 0.9961426264905708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 27, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:46:13,052] Trial 831 finished with value: 0.9880376888765848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:46:14,945] Trial 832 finished with value: 0.997667203816278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:46:16,717] Trial 833 finished with value: 0.997090021309598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:46:18,136] Trial 834 finished with value: 0.997387346374874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:46:19,242] Trial 835 finished with value: 0.9962131700201261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:46:20,694] Trial 836 finished with value: 0.9969521975738709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:46:22,556] Trial 837 finished with value: 0.9975764405736798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:46:25,767] Trial 838 finished with value: 0.997561012269052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:46:27,294] Trial 839 finished with value: 0.9972998495659748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:46:31,557] Trial 840 finished with value: 0.9973945221570637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:46:35,966] Trial 841 finished with value: 0.9957303179064166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 58, 'rf_n_estimators': 37}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:46:38,861] Trial 842 finished with value: 0.9974831787643158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:46:40,600] Trial 843 finished with value: 0.9974489228030047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:46:42,596] Trial 844 finished with value: 0.9975790292126266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:46:43,998] Trial 845 finished with value: 0.9974238011066769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:46:45,511] Trial 846 finished with value: 0.9957436849609059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:46:47,179] Trial 847 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 6.001320817080574e-08, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:46:49,342] Trial 848 finished with value: 0.9973727799765996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:46:51,910] Trial 849 finished with value: 0.9971403883214025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:46:57,484] Trial 850 finished with value: 0.9973043908796789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 24, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:47:00,176] Trial 851 finished with value: 0.9967382329160134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 72}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:47:08,579] Trial 852 finished with value: 0.99728120970249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 37, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:47:12,026] Trial 853 finished with value: 0.9965902879615941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 16, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:47:13,596] Trial 854 finished with value: 0.997101934450546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:47:15,912] Trial 855 finished with value: 0.9972815761801076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:47:18,168] Trial 856 finished with value: 0.9971805735585874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:47:20,274] Trial 857 finished with value: 0.9970490937544952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:47:21,977] Trial 858 finished with value: 0.9976500233569925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:47:23,309] Trial 859 finished with value: 0.997129880598473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 51}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:47:25,558] Trial 860 finished with value: 0.9973663039200561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:47:27,725] Trial 861 finished with value: 0.9976948150975434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:47:30,007] Trial 862 finished with value: 0.9974244391338308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:47:32,015] Trial 863 finished with value: 0.9972446739755472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:47:34,770] Trial 864 finished with value: 0.9952910970366712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 44, 'rf_n_estimators': 31}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:47:36,983] Trial 865 finished with value: 0.9974328704676401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:47:38,689] Trial 866 finished with value: 0.9853938532334378 and parameters: {'classifier': 'SVC', 'svc_c': 0.06840684004944227, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:47:39,734] Trial 867 finished with value: 0.9972727938885176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:47:46,417] Trial 868 finished with value: 0.9963692619367035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 47, 'rf_n_estimators': 74}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:47:48,290] Trial 869 finished with value: 0.9972908353337572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:47:49,123] Trial 870 finished with value: 0.9970383037546166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:47:51,109] Trial 871 finished with value: 0.9974458512717953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:47:52,758] Trial 872 finished with value: 0.9972829106956409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:48:00,449] Trial 873 finished with value: 0.9968787845883632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 68, 'rf_n_estimators': 59}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:48:01,364] Trial 874 finished with value: 0.9940895814897385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:48:03,363] Trial 875 finished with value: 0.997411676019983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:48:04,786] Trial 876 finished with value: 0.9974477778897306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:48:12,665] Trial 877 finished with value: 0.9964307139839746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 49, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:48:15,013] Trial 878 finished with value: 0.9975513415699561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:48:16,850] Trial 879 finished with value: 0.9972992145856602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:48:18,602] Trial 880 finished with value: 0.9970263418642427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:48:19,834] Trial 881 finished with value: 0.9968833759210095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 66}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:48:26,985] Trial 882 finished with value: 0.9972199726160663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 33, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:48:31,767] Trial 883 finished with value: 0.9971016616949692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 21, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:48:34,132] Trial 884 finished with value: 0.9974265850607066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:48:35,759] Trial 885 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 5.328584554284642e-06, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:48:39,937] Trial 886 finished with value: 0.9972868063333554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:48:41,918] Trial 887 finished with value: 0.9975412653238785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:48:43,686] Trial 888 finished with value: 0.9976033432426851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:48:45,334] Trial 889 finished with value: 0.9965439635657537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:48:46,743] Trial 890 finished with value: 0.9975238387371205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:48:48,333] Trial 891 finished with value: 0.9973397824550574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:48:51,464] Trial 892 finished with value: 0.9972709381095921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:48:59,062] Trial 893 finished with value: 0.9963685748110068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 40, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:49:00,279] Trial 894 finished with value: 0.9972910085275183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:49:04,110] Trial 895 finished with value: 0.9973892569016902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:49:06,358] Trial 896 finished with value: 0.9975118040399868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:49:07,225] Trial 897 finished with value: 0.9969266886115965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:49:09,279] Trial 898 finished with value: 0.9971661284308571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:49:11,695] Trial 899 finished with value: 0.9973714313694354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:49:16,597] Trial 900 finished with value: 0.9972255134199525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 23, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:49:18,422] Trial 901 finished with value: 0.9971807080638392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:49:27,763] Trial 902 finished with value: 0.9965909855290626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 44, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:49:29,813] Trial 903 finished with value: 0.9976016318077625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:49:32,231] Trial 904 finished with value: 0.9974929772402271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:49:33,888] Trial 905 finished with value: 0.9852060554329386 and parameters: {'classifier': 'SVC', 'svc_c': 1.6563360123838842e-10, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:49:35,873] Trial 906 finished with value: 0.9971731985575527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:49:38,941] Trial 907 finished with value: 0.9974961183091916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:49:41,413] Trial 908 finished with value: 0.9973704699012663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:49:54,788] Trial 909 finished with value: 0.9965832141850394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 58, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:49:58,698] Trial 910 finished with value: 0.9973029820657042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:50:00,336] Trial 911 finished with value: 0.9972947143090702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:50:05,823] Trial 912 finished with value: 0.9969816872314521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 27, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:50:08,409] Trial 913 finished with value: 0.9977033458344787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:50:15,472] Trial 914 finished with value: 0.9969511182945897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 35, 'rf_n_estimators': 110}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:50:17,042] Trial 915 finished with value: 0.9974569323400232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:50:19,057] Trial 916 finished with value: 0.997442044405008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:50:21,802] Trial 917 finished with value: 0.997260958822822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:50:23,586] Trial 918 finished with value: 0.9974876534284144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:50:24,509] Trial 919 finished with value: 0.9972524370677145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 3, 'rf_n_estimators': 109}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:50:30,124] Trial 920 finished with value: 0.9968114340509887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 29, 'rf_n_estimators': 105}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:50:30,952] Trial 921 finished with value: 0.9971697817179103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:50:32,248] Trial 922 finished with value: 0.9975983752762908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:50:33,958] Trial 923 finished with value: 0.9853594384873753 and parameters: {'classifier': 'SVC', 'svc_c': 0.004802846908341798, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:50:34,802] Trial 924 finished with value: 0.9970355857519588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 112}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:50:35,330] Trial 925 finished with value: 0.9873952681806997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 4, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:50:51,431] Trial 926 finished with value: 0.995645819028519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 66, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:50:52,602] Trial 927 finished with value: 0.99698336930881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 56}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:50:53,536] Trial 928 finished with value: 0.9960111590960005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:51:08,660] Trial 929 finished with value: 0.9966084340149766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 64, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:51:12,624] Trial 930 finished with value: 0.9973708292378548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 19, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:51:15,287] Trial 931 finished with value: 0.9970322472732098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:51:17,867] Trial 932 finished with value: 0.9975705746149316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:51:19,723] Trial 933 finished with value: 0.9977071356262718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:51:21,503] Trial 934 finished with value: 0.9974892029365328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:51:23,062] Trial 935 finished with value: 0.9976297920913514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:51:24,841] Trial 936 finished with value: 0.9975117688426476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:51:26,772] Trial 937 finished with value: 0.9977851982786999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:51:28,683] Trial 938 finished with value: 0.9972964409464504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:51:30,363] Trial 939 finished with value: 0.9973975231349046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:51:31,496] Trial 940 finished with value: 0.9968415501196497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:51:33,468] Trial 941 finished with value: 0.9974035203616382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:51:34,800] Trial 942 finished with value: 0.9973318552144326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:51:36,639] Trial 943 finished with value: 0.997157697446165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:51:49,877] Trial 944 finished with value: 0.9961297871105309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 74, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:51:51,789] Trial 945 finished with value: 0.9974132659621956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:51:53,970] Trial 946 finished with value: 0.9970980069162344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:51:55,660] Trial 947 finished with value: 0.9852235902142232 and parameters: {'classifier': 'SVC', 'svc_c': 0.0004830830071462976, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:52:00,199] Trial 948 finished with value: 0.9971203057795958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:52:01,929] Trial 949 finished with value: 0.9975140250587516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:52:03,937] Trial 950 finished with value: 0.9974604141789003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:52:05,466] Trial 951 finished with value: 0.9974036988873677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:52:06,455] Trial 952 finished with value: 0.9955174584894487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:52:08,294] Trial 953 finished with value: 0.9977140147542402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:52:10,087] Trial 954 finished with value: 0.9973542810928997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:52:11,742] Trial 955 finished with value: 0.9974620818472483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:52:13,504] Trial 956 finished with value: 0.9973550765718123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:52:15,473] Trial 957 finished with value: 0.9976362299037164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:52:17,457] Trial 958 finished with value: 0.9976863200022782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:52:19,672] Trial 959 finished with value: 0.9974922437771857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:52:21,820] Trial 960 finished with value: 0.9976148989195813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:52:23,812] Trial 961 finished with value: 0.9973586900912674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:52:25,808] Trial 962 finished with value: 0.9974803233365185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:52:36,868] Trial 963 finished with value: 0.9968548958462652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 49, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:52:39,026] Trial 964 finished with value: 0.9975218177306487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:52:41,361] Trial 965 finished with value: 0.9973031328525027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:52:42,711] Trial 966 finished with value: 0.9959068511301067 and parameters: {'classifier': 'SVC', 'svc_c': 124342.21337501273, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:52:44,561] Trial 967 finished with value: 0.9976265715824044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:52:46,178] Trial 968 finished with value: 0.9975064692151202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:52:48,073] Trial 969 finished with value: 0.9974630578513789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:52:50,521] Trial 970 finished with value: 0.9972032357575134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:52:52,665] Trial 971 finished with value: 0.9975055135867262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:52:55,072] Trial 972 finished with value: 0.9972479506605904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:52:57,600] Trial 973 finished with value: 0.9973678367022973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:52:59,593] Trial 974 finished with value: 0.9975460285807696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:53:04,931] Trial 975 finished with value: 0.9970197041347985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 24, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:53:22,796] Trial 976 finished with value: 0.9958602847961976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 74, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:53:24,241] Trial 977 finished with value: 0.9974487809345582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:53:26,421] Trial 978 finished with value: 0.9974836270939967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:53:26,720] Trial 979 finished with value: 0.9960649147641858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 10}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:53:27,982] Trial 980 finished with value: 0.9966226657370173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:53:29,842] Trial 981 finished with value: 0.9975018697258315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:53:31,609] Trial 982 finished with value: 0.9977354524094824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:53:32,303] Trial 983 finished with value: 0.9886410058679577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:53:33,986] Trial 984 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 9.32044665572614e-07, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:53:35,305] Trial 985 finished with value: 0.9973185459546728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 63}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:53:37,517] Trial 986 finished with value: 0.9973759242510928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:53:39,544] Trial 987 finished with value: 0.9975561411032755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:53:41,170] Trial 988 finished with value: 0.9972836578377207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:53:47,232] Trial 989 finished with value: 0.9972003923583831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 25, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:53:53,665] Trial 990 finished with value: 0.9970548620557022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 30, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:53:55,450] Trial 991 finished with value: 0.9966156809535548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:53:58,058] Trial 992 finished with value: 0.99721178315685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:54:03,289] Trial 993 finished with value: 0.9964768883229885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 33, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:54:05,095] Trial 994 finished with value: 0.9972637274474422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:54:06,020] Trial 995 finished with value: 0.9934350139666926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:54:16,090] Trial 996 finished with value: 0.9969716565292718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 46, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:54:20,749] Trial 997 finished with value: 0.9973574664997208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 22, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:54:22,279] Trial 998 finished with value: 0.9966469112449331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:54:24,103] Trial 999 finished with value: 0.9974462100371014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:54:34,504] Trial 1000 finished with value: 0.9969513832743789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 45, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:54:37,032] Trial 1001 finished with value: 0.9974423120825197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:54:49,103] Trial 1002 finished with value: 0.997018308619007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 56, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:54:50,779] Trial 1003 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.4692267727088713e-09, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:54:52,708] Trial 1004 finished with value: 0.9972969650979923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:54:54,943] Trial 1005 finished with value: 0.9973536333539461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:54:57,219] Trial 1006 finished with value: 0.9976219873273114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:54:58,746] Trial 1007 finished with value: 0.9975728584747531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:55:00,201] Trial 1008 finished with value: 0.9974111293662647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:55:00,926] Trial 1009 finished with value: 0.996103912368873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:55:13,871] Trial 1010 finished with value: 0.9966147020612747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 64, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:55:16,525] Trial 1011 finished with value: 0.9974177371985999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:55:18,164] Trial 1012 finished with value: 0.9966274428633738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:55:19,940] Trial 1013 finished with value: 0.9974144093837879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:55:21,979] Trial 1014 finished with value: 0.9967397667773435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:55:25,937] Trial 1015 finished with value: 0.996865601677213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 18, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:55:28,135] Trial 1016 finished with value: 0.9974439847019813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:55:30,913] Trial 1017 finished with value: 0.9975090101519922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:55:31,750] Trial 1018 finished with value: 0.9936051583813471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:55:34,164] Trial 1019 finished with value: 0.9975359859133984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:55:36,803] Trial 1020 finished with value: 0.9975278999197607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:55:38,487] Trial 1021 finished with value: 0.9852034331200716 and parameters: {'classifier': 'SVC', 'svc_c': 1.6608854512926174e-08, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:55:41,902] Trial 1022 finished with value: 0.9944888321783601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 37, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:55:44,033] Trial 1023 finished with value: 0.9973986702380943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:55:44,813] Trial 1024 finished with value: 0.9970853023905635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 46}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:55:49,101] Trial 1025 finished with value: 0.9969373052907624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:55:49,778] Trial 1026 finished with value: 0.9929260694527556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:55:51,339] Trial 1027 finished with value: 0.9973941870999745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:55:52,691] Trial 1028 finished with value: 0.9974143074098913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:55:55,282] Trial 1029 finished with value: 0.9973560386430016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:55:57,193] Trial 1030 finished with value: 0.997463421059992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:55:58,614] Trial 1031 finished with value: 0.9960210366310392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:56:01,507] Trial 1032 finished with value: 0.9973395278853016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:56:03,813] Trial 1033 finished with value: 0.9973940752238507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:56:04,443] Trial 1034 finished with value: 0.9933594720975657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 2, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:56:06,242] Trial 1035 finished with value: 0.997448281252943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:56:08,367] Trial 1036 finished with value: 0.9974077053538549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:56:09,405] Trial 1037 finished with value: 0.9968848378007654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 4, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:56:10,868] Trial 1038 finished with value: 0.9969509010803508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:56:16,485] Trial 1039 finished with value: 0.9972281660425208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 25, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:56:18,128] Trial 1040 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.715983290123478e-05, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:56:27,727] Trial 1041 finished with value: 0.996969602229735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 44, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:56:32,115] Trial 1042 finished with value: 0.9973116311532965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 21, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:56:35,681] Trial 1043 finished with value: 0.997051535034338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:56:41,658] Trial 1044 finished with value: 0.9972422264750748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 27, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:56:43,660] Trial 1045 finished with value: 0.9974441149860914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:56:46,332] Trial 1046 finished with value: 0.9973427827346644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:56:47,970] Trial 1047 finished with value: 0.9973467967865116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:56:49,294] Trial 1048 finished with value: 0.9973371088537321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:56:50,926] Trial 1049 finished with value: 0.9975551621475195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:56:53,925] Trial 1050 finished with value: 0.99738162580748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:56:56,129] Trial 1051 finished with value: 0.9976488881872559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:56:57,837] Trial 1052 finished with value: 0.9974633359389241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:57:05,228] Trial 1053 finished with value: 0.996932255757946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 32, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:57:14,821] Trial 1054 finished with value: 0.9969504074289381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 43, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:57:17,238] Trial 1055 finished with value: 0.9970747901291133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:57:19,265] Trial 1056 finished with value: 0.9974423364254946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:57:21,953] Trial 1057 finished with value: 0.9973070734628321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:57:25,810] Trial 1058 finished with value: 0.9970355896239834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:57:27,170] Trial 1059 finished with value: 0.9867047046655655 and parameters: {'classifier': 'SVC', 'svc_c': 5603301.00303116, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:57:28,975] Trial 1060 finished with value: 0.9975068327093745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:57:31,915] Trial 1061 finished with value: 0.9974611606227461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:57:32,501] Trial 1062 finished with value: 0.996986484447904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 26}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:57:34,749] Trial 1063 finished with value: 0.9973335779163124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:57:35,374] Trial 1064 finished with value: 0.9955628540436893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 20}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:57:38,387] Trial 1065 finished with value: 0.9964271331545641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 22, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:57:40,197] Trial 1066 finished with value: 0.9973485737602129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:57:42,515] Trial 1067 finished with value: 0.9975083076016724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:57:48,415] Trial 1068 finished with value: 0.9967865149694625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 49, 'rf_n_estimators': 66}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:57:49,620] Trial 1069 finished with value: 0.9973209426110176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:57:53,392] Trial 1070 finished with value: 0.9973703915721107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:57:54,757] Trial 1071 finished with value: 0.9973826927407156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:58:07,185] Trial 1072 finished with value: 0.9965528267890075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 61, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:58:09,324] Trial 1073 finished with value: 0.9971428548646196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:58:10,130] Trial 1074 finished with value: 0.9964032718022803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:58:10,957] Trial 1075 finished with value: 0.996967527364034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:58:12,558] Trial 1076 finished with value: 0.9974763298190975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:58:14,447] Trial 1077 finished with value: 0.9975105797184683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:58:15,584] Trial 1078 finished with value: 0.9870051495354083 and parameters: {'classifier': 'SVC', 'svc_c': 0.8755559328130313, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:58:18,397] Trial 1079 finished with value: 0.9976183218529019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:58:21,604] Trial 1080 finished with value: 0.9974951077742178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:58:22,400] Trial 1081 finished with value: 0.9904101843583901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:58:24,645] Trial 1082 finished with value: 0.9974020563237045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:58:32,023] Trial 1083 finished with value: 0.9969720644565965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 34, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:58:34,510] Trial 1084 finished with value: 0.9974862548340457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:58:48,015] Trial 1085 finished with value: 0.9967286017940883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 57, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:58:49,431] Trial 1086 finished with value: 0.9970318814938263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:58:50,669] Trial 1087 finished with value: 0.9973465355517952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 70}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:58:54,797] Trial 1088 finished with value: 0.9972999727090558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:58:57,073] Trial 1089 finished with value: 0.9972113944626972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 17, 'rf_n_estimators': 75}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:58:59,878] Trial 1090 finished with value: 0.997452423367247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:59:03,401] Trial 1091 finished with value: 0.9974005791780148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:59:06,022] Trial 1092 finished with value: 0.9971078914018748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:59:14,732] Trial 1093 finished with value: 0.9971088755943857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 40, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:59:16,851] Trial 1094 finished with value: 0.997393393588812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:59:18,425] Trial 1095 finished with value: 0.9962696483881798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:59:20,290] Trial 1096 finished with value: 0.9974010540723244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:59:21,162] Trial 1097 finished with value: 0.9894728792423132 and parameters: {'classifier': 'SVC', 'svc_c': 8.326903241622954, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:59:23,398] Trial 1098 finished with value: 0.99757662985856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:59:25,442] Trial 1099 finished with value: 0.9972298589742433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:59:27,679] Trial 1100 finished with value: 0.997683441627974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:59:30,151] Trial 1101 finished with value: 0.9974063273573884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:59:33,263] Trial 1102 finished with value: 0.9973937875514575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:59:35,924] Trial 1103 finished with value: 0.9973942085865378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:59:37,026] Trial 1104 finished with value: 0.9973271559411631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:59:46,428] Trial 1105 finished with value: 0.9971758116664263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 42, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:59:48,668] Trial 1106 finished with value: 0.9975324424712432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:59:50,305] Trial 1107 finished with value: 0.9975473468147564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:59:52,730] Trial 1108 finished with value: 0.9974900664932571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:59:53,163] Trial 1109 finished with value: 0.9899653999286787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 3, 'rf_n_estimators': 60}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:59:55,385] Trial 1110 finished with value: 0.9970387887733185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:59:56,504] Trial 1111 finished with value: 0.9965129965403176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 11:59:58,714] Trial 1112 finished with value: 0.9972800987170389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:00:01,302] Trial 1113 finished with value: 0.9975385152659343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:00:04,554] Trial 1114 finished with value: 0.9971807781728769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:00:16,876] Trial 1115 finished with value: 0.9965793347653955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 51, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:00:22,356] Trial 1116 finished with value: 0.996655671923008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 24, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:00:34,864] Trial 1117 finished with value: 0.996824927041495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 51, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:02:46,246] Trial 1118 finished with value: 0.9896202890003988 and parameters: {'classifier': 'SVC', 'svc_c': 1875246098.35301, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:02:50,512] Trial 1119 finished with value: 0.9972937855626839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 18, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:02:56,672] Trial 1120 finished with value: 0.9972971135044476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 29, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:02:58,825] Trial 1121 finished with value: 0.9977216107145868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:03:07,298] Trial 1122 finished with value: 0.99674264239045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 39, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:03:10,953] Trial 1123 finished with value: 0.997414013167751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:03:12,755] Trial 1124 finished with value: 0.9975232179753885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:03:15,081] Trial 1125 finished with value: 0.9973211669345475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:03:17,090] Trial 1126 finished with value: 0.9973388077204431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:03:19,883] Trial 1127 finished with value: 0.9975239018320806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:03:21,211] Trial 1128 finished with value: 0.9973667564391405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:03:23,799] Trial 1129 finished with value: 0.996827942301394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:03:28,304] Trial 1130 finished with value: 0.9973059047143895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:03:30,725] Trial 1131 finished with value: 0.9974338988393178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:03:32,077] Trial 1132 finished with value: 0.9974481497627923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 80}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:03:36,677] Trial 1133 finished with value: 0.9971031462673291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 21, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:03:38,938] Trial 1134 finished with value: 0.997453172413601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:03:39,624] Trial 1135 finished with value: 0.9928005128308589 and parameters: {'classifier': 'SVC', 'svc_c': 708.2212307328772, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:03:52,580] Trial 1136 finished with value: 0.9963619225773389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 66, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:03:55,585] Trial 1137 finished with value: 0.9974256535531224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:03:57,387] Trial 1138 finished with value: 0.9975774400321239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:03:58,945] Trial 1139 finished with value: 0.9972801506719935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:04:01,420] Trial 1140 finished with value: 0.9969809384072632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:04:02,302] Trial 1141 finished with value: 0.9974224700505756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 4, 'rf_n_estimators': 77}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:04:04,439] Trial 1142 finished with value: 0.9976596168377593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:04:05,072] Trial 1143 finished with value: 0.9953319791430904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 16}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:04:06,986] Trial 1144 finished with value: 0.9955764211104713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 23, 'rf_n_estimators': 40}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:04:08,608] Trial 1145 finished with value: 0.9971394297096453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:04:09,901] Trial 1146 finished with value: 0.9946652196933171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:04:11,667] Trial 1147 finished with value: 0.9972356126442748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:04:12,560] Trial 1148 finished with value: 0.9967521382771513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:04:13,405] Trial 1149 finished with value: 0.9902094816708104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:04:14,192] Trial 1150 finished with value: 0.9969325137553957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:04:16,219] Trial 1151 finished with value: 0.9973504211920691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:04:19,915] Trial 1152 finished with value: 0.9973835409680306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:04:21,150] Trial 1153 finished with value: 0.9973235991373487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 52}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:04:23,383] Trial 1154 finished with value: 0.9972984865815384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:04:24,162] Trial 1155 finished with value: 0.9959776469760264 and parameters: {'classifier': 'SVC', 'svc_c': 9354.020522962093, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:04:25,139] Trial 1156 finished with value: 0.9969511692656691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 72}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:04:32,185] Trial 1157 finished with value: 0.9964585059491471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 30, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:04:33,984] Trial 1158 finished with value: 0.9975005604736727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:04:42,214] Trial 1159 finished with value: 0.9969928857616756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 38, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:04:44,631] Trial 1160 finished with value: 0.9973804419517935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:04:45,926] Trial 1161 finished with value: 0.997453314472475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:04:48,071] Trial 1162 finished with value: 0.9966140439440254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 55}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:04:49,375] Trial 1163 finished with value: 0.9957612742044398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:04:52,797] Trial 1164 finished with value: 0.9973414470765661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:04:54,746] Trial 1165 finished with value: 0.9975782710257554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:04:56,579] Trial 1166 finished with value: 0.9973879055333281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:04:58,550] Trial 1167 finished with value: 0.9974718575988177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:05:00,866] Trial 1168 finished with value: 0.99723299106138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:05:02,504] Trial 1169 finished with value: 0.9974601466918163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:05:05,192] Trial 1170 finished with value: 0.9967792564782862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:05:07,712] Trial 1171 finished with value: 0.9976332268311735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:05:09,406] Trial 1172 finished with value: 0.9852060554329386 and parameters: {'classifier': 'SVC', 'svc_c': 1.0503240460341033e-10, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:05:11,666] Trial 1173 finished with value: 0.9976534902790529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:05:13,654] Trial 1174 finished with value: 0.9974872019249426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:05:15,296] Trial 1175 finished with value: 0.9974697173530277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:05:19,101] Trial 1176 finished with value: 0.9974196221764006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:05:21,259] Trial 1177 finished with value: 0.9972895499802426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:05:27,560] Trial 1178 finished with value: 0.9972894684455582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 27, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:05:29,215] Trial 1179 finished with value: 0.9975520214594099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:05:36,972] Trial 1180 finished with value: 0.9971234144758944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 34, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:05:39,272] Trial 1181 finished with value: 0.9969393959302032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:05:42,301] Trial 1182 finished with value: 0.997567432212975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:05:44,994] Trial 1183 finished with value: 0.9975486779025958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:05:46,087] Trial 1184 finished with value: 0.997196399539196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:05:47,997] Trial 1185 finished with value: 0.9975301766068151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:05:49,082] Trial 1186 finished with value: 0.9961767282056516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:05:50,409] Trial 1187 finished with value: 0.9972868070633272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:05:52,740] Trial 1188 finished with value: 0.9977963516458809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:05:54,988] Trial 1189 finished with value: 0.9969060953751206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:05:57,381] Trial 1190 finished with value: 0.9970629723605772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:05:59,730] Trial 1191 finished with value: 0.9974532417926669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:06:01,387] Trial 1192 finished with value: 0.9850769189972445 and parameters: {'classifier': 'SVC', 'svc_c': 0.00011080742642610227, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:06:04,485] Trial 1193 finished with value: 0.997367041699453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:06:07,089] Trial 1194 finished with value: 0.9974777480274928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:06:09,691] Trial 1195 finished with value: 0.9973871816551344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:06:12,034] Trial 1196 finished with value: 0.9974877524189477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:06:18,322] Trial 1197 finished with value: 0.996971456516979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 27, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:06:20,514] Trial 1198 finished with value: 0.9975997261368463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:06:23,107] Trial 1199 finished with value: 0.9977387567699806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:06:26,225] Trial 1200 finished with value: 0.9972048554064074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:06:27,146] Trial 1201 finished with value: 0.9964551216725978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 33}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:06:28,132] Trial 1202 finished with value: 0.9972609205151676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 42}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:06:30,530] Trial 1203 finished with value: 0.9965782621510746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:06:33,742] Trial 1204 finished with value: 0.9973178555599717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:06:36,177] Trial 1205 finished with value: 0.9974534096227217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:06:38,436] Trial 1206 finished with value: 0.9970248786197565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:06:39,378] Trial 1207 finished with value: 0.9964066841034019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 36}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:06:41,721] Trial 1208 finished with value: 0.9963825609133813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:06:44,778] Trial 1209 finished with value: 0.9969164277461114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:06:45,564] Trial 1210 finished with value: 0.9894376129047177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:06:49,335] Trial 1211 finished with value: 0.9970818212181826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:06:51,008] Trial 1212 finished with value: 0.9852051536002978 and parameters: {'classifier': 'SVC', 'svc_c': 1.3337090839232884e-06, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:06:53,725] Trial 1213 finished with value: 0.9973790031772344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:06:57,053] Trial 1214 finished with value: 0.9974548312905488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:07:01,812] Trial 1215 finished with value: 0.99706579493964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 24, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:07:03,830] Trial 1216 finished with value: 0.9955218057893246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 20, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:07:04,761] Trial 1217 finished with value: 0.9969238934540856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:07:05,832] Trial 1218 finished with value: 0.9969873242646736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 47}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:07:07,053] Trial 1219 finished with value: 0.9973607065592187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:07:12,238] Trial 1220 finished with value: 0.9973130597082496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 22, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:07:12,852] Trial 1221 finished with value: 0.9966310534629415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 23}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:07:15,982] Trial 1222 finished with value: 0.9974686414379644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:07:18,835] Trial 1223 finished with value: 0.9974175469933204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:07:23,093] Trial 1224 finished with value: 0.997432128213198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:07:25,735] Trial 1225 finished with value: 0.9974915888654646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:07:27,639] Trial 1226 finished with value: 0.9971457484413815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:07:30,597] Trial 1227 finished with value: 0.9974927747206396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:07:32,793] Trial 1228 finished with value: 0.9973392758545784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:07:35,030] Trial 1229 finished with value: 0.9973614726805672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:07:36,673] Trial 1230 finished with value: 0.9853838563003912 and parameters: {'classifier': 'SVC', 'svc_c': 0.09398874043742181, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:07:38,666] Trial 1231 finished with value: 0.9972804518647355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:07:41,307] Trial 1232 finished with value: 0.9975052852959578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:07:43,380] Trial 1233 finished with value: 0.9972171213776727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:07:45,759] Trial 1234 finished with value: 0.9973545615925259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:07:47,592] Trial 1235 finished with value: 0.9965961179295554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:07:53,519] Trial 1236 finished with value: 0.9969860074588928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 27, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:07:55,965] Trial 1237 finished with value: 0.9964758997189088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 41, 'rf_n_estimators': 30}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:08:04,487] Trial 1238 finished with value: 0.9966115529308818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 36, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:08:07,689] Trial 1239 finished with value: 0.997476589276491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:08:09,763] Trial 1240 finished with value: 0.9972169371073821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:08:10,562] Trial 1241 finished with value: 0.9969030246056212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:08:12,176] Trial 1242 finished with value: 0.9972694017727052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:08:14,227] Trial 1243 finished with value: 0.9973524630820839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:08:17,880] Trial 1244 finished with value: 0.9973180808673767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:08:19,678] Trial 1245 finished with value: 0.997519109979335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:08:22,778] Trial 1246 finished with value: 0.99720380078748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:08:29,388] Trial 1247 finished with value: 0.9967384244225471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 30, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:08:31,747] Trial 1248 finished with value: 0.9976411295383958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:08:33,441] Trial 1249 finished with value: 0.9853869704873478 and parameters: {'classifier': 'SVC', 'svc_c': 0.020760747784723876, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:08:34,361] Trial 1250 finished with value: 0.996687698074154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:08:36,598] Trial 1251 finished with value: 0.9972942333528204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:08:37,723] Trial 1252 finished with value: 0.9970791583442701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:08:40,888] Trial 1253 finished with value: 0.9971528347861477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:08:42,802] Trial 1254 finished with value: 0.99749020204586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:08:44,007] Trial 1255 finished with value: 0.9974102391496981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:08:58,329] Trial 1256 finished with value: 0.9966294968455317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 60, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:09:02,609] Trial 1257 finished with value: 0.9972301549302305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:09:05,041] Trial 1258 finished with value: 0.997077968870974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:09:07,844] Trial 1259 finished with value: 0.9973904828735799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:09:08,788] Trial 1260 finished with value: 0.9939116487512806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:09:10,869] Trial 1261 finished with value: 0.9972048825423183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:09:12,574] Trial 1262 finished with value: 0.9974979100727577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:09:14,190] Trial 1263 finished with value: 0.9974959917701544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:09:17,687] Trial 1264 finished with value: 0.9967271994229088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:09:20,234] Trial 1265 finished with value: 0.997409066434017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:09:22,336] Trial 1266 finished with value: 0.9976533814497683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:09:23,568] Trial 1267 finished with value: 0.9971481973383218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:13:16,902] Trial 1268 finished with value: 0.9896084918297646 and parameters: {'classifier': 'SVC', 'svc_c': 7134258647.337562, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:13:22,230] Trial 1269 finished with value: 0.9972763167010332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 25, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:13:35,612] Trial 1270 finished with value: 0.9964893908368785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 56, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:13:37,718] Trial 1271 finished with value: 0.9956811045992864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 21, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:13:39,261] Trial 1272 finished with value: 0.9970968643198276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:13:41,124] Trial 1273 finished with value: 0.997450358816366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:13:42,466] Trial 1274 finished with value: 0.9966340624387349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 48}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:13:46,008] Trial 1275 finished with value: 0.997403491924473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:13:48,023] Trial 1276 finished with value: 0.9972799868726531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:13:50,481] Trial 1277 finished with value: 0.9973877740749154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:13:53,184] Trial 1278 finished with value: 0.9976169457924478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:13:57,169] Trial 1279 finished with value: 0.9972597405949818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:14:12,505] Trial 1280 finished with value: 0.9965829064860263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 66, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:14:13,919] Trial 1281 finished with value: 0.9972717419038367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:14:15,933] Trial 1282 finished with value: 0.9973831956595972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:14:26,358] Trial 1283 finished with value: 0.996991751988407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 45, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:14:28,119] Trial 1284 finished with value: 0.9973972690094796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:14:29,027] Trial 1285 finished with value: 0.9905280570424608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:14:30,866] Trial 1286 finished with value: 0.9975151337273355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:14:32,566] Trial 1287 finished with value: 0.9852051537907253 and parameters: {'classifier': 'SVC', 'svc_c': 1.001766488808492e-07, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:14:37,136] Trial 1288 finished with value: 0.9973058593926577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:14:39,005] Trial 1289 finished with value: 0.9970841724575817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:14:46,085] Trial 1290 finished with value: 0.9972611633101599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 32, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:14:49,280] Trial 1291 finished with value: 0.9972629651981185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:14:58,460] Trial 1292 finished with value: 0.9967817417468686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 38, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:14:59,301] Trial 1293 finished with value: 0.997039625606725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:15:01,370] Trial 1294 finished with value: 0.9975177040217719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:15:02,948] Trial 1295 finished with value: 0.9974631356092521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:15:05,804] Trial 1296 finished with value: 0.9975358384273424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:15:07,613] Trial 1297 finished with value: 0.9976796850975079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:15:09,450] Trial 1298 finished with value: 0.997559114754778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:15:11,811] Trial 1299 finished with value: 0.9974899549662503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:15:12,702] Trial 1300 finished with value: 0.9970053661225059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:15:15,208] Trial 1301 finished with value: 0.9965229646870823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 17, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:15:16,370] Trial 1302 finished with value: 0.9947426721209981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:15:18,626] Trial 1303 finished with value: 0.9973169365888609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:15:20,925] Trial 1304 finished with value: 0.9970654923821681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:16:11,170] Trial 1305 finished with value: 0.990532580868578 and parameters: {'classifier': 'SVC', 'svc_c': 123981633.35050564, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:16:13,200] Trial 1306 finished with value: 0.9972667161744507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:16:15,469] Trial 1307 finished with value: 0.9976392178372774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:16:17,249] Trial 1308 finished with value: 0.9973385428676055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:16:18,298] Trial 1309 finished with value: 0.9960717394933806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:16:20,946] Trial 1310 finished with value: 0.9972549124658077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:16:22,990] Trial 1311 finished with value: 0.9975721171407104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:16:24,453] Trial 1312 finished with value: 0.9968990035396964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:16:26,517] Trial 1313 finished with value: 0.9971858238019307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:16:29,523] Trial 1314 finished with value: 0.9974385863695616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:16:32,846] Trial 1315 finished with value: 0.9973676530667647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:16:33,218] Trial 1316 finished with value: 0.9923592246490345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 6}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:16:37,520] Trial 1317 finished with value: 0.9970949095821063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:16:42,315] Trial 1318 finished with value: 0.9962435609390656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 33, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:16:45,404] Trial 1319 finished with value: 0.9967737470949284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 36, 'rf_n_estimators': 50}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:17:01,424] Trial 1320 finished with value: 0.9958711737866096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 71, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:17:04,851] Trial 1321 finished with value: 0.9971027108232384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:17:06,574] Trial 1322 finished with value: 0.9974054835733805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:17:07,008] Trial 1323 finished with value: 0.9951106763636465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 13}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:17:10,511] Trial 1324 finished with value: 0.9970695721949597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 16, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:17:12,223] Trial 1325 finished with value: 0.9853027385252521 and parameters: {'classifier': 'SVC', 'svc_c': 0.0014857575420649275, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:17:14,582] Trial 1326 finished with value: 0.9973453282100572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:17:17,452] Trial 1327 finished with value: 0.9975753321589993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:17:18,593] Trial 1328 finished with value: 0.9956528986131108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:17:19,435] Trial 1329 finished with value: 0.9957728677129216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:17:21,033] Trial 1330 finished with value: 0.9975986538081667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:17:22,834] Trial 1331 finished with value: 0.9975102254282072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:17:25,084] Trial 1332 finished with value: 0.9975674614435878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:17:27,627] Trial 1333 finished with value: 0.9973835785457129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:17:29,187] Trial 1334 finished with value: 0.9974009432118137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:17:32,062] Trial 1335 finished with value: 0.9973635960417907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:17:33,444] Trial 1336 finished with value: 0.9973767524200502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:17:35,762] Trial 1337 finished with value: 0.9974474550199979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:17:43,746] Trial 1338 finished with value: 0.9964171284457302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 50, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:17:55,846] Trial 1339 finished with value: 0.9958282483619693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 51, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:18:05,275] Trial 1340 finished with value: 0.9969785476541692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 46, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:18:08,488] Trial 1341 finished with value: 0.9974924687672114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:18:12,414] Trial 1342 finished with value: 0.997412441220932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:18:13,074] Trial 1343 finished with value: 0.9934603420228947 and parameters: {'classifier': 'SVC', 'svc_c': 173.69586868890104, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:18:24,378] Trial 1344 finished with value: 0.9969701743055172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 50, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:18:26,356] Trial 1345 finished with value: 0.9975280449937355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:18:28,124] Trial 1346 finished with value: 0.9968580794757634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:18:32,960] Trial 1347 finished with value: 0.9973618382377852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 21, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:18:44,158] Trial 1348 finished with value: 0.996361997669228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 60, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:18:46,325] Trial 1349 finished with value: 0.9974546438464674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:18:48,675] Trial 1350 finished with value: 0.9973830627729788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:18:50,573] Trial 1351 finished with value: 0.9967627914549108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:18:52,543] Trial 1352 finished with value: 0.9973503874229354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:18:55,479] Trial 1353 finished with value: 0.9973777933282015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:18:59,030] Trial 1354 finished with value: 0.997358564758271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:19:01,466] Trial 1355 finished with value: 0.9972207026831518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:19:03,179] Trial 1356 finished with value: 0.997377948177452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:19:05,879] Trial 1357 finished with value: 0.9973715096033772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:19:07,083] Trial 1358 finished with value: 0.9973988810730136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:19:08,741] Trial 1359 finished with value: 0.9974080453937958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:19:13,729] Trial 1360 finished with value: 0.9971912472072972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 24, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:19:15,938] Trial 1361 finished with value: 0.9974793635821967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:19:16,704] Trial 1362 finished with value: 0.993047040200926 and parameters: {'classifier': 'SVC', 'svc_c': 2446.183429381929, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:19:18,179] Trial 1363 finished with value: 0.9971141768405462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:19:19,953] Trial 1364 finished with value: 0.997442402535556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:19:21,791] Trial 1365 finished with value: 0.9975038265899925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:19:24,256] Trial 1366 finished with value: 0.9972656155990336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:19:26,993] Trial 1367 finished with value: 0.9974625620735263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:19:29,743] Trial 1368 finished with value: 0.996726784989313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 25, 'rf_n_estimators': 58}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:19:33,565] Trial 1369 finished with value: 0.9967662366682424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:19:35,689] Trial 1370 finished with value: 0.997412895326912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:19:39,949] Trial 1371 finished with value: 0.9972304860518193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:19:41,476] Trial 1372 finished with value: 0.9970257258949345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:19:44,738] Trial 1373 finished with value: 0.9874539594743516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 67, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:19:47,375] Trial 1374 finished with value: 0.9972127239636412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:19:48,909] Trial 1375 finished with value: 0.997330261844526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:20:01,402] Trial 1376 finished with value: 0.9968755918183474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 55, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:20:04,570] Trial 1377 finished with value: 0.9971189752630387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:20:07,648] Trial 1378 finished with value: 0.9970242158687728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:20:13,423] Trial 1379 finished with value: 0.9968347412276705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 29, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:20:15,164] Trial 1380 finished with value: 0.9973912167174767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:20:16,794] Trial 1381 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 2.8510130199596814e-05, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:20:19,054] Trial 1382 finished with value: 0.9970544267703012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:20:24,577] Trial 1383 finished with value: 0.9969699797838821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 29, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:20:25,670] Trial 1384 finished with value: 0.9974350161723504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:20:26,588] Trial 1385 finished with value: 0.9971258829868619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:20:29,196] Trial 1386 finished with value: 0.9976085812669341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:20:32,430] Trial 1387 finished with value: 0.9972783171096031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:20:42,742] Trial 1388 finished with value: 0.9969275285870557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 45, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:20:43,877] Trial 1389 finished with value: 0.9974019638711801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 62}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:20:45,856] Trial 1390 finished with value: 0.9974887871699449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:20:46,722] Trial 1391 finished with value: 0.9934708856413975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:20:48,319] Trial 1392 finished with value: 0.9973868774790292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:20:50,292] Trial 1393 finished with value: 0.9974038478333673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:20:52,537] Trial 1394 finished with value: 0.9974807142840628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:20:57,249] Trial 1395 finished with value: 0.9974656623275417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 22, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:21:01,325] Trial 1396 finished with value: 0.9973436949773387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 18, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:21:03,689] Trial 1397 finished with value: 0.9972588903047027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:21:05,967] Trial 1398 finished with value: 0.9973523585056787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:21:18,516] Trial 1399 finished with value: 0.9965967223462653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 54, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:21:20,214] Trial 1400 finished with value: 0.9854326848171312 and parameters: {'classifier': 'SVC', 'svc_c': 0.31127476800855586, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:21:22,597] Trial 1401 finished with value: 0.9973464734089724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:21:25,806] Trial 1402 finished with value: 0.997486142894446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:21:27,765] Trial 1403 finished with value: 0.9975381087668155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:21:29,515] Trial 1404 finished with value: 0.9975806590493891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:21:46,839] Trial 1405 finished with value: 0.9957745470925575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 72, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:21:49,938] Trial 1406 finished with value: 0.9973778949212432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:21:51,844] Trial 1407 finished with value: 0.997177412240838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:21:59,500] Trial 1408 finished with value: 0.9969816259138149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 34, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:22:02,000] Trial 1409 finished with value: 0.9968031843849622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:22:04,200] Trial 1410 finished with value: 0.9972395320219443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:22:08,323] Trial 1411 finished with value: 0.9973409412060591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:22:17,404] Trial 1412 finished with value: 0.997213044389555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 41, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:22:18,495] Trial 1413 finished with value: 0.9960807728635567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:22:20,684] Trial 1414 finished with value: 0.9974428688923683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:22:22,350] Trial 1415 finished with value: 0.9974844770034209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:22:24,321] Trial 1416 finished with value: 0.9975308473874894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:22:26,162] Trial 1417 finished with value: 0.9955551641073987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:22:28,887] Trial 1418 finished with value: 0.9973778251930604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:22:29,636] Trial 1419 finished with value: 0.9911589796340138 and parameters: {'classifier': 'SVC', 'svc_c': 12.300228950380992, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:22:30,359] Trial 1420 finished with value: 0.9928454277462286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:22:33,014] Trial 1421 finished with value: 0.9975075762333327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:22:35,361] Trial 1422 finished with value: 0.9975474826847385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:22:35,878] Trial 1423 finished with value: 0.987336933525914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 3, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:22:41,156] Trial 1424 finished with value: 0.9970466308611375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 23, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:22:44,312] Trial 1425 finished with value: 0.9969821115037991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:22:46,229] Trial 1426 finished with value: 0.9973735735512378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:22:51,669] Trial 1427 finished with value: 0.9969115775908296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 28, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:22:52,113] Trial 1428 finished with value: 0.9969058680682273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 38}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:22:53,891] Trial 1429 finished with value: 0.9972852218183249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:22:55,505] Trial 1430 finished with value: 0.9971365569212126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:22:57,727] Trial 1431 finished with value: 0.9967513770751787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:22:59,186] Trial 1432 finished with value: 0.9968188855721184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:23:01,616] Trial 1433 finished with value: 0.9963580641999278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:23:03,676] Trial 1434 finished with value: 0.9971965745737554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:23:06,214] Trial 1435 finished with value: 0.9974301399919844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:23:17,740] Trial 1436 finished with value: 0.9967268711259939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 52, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:23:18,798] Trial 1437 finished with value: 0.9874500593933299 and parameters: {'classifier': 'SVC', 'svc_c': 2.384212637389155, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:23:21,352] Trial 1438 finished with value: 0.9976215267785361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:23:23,886] Trial 1439 finished with value: 0.9973813899313518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:23:29,314] Trial 1440 finished with value: 0.9972621329032331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 26, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:23:31,066] Trial 1441 finished with value: 0.9970800399598637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:23:33,476] Trial 1442 finished with value: 0.9973567401777083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:23:36,018] Trial 1443 finished with value: 0.9973558960763214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:23:37,444] Trial 1444 finished with value: 0.9973916043008025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:23:40,877] Trial 1445 finished with value: 0.9971556616498282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:23:42,563] Trial 1446 finished with value: 0.9974774339174225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:23:44,746] Trial 1447 finished with value: 0.9973883345980991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:23:47,245] Trial 1448 finished with value: 0.9968562759691714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:23:48,236] Trial 1449 finished with value: 0.9971239060326055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 54}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:23:52,762] Trial 1450 finished with value: 0.9972965977317134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:23:55,980] Trial 1451 finished with value: 0.997340395885333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:23:58,447] Trial 1452 finished with value: 0.9972814211404296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:23:59,382] Trial 1453 finished with value: 0.9970113006033965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:24:00,999] Trial 1454 finished with value: 0.9974051913942041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:24:02,168] Trial 1455 finished with value: 0.9973283872767592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:24:03,856] Trial 1456 finished with value: 0.9850765916524669 and parameters: {'classifier': 'SVC', 'svc_c': 4.913102365847547e-10, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:24:06,739] Trial 1457 finished with value: 0.9975268482841965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:24:08,842] Trial 1458 finished with value: 0.9974797750959049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:24:20,563] Trial 1459 finished with value: 0.9968463156616701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 52, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:24:23,236] Trial 1460 finished with value: 0.9973606902459342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:24:26,106] Trial 1461 finished with value: 0.9973759247271613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:24:28,055] Trial 1462 finished with value: 0.997518778286464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:24:31,058] Trial 1463 finished with value: 0.9970789985439059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:24:32,560] Trial 1464 finished with value: 0.997493884182671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:24:40,683] Trial 1465 finished with value: 0.9969992953907788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 38, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:24:42,442] Trial 1466 finished with value: 0.9976192055949354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:24:43,400] Trial 1467 finished with value: 0.9971595964203827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 109}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:24:45,221] Trial 1468 finished with value: 0.9972985259682816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:24:50,555] Trial 1469 finished with value: 0.9975611997131333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 23, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:24:51,943] Trial 1470 finished with value: 0.9974763986586187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:24:53,814] Trial 1471 finished with value: 0.9971708258633281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:24:55,794] Trial 1472 finished with value: 0.9972551413278584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:24:58,158] Trial 1473 finished with value: 0.9976562699167272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:25:00,625] Trial 1474 finished with value: 0.9975145310879484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:25:02,038] Trial 1475 finished with value: 0.9866198391513606 and parameters: {'classifier': 'SVC', 'svc_c': 8867129.481874796, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:25:08,448] Trial 1476 finished with value: 0.9970419903982105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 30, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:25:11,402] Trial 1477 finished with value: 0.9962778569218783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 20, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:25:15,068] Trial 1478 finished with value: 0.9971329613336755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:25:17,128] Trial 1479 finished with value: 0.9975362034767542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:25:18,908] Trial 1480 finished with value: 0.9961918516042024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:25:21,107] Trial 1481 finished with value: 0.997600525424308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:25:21,790] Trial 1482 finished with value: 0.9969488280554485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 27}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:25:24,988] Trial 1483 finished with value: 0.9972932121856477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:25:29,209] Trial 1484 finished with value: 0.9977234465938444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:25:42,090] Trial 1485 finished with value: 0.9965343547873152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 60, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:25:46,365] Trial 1486 finished with value: 0.9971491283698376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:25:50,799] Trial 1487 finished with value: 0.9972929895759647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 19, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:25:55,288] Trial 1488 finished with value: 0.9973876562955407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 21, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:25:59,233] Trial 1489 finished with value: 0.9976018534653083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:26:03,441] Trial 1490 finished with value: 0.9973588849302816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:26:08,416] Trial 1491 finished with value: 0.9968354557749192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 22, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:26:12,002] Trial 1492 finished with value: 0.9973221824841109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:26:16,114] Trial 1493 finished with value: 0.9974537527412393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 113}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:26:17,756] Trial 1494 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.4825496670765373e-06, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:26:21,770] Trial 1495 finished with value: 0.9965688202822917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 18, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:26:25,480] Trial 1496 finished with value: 0.997493591178309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:26:27,522] Trial 1497 finished with value: 0.9954213437913202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 19, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:26:33,271] Trial 1498 finished with value: 0.9975001468335245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 26, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:26:36,578] Trial 1499 finished with value: 0.9971612243211326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:26:40,118] Trial 1500 finished with value: 0.9974736210839086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:26:54,599] Trial 1501 finished with value: 0.9967012908169034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 62, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:26:59,889] Trial 1502 finished with value: 0.9966452697286208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 23, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:27:01,439] Trial 1503 finished with value: 0.9971163150233724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 64}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:27:02,933] Trial 1504 finished with value: 0.997124058152396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 44}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:27:05,746] Trial 1505 finished with value: 0.9971889010777012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:27:06,621] Trial 1506 finished with value: 0.9909467072731205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:27:10,984] Trial 1507 finished with value: 0.9970178053827462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 19, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:27:13,144] Trial 1508 finished with value: 0.9969471141132314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:27:16,665] Trial 1509 finished with value: 0.9968787766856243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 21, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:27:18,859] Trial 1510 finished with value: 0.9973949891803722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:27:22,661] Trial 1511 finished with value: 0.9973704923399668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 17, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:27:25,139] Trial 1512 finished with value: 0.9971746247639007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:27:26,850] Trial 1513 finished with value: 0.9852050717482346 and parameters: {'classifier': 'SVC', 'svc_c': 2.5062614525846475e-07, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:27:27,095] Trial 1514 finished with value: 0.9795554775832186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 2, 'rf_n_estimators': 2}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:27:35,304] Trial 1515 finished with value: 0.9969203173218855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 35, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:27:38,145] Trial 1516 finished with value: 0.997495514400288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:27:39,920] Trial 1517 finished with value: 0.9968963208295915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 67}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:27:42,279] Trial 1518 finished with value: 0.997202187010099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:27:44,238] Trial 1519 finished with value: 0.9974579936239113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:27:47,547] Trial 1520 finished with value: 0.9973000153330656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:27:50,406] Trial 1521 finished with value: 0.9973795927723413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:27:58,900] Trial 1522 finished with value: 0.9969736830581398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 39, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:28:01,391] Trial 1523 finished with value: 0.9975303279648958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:28:03,405] Trial 1524 finished with value: 0.9973691096462901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:28:06,126] Trial 1525 finished with value: 0.9973976161587114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:28:11,835] Trial 1526 finished with value: 0.9974491096440659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 26, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:28:16,262] Trial 1527 finished with value: 0.996969178973001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 22, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:28:20,499] Trial 1528 finished with value: 0.9971577059201863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:28:21,106] Trial 1529 finished with value: 0.9931442110096637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 1, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:28:23,124] Trial 1530 finished with value: 0.9973181954094849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:28:34,782] Trial 1531 finished with value: 0.9966693067502227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 57, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:28:36,063] Trial 1532 finished with value: 0.9963050737644296 and parameters: {'classifier': 'SVC', 'svc_c': 78243.27518538723, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:28:39,798] Trial 1533 finished with value: 0.9956677570636101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 66, 'rf_n_estimators': 33}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:28:42,805] Trial 1534 finished with value: 0.9973907231295395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:28:45,243] Trial 1535 finished with value: 0.997390708879219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:28:47,461] Trial 1536 finished with value: 0.9974973954108503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:28:50,662] Trial 1537 finished with value: 0.9974055486360908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:28:55,513] Trial 1538 finished with value: 0.9968668572605704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 20, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:28:57,479] Trial 1539 finished with value: 0.9976124248544801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:28:59,362] Trial 1540 finished with value: 0.9974612877965413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:29:00,276] Trial 1541 finished with value: 0.9973320315502466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:29:02,516] Trial 1542 finished with value: 0.9975713228995758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:29:05,169] Trial 1543 finished with value: 0.9974011311319638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:29:06,156] Trial 1544 finished with value: 0.9971484454652826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:29:07,073] Trial 1545 finished with value: 0.9939109458835818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:29:09,859] Trial 1546 finished with value: 0.9974798414598695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:29:12,105] Trial 1547 finished with value: 0.9974267693944733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:29:12,813] Trial 1548 finished with value: 0.9959166791540098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 18}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:29:14,546] Trial 1549 finished with value: 0.9972048246523751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:29:16,243] Trial 1550 finished with value: 0.9853736955997419 and parameters: {'classifier': 'SVC', 'svc_c': 0.007433659187648733, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:29:18,254] Trial 1551 finished with value: 0.997135105546704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 24, 'rf_n_estimators': 42}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:29:20,421] Trial 1552 finished with value: 0.9970984721304821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 100}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:29:22,257] Trial 1553 finished with value: 0.9971209569462433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:29:24,767] Trial 1554 finished with value: 0.9973542489423993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:29:27,938] Trial 1555 finished with value: 0.9973075968209263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:29:30,222] Trial 1556 finished with value: 0.997639492687556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:29:34,114] Trial 1557 finished with value: 0.997711193920762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:29:37,928] Trial 1558 finished with value: 0.9973433852788375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:29:41,675] Trial 1559 finished with value: 0.9971105829985937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 17, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:29:45,181] Trial 1560 finished with value: 0.996823658255168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 16, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:29:49,585] Trial 1561 finished with value: 0.9973601516536444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 19, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:29:53,649] Trial 1562 finished with value: 0.9969992488630064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 18, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:29:57,609] Trial 1563 finished with value: 0.9970513674899243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 18, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:30:02,346] Trial 1564 finished with value: 0.9973205658185801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 21, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:30:05,735] Trial 1565 finished with value: 0.9972156956473933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 16, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:30:10,561] Trial 1566 finished with value: 0.9973690389977081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 21, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:30:14,848] Trial 1567 finished with value: 0.9967140943331078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 19, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:30:22,142] Trial 1568 finished with value: 0.9969117912186847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 32, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:30:25,796] Trial 1569 finished with value: 0.997411493495277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:30:27,372] Trial 1570 finished with value: 0.9956497786498549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:30:29,548] Trial 1571 finished with value: 0.995110593876825 and parameters: {'classifier': 'SVC', 'svc_c': 303129.16436756775, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:30:31,586] Trial 1572 finished with value: 0.9970148903511588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 14, 'rf_n_estimators': 105}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:30:36,232] Trial 1573 finished with value: 0.9972379661370655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 20, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:30:47,123] Trial 1574 finished with value: 0.9967302720966827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 46, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:30:49,845] Trial 1575 finished with value: 0.9971845918950523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:30:54,588] Trial 1576 finished with value: 0.99716481095858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 23, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:30:56,645] Trial 1577 finished with value: 0.9961183941856243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 17, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:30:59,328] Trial 1578 finished with value: 0.9972670860480245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:31:02,683] Trial 1579 finished with value: 0.9970784382746253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:31:06,683] Trial 1580 finished with value: 0.9971964599681717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 18, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:31:11,431] Trial 1581 finished with value: 0.9969845009239009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 20, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:31:14,322] Trial 1582 finished with value: 0.9972514159005416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:31:15,120] Trial 1583 finished with value: 0.9970837766858757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 113}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:31:18,149] Trial 1584 finished with value: 0.9973936870375044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:31:21,830] Trial 1585 finished with value: 0.9968575364084287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:31:25,650] Trial 1586 finished with value: 0.9973705056381501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:31:30,496] Trial 1587 finished with value: 0.9958513216620108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 40, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:31:32,306] Trial 1588 finished with value: 0.9974097754271319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:31:34,007] Trial 1589 finished with value: 0.9852111340376783 and parameters: {'classifier': 'SVC', 'svc_c': 0.00038461423397223474, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:31:38,771] Trial 1590 finished with value: 0.9973707498930859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 23, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:31:40,380] Trial 1591 finished with value: 0.9955465516770897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:31:57,153] Trial 1592 finished with value: 0.995668746683303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 71, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:31:59,901] Trial 1593 finished with value: 0.9975797494726989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:32:04,897] Trial 1594 finished with value: 0.9972507298856716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 26, 'rf_n_estimators': 110}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:32:06,165] Trial 1595 finished with value: 0.997150463551867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:32:07,788] Trial 1596 finished with value: 0.9973688713898187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:32:10,790] Trial 1597 finished with value: 0.9972545246285783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:32:15,080] Trial 1598 finished with value: 0.9975493650917685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:32:17,529] Trial 1599 finished with value: 0.9973742388729921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:32:18,311] Trial 1600 finished with value: 0.9934568937944617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:32:21,909] Trial 1601 finished with value: 0.9974040394351148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:32:23,943] Trial 1602 finished with value: 0.9973834466112317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:32:26,946] Trial 1603 finished with value: 0.9973245766648987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:32:28,332] Trial 1604 finished with value: 0.9917081942840383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 22, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:32:31,765] Trial 1605 finished with value: 0.9954916235788644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 31, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:32:42,601] Trial 1606 finished with value: 0.9968842300198375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 57, 'rf_n_estimators': 107}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:32:43,322] Trial 1607 finished with value: 0.9918690606609881 and parameters: {'classifier': 'SVC', 'svc_c': 27.498854362627146, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:32:45,134] Trial 1608 finished with value: 0.9973401614374104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:32:47,415] Trial 1609 finished with value: 0.9974522581397007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:32:50,339] Trial 1610 finished with value: 0.9976426424844448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:32:53,927] Trial 1611 finished with value: 0.9973489251940624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:33:08,865] Trial 1612 finished with value: 0.9961848233080691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 63, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:33:10,525] Trial 1613 finished with value: 0.9973709389558009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:33:17,919] Trial 1614 finished with value: 0.9971089670947729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 35, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:33:20,628] Trial 1615 finished with value: 0.9974597600923653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:33:22,643] Trial 1616 finished with value: 0.9975645970022248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:33:25,618] Trial 1617 finished with value: 0.9975318915646452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:33:29,975] Trial 1618 finished with value: 0.9974976845114493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:33:31,868] Trial 1619 finished with value: 0.9973816681458487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:33:33,155] Trial 1620 finished with value: 0.9968174448615468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:33:35,663] Trial 1621 finished with value: 0.9976445566293823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:33:39,112] Trial 1622 finished with value: 0.9970078612615776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:33:40,026] Trial 1623 finished with value: 0.9967896806353053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 4, 'rf_n_estimators': 111}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:33:42,866] Trial 1624 finished with value: 0.9975705012051517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:33:47,553] Trial 1625 finished with value: 0.9972352100489187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 24, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:33:49,257] Trial 1626 finished with value: 0.9972873102361124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:33:53,298] Trial 1627 finished with value: 0.9971996033857412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:33:54,639] Trial 1628 finished with value: 0.986732879739019 and parameters: {'classifier': 'SVC', 'svc_c': 445553273.48215425, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:33:56,238] Trial 1629 finished with value: 0.9973819487724266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:33:57,770] Trial 1630 finished with value: 0.9963149856398843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 57}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:33:58,714] Trial 1631 finished with value: 0.9970157293744806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:34:01,313] Trial 1632 finished with value: 0.9974997631222234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:34:07,185] Trial 1633 finished with value: 0.996911460128834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 27, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:34:09,241] Trial 1634 finished with value: 0.9971806547758925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:34:27,120] Trial 1635 finished with value: 0.9954270569003061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 73, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:34:29,593] Trial 1636 finished with value: 0.997536814431473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:34:31,803] Trial 1637 finished with value: 0.997274807500057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:34:33,285] Trial 1638 finished with value: 0.9966485137236192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 19, 'rf_n_estimators': 49}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:34:35,138] Trial 1639 finished with value: 0.997458474580161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:34:36,875] Trial 1640 finished with value: 0.9972738827209092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 70}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:34:39,375] Trial 1641 finished with value: 0.9974055002992577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:34:42,741] Trial 1642 finished with value: 0.9970059028105213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:34:44,880] Trial 1643 finished with value: 0.9974958678653637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:34:49,449] Trial 1644 finished with value: 0.9968649006185748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 21, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:34:51,511] Trial 1645 finished with value: 0.9975661539052759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:34:53,169] Trial 1646 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 4.619552410709499e-09, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:34:54,570] Trial 1647 finished with value: 0.9976040489667956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:34:55,364] Trial 1648 finished with value: 0.9964535220185854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:34:58,316] Trial 1649 finished with value: 0.99674640856924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:35:13,033] Trial 1650 finished with value: 0.9957103849771056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 67, 'rf_n_estimators': 113}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:35:15,455] Trial 1651 finished with value: 0.9975799744944629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:35:16,909] Trial 1652 finished with value: 0.997041652040379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:35:20,404] Trial 1653 finished with value: 0.9970283506198823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 18, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:35:22,029] Trial 1654 finished with value: 0.9975650514573219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:35:30,545] Trial 1655 finished with value: 0.9972696803680569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 37, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:35:31,874] Trial 1656 finished with value: 0.9944195902203901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:35:35,467] Trial 1657 finished with value: 0.9972282554799442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:35:36,931] Trial 1658 finished with value: 0.9974516469945544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:35:38,116] Trial 1659 finished with value: 0.9972880181818763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 61}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:35:39,785] Trial 1660 finished with value: 0.9972453180646413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:35:42,256] Trial 1661 finished with value: 0.9973226444293539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:35:44,144] Trial 1662 finished with value: 0.9974427243896756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:35:45,368] Trial 1663 finished with value: 0.9865066625350308 and parameters: {'classifier': 'SVC', 'svc_c': 1.162869218261461, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:35:45,683] Trial 1664 finished with value: 0.9872707895685681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 7}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:35:48,098] Trial 1665 finished with value: 0.997598307991927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:35:49,938] Trial 1666 finished with value: 0.9975689684863861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:35:55,985] Trial 1667 finished with value: 0.9972375112693755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 30, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:35:58,347] Trial 1668 finished with value: 0.9975141237001681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:36:00,566] Trial 1669 finished with value: 0.9974479518134634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:36:03,848] Trial 1670 finished with value: 0.9967780686553613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 17, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:36:09,451] Trial 1671 finished with value: 0.9970816625286453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 25, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:36:22,076] Trial 1672 finished with value: 0.9959995267720577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 53, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:36:24,336] Trial 1673 finished with value: 0.9973603846098853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:36:27,192] Trial 1674 finished with value: 0.9975056384119164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:36:30,291] Trial 1675 finished with value: 0.9969639623401015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 21, 'rf_n_estimators': 74}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:36:32,041] Trial 1676 finished with value: 0.9975768769699075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:36:35,336] Trial 1677 finished with value: 0.9972572879529681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:36:45,519] Trial 1678 finished with value: 0.9957992149685463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 60, 'rf_n_estimators': 112}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:36:48,084] Trial 1679 finished with value: 0.9975739515917623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:36:52,380] Trial 1680 finished with value: 0.9973260830729389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:36:57,950] Trial 1681 finished with value: 0.9971570709716094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 33, 'rf_n_estimators': 102}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:36:59,947] Trial 1682 finished with value: 0.9973813959298163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:37:00,589] Trial 1683 finished with value: 0.9950195964719454 and parameters: {'classifier': 'SVC', 'svc_c': 861.0859595142705, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:37:02,624] Trial 1684 finished with value: 0.9976096244602145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:37:04,196] Trial 1685 finished with value: 0.9972709044039343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:37:07,719] Trial 1686 finished with value: 0.9968827156773203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:37:09,589] Trial 1687 finished with value: 0.9973449026999317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:37:20,561] Trial 1688 finished with value: 0.9969144822123833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 49, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:37:21,641] Trial 1689 finished with value: 0.9972833402364806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:37:24,567] Trial 1690 finished with value: 0.9972440901250015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:37:26,978] Trial 1691 finished with value: 0.9974571964628893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:37:29,259] Trial 1692 finished with value: 0.9972891318333117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:37:31,741] Trial 1693 finished with value: 0.9974601900140598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:37:33,793] Trial 1694 finished with value: 0.9972669314844151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:37:34,738] Trial 1695 finished with value: 0.9970097794372291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:37:35,784] Trial 1696 finished with value: 0.9973593873730945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:37:38,027] Trial 1697 finished with value: 0.9967861885133464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:37:39,234] Trial 1698 finished with value: 0.9974303404486081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:37:44,248] Trial 1699 finished with value: 0.9972300183937525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 23, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:37:46,661] Trial 1700 finished with value: 0.9973487218175512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:37:47,690] Trial 1701 finished with value: 0.9885474806974376 and parameters: {'classifier': 'SVC', 'svc_c': 29863.824546655767, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:37:51,932] Trial 1702 finished with value: 0.9971836273800442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:37:55,487] Trial 1703 finished with value: 0.9973621973839464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:38:00,402] Trial 1704 finished with value: 0.996401135999797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 35, 'rf_n_estimators': 106}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:38:09,547] Trial 1705 finished with value: 0.9969747188564878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 41, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:38:11,235] Trial 1706 finished with value: 0.9975110755280588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:38:13,329] Trial 1707 finished with value: 0.9975545483046511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:38:14,914] Trial 1708 finished with value: 0.9975117855685247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:38:16,227] Trial 1709 finished with value: 0.9963189482763214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:38:17,558] Trial 1710 finished with value: 0.9955868380947236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:38:30,345] Trial 1711 finished with value: 0.9968684040392289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 56, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:38:32,944] Trial 1712 finished with value: 0.9974154308048641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:38:36,372] Trial 1713 finished with value: 0.9970640115866193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:38:37,229] Trial 1714 finished with value: 0.9971717651149618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:38:40,638] Trial 1715 finished with value: 0.9969722115300597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:38:47,587] Trial 1716 finished with value: 0.997162342415875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 30, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:38:57,407] Trial 1717 finished with value: 0.9967098881717065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 50, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:38:58,753] Trial 1718 finished with value: 0.9973625249191514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:38:59,156] Trial 1719 finished with value: 0.9934510280578787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 22}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:38:59,824] Trial 1720 finished with value: 0.9930624301661618 and parameters: {'classifier': 'SVC', 'svc_c': 99.42530814280971, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:39:04,281] Trial 1721 finished with value: 0.9971238768337306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 20, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:39:06,109] Trial 1722 finished with value: 0.997352771098476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:39:07,265] Trial 1723 finished with value: 0.9897944034781606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 48, 'rf_n_estimators': 53}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:39:08,935] Trial 1724 finished with value: 0.9965754393815841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:39:11,123] Trial 1725 finished with value: 0.9977565340923542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:39:12,995] Trial 1726 finished with value: 0.9976873841425778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:39:14,725] Trial 1727 finished with value: 0.9973734492655922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:39:16,560] Trial 1728 finished with value: 0.9974126847776339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:39:18,183] Trial 1729 finished with value: 0.9973853112767713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:39:20,034] Trial 1730 finished with value: 0.997302931031149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:39:21,999] Trial 1731 finished with value: 0.9972806831388672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:39:23,712] Trial 1732 finished with value: 0.9973054420074364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:39:25,518] Trial 1733 finished with value: 0.997511409156942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:39:27,313] Trial 1734 finished with value: 0.9973329668346418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:39:29,203] Trial 1735 finished with value: 0.9971936024139346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:39:30,751] Trial 1736 finished with value: 0.9975291661670549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:39:32,752] Trial 1737 finished with value: 0.9976946076585801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:39:34,751] Trial 1738 finished with value: 0.9973634192933839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:39:35,894] Trial 1739 finished with value: 0.9966449344493663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 111}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:39:37,952] Trial 1740 finished with value: 0.9974213756005744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:39:45,781] Trial 1741 finished with value: 0.9968311360870229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 37, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:39:47,807] Trial 1742 finished with value: 0.9976746454034428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:39:49,177] Trial 1743 finished with value: 0.9867325520133865 and parameters: {'classifier': 'SVC', 'svc_c': 2123890146.3860314, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:39:53,743] Trial 1744 finished with value: 0.9970442495024642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 22, 'rf_n_estimators': 112}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:39:55,822] Trial 1745 finished with value: 0.9974345704134399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:39:59,166] Trial 1746 finished with value: 0.9973025549686834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 112}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:40:01,084] Trial 1747 finished with value: 0.9973438519847669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:40:06,265] Trial 1748 finished with value: 0.9972247913825575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 26, 'rf_n_estimators': 108}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:40:10,477] Trial 1749 finished with value: 0.9969738848477552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 19, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:40:12,530] Trial 1750 finished with value: 0.9974374253969064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:40:16,413] Trial 1751 finished with value: 0.9971769598487049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:40:19,496] Trial 1752 finished with value: 0.9972973408430788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:40:21,230] Trial 1753 finished with value: 0.9975390369101814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:40:23,382] Trial 1754 finished with value: 0.9974210209294586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:40:37,154] Trial 1755 finished with value: 0.996684506129324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 63, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:40:53,603] Trial 1756 finished with value: 0.9965379140032108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 74, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:40:55,488] Trial 1757 finished with value: 0.9971041663871509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:40:56,929] Trial 1758 finished with value: 0.9975093197235418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:40:57,729] Trial 1759 finished with value: 0.9969201718353178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 110}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:41:12,417] Trial 1760 finished with value: 0.9965828138430745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 67, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:41:14,122] Trial 1761 finished with value: 0.985384840429426 and parameters: {'classifier': 'SVC', 'svc_c': 0.03830397408849971, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:41:15,643] Trial 1762 finished with value: 0.9973828418454049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:41:18,401] Trial 1763 finished with value: 0.9970774432277504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:41:22,712] Trial 1764 finished with value: 0.9973062614167315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 112}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:41:28,985] Trial 1765 finished with value: 0.9963441886089469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 29, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:41:31,276] Trial 1766 finished with value: 0.9974201678779814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:41:33,364] Trial 1767 finished with value: 0.9974535643132826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:41:35,098] Trial 1768 finished with value: 0.9975373166838587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:41:36,952] Trial 1769 finished with value: 0.9974019694887896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:41:37,970] Trial 1770 finished with value: 0.9970017274983661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 3, 'rf_n_estimators': 110}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:41:39,531] Trial 1771 finished with value: 0.9974919078314349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:41:42,835] Trial 1772 finished with value: 0.9971529414889927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:41:45,715] Trial 1773 finished with value: 0.9975438027695809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:41:47,611] Trial 1774 finished with value: 0.9975804533560108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:41:49,315] Trial 1775 finished with value: 0.9975546970919612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:41:51,346] Trial 1776 finished with value: 0.9967545968858914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:41:55,297] Trial 1777 finished with value: 0.9971963355238365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:41:57,028] Trial 1778 finished with value: 0.9853725483378626 and parameters: {'classifier': 'SVC', 'svc_c': 0.0073103758753815945, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:42:00,166] Trial 1779 finished with value: 0.9973374802824632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:42:02,153] Trial 1780 finished with value: 0.997329394415777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:42:03,080] Trial 1781 finished with value: 0.9970856740731978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 2, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:42:06,642] Trial 1782 finished with value: 0.9963798189486033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 25, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:42:09,708] Trial 1783 finished with value: 0.9973163125898621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:42:11,198] Trial 1784 finished with value: 0.9974044891930015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:42:13,494] Trial 1785 finished with value: 0.9975034196782809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:42:15,650] Trial 1786 finished with value: 0.9971730125734148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:42:17,336] Trial 1787 finished with value: 0.9973798920608088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:42:19,786] Trial 1788 finished with value: 0.9963523358884844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 17, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:42:25,753] Trial 1789 finished with value: 0.9971125605241323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 27, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:42:28,276] Trial 1790 finished with value: 0.9974200825982242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:42:30,162] Trial 1791 finished with value: 0.9976596966585967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:42:41,764] Trial 1792 finished with value: 0.996259547513486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 51, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:42:46,269] Trial 1793 finished with value: 0.9972151001807735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 20, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:42:47,525] Trial 1794 finished with value: 0.9974684449803171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 105}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:42:56,801] Trial 1795 finished with value: 0.9970054137928429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 45, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:42:58,919] Trial 1796 finished with value: 0.9976779920388338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:43:01,828] Trial 1797 finished with value: 0.9939203244669771 and parameters: {'classifier': 'SVC', 'svc_c': 706271.6549748945, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:43:04,814] Trial 1798 finished with value: 0.9973852936939706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:43:06,977] Trial 1799 finished with value: 0.9974509016297975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:43:15,730] Trial 1800 finished with value: 0.9972187985356552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 40, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:43:20,768] Trial 1801 finished with value: 0.9974445765187419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 22, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:43:21,502] Trial 1802 finished with value: 0.9892571049207097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:43:24,231] Trial 1803 finished with value: 0.9975824826143387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:43:25,648] Trial 1804 finished with value: 0.9967537540222828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 79}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:43:26,691] Trial 1805 finished with value: 0.9964942099842246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 15, 'rf_n_estimators': 29}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:43:28,963] Trial 1806 finished with value: 0.9971614562934983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:43:31,675] Trial 1807 finished with value: 0.9973010552890796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:43:33,456] Trial 1808 finished with value: 0.9954274591782832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 17, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:43:34,969] Trial 1809 finished with value: 0.9973894101323074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:43:37,363] Trial 1810 finished with value: 0.9972143302191383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:43:40,280] Trial 1811 finished with value: 0.9973410994830036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:43:44,618] Trial 1812 finished with value: 0.9973879882105768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:43:46,676] Trial 1813 finished with value: 0.997428487557832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:43:48,625] Trial 1814 finished with value: 0.9973279310760771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:43:51,510] Trial 1815 finished with value: 0.9973658262645486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:43:53,228] Trial 1816 finished with value: 0.9975565677242276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:43:55,107] Trial 1817 finished with value: 0.9945509376456702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 23, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:43:56,880] Trial 1818 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 1.4445361905167999e-05, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:43:58,851] Trial 1819 finished with value: 0.997191843753006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:44:02,499] Trial 1820 finished with value: 0.9975532791057313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:44:04,600] Trial 1821 finished with value: 0.9972482165290412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:44:10,722] Trial 1822 finished with value: 0.9971816865117886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 28, 'rf_n_estimators': 113}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:44:13,252] Trial 1823 finished with value: 0.9974452955727736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:44:15,798] Trial 1824 finished with value: 0.9977214822712752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:44:18,419] Trial 1825 finished with value: 0.9975521498709835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:44:21,162] Trial 1826 finished with value: 0.9973096415038771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:44:23,838] Trial 1827 finished with value: 0.9975121816576099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:44:26,851] Trial 1828 finished with value: 0.9975819093007781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:44:29,602] Trial 1829 finished with value: 0.9973470578942764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:44:32,077] Trial 1830 finished with value: 0.9972672070646657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:44:35,011] Trial 1831 finished with value: 0.9973379761237915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:44:38,365] Trial 1832 finished with value: 0.997382498092129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:44:40,862] Trial 1833 finished with value: 0.9974074799829742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:44:41,586] Trial 1834 finished with value: 0.9956063448156751 and parameters: {'classifier': 'SVC', 'svc_c': 5601.545510168859, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:44:43,949] Trial 1835 finished with value: 0.9974007962335641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:44:47,231] Trial 1836 finished with value: 0.9973868457411218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:44:53,033] Trial 1837 finished with value: 0.9971694107969856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 31, 'rf_n_estimators': 98}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:44:53,907] Trial 1838 finished with value: 0.9970172509532406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:44:54,396] Trial 1839 finished with value: 0.9965190205538451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 35}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:44:56,362] Trial 1840 finished with value: 0.9968301158402495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:45:07,628] Trial 1841 finished with value: 0.9966818411924475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 55, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:45:10,036] Trial 1842 finished with value: 0.9976541316069492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:45:13,375] Trial 1843 finished with value: 0.9971663722097244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:45:15,891] Trial 1844 finished with value: 0.9973427705155699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:45:16,769] Trial 1845 finished with value: 0.9949156628546704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:45:19,244] Trial 1846 finished with value: 0.9959856481024998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 19, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:45:23,054] Trial 1847 finished with value: 0.997514072951254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:45:25,983] Trial 1848 finished with value: 0.9972428307648329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:45:28,127] Trial 1849 finished with value: 0.9975324250788699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 83}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:45:30,565] Trial 1850 finished with value: 0.9977380376524732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:45:35,221] Trial 1851 finished with value: 0.9972265917470966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 23, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:45:37,619] Trial 1852 finished with value: 0.9973365816553512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:45:39,805] Trial 1853 finished with value: 0.9973631573921714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:45:40,522] Trial 1854 finished with value: 0.9925751593422847 and parameters: {'classifier': 'SVC', 'svc_c': 280.11477660301546, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:45:42,769] Trial 1855 finished with value: 0.9975524787709187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:45:45,016] Trial 1856 finished with value: 0.9973494115140186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:45:47,133] Trial 1857 finished with value: 0.9975604114069876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:45:52,276] Trial 1858 finished with value: 0.9972646758713312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 25, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:45:54,670] Trial 1859 finished with value: 0.9974721850070712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:45:59,524] Trial 1860 finished with value: 0.9972087245747071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:46:02,078] Trial 1861 finished with value: 0.9973411951410567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:46:04,090] Trial 1862 finished with value: 0.9973525350001822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:46:06,294] Trial 1863 finished with value: 0.9973963917102412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:46:09,081] Trial 1864 finished with value: 0.9953890678311043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 24, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:46:10,534] Trial 1865 finished with value: 0.9970764514816177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 69}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:46:13,091] Trial 1866 finished with value: 0.9971334282300321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:46:13,899] Trial 1867 finished with value: 0.9936729376661134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 29, 'rf_n_estimators': 10}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:46:16,380] Trial 1868 finished with value: 0.9976628340142261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:46:17,619] Trial 1869 finished with value: 0.9973305800170484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 64}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:46:24,745] Trial 1870 finished with value: 0.9969404776215655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 33, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:46:26,504] Trial 1871 finished with value: 0.997415026083068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 77}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:46:30,904] Trial 1872 finished with value: 0.9971842529976761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 21, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:46:32,631] Trial 1873 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 5.289444056715057e-06, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:46:37,669] Trial 1874 finished with value: 0.9968118008777235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 27, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:46:42,171] Trial 1875 finished with value: 0.997456875180052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:46:44,449] Trial 1876 finished with value: 0.9975972609583593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:46:46,347] Trial 1877 finished with value: 0.9969931516936023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:46:47,603] Trial 1878 finished with value: 0.9973411557543136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:46:49,860] Trial 1879 finished with value: 0.9970911504808698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:46:51,868] Trial 1880 finished with value: 0.9976391255117044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:46:52,839] Trial 1881 finished with value: 0.9940335332338073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:46:53,891] Trial 1882 finished with value: 0.9914365813988578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 24, 'rf_n_estimators': 41}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:46:54,955] Trial 1883 finished with value: 0.9975143737631411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 59}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:46:56,597] Trial 1884 finished with value: 0.997442324333352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:46:57,630] Trial 1885 finished with value: 0.9970609118404102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:47:00,440] Trial 1886 finished with value: 0.9973240698739924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:47:02,838] Trial 1887 finished with value: 0.9975161031934571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:47:07,645] Trial 1888 finished with value: 0.9969139228635022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 20, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:47:10,234] Trial 1889 finished with value: 0.997647491751065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:47:12,406] Trial 1890 finished with value: 0.9974813587222741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:47:14,478] Trial 1891 finished with value: 0.9972211223217643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:47:16,219] Trial 1892 finished with value: 0.985404010823772 and parameters: {'classifier': 'SVC', 'svc_c': 0.1844734131779537, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:47:22,162] Trial 1893 finished with value: 0.9962665049706101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 28, 'rf_n_estimators': 113}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:47:24,018] Trial 1894 finished with value: 0.9969636886323876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:47:30,544] Trial 1895 finished with value: 0.9969670748449494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 32, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:47:33,502] Trial 1896 finished with value: 0.9971560454563434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:47:37,407] Trial 1897 finished with value: 0.9972718774881774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:47:39,590] Trial 1898 finished with value: 0.9974771969622053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:47:40,801] Trial 1899 finished with value: 0.9953239518011054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:47:43,423] Trial 1900 finished with value: 0.9975316326467961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:47:44,124] Trial 1901 finished with value: 0.996240515655106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 21, 'rf_n_estimators': 14}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:47:46,467] Trial 1902 finished with value: 0.99750644661773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:47:48,368] Trial 1903 finished with value: 0.9971482674790973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:47:50,482] Trial 1904 finished with value: 0.997454317771206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:48:00,309] Trial 1905 finished with value: 0.9967256310624731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 48, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:48:02,862] Trial 1906 finished with value: 0.9974165948560964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:48:04,584] Trial 1907 finished with value: 0.9974027151709256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:48:05,161] Trial 1908 finished with value: 0.9972359467492268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 18}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:48:12,902] Trial 1909 finished with value: 0.9970747537574715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 34, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:48:14,660] Trial 1910 finished with value: 0.9852912688898229 and parameters: {'classifier': 'SVC', 'svc_c': 0.0011340362503052001, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:48:15,969] Trial 1911 finished with value: 0.9970722870555648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:48:18,402] Trial 1912 finished with value: 0.9973910251157291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:48:20,144] Trial 1913 finished with value: 0.9974796199292754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:48:32,436] Trial 1914 finished with value: 0.9965336454133454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 53, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:48:35,126] Trial 1915 finished with value: 0.9974921636072313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:48:39,849] Trial 1916 finished with value: 0.997180838125784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 24, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:48:41,610] Trial 1917 finished with value: 0.9960340682158465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:48:42,408] Trial 1918 finished with value: 0.9966687318815045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 73}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:48:44,612] Trial 1919 finished with value: 0.9976335805818902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:48:46,511] Trial 1920 finished with value: 0.9975380186628962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:48:48,207] Trial 1921 finished with value: 0.9977344196579733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:48:49,701] Trial 1922 finished with value: 0.9975437731581133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 106}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:48:51,374] Trial 1923 finished with value: 0.9975008574770108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:48:52,699] Trial 1924 finished with value: 0.9973694103312254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 111}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:48:54,179] Trial 1925 finished with value: 0.9974060170241293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:48:57,761] Trial 1926 finished with value: 0.9972931981257546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 109}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:48:58,519] Trial 1927 finished with value: 0.9960000145519577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 2, 'rf_n_estimators': 107}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:49:01,956] Trial 1928 finished with value: 0.997384276176657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 112}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:49:03,244] Trial 1929 finished with value: 0.9973659408066565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 81}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:49:05,017] Trial 1930 finished with value: 0.9852061371897881 and parameters: {'classifier': 'SVC', 'svc_c': 1.939126836051852e-08, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:49:09,284] Trial 1931 finished with value: 0.9970255207411004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 109}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:49:10,697] Trial 1932 finished with value: 0.9975575123395677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 103}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:49:11,817] Trial 1933 finished with value: 0.9973939868655165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 111}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:49:13,542] Trial 1934 finished with value: 0.9974031369994537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:49:14,834] Trial 1935 finished with value: 0.9974477541497757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:49:19,200] Trial 1936 finished with value: 0.9972881036837992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 108}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:49:31,892] Trial 1937 finished with value: 0.9962996927609075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 61, 'rf_n_estimators': 107}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:49:42,227] Trial 1938 finished with value: 0.9967805811868061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 47, 'rf_n_estimators': 112}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:49:43,825] Trial 1939 finished with value: 0.9963455661928208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:49:46,676] Trial 1940 finished with value: 0.9972890008509675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 101}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:49:49,185] Trial 1941 finished with value: 0.99754165858829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:49:58,698] Trial 1942 finished with value: 0.9971314795225136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 44, 'rf_n_estimators': 113}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:50:00,284] Trial 1943 finished with value: 0.9976881294755969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:50:03,657] Trial 1944 finished with value: 0.9975849686446309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:50:06,635] Trial 1945 finished with value: 0.9968117466059015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:50:10,220] Trial 1946 finished with value: 0.9972785387671488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 109}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:50:14,577] Trial 1947 finished with value: 0.9974551137896631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 112}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:50:16,264] Trial 1948 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 3.14734835173522e-10, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:50:17,700] Trial 1949 finished with value: 0.9974416100400063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 104}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:50:19,996] Trial 1950 finished with value: 0.9975097877624632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:50:20,973] Trial 1951 finished with value: 0.9937774360277141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:50:21,504] Trial 1952 finished with value: 0.9969586835961176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 47}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:50:28,007] Trial 1953 finished with value: 0.9965629824433294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 31, 'rf_n_estimators': 110}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:50:30,209] Trial 1954 finished with value: 0.9969934877345666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:50:35,946] Trial 1955 finished with value: 0.9970749327910075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 27, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:50:39,475] Trial 1956 finished with value: 0.996159838973405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 25, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:50:41,335] Trial 1957 finished with value: 0.9976328163965542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:50:42,660] Trial 1958 finished with value: 0.9970405533374981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 67}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:50:45,453] Trial 1959 finished with value: 0.9975364188501943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:50:47,766] Trial 1960 finished with value: 0.9973589673853652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:50:49,817] Trial 1961 finished with value: 0.9975232495228684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:50:54,636] Trial 1962 finished with value: 0.9966166363915212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 22, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:50:56,289] Trial 1963 finished with value: 0.9973001342867427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:50:57,357] Trial 1964 finished with value: 0.9970154458597532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:51:00,366] Trial 1965 finished with value: 0.9975096202497876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 96}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:51:01,846] Trial 1966 finished with value: 0.997128468134639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 13, 'rf_n_estimators': 52}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:51:03,303] Trial 1967 finished with value: 0.9867345184306576 and parameters: {'classifier': 'SVC', 'svc_c': 54721061.19118023, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:51:05,465] Trial 1968 finished with value: 0.9976456210235852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:51:09,294] Trial 1969 finished with value: 0.997259785028052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 18, 'rf_n_estimators': 111}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:51:11,090] Trial 1970 finished with value: 0.9974359844959073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:51:13,794] Trial 1971 finished with value: 0.9975182443279088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:51:15,686] Trial 1972 finished with value: 0.9973398557378857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:51:18,923] Trial 1973 finished with value: 0.9974781829003009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:51:20,906] Trial 1974 finished with value: 0.996807351603951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:51:34,027] Trial 1975 finished with value: 0.9964963493413533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 54, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:51:36,487] Trial 1976 finished with value: 0.9967218353674293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:51:38,566] Trial 1977 finished with value: 0.9973633674336431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:51:39,572] Trial 1978 finished with value: 0.9881795054314989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:51:41,028] Trial 1979 finished with value: 0.9975463698267508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:51:43,230] Trial 1980 finished with value: 0.9974745170132985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:51:45,654] Trial 1981 finished with value: 0.9975076523408348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:51:54,183] Trial 1982 finished with value: 0.9967433791224961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 36, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:51:57,499] Trial 1983 finished with value: 0.9974406060113036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:51:58,874] Trial 1984 finished with value: 0.9953895490412575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:52:02,940] Trial 1985 finished with value: 0.9970351703344881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 20, 'rf_n_estimators': 107}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:52:04,738] Trial 1986 finished with value: 0.9971999081648667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:52:09,738] Trial 1987 finished with value: 0.992980330293214 and parameters: {'classifier': 'SVC', 'svc_c': 1304159.7892559357, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:52:12,719] Trial 1988 finished with value: 0.9972866059719455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:52:14,646] Trial 1989 finished with value: 0.997197373258197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:52:27,850] Trial 1990 finished with value: 0.9967927747004288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 59, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:52:33,551] Trial 1991 finished with value: 0.9971204179413607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 25, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:52:37,821] Trial 1992 finished with value: 0.9973480050803869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:52:46,559] Trial 1993 finished with value: 0.9966861308245453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 39, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:52:50,303] Trial 1994 finished with value: 0.9974454037673001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:52:52,111] Trial 1995 finished with value: 0.9966645565693496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:52:53,941] Trial 1996 finished with value: 0.9974119269716173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:52:56,411] Trial 1997 finished with value: 0.9975967869527115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:52:58,449] Trial 1998 finished with value: 0.9970052555793742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:53:05,028] Trial 1999 finished with value: 0.9968194902109936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 28, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:53:06,091] Trial 2000 finished with value: 0.9974932613262367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 44}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:53:08,489] Trial 2001 finished with value: 0.9976434751284474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:53:10,033] Trial 2002 finished with value: 0.9975108076283817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:53:12,305] Trial 2003 finished with value: 0.9976530640389556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:53:14,216] Trial 2004 finished with value: 0.9967382417708895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:53:27,736] Trial 2005 finished with value: 0.9961952342938565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 66, 'rf_n_estimators': 104}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:53:28,570] Trial 2006 finished with value: 0.9907871232663221 and parameters: {'classifier': 'SVC', 'svc_c': 19.66055374462592, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:53:29,567] Trial 2007 finished with value: 0.9970759213316113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:53:31,737] Trial 2008 finished with value: 0.9966392159131984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:53:33,294] Trial 2009 finished with value: 0.9975143409778826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:53:35,088] Trial 2010 finished with value: 0.9944376803198418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 21, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:53:35,900] Trial 2011 finished with value: 0.9974841866333054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 55}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:53:42,410] Trial 2012 finished with value: 0.9971385604718356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 31, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:53:47,352] Trial 2013 finished with value: 0.9958154096801638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 65, 'rf_n_estimators': 39}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:53:50,298] Trial 2014 finished with value: 0.9975066459635268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:53:52,678] Trial 2015 finished with value: 0.9973704096944559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:53:55,053] Trial 2016 finished with value: 0.9974981759094708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:53:57,977] Trial 2017 finished with value: 0.9966838277315517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:54:00,737] Trial 2018 finished with value: 0.9973180860723936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:54:05,249] Trial 2019 finished with value: 0.997292094884353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:54:06,906] Trial 2020 finished with value: 0.9976332893548513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:54:09,563] Trial 2021 finished with value: 0.9973545153186567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:54:12,954] Trial 2022 finished with value: 0.9972050173014734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:54:13,810] Trial 2023 finished with value: 0.9894307744647467 and parameters: {'classifier': 'SVC', 'svc_c': 3.7204637775111875, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:54:15,202] Trial 2024 finished with value: 0.9955868633898358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:54:17,388] Trial 2025 finished with value: 0.9974034074699012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:54:19,249] Trial 2026 finished with value: 0.9971286295536365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:54:29,403] Trial 2027 finished with value: 0.9965853804876517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 44, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:54:30,981] Trial 2028 finished with value: 0.9921876660566991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 24, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:54:38,837] Trial 2029 finished with value: 0.9971487837279004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 35, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:54:39,463] Trial 2030 finished with value: 0.9915161977170704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 1, 'rf_n_estimators': 111}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:54:41,685] Trial 2031 finished with value: 0.9973120255602727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:54:43,430] Trial 2032 finished with value: 0.997461668619693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 94}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:54:46,096] Trial 2033 finished with value: 0.9972668515048883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:54:48,381] Trial 2034 finished with value: 0.996884326217435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:54:53,585] Trial 2035 finished with value: 0.9970958449299777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:54:54,584] Trial 2036 finished with value: 0.9973174586139629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:54:55,940] Trial 2037 finished with value: 0.9973323074478762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:54:57,918] Trial 2038 finished with value: 0.9975644877603473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:54:59,030] Trial 2039 finished with value: 0.997376974394975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 113}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:55:03,144] Trial 2040 finished with value: 0.9973122599129813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:55:05,633] Trial 2041 finished with value: 0.9968349480953513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:55:07,366] Trial 2042 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 1.2080703228986743e-09, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:55:09,032] Trial 2043 finished with value: 0.9975681856391604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:55:12,249] Trial 2044 finished with value: 0.9972601411273739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:55:14,458] Trial 2045 finished with value: 0.9969879050366425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:55:17,178] Trial 2046 finished with value: 0.9975171119511081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:55:20,220] Trial 2047 finished with value: 0.9976776639006086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:55:24,763] Trial 2048 finished with value: 0.9973133338285565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 19, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:55:26,840] Trial 2049 finished with value: 0.9976591920576059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:55:30,034] Trial 2050 finished with value: 0.9973904450419943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:55:32,315] Trial 2051 finished with value: 0.9975275545478515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:55:33,410] Trial 2052 finished with value: 0.9972840853473343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:55:35,388] Trial 2053 finished with value: 0.9967604739211694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:55:37,077] Trial 2054 finished with value: 0.9975101910877914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:55:39,310] Trial 2055 finished with value: 0.9975357472760721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:55:41,337] Trial 2056 finished with value: 0.9972827749843485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 76}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:55:45,306] Trial 2057 finished with value: 0.9970795770307453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:55:47,721] Trial 2058 finished with value: 0.9974438011616623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:55:49,376] Trial 2059 finished with value: 0.9974761741763992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:55:51,586] Trial 2060 finished with value: 0.9975394560409875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:55:53,303] Trial 2061 finished with value: 0.9850770828917987 and parameters: {'classifier': 'SVC', 'svc_c': 0.00014090169955573116, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:55:56,578] Trial 2062 finished with value: 0.9957400150431893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 53, 'rf_n_estimators': 28}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:55:59,176] Trial 2063 finished with value: 0.9976658151558747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:56:00,516] Trial 2064 finished with value: 0.9973382814424614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 108}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:56:01,899] Trial 2065 finished with value: 0.9964844487686166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:56:03,584] Trial 2066 finished with value: 0.9943794673481935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 20, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:56:05,568] Trial 2067 finished with value: 0.9972964982333735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:56:06,898] Trial 2068 finished with value: 0.9973393103536837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:56:15,354] Trial 2069 finished with value: 0.9969523164958103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 39, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:56:18,546] Trial 2070 finished with value: 0.9975251933427494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:56:25,469] Trial 2071 finished with value: 0.9962926885538458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 40, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:56:30,437] Trial 2072 finished with value: 0.9970479785796403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 23, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:56:32,535] Trial 2073 finished with value: 0.9957108459384737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 18, 'rf_n_estimators': 113}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:56:35,036] Trial 2074 finished with value: 0.9971350368341344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:56:37,252] Trial 2075 finished with value: 0.9973514387411203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:56:39,155] Trial 2076 finished with value: 0.997238809032412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:56:41,663] Trial 2077 finished with value: 0.9976211923879431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:56:43,440] Trial 2078 finished with value: 0.997398803124713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 100}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:56:44,920] Trial 2079 finished with value: 0.9973931279742644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:56:47,686] Trial 2080 finished with value: 0.9975202272171538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:56:49,429] Trial 2081 finished with value: 0.9852049898009575 and parameters: {'classifier': 'SVC', 'svc_c': 2.6222536127539264e-07, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:56:53,018] Trial 2082 finished with value: 0.9973168230306279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:57:00,269] Trial 2083 finished with value: 0.9967940767480826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 31, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:57:00,961] Trial 2084 finished with value: 0.9959430592266306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 7, 'rf_n_estimators': 31}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:57:04,532] Trial 2085 finished with value: 0.9972802175120267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:57:05,944] Trial 2086 finished with value: 0.9974178498681715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:57:08,320] Trial 2087 finished with value: 0.9973734458378982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:57:09,242] Trial 2088 finished with value: 0.9971637359321782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:57:11,038] Trial 2089 finished with value: 0.9974622965859302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:57:16,279] Trial 2090 finished with value: 0.9971282066460193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 26, 'rf_n_estimators': 106}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:57:18,103] Trial 2091 finished with value: 0.9971310902253404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:57:20,200] Trial 2092 finished with value: 0.9973153577866537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:57:22,706] Trial 2093 finished with value: 0.9974438699377078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:57:24,353] Trial 2094 finished with value: 0.9974374244447692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 61}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:57:28,804] Trial 2095 finished with value: 0.9972986496509071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:57:36,730] Trial 2096 finished with value: 0.9971570610693824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 33, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:57:39,692] Trial 2097 finished with value: 0.9973093336461747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:57:41,432] Trial 2098 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 3.3431352276717534e-05, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:57:43,307] Trial 2099 finished with value: 0.9953729951517412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 17, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:57:45,327] Trial 2100 finished with value: 0.9973966307601602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:57:54,375] Trial 2101 finished with value: 0.9969623330428837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 35, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:57:56,312] Trial 2102 finished with value: 0.9969647080539756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:57:59,503] Trial 2103 finished with value: 0.9973217353922083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:58:01,508] Trial 2104 finished with value: 0.9975764596164244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:58:04,282] Trial 2105 finished with value: 0.9975727776065649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:58:06,862] Trial 2106 finished with value: 0.997254095341642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:58:10,288] Trial 2107 finished with value: 0.9974811863536986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:58:12,942] Trial 2108 finished with value: 0.9962676504869044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 21, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:58:15,278] Trial 2109 finished with value: 0.997687389887139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:58:16,986] Trial 2110 finished with value: 0.9973937295980383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:58:19,856] Trial 2111 finished with value: 0.9972709523599125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:58:24,592] Trial 2112 finished with value: 0.997284596168955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:58:26,654] Trial 2113 finished with value: 0.997369411124673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:58:28,464] Trial 2114 finished with value: 0.9975164909037346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:58:34,060] Trial 2115 finished with value: 0.997389468625271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 23, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:58:35,678] Trial 2116 finished with value: 0.9976396851779649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 72}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:58:36,601] Trial 2117 finished with value: 0.9899826849008937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:58:37,670] Trial 2118 finished with value: 0.9894007781432107 and parameters: {'classifier': 'SVC', 'svc_c': 7.8194724547690715, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:58:40,147] Trial 2119 finished with value: 0.9975095589956262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:58:43,209] Trial 2120 finished with value: 0.9967830816578461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 16, 'rf_n_estimators': 84}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:58:45,165] Trial 2121 finished with value: 0.9973663313098701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:58:48,212] Trial 2122 finished with value: 0.9972035240329268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 109}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:58:49,933] Trial 2123 finished with value: 0.9967263615738894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:58:51,977] Trial 2124 finished with value: 0.9972795636476569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:58:59,787] Trial 2125 finished with value: 0.9970630658604525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 25, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:59:04,974] Trial 2126 finished with value: 0.9973486968080802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:59:08,099] Trial 2127 finished with value: 0.9976398825560113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:59:23,618] Trial 2128 finished with value: 0.9963847576526469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 56, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:59:27,281] Trial 2129 finished with value: 0.996938611908675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:59:42,600] Trial 2130 finished with value: 0.996760165365233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 49, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:59:43,144] Trial 2131 finished with value: 0.99445039398603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 24}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:59:46,337] Trial 2132 finished with value: 0.9976245594625466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 12:59:53,400] Trial 2133 finished with value: 0.9967719937342302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 30, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:00:02,499] Trial 2134 finished with value: 0.9971204753234973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 28, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:00:05,175] Trial 2135 finished with value: 0.9973574752276454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:00:07,549] Trial 2136 finished with value: 0.9950680775220744 and parameters: {'classifier': 'SVC', 'svc_c': 1545.6528276020567, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:00:11,181] Trial 2137 finished with value: 0.9969800947502069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:00:15,747] Trial 2138 finished with value: 0.9974825354051936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:00:19,107] Trial 2139 finished with value: 0.9975169089554519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:00:21,225] Trial 2140 finished with value: 0.9972737499295045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 112}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:00:24,764] Trial 2141 finished with value: 0.9972251590027398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:00:27,098] Trial 2142 finished with value: 0.997263142422594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:00:43,583] Trial 2143 finished with value: 0.9957035161322191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 74, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:00:46,394] Trial 2144 finished with value: 0.9975170895441453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:00:50,246] Trial 2145 finished with value: 0.9974747071233643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:00:56,183] Trial 2146 finished with value: 0.9973143112291548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 18, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:01:01,084] Trial 2147 finished with value: 0.9971912150885348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:01:07,764] Trial 2148 finished with value: 0.9974593934560582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:01:21,073] Trial 2149 finished with value: 0.9969848676554219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 46, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:01:33,472] Trial 2150 finished with value: 0.9962292977330209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 37, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:01:36,322] Trial 2151 finished with value: 0.9972591914657065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:01:39,831] Trial 2152 finished with value: 0.9972809426914745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:01:42,201] Trial 2153 finished with value: 0.9971975236006648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:01:46,412] Trial 2154 finished with value: 0.9974590049840707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:01:49,243] Trial 2155 finished with value: 0.9914572290023694 and parameters: {'classifier': 'SVC', 'svc_c': 46.3595986165321, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:01:52,379] Trial 2156 finished with value: 0.9972401350421863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:01:56,684] Trial 2157 finished with value: 0.9971782310788507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:02:01,637] Trial 2158 finished with value: 0.9973178707624294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:02:02,824] Trial 2159 finished with value: 0.9969312222764648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 79}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:02:04,564] Trial 2160 finished with value: 0.9973724081035377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 109}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:02:07,253] Trial 2161 finished with value: 0.9973814629285389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:02:09,708] Trial 2162 finished with value: 0.9974069862363476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:02:21,376] Trial 2163 finished with value: 0.9969055664628925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 41, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:02:24,688] Trial 2164 finished with value: 0.9975287828048706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:02:27,532] Trial 2165 finished with value: 0.997532014771202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:02:29,695] Trial 2166 finished with value: 0.9973533568215583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:02:41,604] Trial 2167 finished with value: 0.9970485936920251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 45, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:02:44,916] Trial 2168 finished with value: 0.9971197847383687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:02:48,076] Trial 2169 finished with value: 0.9973481370148681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:02:57,850] Trial 2170 finished with value: 0.9952606714916746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 56, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:03:01,746] Trial 2171 finished with value: 0.9956693322794337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 18, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:03:06,379] Trial 2172 finished with value: 0.9975158500836451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:03:11,069] Trial 2173 finished with value: 0.9962952468196152 and parameters: {'classifier': 'SVC', 'svc_c': 85852.10373728765, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:03:18,053] Trial 2174 finished with value: 0.9968187672849372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 22, 'rf_n_estimators': 111}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:03:21,145] Trial 2175 finished with value: 0.997700003198064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:03:22,264] Trial 2176 finished with value: 0.9897341517902882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:03:24,527] Trial 2177 finished with value: 0.9973783584851198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:03:27,216] Trial 2178 finished with value: 0.9972518279537943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:03:29,892] Trial 2179 finished with value: 0.9976313007845209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:03:32,313] Trial 2180 finished with value: 0.9972737652906517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:03:41,852] Trial 2181 finished with value: 0.9971555028650773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 36, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:03:44,929] Trial 2182 finished with value: 0.9974424176745377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:03:58,308] Trial 2183 finished with value: 0.9969597690960289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 40, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:04:01,059] Trial 2184 finished with value: 0.9973823454962698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:04:06,395] Trial 2185 finished with value: 0.997236149808359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 17, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:04:09,984] Trial 2186 finished with value: 0.9974159258210068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:04:16,379] Trial 2187 finished with value: 0.9970503693962102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 20, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:04:17,510] Trial 2188 finished with value: 0.9969662627671109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:04:24,634] Trial 2189 finished with value: 0.9971002133355619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 26, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:04:27,202] Trial 2190 finished with value: 0.9975309061343562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:04:29,994] Trial 2191 finished with value: 0.9974056995815789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:04:36,619] Trial 2192 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 2.2110685461879116e-06, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:04:39,637] Trial 2193 finished with value: 0.9973740473347207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 65}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:04:42,538] Trial 2194 finished with value: 0.9976586276941353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:04:48,675] Trial 2195 finished with value: 0.9973614559546898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:04:51,934] Trial 2196 finished with value: 0.9975557346358944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:04:55,630] Trial 2197 finished with value: 0.9974096638366493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:05:10,158] Trial 2198 finished with value: 0.9963277126359934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 47, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:05:13,094] Trial 2199 finished with value: 0.9974242330913357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:05:15,051] Trial 2200 finished with value: 0.9972067439071157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:05:17,255] Trial 2201 finished with value: 0.9918224805528272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 23, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:05:21,674] Trial 2202 finished with value: 0.9974092510216868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:05:24,094] Trial 2203 finished with value: 0.9967916980553936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:05:26,217] Trial 2204 finished with value: 0.9973472985945665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 89}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:05:32,157] Trial 2205 finished with value: 0.9973293346215591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 19, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:05:36,174] Trial 2206 finished with value: 0.9973497146110347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:05:38,740] Trial 2207 finished with value: 0.9964114987122272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:05:41,893] Trial 2208 finished with value: 0.9974789623515704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:05:52,075] Trial 2209 finished with value: 0.9969891748068446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 32, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:05:53,738] Trial 2210 finished with value: 0.9971339888801675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:05:56,711] Trial 2211 finished with value: 0.9963284734253736 and parameters: {'classifier': 'SVC', 'svc_c': 24706.816860472347, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:06:00,305] Trial 2212 finished with value: 0.9970249080090589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:06:04,387] Trial 2213 finished with value: 0.9971825384841768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:06:06,801] Trial 2214 finished with value: 0.9945636805107331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:06:26,906] Trial 2215 finished with value: 0.9961487801534502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 74, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:06:27,438] Trial 2216 finished with value: 0.992288513765493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 4}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:06:36,035] Trial 2217 finished with value: 0.997180546263987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 27, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:06:39,113] Trial 2218 finished with value: 0.9972689829910161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:06:41,685] Trial 2219 finished with value: 0.9974113997097604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 92}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:06:43,052] Trial 2220 finished with value: 0.9970869326399187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 99}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:06:45,906] Trial 2221 finished with value: 0.9974235346986818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:06:48,229] Trial 2222 finished with value: 0.9970463463307971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:06:50,787] Trial 2223 finished with value: 0.9954980710078155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:06:54,944] Trial 2224 finished with value: 0.997562630553216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:07:00,478] Trial 2225 finished with value: 0.9974142565340256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:07:02,953] Trial 2226 finished with value: 0.9976088528799459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:07:06,351] Trial 2227 finished with value: 0.9972623313286304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:07:09,678] Trial 2228 finished with value: 0.9974423535957025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:07:16,389] Trial 2229 finished with value: 0.997154057869888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 24, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:07:23,007] Trial 2230 finished with value: 0.9853310883476242 and parameters: {'classifier': 'SVC', 'svc_c': 0.002325296733410579, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:07:27,748] Trial 2231 finished with value: 0.9974325290629693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:07:43,276] Trial 2232 finished with value: 0.9967477652060949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 52, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:07:46,475] Trial 2233 finished with value: 0.9974662166618335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:07:49,899] Trial 2234 finished with value: 0.9975034746165988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:07:52,373] Trial 2235 finished with value: 0.9963131331617009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:07:55,082] Trial 2236 finished with value: 0.9971648280970502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:08:01,454] Trial 2237 finished with value: 0.9973571677190599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 21, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:08:06,095] Trial 2238 finished with value: 0.9974169812651198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:08:11,666] Trial 2239 finished with value: 0.9974951369413545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:08:20,082] Trial 2240 finished with value: 0.9971108920623367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 28, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:08:23,222] Trial 2241 finished with value: 0.9975676878300818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:08:26,822] Trial 2242 finished with value: 0.9976250823445723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:08:28,395] Trial 2243 finished with value: 0.9967989768905688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:08:30,969] Trial 2244 finished with value: 0.9973344191612877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:08:34,559] Trial 2245 finished with value: 0.9971553178013387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:08:37,694] Trial 2246 finished with value: 0.9972476404860205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:08:42,437] Trial 2247 finished with value: 0.9974170596260135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:08:46,676] Trial 2248 finished with value: 0.9969014767796119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:09:10,269] Trial 2249 finished with value: 0.9906754665149053 and parameters: {'classifier': 'SVC', 'svc_c': 9521599.177257866, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:09:12,911] Trial 2250 finished with value: 0.9976897704841027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:09:15,808] Trial 2251 finished with value: 0.9968728685789349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:09:19,120] Trial 2252 finished with value: 0.9975633011117249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:09:21,532] Trial 2253 finished with value: 0.9972544391583936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:09:23,946] Trial 2254 finished with value: 0.9970915058819577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:09:30,592] Trial 2255 finished with value: 0.9973365494731129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:09:36,643] Trial 2256 finished with value: 0.9973948317603512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 22, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:09:40,168] Trial 2257 finished with value: 0.997653226505304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:09:43,667] Trial 2258 finished with value: 0.9973366026658458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:09:46,431] Trial 2259 finished with value: 0.9973251429961197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:09:49,576] Trial 2260 finished with value: 0.9974584702003298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:09:50,187] Trial 2261 finished with value: 0.9959750249488009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 11}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:09:54,690] Trial 2262 finished with value: 0.9973545758428464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:09:58,628] Trial 2263 finished with value: 0.9974413886363639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:10:00,716] Trial 2264 finished with value: 0.9975238581289821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 57}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:10:05,199] Trial 2265 finished with value: 0.9974439161163632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:10:19,049] Trial 2266 finished with value: 0.9958782516890922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 66, 'rf_n_estimators': 87}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:10:23,686] Trial 2267 finished with value: 0.9969193130710173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:10:33,616] Trial 2268 finished with value: 0.9971238906714582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 34, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:10:40,501] Trial 2269 finished with value: 0.9852059731682825 and parameters: {'classifier': 'SVC', 'svc_c': 6.512214960788068e-08, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:10:45,703] Trial 2270 finished with value: 0.9973025012681439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:10:47,637] Trial 2271 finished with value: 0.9969088664435596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 68}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:10:49,154] Trial 2272 finished with value: 0.9962523814430962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:10:50,764] Trial 2273 finished with value: 0.9971339183902752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:11:01,138] Trial 2274 finished with value: 0.9964369638761895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 37, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:11:05,030] Trial 2275 finished with value: 0.9974891337478945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:11:06,182] Trial 2276 finished with value: 0.9932027115902295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:11:08,060] Trial 2277 finished with value: 0.9972073219178865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:11:09,708] Trial 2278 finished with value: 0.995475482694738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:11:17,606] Trial 2279 finished with value: 0.9972557154348666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:11:22,814] Trial 2280 finished with value: 0.9974643856384757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:11:25,810] Trial 2281 finished with value: 0.9973850700051988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:11:28,469] Trial 2282 finished with value: 0.9974134140512718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 97}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:11:33,062] Trial 2283 finished with value: 0.9974728523600517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:11:35,570] Trial 2284 finished with value: 0.9974102559390511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:11:41,083] Trial 2285 finished with value: 0.9973736168100057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:11:46,810] Trial 2286 finished with value: 0.985076919187672 and parameters: {'classifier': 'SVC', 'svc_c': 0.0002353682885119839, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:11:48,869] Trial 2287 finished with value: 0.9972861083850323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 51}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:11:55,311] Trial 2288 finished with value: 0.9970134685881179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 24, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:11:59,854] Trial 2289 finished with value: 0.9974722295353554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:12:09,391] Trial 2290 finished with value: 0.9971152434881404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 30, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:12:12,236] Trial 2291 finished with value: 0.9974276057835487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:12:31,433] Trial 2292 finished with value: 0.9962028751950799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 62, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:12:34,277] Trial 2293 finished with value: 0.997411445475823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:12:48,327] Trial 2294 finished with value: 0.9969682487031951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 49, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:12:53,974] Trial 2295 finished with value: 0.9972957901606577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:12:55,549] Trial 2296 finished with value: 0.9965290468444562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 37}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:12:59,011] Trial 2297 finished with value: 0.9975038659449978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:13:02,056] Trial 2298 finished with value: 0.991098834712462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 41, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:13:05,088] Trial 2299 finished with value: 0.9969821746304971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:13:11,028] Trial 2300 finished with value: 0.9970464808677869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 21, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:13:13,708] Trial 2301 finished with value: 0.9970904262535593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 81}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:13:16,307] Trial 2302 finished with value: 0.9974605379567394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:13:24,248] Trial 2303 finished with value: 0.9971032081562486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 26, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:13:42,366] Trial 2304 finished with value: 0.9968293314696043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 44, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:13:46,244] Trial 2305 finished with value: 0.9867035582288719 and parameters: {'classifier': 'SVC', 'svc_c': 4510067.799918573, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:13:50,502] Trial 2306 finished with value: 0.9976222062871352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:13:54,600] Trial 2307 finished with value: 0.9974946448450992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:13:58,282] Trial 2308 finished with value: 0.9973298751498615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:14:01,567] Trial 2309 finished with value: 0.99769525803178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:14:04,198] Trial 2310 finished with value: 0.9970972425404709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:14:07,911] Trial 2311 finished with value: 0.9976416343298141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:14:11,610] Trial 2312 finished with value: 0.997386065655094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:14:15,284] Trial 2313 finished with value: 0.9975210194588001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:14:18,131] Trial 2314 finished with value: 0.9973980087883646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:14:20,417] Trial 2315 finished with value: 0.9971993275198496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:14:21,938] Trial 2316 finished with value: 0.995273414610641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:14:25,601] Trial 2317 finished with value: 0.9971534048941796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:14:32,121] Trial 2318 finished with value: 0.9973797016333639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:14:35,555] Trial 2319 finished with value: 0.9976045383653287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:14:43,342] Trial 2320 finished with value: 0.9974247406122139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:14:47,850] Trial 2321 finished with value: 0.9969994231675942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:14:53,276] Trial 2322 finished with value: 0.9972633021594822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:14:55,674] Trial 2323 finished with value: 0.9973158261746922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:15:08,313] Trial 2324 finished with value: 0.9967319688369539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 42, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:15:10,640] Trial 2325 finished with value: 0.997346945510346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:15:15,300] Trial 2326 finished with value: 0.9970247301815633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:15:19,801] Trial 2327 finished with value: 0.9864647125115011 and parameters: {'classifier': 'SVC', 'svc_c': 0.5676957993628148, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:15:21,150] Trial 2328 finished with value: 0.9969094285219011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:15:23,959] Trial 2329 finished with value: 0.9973458827347764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:15:25,755] Trial 2330 finished with value: 0.996828919606779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 74}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:15:27,953] Trial 2331 finished with value: 0.9967012839932533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:15:30,904] Trial 2332 finished with value: 0.9970694110933415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:15:37,561] Trial 2333 finished with value: 0.9972516277828118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 22, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:15:44,899] Trial 2334 finished with value: 0.996629705903128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 19, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:15:49,698] Trial 2335 finished with value: 0.9971543603321461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:15:52,364] Trial 2336 finished with value: 0.997060039397072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 63}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:16:01,944] Trial 2337 finished with value: 0.9973232714117161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 28, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:16:05,061] Trial 2338 finished with value: 0.9975320687256447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:16:25,173] Trial 2339 finished with value: 0.9962291199372633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 56, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:16:27,924] Trial 2340 finished with value: 0.9961261147489955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:16:31,257] Trial 2341 finished with value: 0.9975176953573232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:16:34,465] Trial 2342 finished with value: 0.9976012693608592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:16:42,783] Trial 2343 finished with value: 0.9853859874374019 and parameters: {'classifier': 'SVC', 'svc_c': 0.014855129569136727, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:16:44,943] Trial 2344 finished with value: 0.9970606040461837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 49}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:16:48,809] Trial 2345 finished with value: 0.9971530067738682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:16:52,429] Trial 2346 finished with value: 0.9974650855545493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:16:56,483] Trial 2347 finished with value: 0.9972656874219181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:16:58,957] Trial 2348 finished with value: 0.9971104287841014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:17:05,773] Trial 2349 finished with value: 0.9971561027750043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 25, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:17:07,962] Trial 2350 finished with value: 0.9973839454359235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 94}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:17:09,875] Trial 2351 finished with value: 0.9969281277035349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:17:30,469] Trial 2352 finished with value: 0.996483097876323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 61, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:17:37,194] Trial 2353 finished with value: 0.9962675060794254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 33, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:17:39,865] Trial 2354 finished with value: 0.9974091092167163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:17:44,298] Trial 2355 finished with value: 0.9972170196576794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:17:57,336] Trial 2356 finished with value: 0.9964142178257119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 44, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:18:00,998] Trial 2357 finished with value: 0.9972920939956915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:18:04,946] Trial 2358 finished with value: 0.9971815228076619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:18:07,156] Trial 2359 finished with value: 0.9957448875736956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 17, 'rf_n_estimators': 46}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:18:10,600] Trial 2360 finished with value: 0.9974643311762265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:18:16,208] Trial 2361 finished with value: 0.997138394292152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 22, 'rf_n_estimators': 104}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:23:09,441] Trial 2362 finished with value: 0.9892002254807194 and parameters: {'classifier': 'SVC', 'svc_c': 9967555624.078562, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:23:17,212] Trial 2363 finished with value: 0.9975097003245281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:23:23,642] Trial 2364 finished with value: 0.9975867776418808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:23:28,607] Trial 2365 finished with value: 0.9970350927035662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:23:33,244] Trial 2366 finished with value: 0.9977444577550858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:23:38,297] Trial 2367 finished with value: 0.9971722374385008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:23:41,481] Trial 2368 finished with value: 0.9973006193054448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 4, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:23:46,916] Trial 2369 finished with value: 0.997505016634571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:23:50,199] Trial 2370 finished with value: 0.9975395891180335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:23:54,392] Trial 2371 finished with value: 0.9975088777097044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:23:58,607] Trial 2372 finished with value: 0.9973828814225755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:24:02,343] Trial 2373 finished with value: 0.9974964071241496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:24:05,663] Trial 2374 finished with value: 0.9975947936534327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:24:09,029] Trial 2375 finished with value: 0.9974277526665846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:24:13,072] Trial 2376 finished with value: 0.997424317006363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:24:16,187] Trial 2377 finished with value: 0.9972565264336163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:24:20,803] Trial 2378 finished with value: 0.9973225284273023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:24:24,774] Trial 2379 finished with value: 0.9975215594158199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:24:27,676] Trial 2380 finished with value: 0.9913816261329841 and parameters: {'classifier': 'SVC', 'svc_c': 7912.9955013867175, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:24:31,845] Trial 2381 finished with value: 0.997457845883952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:24:33,327] Trial 2382 finished with value: 0.9914912393757526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 19, 'rf_n_estimators': 111}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:24:37,176] Trial 2383 finished with value: 0.9976039977418129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:24:46,484] Trial 2384 finished with value: 0.9967438242466482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 39, 'rf_n_estimators': 108}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:24:50,950] Trial 2385 finished with value: 0.9974025812052182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:25:06,728] Trial 2386 finished with value: 0.9962564174893133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 65, 'rf_n_estimators': 113}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:25:10,295] Trial 2387 finished with value: 0.9973820492229036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:25:20,770] Trial 2388 finished with value: 0.9964031561810834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 42, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:25:28,759] Trial 2389 finished with value: 0.9969129605066719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 31, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:25:33,224] Trial 2390 finished with value: 0.9973690470273987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:25:38,613] Trial 2391 finished with value: 0.9971314469276824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:25:42,878] Trial 2392 finished with value: 0.997422351287326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:25:48,339] Trial 2393 finished with value: 0.9918341202717023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 67, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:25:54,011] Trial 2394 finished with value: 0.9972717010888875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:25:58,208] Trial 2395 finished with value: 0.99746199961433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:26:02,447] Trial 2396 finished with value: 0.9958778533466157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 23, 'rf_n_estimators': 113}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:26:06,831] Trial 2397 finished with value: 0.9972775512738958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:26:10,271] Trial 2398 finished with value: 0.9971513321231806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 71}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:26:14,657] Trial 2399 finished with value: 0.9952516728110316 and parameters: {'classifier': 'SVC', 'svc_c': 213180.50069909313, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:26:17,700] Trial 2400 finished with value: 0.9975902383115735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:26:22,804] Trial 2401 finished with value: 0.9975149391422248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:26:26,673] Trial 2402 finished with value: 0.997384186390117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:26:29,638] Trial 2403 finished with value: 0.9975217779630506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:26:32,740] Trial 2404 finished with value: 0.9974708033290075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:26:37,682] Trial 2405 finished with value: 0.9974484802496227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:26:52,934] Trial 2406 finished with value: 0.9957588757072964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 69, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:26:55,863] Trial 2407 finished with value: 0.9973095162026184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:26:58,963] Trial 2408 finished with value: 0.9973502845286394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:27:05,014] Trial 2409 finished with value: 0.9971465644547203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 25, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:27:07,739] Trial 2410 finished with value: 0.9969375135549111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:27:12,608] Trial 2411 finished with value: 0.996964789906039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:27:13,754] Trial 2412 finished with value: 0.9963393273453978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 83}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:27:16,661] Trial 2413 finished with value: 0.9965566656476056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 16, 'rf_n_estimators': 78}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:27:29,190] Trial 2414 finished with value: 0.9965959149973749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 44, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:27:30,764] Trial 2415 finished with value: 0.9973474981307909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:27:42,358] Trial 2416 finished with value: 0.9970040660426022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 35, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:27:44,354] Trial 2417 finished with value: 0.9956695948471421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:27:49,682] Trial 2418 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 8.265442210350624e-09, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:27:53,394] Trial 2419 finished with value: 0.9969773212379488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:27:58,094] Trial 2420 finished with value: 0.9973943719415477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:28:03,810] Trial 2421 finished with value: 0.9970556536308522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 21, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:28:06,014] Trial 2422 finished with value: 0.9971465524260535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:28:07,441] Trial 2423 finished with value: 0.9970094845285931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 59}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:28:15,905] Trial 2424 finished with value: 0.9967379406416236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 27, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:28:16,756] Trial 2425 finished with value: 0.9967542813158774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 20}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:28:22,794] Trial 2426 finished with value: 0.9970837003879461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 18, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:28:27,535] Trial 2427 finished with value: 0.9973311977636795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:28:28,862] Trial 2428 finished with value: 0.9934071293903063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:28:31,256] Trial 2429 finished with value: 0.9971539516748495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:28:34,861] Trial 2430 finished with value: 0.9974513186659016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:28:36,849] Trial 2431 finished with value: 0.9973393317450333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 102}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:28:41,182] Trial 2432 finished with value: 0.9974312146692693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 111}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:28:45,562] Trial 2433 finished with value: 0.9971382792104994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:28:48,860] Trial 2434 finished with value: 0.99725641474792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:28:51,605] Trial 2435 finished with value: 0.9977492423715887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:28:53,497] Trial 2436 finished with value: 0.9972007007238921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 3, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:28:58,530] Trial 2437 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 7.384699561572024e-07, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:29:01,668] Trial 2438 finished with value: 0.9976304777571042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:29:03,315] Trial 2439 finished with value: 0.9972437570991383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:29:09,056] Trial 2440 finished with value: 0.9970995811481829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:29:13,030] Trial 2441 finished with value: 0.9974014071248071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:29:16,046] Trial 2442 finished with value: 0.9976758368762271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:29:19,855] Trial 2443 finished with value: 0.9974666766710644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:29:35,558] Trial 2444 finished with value: 0.9961255624459296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 60, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:29:39,045] Trial 2445 finished with value: 0.9974288992619678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:29:42,706] Trial 2446 finished with value: 0.9972293861428977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 86}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:29:46,357] Trial 2447 finished with value: 0.9907422316465763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 36, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:29:52,694] Trial 2448 finished with value: 0.9970622794268432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 23, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:30:00,764] Trial 2449 finished with value: 0.9974549635424094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 31, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:30:02,622] Trial 2450 finished with value: 0.997263429396753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 91}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:30:05,969] Trial 2451 finished with value: 0.9973991082529553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:30:07,929] Trial 2452 finished with value: 0.9964047902072495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:30:12,131] Trial 2453 finished with value: 0.9973878277437168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:30:14,667] Trial 2454 finished with value: 0.9974184732006742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:30:20,937] Trial 2455 finished with value: 0.9854030286624876 and parameters: {'classifier': 'SVC', 'svc_c': 0.1365383972414576, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:30:23,948] Trial 2456 finished with value: 0.9974800221120388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:30:26,505] Trial 2457 finished with value: 0.9975669572551897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:30:27,497] Trial 2458 finished with value: 0.9964667946845379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 19, 'rf_n_estimators': 16}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:30:30,612] Trial 2459 finished with value: 0.9974454736859103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:30:34,765] Trial 2460 finished with value: 0.9975075903884395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:30:40,681] Trial 2461 finished with value: 0.9968426621841896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:30:43,597] Trial 2462 finished with value: 0.9974306267245335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:30:45,132] Trial 2463 finished with value: 0.9968915664593144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 112}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:30:51,254] Trial 2464 finished with value: 0.9964463511875095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 29, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:30:53,893] Trial 2465 finished with value: 0.996681158795699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:31:07,389] Trial 2466 finished with value: 0.9968703826755944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 53, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:31:10,903] Trial 2467 finished with value: 0.9973780062895606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:31:15,531] Trial 2468 finished with value: 0.9974949500050796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:31:16,569] Trial 2469 finished with value: 0.9972493309104483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 34}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:31:21,979] Trial 2470 finished with value: 0.9973750610117472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:31:25,158] Trial 2471 finished with value: 0.9971300835623914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:31:28,217] Trial 2472 finished with value: 0.9975694813392328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:31:30,628] Trial 2473 finished with value: 0.9972149136570914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 21, 'rf_n_estimators': 43}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:31:37,334] Trial 2474 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.7903445861126112e-09, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:31:39,697] Trial 2475 finished with value: 0.9958849546399363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:31:53,508] Trial 2476 finished with value: 0.9959683681448744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 55, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:31:57,628] Trial 2477 finished with value: 0.997455820751552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:32:04,282] Trial 2478 finished with value: 0.9971369536767939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:32:08,928] Trial 2479 finished with value: 0.9975948994993541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:32:22,783] Trial 2480 finished with value: 0.9969538156041319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 46, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:32:24,311] Trial 2481 finished with value: 0.996787293785974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 55}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:32:29,408] Trial 2482 finished with value: 0.9970781619009271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 18, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:32:32,626] Trial 2483 finished with value: 0.9973083973144284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:32:33,561] Trial 2484 finished with value: 0.9933826086829946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:32:36,484] Trial 2485 finished with value: 0.9974768783136142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:32:39,605] Trial 2486 finished with value: 0.9971848806782723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:32:46,910] Trial 2487 finished with value: 0.9974430402453308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:32:50,872] Trial 2488 finished with value: 0.9974563489020705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:32:56,818] Trial 2489 finished with value: 0.997190068651841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:33:02,743] Trial 2490 finished with value: 0.9933035720576621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 73, 'rf_n_estimators': 26}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:33:04,463] Trial 2491 finished with value: 0.9954106041912386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:33:06,768] Trial 2492 finished with value: 0.9974019323554378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:33:09,409] Trial 2493 finished with value: 0.9928303227874021 and parameters: {'classifier': 'SVC', 'svc_c': 553.0092038684259, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:33:13,382] Trial 2494 finished with value: 0.9968988164764697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:33:15,584] Trial 2495 finished with value: 0.9968917049952807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:33:19,902] Trial 2496 finished with value: 0.995586405475307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 25, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:33:21,486] Trial 2497 finished with value: 0.9971742972604334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 105}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:33:23,714] Trial 2498 finished with value: 0.9971393974321933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:33:27,017] Trial 2499 finished with value: 0.9973549040445474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:33:28,859] Trial 2500 finished with value: 0.9968739047264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 76}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:33:32,972] Trial 2501 finished with value: 0.9973484654704726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:33:36,976] Trial 2502 finished with value: 0.9973851323067112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:33:42,832] Trial 2503 finished with value: 0.9973811438038793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:33:45,508] Trial 2504 finished with value: 0.9975673601044491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:33:51,369] Trial 2505 finished with value: 0.9974512448435289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:33:56,435] Trial 2506 finished with value: 0.9862503331978827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 71, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:34:10,206] Trial 2507 finished with value: 0.9961180805833605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 59, 'rf_n_estimators': 99}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:34:12,965] Trial 2508 finished with value: 0.9975558033802021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:34:17,283] Trial 2509 finished with value: 0.9975458065741071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:34:36,862] Trial 2510 finished with value: 0.996274679100417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 52, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:34:40,142] Trial 2511 finished with value: 0.9975638341498808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:36:01,477] Trial 2512 finished with value: 0.9899677272376959 and parameters: {'classifier': 'SVC', 'svc_c': 352659032.5480399, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:36:05,390] Trial 2513 finished with value: 0.997495837936517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:36:05,935] Trial 2514 finished with value: 0.9941549128297019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 8}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:36:15,401] Trial 2515 finished with value: 0.9970699990380772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 28, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:36:30,346] Trial 2516 finished with value: 0.9969309021044545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 48, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:36:51,370] Trial 2517 finished with value: 0.9965378020953489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 68, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:36:56,305] Trial 2518 finished with value: 0.9969978289090262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 16, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:37:01,427] Trial 2519 finished with value: 0.9971323716750923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 18, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:37:04,829] Trial 2520 finished with value: 0.9971719628103873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:37:09,993] Trial 2521 finished with value: 0.9974371233155032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:37:13,374] Trial 2522 finished with value: 0.9973425145493461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:37:15,534] Trial 2523 finished with value: 0.9966931648335021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:37:26,813] Trial 2524 finished with value: 0.9971170908882586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 34, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:37:28,800] Trial 2525 finished with value: 0.9969888849127977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:37:30,290] Trial 2526 finished with value: 0.9963669180287611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:37:49,967] Trial 2527 finished with value: 0.9960977137968544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 74, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:37:52,610] Trial 2528 finished with value: 0.9972410308446245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:37:55,860] Trial 2529 finished with value: 0.9974809555873735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:37:57,927] Trial 2530 finished with value: 0.9921394146303307 and parameters: {'classifier': 'SVC', 'svc_c': 138.42354982789166, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:38:03,752] Trial 2531 finished with value: 0.9969880794681818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:38:15,703] Trial 2532 finished with value: 0.9970468362688747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 39, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:38:19,811] Trial 2533 finished with value: 0.9974780128485926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:38:22,728] Trial 2534 finished with value: 0.9972027427091209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:38:27,143] Trial 2535 finished with value: 0.9972220241544051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:38:29,763] Trial 2536 finished with value: 0.9975210306305433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:38:37,793] Trial 2537 finished with value: 0.9965525879612539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 42, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:38:41,315] Trial 2538 finished with value: 0.9955495273280803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 22, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:38:46,195] Trial 2539 finished with value: 0.9968522404624988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:38:52,749] Trial 2540 finished with value: 0.9973367468828972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 20, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:38:56,075] Trial 2541 finished with value: 0.9975170346375654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:38:59,667] Trial 2542 finished with value: 0.9973288795951798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:39:01,548] Trial 2543 finished with value: 0.9964920812275567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:39:03,720] Trial 2544 finished with value: 0.9967978815836441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 95}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:39:09,594] Trial 2545 finished with value: 0.9971649756148441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:39:11,762] Trial 2546 finished with value: 0.9974075052146105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:39:15,864] Trial 2547 finished with value: 0.9974616834730338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:39:22,284] Trial 2548 finished with value: 0.9966741536999758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 27, 'rf_n_estimators': 107}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:39:30,150] Trial 2549 finished with value: 0.9973055071970984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 24, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:39:36,936] Trial 2550 finished with value: 0.9973894257156201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:39:42,603] Trial 2551 finished with value: 0.9853854952459328 and parameters: {'classifier': 'SVC', 'svc_c': 0.06439607499773396, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:39:44,853] Trial 2552 finished with value: 0.9939246017212913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:39:47,939] Trial 2553 finished with value: 0.9976216960367967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:39:51,357] Trial 2554 finished with value: 0.9974306122837856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:39:53,511] Trial 2555 finished with value: 0.9976405079197401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:39:56,772] Trial 2556 finished with value: 0.9973958153815795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:40:01,491] Trial 2557 finished with value: 0.9965993277745654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:40:13,664] Trial 2558 finished with value: 0.9969048318572863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 42, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:40:17,917] Trial 2559 finished with value: 0.9975402715782579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:40:27,252] Trial 2560 finished with value: 0.9970124940439309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 31, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:40:30,470] Trial 2561 finished with value: 0.9971874452916233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 69}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:40:34,222] Trial 2562 finished with value: 0.9974747472083415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:40:36,893] Trial 2563 finished with value: 0.99726973416381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:40:40,765] Trial 2564 finished with value: 0.9975270249056516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:40:43,922] Trial 2565 finished with value: 0.997501407590161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:40:48,284] Trial 2566 finished with value: 0.9974554793151436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:40:50,818] Trial 2567 finished with value: 0.9973481207333217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:40:58,125] Trial 2568 finished with value: 0.9852157262589861 and parameters: {'classifier': 'SVC', 'svc_c': 0.0006400753564282668, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:41:00,823] Trial 2569 finished with value: 0.9974511872709647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:41:04,615] Trial 2570 finished with value: 0.9974043842357415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:41:11,361] Trial 2571 finished with value: 0.9972063713358197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:41:13,361] Trial 2572 finished with value: 0.9972500313025904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 40}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:41:16,833] Trial 2573 finished with value: 0.997490859210972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:41:20,438] Trial 2574 finished with value: 0.9975692592373564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:41:23,185] Trial 2575 finished with value: 0.9973432648969546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:41:26,482] Trial 2576 finished with value: 0.9974883661031265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:41:31,818] Trial 2577 finished with value: 0.9973447776525762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:41:38,249] Trial 2578 finished with value: 0.9969195424091367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 22, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:41:40,681] Trial 2579 finished with value: 0.9974311915005969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:41:44,353] Trial 2580 finished with value: 0.9969325329568296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:41:59,065] Trial 2581 finished with value: 0.9961671873463355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 62, 'rf_n_estimators': 109}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:42:01,132] Trial 2582 finished with value: 0.9932622989402229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:42:05,415] Trial 2583 finished with value: 0.9972920809831495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:42:08,688] Trial 2584 finished with value: 0.9975159431074517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:42:12,133] Trial 2585 finished with value: 0.9967379814248346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:42:14,978] Trial 2586 finished with value: 0.9974953354937037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:42:17,240] Trial 2587 finished with value: 0.9952634065693267 and parameters: {'classifier': 'SVC', 'svc_c': 3317.948009087263, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:42:19,479] Trial 2588 finished with value: 0.9917429459914643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 19, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:42:22,320] Trial 2589 finished with value: 0.9974834635802975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:42:25,231] Trial 2590 finished with value: 0.9974702613090237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:42:28,644] Trial 2591 finished with value: 0.9975417328549936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:42:33,364] Trial 2592 finished with value: 0.9974416154354507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:42:35,719] Trial 2593 finished with value: 0.9946940595807185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 21, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:42:39,386] Trial 2594 finished with value: 0.99716974061732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:42:54,447] Trial 2595 finished with value: 0.9964190768358699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 52, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:43:01,125] Trial 2596 finished with value: 0.9971744776269617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 25, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:43:04,888] Trial 2597 finished with value: 0.9973496979803714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:43:09,339] Trial 2598 finished with value: 0.9977941647136289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:43:11,439] Trial 2599 finished with value: 0.9971823433912596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:43:15,182] Trial 2600 finished with value: 0.9974760940381827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:43:16,829] Trial 2601 finished with value: 0.9971250938872682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:43:21,594] Trial 2602 finished with value: 0.9971814225158743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:43:26,476] Trial 2603 finished with value: 0.9972440841582748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:43:28,961] Trial 2604 finished with value: 0.9974681050673281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:43:32,125] Trial 2605 finished with value: 0.9975413340999242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:43:36,674] Trial 2606 finished with value: 0.9976051402430061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:43:44,087] Trial 2607 finished with value: 0.9852045807628059 and parameters: {'classifier': 'SVC', 'svc_c': 1.5509291934607108e-10, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:43:48,580] Trial 2608 finished with value: 0.9973744220959321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:43:51,706] Trial 2609 finished with value: 0.9970870391205983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:43:55,214] Trial 2610 finished with value: 0.9971178718629475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:43:57,803] Trial 2611 finished with value: 0.9973865561009783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:44:07,964] Trial 2612 finished with value: 0.9971889421465535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 37, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:44:09,765] Trial 2613 finished with value: 0.9961791194348143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:44:14,769] Trial 2614 finished with value: 0.9971214946498717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:44:16,774] Trial 2615 finished with value: 0.9972011234093437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:44:22,192] Trial 2616 finished with value: 0.9969527603821842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 19, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:44:23,049] Trial 2617 finished with value: 0.9927021114799728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 3, 'rf_n_estimators': 89}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:44:27,283] Trial 2618 finished with value: 0.9968132201017316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 29, 'rf_n_estimators': 66}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:44:29,612] Trial 2619 finished with value: 0.9971493814479117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:44:33,217] Trial 2620 finished with value: 0.9973933494731207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:44:37,156] Trial 2621 finished with value: 0.9975061531690376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:44:40,907] Trial 2622 finished with value: 0.9975087967145645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:44:55,260] Trial 2623 finished with value: 0.9960982700988966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 45, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:45:00,113] Trial 2624 finished with value: 0.9974535451435865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:45:50,585] Trial 2625 finished with value: 0.9897077396306427 and parameters: {'classifier': 'SVC', 'svc_c': 29620384.02343631, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:45:53,627] Trial 2626 finished with value: 0.9973252575064898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:45:56,430] Trial 2627 finished with value: 0.9973279705262964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:45:59,029] Trial 2628 finished with value: 0.9974732997693333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:46:09,811] Trial 2629 finished with value: 0.9970696869274952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 34, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:46:17,210] Trial 2630 finished with value: 0.9974047819117221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 23, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:46:23,623] Trial 2631 finished with value: 0.9973606551438086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:46:24,718] Trial 2632 finished with value: 0.996444824975015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 31}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:46:27,963] Trial 2633 finished with value: 0.9973432956827248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 81}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:46:32,678] Trial 2634 finished with value: 0.9969845560209082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 21, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:46:35,268] Trial 2635 finished with value: 0.9963657917139007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:46:39,250] Trial 2636 finished with value: 0.9970417172617788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:46:41,526] Trial 2637 finished with value: 0.9968585410718896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 62}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:46:45,255] Trial 2638 finished with value: 0.9974851017958674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:46:49,163] Trial 2639 finished with value: 0.9975055106033629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:46:58,205] Trial 2640 finished with value: 0.9972288668789937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 27, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:47:01,373] Trial 2641 finished with value: 0.9974531633682974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:47:03,997] Trial 2642 finished with value: 0.9975600696849378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:47:07,140] Trial 2643 finished with value: 0.9974476528741131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:47:15,919] Trial 2644 finished with value: 0.9852053995690806 and parameters: {'classifier': 'SVC', 'svc_c': 3.197333586642789e-08, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:47:33,699] Trial 2645 finished with value: 0.9967433075217768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 56, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:47:39,490] Trial 2646 finished with value: 0.9971184261972396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:47:42,954] Trial 2647 finished with value: 0.9975319044819736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:47:44,337] Trial 2648 finished with value: 0.9910321836150923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:47:47,398] Trial 2649 finished with value: 0.9973908471930198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:47:48,822] Trial 2650 finished with value: 0.9960449232784354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 2, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:47:52,136] Trial 2651 finished with value: 0.9974001278014949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:48:11,415] Trial 2652 finished with value: 0.9963032104318819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 69, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:48:15,808] Trial 2653 finished with value: 0.9973004330039279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:48:19,538] Trial 2654 finished with value: 0.9977052650892192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:48:23,115] Trial 2655 finished with value: 0.9969197634954002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:48:27,650] Trial 2656 finished with value: 0.9974894770568395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:48:33,120] Trial 2657 finished with value: 0.9973421388359975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:48:36,334] Trial 2658 finished with value: 0.9973268367530276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:48:42,976] Trial 2659 finished with value: 0.9974520370216994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:48:45,561] Trial 2660 finished with value: 0.9976376699160542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:48:47,961] Trial 2661 finished with value: 0.997381797001753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:48:50,583] Trial 2662 finished with value: 0.9888259259289107 and parameters: {'classifier': 'SVC', 'svc_c': 2.4044760313824325, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:49:02,684] Trial 2663 finished with value: 0.996817568925027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 39, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:49:04,575] Trial 2664 finished with value: 0.9973970508431035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:49:07,825] Trial 2665 finished with value: 0.9962232386808436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 18, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:49:18,733] Trial 2666 finished with value: 0.9971739663292724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 32, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:49:21,621] Trial 2667 finished with value: 0.997354684354752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:49:25,028] Trial 2668 finished with value: 0.9951985558999722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 25, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:49:26,479] Trial 2669 finished with value: 0.9945348366243555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:49:28,628] Trial 2670 finished with value: 0.9972428423809072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:49:32,801] Trial 2671 finished with value: 0.9973260910708915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:49:34,872] Trial 2672 finished with value: 0.9966006125885354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:49:38,446] Trial 2673 finished with value: 0.9975324728444205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:49:41,748] Trial 2674 finished with value: 0.9972063453107358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:49:44,758] Trial 2675 finished with value: 0.9974182872800123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:49:49,878] Trial 2676 finished with value: 0.9974876597125201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:49:53,304] Trial 2677 finished with value: 0.9973482105515998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:49:55,644] Trial 2678 finished with value: 0.9974641002829499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:49:58,635] Trial 2679 finished with value: 0.9975111397973215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:50:03,639] Trial 2680 finished with value: 0.9972254839671743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:50:08,174] Trial 2681 finished with value: 0.9867325520133865 and parameters: {'classifier': 'SVC', 'svc_c': 1899826576.7457068, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:50:10,773] Trial 2682 finished with value: 0.9974618261666657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:50:19,372] Trial 2683 finished with value: 0.9974749967000319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 22, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:50:25,716] Trial 2684 finished with value: 0.997454592526271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:50:29,942] Trial 2685 finished with value: 0.9969824033973341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:50:31,368] Trial 2686 finished with value: 0.9969660731331138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 73}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:50:34,283] Trial 2687 finished with value: 0.9975891882629048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:50:37,637] Trial 2688 finished with value: 0.9971671728936541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:50:43,212] Trial 2689 finished with value: 0.9974552278874406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:50:47,860] Trial 2690 finished with value: 0.9974139229368801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:50:51,855] Trial 2691 finished with value: 0.9975699553131431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:50:55,311] Trial 2692 finished with value: 0.9973151650740796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:51:11,491] Trial 2693 finished with value: 0.9961488220157501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 51, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:51:13,824] Trial 2694 finished with value: 0.9970610299054261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:51:18,528] Trial 2695 finished with value: 0.9973811564038287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:51:20,153] Trial 2696 finished with value: 0.9938895083870293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:51:25,976] Trial 2697 finished with value: 0.9972032428033288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 19, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:51:34,218] Trial 2698 finished with value: 0.997306599488922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 23, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:51:41,828] Trial 2699 finished with value: 0.9969568521601668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 30, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:52:56,182] Trial 2700 finished with value: 0.9904711240288829 and parameters: {'classifier': 'SVC', 'svc_c': 118068679.7033892, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:52:59,407] Trial 2701 finished with value: 0.9974359337469932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:53:02,222] Trial 2702 finished with value: 0.9974052617571453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 97}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:53:15,869] Trial 2703 finished with value: 0.9969703377557405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 42, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:53:36,735] Trial 2704 finished with value: 0.9963002983519199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 69, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:53:38,769] Trial 2705 finished with value: 0.9973278722657346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:53:40,031] Trial 2706 finished with value: 0.9886817995525666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:53:53,606] Trial 2707 finished with value: 0.9964082598270321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 46, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:53:56,373] Trial 2708 finished with value: 0.9974060236256141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:54:01,759] Trial 2709 finished with value: 0.9971664115964675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:54:08,404] Trial 2710 finished with value: 0.997447181947042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:54:11,332] Trial 2711 finished with value: 0.9973769031116347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:54:15,821] Trial 2712 finished with value: 0.9975309087051266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:54:19,517] Trial 2713 finished with value: 0.9973121753631958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:54:26,883] Trial 2714 finished with value: 0.9968682973681219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 28, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:54:32,009] Trial 2715 finished with value: 0.997398993425206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:54:35,847] Trial 2716 finished with value: 0.9974366446443828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:54:39,567] Trial 2717 finished with value: 0.9973526300234772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:54:47,530] Trial 2718 finished with value: 0.9852053993786534 and parameters: {'classifier': 'SVC', 'svc_c': 7.069718644986418e-05, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:54:53,343] Trial 2719 finished with value: 0.9976716247163614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:54:55,968] Trial 2720 finished with value: 0.9970447095751709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:55:01,520] Trial 2721 finished with value: 0.9974222189719898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:55:05,048] Trial 2722 finished with value: 0.9973695952045364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:55:07,558] Trial 2723 finished with value: 0.9975152428105235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:55:16,423] Trial 2724 finished with value: 0.9969693190006486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 33, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:55:24,667] Trial 2725 finished with value: 0.9974161482085245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 25, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:55:28,037] Trial 2726 finished with value: 0.9974089864862282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:55:51,928] Trial 2727 finished with value: 0.9958856763916902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 74, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:55:54,298] Trial 2728 finished with value: 0.997487450083641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:55:57,558] Trial 2729 finished with value: 0.9974216676527989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:56:19,661] Trial 2730 finished with value: 0.9961188845997707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 65, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:56:22,703] Trial 2731 finished with value: 0.9975036206109732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 92}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:56:32,180] Trial 2732 finished with value: 0.9971790046586073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 35, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:56:36,241] Trial 2733 finished with value: 0.9973826997230552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:56:45,439] Trial 2734 finished with value: 0.9971077391233948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 37, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:56:48,714] Trial 2735 finished with value: 0.9976705704148131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:57:03,396] Trial 2736 finished with value: 0.9969532116000147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 47, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:57:07,684] Trial 2737 finished with value: 0.9874841421608801 and parameters: {'classifier': 'SVC', 'svc_c': 1.1782023523227765, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:57:11,588] Trial 2738 finished with value: 0.9967974581999584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:57:13,859] Trial 2739 finished with value: 0.9968740074302685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:57:17,455] Trial 2740 finished with value: 0.9974055001405683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:57:19,958] Trial 2741 finished with value: 0.9973563367254287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:57:26,936] Trial 2742 finished with value: 0.9973701727392387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 21, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:57:28,970] Trial 2743 finished with value: 0.9955298719150322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:57:34,224] Trial 2744 finished with value: 0.9973300444715978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:57:49,223] Trial 2745 finished with value: 0.996559616035222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 61, 'rf_n_estimators': 87}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:57:50,562] Trial 2746 finished with value: 0.9971355492109127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:57:54,064] Trial 2747 finished with value: 0.9973767243002641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:57:56,985] Trial 2748 finished with value: 0.9974982743287217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 84}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:57:59,802] Trial 2749 finished with value: 0.9975411721413824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:58:03,031] Trial 2750 finished with value: 0.9977132736106249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:58:06,208] Trial 2751 finished with value: 0.9973832155275275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:58:09,611] Trial 2752 finished with value: 0.9974693442104495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:58:13,232] Trial 2753 finished with value: 0.9975495693886788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:58:17,489] Trial 2754 finished with value: 0.996951455319429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:58:21,174] Trial 2755 finished with value: 0.996755223677826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:58:27,943] Trial 2756 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 8.001139540730066e-06, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:58:31,647] Trial 2757 finished with value: 0.9973739093065609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:58:35,337] Trial 2758 finished with value: 0.9974840066158942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:58:36,821] Trial 2759 finished with value: 0.9969357221721998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 58}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:58:40,151] Trial 2760 finished with value: 0.9970119350759047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:58:43,121] Trial 2761 finished with value: 0.9971918124594291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:58:46,656] Trial 2762 finished with value: 0.9974562757144557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:58:48,744] Trial 2763 finished with value: 0.9969218980283671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:58:52,156] Trial 2764 finished with value: 0.9960983600123884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:58:55,185] Trial 2765 finished with value: 0.9973816720496114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:59:00,218] Trial 2766 finished with value: 0.9971752029333611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:59:03,563] Trial 2767 finished with value: 0.9967360824823549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:59:18,805] Trial 2768 finished with value: 0.9964648695582845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 56, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:59:20,362] Trial 2769 finished with value: 0.9970334566461742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 49}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:59:23,779] Trial 2770 finished with value: 0.9974761203489081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:59:27,899] Trial 2771 finished with value: 0.9970823099502198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 78}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:59:32,684] Trial 2772 finished with value: 0.9975936607053496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:59:35,972] Trial 2773 finished with value: 0.9974381614307185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:59:37,777] Trial 2774 finished with value: 0.9971590132998087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 112}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:59:44,107] Trial 2775 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 4.468504007439812e-07, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:59:47,809] Trial 2776 finished with value: 0.9973582840047416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:59:53,827] Trial 2777 finished with value: 0.9970893514175848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 13:59:56,625] Trial 2778 finished with value: 0.9974989764029729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:00:00,307] Trial 2779 finished with value: 0.997456034538097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:00:01,521] Trial 2780 finished with value: 0.993901545845361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 17, 'rf_n_estimators': 52}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:00:05,448] Trial 2781 finished with value: 0.9974008348585975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:00:08,707] Trial 2782 finished with value: 0.9975475485091585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:00:13,562] Trial 2783 finished with value: 0.9972695646516462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:00:22,324] Trial 2784 finished with value: 0.9968487196177334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 29, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:00:28,863] Trial 2785 finished with value: 0.9966705726484001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 23, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:00:33,002] Trial 2786 finished with value: 0.9977593387077616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:00:36,928] Trial 2787 finished with value: 0.9975688534047334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:00:40,616] Trial 2788 finished with value: 0.9977393260210891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:00:44,470] Trial 2789 finished with value: 0.9971151384674046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:00:48,489] Trial 2790 finished with value: 0.9969766701665149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:00:52,008] Trial 2791 finished with value: 0.9973058443488895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:00:56,161] Trial 2792 finished with value: 0.9974480969826521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:00:59,555] Trial 2793 finished with value: 0.9972728307362283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:01:00,694] Trial 2794 finished with value: 0.9959181989871849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 22}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:01:05,128] Trial 2795 finished with value: 0.9974714397057901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:01:12,204] Trial 2796 finished with value: 0.9854371090814326 and parameters: {'classifier': 'SVC', 'svc_c': 0.3126740453410752, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:01:16,544] Trial 2797 finished with value: 0.9969372968167413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:01:21,568] Trial 2798 finished with value: 0.9975614678984516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:01:25,721] Trial 2799 finished with value: 0.9969287446567181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:01:29,977] Trial 2800 finished with value: 0.997644482997437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:01:33,832] Trial 2801 finished with value: 0.9974965335997107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:01:37,232] Trial 2802 finished with value: 0.9971875080692044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:01:41,542] Trial 2803 finished with value: 0.9972859594707705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:01:44,750] Trial 2804 finished with value: 0.9971867644500323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:01:48,113] Trial 2805 finished with value: 0.9971978438044132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:01:52,893] Trial 2806 finished with value: 0.9974040024921905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:01:56,189] Trial 2807 finished with value: 0.9973475887425168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:02:00,039] Trial 2808 finished with value: 0.9973309686477254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:02:04,675] Trial 2809 finished with value: 0.9970814117039625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:02:07,676] Trial 2810 finished with value: 0.9974973968073182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:02:11,509] Trial 2811 finished with value: 0.9974764407748218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:02:15,192] Trial 2812 finished with value: 0.9972797725465639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:02:19,418] Trial 2813 finished with value: 0.9977802218700221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:02:23,296] Trial 2814 finished with value: 0.9976666796964743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:02:30,575] Trial 2815 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.2782053282146583e-07, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:02:34,226] Trial 2816 finished with value: 0.9974208127605234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:02:39,288] Trial 2817 finished with value: 0.9974244180598605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:02:43,147] Trial 2818 finished with value: 0.9973304629676457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:02:47,041] Trial 2819 finished with value: 0.9972277477686383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:02:50,957] Trial 2820 finished with value: 0.9974247916150313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:02:54,467] Trial 2821 finished with value: 0.9973364607973995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:02:58,277] Trial 2822 finished with value: 0.9974360533671666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:03:02,087] Trial 2823 finished with value: 0.9973899179070891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:03:06,898] Trial 2824 finished with value: 0.9973093636067594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:03:11,261] Trial 2825 finished with value: 0.9974139684807773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:03:15,078] Trial 2826 finished with value: 0.9973644454434082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:03:18,645] Trial 2827 finished with value: 0.997305344381633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:03:21,834] Trial 2828 finished with value: 0.9973842689086764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:03:25,836] Trial 2829 finished with value: 0.9972285411211114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:03:29,306] Trial 2830 finished with value: 0.9975183139291399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:03:31,318] Trial 2831 finished with value: 0.996119575248375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:03:35,362] Trial 2832 finished with value: 0.9973205326207287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:03:42,473] Trial 2833 finished with value: 0.9853920500759629 and parameters: {'classifier': 'SVC', 'svc_c': 0.041277416542222875, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:03:46,152] Trial 2834 finished with value: 0.9973323694002717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:03:49,538] Trial 2835 finished with value: 0.9974600361169466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 70}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:03:52,141] Trial 2836 finished with value: 0.9969760800636013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:03:56,223] Trial 2837 finished with value: 0.9974497223126315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:03:59,598] Trial 2838 finished with value: 0.9962295304670965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:04:02,878] Trial 2839 finished with value: 0.9973361154572281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:04:07,091] Trial 2840 finished with value: 0.9972752285986134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:04:10,462] Trial 2841 finished with value: 0.9973092366551296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:04:14,582] Trial 2842 finished with value: 0.9971803831628804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:04:18,349] Trial 2843 finished with value: 0.996755296770227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:04:19,724] Trial 2844 finished with value: 0.9894710347938206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:04:25,299] Trial 2845 finished with value: 0.9975993803840825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:04:27,306] Trial 2846 finished with value: 0.9941722799713592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:04:31,101] Trial 2847 finished with value: 0.9975754393696507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:04:34,850] Trial 2848 finished with value: 0.9974562680338822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:04:38,750] Trial 2849 finished with value: 0.9975270394416133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:04:42,284] Trial 2850 finished with value: 0.9975133954738812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:04:44,323] Trial 2851 finished with value: 0.9956475963195993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:04:47,497] Trial 2852 finished with value: 0.9974151276761098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:04:50,004] Trial 2853 finished with value: 0.9972513950487364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 65}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:04:52,859] Trial 2854 finished with value: 0.996397933422768 and parameters: {'classifier': 'SVC', 'svc_c': 40193.350749300036, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:04:55,696] Trial 2855 finished with value: 0.9973384416236805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:05:00,006] Trial 2856 finished with value: 0.9971620771504442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:05:05,847] Trial 2857 finished with value: 0.996882905501745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:05:09,438] Trial 2858 finished with value: 0.9975704817498144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:05:13,123] Trial 2859 finished with value: 0.9972187422960831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:05:16,883] Trial 2860 finished with value: 0.9974211204595363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:05:20,620] Trial 2861 finished with value: 0.9974392392817942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:05:23,835] Trial 2862 finished with value: 0.9971158992250467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:05:28,325] Trial 2863 finished with value: 0.9973158554370428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:05:29,581] Trial 2864 finished with value: 0.9968344123277353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 37}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:05:33,875] Trial 2865 finished with value: 0.9975256038408444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:05:37,754] Trial 2866 finished with value: 0.9974203360254154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:05:41,137] Trial 2867 finished with value: 0.9973518241662687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:05:43,029] Trial 2868 finished with value: 0.9909529465648742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:05:46,794] Trial 2869 finished with value: 0.9974107198520444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:05:49,440] Trial 2870 finished with value: 0.9963476495008051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:05:54,229] Trial 2871 finished with value: 0.9867325520133865 and parameters: {'classifier': 'SVC', 'svc_c': 3837777502.9018445, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:05:58,358] Trial 2872 finished with value: 0.9974229290124557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:06:01,787] Trial 2873 finished with value: 0.9975431898788498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:06:19,704] Trial 2874 finished with value: 0.996660379670299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 60, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:06:32,804] Trial 2875 finished with value: 0.9969350488842307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 37, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:06:37,279] Trial 2876 finished with value: 0.9975878269288397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:06:40,953] Trial 2877 finished with value: 0.9975130295040703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:06:45,540] Trial 2878 finished with value: 0.9971309215383624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:06:50,125] Trial 2879 finished with value: 0.9971574146931474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:06:54,043] Trial 2880 finished with value: 0.997694704840053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:06:57,971] Trial 2881 finished with value: 0.9975868771084828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:07:00,027] Trial 2882 finished with value: 0.9973727984480617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 46}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:07:04,694] Trial 2883 finished with value: 0.9973007322923952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:07:08,346] Trial 2884 finished with value: 0.9972993893980545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:07:21,543] Trial 2885 finished with value: 0.9954126639179576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 66, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:07:25,642] Trial 2886 finished with value: 0.9976397165032793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:07:27,002] Trial 2887 finished with value: 0.9932968798342308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:07:30,204] Trial 2888 finished with value: 0.9975757393880901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:07:34,255] Trial 2889 finished with value: 0.9974038177140931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:10:47,337] Trial 2890 finished with value: 0.9903851815205261 and parameters: {'classifier': 'SVC', 'svc_c': 971091016.672542, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:10:50,698] Trial 2891 finished with value: 0.9974625706427612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:10:54,765] Trial 2892 finished with value: 0.9973719335583452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:10:58,470] Trial 2893 finished with value: 0.9975730734673384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:11:01,839] Trial 2894 finished with value: 0.9975390959426894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:11:03,546] Trial 2895 finished with value: 0.9973613302091003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:11:08,075] Trial 2896 finished with value: 0.9972337513746913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:11:09,528] Trial 2897 finished with value: 0.9954092710721733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 60}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:11:13,734] Trial 2898 finished with value: 0.9974266472987431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:11:17,260] Trial 2899 finished with value: 0.9977124650874322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:11:21,681] Trial 2900 finished with value: 0.9974154217595604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:11:26,033] Trial 2901 finished with value: 0.9974461446570121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:11:29,677] Trial 2902 finished with value: 0.9975508503306244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:11:32,835] Trial 2903 finished with value: 0.9975507159205862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:11:34,831] Trial 2904 finished with value: 0.9973616864988496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:11:38,047] Trial 2905 finished with value: 0.9976409431734031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:11:41,514] Trial 2906 finished with value: 0.9975604945285673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:11:56,063] Trial 2907 finished with value: 0.9961608611879287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 55, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:12:01,921] Trial 2908 finished with value: 0.9853514111453906 and parameters: {'classifier': 'SVC', 'svc_c': 0.003906722507049639, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:12:04,758] Trial 2909 finished with value: 0.9973496773824694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:12:08,555] Trial 2910 finished with value: 0.9970287343311837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 94}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:12:20,233] Trial 2911 finished with value: 0.996323263013104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 50, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:12:31,230] Trial 2912 finished with value: 0.996138636273892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 40, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:12:34,611] Trial 2913 finished with value: 0.9972783095877191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:12:38,721] Trial 2914 finished with value: 0.9974281717656529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:12:40,535] Trial 2915 finished with value: 0.994412236959822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:12:43,940] Trial 2916 finished with value: 0.9973944017751807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:12:48,016] Trial 2917 finished with value: 0.997549598111485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:12:51,208] Trial 2918 finished with value: 0.9974840714247014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:12:55,813] Trial 2919 finished with value: 0.9974892816148054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:13:05,659] Trial 2920 finished with value: 0.9963922902323924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 45, 'rf_n_estimators': 82}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:13:10,661] Trial 2921 finished with value: 0.9971231355949016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:13:14,823] Trial 2922 finished with value: 0.9971042614421838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:13:18,049] Trial 2923 finished with value: 0.9974666580726508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:13:18,532] Trial 2924 finished with value: 0.9893813744435068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 4}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:13:20,743] Trial 2925 finished with value: 0.9963736114264949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:13:25,329] Trial 2926 finished with value: 0.9974124619140478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:13:28,193] Trial 2927 finished with value: 0.9920539059791689 and parameters: {'classifier': 'SVC', 'svc_c': 35.623174553718556, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:13:32,395] Trial 2928 finished with value: 0.997056321555115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:13:35,187] Trial 2929 finished with value: 0.997387737798487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:13:38,445] Trial 2930 finished with value: 0.9973061436373568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:13:41,938] Trial 2931 finished with value: 0.9973248051143568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:13:46,175] Trial 2932 finished with value: 0.9973050711182498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:13:48,272] Trial 2933 finished with value: 0.9963511173750028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 13}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:13:53,512] Trial 2934 finished with value: 0.997527009988835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:13:57,267] Trial 2935 finished with value: 0.9974419970520501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:14:00,873] Trial 2936 finished with value: 0.9975636028122734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:14:04,180] Trial 2937 finished with value: 0.997052213051255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:14:06,870] Trial 2938 finished with value: 0.9974391678397646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:14:09,836] Trial 2939 finished with value: 0.9974216104928276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:14:13,545] Trial 2940 finished with value: 0.9975833603896457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:14:21,963] Trial 2941 finished with value: 0.9972768112411075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 29, 'rf_n_estimators': 99}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:14:25,787] Trial 2942 finished with value: 0.997349344864413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 90}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:14:34,650] Trial 2943 finished with value: 0.9972312565847368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 27, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:14:46,496] Trial 2944 finished with value: 0.9968442427637193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 41, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:14:49,772] Trial 2945 finished with value: 0.9972266808988789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:14:51,852] Trial 2946 finished with value: 0.9925913805233169 and parameters: {'classifier': 'SVC', 'svc_c': 294.765478751601, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:14:53,126] Trial 2947 finished with value: 0.996699989943552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:14:58,743] Trial 2948 finished with value: 0.9964731830175051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 34, 'rf_n_estimators': 55}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:15:01,502] Trial 2949 finished with value: 0.9964782109050687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 75}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:15:05,360] Trial 2950 finished with value: 0.9972001281085655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:15:09,483] Trial 2951 finished with value: 0.9974537688323583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:15:11,991] Trial 2952 finished with value: 0.9962574101241074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:15:16,318] Trial 2953 finished with value: 0.9974501511869752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:15:25,673] Trial 2954 finished with value: 0.9969855314537565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 31, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:15:29,972] Trial 2955 finished with value: 0.997472580620088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:15:31,918] Trial 2956 finished with value: 0.9970310829998122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:15:34,055] Trial 2957 finished with value: 0.9974168281614543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 85}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:15:56,023] Trial 2958 finished with value: 0.9964983275333882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 70, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:15:58,989] Trial 2959 finished with value: 0.9973165172041515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:16:02,291] Trial 2960 finished with value: 0.997312723413382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:16:14,716] Trial 2961 finished with value: 0.9971054480273303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 42, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:16:15,873] Trial 2962 finished with value: 0.9900685135019008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:16:18,061] Trial 2963 finished with value: 0.9966887124494148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:16:23,000] Trial 2964 finished with value: 0.9971787062905392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:16:25,938] Trial 2965 finished with value: 0.9977037865787998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:16:33,696] Trial 2966 finished with value: 0.9850765916524669 and parameters: {'classifier': 'SVC', 'svc_c': 5.02492276031518e-10, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:16:35,781] Trial 2967 finished with value: 0.9956602157559402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:16:39,716] Trial 2968 finished with value: 0.9974729888965297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:16:43,081] Trial 2969 finished with value: 0.9975204515724218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:16:46,175] Trial 2970 finished with value: 0.9942314000441409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 26, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:16:50,581] Trial 2971 finished with value: 0.9975251294860796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:16:54,562] Trial 2972 finished with value: 0.9973122944120867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:17:05,547] Trial 2973 finished with value: 0.9966964715426058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 35, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:17:09,975] Trial 2974 finished with value: 0.997336439628215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:17:12,959] Trial 2975 finished with value: 0.9975022019265092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:17:16,946] Trial 2976 finished with value: 0.9970504270322501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:17:29,169] Trial 2977 finished with value: 0.9968607696125386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 38, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:17:32,045] Trial 2978 finished with value: 0.9976303454735059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:17:35,908] Trial 2979 finished with value: 0.9973684306137599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:17:53,746] Trial 2980 finished with value: 0.9956727646071751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 65, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:17:57,511] Trial 2981 finished with value: 0.997501348272012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:18:01,225] Trial 2982 finished with value: 0.9971611386287824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:18:05,720] Trial 2983 finished with value: 0.9975164186999952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:18:09,665] Trial 2984 finished with value: 0.9972196860544997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:18:13,221] Trial 2985 finished with value: 0.9973212659885567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:18:16,772] Trial 2986 finished with value: 0.9868066340657218 and parameters: {'classifier': 'SVC', 'svc_c': 628755.1802784499, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:18:26,937] Trial 2987 finished with value: 0.9969281126597668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 33, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:18:30,262] Trial 2988 finished with value: 0.9973259902395596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:18:33,874] Trial 2989 finished with value: 0.9972536240971918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:18:35,221] Trial 2990 finished with value: 0.9966819774115462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 10, 'rf_n_estimators': 33}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:18:38,515] Trial 2991 finished with value: 0.99717832664169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:18:42,459] Trial 2992 finished with value: 0.9973692468492641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:18:47,397] Trial 2993 finished with value: 0.9975906523325765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:18:50,845] Trial 2994 finished with value: 0.9969231310143344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:18:54,728] Trial 2995 finished with value: 0.9972438479965055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:19:04,354] Trial 2996 finished with value: 0.9971342060944064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 30, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:19:06,915] Trial 2997 finished with value: 0.9974437927511168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:19:08,245] Trial 2998 finished with value: 0.9969925766979326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:19:11,849] Trial 2999 finished with value: 0.9973240935504712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:19:16,007] Trial 3000 finished with value: 0.9974689113371294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:19:17,564] Trial 3001 finished with value: 0.9968382788300509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:19:21,783] Trial 3002 finished with value: 0.9973237956584716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:19:25,217] Trial 3003 finished with value: 0.9970276100792873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:19:30,388] Trial 3004 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.4507938221929098e-06, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:19:33,523] Trial 3005 finished with value: 0.9973830927653013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:19:43,149] Trial 3006 finished with value: 0.9956355631776231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 52, 'rf_n_estimators': 79}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:19:48,281] Trial 3007 finished with value: 0.9975424291212077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:19:53,029] Trial 3008 finished with value: 0.9973305803026896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:19:54,126] Trial 3009 finished with value: 0.9911353828171885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:19:56,386] Trial 3010 finished with value: 0.9973744891898684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:20:00,031] Trial 3011 finished with value: 0.9976485493533559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:20:04,687] Trial 3012 finished with value: 0.9975405842918601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:20:07,856] Trial 3013 finished with value: 0.9969770715558308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:20:10,542] Trial 3014 finished with value: 0.9973917237940242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 96}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:20:11,589] Trial 3015 finished with value: 0.990221462159598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 68}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:20:13,693] Trial 3016 finished with value: 0.9972676960506061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:20:17,268] Trial 3017 finished with value: 0.9976219845978515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:20:29,782] Trial 3018 finished with value: 0.9970267305901332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 44, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:20:32,624] Trial 3019 finished with value: 0.9973881250009583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:20:37,762] Trial 3020 finished with value: 0.9975747280914063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:20:45,365] Trial 3021 finished with value: 0.996982225728528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 25, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:20:49,026] Trial 3022 finished with value: 0.9896485465289361 and parameters: {'classifier': 'SVC', 'svc_c': 9.240539430476039, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:20:51,012] Trial 3023 finished with value: 0.9969739155383118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:20:55,134] Trial 3024 finished with value: 0.9974820472761765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:20:56,924] Trial 3025 finished with value: 0.9946327043340654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:21:00,275] Trial 3026 finished with value: 0.9974689135905209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 72}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:21:03,686] Trial 3027 finished with value: 0.9977164997371814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:21:07,224] Trial 3028 finished with value: 0.9975177895554325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:21:22,124] Trial 3029 finished with value: 0.9960487980326068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 65, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:21:25,411] Trial 3030 finished with value: 0.9976572113265384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:21:27,646] Trial 3031 finished with value: 0.9973509343940327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:21:31,220] Trial 3032 finished with value: 0.997529011793873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:21:34,699] Trial 3033 finished with value: 0.9974305914002426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:21:38,869] Trial 3034 finished with value: 0.9973553636411855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:21:42,122] Trial 3035 finished with value: 0.9975338431920514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:21:46,911] Trial 3036 finished with value: 0.9972656199153889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:21:51,739] Trial 3037 finished with value: 0.9974259656319666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:21:55,419] Trial 3038 finished with value: 0.9975133936648204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:21:58,397] Trial 3039 finished with value: 0.9974028315538322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:22:01,334] Trial 3040 finished with value: 0.9962665376606546 and parameters: {'classifier': 'SVC', 'svc_c': 15914.34711607274, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:22:05,644] Trial 3041 finished with value: 0.9973185912446668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:22:14,608] Trial 3042 finished with value: 0.9972563596191746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 28, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:22:17,512] Trial 3043 finished with value: 0.9974572458470735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:22:19,849] Trial 3044 finished with value: 0.9974468186432152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:22:23,476] Trial 3045 finished with value: 0.9973713916018371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:22:26,866] Trial 3046 finished with value: 0.9969058909195206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:22:29,962] Trial 3047 finished with value: 0.9973390873631459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:22:34,193] Trial 3048 finished with value: 0.997254437984091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:22:41,579] Trial 3049 finished with value: 0.9969944248280225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 26, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:22:44,316] Trial 3050 finished with value: 0.9964882684892565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:22:47,988] Trial 3051 finished with value: 0.9972768108602525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:22:51,116] Trial 3052 finished with value: 0.9974426957938208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:22:54,552] Trial 3053 finished with value: 0.9972882307306427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:22:57,144] Trial 3054 finished with value: 0.997445472448132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 101}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:22:58,905] Trial 3055 finished with value: 0.9970997142569669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:23:01,524] Trial 3056 finished with value: 0.9966391698932325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:23:06,161] Trial 3057 finished with value: 0.9973335548428536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:23:09,203] Trial 3058 finished with value: 0.9974370631721685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:23:13,597] Trial 3059 finished with value: 0.986709292126187 and parameters: {'classifier': 'SVC', 'svc_c': 2753800.75145936, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:23:15,001] Trial 3060 finished with value: 0.9968401483197523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 42}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:23:28,893] Trial 3061 finished with value: 0.9971362277991123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 49, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:23:33,255] Trial 3062 finished with value: 0.9972613990910745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:23:36,688] Trial 3063 finished with value: 0.9974195779020195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:23:38,901] Trial 3064 finished with value: 0.9955864891999067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:23:41,162] Trial 3065 finished with value: 0.9968612037553749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 3, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:23:44,368] Trial 3066 finished with value: 0.997595138231894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:23:58,316] Trial 3067 finished with value: 0.9968981494091306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 48, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:24:05,186] Trial 3068 finished with value: 0.9963757716989048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 33, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:24:09,921] Trial 3069 finished with value: 0.9969900015158585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:24:12,591] Trial 3070 finished with value: 0.9973576714313893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:24:15,045] Trial 3071 finished with value: 0.9961309103150763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:24:18,222] Trial 3072 finished with value: 0.9971799357218609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 88}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:24:22,728] Trial 3073 finished with value: 0.9976686517948306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:24:26,769] Trial 3074 finished with value: 0.9974886113736754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:24:27,643] Trial 3075 finished with value: 0.9957290194451461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 19}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:24:28,553] Trial 3076 finished with value: 0.9901053061472044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 62}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:25:13,900] Trial 3077 finished with value: 0.9902062836323019 and parameters: {'classifier': 'SVC', 'svc_c': 12457507.053502427, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:25:17,762] Trial 3078 finished with value: 0.9976008178256497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:25:20,600] Trial 3079 finished with value: 0.9974504630436541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:25:24,602] Trial 3080 finished with value: 0.9974257750458323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:25:34,095] Trial 3081 finished with value: 0.9973307835205111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 29, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:25:36,425] Trial 3082 finished with value: 0.9975746589345061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:25:36,994] Trial 3083 finished with value: 0.9909449829526077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 5, 'rf_n_estimators': 25}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:25:49,541] Trial 3084 finished with value: 0.9965769825421212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 46, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:26:04,890] Trial 3085 finished with value: 0.9967186192065758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 54, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:26:10,030] Trial 3086 finished with value: 0.9974155053889467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:26:16,969] Trial 3087 finished with value: 0.9966059218643867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 23, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:26:33,539] Trial 3088 finished with value: 0.9962855881174485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 62, 'rf_n_estimators': 113}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:26:36,623] Trial 3089 finished with value: 0.9972959308548015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:26:42,152] Trial 3090 finished with value: 0.9975414004956266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:26:45,146] Trial 3091 finished with value: 0.9977125342125946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:26:53,778] Trial 3092 finished with value: 0.9972533675596856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 25, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:26:55,929] Trial 3093 finished with value: 0.9973694390857695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:26:58,346] Trial 3094 finished with value: 0.9967347603128677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:27:01,385] Trial 3095 finished with value: 0.9976899417101134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:27:06,744] Trial 3096 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 3.135456219161172e-05, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:27:09,832] Trial 3097 finished with value: 0.9974558501091165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:27:14,541] Trial 3098 finished with value: 0.9970323050996773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:27:18,886] Trial 3099 finished with value: 0.9975708064603457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:27:21,843] Trial 3100 finished with value: 0.9973097798494157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:27:25,553] Trial 3101 finished with value: 0.9973410892316595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:27:27,403] Trial 3102 finished with value: 0.9971496871474365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 4, 'rf_n_estimators': 113}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:27:30,035] Trial 3103 finished with value: 0.9974758302961716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:27:43,083] Trial 3104 finished with value: 0.9958891517242962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 60, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:27:46,676] Trial 3105 finished with value: 0.9974790013574587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:27:57,259] Trial 3106 finished with value: 0.9967897841960972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 33, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:28:01,215] Trial 3107 finished with value: 0.9955923125346452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 15, 'rf_n_estimators': 76}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:28:04,730] Trial 3108 finished with value: 0.9975268201961484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:28:07,783] Trial 3109 finished with value: 0.9974415199043491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:28:11,035] Trial 3110 finished with value: 0.9974683341832821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:28:12,643] Trial 3111 finished with value: 0.9961035983540164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 53}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:28:31,812] Trial 3112 finished with value: 0.9963213652766648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 70, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:28:35,004] Trial 3113 finished with value: 0.9973921717745883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:28:38,298] Trial 3114 finished with value: 0.9977832189123625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:28:41,737] Trial 3115 finished with value: 0.9969577208266943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:28:47,906] Trial 3116 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.1512865178360813e-08, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:28:49,150] Trial 3117 finished with value: 0.9967715640347009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:28:51,585] Trial 3118 finished with value: 0.9976150241256262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:28:54,025] Trial 3119 finished with value: 0.99707085155001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:28:57,797] Trial 3120 finished with value: 0.9968535587916992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:29:01,353] Trial 3121 finished with value: 0.9974170713690391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:29:15,860] Trial 3122 finished with value: 0.9964935130515146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 49, 'rf_n_estimators': 112}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:29:20,438] Trial 3123 finished with value: 0.9976227780772761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:29:31,214] Trial 3124 finished with value: 0.996736654907254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 41, 'rf_n_estimators': 112}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:29:35,228] Trial 3125 finished with value: 0.9975502644805904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:29:37,840] Trial 3126 finished with value: 0.9972453699878581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:29:41,121] Trial 3127 finished with value: 0.9969103068050145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:29:43,020] Trial 3128 finished with value: 0.9972165395266153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 2, 'rf_n_estimators': 111}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:29:48,622] Trial 3129 finished with value: 0.9971776803309425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:29:52,100] Trial 3130 finished with value: 0.9973831332628712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:29:55,762] Trial 3131 finished with value: 0.9974827786127785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:30:02,997] Trial 3132 finished with value: 0.9970055417600859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 24, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:30:06,617] Trial 3133 finished with value: 0.9973257290048431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:30:13,341] Trial 3134 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 3.132763065480172e-09, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:30:18,208] Trial 3135 finished with value: 0.9974039128960777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:30:40,163] Trial 3136 finished with value: 0.996346724753395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 70, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:30:49,169] Trial 3137 finished with value: 0.9968311632229337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 30, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:30:51,672] Trial 3138 finished with value: 0.9977116733853304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:30:56,994] Trial 3139 finished with value: 0.9974576043584761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:31:00,790] Trial 3140 finished with value: 0.9973700358219059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:31:02,142] Trial 3141 finished with value: 0.9895620516222997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:31:03,891] Trial 3142 finished with value: 0.9971195495287365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:31:05,229] Trial 3143 finished with value: 0.9932036383688656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:31:08,259] Trial 3144 finished with value: 0.9973506598293952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:31:12,372] Trial 3145 finished with value: 0.9972413636800602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:31:16,851] Trial 3146 finished with value: 0.9975404692419456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:31:19,581] Trial 3147 finished with value: 0.996467446041613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 14, 'rf_n_estimators': 93}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:31:22,352] Trial 3148 finished with value: 0.9973973233130392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:31:24,811] Trial 3149 finished with value: 0.9974191780043854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:31:28,419] Trial 3150 finished with value: 0.9972271690913713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:31:36,267] Trial 3151 finished with value: 0.9966557653276696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 26, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:31:41,269] Trial 3152 finished with value: 0.9969570469357051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 112}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:31:48,845] Trial 3153 finished with value: 0.9853820536507226 and parameters: {'classifier': 'SVC', 'svc_c': 0.009618944748465873, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:31:51,996] Trial 3154 finished with value: 0.9967892335116648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:31:56,728] Trial 3155 finished with value: 0.9974142287633564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:31:59,374] Trial 3156 finished with value: 0.9971189652338599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:32:04,315] Trial 3157 finished with value: 0.9972068892984698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:32:07,385] Trial 3158 finished with value: 0.9974183101947814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:32:10,404] Trial 3159 finished with value: 0.9975060968342518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:32:21,630] Trial 3160 finished with value: 0.9961637984360515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 39, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:32:25,370] Trial 3161 finished with value: 0.9975743295902402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:32:31,738] Trial 3162 finished with value: 0.9971949859645352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 22, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:32:35,052] Trial 3163 finished with value: 0.9972402493621288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:32:37,856] Trial 3164 finished with value: 0.9968693940715146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:32:41,268] Trial 3165 finished with value: 0.9973429675127616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:32:43,059] Trial 3166 finished with value: 0.9967205323359002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:32:45,973] Trial 3167 finished with value: 0.997529903914714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:32:49,989] Trial 3168 finished with value: 0.9972554287146106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:32:54,513] Trial 3169 finished with value: 0.9973266725093565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:32:59,014] Trial 3170 finished with value: 0.9971568228446488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:33:01,851] Trial 3171 finished with value: 0.997439987122108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:33:05,769] Trial 3172 finished with value: 0.9867804005270197 and parameters: {'classifier': 'SVC', 'svc_c': 1609281.8954649987, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:33:10,329] Trial 3173 finished with value: 0.9972344183468168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:33:15,275] Trial 3174 finished with value: 0.9972535671911237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:33:30,795] Trial 3175 finished with value: 0.9967426260771655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 53, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:33:34,207] Trial 3176 finished with value: 0.997220243657796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:33:37,112] Trial 3177 finished with value: 0.9974070167364767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:33:39,490] Trial 3178 finished with value: 0.9971913436587979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:33:40,793] Trial 3179 finished with value: 0.9968534293010368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 28}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:33:42,834] Trial 3180 finished with value: 0.9955293738520504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:33:45,963] Trial 3181 finished with value: 0.9973330700463169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:33:49,382] Trial 3182 finished with value: 0.9949947852993044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 35, 'rf_n_estimators': 57}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:33:51,138] Trial 3183 finished with value: 0.9970718259989829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 2, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:33:55,659] Trial 3184 finished with value: 0.9975963869598635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:33:58,781] Trial 3185 finished with value: 0.9974810474686154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:34:01,200] Trial 3186 finished with value: 0.9975597629063243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:34:05,826] Trial 3187 finished with value: 0.9974186617555825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:34:10,075] Trial 3188 finished with value: 0.9975935228358797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:34:13,492] Trial 3189 finished with value: 0.9972826408916896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:34:17,705] Trial 3190 finished with value: 0.9951395940089212 and parameters: {'classifier': 'SVC', 'svc_c': 276169.49355415936, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:34:24,375] Trial 3191 finished with value: 0.9972294856412377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 23, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:34:37,593] Trial 3192 finished with value: 0.9967119639895445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 41, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:34:49,255] Trial 3193 finished with value: 0.9963599373712265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 43, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:34:51,690] Trial 3194 finished with value: 0.9974748800632222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 65}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:34:54,362] Trial 3195 finished with value: 0.997058595671399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:34:58,852] Trial 3196 finished with value: 0.9973779665854382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:35:02,535] Trial 3197 finished with value: 0.997622299310942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:35:06,070] Trial 3198 finished with value: 0.9969530447220971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 13, 'rf_n_estimators': 81}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:35:14,048] Trial 3199 finished with value: 0.9971918176009701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 28, 'rf_n_estimators': 111}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:35:15,587] Trial 3200 finished with value: 0.9970528829115302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 48}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:35:34,535] Trial 3201 finished with value: 0.9965377457605632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 56, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:35:53,292] Trial 3202 finished with value: 0.9969815551382811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 54, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:35:57,012] Trial 3203 finished with value: 0.9974630713717274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:36:00,219] Trial 3204 finished with value: 0.9975497975842335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:36:02,851] Trial 3205 finished with value: 0.9971575604018805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:36:05,918] Trial 3206 finished with value: 0.997512802800197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:36:10,677] Trial 3207 finished with value: 0.9972867829107797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:36:24,564] Trial 3208 finished with value: 0.9965061492137326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 46, 'rf_n_estimators': 113}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:36:29,578] Trial 3209 finished with value: 0.9974569777887069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:36:32,854] Trial 3210 finished with value: 0.9971217080872993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:36:37,588] Trial 3211 finished with value: 0.9973633930461344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:36:40,868] Trial 3212 finished with value: 0.9973596325801678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:36:43,140] Trial 3213 finished with value: 0.9929946505640164 and parameters: {'classifier': 'SVC', 'svc_c': 988.5676079046218, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:36:49,870] Trial 3214 finished with value: 0.9971620724849718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:36:51,442] Trial 3215 finished with value: 0.9947333253072482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:36:53,405] Trial 3216 finished with value: 0.9972881180293331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:36:55,314] Trial 3217 finished with value: 0.9964833680928674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:36:59,246] Trial 3218 finished with value: 0.9975316965352038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:37:02,824] Trial 3219 finished with value: 0.9974013216228844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:37:06,580] Trial 3220 finished with value: 0.9975791581954826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:37:09,838] Trial 3221 finished with value: 0.997556799125311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:37:15,108] Trial 3222 finished with value: 0.9973204052247683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 24, 'rf_n_estimators': 98}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:37:17,522] Trial 3223 finished with value: 0.9974804373390823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:37:21,156] Trial 3224 finished with value: 0.9975253406383779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:37:25,782] Trial 3225 finished with value: 0.9970297715259996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:37:42,989] Trial 3226 finished with value: 0.9962976918445311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 61, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:37:46,160] Trial 3227 finished with value: 0.9973946907805661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:37:53,312] Trial 3228 finished with value: 0.9853260076164446 and parameters: {'classifier': 'SVC', 'svc_c': 0.001961513082701142, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:37:57,578] Trial 3229 finished with value: 0.9975789158448213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:38:00,484] Trial 3230 finished with value: 0.9971900973746474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:38:04,332] Trial 3231 finished with value: 0.9971175329338338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:38:06,574] Trial 3232 finished with value: 0.9972809477060638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 85}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:38:09,478] Trial 3233 finished with value: 0.9973583795993187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:38:13,980] Trial 3234 finished with value: 0.9972831160081643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:38:16,149] Trial 3235 finished with value: 0.9973207100991074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:38:18,954] Trial 3236 finished with value: 0.9964142166196716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 29, 'rf_n_estimators': 40}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:38:21,366] Trial 3237 finished with value: 0.9942790835523928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 16, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:38:23,172] Trial 3238 finished with value: 0.9970107242747347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:38:24,397] Trial 3239 finished with value: 0.9942926120893557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 39, 'rf_n_estimators': 8}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:38:25,804] Trial 3240 finished with value: 0.9902909384385389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:38:31,780] Trial 3241 finished with value: 0.9955560337578014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 37, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:38:33,691] Trial 3242 finished with value: 0.9973544181689219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:38:36,141] Trial 3243 finished with value: 0.9974242180158296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:38:40,564] Trial 3244 finished with value: 0.9971507182168365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:38:43,125] Trial 3245 finished with value: 0.9976968106184757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:38:45,472] Trial 3246 finished with value: 0.991753997606914 and parameters: {'classifier': 'SVC', 'svc_c': 86.69355198661002, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:38:57,090] Trial 3247 finished with value: 0.9968098882244676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 36, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:39:00,191] Trial 3248 finished with value: 0.9975458503089435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:39:21,913] Trial 3249 finished with value: 0.9970387189816602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 64, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:39:31,310] Trial 3250 finished with value: 0.996602252644904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 33, 'rf_n_estimators': 91}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:39:37,305] Trial 3251 finished with value: 0.9973802554281114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 21, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:39:45,324] Trial 3252 finished with value: 0.996723350852511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 26, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:39:47,412] Trial 3253 finished with value: 0.9968736833227577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:39:51,801] Trial 3254 finished with value: 0.9974111054676204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:39:55,374] Trial 3255 finished with value: 0.9975936434081901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:39:59,445] Trial 3256 finished with value: 0.9973669362026486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:40:02,989] Trial 3257 finished with value: 0.9970177061065716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:40:07,503] Trial 3258 finished with value: 0.9974407930745303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:40:10,388] Trial 3259 finished with value: 0.9975588650726599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:40:13,097] Trial 3260 finished with value: 0.9974142579622315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:40:15,978] Trial 3261 finished with value: 0.9972973944801424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:40:18,911] Trial 3262 finished with value: 0.9977210545077583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:40:20,604] Trial 3263 finished with value: 0.9968596928722898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:40:24,443] Trial 3264 finished with value: 0.9975408312127803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:40:27,522] Trial 3265 finished with value: 0.9973842426614268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:40:29,303] Trial 3266 finished with value: 0.9973479355426317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:40:35,186] Trial 3267 finished with value: 0.9850821640038331 and parameters: {'classifier': 'SVC', 'svc_c': 0.00029676212393457636, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:40:38,179] Trial 3268 finished with value: 0.9974111744658312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:40:41,531] Trial 3269 finished with value: 0.9973519361376062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:40:44,800] Trial 3270 finished with value: 0.9974069732238057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:40:55,105] Trial 3271 finished with value: 0.9969543264574904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 31, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:40:58,103] Trial 3272 finished with value: 0.9974867259515442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:41:19,314] Trial 3273 finished with value: 0.9965414963877786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 74, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:41:23,070] Trial 3274 finished with value: 0.9975136446164546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:41:26,500] Trial 3275 finished with value: 0.9973220332524698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:41:29,350] Trial 3276 finished with value: 0.9976472596517478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:41:33,561] Trial 3277 finished with value: 0.99749099984164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:41:36,768] Trial 3278 finished with value: 0.997521459536625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:41:40,712] Trial 3279 finished with value: 0.9972761070086783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:41:45,079] Trial 3280 finished with value: 0.9971135092654003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 17, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:41:51,434] Trial 3281 finished with value: 0.997282451352906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:41:52,961] Trial 3282 finished with value: 0.9891817938813835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:41:56,079] Trial 3283 finished with value: 0.9974583784777772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:42:00,953] Trial 3284 finished with value: 0.997480861706643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:42:04,507] Trial 3285 finished with value: 0.997468993823951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:42:08,771] Trial 3286 finished with value: 0.997216725193374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:42:15,309] Trial 3287 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 4.492887199010965e-06, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:42:18,271] Trial 3288 finished with value: 0.9973313202085263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:42:19,815] Trial 3289 finished with value: 0.9970478563569588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 45}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:42:24,684] Trial 3290 finished with value: 0.9975937017107261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:42:28,560] Trial 3291 finished with value: 0.9975478356737453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:42:32,703] Trial 3292 finished with value: 0.9971114862594402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:42:36,290] Trial 3293 finished with value: 0.9975841664372815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:42:39,961] Trial 3294 finished with value: 0.9973875570193661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:42:43,851] Trial 3295 finished with value: 0.9961836633192888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 23, 'rf_n_estimators': 72}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:42:47,801] Trial 3296 finished with value: 0.9973833057583983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:42:51,682] Trial 3297 finished with value: 0.9967155718913899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:42:55,399] Trial 3298 finished with value: 0.9974561235311894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:42:58,195] Trial 3299 finished with value: 0.997348318523961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:43:03,018] Trial 3300 finished with value: 0.995442960226195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 31, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:43:05,746] Trial 3301 finished with value: 0.997136335898425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 101}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:43:08,746] Trial 3302 finished with value: 0.9952879180091694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 21, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:43:13,667] Trial 3303 finished with value: 0.9969737282529199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:43:16,139] Trial 3304 finished with value: 0.9955701366874132 and parameters: {'classifier': 'SVC', 'svc_c': 5215.360549327511, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:43:20,908] Trial 3305 finished with value: 0.997308429718832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:43:24,459] Trial 3306 finished with value: 0.9971822946735717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:43:25,317] Trial 3307 finished with value: 0.9934055616011529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 51}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:43:35,002] Trial 3308 finished with value: 0.9969490065177024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 37, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:43:51,742] Trial 3309 finished with value: 0.9964548160365486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 60, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:43:52,903] Trial 3310 finished with value: 0.997223541988092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 67}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:43:55,714] Trial 3311 finished with value: 0.9972475589513362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:43:56,863] Trial 3312 finished with value: 0.9967602140829209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:44:11,025] Trial 3313 finished with value: 0.9969538544195925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 48, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:44:15,725] Trial 3314 finished with value: 0.9972949683075437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:44:18,741] Trial 3315 finished with value: 0.9975372756150064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:44:20,002] Trial 3316 finished with value: 0.9909100531637828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 2, 'rf_n_estimators': 112}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:44:24,446] Trial 3317 finished with value: 0.997163590921679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:44:36,061] Trial 3318 finished with value: 0.9961101846997885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 59, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:44:38,899] Trial 3319 finished with value: 0.9970846228502267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:44:45,102] Trial 3320 finished with value: 0.9973626277817095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 19, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:44:48,853] Trial 3321 finished with value: 0.997229112371708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:44:52,979] Trial 3322 finished with value: 0.9867345184306576 and parameters: {'classifier': 'SVC', 'svc_c': 56160321.7975916, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:44:57,766] Trial 3323 finished with value: 0.9972337294437973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 18, 'rf_n_estimators': 95}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:45:00,394] Trial 3324 finished with value: 0.9973819347760093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:45:05,323] Trial 3325 finished with value: 0.9972706173662992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:45:08,401] Trial 3326 finished with value: 0.9974971507433216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:45:13,034] Trial 3327 finished with value: 0.9974606210783192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:45:26,294] Trial 3328 finished with value: 0.9968071849799367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 52, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:45:29,833] Trial 3329 finished with value: 0.9975582946472489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:45:32,254] Trial 3330 finished with value: 0.9967556037075304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:45:35,989] Trial 3331 finished with value: 0.9976194462952258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:45:40,313] Trial 3332 finished with value: 0.997558974758868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:45:47,368] Trial 3333 finished with value: 0.9970211568740371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 28, 'rf_n_estimators': 77}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:46:02,690] Trial 3334 finished with value: 0.9968050055695686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 51, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:46:05,813] Trial 3335 finished with value: 0.9972517277572205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:46:06,767] Trial 3336 finished with value: 0.9965909257031069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 16}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:46:12,850] Trial 3337 finished with value: 0.9971284655003926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 17, 'rf_n_estimators': 114}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:46:20,644] Trial 3338 finished with value: 0.9970091311587312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 25, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:46:22,910] Trial 3339 finished with value: 0.9973853171482842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 88}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:46:27,187] Trial 3340 finished with value: 0.997191488383656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:46:31,313] Trial 3341 finished with value: 0.9974527923521593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:46:36,295] Trial 3342 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 4.457946276103527e-08, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:46:37,865] Trial 3343 finished with value: 0.9964232482760004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 36}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:46:43,334] Trial 3344 finished with value: 0.9970473723538699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 20, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:46:46,256] Trial 3345 finished with value: 0.9972223881564659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:46:48,774] Trial 3346 finished with value: 0.9953721686966307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:46:54,423] Trial 3347 finished with value: 0.9972345201937619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:46:58,268] Trial 3348 finished with value: 0.9975140830756466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:47:03,635] Trial 3349 finished with value: 0.9970468699110566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:47:06,074] Trial 3350 finished with value: 0.9967700879363625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:47:09,021] Trial 3351 finished with value: 0.9974360573978807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:47:12,326] Trial 3352 finished with value: 0.9974393725175297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:47:15,750] Trial 3353 finished with value: 0.997374376139442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:47:20,085] Trial 3354 finished with value: 0.9975429741562927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:47:22,985] Trial 3355 finished with value: 0.9906880163182771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 41, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:47:25,915] Trial 3356 finished with value: 0.9967722666802343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:47:28,986] Trial 3357 finished with value: 0.9974194859573017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:47:30,485] Trial 3358 finished with value: 0.9935493738356889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:47:33,918] Trial 3359 finished with value: 0.9872297602299961 and parameters: {'classifier': 'SVC', 'svc_c': 141894.1947679914, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:47:41,645] Trial 3360 finished with value: 0.9970537656379509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 21, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:47:45,874] Trial 3361 finished with value: 0.9974637999471314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:47:48,992] Trial 3362 finished with value: 0.9974560000707293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:48:04,267] Trial 3363 finished with value: 0.9968235733245278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 55, 'rf_n_estimators': 113}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:48:07,314] Trial 3364 finished with value: 0.997283682751978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:48:11,251] Trial 3365 finished with value: 0.9974647685880674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:48:19,294] Trial 3366 finished with value: 0.9971971124043356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 24, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:48:21,957] Trial 3367 finished with value: 0.9972579843143959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 63}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:48:24,471] Trial 3368 finished with value: 0.9973555883455704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:48:26,860] Trial 3369 finished with value: 0.9962827610633406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:48:30,295] Trial 3370 finished with value: 0.9972281166900747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 74}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:48:38,831] Trial 3371 finished with value: 0.9961586671463852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 32, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:48:44,832] Trial 3372 finished with value: 0.9972732206364215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 17, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:48:49,825] Trial 3373 finished with value: 0.9972857677420714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:48:51,407] Trial 3374 finished with value: 0.9973413274563931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 83}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:48:54,529] Trial 3375 finished with value: 0.9975192671771906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:48:59,114] Trial 3376 finished with value: 0.9974681311241501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:49:07,579] Trial 3377 finished with value: 0.9969434273426859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 26, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:49:12,087] Trial 3378 finished with value: 0.986442098427243 and parameters: {'classifier': 'SVC', 'svc_c': 0.5571892220570911, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:49:13,872] Trial 3379 finished with value: 0.9967983804718115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:49:17,746] Trial 3380 finished with value: 0.9975384672464802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:49:20,588] Trial 3381 finished with value: 0.99710409465948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:49:34,550] Trial 3382 finished with value: 0.9969575730232592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 43, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:49:37,753] Trial 3383 finished with value: 0.9973457980897772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:49:39,575] Trial 3384 finished with value: 0.9972553621602186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 59}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:49:43,048] Trial 3385 finished with value: 0.997063702364187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:49:46,443] Trial 3386 finished with value: 0.9967644449046763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:49:50,755] Trial 3387 finished with value: 0.9975762842327477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:49:54,076] Trial 3388 finished with value: 0.9976338453077763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:50:00,127] Trial 3389 finished with value: 0.9974573897467458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:50:03,172] Trial 3390 finished with value: 0.9974188549124875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:50:04,472] Trial 3391 finished with value: 0.9966832641615287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:50:06,291] Trial 3392 finished with value: 0.9959977553524902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 22, 'rf_n_estimators': 22}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:50:12,181] Trial 3393 finished with value: 0.9971979930043161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:50:16,008] Trial 3394 finished with value: 0.9971308966241047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:50:19,251] Trial 3395 finished with value: 0.9974586560257782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:50:22,286] Trial 3396 finished with value: 0.9976687890295426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:50:29,302] Trial 3397 finished with value: 0.9853897565043415 and parameters: {'classifier': 'SVC', 'svc_c': 0.028635797760704216, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:50:40,024] Trial 3398 finished with value: 0.9966977370281903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 48, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:50:42,448] Trial 3399 finished with value: 0.9965908153186648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:50:47,316] Trial 3400 finished with value: 0.9973440677073241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:50:52,483] Trial 3401 finished with value: 0.9976281959919845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:50:54,443] Trial 3402 finished with value: 0.9970205562024003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:50:56,751] Trial 3403 finished with value: 0.9973989612429679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:50:57,250] Trial 3404 finished with value: 0.9835256766877212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 2}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:51:00,805] Trial 3405 finished with value: 0.9975050256481368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:51:04,715] Trial 3406 finished with value: 0.9975579799024206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:51:06,804] Trial 3407 finished with value: 0.997304746883787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:51:26,701] Trial 3408 finished with value: 0.9961906773016261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 67, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:51:29,514] Trial 3409 finished with value: 0.9976172057576479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:51:30,925] Trial 3410 finished with value: 0.9891239351682585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:51:34,206] Trial 3411 finished with value: 0.996841245753117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:51:39,789] Trial 3412 finished with value: 0.9970646115282843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 20, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:51:42,662] Trial 3413 finished with value: 0.997501712559714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:51:47,017] Trial 3414 finished with value: 0.9973184725448929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:51:50,946] Trial 3415 finished with value: 0.9974987656950051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:51:57,194] Trial 3416 finished with value: 0.985270129602649 and parameters: {'classifier': 'SVC', 'svc_c': 0.0009787628229337652, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:51:59,835] Trial 3417 finished with value: 0.9948925131614855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:52:04,940] Trial 3418 finished with value: 0.9951494884920026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 33, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:52:07,004] Trial 3419 finished with value: 0.9973282587699718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 69}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:52:28,504] Trial 3420 finished with value: 0.996600853542729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 63, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:52:31,736] Trial 3421 finished with value: 0.9976347080075773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:52:35,307] Trial 3422 finished with value: 0.9973517802727426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:52:40,167] Trial 3423 finished with value: 0.9974104987340432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 118}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:52:43,187] Trial 3424 finished with value: 0.9973441334365304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:52:46,454] Trial 3425 finished with value: 0.9975404490566363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:52:48,631] Trial 3426 finished with value: 0.99720047233791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 111}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:52:52,017] Trial 3427 finished with value: 0.9973082598892891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:52:58,815] Trial 3428 finished with value: 0.997086374814457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 29, 'rf_n_estimators': 117}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:53:02,196] Trial 3429 finished with value: 0.9973099900178392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:53:06,822] Trial 3430 finished with value: 0.9975042029698374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:53:14,591] Trial 3431 finished with value: 0.9969464502196829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 27, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:53:18,235] Trial 3432 finished with value: 0.9974822578571927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:53:22,345] Trial 3433 finished with value: 0.9974846374068053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:53:28,184] Trial 3434 finished with value: 0.9972111307206862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 19, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:53:35,059] Trial 3435 finished with value: 0.9853992601668301 and parameters: {'classifier': 'SVC', 'svc_c': 0.11294071404349307, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:53:39,604] Trial 3436 finished with value: 0.9975194034280275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:53:41,272] Trial 3437 finished with value: 0.9954221084527249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:53:47,980] Trial 3438 finished with value: 0.9971901825274531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 23, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:53:50,002] Trial 3439 finished with value: 0.9977437392088607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 79}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:53:51,831] Trial 3440 finished with value: 0.9970683657736211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 78}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:53:55,435] Trial 3441 finished with value: 0.9974027683636586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:53:57,390] Trial 3442 finished with value: 0.9975741540478739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 85}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:53:59,319] Trial 3443 finished with value: 0.9974661635960523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 79}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:54:01,377] Trial 3444 finished with value: 0.9973210675631593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 88}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:54:03,229] Trial 3445 finished with value: 0.997455123152346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 83}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:54:05,296] Trial 3446 finished with value: 0.9972875050751263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 76}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:54:07,350] Trial 3447 finished with value: 0.9975090460475656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 72}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:54:18,005] Trial 3448 finished with value: 0.9962294194796341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 60, 'rf_n_estimators': 77}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:54:20,084] Trial 3449 finished with value: 0.997393188434978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 79}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:54:21,887] Trial 3450 finished with value: 0.9973653097618423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 91}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:54:24,330] Trial 3451 finished with value: 0.9973809942231213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:54:26,304] Trial 3452 finished with value: 0.997394448271215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 85}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:54:31,251] Trial 3453 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.0592560783112755e-09, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:54:32,801] Trial 3454 finished with value: 0.9971028203507571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 61}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:54:36,204] Trial 3455 finished with value: 0.9973348070937308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 75}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:54:38,163] Trial 3456 finished with value: 0.997027167335478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 74}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:54:39,531] Trial 3457 finished with value: 0.9969715365917194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 89}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:54:51,625] Trial 3458 finished with value: 0.9955229901528176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 69, 'rf_n_estimators': 63}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:54:54,468] Trial 3459 finished with value: 0.9974633234976644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:54:56,645] Trial 3460 finished with value: 0.9970459720773922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 8, 'rf_n_estimators': 78}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:54:59,554] Trial 3461 finished with value: 0.9972855562723938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 66}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:55:01,228] Trial 3462 finished with value: 0.9973509714321707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 73}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:55:09,026] Trial 3463 finished with value: 0.9965683223145234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 35, 'rf_n_estimators': 92}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:55:24,539] Trial 3464 finished with value: 0.9965304160495224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 60, 'rf_n_estimators': 100}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:55:28,963] Trial 3465 finished with value: 0.9962118754308805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 20, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:55:31,199] Trial 3466 finished with value: 0.9971848471630421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 81}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:55:33,512] Trial 3467 finished with value: 0.9966184325349188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 15, 'rf_n_estimators': 69}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:55:36,840] Trial 3468 finished with value: 0.9973623767031233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 6, 'rf_n_estimators': 82}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:55:38,018] Trial 3469 finished with value: 0.9937944557344983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 86}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:55:39,765] Trial 3470 finished with value: 0.9971439862258071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 73}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:55:41,624] Trial 3471 finished with value: 0.9971408074839466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 98}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:55:44,118] Trial 3472 finished with value: 0.9969487059279807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 68}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:55:49,044] Trial 3473 finished with value: 0.9852049079171562 and parameters: {'classifier': 'SVC', 'svc_c': 2.0022237421576757e-07, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:55:52,831] Trial 3474 finished with value: 0.9972297445908248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 95}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:56:00,767] Trial 3475 finished with value: 0.9967580564764953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 44, 'rf_n_estimators': 80}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:56:03,757] Trial 3476 finished with value: 0.997208353145976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 55}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:56:05,727] Trial 3477 finished with value: 0.9973290118470403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 74}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:56:07,405] Trial 3478 finished with value: 0.9969168703629689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 87}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:56:21,105] Trial 3479 finished with value: 0.9962963400635759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 74, 'rf_n_estimators': 83}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:56:23,935] Trial 3480 finished with value: 0.9970373437146535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 90}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:56:27,849] Trial 3481 finished with value: 0.9975641473712896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:56:31,746] Trial 3482 finished with value: 0.9971571374625258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 76}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:56:33,948] Trial 3483 finished with value: 0.997183427113848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 98}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:56:35,460] Trial 3484 finished with value: 0.9970700373139937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 2, 'rf_n_estimators': 89}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:56:38,567] Trial 3485 finished with value: 0.9961871723258146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:56:40,101] Trial 3486 finished with value: 0.9976232338018894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 76}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:56:41,536] Trial 3487 finished with value: 0.9972553182349545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 67}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:56:46,040] Trial 3488 finished with value: 0.9972957527099268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:56:50,758] Trial 3489 finished with value: 0.9969440793345191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 25, 'rf_n_estimators': 70}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:56:55,182] Trial 3490 finished with value: 0.9970422041212794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 16, 'rf_n_estimators': 94}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:57:02,585] Trial 3491 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.1102434998502512e-05, 'svc_kernel': 'rbf'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:57:04,794] Trial 3492 finished with value: 0.9972646388014553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 82}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:57:11,324] Trial 3493 finished with value: 0.9971940052314562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 29, 'rf_n_estimators': 87}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:57:13,877] Trial 3494 finished with value: 0.9967654111335312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 18, 'rf_n_estimators': 72}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:57:15,883] Trial 3495 finished with value: 0.9971833994701306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 93}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:57:18,387] Trial 3496 finished with value: 0.9970324404618526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 71}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:57:21,825] Trial 3497 finished with value: 0.9972516994152691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 15, 'rf_n_estimators': 79}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:57:24,563] Trial 3498 finished with value: 0.9973430416525133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:57:27,737] Trial 3499 finished with value: 0.997477428934571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:57:36,635] Trial 3500 finished with value: 0.9963981072195492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 53, 'rf_n_estimators': 69}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:57:39,410] Trial 3501 finished with value: 0.9952766171241944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 62}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:57:50,352] Trial 3502 finished with value: 0.99586997101513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 51, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:57:52,350] Trial 3503 finished with value: 0.9964677886205862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 12, 'rf_n_estimators': 58}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:57:55,243] Trial 3504 finished with value: 0.9969174871257249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 97}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:57:58,481] Trial 3505 finished with value: 0.9968958825290896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 71}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:57:59,839] Trial 3506 finished with value: 0.9898575157988473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:58:03,681] Trial 3507 finished with value: 0.9969504084128132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 65}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:58:06,929] Trial 3508 finished with value: 0.9971572014461471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:58:13,562] Trial 3509 finished with value: 0.9852057276438302 and parameters: {'classifier': 'SVC', 'svc_c': 1.040689293679916e-10, 'svc_kernel': 'sigmoid'}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:58:15,822] Trial 3510 finished with value: 0.9969911289732832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 63}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:58:21,758] Trial 3511 finished with value: 0.9971501685797549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:58:22,987] Trial 3512 finished with value: 0.9961163727348218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 55}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:58:24,412] Trial 3513 finished with value: 0.9973181579904918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 57}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:58:30,258] Trial 3514 finished with value: 0.9972402684048735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 17, 'rf_n_estimators': 126}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:58:35,174] Trial 3515 finished with value: 0.9972984978167577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 90}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:58:38,581] Trial 3516 finished with value: 0.9973114448835175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:58:43,615] Trial 3517 finished with value: 0.9973620826196729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:58:52,511] Trial 3518 finished with value: 0.9964589377751162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 27, 'rf_n_estimators': 123}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:58:54,347] Trial 3519 finished with value: 0.9969432914092283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 53}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:58:57,040] Trial 3520 finished with value: 0.99733376526518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 2, 'rf_n_estimators': 105}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:58:58,809] Trial 3521 finished with value: 0.99747035039733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 65}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:59:01,327] Trial 3522 finished with value: 0.9970820552535123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 95}. Best is trial 141 with value: 0.9977993986436878.
[I 2023-09-07 14:59:05,102] Trial 3523 finished with value: 0.9978358505825548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 14:59:08,946] Trial 3524 finished with value: 0.997245588122496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 14:59:11,908] Trial 3525 finished with value: 0.9974466122198647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 80}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 14:59:15,683] Trial 3526 finished with value: 0.997412149644776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 14:59:25,989] Trial 3527 finished with value: 0.99722496410025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 36, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 14:59:29,984] Trial 3528 finished with value: 0.9970731080200173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 14:59:33,638] Trial 3529 finished with value: 0.9893106457867372 and parameters: {'classifier': 'SVC', 'svc_c': 3.349273692470507, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 14:59:39,936] Trial 3530 finished with value: 0.997408388290148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 14:59:43,976] Trial 3531 finished with value: 0.99743317578631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 14:59:48,547] Trial 3532 finished with value: 0.9973794345271346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 14:59:52,933] Trial 3533 finished with value: 0.9976440835123958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 14:59:55,399] Trial 3534 finished with value: 0.9972264137609116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 85}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 14:59:56,973] Trial 3535 finished with value: 0.9936756430370842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:00:00,766] Trial 3536 finished with value: 0.9973267075797443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:00:15,944] Trial 3537 finished with value: 0.9968314400092249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 45, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:00:21,316] Trial 3538 finished with value: 0.9974610624256605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:00:24,348] Trial 3539 finished with value: 0.9966857096942511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:00:30,138] Trial 3540 finished with value: 0.9974176858149276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:00:32,947] Trial 3541 finished with value: 0.9973664391870175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 84}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:00:37,148] Trial 3542 finished with value: 0.9968050365457662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:00:40,493] Trial 3543 finished with value: 0.9973876147506199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:00:44,354] Trial 3544 finished with value: 0.9974641545230337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:00:46,410] Trial 3545 finished with value: 0.9973982376504155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 60}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:00:49,947] Trial 3546 finished with value: 0.9969736295797657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:00:55,553] Trial 3547 finished with value: 0.9852053993786534 and parameters: {'classifier': 'SVC', 'svc_c': 0.00011188291436239743, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:00:59,772] Trial 3548 finished with value: 0.9974018872241334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:01:04,615] Trial 3549 finished with value: 0.9976749003857913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:01:07,004] Trial 3550 finished with value: 0.9968256578702904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 11, 'rf_n_estimators': 50}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:01:10,226] Trial 3551 finished with value: 0.9975864354755005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 82}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:01:14,261] Trial 3552 finished with value: 0.9972123613897863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:01:18,059] Trial 3553 finished with value: 0.9973026760488004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:01:22,823] Trial 3554 finished with value: 0.9974447181650229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:01:25,876] Trial 3555 finished with value: 0.9973306832921992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:01:29,212] Trial 3556 finished with value: 0.9973523914496267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:01:33,224] Trial 3557 finished with value: 0.9976237258664069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:01:37,935] Trial 3558 finished with value: 0.9968708782630196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:01:42,525] Trial 3559 finished with value: 0.9968204650408218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:01:45,984] Trial 3560 finished with value: 0.9974969585702916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:01:49,106] Trial 3561 finished with value: 0.9970491997591061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:01:54,058] Trial 3562 finished with value: 0.9974372854962104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 102}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:01:57,962] Trial 3563 finished with value: 0.9974183871592069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:02:01,979] Trial 3564 finished with value: 0.997149605327111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:02:05,272] Trial 3565 finished with value: 0.9970911693649249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:02:10,142] Trial 3566 finished with value: 0.9973444294559934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:02:14,267] Trial 3567 finished with value: 0.9904690429742901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 46, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:02:16,640] Trial 3568 finished with value: 0.99520475053649 and parameters: {'classifier': 'SVC', 'svc_c': 2138.400807709955, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:02:21,493] Trial 3569 finished with value: 0.9975493795642542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 92}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:02:24,645] Trial 3570 finished with value: 0.9973859756146505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:02:28,939] Trial 3571 finished with value: 0.997573726665212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:02:35,357] Trial 3572 finished with value: 0.9973902292559614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:02:37,152] Trial 3573 finished with value: 0.9971602293377334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:02:41,502] Trial 3574 finished with value: 0.9973131166460556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:02:45,327] Trial 3575 finished with value: 0.997273550425018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:02:49,609] Trial 3576 finished with value: 0.9969630627925903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:02:53,438] Trial 3577 finished with value: 0.9967941523477784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:02:54,045] Trial 3578 finished with value: 0.9929482559004486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 3, 'rf_n_estimators': 44}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:03:05,257] Trial 3579 finished with value: 0.9970533914162836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 35, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:03:08,045] Trial 3580 finished with value: 0.9975847166773835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 76}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:03:11,405] Trial 3581 finished with value: 0.997404589897382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:03:20,571] Trial 3582 finished with value: 0.9971461658266026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 25, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:03:24,858] Trial 3583 finished with value: 0.9975854585827085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:03:32,203] Trial 3584 finished with value: 0.9968635707050382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 30, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:03:35,995] Trial 3585 finished with value: 0.9867382871802182 and parameters: {'classifier': 'SVC', 'svc_c': 20940523.864946526, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:03:40,481] Trial 3586 finished with value: 0.9974935032325675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:03:59,206] Trial 3587 finished with value: 0.9965761034655601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 58, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:04:01,771] Trial 3588 finished with value: 0.9977168824963455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 87}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:04:04,924] Trial 3589 finished with value: 0.9975196886566019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 80}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:04:08,579] Trial 3590 finished with value: 0.99709218078856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 70}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:04:11,381] Trial 3591 finished with value: 0.9969713180444887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:04:15,777] Trial 3592 finished with value: 0.997371662960946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:04:19,653] Trial 3593 finished with value: 0.9970740117886705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:04:23,608] Trial 3594 finished with value: 0.9960380232986618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 23, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:04:27,034] Trial 3595 finished with value: 0.9974938538094934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:04:38,506] Trial 3596 finished with value: 0.9965603965021047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 63, 'rf_n_estimators': 67}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:04:42,283] Trial 3597 finished with value: 0.9973600349850966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:04:46,394] Trial 3598 finished with value: 0.9972327985392333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:04:49,539] Trial 3599 finished with value: 0.9973043325454051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:05:07,443] Trial 3600 finished with value: 0.9965415029892633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 66, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:05:15,653] Trial 3601 finished with value: 0.9966588490462355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 32, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:05:19,023] Trial 3602 finished with value: 0.9973680039293317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:05:23,974] Trial 3603 finished with value: 0.997682522688601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:06:35,552] Trial 3604 finished with value: 0.9907467711829577 and parameters: {'classifier': 'SVC', 'svc_c': 154427366.48043418, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:06:40,463] Trial 3605 finished with value: 0.9974827735981892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:06:43,490] Trial 3606 finished with value: 0.9964869564441617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:06:47,708] Trial 3607 finished with value: 0.9973672225737876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:06:58,021] Trial 3608 finished with value: 0.9971819877045305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 39, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:07:00,488] Trial 3609 finished with value: 0.9973458654376168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:07:06,759] Trial 3610 finished with value: 0.9972389007867025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 20, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:07:22,123] Trial 3611 finished with value: 0.9964960007004399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 44, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:07:25,564] Trial 3612 finished with value: 0.9972586106302619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:07:29,962] Trial 3613 finished with value: 0.9973888349779484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:07:33,556] Trial 3614 finished with value: 0.9976126508601192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:07:37,506] Trial 3615 finished with value: 0.996869748203086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:07:40,859] Trial 3616 finished with value: 0.997465295532545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:07:44,188] Trial 3617 finished with value: 0.9975543220451089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:07:55,591] Trial 3618 finished with value: 0.9970577229741573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 32, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:07:56,810] Trial 3619 finished with value: 0.9880623505954192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:07:58,266] Trial 3620 finished with value: 0.9965474546720996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:08:07,028] Trial 3621 finished with value: 0.9974297665002894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 26, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:08:12,968] Trial 3622 finished with value: 0.997559180579198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:08:14,284] Trial 3623 finished with value: 0.9972140335014413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 32}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:08:18,282] Trial 3624 finished with value: 0.9974473464763541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:08:22,584] Trial 3625 finished with value: 0.986732879739019 and parameters: {'classifier': 'SVC', 'svc_c': 880825738.0851125, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:08:43,824] Trial 3626 finished with value: 0.9963940777748168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 70, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:09:00,443] Trial 3627 finished with value: 0.9961126935178982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 55, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:09:02,744] Trial 3628 finished with value: 0.9944194480028267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:09:04,674] Trial 3629 finished with value: 0.9971881012189572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:09:06,913] Trial 3630 finished with value: 0.9974003944316556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:09:08,476] Trial 3631 finished with value: 0.9971165286829655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 47}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:09:11,102] Trial 3632 finished with value: 0.9967334096744773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:09:15,426] Trial 3633 finished with value: 0.9975169415820208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:09:27,139] Trial 3634 finished with value: 0.9965998707149484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 39, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:09:31,041] Trial 3635 finished with value: 0.9974075466960556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:09:34,875] Trial 3636 finished with value: 0.9971478545689211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:09:38,198] Trial 3637 finished with value: 0.9974367703264962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:09:46,784] Trial 3638 finished with value: 0.9972052151873264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 27, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:09:49,981] Trial 3639 finished with value: 0.9973923065654812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:09:53,551] Trial 3640 finished with value: 0.9955010106997572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 21, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:09:58,539] Trial 3641 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 4.6112055240720825e-09, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:10:02,030] Trial 3642 finished with value: 0.9972326317565295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 84}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:10:11,279] Trial 3643 finished with value: 0.9974213059358675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 23, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:10:14,524] Trial 3644 finished with value: 0.9974299448990673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:10:18,505] Trial 3645 finished with value: 0.9974485743842565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:10:22,003] Trial 3646 finished with value: 0.997315771363326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:10:26,616] Trial 3647 finished with value: 0.9971857224310542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:10:31,566] Trial 3648 finished with value: 0.9970242367840538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:10:33,797] Trial 3649 finished with value: 0.9974684043875334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 75}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:10:37,128] Trial 3650 finished with value: 0.9974167690654704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:10:53,450] Trial 3651 finished with value: 0.9960559909850043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 48, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:10:58,764] Trial 3652 finished with value: 0.9975958513509372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:11:03,671] Trial 3653 finished with value: 0.9975351527933273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:11:05,391] Trial 3654 finished with value: 0.9969473555752314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:11:09,904] Trial 3655 finished with value: 0.9975279835808846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 100}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:11:13,314] Trial 3656 finished with value: 0.9976042419015352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:11:23,834] Trial 3657 finished with value: 0.9954614390515374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 74, 'rf_n_estimators': 60}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:11:28,543] Trial 3658 finished with value: 0.997506282723176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:11:32,878] Trial 3659 finished with value: 0.9975628296768472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:11:35,895] Trial 3660 finished with value: 0.9909587221975379 and parameters: {'classifier': 'SVC', 'svc_c': 24.41621126013764, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:11:40,477] Trial 3661 finished with value: 0.9971440162181295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:11:43,931] Trial 3662 finished with value: 0.9972159650704899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:11:45,625] Trial 3663 finished with value: 0.9943181521547796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:11:49,598] Trial 3664 finished with value: 0.9974652182824782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:11:52,116] Trial 3665 finished with value: 0.9975287091411872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:11:54,455] Trial 3666 finished with value: 0.9975331169652527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 78}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:11:56,770] Trial 3667 finished with value: 0.9966940195036124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:12:01,518] Trial 3668 finished with value: 0.9976872439562405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:12:06,262] Trial 3669 finished with value: 0.9971546145527851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:12:14,411] Trial 3670 finished with value: 0.9973310365668474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:12:18,105] Trial 3671 finished with value: 0.997164064990803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 97}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:12:19,436] Trial 3672 finished with value: 0.9971683105706851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:12:36,704] Trial 3673 finished with value: 0.9963829684281134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 74, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:12:38,925] Trial 3674 finished with value: 0.9971228186284197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 65}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:12:49,085] Trial 3675 finished with value: 0.9973002739335355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 35, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:12:58,512] Trial 3676 finished with value: 0.9964001376204417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 42, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:13:02,784] Trial 3677 finished with value: 0.9972728335609021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:13:05,353] Trial 3678 finished with value: 0.9963967866686952 and parameters: {'classifier': 'SVC', 'svc_c': 39662.96872156474, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:13:09,259] Trial 3679 finished with value: 0.9969891874385318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:13:13,433] Trial 3680 finished with value: 0.9974928114731364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:13:23,662] Trial 3681 finished with value: 0.9970875276304699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 32, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:13:34,777] Trial 3682 finished with value: 0.9972085249432693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 38, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:13:40,006] Trial 3683 finished with value: 0.9966700333578764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 18, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:13:41,987] Trial 3684 finished with value: 0.9972868095071461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 81}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:13:45,651] Trial 3685 finished with value: 0.9954837788885372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 28, 'rf_n_estimators': 91}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:13:46,733] Trial 3686 finished with value: 0.9878667123892102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:13:49,884] Trial 3687 finished with value: 0.9975031688853361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:13:54,299] Trial 3688 finished with value: 0.9970822265429989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:13:57,159] Trial 3689 finished with value: 0.9975757763627522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:14:02,476] Trial 3690 finished with value: 0.9971724341183134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:14:10,064] Trial 3691 finished with value: 0.9968339418449949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 24, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:14:11,570] Trial 3692 finished with value: 0.9971916495487502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 39}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:14:15,338] Trial 3693 finished with value: 0.9975457960371217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:14:16,167] Trial 3694 finished with value: 0.9957076839859661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 10}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:14:37,451] Trial 3695 finished with value: 0.9962788037271338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 74, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:14:41,608] Trial 3696 finished with value: 0.997562074187698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:14:44,861] Trial 3697 finished with value: 0.997262054066271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:14:52,116] Trial 3698 finished with value: 0.9853551793871446 and parameters: {'classifier': 'SVC', 'svc_c': 0.004305033984548894, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:14:55,470] Trial 3699 finished with value: 0.9971402262676469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:14:59,129] Trial 3700 finished with value: 0.9972802282077015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:15:04,064] Trial 3701 finished with value: 0.9973154627439137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 103}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:15:05,389] Trial 3702 finished with value: 0.9933131555092501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:15:08,029] Trial 3703 finished with value: 0.9972051145781599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:15:11,181] Trial 3704 finished with value: 0.9974710207654116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:15:15,129] Trial 3705 finished with value: 0.9973927952975182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:15:18,873] Trial 3706 finished with value: 0.9973080386443361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:15:21,560] Trial 3707 finished with value: 0.9975944682446675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:15:26,811] Trial 3708 finished with value: 0.9970645151085215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:15:30,664] Trial 3709 finished with value: 0.9973272036749758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:15:35,434] Trial 3710 finished with value: 0.9971757971622025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:15:39,969] Trial 3711 finished with value: 0.997225719018117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:15:44,801] Trial 3712 finished with value: 0.997320518529098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:15:46,984] Trial 3713 finished with value: 0.9969394684195839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:15:50,655] Trial 3714 finished with value: 0.9974011862289712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:15:57,053] Trial 3715 finished with value: 0.9971495707645297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 22, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:19:51,378] Trial 3716 finished with value: 0.9896099654208085 and parameters: {'classifier': 'SVC', 'svc_c': 3453447653.055004, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:19:53,546] Trial 3717 finished with value: 0.9973441711729024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:19:55,329] Trial 3718 finished with value: 0.995638982270657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:19:58,223] Trial 3719 finished with value: 0.9967613313842155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 86}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:20:01,700] Trial 3720 finished with value: 0.9970772253470156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 72}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:20:06,063] Trial 3721 finished with value: 0.9970895744398606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:20:15,329] Trial 3722 finished with value: 0.9969043228447263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 29, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:20:21,453] Trial 3723 finished with value: 0.9972332384901065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:20:25,596] Trial 3724 finished with value: 0.9974775941303794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:20:29,088] Trial 3725 finished with value: 0.9976555148084326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:20:31,554] Trial 3726 finished with value: 0.996769664076608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:20:34,164] Trial 3727 finished with value: 0.9974985259468522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:20:38,464] Trial 3728 finished with value: 0.9975626011321758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:20:41,523] Trial 3729 finished with value: 0.9975861215241197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:20:46,509] Trial 3730 finished with value: 0.9974408819089332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:20:53,258] Trial 3731 finished with value: 0.9971108039261677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 20, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:21:10,535] Trial 3732 finished with value: 0.9958326977309556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 74, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:21:17,617] Trial 3733 finished with value: 0.9969535427850791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 24, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:21:21,841] Trial 3734 finished with value: 0.997455895653014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:21:25,789] Trial 3735 finished with value: 0.9866070574708369 and parameters: {'classifier': 'SVC', 'svc_c': 450498853.4410665, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:21:37,689] Trial 3736 finished with value: 0.9968748457236187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 36, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:21:41,046] Trial 3737 finished with value: 0.9974795093861437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:21:44,478] Trial 3738 finished with value: 0.9974342581441683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:21:46,883] Trial 3739 finished with value: 0.9971383648393738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 93}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:21:49,378] Trial 3740 finished with value: 0.9973496103520088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:21:54,433] Trial 3741 finished with value: 0.9975124314984175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:21:59,174] Trial 3742 finished with value: 0.9973047756383311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:22:02,013] Trial 3743 finished with value: 0.9973891369958756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:22:05,580] Trial 3744 finished with value: 0.9974474817750538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:22:07,995] Trial 3745 finished with value: 0.9974151811544839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:22:10,365] Trial 3746 finished with value: 0.9974883687373728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:22:15,481] Trial 3747 finished with value: 0.9969275422978318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:22:21,342] Trial 3748 finished with value: 0.9928714664459166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 52, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:22:22,961] Trial 3749 finished with value: 0.9969536329524744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 1, 'rf_n_estimators': 109}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:22:25,455] Trial 3750 finished with value: 0.9968737203608956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 67}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:22:28,311] Trial 3751 finished with value: 0.9974168554560546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:22:33,904] Trial 3752 finished with value: 0.9971739776279672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:22:37,564] Trial 3753 finished with value: 0.9973591304864716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:22:50,341] Trial 3754 finished with value: 0.9926566093498389 and parameters: {'classifier': 'SVC', 'svc_c': 4004411.4180258485, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:22:53,177] Trial 3755 finished with value: 0.9974854125734574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:22:56,082] Trial 3756 finished with value: 0.9974292581542256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:23:00,895] Trial 3757 finished with value: 0.9971920219296185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:23:06,148] Trial 3758 finished with value: 0.9973585924337263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 19, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:23:10,087] Trial 3759 finished with value: 0.9973913003468627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:23:17,195] Trial 3760 finished with value: 0.9971561626009597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 25, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:23:19,721] Trial 3761 finished with value: 0.9973842605933445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 89}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:23:21,676] Trial 3762 finished with value: 0.9953267337556468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:23:27,083] Trial 3763 finished with value: 0.9972647940315605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:23:30,350] Trial 3764 finished with value: 0.9976460727174844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:23:36,563] Trial 3765 finished with value: 0.9972946207139812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:23:38,141] Trial 3766 finished with value: 0.9972204712820685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:23:40,537] Trial 3767 finished with value: 0.9968569656973768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:23:45,280] Trial 3768 finished with value: 0.9954498870562384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 31, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:23:47,146] Trial 3769 finished with value: 0.9970635907102284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:23:50,050] Trial 3770 finished with value: 0.9973206049196821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:23:53,768] Trial 3771 finished with value: 0.9974288517185824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:23:56,457] Trial 3772 finished with value: 0.9971778544768406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 70}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:24:00,554] Trial 3773 finished with value: 0.997641738652316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:24:03,716] Trial 3774 finished with value: 0.9974355414029811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:24:06,530] Trial 3775 finished with value: 0.9909286901391181 and parameters: {'classifier': 'SVC', 'svc_c': 10223.84739049365, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:24:09,864] Trial 3776 finished with value: 0.9973962368927286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 96}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:24:13,028] Trial 3777 finished with value: 0.9971631001266777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:24:15,609] Trial 3778 finished with value: 0.9906338451056694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 27, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:24:18,467] Trial 3779 finished with value: 0.9973147965652359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:24:29,837] Trial 3780 finished with value: 0.9961717934688465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 54, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:24:35,294] Trial 3781 finished with value: 0.9971585267576873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:24:38,288] Trial 3782 finished with value: 0.9967963661937761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:24:40,625] Trial 3783 finished with value: 0.9972963882297861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:24:44,581] Trial 3784 finished with value: 0.9973882607122505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:24:49,001] Trial 3785 finished with value: 0.9974660352796926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:24:51,299] Trial 3786 finished with value: 0.9973429128918228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:25:02,104] Trial 3787 finished with value: 0.9968688076184603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 38, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:25:05,231] Trial 3788 finished with value: 0.9974349727548929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:25:09,087] Trial 3789 finished with value: 0.9973749382812591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:25:10,867] Trial 3790 finished with value: 0.9970285202907357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:25:13,749] Trial 3791 finished with value: 0.9935090109614358 and parameters: {'classifier': 'SVC', 'svc_c': 183.3327415938166, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:25:15,016] Trial 3792 finished with value: 0.9965151295816032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 28}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:25:17,502] Trial 3793 finished with value: 0.9969387692017445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 11, 'rf_n_estimators': 77}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:25:20,514] Trial 3794 finished with value: 0.9973844912327182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:25:26,384] Trial 3795 finished with value: 0.9973453542668791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:25:33,505] Trial 3796 finished with value: 0.9968955945393171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 38, 'rf_n_estimators': 74}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:25:40,368] Trial 3797 finished with value: 0.9974699716054043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 20, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:25:45,481] Trial 3798 finished with value: 0.9973389889756327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:25:49,283] Trial 3799 finished with value: 0.9973174082459039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:25:51,299] Trial 3800 finished with value: 0.9942514955350138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:25:54,842] Trial 3801 finished with value: 0.9974627383141265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:25:56,368] Trial 3802 finished with value: 0.9972101769965667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 35}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:25:59,319] Trial 3803 finished with value: 0.9976133216090558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:26:02,907] Trial 3804 finished with value: 0.9974190975487899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:26:06,517] Trial 3805 finished with value: 0.9967597244304844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 16, 'rf_n_estimators': 52}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:26:09,699] Trial 3806 finished with value: 0.9975573542530505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:26:12,230] Trial 3807 finished with value: 0.9975237959861593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:26:16,221] Trial 3808 finished with value: 0.9973831951517909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:26:21,876] Trial 3809 finished with value: 0.9852061373802158 and parameters: {'classifier': 'SVC', 'svc_c': 4.0398797052528267e-10, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:26:25,282] Trial 3810 finished with value: 0.9974239406582562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:26:29,277] Trial 3811 finished with value: 0.996837777307637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 18, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:26:30,876] Trial 3812 finished with value: 0.9969395100914564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 82}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:26:32,789] Trial 3813 finished with value: 0.9966746573805673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:26:35,240] Trial 3814 finished with value: 0.9962974636807141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:26:38,773] Trial 3815 finished with value: 0.9975377703455081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:26:46,981] Trial 3816 finished with value: 0.9969831253712532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 23, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:26:51,528] Trial 3817 finished with value: 0.99694859021157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:27:00,333] Trial 3818 finished with value: 0.9971798045808274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 30, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:27:03,387] Trial 3819 finished with value: 0.9974980985007145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:27:05,531] Trial 3820 finished with value: 0.997278788068412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 63}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:27:08,044] Trial 3821 finished with value: 0.9974995206763482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 101}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:27:11,317] Trial 3822 finished with value: 0.9975227009648758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:27:31,799] Trial 3823 finished with value: 0.9966494786512202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 61, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:27:33,929] Trial 3824 finished with value: 0.9969922534790828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:27:36,533] Trial 3825 finished with value: 0.9973663191542516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:27:40,312] Trial 3826 finished with value: 0.9972492204942682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:27:42,915] Trial 3827 finished with value: 0.9968743703215027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 15, 'rf_n_estimators': 56}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:27:47,064] Trial 3828 finished with value: 0.9879516615962771 and parameters: {'classifier': 'SVC', 'svc_c': 1.532253892977239, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:27:51,651] Trial 3829 finished with value: 0.9974592016638834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:27:54,134] Trial 3830 finished with value: 0.9971978184458251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:27:57,256] Trial 3831 finished with value: 0.9970649684210539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:28:00,270] Trial 3832 finished with value: 0.9974557159212437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:28:01,226] Trial 3833 finished with value: 0.9917423246584497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 21, 'rf_n_estimators': 6}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:28:03,565] Trial 3834 finished with value: 0.9958063742787617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:28:20,494] Trial 3835 finished with value: 0.9968048447853294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 55, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:28:24,118] Trial 3836 finished with value: 0.9972932298636622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:28:40,280] Trial 3837 finished with value: 0.9965961130419178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 57, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:28:44,086] Trial 3838 finished with value: 0.9976680636596673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:28:47,405] Trial 3839 finished with value: 0.9973406562313879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:28:50,142] Trial 3840 finished with value: 0.9976267708964635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:28:53,170] Trial 3841 finished with value: 0.9975030764328117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:29:02,318] Trial 3842 finished with value: 0.9972245614414179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 27, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:29:06,446] Trial 3843 finished with value: 0.9973530233513644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:29:11,788] Trial 3844 finished with value: 0.9972595068135552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:29:13,768] Trial 3845 finished with value: 0.9966710651255103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 4, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:29:17,967] Trial 3846 finished with value: 0.9972466316648937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:29:20,422] Trial 3847 finished with value: 0.9927760799105991 and parameters: {'classifier': 'SVC', 'svc_c': 454.8414253396715, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:29:24,759] Trial 3848 finished with value: 0.9976061075826878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:29:29,311] Trial 3849 finished with value: 0.9973641254300872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:29:31,009] Trial 3850 finished with value: 0.9937915964346765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:29:33,114] Trial 3851 finished with value: 0.9910349097743926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:29:39,850] Trial 3852 finished with value: 0.9970375739414346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 25, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:29:41,668] Trial 3853 finished with value: 0.9961557100303327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:29:44,950] Trial 3854 finished with value: 0.9975233869797456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:29:46,477] Trial 3855 finished with value: 0.9970816500239098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:29:50,184] Trial 3856 finished with value: 0.997375650733806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:29:52,766] Trial 3857 finished with value: 0.9976401926988431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:29:58,079] Trial 3858 finished with value: 0.9971711269608562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:30:00,897] Trial 3859 finished with value: 0.9968882615910096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 42}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:30:04,445] Trial 3860 finished with value: 0.9973406608016466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:30:07,015] Trial 3861 finished with value: 0.9975648104079147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:30:10,281] Trial 3862 finished with value: 0.9974304795241187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:30:13,069] Trial 3863 finished with value: 0.9973546251952925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 87}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:30:16,909] Trial 3864 finished with value: 0.9975335286059126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:30:27,848] Trial 3865 finished with value: 0.9971238840699735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 34, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:30:33,513] Trial 3866 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 7.17252698393459e-08, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:30:40,378] Trial 3867 finished with value: 0.9967875022088123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 22, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:30:43,808] Trial 3868 finished with value: 0.9970068978573963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 80}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:30:48,382] Trial 3869 finished with value: 0.9970978991977765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:31:13,302] Trial 3870 finished with value: 0.9958846471313509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 74, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:31:16,269] Trial 3871 finished with value: 0.9973616415262349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:31:20,509] Trial 3872 finished with value: 0.9976075105886254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:31:26,842] Trial 3873 finished with value: 0.9963933985201212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 47, 'rf_n_estimators': 60}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:31:30,356] Trial 3874 finished with value: 0.9975407558669879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:31:33,368] Trial 3875 finished with value: 0.9975750696547666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:31:36,948] Trial 3876 finished with value: 0.997244328952755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:31:39,934] Trial 3877 finished with value: 0.9975021440683038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:31:43,953] Trial 3878 finished with value: 0.9974423191283351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:31:50,241] Trial 3879 finished with value: 0.997324049752159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:31:54,972] Trial 3880 finished with value: 0.9973339563908589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:31:58,231] Trial 3881 finished with value: 0.9974885904583943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:32:03,182] Trial 3882 finished with value: 0.9972552479354896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:32:06,847] Trial 3883 finished with value: 0.9977091732951452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:32:13,211] Trial 3884 finished with value: 0.9968831000551178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 20, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:32:19,505] Trial 3885 finished with value: 0.9852058917288118 and parameters: {'classifier': 'SVC', 'svc_c': 1.5005674874914675e-08, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:32:22,075] Trial 3886 finished with value: 0.9972699050407039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:32:25,973] Trial 3887 finished with value: 0.9970072238691818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:32:28,474] Trial 3888 finished with value: 0.9974551681884366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 84}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:32:30,196] Trial 3889 finished with value: 0.9968023267314887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:32:33,865] Trial 3890 finished with value: 0.9975786015443237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:32:37,793] Trial 3891 finished with value: 0.9974036031975766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:32:39,807] Trial 3892 finished with value: 0.9973400479109155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:32:44,497] Trial 3893 finished with value: 0.9972544151962736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:32:46,813] Trial 3894 finished with value: 0.9972851831298156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 3, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:32:50,123] Trial 3895 finished with value: 0.997502485631664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:32:52,357] Trial 3896 finished with value: 0.9955018597839956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:32:55,892] Trial 3897 finished with value: 0.9973647445414482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:32:59,236] Trial 3898 finished with value: 0.9973394310846837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:33:01,849] Trial 3899 finished with value: 0.9969446462370225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:33:06,777] Trial 3900 finished with value: 0.9970658249002247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:33:09,688] Trial 3901 finished with value: 0.9974497964523836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:33:14,083] Trial 3902 finished with value: 0.9974534349178338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:33:19,337] Trial 3903 finished with value: 0.98538959165765 and parameters: {'classifier': 'SVC', 'svc_c': 0.01616500010841195, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:33:24,484] Trial 3904 finished with value: 0.9974356344585259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:33:27,313] Trial 3905 finished with value: 0.997492648657671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:33:30,904] Trial 3906 finished with value: 0.9974163730715989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:33:38,247] Trial 3907 finished with value: 0.9968377207824236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 28, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:33:48,023] Trial 3908 finished with value: 0.9971717520072061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 32, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:33:56,909] Trial 3909 finished with value: 0.9971435407525379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 25, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:34:00,548] Trial 3910 finished with value: 0.9973445342863018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:34:07,833] Trial 3911 finished with value: 0.9972812837470281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 21, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:34:11,819] Trial 3912 finished with value: 0.9975149454898062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:34:16,527] Trial 3913 finished with value: 0.9968701720628405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 19, 'rf_n_estimators': 92}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:34:18,149] Trial 3914 finished with value: 0.997113293320678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 68}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:34:23,286] Trial 3915 finished with value: 0.9972583477451744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:34:26,946] Trial 3916 finished with value: 0.997362033172013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:34:41,412] Trial 3917 finished with value: 0.9962857111653158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 60, 'rf_n_estimators': 109}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:34:43,567] Trial 3918 finished with value: 0.9966293576430694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:34:44,820] Trial 3919 finished with value: 0.9884513209314805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:34:48,811] Trial 3920 finished with value: 0.9969300331840237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:34:53,659] Trial 3921 finished with value: 0.9975240304023437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:35:10,250] Trial 3922 finished with value: 0.9967643097964042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 52, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:35:16,224] Trial 3923 finished with value: 0.9852050716847587 and parameters: {'classifier': 'SVC', 'svc_c': 1.019859460476769e-06, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:35:18,507] Trial 3924 finished with value: 0.997572289858403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:35:28,855] Trial 3925 finished with value: 0.9939828227861058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 65, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:35:31,947] Trial 3926 finished with value: 0.997162099557407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:35:35,832] Trial 3927 finished with value: 0.9974054934438698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:35:37,472] Trial 3928 finished with value: 0.9971156417671413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:35:39,847] Trial 3929 finished with value: 0.9954806621625477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:35:43,344] Trial 3930 finished with value: 0.9969645520938982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 16, 'rf_n_estimators': 74}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:35:46,346] Trial 3931 finished with value: 0.9974940907964486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:36:01,779] Trial 3932 finished with value: 0.9964912883194145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 64, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:36:12,884] Trial 3933 finished with value: 0.9969017297307343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 36, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:36:15,932] Trial 3934 finished with value: 0.9971305266870555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:36:19,214] Trial 3935 finished with value: 0.9971781677934631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:36:23,271] Trial 3936 finished with value: 0.9976417467137444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:36:24,739] Trial 3937 finished with value: 0.9963166035114553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 3, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:36:26,579] Trial 3938 finished with value: 0.9944556091589855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 31, 'rf_n_estimators': 15}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:36:31,147] Trial 3939 finished with value: 0.9971093325567774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:40:24,185] Trial 3940 finished with value: 0.9896096392820711 and parameters: {'classifier': 'SVC', 'svc_c': 9509452929.20924, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:40:30,452] Trial 3941 finished with value: 0.9972186986247223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 23, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:40:36,692] Trial 3942 finished with value: 0.9975687803758085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:40:37,981] Trial 3943 finished with value: 0.9971847635971316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:40:41,974] Trial 3944 finished with value: 0.997093345347599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:40:45,219] Trial 3945 finished with value: 0.9973638741293359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:40:48,774] Trial 3946 finished with value: 0.9973670844821522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:40:50,903] Trial 3947 finished with value: 0.9972973810232698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:40:54,787] Trial 3948 finished with value: 0.9970174476647911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 18, 'rf_n_estimators': 94}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:40:58,906] Trial 3949 finished with value: 0.9971893719412964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:41:01,781] Trial 3950 finished with value: 0.9974774035759829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:41:03,693] Trial 3951 finished with value: 0.9973018518788193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 71}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:41:07,133] Trial 3952 finished with value: 0.9970975456692251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 99}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:41:10,398] Trial 3953 finished with value: 0.9972915073522101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:41:13,867] Trial 3954 finished with value: 0.9973710121751534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 79}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:41:16,553] Trial 3955 finished with value: 0.9968164107135697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:41:20,646] Trial 3956 finished with value: 0.9973389770421796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:41:23,776] Trial 3957 finished with value: 0.9976572405888892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:41:26,534] Trial 3958 finished with value: 0.9965954435307595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:41:30,909] Trial 3959 finished with value: 0.9868456354472199 and parameters: {'classifier': 'SVC', 'svc_c': 479923.808390692, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:41:34,877] Trial 3960 finished with value: 0.9973173603534012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:41:39,886] Trial 3961 finished with value: 0.9967785210792323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 43, 'rf_n_estimators': 48}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:41:44,198] Trial 3962 finished with value: 0.9972963477322162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:41:53,214] Trial 3963 finished with value: 0.9968380946549739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 27, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:42:04,820] Trial 3964 finished with value: 0.9969575815290184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 40, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:42:06,495] Trial 3965 finished with value: 0.9972107807467805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:42:08,801] Trial 3966 finished with value: 0.9973062445956407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:42:21,589] Trial 3967 finished with value: 0.9969252195908114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 36, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:42:25,263] Trial 3968 finished with value: 0.9975631575611694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:42:31,159] Trial 3969 finished with value: 0.9971956937198717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 21, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:42:34,453] Trial 3970 finished with value: 0.9959413194180189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:42:39,143] Trial 3971 finished with value: 0.9974373321509343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:42:40,685] Trial 3972 finished with value: 0.994239822110481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:42:44,759] Trial 3973 finished with value: 0.9976033328009134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:42:48,897] Trial 3974 finished with value: 0.9973221760095776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:42:51,723] Trial 3975 finished with value: 0.9974679856693202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:43:03,403] Trial 3976 finished with value: 0.9966351008395916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 39, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:43:04,585] Trial 3977 finished with value: 0.9912029821162817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 65}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:43:10,442] Trial 3978 finished with value: 0.9974449549298127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:43:16,994] Trial 3979 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 4.474481428405128e-07, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:43:20,503] Trial 3980 finished with value: 0.99724000818577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:43:24,361] Trial 3981 finished with value: 0.9974413867003515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:43:27,517] Trial 3982 finished with value: 0.997205613593279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:43:30,519] Trial 3983 finished with value: 0.9965237899361524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:43:33,032] Trial 3984 finished with value: 0.997401946002738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 89}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:43:37,709] Trial 3985 finished with value: 0.9970644074218015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:43:40,108] Trial 3986 finished with value: 0.9974113368687035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:43:40,844] Trial 3987 finished with value: 0.9968996319185264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 19}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:43:44,740] Trial 3988 finished with value: 0.9969462253883465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:43:50,834] Trial 3989 finished with value: 0.9971587408298731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 19, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:43:57,583] Trial 3990 finished with value: 0.9971357296726544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 24, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:44:02,539] Trial 3991 finished with value: 0.9975578035666066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:44:06,666] Trial 3992 finished with value: 0.99746425529089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 107}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:44:11,097] Trial 3993 finished with value: 0.9974730782387393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:44:14,138] Trial 3994 finished with value: 0.9972395690283443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:44:16,815] Trial 3995 finished with value: 0.997612331005488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:44:25,210] Trial 3996 finished with value: 0.9969587052096324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 34, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:44:27,957] Trial 3997 finished with value: 0.9897499851975669 and parameters: {'classifier': 'SVC', 'svc_c': 9.684737795936273, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:44:30,264] Trial 3998 finished with value: 0.9975496675540265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:44:32,160] Trial 3999 finished with value: 0.9948099091318777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 14, 'rf_n_estimators': 103}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:44:36,674] Trial 4000 finished with value: 0.9975042747609839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:44:38,236] Trial 4001 finished with value: 0.9971120961033324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:44:42,236] Trial 4002 finished with value: 0.997219644763482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:44:45,465] Trial 4003 finished with value: 0.997372329076148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:44:51,173] Trial 4004 finished with value: 0.9972876745872901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 22, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:44:54,887] Trial 4005 finished with value: 0.9967320555449172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:44:57,309] Trial 4006 finished with value: 0.9974389185385014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:45:15,230] Trial 4007 finished with value: 0.9964777924724967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 66, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:45:31,604] Trial 4008 finished with value: 0.9967742430314704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 57, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:45:34,202] Trial 4009 finished with value: 0.9964239564439298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:45:38,231] Trial 4010 finished with value: 0.9972859482355512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 58}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:45:46,363] Trial 4011 finished with value: 0.9970925966186237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 30, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:45:49,043] Trial 4012 finished with value: 0.9968933364189384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:45:50,225] Trial 4013 finished with value: 0.9963761541406898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 86}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:45:54,278] Trial 4014 finished with value: 0.9971714897568766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:45:57,282] Trial 4015 finished with value: 0.997599656630829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:46:04,869] Trial 4016 finished with value: 0.9851618081879282 and parameters: {'classifier': 'SVC', 'svc_c': 0.0004904303428096678, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:46:08,307] Trial 4017 finished with value: 0.997358757185204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:46:10,557] Trial 4018 finished with value: 0.9973938678801012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:46:30,812] Trial 4019 finished with value: 0.9964674820006622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 63, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:46:36,901] Trial 4020 finished with value: 0.9971424361464062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:46:40,361] Trial 4021 finished with value: 0.9977949355321876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:46:44,018] Trial 4022 finished with value: 0.9975789093385502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:46:55,199] Trial 4023 finished with value: 0.9968520623493621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 41, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:46:56,886] Trial 4024 finished with value: 0.996472943618469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:47:02,206] Trial 4025 finished with value: 0.9973059296286468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 20, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:47:04,914] Trial 4026 finished with value: 0.996685495653803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:47:08,899] Trial 4027 finished with value: 0.9974970864105831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:47:11,924] Trial 4028 finished with value: 0.9975148552906732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:47:16,361] Trial 4029 finished with value: 0.9973414331436249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:47:20,553] Trial 4030 finished with value: 0.9974449216684856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:47:22,526] Trial 4031 finished with value: 0.9957227560643206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:47:25,963] Trial 4032 finished with value: 0.9972850769982532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:47:29,359] Trial 4033 finished with value: 0.9975025694832156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:47:33,884] Trial 4034 finished with value: 0.9974376278530181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:47:40,666] Trial 4035 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 5.034574225416146e-05, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:47:43,693] Trial 4036 finished with value: 0.9971938291178079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:47:47,261] Trial 4037 finished with value: 0.9975796172525765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:47:50,582] Trial 4038 finished with value: 0.9976019634688957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:47:55,236] Trial 4039 finished with value: 0.9974156409098116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:47:59,392] Trial 4040 finished with value: 0.99735618806507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:48:07,147] Trial 4041 finished with value: 0.9966687273747218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 42, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:48:11,027] Trial 4042 finished with value: 0.9973165306292864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:48:16,085] Trial 4043 finished with value: 0.9970136390524189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 18, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:48:18,956] Trial 4044 finished with value: 0.9973836237087553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:48:22,443] Trial 4045 finished with value: 0.9969927400846803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:48:26,591] Trial 4046 finished with value: 0.9972766850194494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:48:29,688] Trial 4047 finished with value: 0.9976998603457424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:48:33,059] Trial 4048 finished with value: 0.997233647909113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:48:36,736] Trial 4049 finished with value: 0.9974638735790767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:48:39,886] Trial 4050 finished with value: 0.9974561660282474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:48:55,714] Trial 4051 finished with value: 0.9967350399555702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 54, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:48:58,223] Trial 4052 finished with value: 0.9963604788834038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:49:00,918] Trial 4053 finished with value: 0.9976280974775199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:49:08,709] Trial 4054 finished with value: 0.9969195778603793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 30, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:49:11,807] Trial 4055 finished with value: 0.9963034284713063 and parameters: {'classifier': 'SVC', 'svc_c': 71136.58254688863, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:49:13,096] Trial 4056 finished with value: 0.9946715427414089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 2, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:49:14,937] Trial 4057 finished with value: 0.9921419014858084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:49:18,778] Trial 4058 finished with value: 0.9977681568314489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:49:24,078] Trial 4059 finished with value: 0.9974601629733627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:49:28,039] Trial 4060 finished with value: 0.9970706073902877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:49:32,309] Trial 4061 finished with value: 0.9973974718464462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:49:35,824] Trial 4062 finished with value: 0.9972651198846566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:49:51,787] Trial 4063 finished with value: 0.9965501231001461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 50, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:49:55,621] Trial 4064 finished with value: 0.9975354330707882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:49:59,933] Trial 4065 finished with value: 0.9972662539118285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:50:04,126] Trial 4066 finished with value: 0.9973094819256784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:50:05,483] Trial 4067 finished with value: 0.9964244754856685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 30}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:50:10,438] Trial 4068 finished with value: 0.9975444685674039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:50:13,781] Trial 4069 finished with value: 0.9974904625506045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:50:17,374] Trial 4070 finished with value: 0.9974295806113654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:50:21,018] Trial 4071 finished with value: 0.9974821958413215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:50:25,899] Trial 4072 finished with value: 0.9974276327607702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:50:32,525] Trial 4073 finished with value: 0.9854038466118388 and parameters: {'classifier': 'SVC', 'svc_c': 0.2464306335693568, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:50:36,521] Trial 4074 finished with value: 0.9976252246256113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:50:40,473] Trial 4075 finished with value: 0.9972499779829059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:50:44,397] Trial 4076 finished with value: 0.9975012795277044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:50:52,550] Trial 4077 finished with value: 0.9968001772817052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 24, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:50:56,543] Trial 4078 finished with value: 0.9971410727493771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:51:00,542] Trial 4079 finished with value: 0.9974096796738651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:51:08,285] Trial 4080 finished with value: 0.9969878575567329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 26, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:51:12,263] Trial 4081 finished with value: 0.9972767985142065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:51:33,064] Trial 4082 finished with value: 0.9959212556650535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 66, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:51:37,891] Trial 4083 finished with value: 0.9972397155622631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:51:41,250] Trial 4084 finished with value: 0.9972970486321646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:51:46,029] Trial 4085 finished with value: 0.9971143187724684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:51:53,908] Trial 4086 finished with value: 0.9970356359930664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 22, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:51:56,388] Trial 4087 finished with value: 0.9972812479466685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:51:59,399] Trial 4088 finished with value: 0.9971292669777699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 1, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:52:02,851] Trial 4089 finished with value: 0.9974304033214029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:52:07,080] Trial 4090 finished with value: 0.9974255691937643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:53:19,245] Trial 4091 finished with value: 0.9901585326175205 and parameters: {'classifier': 'SVC', 'svc_c': 60515264.05183044, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:53:22,791] Trial 4092 finished with value: 0.997427020187418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:53:26,807] Trial 4093 finished with value: 0.9971649199782923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:53:30,449] Trial 4094 finished with value: 0.9971985777435234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:53:36,543] Trial 4095 finished with value: 0.997090847574281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 19, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:53:40,601] Trial 4096 finished with value: 0.997583452112198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:53:45,937] Trial 4097 finished with value: 0.9972271214845102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:53:49,957] Trial 4098 finished with value: 0.9977593799353034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:53:53,260] Trial 4099 finished with value: 0.9976181006714246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:53:55,433] Trial 4100 finished with value: 0.9973730642847745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:53:58,729] Trial 4101 finished with value: 0.9973389382901945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:54:02,313] Trial 4102 finished with value: 0.9971916272687391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:54:04,838] Trial 4103 finished with value: 0.9972513848291302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:54:07,890] Trial 4104 finished with value: 0.997445006599126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:54:11,236] Trial 4105 finished with value: 0.997321010720567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:54:15,110] Trial 4106 finished with value: 0.9975015055333435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:54:21,553] Trial 4107 finished with value: 0.9970321837021813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:54:25,106] Trial 4108 finished with value: 0.9974211469289512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:54:33,126] Trial 4109 finished with value: 0.9971638776419351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 27, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:54:40,431] Trial 4110 finished with value: 0.9852051536002978 and parameters: {'classifier': 'SVC', 'svc_c': 2.9847869887826517e-06, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:54:44,821] Trial 4111 finished with value: 0.9972440249988153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:54:48,340] Trial 4112 finished with value: 0.9972716127940292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:54:51,348] Trial 4113 finished with value: 0.997300141681675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:54:55,293] Trial 4114 finished with value: 0.9974692560425424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:54:59,109] Trial 4115 finished with value: 0.9973846025692975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:55:06,132] Trial 4116 finished with value: 0.9972080786130765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 20, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:55:10,330] Trial 4117 finished with value: 0.9974567819658177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:55:13,729] Trial 4118 finished with value: 0.9971904006303532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:55:16,233] Trial 4119 finished with value: 0.9972469318420227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:55:17,439] Trial 4120 finished with value: 0.9967195140251389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 24}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:55:23,228] Trial 4121 finished with value: 0.9972695495761403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:55:26,831] Trial 4122 finished with value: 0.9971517097408037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:55:28,197] Trial 4123 finished with value: 0.9940964344656712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 24, 'rf_n_estimators': 12}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:55:32,179] Trial 4124 finished with value: 0.9970152841868526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:55:36,300] Trial 4125 finished with value: 0.9974476243417341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:55:39,957] Trial 4126 finished with value: 0.9973684657158853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:55:46,004] Trial 4127 finished with value: 0.9972961834885449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 22, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:55:57,088] Trial 4128 finished with value: 0.9969179940435828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 36, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:55:59,191] Trial 4129 finished with value: 0.9950677546840797 and parameters: {'classifier': 'SVC', 'svc_c': 1043.7006221507677, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:56:01,591] Trial 4130 finished with value: 0.997374574755267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:56:05,196] Trial 4131 finished with value: 0.9974770986381679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:56:09,270] Trial 4132 finished with value: 0.9974787513262237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:56:18,235] Trial 4133 finished with value: 0.9971000771482008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 34, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:56:19,939] Trial 4134 finished with value: 0.993585829837008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:56:27,086] Trial 4135 finished with value: 0.9973266683199528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 20, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:56:33,393] Trial 4136 finished with value: 0.9975015136582478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:56:37,150] Trial 4137 finished with value: 0.9976473464549249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:56:41,478] Trial 4138 finished with value: 0.9970598609030804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:56:45,468] Trial 4139 finished with value: 0.9974004227101311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:56:49,977] Trial 4140 finished with value: 0.9974711908171199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:56:57,873] Trial 4141 finished with value: 0.9938786185714316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 55, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:57:06,062] Trial 4142 finished with value: 0.9965901694205098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 29, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:57:11,889] Trial 4143 finished with value: 0.997364431446991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:57:13,590] Trial 4144 finished with value: 0.9969968691229663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:57:18,733] Trial 4145 finished with value: 0.997492721369217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:57:21,886] Trial 4146 finished with value: 0.9972122557342923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:57:27,134] Trial 4147 finished with value: 0.9972825198115723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:57:33,866] Trial 4148 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 2.089072347192814e-09, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:57:37,528] Trial 4149 finished with value: 0.9972092782425029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:57:41,726] Trial 4150 finished with value: 0.997541488504844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:57:44,255] Trial 4151 finished with value: 0.9974896339055784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:57:55,969] Trial 4152 finished with value: 0.9960967011354408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 63, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:58:03,522] Trial 4153 finished with value: 0.9972639826202184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 26, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:58:07,217] Trial 4154 finished with value: 0.9974285482089732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:58:11,925] Trial 4155 finished with value: 0.9972590100200894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:58:16,475] Trial 4156 finished with value: 0.9967850641979742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:58:19,833] Trial 4157 finished with value: 0.9971808382527357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:58:23,558] Trial 4158 finished with value: 0.9971447911626163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:58:26,812] Trial 4159 finished with value: 0.997455321704695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:58:30,893] Trial 4160 finished with value: 0.9970066600135178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:58:32,267] Trial 4161 finished with value: 0.9970009965426193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:58:37,158] Trial 4162 finished with value: 0.9972773196189092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:58:40,889] Trial 4163 finished with value: 0.9976795347867781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:58:49,744] Trial 4164 finished with value: 0.9972503356691229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 22, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:59:05,626] Trial 4165 finished with value: 0.9968380028054696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 49, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:59:18,631] Trial 4166 finished with value: 0.9968078077728949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 41, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:59:46,486] Trial 4167 finished with value: 0.9900953257496076 and parameters: {'classifier': 'SVC', 'svc_c': 14230209.171778483, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:59:50,240] Trial 4168 finished with value: 0.9973158607055356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:59:53,890] Trial 4169 finished with value: 0.9974594835917153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 15:59:57,391] Trial 4170 finished with value: 0.9969085015210997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:00:11,477] Trial 4171 finished with value: 0.9970180372598983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 52, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:00:14,807] Trial 4172 finished with value: 0.997322976122225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:00:20,324] Trial 4173 finished with value: 0.9975450591146481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:00:27,548] Trial 4174 finished with value: 0.9973352751643901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 19, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:00:36,492] Trial 4175 finished with value: 0.9961196711603314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 40, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:00:38,606] Trial 4176 finished with value: 0.9963416798225753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:00:40,121] Trial 4177 finished with value: 0.9899555372469808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:00:42,674] Trial 4178 finished with value: 0.997345867786222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:00:46,228] Trial 4179 finished with value: 0.9968956642357618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:00:49,760] Trial 4180 finished with value: 0.9973488676849741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:00:53,108] Trial 4181 finished with value: 0.9971865264157262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:00:58,318] Trial 4182 finished with value: 0.9969875186910948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 17, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:01:01,061] Trial 4183 finished with value: 0.9975587435799501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:01:03,372] Trial 4184 finished with value: 0.9966580251301574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:01:05,986] Trial 4185 finished with value: 0.9916281436643001 and parameters: {'classifier': 'SVC', 'svc_c': 63.4019675324682, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:01:14,975] Trial 4186 finished with value: 0.9959551882488253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 49, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:01:29,089] Trial 4187 finished with value: 0.9966951829835624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 45, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:01:32,484] Trial 4188 finished with value: 0.9972746383370102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:01:34,939] Trial 4189 finished with value: 0.9972936591823364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:01:37,889] Trial 4190 finished with value: 0.9974195551776778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:01:42,490] Trial 4191 finished with value: 0.9974022949292928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:01:47,100] Trial 4192 finished with value: 0.9971767315261985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:01:49,973] Trial 4193 finished with value: 0.9973998173095461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:02:12,674] Trial 4194 finished with value: 0.9964663979924325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 72, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:02:14,936] Trial 4195 finished with value: 0.9975341918012272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:02:18,640] Trial 4196 finished with value: 0.997546978940671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:02:27,693] Trial 4197 finished with value: 0.9970894630715433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 33, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:02:34,861] Trial 4198 finished with value: 0.9968671636583292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 23, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:02:38,316] Trial 4199 finished with value: 0.9973357654833226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:02:43,829] Trial 4200 finished with value: 0.9972690977870274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:02:47,445] Trial 4201 finished with value: 0.9973945222205396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:02:53,323] Trial 4202 finished with value: 0.9972610869804922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 21, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:03:05,097] Trial 4203 finished with value: 0.9967493527044885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 47, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:03:10,221] Trial 4204 finished with value: 0.9940160339355032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 43, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:03:16,755] Trial 4205 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 2.072928797290646e-05, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:03:20,753] Trial 4206 finished with value: 0.9958803520085949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 25, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:03:28,278] Trial 4207 finished with value: 0.9966410910205097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 28, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:03:32,673] Trial 4208 finished with value: 0.9933059393247046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 49, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:03:35,232] Trial 4209 finished with value: 0.9906046450564941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:03:37,663] Trial 4210 finished with value: 0.9970390391854086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:03:41,065] Trial 4211 finished with value: 0.9973279062887714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:03:46,003] Trial 4212 finished with value: 0.9973481502495757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:03:50,235] Trial 4213 finished with value: 0.9975564245227891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:03:54,189] Trial 4214 finished with value: 0.9973572186266635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:03:56,077] Trial 4215 finished with value: 0.9959252895848306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 38}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:03:59,422] Trial 4216 finished with value: 0.9974979962729144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:04:04,920] Trial 4217 finished with value: 0.9972684276728491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:04:09,356] Trial 4218 finished with value: 0.9974485469944422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:04:13,919] Trial 4219 finished with value: 0.997604801694747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:04:18,304] Trial 4220 finished with value: 0.9974387787964947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:04:22,530] Trial 4221 finished with value: 0.997389106717912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:04:38,404] Trial 4222 finished with value: 0.9965947440590167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 59, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:04:41,679] Trial 4223 finished with value: 0.9974820697148772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:04:47,065] Trial 4224 finished with value: 0.986258894720588 and parameters: {'classifier': 'SVC', 'svc_c': 0.8505884895989669, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:04:51,164] Trial 4225 finished with value: 0.9975284035368762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:05:08,283] Trial 4226 finished with value: 0.9962297970020435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 56, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:05:12,645] Trial 4227 finished with value: 0.9963616963812725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 18, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:05:15,785] Trial 4228 finished with value: 0.9974546426721648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:05:18,889] Trial 4229 finished with value: 0.997704007030305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:05:20,480] Trial 4230 finished with value: 0.9955488717181257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:05:23,299] Trial 4231 finished with value: 0.9974086807867032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:05:26,137] Trial 4232 finished with value: 0.9973016682432866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:05:28,984] Trial 4233 finished with value: 0.9976238904591951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:05:32,366] Trial 4234 finished with value: 0.9975552971605778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:05:48,187] Trial 4235 finished with value: 0.9969520755416168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 46, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:05:50,981] Trial 4236 finished with value: 0.9973604875359192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:05:53,300] Trial 4237 finished with value: 0.9974506285885796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:05:57,428] Trial 4238 finished with value: 0.9975384935572055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:06:00,902] Trial 4239 finished with value: 0.9971483521240967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:06:05,767] Trial 4240 finished with value: 0.9973839549572956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:06:12,252] Trial 4241 finished with value: 0.9966942052973228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 31, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:06:22,105] Trial 4242 finished with value: 0.992716058195604 and parameters: {'classifier': 'SVC', 'svc_c': 2415736.5255452213, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:06:25,182] Trial 4243 finished with value: 0.997331348137885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:06:39,946] Trial 4244 finished with value: 0.9966540335487486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 48, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:06:45,478] Trial 4245 finished with value: 0.9975645834501384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:06:51,561] Trial 4246 finished with value: 0.9972855363409879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:06:54,996] Trial 4247 finished with value: 0.9975659076825897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:06:57,663] Trial 4248 finished with value: 0.9972432311385356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:07:04,126] Trial 4249 finished with value: 0.9970390634331698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 21, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:07:06,886] Trial 4250 finished with value: 0.996700591916443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:07:09,509] Trial 4251 finished with value: 0.9972841499657138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:07:12,978] Trial 4252 finished with value: 0.9969190477738489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:07:15,524] Trial 4253 finished with value: 0.9975285261404129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:07:17,605] Trial 4254 finished with value: 0.9873512909618061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 1, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:07:20,994] Trial 4255 finished with value: 0.9977656351594866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:07:24,805] Trial 4256 finished with value: 0.9973256860317165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:07:27,869] Trial 4257 finished with value: 0.9977454051950997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:07:31,029] Trial 4258 finished with value: 0.997492467592909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:07:33,826] Trial 4259 finished with value: 0.9974717498168841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:07:36,805] Trial 4260 finished with value: 0.9973235866326132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:07:39,734] Trial 4261 finished with value: 0.9974746962055242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:07:43,676] Trial 4262 finished with value: 0.9867841680070638 and parameters: {'classifier': 'SVC', 'svc_c': 1366970.570810761, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:07:47,345] Trial 4263 finished with value: 0.9975551754139648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:07:49,843] Trial 4264 finished with value: 0.997317578995846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:07:52,348] Trial 4265 finished with value: 0.9969540739189607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:07:55,101] Trial 4266 finished with value: 0.9972508418252714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:07:57,348] Trial 4267 finished with value: 0.9970691545875733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:07:59,092] Trial 4268 finished with value: 0.9953842880070257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:08:01,721] Trial 4269 finished with value: 0.9971322935046262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:08:04,215] Trial 4270 finished with value: 0.997522002540484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:08:06,654] Trial 4271 finished with value: 0.9974786162179518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:08:10,854] Trial 4272 finished with value: 0.9973360622962332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:08:13,848] Trial 4273 finished with value: 0.9973683529511002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:08:15,897] Trial 4274 finished with value: 0.9973061440816876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:08:17,217] Trial 4275 finished with value: 0.9885914825449474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:08:19,060] Trial 4276 finished with value: 0.9963188773103603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:08:22,209] Trial 4277 finished with value: 0.9970425036001744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:08:24,902] Trial 4278 finished with value: 0.9972898308607236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:08:27,864] Trial 4279 finished with value: 0.9975026860248116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:08:35,289] Trial 4280 finished with value: 0.9852824191551797 and parameters: {'classifier': 'SVC', 'svc_c': 0.001051575318076618, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:08:38,927] Trial 4281 finished with value: 0.9973607504844826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:08:41,370] Trial 4282 finished with value: 0.9973867440846041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 106}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:08:44,437] Trial 4283 finished with value: 0.997388108909839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:08:47,914] Trial 4284 finished with value: 0.99750688707641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:08:51,009] Trial 4285 finished with value: 0.9972396944565546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:08:59,589] Trial 4286 finished with value: 0.9965601392981025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 36, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:09:01,500] Trial 4287 finished with value: 0.994160550402468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:09:12,628] Trial 4288 finished with value: 0.9968673902035127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 42, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:09:17,019] Trial 4289 finished with value: 0.9973110845313161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:09:19,985] Trial 4290 finished with value: 0.9976190674080861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:09:22,813] Trial 4291 finished with value: 0.9974059064492596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:09:25,870] Trial 4292 finished with value: 0.9971705029301196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:09:29,046] Trial 4293 finished with value: 0.9974151494165765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:09:32,287] Trial 4294 finished with value: 0.9972158144423812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:09:34,913] Trial 4295 finished with value: 0.9974600568100622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:09:38,249] Trial 4296 finished with value: 0.997314381496882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:09:56,517] Trial 4297 finished with value: 0.9965813884301742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 65, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:10:00,665] Trial 4298 finished with value: 0.9972584958342506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:10:05,129] Trial 4299 finished with value: 0.9852071201762582 and parameters: {'classifier': 'SVC', 'svc_c': 2.9253930799638856e-08, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:10:08,419] Trial 4300 finished with value: 0.9972541287616584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:10:11,842] Trial 4301 finished with value: 0.9969899441019837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:10:13,819] Trial 4302 finished with value: 0.995424989969082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:10:16,796] Trial 4303 finished with value: 0.9974121554210753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:10:19,311] Trial 4304 finished with value: 0.9967308894307209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:10:28,547] Trial 4305 finished with value: 0.9971856718725677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 31, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:10:31,674] Trial 4306 finished with value: 0.997485783081789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:10:35,151] Trial 4307 finished with value: 0.997576069716231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:10:38,944] Trial 4308 finished with value: 0.9974675323885256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:10:42,506] Trial 4309 finished with value: 0.9974910407835408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:10:46,217] Trial 4310 finished with value: 0.9970036085089283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:10:49,417] Trial 4311 finished with value: 0.9973027171493906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:10:52,244] Trial 4312 finished with value: 0.9972735238603896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:10:55,025] Trial 4313 finished with value: 0.9963469485691184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:10:57,603] Trial 4314 finished with value: 0.9975913095294263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:11:00,957] Trial 4315 finished with value: 0.997542177630029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:11:05,920] Trial 4316 finished with value: 0.9969896067597652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:11:10,017] Trial 4317 finished with value: 0.9976353643157658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:11:17,725] Trial 4318 finished with value: 0.9853851675837761 and parameters: {'classifier': 'SVC', 'svc_c': 0.046195292438299194, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:11:20,461] Trial 4319 finished with value: 0.9971539154936351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:11:22,782] Trial 4320 finished with value: 0.9972981303870029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:11:26,335] Trial 4321 finished with value: 0.9975203751475407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:11:29,321] Trial 4322 finished with value: 0.9974548773422525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:11:32,093] Trial 4323 finished with value: 0.9971891003282841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:11:35,087] Trial 4324 finished with value: 0.9967249112467318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:11:38,581] Trial 4325 finished with value: 0.9971321111703478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:11:43,885] Trial 4326 finished with value: 0.9975039961973703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:11:47,092] Trial 4327 finished with value: 0.9975370804586133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:11:50,074] Trial 4328 finished with value: 0.9975215060961352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:11:53,929] Trial 4329 finished with value: 0.9974380016620924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:11:57,808] Trial 4330 finished with value: 0.9973585932589119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:12:01,005] Trial 4331 finished with value: 0.9965063785201141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:12:03,345] Trial 4332 finished with value: 0.9973518274035352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:12:06,662] Trial 4333 finished with value: 0.997118900393315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:12:11,342] Trial 4334 finished with value: 0.9974443506083165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:12:14,382] Trial 4335 finished with value: 0.9950872641344911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 40, 'rf_n_estimators': 45}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:12:19,785] Trial 4336 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 1.0077948743238265e-05, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:12:22,338] Trial 4337 finished with value: 0.9970930272702901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:12:24,601] Trial 4338 finished with value: 0.9973525568041247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 4, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:12:35,031] Trial 4339 finished with value: 0.9971206312200991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 35, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:12:37,016] Trial 4340 finished with value: 0.9970444361213602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:12:38,921] Trial 4341 finished with value: 0.9970737110085213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:12:41,583] Trial 4342 finished with value: 0.9955602636274196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:12:45,693] Trial 4343 finished with value: 0.9974924083699735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:12:49,052] Trial 4344 finished with value: 0.9973224865332644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:12:52,703] Trial 4345 finished with value: 0.9973739445356383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:13:10,178] Trial 4346 finished with value: 0.9958387245056809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 66, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:13:13,714] Trial 4347 finished with value: 0.9973878671939357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:13:16,978] Trial 4348 finished with value: 0.9973939152965351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:13:21,357] Trial 4349 finished with value: 0.997479564483151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:13:25,187] Trial 4350 finished with value: 0.9970297159529237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:13:26,904] Trial 4351 finished with value: 0.9966099171591307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:13:31,042] Trial 4352 finished with value: 0.9974922798314484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:13:40,655] Trial 4353 finished with value: 0.9968532532826018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 33, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:13:49,791] Trial 4354 finished with value: 0.9955902373515654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 47, 'rf_n_estimators': 111}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:13:56,042] Trial 4355 finished with value: 0.985076919187672 and parameters: {'classifier': 'SVC', 'svc_c': 0.0002346544298051606, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:13:57,192] Trial 4356 finished with value: 0.9890379571451832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:13:58,479] Trial 4357 finished with value: 0.9921313833211073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:14:02,754] Trial 4358 finished with value: 0.9972793165045714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:14:05,500] Trial 4359 finished with value: 0.9976567449697263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:14:08,921] Trial 4360 finished with value: 0.997478458321862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:14:11,848] Trial 4361 finished with value: 0.997306561371695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:14:15,559] Trial 4362 finished with value: 0.9976173918052614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:14:17,418] Trial 4363 finished with value: 0.9974817273263313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:14:19,827] Trial 4364 finished with value: 0.9972447944209061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:14:23,625] Trial 4365 finished with value: 0.9974023815420422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:14:26,573] Trial 4366 finished with value: 0.9975398308656747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:14:30,271] Trial 4367 finished with value: 0.9973978501305653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:14:34,919] Trial 4368 finished with value: 0.9973819826367737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:14:39,305] Trial 4369 finished with value: 0.9976054759348533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:14:44,035] Trial 4370 finished with value: 0.9972198305889303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:14:46,988] Trial 4371 finished with value: 0.9973728349466553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:14:49,035] Trial 4372 finished with value: 0.9969970696748036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:14:52,713] Trial 4373 finished with value: 0.997329667107878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:14:55,020] Trial 4374 finished with value: 0.9974329499393604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:14:59,136] Trial 4375 finished with value: 0.9867063428493975 and parameters: {'classifier': 'SVC', 'svc_c': 6337793.365564446, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:15:02,275] Trial 4376 finished with value: 0.9973452723830779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:15:05,820] Trial 4377 finished with value: 0.9973279352972187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:15:13,570] Trial 4378 finished with value: 0.9967398560560773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 28, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:15:24,344] Trial 4379 finished with value: 0.9972332303652024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 37, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:15:27,623] Trial 4380 finished with value: 0.997573679693109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:15:29,606] Trial 4381 finished with value: 0.9970469684889972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:15:33,802] Trial 4382 finished with value: 0.9977613291506285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:15:38,434] Trial 4383 finished with value: 0.9972449647265176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:15:41,309] Trial 4384 finished with value: 0.996092206666888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:15:58,869] Trial 4385 finished with value: 0.9966148355509136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 63, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:16:03,528] Trial 4386 finished with value: 0.9972320911012758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:16:07,426] Trial 4387 finished with value: 0.9976098027955166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:16:09,779] Trial 4388 finished with value: 0.9967710737157685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 110}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:16:13,567] Trial 4389 finished with value: 0.9975965319703629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:16:15,360] Trial 4390 finished with value: 0.9940371247271544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:16:18,837] Trial 4391 finished with value: 0.9965431579624484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:16:22,211] Trial 4392 finished with value: 0.997197486499051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:16:25,359] Trial 4393 finished with value: 0.9899677785896301 and parameters: {'classifier': 'SVC', 'svc_c': 5.056306635762557, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:16:26,883] Trial 4394 finished with value: 0.9972060965807549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:16:41,174] Trial 4395 finished with value: 0.9963266781071617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 46, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:16:46,399] Trial 4396 finished with value: 0.9972404138279654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:16:47,316] Trial 4397 finished with value: 0.9879750111113271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 4, 'rf_n_estimators': 105}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:16:49,636] Trial 4398 finished with value: 0.9972711785242412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:16:53,400] Trial 4399 finished with value: 0.9974458828192754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:16:56,008] Trial 4400 finished with value: 0.9974660263930785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:16:59,229] Trial 4401 finished with value: 0.9975889664149316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:17:03,052] Trial 4402 finished with value: 0.9975363834306895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:17:05,313] Trial 4403 finished with value: 0.9957916037422662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:17:07,531] Trial 4404 finished with value: 0.9972680958530264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:17:13,336] Trial 4405 finished with value: 0.9972624798302995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:17:16,217] Trial 4406 finished with value: 0.9973441981501238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:17:19,462] Trial 4407 finished with value: 0.9974971823542774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:17:22,632] Trial 4408 finished with value: 0.997526795313629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:17:24,235] Trial 4409 finished with value: 0.9974595380857024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:17:38,487] Trial 4410 finished with value: 0.9964997883975312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 61, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:17:42,132] Trial 4411 finished with value: 0.99749798678328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:17:45,181] Trial 4412 finished with value: 0.9971321956249198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:17:47,746] Trial 4413 finished with value: 0.9975649886162651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:17:51,181] Trial 4414 finished with value: 0.9973492131520968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:17:55,362] Trial 4415 finished with value: 0.9866073851964693 and parameters: {'classifier': 'SVC', 'svc_c': 213130958.31964138, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:18:18,183] Trial 4416 finished with value: 0.9964009694075209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 73, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:18:19,942] Trial 4417 finished with value: 0.9970682013395225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:18:24,450] Trial 4418 finished with value: 0.9975339395166004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:18:27,279] Trial 4419 finished with value: 0.9973794080577197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:18:31,140] Trial 4420 finished with value: 0.997126374734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:18:34,508] Trial 4421 finished with value: 0.9974299080196188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:18:39,540] Trial 4422 finished with value: 0.9972247852888793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:18:42,452] Trial 4423 finished with value: 0.9972774790701563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:18:45,595] Trial 4424 finished with value: 0.9976276640329175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:18:59,567] Trial 4425 finished with value: 0.9956917276260336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 59, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:19:03,313] Trial 4426 finished with value: 0.9973084121042933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:19:15,547] Trial 4427 finished with value: 0.9968739430975303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 43, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:19:18,470] Trial 4428 finished with value: 0.9970329222115502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:19:21,443] Trial 4429 finished with value: 0.9967003908250612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:19:38,578] Trial 4430 finished with value: 0.9965328946214064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 71, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:19:43,258] Trial 4431 finished with value: 0.9975009955686462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:19:49,369] Trial 4432 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.719546237900074e-07, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:19:53,177] Trial 4433 finished with value: 0.9972828644852476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:20:09,955] Trial 4434 finished with value: 0.9967205158321883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 56, 'rf_n_estimators': 111}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:20:25,331] Trial 4435 finished with value: 0.9968833144764208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 49, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:20:29,088] Trial 4436 finished with value: 0.9974754784179917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:20:32,768] Trial 4437 finished with value: 0.9973435963041845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:20:36,193] Trial 4438 finished with value: 0.9976697814739092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:20:40,265] Trial 4439 finished with value: 0.9974046838098501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:20:43,773] Trial 4440 finished with value: 0.9974514013431506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:20:47,410] Trial 4441 finished with value: 0.9973575619038706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:20:50,161] Trial 4442 finished with value: 0.9976682247930236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:21:02,628] Trial 4443 finished with value: 0.9967166136247269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 42, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:21:05,863] Trial 4444 finished with value: 0.9973466577110011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:21:09,897] Trial 4445 finished with value: 0.997441134828318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:21:12,119] Trial 4446 finished with value: 0.9973892982561837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:21:14,624] Trial 4447 finished with value: 0.995881021202374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 35}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:21:17,163] Trial 4448 finished with value: 0.9975134320676885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:21:20,738] Trial 4449 finished with value: 0.9969424877736731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:21:26,934] Trial 4450 finished with value: 0.985204662329228 and parameters: {'classifier': 'SVC', 'svc_c': 8.950297564718573e-09, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:21:30,483] Trial 4451 finished with value: 0.9973031903933288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:21:31,624] Trial 4452 finished with value: 0.9969419851721705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 26}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:21:33,227] Trial 4453 finished with value: 0.9971306134584944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 106}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:21:48,135] Trial 4454 finished with value: 0.9968751147023843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 52, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:21:52,434] Trial 4455 finished with value: 0.9972283834471871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:21:56,936] Trial 4456 finished with value: 0.996859518535964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:22:00,634] Trial 4457 finished with value: 0.9972777491914869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:22:01,702] Trial 4458 finished with value: 0.9892406119997136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 50}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:22:04,313] Trial 4459 finished with value: 0.9974048282808049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:22:07,523] Trial 4460 finished with value: 0.9965570165419106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:22:09,873] Trial 4461 finished with value: 0.9975047461641235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:22:12,854] Trial 4462 finished with value: 0.9973569867812494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:22:16,464] Trial 4463 finished with value: 0.9975468668106439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:22:19,701] Trial 4464 finished with value: 0.9972268185144456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:22:23,578] Trial 4465 finished with value: 0.9975514687437513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:22:26,737] Trial 4466 finished with value: 0.9974244157747311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:22:36,599] Trial 4467 finished with value: 0.9969733889112131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 38, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:22:41,460] Trial 4468 finished with value: 0.9975534727704428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:22:47,979] Trial 4469 finished with value: 0.9853858225272347 and parameters: {'classifier': 'SVC', 'svc_c': 0.11332442429332461, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:22:51,875] Trial 4470 finished with value: 0.9970399340991855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:22:54,632] Trial 4471 finished with value: 0.9974451227598674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:22:58,085] Trial 4472 finished with value: 0.9971621351038632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:23:01,676] Trial 4473 finished with value: 0.9941605561470291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:23:04,857] Trial 4474 finished with value: 0.9974238813718451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:23:23,452] Trial 4475 finished with value: 0.9967424970943095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 65, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:23:33,205] Trial 4476 finished with value: 0.996554696976943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 43, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:23:34,736] Trial 4477 finished with value: 0.9972475547936704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:23:37,623] Trial 4478 finished with value: 0.9973297102396943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:23:39,660] Trial 4479 finished with value: 0.9961882181850795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:23:43,931] Trial 4480 finished with value: 0.9971463908801045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:23:49,122] Trial 4481 finished with value: 0.99740161123129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:23:53,147] Trial 4482 finished with value: 0.9975321705725898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:23:55,147] Trial 4483 finished with value: 0.9960267300942602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:23:56,172] Trial 4484 finished with value: 0.9971873691841212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 41}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:23:59,201] Trial 4485 finished with value: 0.9973887920365594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:24:01,725] Trial 4486 finished with value: 0.9975167518845479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:24:06,162] Trial 4487 finished with value: 0.9972980874773519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:24:09,048] Trial 4488 finished with value: 0.9909421621826052 and parameters: {'classifier': 'SVC', 'svc_c': 22.577078238420228, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:24:10,973] Trial 4489 finished with value: 0.9956896569497365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:24:15,367] Trial 4490 finished with value: 0.9974999239699384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:24:19,741] Trial 4491 finished with value: 0.9975689387797048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:24:22,251] Trial 4492 finished with value: 0.9974284796233553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 103}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:24:25,809] Trial 4493 finished with value: 0.9973178076039936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:24:29,562] Trial 4494 finished with value: 0.9974631322450339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:24:33,429] Trial 4495 finished with value: 0.997238569950755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:24:49,918] Trial 4496 finished with value: 0.9967651441859916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 52, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:25:07,623] Trial 4497 finished with value: 0.9963872880207959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 70, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:25:10,552] Trial 4498 finished with value: 0.9977460241477711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:25:15,512] Trial 4499 finished with value: 0.9976222367237884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:25:18,815] Trial 4500 finished with value: 0.9972199802331639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:25:22,116] Trial 4501 finished with value: 0.9972861138122143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:25:24,855] Trial 4502 finished with value: 0.9973271949153134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:25:25,967] Trial 4503 finished with value: 0.9969926984445455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 18}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:25:29,349] Trial 4504 finished with value: 0.9973092048537463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:25:32,772] Trial 4505 finished with value: 0.9977116435516974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:25:37,509] Trial 4506 finished with value: 0.9952036613549815 and parameters: {'classifier': 'SVC', 'svc_c': 228259.506238393, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:25:41,891] Trial 4507 finished with value: 0.9973863801460192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:25:45,576] Trial 4508 finished with value: 0.9973439549108009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:25:49,031] Trial 4509 finished with value: 0.9975164749713051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:25:52,250] Trial 4510 finished with value: 0.9975348199261539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:25:56,028] Trial 4511 finished with value: 0.9973930179072013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:26:00,376] Trial 4512 finished with value: 0.9973278918797615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:26:03,308] Trial 4513 finished with value: 0.9974779553712424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:26:07,763] Trial 4514 finished with value: 0.9970193526692112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:26:12,027] Trial 4515 finished with value: 0.9974655872673907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:26:16,363] Trial 4516 finished with value: 0.9972540270734029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:26:19,787] Trial 4517 finished with value: 0.99772761901785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:26:23,327] Trial 4518 finished with value: 0.997268158408442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:26:26,061] Trial 4519 finished with value: 0.9969232428587204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:26:27,185] Trial 4520 finished with value: 0.9969300899631403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 23}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:26:32,435] Trial 4521 finished with value: 0.9975135141419172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:26:35,786] Trial 4522 finished with value: 0.9975405838475294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:26:41,180] Trial 4523 finished with value: 0.9971280597947215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:26:43,951] Trial 4524 finished with value: 0.9976705932661064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:26:50,118] Trial 4525 finished with value: 0.9852070388002637 and parameters: {'classifier': 'SVC', 'svc_c': 2.1633282708891008e-10, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:26:53,046] Trial 4526 finished with value: 0.9975474542158355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:26:56,650] Trial 4527 finished with value: 0.9972418914497235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:26:59,967] Trial 4528 finished with value: 0.9972493406222479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:27:03,025] Trial 4529 finished with value: 0.9972312823241798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:27:07,536] Trial 4530 finished with value: 0.9976269762407247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:27:11,845] Trial 4531 finished with value: 0.9975354525578632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:27:15,205] Trial 4532 finished with value: 0.9972865126624976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 2, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:27:20,493] Trial 4533 finished with value: 0.9969998762896991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:27:22,061] Trial 4534 finished with value: 0.997504412313075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 33}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:27:25,671] Trial 4535 finished with value: 0.9973758623939109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:27:27,052] Trial 4536 finished with value: 0.9894432623157231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:27:31,282] Trial 4537 finished with value: 0.9974042784850338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:27:40,562] Trial 4538 finished with value: 0.9968808475840868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 30, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:27:43,644] Trial 4539 finished with value: 0.9974217936840296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:27:47,366] Trial 4540 finished with value: 0.9974923030953345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:27:49,443] Trial 4541 finished with value: 0.9916355292023201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 5}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:27:52,768] Trial 4542 finished with value: 0.9972572380609774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:28:04,638] Trial 4543 finished with value: 0.9969778923615937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 35, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:28:10,024] Trial 4544 finished with value: 0.9853818888040312 and parameters: {'classifier': 'SVC', 'svc_c': 0.007567072789763692, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:28:11,445] Trial 4545 finished with value: 0.9968396859619165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:28:14,781] Trial 4546 finished with value: 0.9975301935548576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:28:17,450] Trial 4547 finished with value: 0.9965531182699497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:28:32,856] Trial 4548 finished with value: 0.9964274964583909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 52, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:28:36,085] Trial 4549 finished with value: 0.9969930380084175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:28:39,336] Trial 4550 finished with value: 0.9975648309423408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:28:41,715] Trial 4551 finished with value: 0.9971856800926856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 4, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:28:47,549] Trial 4552 finished with value: 0.9972312539822283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:28:51,530] Trial 4553 finished with value: 0.9975639942676241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:28:57,453] Trial 4554 finished with value: 0.9918050395570589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 57, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:28:59,492] Trial 4555 finished with value: 0.9956926944579089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 27, 'rf_n_estimators': 21}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:29:02,972] Trial 4556 finished with value: 0.9973621440325239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:29:07,816] Trial 4557 finished with value: 0.9975200129228025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:29:15,688] Trial 4558 finished with value: 0.9968596025462051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 33, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:29:19,521] Trial 4559 finished with value: 0.997203576813067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:29:21,406] Trial 4560 finished with value: 0.9968898625145384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 2, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:29:25,542] Trial 4561 finished with value: 0.9976235639078652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:29:28,805] Trial 4562 finished with value: 0.9974533603654892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:29:31,811] Trial 4563 finished with value: 0.9926819151895057 and parameters: {'classifier': 'SVC', 'svc_c': 4004.3060695114127, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:29:34,274] Trial 4564 finished with value: 0.997547025595395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:29:38,183] Trial 4565 finished with value: 0.9974535844985918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:29:40,815] Trial 4566 finished with value: 0.9968139593410724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 43}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:29:43,455] Trial 4567 finished with value: 0.996925883071767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:29:47,019] Trial 4568 finished with value: 0.9973298326210654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:29:50,478] Trial 4569 finished with value: 0.9976282542310448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:29:53,786] Trial 4570 finished with value: 0.9974884575717757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:29:55,653] Trial 4571 finished with value: 0.9973783616906484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 53}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:29:58,310] Trial 4572 finished with value: 0.9972970340644651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:30:00,997] Trial 4573 finished with value: 0.9964482040465475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:30:07,393] Trial 4574 finished with value: 0.9974316743293832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:30:09,025] Trial 4575 finished with value: 0.9960201871659459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 13, 'rf_n_estimators': 29}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:30:12,267] Trial 4576 finished with value: 0.9975770394362559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:30:15,083] Trial 4577 finished with value: 0.9963970822120896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:30:18,783] Trial 4578 finished with value: 0.9973814657532127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:30:19,389] Trial 4579 finished with value: 0.9935320213886826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 8}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:30:22,434] Trial 4580 finished with value: 0.9976781712945352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:30:27,390] Trial 4581 finished with value: 0.9850770828917987 and parameters: {'classifier': 'SVC', 'svc_c': 0.00014002013048072475, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:30:32,044] Trial 4582 finished with value: 0.9975483064738647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:30:35,162] Trial 4583 finished with value: 0.997298475060678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:30:37,395] Trial 4584 finished with value: 0.9956043969016041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:30:40,444] Trial 4585 finished with value: 0.9975564443589812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:30:43,925] Trial 4586 finished with value: 0.9973665736922693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:30:47,060] Trial 4587 finished with value: 0.9973303451247952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:30:52,614] Trial 4588 finished with value: 0.9973940585931874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:31:00,959] Trial 4589 finished with value: 0.9969876510699068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 25, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:31:23,865] Trial 4590 finished with value: 0.9962970902524949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 71, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:31:27,915] Trial 4591 finished with value: 0.9973823109654264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:31:35,559] Trial 4592 finished with value: 0.9967620474231458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 28, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:31:39,478] Trial 4593 finished with value: 0.9972991965267908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:31:42,929] Trial 4594 finished with value: 0.9975017419490163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:31:45,874] Trial 4595 finished with value: 0.9975912437367441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:31:49,478] Trial 4596 finished with value: 0.9977263101465459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:31:53,918] Trial 4597 finished with value: 0.9976208787539415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:31:57,388] Trial 4598 finished with value: 0.9973439677011776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:32:00,796] Trial 4599 finished with value: 0.9958739580897559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:32:03,761] Trial 4600 finished with value: 0.9910399518805386 and parameters: {'classifier': 'SVC', 'svc_c': 9820.477572263891, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:32:07,426] Trial 4601 finished with value: 0.9971021414769163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:32:10,383] Trial 4602 finished with value: 0.9976221821345875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:32:16,500] Trial 4603 finished with value: 0.9972364449391605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:32:27,846] Trial 4604 finished with value: 0.9968768101731396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 46, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:32:30,972] Trial 4605 finished with value: 0.9975234130365678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:32:34,805] Trial 4606 finished with value: 0.9974784804431834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:32:37,952] Trial 4607 finished with value: 0.996251699268513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:32:41,434] Trial 4608 finished with value: 0.9971317052107734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:32:43,072] Trial 4609 finished with value: 0.9915963828103226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:32:45,468] Trial 4610 finished with value: 0.9974325633716473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:32:48,863] Trial 4611 finished with value: 0.9975802219549275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:32:53,054] Trial 4612 finished with value: 0.997380420179589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:32:55,824] Trial 4613 finished with value: 0.9969171646685848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:32:59,424] Trial 4614 finished with value: 0.9972363359511861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:33:04,221] Trial 4615 finished with value: 0.997463816926912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:33:15,518] Trial 4616 finished with value: 0.9967373679310834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 36, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:33:20,090] Trial 4617 finished with value: 0.997528321684813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:33:25,293] Trial 4618 finished with value: 0.985335512802353 and parameters: {'classifier': 'SVC', 'svc_c': 0.002209348964135286, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:33:28,850] Trial 4619 finished with value: 0.9974448462274795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:33:32,302] Trial 4620 finished with value: 0.9972450773960891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:33:50,983] Trial 4621 finished with value: 0.9967088414237802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 64, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:33:54,302] Trial 4622 finished with value: 0.9972853418828289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:33:57,971] Trial 4623 finished with value: 0.9974514668819295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:33:59,345] Trial 4624 finished with value: 0.9964155866816612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:34:03,304] Trial 4625 finished with value: 0.9974160413152523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:34:06,433] Trial 4626 finished with value: 0.9974992433822507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:34:10,207] Trial 4627 finished with value: 0.99735648989257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:34:11,459] Trial 4628 finished with value: 0.9974377210989903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 37}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:34:16,058] Trial 4629 finished with value: 0.9971680570482803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:34:18,305] Trial 4630 finished with value: 0.9969192017027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:34:30,117] Trial 4631 finished with value: 0.996769412680643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 37, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:34:32,127] Trial 4632 finished with value: 0.9969753586292267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:34:35,963] Trial 4633 finished with value: 0.997613065991949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:34:37,663] Trial 4634 finished with value: 0.9940382114965821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:34:44,429] Trial 4635 finished with value: 0.9972574925672575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 26, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:34:47,629] Trial 4636 finished with value: 0.9971990993560328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:34:49,765] Trial 4637 finished with value: 0.9926264463408129 and parameters: {'classifier': 'SVC', 'svc_c': 306.34823933344705, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:34:54,172] Trial 4638 finished with value: 0.9974118075736093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:34:57,546] Trial 4639 finished with value: 0.9972391343142256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:35:07,553] Trial 4640 finished with value: 0.9966240357672689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 29, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:35:12,410] Trial 4641 finished with value: 0.997159300654823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:35:15,270] Trial 4642 finished with value: 0.9975152920360179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:35:17,818] Trial 4643 finished with value: 0.9976739871275039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:35:21,817] Trial 4644 finished with value: 0.997282638289181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:35:30,335] Trial 4645 finished with value: 0.996462756860998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 31, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:35:33,950] Trial 4646 finished with value: 0.9972281702954003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:35:35,782] Trial 4647 finished with value: 0.9968394214581956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:35:39,432] Trial 4648 finished with value: 0.9971907658067165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:35:44,723] Trial 4649 finished with value: 0.9973507559635167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:35:48,174] Trial 4650 finished with value: 0.9972208182726107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:35:50,836] Trial 4651 finished with value: 0.9973226776272052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:35:54,123] Trial 4652 finished with value: 0.9976261891723572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:35:57,213] Trial 4653 finished with value: 0.9975970170208025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:35:57,824] Trial 4654 finished with value: 0.9958475402172874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 3, 'rf_n_estimators': 14}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:35:59,458] Trial 4655 finished with value: 0.9954934270537187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:38:28,138] Trial 4656 finished with value: 0.9903917350810397 and parameters: {'classifier': 'SVC', 'svc_c': 803105349.0029325, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:38:33,441] Trial 4657 finished with value: 0.9976927342016401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:38:37,437] Trial 4658 finished with value: 0.9971206960606439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:38:48,420] Trial 4659 finished with value: 0.9969195943958292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 37, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:39:00,279] Trial 4660 finished with value: 0.9966058468677114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 39, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:39:04,136] Trial 4661 finished with value: 0.9974413805114596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:39:06,897] Trial 4662 finished with value: 0.9974978730663576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:39:10,429] Trial 4663 finished with value: 0.99743063754716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:39:14,236] Trial 4664 finished with value: 0.9974222233835589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:39:15,495] Trial 4665 finished with value: 0.9915243444888011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 4, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:39:20,021] Trial 4666 finished with value: 0.9975528836514043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:39:24,257] Trial 4667 finished with value: 0.9969908201317056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:39:26,591] Trial 4668 finished with value: 0.9963681258783056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:39:28,474] Trial 4669 finished with value: 0.9955753444336984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:39:32,116] Trial 4670 finished with value: 0.997404067174046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:39:39,353] Trial 4671 finished with value: 0.9967449276150014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 24, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:39:41,965] Trial 4672 finished with value: 0.9960357901560165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 2, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:39:47,085] Trial 4673 finished with value: 0.9974564428780143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:39:50,617] Trial 4674 finished with value: 0.9975494722389441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:39:58,138] Trial 4675 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 4.6908776532900006e-05, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:39:59,770] Trial 4676 finished with value: 0.9973307737134977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 48}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:40:02,283] Trial 4677 finished with value: 0.9969842627626432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:40:05,923] Trial 4678 finished with value: 0.9971387025307092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:40:09,633] Trial 4679 finished with value: 0.9974948436196137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:40:14,691] Trial 4680 finished with value: 0.9973398072106251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:40:18,397] Trial 4681 finished with value: 0.9976746884083073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:40:21,919] Trial 4682 finished with value: 0.9971461786169794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:40:25,134] Trial 4683 finished with value: 0.9972454589809506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:40:27,646] Trial 4684 finished with value: 0.9973395566715836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:40:31,186] Trial 4685 finished with value: 0.9973603707404197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:40:35,498] Trial 4686 finished with value: 0.9973452247444788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:40:58,933] Trial 4687 finished with value: 0.9962028239066215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 67, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:41:01,644] Trial 4688 finished with value: 0.9974963542487956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:41:05,791] Trial 4689 finished with value: 0.9974069384707969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:41:10,987] Trial 4690 finished with value: 0.9974609599756952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:41:14,139] Trial 4691 finished with value: 0.9973193951658631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 100}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:41:16,314] Trial 4692 finished with value: 0.9973062460555844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:41:17,992] Trial 4693 finished with value: 0.9885739947992417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:41:21,622] Trial 4694 finished with value: 0.9976029558497864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:41:29,091] Trial 4695 finished with value: 0.9960787398918934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 34, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:41:32,320] Trial 4696 finished with value: 0.9963304399061204 and parameters: {'classifier': 'SVC', 'svc_c': 25507.333317464498, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:41:35,281] Trial 4697 finished with value: 0.9972751887040637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:41:38,050] Trial 4698 finished with value: 0.9975025194325355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:41:41,465] Trial 4699 finished with value: 0.9973828818669063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:41:44,737] Trial 4700 finished with value: 0.9971505282337224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:41:47,759] Trial 4701 finished with value: 0.9977131785873299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:41:51,612] Trial 4702 finished with value: 0.9975047855191289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:41:58,013] Trial 4703 finished with value: 0.9975040340924316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:42:01,614] Trial 4704 finished with value: 0.9973581268386237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:42:04,806] Trial 4705 finished with value: 0.9974851226476726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:42:17,753] Trial 4706 finished with value: 0.9968062790848436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 44, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:42:22,443] Trial 4707 finished with value: 0.9977595803601891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:42:27,730] Trial 4708 finished with value: 0.9972634973158753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:42:32,220] Trial 4709 finished with value: 0.9974041901266996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:42:37,081] Trial 4710 finished with value: 0.9973436282325193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:42:43,940] Trial 4711 finished with value: 0.9973042070854569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:42:49,038] Trial 4712 finished with value: 0.9973604496408576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:42:54,793] Trial 4713 finished with value: 0.9866067297452042 and parameters: {'classifier': 'SVC', 'svc_c': 2987409339.525578, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:43:00,746] Trial 4714 finished with value: 0.9973515095801297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:43:05,987] Trial 4715 finished with value: 0.9975952800686025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:43:10,663] Trial 4716 finished with value: 0.99732313560521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:43:15,501] Trial 4717 finished with value: 0.9971195493700469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:43:20,078] Trial 4718 finished with value: 0.9973800969607393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:43:25,910] Trial 4719 finished with value: 0.9975109252173292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:43:31,416] Trial 4720 finished with value: 0.99712938634404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:43:36,266] Trial 4721 finished with value: 0.9974672704555753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:43:50,965] Trial 4722 finished with value: 0.9969776817805776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 46, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:43:56,282] Trial 4723 finished with value: 0.9972005847853161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 16, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:44:00,221] Trial 4724 finished with value: 0.9975574864414352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:44:04,839] Trial 4725 finished with value: 0.9974466498610232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:44:09,283] Trial 4726 finished with value: 0.9973234040444314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:44:15,365] Trial 4727 finished with value: 0.9971035946922236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:44:19,543] Trial 4728 finished with value: 0.9973673298161772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:44:37,652] Trial 4729 finished with value: 0.9965254473531564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 68, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:44:42,080] Trial 4730 finished with value: 0.9974632797945656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:44:46,470] Trial 4731 finished with value: 0.9970913510327072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:44:50,990] Trial 4732 finished with value: 0.9860457083396974 and parameters: {'classifier': 'SVC', 'svc_c': 0.3360763233524266, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:44:54,841] Trial 4733 finished with value: 0.9970896217928188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:45:15,980] Trial 4734 finished with value: 0.9957861234625695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 72, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:45:22,556] Trial 4735 finished with value: 0.9973641195268362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:45:26,070] Trial 4736 finished with value: 0.9973829209045323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:45:31,010] Trial 4737 finished with value: 0.9973438826435855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:45:36,122] Trial 4738 finished with value: 0.9974478926857419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:45:42,350] Trial 4739 finished with value: 0.9970699197250465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 17, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:45:46,495] Trial 4740 finished with value: 0.9968926869661378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:45:51,147] Trial 4741 finished with value: 0.9971052799751102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:45:54,979] Trial 4742 finished with value: 0.9973851021239611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:46:00,186] Trial 4743 finished with value: 0.9972853567361696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:46:05,920] Trial 4744 finished with value: 0.9974056559736938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:46:10,388] Trial 4745 finished with value: 0.9968676972042916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:46:11,456] Trial 4746 finished with value: 0.995792058641694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 17}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:46:16,246] Trial 4747 finished with value: 0.9972845770309968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:46:20,224] Trial 4748 finished with value: 0.9973437647055214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:46:24,533] Trial 4749 finished with value: 0.997173011145209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:46:30,015] Trial 4750 finished with value: 0.9853892645032998 and parameters: {'classifier': 'SVC', 'svc_c': 0.023041407911669098, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:46:35,540] Trial 4751 finished with value: 0.9975137129164319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:46:39,205] Trial 4752 finished with value: 0.9971833599246979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:46:43,464] Trial 4753 finished with value: 0.997346103725826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:46:44,612] Trial 4754 finished with value: 0.9917252798787185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:46:50,212] Trial 4755 finished with value: 0.9972354686811267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:46:54,468] Trial 4756 finished with value: 0.9973331435830485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:46:56,866] Trial 4757 finished with value: 0.9958549507647785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:47:00,220] Trial 4758 finished with value: 0.997413035671939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:47:03,824] Trial 4759 finished with value: 0.9974443955809313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:47:05,827] Trial 4760 finished with value: 0.9972588880195733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 3, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:47:10,124] Trial 4761 finished with value: 0.9975587419613169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:47:15,329] Trial 4762 finished with value: 0.9970094022956747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:47:19,101] Trial 4763 finished with value: 0.9974181669616051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:47:22,244] Trial 4764 finished with value: 0.9973983741234177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:47:27,158] Trial 4765 finished with value: 0.9971518308843965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:47:29,980] Trial 4766 finished with value: 0.9915232886638332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:47:35,571] Trial 4767 finished with value: 0.9973472335001183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:47:38,312] Trial 4768 finished with value: 0.9967462923450228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:47:44,491] Trial 4769 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.0356011526330906e-06, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:47:47,975] Trial 4770 finished with value: 0.9974160633730978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:47:51,865] Trial 4771 finished with value: 0.9973484567742861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:47:53,628] Trial 4772 finished with value: 0.9971222652145272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:48:07,261] Trial 4773 finished with value: 0.9968980667953574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 40, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:48:12,000] Trial 4774 finished with value: 0.9974159722218277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:48:14,405] Trial 4775 finished with value: 0.9969602082534544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:48:18,325] Trial 4776 finished with value: 0.9974593640984938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:48:21,445] Trial 4777 finished with value: 0.9971617678010603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:48:25,669] Trial 4778 finished with value: 0.997409777140979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:48:31,378] Trial 4779 finished with value: 0.9972280358853624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:48:35,409] Trial 4780 finished with value: 0.9938899755372893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 38, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:48:43,991] Trial 4781 finished with value: 0.9965800516929871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 32, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:48:50,113] Trial 4782 finished with value: 0.9974335068126848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:48:51,759] Trial 4783 finished with value: 0.9971925693133086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:48:57,107] Trial 4784 finished with value: 0.9974053207579153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:48:59,303] Trial 4785 finished with value: 0.9973534266766926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:49:02,553] Trial 4786 finished with value: 0.9975211661196705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:49:06,668] Trial 4787 finished with value: 0.9866085323948727 and parameters: {'classifier': 'SVC', 'svc_c': 80312598.04538347, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:49:08,693] Trial 4788 finished with value: 0.9968542515032676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:49:11,935] Trial 4789 finished with value: 0.9973390211896088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:49:17,680] Trial 4790 finished with value: 0.9956309369015406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 55, 'rf_n_estimators': 39}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:49:19,689] Trial 4791 finished with value: 0.9971316220257179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 46}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:49:23,635] Trial 4792 finished with value: 0.9973032450777435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:49:27,618] Trial 4793 finished with value: 0.997326074789345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:49:30,766] Trial 4794 finished with value: 0.9974622534541141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 97}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:49:35,613] Trial 4795 finished with value: 0.9972620394350954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 16, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:49:39,586] Trial 4796 finished with value: 0.9974972804878872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:49:43,644] Trial 4797 finished with value: 0.9975315969416503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:49:47,794] Trial 4798 finished with value: 0.997593450727354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:49:51,741] Trial 4799 finished with value: 0.9975906004093599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:49:55,110] Trial 4800 finished with value: 0.9975600940596508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:49:57,153] Trial 4801 finished with value: 0.9972320477790321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:50:00,742] Trial 4802 finished with value: 0.9975941621642878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:50:02,309] Trial 4803 finished with value: 0.997094711505826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:50:06,346] Trial 4804 finished with value: 0.997089279309059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:50:13,789] Trial 4805 finished with value: 0.9971415846183488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:50:19,418] Trial 4806 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 7.10254599725059e-10, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:50:21,613] Trial 4807 finished with value: 0.995370875821232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:50:23,913] Trial 4808 finished with value: 0.9972219511889558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:50:27,742] Trial 4809 finished with value: 0.9973112806715841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:50:32,119] Trial 4810 finished with value: 0.9974613737427948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:50:35,228] Trial 4811 finished with value: 0.9966528113536698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:50:39,677] Trial 4812 finished with value: 0.9975236062252105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:50:44,098] Trial 4813 finished with value: 0.9973260974819489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:50:50,167] Trial 4814 finished with value: 0.9974925922276716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:50:54,554] Trial 4815 finished with value: 0.9974414483988436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:50:58,388] Trial 4816 finished with value: 0.9970855910150941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:51:02,089] Trial 4817 finished with value: 0.997351824356696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:51:05,236] Trial 4818 finished with value: 0.9973159359561142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:51:06,379] Trial 4819 finished with value: 0.9934507915469925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 11}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:51:10,025] Trial 4820 finished with value: 0.9970995259242238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:51:13,556] Trial 4821 finished with value: 0.9973252980992734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 55}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:51:16,803] Trial 4822 finished with value: 0.9975439446697653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:51:20,914] Trial 4823 finished with value: 0.9974307206370017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:51:22,640] Trial 4824 finished with value: 0.9969271337674868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 19, 'rf_n_estimators': 32}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:51:26,340] Trial 4825 finished with value: 0.9875161858948268 and parameters: {'classifier': 'SVC', 'svc_c': 70940.82636618998, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:51:29,038] Trial 4826 finished with value: 0.9961239211517827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:51:48,829] Trial 4827 finished with value: 0.9966362021132428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 64, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:51:52,715] Trial 4828 finished with value: 0.997271362096298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:51:57,565] Trial 4829 finished with value: 0.997417361294824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:52:00,095] Trial 4830 finished with value: 0.9974239129193251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:52:04,493] Trial 4831 finished with value: 0.9972304790377415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:52:07,988] Trial 4832 finished with value: 0.9972687598100506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:52:12,115] Trial 4833 finished with value: 0.9975395486204636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:52:22,139] Trial 4834 finished with value: 0.9959839591697538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 59, 'rf_n_estimators': 108}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:52:25,555] Trial 4835 finished with value: 0.9976061171675359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:52:30,316] Trial 4836 finished with value: 0.9970973517506105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:52:48,266] Trial 4837 finished with value: 0.9962083864827123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 57, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:52:51,954] Trial 4838 finished with value: 0.9966127255830871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 17, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:52:54,440] Trial 4839 finished with value: 0.9973637493041458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:52:58,390] Trial 4840 finished with value: 0.9936837150343049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 33, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:53:02,337] Trial 4841 finished with value: 0.9974907073450848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:53:04,010] Trial 4842 finished with value: 0.9967359515000108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:53:07,764] Trial 4843 finished with value: 0.9972917292001832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:53:15,642] Trial 4844 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 5.354204958092295e-09, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:53:18,669] Trial 4845 finished with value: 0.9972852924034311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:53:22,469] Trial 4846 finished with value: 0.9973195142782298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:53:24,089] Trial 4847 finished with value: 0.9899539570800436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:53:27,604] Trial 4848 finished with value: 0.9972620116009506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:53:42,526] Trial 4849 finished with value: 0.9968341671524001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 57, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:53:59,334] Trial 4850 finished with value: 0.996793053137091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 49, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:54:21,441] Trial 4851 finished with value: 0.9966717744994802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 70, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:54:41,248] Trial 4852 finished with value: 0.996801365771126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 55, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:54:45,548] Trial 4853 finished with value: 0.9972828982226433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:54:48,513] Trial 4854 finished with value: 0.9974898525797607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:55:01,095] Trial 4855 finished with value: 0.996629040867015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 46, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:55:04,819] Trial 4856 finished with value: 0.9974725962034006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:55:08,998] Trial 4857 finished with value: 0.9972047438794006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:55:10,871] Trial 4858 finished with value: 0.9943425427366703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:55:11,873] Trial 4859 finished with value: 0.996673814707386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 26}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:55:19,035] Trial 4860 finished with value: 0.9970022888784734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 18, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:55:22,557] Trial 4861 finished with value: 0.9975192477535911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:55:24,824] Trial 4862 finished with value: 0.9931279884956391 and parameters: {'classifier': 'SVC', 'svc_c': 1570.4305142953724, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:55:29,542] Trial 4863 finished with value: 0.997278149438238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:55:37,747] Trial 4864 finished with value: 0.9971068182162717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 28, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:55:40,708] Trial 4865 finished with value: 0.9971961123111331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:55:44,444] Trial 4866 finished with value: 0.9974202843561019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:55:47,207] Trial 4867 finished with value: 0.9970800834407972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:55:49,176] Trial 4868 finished with value: 0.9972235319271755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:55:51,880] Trial 4869 finished with value: 0.9975610464190403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:55:57,565] Trial 4870 finished with value: 0.9974892301041817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:56:01,722] Trial 4871 finished with value: 0.9976287190326998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:56:04,736] Trial 4872 finished with value: 0.9974958507903695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:56:07,812] Trial 4873 finished with value: 0.9974572342944751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:56:12,339] Trial 4874 finished with value: 0.9974732373408693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:56:17,700] Trial 4875 finished with value: 0.9972778220617223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:56:20,395] Trial 4876 finished with value: 0.9973896342971479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:56:23,519] Trial 4877 finished with value: 0.9972773983289197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:56:27,490] Trial 4878 finished with value: 0.9975718187091666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:56:31,497] Trial 4879 finished with value: 0.997391269719782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:56:35,599] Trial 4880 finished with value: 0.997321100253204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:57:20,655] Trial 4881 finished with value: 0.9896947908817739 and parameters: {'classifier': 'SVC', 'svc_c': 22375486.690968037, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:57:22,842] Trial 4882 finished with value: 0.9961783424273637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:57:35,779] Trial 4883 finished with value: 0.9968051828257818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 37, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:57:40,579] Trial 4884 finished with value: 0.9972396564980173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:57:43,894] Trial 4885 finished with value: 0.9972237740239335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:57:48,342] Trial 4886 finished with value: 0.9974825134742993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:57:50,064] Trial 4887 finished with value: 0.990413373319857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:57:52,965] Trial 4888 finished with value: 0.9972232105808622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:57:58,578] Trial 4889 finished with value: 0.9967956595175284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 19, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:58:01,946] Trial 4890 finished with value: 0.9973868193034449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:58:07,268] Trial 4891 finished with value: 0.9972191198502305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:58:12,031] Trial 4892 finished with value: 0.9971158159765153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:58:14,572] Trial 4893 finished with value: 0.995504551888521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:58:18,947] Trial 4894 finished with value: 0.997712212294999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:58:24,189] Trial 4895 finished with value: 0.9973940889028888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:58:27,056] Trial 4896 finished with value: 0.9973472259782344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:58:30,566] Trial 4897 finished with value: 0.9972688019897298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:58:39,784] Trial 4898 finished with value: 0.9970365124353812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 30, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:58:52,387] Trial 4899 finished with value: 0.9970614804567607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 40, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:58:54,178] Trial 4900 finished with value: 0.9920268459853564 and parameters: {'classifier': 'SVC', 'svc_c': 120.60486713665324, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:58:56,934] Trial 4901 finished with value: 0.9969208767659805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:58:58,550] Trial 4902 finished with value: 0.9972114331194685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:59:02,570] Trial 4903 finished with value: 0.9974516356958594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:59:09,672] Trial 4904 finished with value: 0.9970342425402388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 25, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:59:12,082] Trial 4905 finished with value: 0.9973885797099585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:59:15,480] Trial 4906 finished with value: 0.9976500751532575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:59:26,252] Trial 4907 finished with value: 0.99448782795923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 73, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:59:30,181] Trial 4908 finished with value: 0.9971732611764441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:59:33,066] Trial 4909 finished with value: 0.9974076181380854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:59:37,544] Trial 4910 finished with value: 0.9971678711593563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:59:41,145] Trial 4911 finished with value: 0.9977083620742303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:59:42,384] Trial 4912 finished with value: 0.9968623567935534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 51}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:59:47,174] Trial 4913 finished with value: 0.997485828054404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 16:59:51,124] Trial 4914 finished with value: 0.9973972821489733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:00:00,783] Trial 4915 finished with value: 0.9952179229741307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 50, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:00:04,082] Trial 4916 finished with value: 0.995787933634122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 21, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:00:07,927] Trial 4917 finished with value: 0.9973447199530604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:00:14,473] Trial 4918 finished with value: 0.9939608024863583 and parameters: {'classifier': 'SVC', 'svc_c': 692201.2172619413, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:00:18,437] Trial 4919 finished with value: 0.9973570120128858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:00:30,955] Trial 4920 finished with value: 0.9966883454957286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 51, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:00:42,412] Trial 4921 finished with value: 0.996636067957108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 38, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:00:43,030] Trial 4922 finished with value: 0.9786317348049759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 2}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:00:47,075] Trial 4923 finished with value: 0.9974933654583115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:00:50,607] Trial 4924 finished with value: 0.997479437531521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:00:55,310] Trial 4925 finished with value: 0.9937524024675556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 43, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:00:59,920] Trial 4926 finished with value: 0.9973560746020507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:01:05,641] Trial 4927 finished with value: 0.9973594830946236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 18, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:01:08,899] Trial 4928 finished with value: 0.9967650483057731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:01:12,932] Trial 4929 finished with value: 0.9974553317021359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:01:16,529] Trial 4930 finished with value: 0.9973586311539734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:01:28,904] Trial 4931 finished with value: 0.9969638629369756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 45, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:01:31,673] Trial 4932 finished with value: 0.9974724659510282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:01:43,559] Trial 4933 finished with value: 0.9967291108066482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 39, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:01:47,318] Trial 4934 finished with value: 0.9973014627720737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:01:52,701] Trial 4935 finished with value: 0.9972377305465784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:02:08,956] Trial 4936 finished with value: 0.9967625647827756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 50, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:02:13,141] Trial 4937 finished with value: 0.9869587741684883 and parameters: {'classifier': 'SVC', 'svc_c': 1.7084453615840216, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:02:16,413] Trial 4938 finished with value: 0.997539821502992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:02:19,286] Trial 4939 finished with value: 0.9977309925669866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:02:23,751] Trial 4940 finished with value: 0.9971353821743056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:02:26,417] Trial 4941 finished with value: 0.9974953199103912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:02:33,085] Trial 4942 finished with value: 0.9972388242983454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 26, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:02:35,364] Trial 4943 finished with value: 0.9973161382535363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:02:38,950] Trial 4944 finished with value: 0.9973608900043239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:02:42,948] Trial 4945 finished with value: 0.9975021534944624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:03:00,787] Trial 4946 finished with value: 0.9964594962988119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 69, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:03:03,484] Trial 4947 finished with value: 0.991989226631039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 23, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:03:07,400] Trial 4948 finished with value: 0.9965565523115382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:03:09,422] Trial 4949 finished with value: 0.9970880607955775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:03:13,104] Trial 4950 finished with value: 0.9974969597128563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:03:15,952] Trial 4951 finished with value: 0.9970877765191405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:03:19,001] Trial 4952 finished with value: 0.9971299929506655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:03:24,108] Trial 4953 finished with value: 0.9973668462574188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:03:29,261] Trial 4954 finished with value: 0.9974562093187532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:03:31,937] Trial 4955 finished with value: 0.9974118086209603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:03:34,001] Trial 4956 finished with value: 0.9955838553979173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:03:39,658] Trial 4957 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.0038272621061791e-07, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:03:44,033] Trial 4958 finished with value: 0.9974131352972305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:03:50,239] Trial 4959 finished with value: 0.9972066036890403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:03:53,843] Trial 4960 finished with value: 0.9974773199148589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:04:05,643] Trial 4961 finished with value: 0.996681011627022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 34, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:04:19,089] Trial 4962 finished with value: 0.9971194870685346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 45, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:04:28,069] Trial 4963 finished with value: 0.9972026520973949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 30, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:04:32,883] Trial 4964 finished with value: 0.996738417598897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:04:37,220] Trial 4965 finished with value: 0.9971779094786343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:04:41,502] Trial 4966 finished with value: 0.9973838230228144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:04:44,883] Trial 4967 finished with value: 0.997623979991832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:04:46,755] Trial 4968 finished with value: 0.9970735942130219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:04:49,318] Trial 4969 finished with value: 0.9972763579920509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:04:53,577] Trial 4970 finished with value: 0.9974277835475686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:04:57,126] Trial 4971 finished with value: 0.9974609721947895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:05:02,372] Trial 4972 finished with value: 0.9950111311150995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 34, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:05:05,963] Trial 4973 finished with value: 0.997314349917664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:05:12,195] Trial 4974 finished with value: 0.9852052355793127 and parameters: {'classifier': 'SVC', 'svc_c': 5.907741055019104e-07, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:05:19,698] Trial 4975 finished with value: 0.9972846139104453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 30, 'rf_n_estimators': 96}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:05:23,392] Trial 4976 finished with value: 0.9975241914404863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:05:26,760] Trial 4977 finished with value: 0.9976556833367213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:05:30,298] Trial 4978 finished with value: 0.9974358687794966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:05:35,425] Trial 4979 finished with value: 0.9973686720440219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:05:41,628] Trial 4980 finished with value: 0.9964257823574844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 20, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:05:45,788] Trial 4981 finished with value: 0.997322138876226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:06:07,922] Trial 4982 finished with value: 0.9963092237179967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 67, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:06:10,600] Trial 4983 finished with value: 0.9973276246148427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:06:14,513] Trial 4984 finished with value: 0.9973412628697513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:06:33,966] Trial 4985 finished with value: 0.9962270061291502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 57, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:06:37,215] Trial 4986 finished with value: 0.9974254393222469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:06:41,339] Trial 4987 finished with value: 0.9976476476476668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:06:44,789] Trial 4988 finished with value: 0.9975187128428988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:06:58,104] Trial 4989 finished with value: 0.996007933286823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 44, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:07:02,070] Trial 4990 finished with value: 0.9973584777011908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:07:05,272] Trial 4991 finished with value: 0.9974652167273209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:07:09,308] Trial 4992 finished with value: 0.9973844700635338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:07:12,735] Trial 4993 finished with value: 0.9974380719615574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:07:17,760] Trial 4994 finished with value: 0.9850765916524669 and parameters: {'classifier': 'SVC', 'svc_c': 1.487558738659618e-09, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:07:21,827] Trial 4995 finished with value: 0.9972724165882737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:07:25,774] Trial 4996 finished with value: 0.9973264941105785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:07:26,986] Trial 4997 finished with value: 0.9946893059721513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:07:31,822] Trial 4998 finished with value: 0.9970224371812245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:07:35,631] Trial 4999 finished with value: 0.9974061403258999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:07:38,412] Trial 5000 finished with value: 0.9973790954710692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:07:41,885] Trial 5001 finished with value: 0.9974113104627645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:07:50,271] Trial 5002 finished with value: 0.996846248440782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 31, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:07:53,602] Trial 5003 finished with value: 0.9977520561592513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:07:56,309] Trial 5004 finished with value: 0.9974951700439921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:07:58,933] Trial 5005 finished with value: 0.9975912370717838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:08:01,329] Trial 5006 finished with value: 0.9974111004847689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:08:03,955] Trial 5007 finished with value: 0.9975518154169146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:08:06,438] Trial 5008 finished with value: 0.9974502268501467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:08:08,718] Trial 5009 finished with value: 0.9975190103857813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:08:12,484] Trial 5010 finished with value: 0.9975286311611486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:08:15,292] Trial 5011 finished with value: 0.9972062713931491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:08:18,309] Trial 5012 finished with value: 0.9970888494825783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:08:20,812] Trial 5013 finished with value: 0.997411351150762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:08:24,111] Trial 5014 finished with value: 0.9974769279517016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:08:28,643] Trial 5015 finished with value: 0.986732879739019 and parameters: {'classifier': 'SVC', 'svc_c': 509072263.395517, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:08:31,149] Trial 5016 finished with value: 0.9974692782273399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:08:33,559] Trial 5017 finished with value: 0.9974238027570483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 104}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:08:37,424] Trial 5018 finished with value: 0.9974242912669201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:08:39,665] Trial 5019 finished with value: 0.9972510608485708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:08:41,796] Trial 5020 finished with value: 0.9971481071391889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 111}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:08:44,586] Trial 5021 finished with value: 0.9975592958512779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:08:47,846] Trial 5022 finished with value: 0.9974118662252623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:08:49,550] Trial 5023 finished with value: 0.9973149426230861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 110}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:08:54,049] Trial 5024 finished with value: 0.9972145895178421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:08:56,910] Trial 5025 finished with value: 0.9973205191321183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:08:59,204] Trial 5026 finished with value: 0.9974278355025231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:09:02,100] Trial 5027 finished with value: 0.9973386418264006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:09:04,863] Trial 5028 finished with value: 0.9976512547878024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:09:07,638] Trial 5029 finished with value: 0.9971697393160658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:09:09,312] Trial 5030 finished with value: 0.9934291620043617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:09:12,405] Trial 5031 finished with value: 0.991278125008174 and parameters: {'classifier': 'SVC', 'svc_c': 14.348993301145361, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:09:16,680] Trial 5032 finished with value: 0.9974529168599702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:09:19,498] Trial 5033 finished with value: 0.9973805093948469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:09:22,039] Trial 5034 finished with value: 0.9973294464976831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:09:24,425] Trial 5035 finished with value: 0.9973196788075421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:09:27,365] Trial 5036 finished with value: 0.9977927311440863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:09:41,717] Trial 5037 finished with value: 0.996727972526597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 62, 'rf_n_estimators': 110}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:09:45,790] Trial 5038 finished with value: 0.9975144227029945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:09:48,392] Trial 5039 finished with value: 0.9975476307420768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:09:51,172] Trial 5040 finished with value: 0.9974734845791685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:09:54,333] Trial 5041 finished with value: 0.9974271873192389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:09:56,289] Trial 5042 finished with value: 0.9962639484504253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:09:59,027] Trial 5043 finished with value: 0.9972717834487576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:10:01,889] Trial 5044 finished with value: 0.9973081503935083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:10:05,407] Trial 5045 finished with value: 0.9972428004551315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:10:08,043] Trial 5046 finished with value: 0.9976205303351934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:10:10,884] Trial 5047 finished with value: 0.9973764608438943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:10:13,333] Trial 5048 finished with value: 0.9970069712037004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:10:16,166] Trial 5049 finished with value: 0.9971326330684983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:10:18,391] Trial 5050 finished with value: 0.9972195595154626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:10:24,751] Trial 5051 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 5.271567266892445e-06, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:10:27,693] Trial 5052 finished with value: 0.9975705614437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:10:31,284] Trial 5053 finished with value: 0.9969091602096313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:10:33,699] Trial 5054 finished with value: 0.9974614549600999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:10:36,931] Trial 5055 finished with value: 0.9976770234296358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:10:39,154] Trial 5056 finished with value: 0.9974839048324249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:10:42,236] Trial 5057 finished with value: 0.99712420567019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:10:44,765] Trial 5058 finished with value: 0.9972925540049226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:10:47,715] Trial 5059 finished with value: 0.9974174250245421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:10:48,997] Trial 5060 finished with value: 0.9885633463504305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:10:53,168] Trial 5061 finished with value: 0.997556829657178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:10:56,178] Trial 5062 finished with value: 0.9969090736920956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:10:59,453] Trial 5063 finished with value: 0.997454605570551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:11:02,263] Trial 5064 finished with value: 0.9974772642148313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:11:05,227] Trial 5065 finished with value: 0.9975888024569016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:11:06,489] Trial 5066 finished with value: 0.9886432981065868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:11:09,861] Trial 5067 finished with value: 0.9973175883267906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:11:13,695] Trial 5068 finished with value: 0.9969236126370803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:11:16,304] Trial 5069 finished with value: 0.9973782022394012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:11:19,164] Trial 5070 finished with value: 0.9896157813288765 and parameters: {'classifier': 'SVC', 'svc_c': 4.0453449088294935, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:11:21,784] Trial 5071 finished with value: 0.9974493270804698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:11:24,508] Trial 5072 finished with value: 0.997417603359844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:11:29,094] Trial 5073 finished with value: 0.9961922141145815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 23, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:11:31,423] Trial 5074 finished with value: 0.9973890620626763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 109}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:11:34,424] Trial 5075 finished with value: 0.99739705757154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:11:45,917] Trial 5076 finished with value: 0.9970971154936272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 37, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:11:48,506] Trial 5077 finished with value: 0.9972662353768905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:11:53,631] Trial 5078 finished with value: 0.9928391798217641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 50, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:11:55,715] Trial 5079 finished with value: 0.9970703220664996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 1, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:11:57,541] Trial 5080 finished with value: 0.9956151019708422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:11:59,879] Trial 5081 finished with value: 0.9973715690802157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:12:02,622] Trial 5082 finished with value: 0.997423843667211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:12:07,777] Trial 5083 finished with value: 0.996511142126122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 18, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:12:11,236] Trial 5084 finished with value: 0.9974474154745652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:12:13,999] Trial 5085 finished with value: 0.9975699407454436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:12:16,904] Trial 5086 finished with value: 0.9972045271729684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:12:22,753] Trial 5087 finished with value: 0.9971610596966066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:12:30,123] Trial 5088 finished with value: 0.9852056456013393 and parameters: {'classifier': 'SVC', 'svc_c': 2.6360174492681728e-08, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:12:33,617] Trial 5089 finished with value: 0.9975903111818091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:12:38,269] Trial 5090 finished with value: 0.9975669118065061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:12:40,980] Trial 5091 finished with value: 0.9975723374335262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:12:44,688] Trial 5092 finished with value: 0.9959759061835397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 20, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:12:47,456] Trial 5093 finished with value: 0.9975884242045203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:12:49,972] Trial 5094 finished with value: 0.9976252262442445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:12:52,065] Trial 5095 finished with value: 0.9973415966255863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 5, 'rf_n_estimators': 107}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:13:08,632] Trial 5096 finished with value: 0.9965489537169452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 71, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:13:12,934] Trial 5097 finished with value: 0.9973239478100001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:13:15,837] Trial 5098 finished with value: 0.9975226496446793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:13:29,717] Trial 5099 finished with value: 0.9969522255667053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 52, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:13:31,609] Trial 5100 finished with value: 0.9976276469579233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:13:35,081] Trial 5101 finished with value: 0.9974545127689094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:13:38,296] Trial 5102 finished with value: 0.9972012048805521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:13:40,893] Trial 5103 finished with value: 0.9974105302815232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:13:47,457] Trial 5104 finished with value: 0.9974265716038341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 17, 'rf_n_estimators': 110}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:13:50,794] Trial 5105 finished with value: 0.9977290219920497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:14:04,809] Trial 5106 finished with value: 0.9968086490178706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 49, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:17:18,366] Trial 5107 finished with value: 0.9897181323988714 and parameters: {'classifier': 'SVC', 'svc_c': 1367882387.8286405, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:17:29,105] Trial 5108 finished with value: 0.9966948328192293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 36, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:17:44,221] Trial 5109 finished with value: 0.9968017532592385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 52, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:17:47,107] Trial 5110 finished with value: 0.9971397417250136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:17:55,283] Trial 5111 finished with value: 0.9971481956879508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 19, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:17:56,866] Trial 5112 finished with value: 0.9969250333527704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:17:59,460] Trial 5113 finished with value: 0.9977353011466152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:18:00,758] Trial 5114 finished with value: 0.9967125584722895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:18:11,745] Trial 5115 finished with value: 0.997018889359238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 39, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:18:14,450] Trial 5116 finished with value: 0.9973847541495436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:18:35,367] Trial 5117 finished with value: 0.9967497786906826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 65, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:18:44,019] Trial 5118 finished with value: 0.9970705847928976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 24, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:18:46,132] Trial 5119 finished with value: 0.9971691350897833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:18:48,608] Trial 5120 finished with value: 0.9973355648045334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 100}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:18:53,953] Trial 5121 finished with value: 0.9973541899098916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 16, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:18:56,701] Trial 5122 finished with value: 0.9975606760693979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:19:05,133] Trial 5123 finished with value: 0.996991902172185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 33, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:19:08,430] Trial 5124 finished with value: 0.9975106507796432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:19:11,636] Trial 5125 finished with value: 0.9962972309466388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:19:14,813] Trial 5126 finished with value: 0.9975216387288506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:19:17,497] Trial 5127 finished with value: 0.9915293327039802 and parameters: {'classifier': 'SVC', 'svc_c': 50.88969731117493, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:19:19,853] Trial 5128 finished with value: 0.9976554237523759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:19:28,380] Trial 5129 finished with value: 0.9972872747531317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 33, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:19:30,272] Trial 5130 finished with value: 0.9954560085686176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:19:32,731] Trial 5131 finished with value: 0.9975416770914901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:19:40,444] Trial 5132 finished with value: 0.9965358715419134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 26, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:19:43,552] Trial 5133 finished with value: 0.9975290454677928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:19:49,300] Trial 5134 finished with value: 0.9972879121137895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:19:50,758] Trial 5135 finished with value: 0.9943020520538641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:19:53,917] Trial 5136 finished with value: 0.997236527711623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:19:56,518] Trial 5137 finished with value: 0.9974701842176463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 105}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:20:04,660] Trial 5138 finished with value: 0.9973796273666604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 27, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:20:07,836] Trial 5139 finished with value: 0.9973101508020782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 107}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:20:10,401] Trial 5140 finished with value: 0.9971060859910086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:20:13,216] Trial 5141 finished with value: 0.997522226197518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:20:14,841] Trial 5142 finished with value: 0.9973174445540699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:20:19,813] Trial 5143 finished with value: 0.9973388646582491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 18, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:20:26,244] Trial 5144 finished with value: 0.9852268667723146 and parameters: {'classifier': 'SVC', 'svc_c': 0.0006385311235284672, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:20:29,477] Trial 5145 finished with value: 0.9974208986750389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:20:32,049] Trial 5146 finished with value: 0.9975133600226386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:20:35,821] Trial 5147 finished with value: 0.9973330478932576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:20:41,721] Trial 5148 finished with value: 0.9963636983767378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 33, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:20:44,625] Trial 5149 finished with value: 0.9972208515021999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:20:48,969] Trial 5150 finished with value: 0.9972284148677155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:20:55,612] Trial 5151 finished with value: 0.9974617941431171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 23, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:20:57,465] Trial 5152 finished with value: 0.996606242512466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 57}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:20:59,072] Trial 5153 finished with value: 0.9970468689271814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:21:01,661] Trial 5154 finished with value: 0.9968731101361487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:21:04,300] Trial 5155 finished with value: 0.9976451146452714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:21:06,245] Trial 5156 finished with value: 0.997263990967288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 109}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:21:10,569] Trial 5157 finished with value: 0.9964871885117411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 21, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:21:13,329] Trial 5158 finished with value: 0.9974112128686992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:21:15,998] Trial 5159 finished with value: 0.9970444975342111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:21:20,940] Trial 5160 finished with value: 0.9972003104428439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 16, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:21:30,314] Trial 5161 finished with value: 0.9971603739356398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 26, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:21:36,475] Trial 5162 finished with value: 0.9975109361034313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:21:40,371] Trial 5163 finished with value: 0.9867038855101736 and parameters: {'classifier': 'SVC', 'svc_c': 5166071.766568076, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:21:43,081] Trial 5164 finished with value: 0.9975177231279923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:21:46,740] Trial 5165 finished with value: 0.9973960513846594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:21:53,076] Trial 5166 finished with value: 0.9967965597950116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 22, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:21:56,221] Trial 5167 finished with value: 0.9971984836406279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:22:00,531] Trial 5168 finished with value: 0.9975023541732512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:22:03,168] Trial 5169 finished with value: 0.9974521158269236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:22:08,878] Trial 5170 finished with value: 0.9974704133336005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:22:10,928] Trial 5171 finished with value: 0.9973712272946903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:22:14,059] Trial 5172 finished with value: 0.9975899512104626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:22:17,446] Trial 5173 finished with value: 0.99726814403117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:22:19,334] Trial 5174 finished with value: 0.9970774283744097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:22:22,902] Trial 5175 finished with value: 0.9970964613118786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:22:27,127] Trial 5176 finished with value: 0.9973500271659477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:22:29,468] Trial 5177 finished with value: 0.9968144326484865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:22:32,463] Trial 5178 finished with value: 0.9974380352090607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:22:33,577] Trial 5179 finished with value: 0.9891002633230199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:22:36,739] Trial 5180 finished with value: 0.9972879306487276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:22:38,753] Trial 5181 finished with value: 0.9967322288973676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:22:41,203] Trial 5182 finished with value: 0.9962378727125993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 2, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:24:19,850] Trial 5183 finished with value: 0.9900767755139736 and parameters: {'classifier': 'SVC', 'svc_c': 149271711.0276328, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:24:22,206] Trial 5184 finished with value: 0.9972865889286893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 43}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:24:25,932] Trial 5185 finished with value: 0.9973800135217806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:24:30,421] Trial 5186 finished with value: 0.9972591484925797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:24:32,208] Trial 5187 finished with value: 0.9956743256044162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:24:37,610] Trial 5188 finished with value: 0.997279791335405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 24, 'rf_n_estimators': 101}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:24:41,589] Trial 5189 finished with value: 0.997261936350372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:24:44,196] Trial 5190 finished with value: 0.9971992717563462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 93}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:24:50,592] Trial 5191 finished with value: 0.9973433833745631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:24:53,224] Trial 5192 finished with value: 0.997546552954477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:24:56,537] Trial 5193 finished with value: 0.9972706953463378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:24:59,026] Trial 5194 finished with value: 0.9973570913259165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:25:03,037] Trial 5195 finished with value: 0.9975181834863401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:25:06,943] Trial 5196 finished with value: 0.9973763659475509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:25:08,290] Trial 5197 finished with value: 0.9963132893756814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 30}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:25:13,005] Trial 5198 finished with value: 0.997308286739559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:25:15,716] Trial 5199 finished with value: 0.9975488466847878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:25:21,057] Trial 5200 finished with value: 0.9852070388002637 and parameters: {'classifier': 'SVC', 'svc_c': 3.1455162125955675e-10, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:25:22,279] Trial 5201 finished with value: 0.9966906864520456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 98}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:25:25,715] Trial 5202 finished with value: 0.9972101416087998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:25:29,694] Trial 5203 finished with value: 0.9975446721978182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:25:33,813] Trial 5204 finished with value: 0.9973899270158686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 108}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:25:36,878] Trial 5205 finished with value: 0.9975288941731879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:25:42,410] Trial 5206 finished with value: 0.9931680345938377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 49, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:25:53,531] Trial 5207 finished with value: 0.996440771726852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 41, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:25:58,581] Trial 5208 finished with value: 0.9975204698534563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:26:06,726] Trial 5209 finished with value: 0.9973800139026356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 28, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:26:11,710] Trial 5210 finished with value: 0.9962773320086266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 20, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:26:13,972] Trial 5211 finished with value: 0.9976000217754546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:26:17,274] Trial 5212 finished with value: 0.9974983854431358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:26:19,468] Trial 5213 finished with value: 0.9970770312697113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 60}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:26:22,395] Trial 5214 finished with value: 0.9973313785110625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:26:24,451] Trial 5215 finished with value: 0.997422972747292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:26:27,023] Trial 5216 finished with value: 0.9975176896127621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:26:48,114] Trial 5217 finished with value: 0.9969399870487298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 60, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:26:50,767] Trial 5218 finished with value: 0.9975607580484129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:26:58,093] Trial 5219 finished with value: 0.9853591107617429 and parameters: {'classifier': 'SVC', 'svc_c': 0.004708826002479474, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:26:59,813] Trial 5220 finished with value: 0.9969991539984009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:27:03,878] Trial 5221 finished with value: 0.9972576888662154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:27:17,813] Trial 5222 finished with value: 0.9967498438168686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 45, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:27:18,926] Trial 5223 finished with value: 0.9913297048206369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:27:23,726] Trial 5224 finished with value: 0.9970433053314549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:27:26,927] Trial 5225 finished with value: 0.9976883055257696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:27:31,561] Trial 5226 finished with value: 0.9971203256475257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:27:33,993] Trial 5227 finished with value: 0.9972828633426828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:27:37,297] Trial 5228 finished with value: 0.996772107736794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:27:39,634] Trial 5229 finished with value: 0.9974639515908533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:27:41,959] Trial 5230 finished with value: 0.9965911483762658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:27:46,698] Trial 5231 finished with value: 0.9974918287088315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:27:48,470] Trial 5232 finished with value: 0.9902725009042143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:27:52,681] Trial 5233 finished with value: 0.9973898625879164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:27:59,726] Trial 5234 finished with value: 0.9973817436820683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:28:05,237] Trial 5235 finished with value: 0.9970941105168101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:28:07,740] Trial 5236 finished with value: 0.9974038225382551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:28:25,319] Trial 5237 finished with value: 0.9963985014043599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 59, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:28:50,380] Trial 5238 finished with value: 0.9962139656259907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 74, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:28:51,831] Trial 5239 finished with value: 0.9970638046237247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 40}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:28:56,596] Trial 5240 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 2.108061211160914e-05, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:29:00,815] Trial 5241 finished with value: 0.9972610498154028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:29:06,954] Trial 5242 finished with value: 0.9974211378201718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:29:10,339] Trial 5243 finished with value: 0.9972399220490891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:29:13,786] Trial 5244 finished with value: 0.9972193918758355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:29:17,396] Trial 5245 finished with value: 0.9973331615467041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:29:21,325] Trial 5246 finished with value: 0.9975369899421013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:29:25,782] Trial 5247 finished with value: 0.9974252381991273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:29:32,183] Trial 5248 finished with value: 0.9966393459751431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 24, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:29:36,338] Trial 5249 finished with value: 0.9973762299823553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:29:39,203] Trial 5250 finished with value: 0.9974750323417022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:29:41,763] Trial 5251 finished with value: 0.997335688804538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:29:47,736] Trial 5252 finished with value: 0.9968071420702858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:29:49,348] Trial 5253 finished with value: 0.9974082011951834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 54}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:29:53,879] Trial 5254 finished with value: 0.9974641941002041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:29:58,180] Trial 5255 finished with value: 0.9975541465344805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:30:00,821] Trial 5256 finished with value: 0.9968213019377038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:30:03,486] Trial 5257 finished with value: 0.9946533691395226 and parameters: {'classifier': 'SVC', 'svc_c': 529.9964287152767, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:30:07,321] Trial 5258 finished with value: 0.9973342073742311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:30:09,667] Trial 5259 finished with value: 0.9900413321423301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 3, 'rf_n_estimators': 110}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:30:12,801] Trial 5260 finished with value: 0.9974086684089194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:30:21,177] Trial 5261 finished with value: 0.9948420304332702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 74, 'rf_n_estimators': 35}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:30:24,574] Trial 5262 finished with value: 0.9974227486141896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:30:27,319] Trial 5263 finished with value: 0.9975308933122414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:30:31,498] Trial 5264 finished with value: 0.9972515910937908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:30:35,197] Trial 5265 finished with value: 0.9972548979933218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:30:39,094] Trial 5266 finished with value: 0.9970948071321412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:30:43,206] Trial 5267 finished with value: 0.9975130871401102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:30:46,669] Trial 5268 finished with value: 0.9975676493954757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:30:51,813] Trial 5269 finished with value: 0.9971923350875515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:30:53,331] Trial 5270 finished with value: 0.9970756475604216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:30:58,521] Trial 5271 finished with value: 0.9974568784173184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:31:01,470] Trial 5272 finished with value: 0.9976928698811945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:31:09,539] Trial 5273 finished with value: 0.9973449349456457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 22, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:31:13,045] Trial 5274 finished with value: 0.9974175558799345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:31:17,869] Trial 5275 finished with value: 0.9867369764046395 and parameters: {'classifier': 'SVC', 'svc_c': 34925445.8601397, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:31:21,208] Trial 5276 finished with value: 0.9973884909390313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:31:25,749] Trial 5277 finished with value: 0.9976044700970896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:31:32,318] Trial 5278 finished with value: 0.9965630714998978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 25, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:31:36,069] Trial 5279 finished with value: 0.997377844235805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:31:39,396] Trial 5280 finished with value: 0.997000414881989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:31:41,997] Trial 5281 finished with value: 0.9974882714289487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:31:44,782] Trial 5282 finished with value: 0.9965767949076123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:31:48,608] Trial 5283 finished with value: 0.9974417706972939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:31:51,471] Trial 5284 finished with value: 0.997229912643045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:31:54,401] Trial 5285 finished with value: 0.9974306252645896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:31:59,193] Trial 5286 finished with value: 0.9969279657132551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 20, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:32:05,621] Trial 5287 finished with value: 0.9970565307079252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 108}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:32:21,987] Trial 5288 finished with value: 0.9965960223667162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 66, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:32:26,914] Trial 5289 finished with value: 0.9975247691021402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:32:29,766] Trial 5290 finished with value: 0.9945377068420176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 48, 'rf_n_estimators': 20}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:32:31,997] Trial 5291 finished with value: 0.9961062824605892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:32:34,803] Trial 5292 finished with value: 0.9972951623213723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:32:38,680] Trial 5293 finished with value: 0.9975677720942261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:32:43,247] Trial 5294 finished with value: 0.9973199926002332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:32:45,109] Trial 5295 finished with value: 0.989324025345962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:32:52,185] Trial 5296 finished with value: 0.9853851675837761 and parameters: {'classifier': 'SVC', 'svc_c': 0.07882927360132133, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:32:55,250] Trial 5297 finished with value: 0.9973033568269157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 90}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:32:56,321] Trial 5298 finished with value: 0.994574415191439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 46}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:32:59,881] Trial 5299 finished with value: 0.9975759815800619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:33:03,325] Trial 5300 finished with value: 0.9968697631833785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:33:07,294] Trial 5301 finished with value: 0.9974134433453603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:33:09,407] Trial 5302 finished with value: 0.9973708961731016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:33:15,098] Trial 5303 finished with value: 0.997383479745607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:33:16,193] Trial 5304 finished with value: 0.9964278479874541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 4, 'rf_n_estimators': 50}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:33:18,228] Trial 5305 finished with value: 0.9974635657213741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 63}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:33:21,884] Trial 5306 finished with value: 0.997237842486178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:33:25,446] Trial 5307 finished with value: 0.9972500627548567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 96}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:33:32,431] Trial 5308 finished with value: 0.9974921089228165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:33:34,084] Trial 5309 finished with value: 0.9970739369824226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:33:37,542] Trial 5310 finished with value: 0.9975228123014551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:33:47,409] Trial 5311 finished with value: 0.9971343206999902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 28, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:33:49,766] Trial 5312 finished with value: 0.9974788545378988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:33:53,096] Trial 5313 finished with value: 0.9970727134226137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:33:57,875] Trial 5314 finished with value: 0.9859303475205756 and parameters: {'classifier': 'SVC', 'svc_c': 0.569789882208916, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:34:02,859] Trial 5315 finished with value: 0.9970485205044106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:34:12,996] Trial 5316 finished with value: 0.996821230495674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 37, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:34:17,108] Trial 5317 finished with value: 0.9973821456426665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:34:37,546] Trial 5318 finished with value: 0.995773702483364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 74, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:34:45,295] Trial 5319 finished with value: 0.9970028291211345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 29, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:34:48,497] Trial 5320 finished with value: 0.9976136280702903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:34:50,537] Trial 5321 finished with value: 0.9972977909500825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:34:53,501] Trial 5322 finished with value: 0.9969127784897726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:34:55,415] Trial 5323 finished with value: 0.9942239947968803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:34:58,635] Trial 5324 finished with value: 0.9975429855502016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:35:02,034] Trial 5325 finished with value: 0.9972053020539792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:35:06,159] Trial 5326 finished with value: 0.9973300171769973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:35:08,900] Trial 5327 finished with value: 0.9975293292364235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:35:13,110] Trial 5328 finished with value: 0.9972766187189607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:35:19,958] Trial 5329 finished with value: 0.9970780953147974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 18, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:35:23,129] Trial 5330 finished with value: 0.9976344025936937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:39:27,782] Trial 5331 finished with value: 0.9896111129365909 and parameters: {'classifier': 'SVC', 'svc_c': 4079068436.6139092, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:39:32,127] Trial 5332 finished with value: 0.9975154509159827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:39:44,114] Trial 5333 finished with value: 0.9966977530240954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 47, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:39:47,402] Trial 5334 finished with value: 0.99738873970075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:39:50,929] Trial 5335 finished with value: 0.9975124069332773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:40:14,626] Trial 5336 finished with value: 0.996117058971857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 73, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:40:18,235] Trial 5337 finished with value: 0.9961160242525976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 22, 'rf_n_estimators': 111}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:40:21,719] Trial 5338 finished with value: 0.9976949887991111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:40:26,071] Trial 5339 finished with value: 0.996860960166935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:40:29,372] Trial 5340 finished with value: 0.9977119124035115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:40:32,542] Trial 5341 finished with value: 0.9973631981119068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:40:38,640] Trial 5342 finished with value: 0.9970584440276772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:40:40,644] Trial 5343 finished with value: 0.9957845759222012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 3, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:40:43,499] Trial 5344 finished with value: 0.997396385584825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:40:46,693] Trial 5345 finished with value: 0.9972934230523048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:40:49,045] Trial 5346 finished with value: 0.9971419352904886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:40:53,264] Trial 5347 finished with value: 0.9974389825855985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:40:54,714] Trial 5348 finished with value: 0.9912052371898211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:40:59,052] Trial 5349 finished with value: 0.9971652881062809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:41:05,667] Trial 5350 finished with value: 0.985205399473867 and parameters: {'classifier': 'SVC', 'svc_c': 2.9969210468585837e-07, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:41:09,501] Trial 5351 finished with value: 0.9974136843312916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:41:12,761] Trial 5352 finished with value: 0.9972123760526995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:41:23,873] Trial 5353 finished with value: 0.9971308630136608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 36, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:41:26,575] Trial 5354 finished with value: 0.9973465531345959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:41:29,004] Trial 5355 finished with value: 0.9974488115299011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:41:35,335] Trial 5356 finished with value: 0.9971117949423284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 19, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:41:39,216] Trial 5357 finished with value: 0.9975238318817325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:41:43,119] Trial 5358 finished with value: 0.996840923010336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:41:46,369] Trial 5359 finished with value: 0.9975286535046356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:41:49,339] Trial 5360 finished with value: 0.9973819394732196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:41:51,873] Trial 5361 finished with value: 0.9975421945145957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:41:56,151] Trial 5362 finished with value: 0.9972325179443934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:42:00,555] Trial 5363 finished with value: 0.9974303040134903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:42:04,192] Trial 5364 finished with value: 0.9976034478825658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:42:09,390] Trial 5365 finished with value: 0.9975178360197291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:42:15,555] Trial 5366 finished with value: 0.9974330491203213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 20, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:42:17,381] Trial 5367 finished with value: 0.9951554767051703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:42:25,664] Trial 5368 finished with value: 0.9970979981565719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 27, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:42:29,498] Trial 5369 finished with value: 0.995384982495917 and parameters: {'classifier': 'SVC', 'svc_c': 3871.3647982402667, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:42:37,098] Trial 5370 finished with value: 0.9972317314790461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 27, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:42:37,996] Trial 5371 finished with value: 0.9936314291486146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 9}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:42:40,837] Trial 5372 finished with value: 0.9972234815591162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:42:58,104] Trial 5373 finished with value: 0.9968898609911188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 54, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:43:01,655] Trial 5374 finished with value: 0.997340660008199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:43:03,657] Trial 5375 finished with value: 0.9973214592089374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:43:08,448] Trial 5376 finished with value: 0.9974576545361079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:43:11,387] Trial 5377 finished with value: 0.9974745903278648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:43:16,582] Trial 5378 finished with value: 0.9971029422877976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:43:18,853] Trial 5379 finished with value: 0.9971723757523016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:43:30,139] Trial 5380 finished with value: 0.9970501017186986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 36, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:43:33,257] Trial 5381 finished with value: 0.9975018738834976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:43:37,905] Trial 5382 finished with value: 0.9973858451083751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:43:43,281] Trial 5383 finished with value: 0.9975957985707969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:43:46,955] Trial 5384 finished with value: 0.9974227654352804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:43:51,055] Trial 5385 finished with value: 0.9969334242524853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:43:53,264] Trial 5386 finished with value: 0.9959753485485056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:43:56,770] Trial 5387 finished with value: 0.9872250051932231 and parameters: {'classifier': 'SVC', 'svc_c': 146316.06131663904, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:44:00,190] Trial 5388 finished with value: 0.9972174833485076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:44:09,219] Trial 5389 finished with value: 0.996199086038045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 43, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:44:14,209] Trial 5390 finished with value: 0.9973992265718744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:44:16,887] Trial 5391 finished with value: 0.9973605892876506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:44:21,929] Trial 5392 finished with value: 0.9973911475288383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:44:25,144] Trial 5393 finished with value: 0.9974743159536547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:44:35,323] Trial 5394 finished with value: 0.9966273778958771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 41, 'rf_n_estimators': 93}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:44:39,221] Trial 5395 finished with value: 0.9974487362158465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:44:43,449] Trial 5396 finished with value: 0.9970645643974917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:44:48,796] Trial 5397 finished with value: 0.9969926589943267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:44:59,671] Trial 5398 finished with value: 0.9965374142263818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 46, 'rf_n_estimators': 104}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:45:06,042] Trial 5399 finished with value: 0.9970686214859414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 23, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:45:08,703] Trial 5400 finished with value: 0.9975502963137114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:45:11,984] Trial 5401 finished with value: 0.9971825980244912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:45:15,297] Trial 5402 finished with value: 0.9973569718644328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:45:19,878] Trial 5403 finished with value: 0.9973659226843115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:45:22,206] Trial 5404 finished with value: 0.9964692338062028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:45:29,645] Trial 5405 finished with value: 0.9971395734823663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 30, 'rf_n_estimators': 110}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:45:33,407] Trial 5406 finished with value: 0.9973580250868923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:45:41,034] Trial 5407 finished with value: 0.9932741483514528 and parameters: {'classifier': 'SVC', 'svc_c': 1071498.0972677018, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:45:43,726] Trial 5408 finished with value: 0.9974475950476456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:45:45,517] Trial 5409 finished with value: 0.9966610853309336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:45:48,884] Trial 5410 finished with value: 0.9971755576044771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:45:55,427] Trial 5411 finished with value: 0.9972158745539778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 24, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:45:58,540] Trial 5412 finished with value: 0.996672530528174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:46:11,773] Trial 5413 finished with value: 0.9966558479414428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 51, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:46:17,662] Trial 5414 finished with value: 0.996874389745102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 19, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:46:22,399] Trial 5415 finished with value: 0.9970567833734068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:46:24,565] Trial 5416 finished with value: 0.9968382953972384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 27}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:46:27,694] Trial 5417 finished with value: 0.9974169851688824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:46:32,180] Trial 5418 finished with value: 0.9971891145151289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:46:52,477] Trial 5419 finished with value: 0.9960041868490115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 65, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:46:57,278] Trial 5420 finished with value: 0.9973454391340436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:47:10,058] Trial 5421 finished with value: 0.996586981474656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 46, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:47:13,608] Trial 5422 finished with value: 0.9973243554199457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:47:17,927] Trial 5423 finished with value: 0.9973594383759119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:47:21,036] Trial 5424 finished with value: 0.9976505994317509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:47:27,250] Trial 5425 finished with value: 0.9852053993786534 and parameters: {'classifier': 'SVC', 'svc_c': 0.00012457346998175255, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:47:31,245] Trial 5426 finished with value: 0.9971534882696625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:47:33,881] Trial 5427 finished with value: 0.9900146534159999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 30, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:47:36,546] Trial 5428 finished with value: 0.9976025556347731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:47:39,341] Trial 5429 finished with value: 0.9974765818815584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:47:44,390] Trial 5430 finished with value: 0.9969538595611335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 16, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:47:48,071] Trial 5431 finished with value: 0.9972046215297673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:47:54,895] Trial 5432 finished with value: 0.9971675274060804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 21, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:48:09,359] Trial 5433 finished with value: 0.9965677133275549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 53, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:48:10,431] Trial 5434 finished with value: 0.9958204024338636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 13}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:48:13,082] Trial 5435 finished with value: 0.9971044855752863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:48:16,300] Trial 5436 finished with value: 0.9972718891994652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:48:19,337] Trial 5437 finished with value: 0.9943094580945724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 17, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:48:21,177] Trial 5438 finished with value: 0.9956703442426135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 100}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:48:29,465] Trial 5439 finished with value: 0.9974022670634101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 32, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:48:46,018] Trial 5440 finished with value: 0.9968656492523364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 55, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:48:50,853] Trial 5441 finished with value: 0.9969759924352387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:48:59,555] Trial 5442 finished with value: 0.9965971246559803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 32, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:49:03,133] Trial 5443 finished with value: 0.996290621146553 and parameters: {'classifier': 'SVC', 'svc_c': 16557.93098059922, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:49:05,178] Trial 5444 finished with value: 0.9974393586163263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 61}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:49:10,961] Trial 5445 finished with value: 0.9970672727518256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 26, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:49:12,708] Trial 5446 finished with value: 0.9966734982487107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:49:22,471] Trial 5447 finished with value: 0.9966619305114096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 33, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:49:26,149] Trial 5448 finished with value: 0.9972852181367277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:49:30,294] Trial 5449 finished with value: 0.9970581005283045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:49:35,759] Trial 5450 finished with value: 0.9975180665004132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:49:38,271] Trial 5451 finished with value: 0.9976215451865226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:49:40,528] Trial 5452 finished with value: 0.9974624779680714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:49:43,574] Trial 5453 finished with value: 0.9971097013512621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:49:52,545] Trial 5454 finished with value: 0.9972180633905046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 29, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:49:54,983] Trial 5455 finished with value: 0.997152411053345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:49:58,228] Trial 5456 finished with value: 0.9971650694955742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:50:03,940] Trial 5457 finished with value: 0.9971805589591499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:50:09,205] Trial 5458 finished with value: 0.9974289141153085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 109}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:50:12,470] Trial 5459 finished with value: 0.9976072835991112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:50:14,317] Trial 5460 finished with value: 0.9969896474477625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:50:19,802] Trial 5461 finished with value: 0.9973096562302661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:50:23,768] Trial 5462 finished with value: 0.986931004768968 and parameters: {'classifier': 'SVC', 'svc_c': 355564.4830579086, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:50:28,186] Trial 5463 finished with value: 0.9972540783935994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:50:31,916] Trial 5464 finished with value: 0.9973714906875841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:50:39,575] Trial 5465 finished with value: 0.9955562897875009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 56, 'rf_n_estimators': 57}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:50:42,318] Trial 5466 finished with value: 0.9977014103299294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:50:44,782] Trial 5467 finished with value: 0.9974658260316684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:50:47,362] Trial 5468 finished with value: 0.9968197550955694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:50:51,496] Trial 5469 finished with value: 0.997359299427353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:50:57,486] Trial 5470 finished with value: 0.9975775107759196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:51:00,681] Trial 5471 finished with value: 0.9973804194496171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:51:05,217] Trial 5472 finished with value: 0.9971794951362294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:51:08,002] Trial 5473 finished with value: 0.9974178081328232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:51:12,438] Trial 5474 finished with value: 0.9973500230717577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:51:29,399] Trial 5475 finished with value: 0.996168549188207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 62, 'rf_n_estimators': 111}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:51:47,885] Trial 5476 finished with value: 0.9967508374672757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 64, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:51:51,682] Trial 5477 finished with value: 0.9973634783576296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:51:55,538] Trial 5478 finished with value: 0.9974776064129496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:51:56,967] Trial 5479 finished with value: 0.9960937538264014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 1, 'rf_n_estimators': 107}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:51:59,906] Trial 5480 finished with value: 0.9976904254910369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:52:05,241] Trial 5481 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 3.878359770757261e-09, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:52:07,907] Trial 5482 finished with value: 0.9972041739300582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:52:12,328] Trial 5483 finished with value: 0.997525968287236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:52:16,524] Trial 5484 finished with value: 0.9971720979503974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:52:19,593] Trial 5485 finished with value: 0.9942954911936318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 21, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:52:23,318] Trial 5486 finished with value: 0.9975041732948938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:52:26,375] Trial 5487 finished with value: 0.9972193948274608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:52:31,103] Trial 5488 finished with value: 0.9972394904770233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:52:33,443] Trial 5489 finished with value: 0.9974279206553289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:52:37,651] Trial 5490 finished with value: 0.997467402294843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:52:40,454] Trial 5491 finished with value: 0.9974208372304502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:52:45,393] Trial 5492 finished with value: 0.9970641122909997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:52:54,384] Trial 5493 finished with value: 0.9967224272476657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 29, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:52:59,288] Trial 5494 finished with value: 0.9974767732294026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:53:02,783] Trial 5495 finished with value: 0.9971897925955219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:53:05,698] Trial 5496 finished with value: 0.9853161015807651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 70, 'rf_n_estimators': 52}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:53:10,473] Trial 5497 finished with value: 0.9971654762168586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:53:12,960] Trial 5498 finished with value: 0.9974034881476621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:53:18,501] Trial 5499 finished with value: 0.9852068745883305 and parameters: {'classifier': 'SVC', 'svc_c': 1.0533002347130413e-10, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:53:22,427] Trial 5500 finished with value: 0.9973501704308619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:53:26,147] Trial 5501 finished with value: 0.9973939016809726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:53:31,515] Trial 5502 finished with value: 0.9971589260205631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:53:35,528] Trial 5503 finished with value: 0.997424024097215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:53:39,653] Trial 5504 finished with value: 0.9973111062083069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:53:42,746] Trial 5505 finished with value: 0.9973942986587193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:53:44,056] Trial 5506 finished with value: 0.9960048560110527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 6, 'rf_n_estimators': 38}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:53:49,103] Trial 5507 finished with value: 0.9973708442816228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:53:51,629] Trial 5508 finished with value: 0.9974450158665951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:53:53,597] Trial 5509 finished with value: 0.9954992584181476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:53:58,270] Trial 5510 finished with value: 0.9972095869253911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:54:00,503] Trial 5511 finished with value: 0.9962464243648155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:54:16,853] Trial 5512 finished with value: 0.9966253379736125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 65, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:54:19,584] Trial 5513 finished with value: 0.9935158074756311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 20, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:54:41,212] Trial 5514 finished with value: 0.9965570087026475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 63, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:54:45,229] Trial 5515 finished with value: 0.9974408663890965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:54:48,926] Trial 5516 finished with value: 0.9976710742540941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:54:53,672] Trial 5517 finished with value: 0.9973478611489766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:54:58,815] Trial 5518 finished with value: 0.9853854942937956 and parameters: {'classifier': 'SVC', 'svc_c': 0.017991835639972347, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:55:01,498] Trial 5519 finished with value: 0.9966240357672689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:55:15,967] Trial 5520 finished with value: 0.9968918641291488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 46, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:55:19,524] Trial 5521 finished with value: 0.9973571038306521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:55:22,401] Trial 5522 finished with value: 0.997576214758468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:55:26,933] Trial 5523 finished with value: 0.9973324545848152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:55:30,101] Trial 5524 finished with value: 0.9972008731242056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 98}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:55:33,892] Trial 5525 finished with value: 0.997592766394593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:55:35,421] Trial 5526 finished with value: 0.9964711075170462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 2, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:55:41,475] Trial 5527 finished with value: 0.9972309980477424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:55:44,116] Trial 5528 finished with value: 0.99588616417159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 30, 'rf_n_estimators': 49}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:55:49,289] Trial 5529 finished with value: 0.9975174968049741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:55:54,971] Trial 5530 finished with value: 0.9968253073251022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 22, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:55:57,103] Trial 5531 finished with value: 0.9969776501378839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:56:02,298] Trial 5532 finished with value: 0.9975202637474853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:56:14,425] Trial 5533 finished with value: 0.9968173285421159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 36, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:56:22,548] Trial 5534 finished with value: 0.9969751226578846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 25, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:56:43,662] Trial 5535 finished with value: 0.9964031051147901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 67, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:56:46,628] Trial 5536 finished with value: 0.996736417920299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 9, 'rf_n_estimators': 44}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:56:53,171] Trial 5537 finished with value: 0.9854046659576582 and parameters: {'classifier': 'SVC', 'svc_c': 0.2433775375600963, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:57:01,832] Trial 5538 finished with value: 0.9971390584713417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 38, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:57:05,177] Trial 5539 finished with value: 0.9973110414947136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:57:05,924] Trial 5540 finished with value: 0.9917021146339592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 4}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:57:10,212] Trial 5541 finished with value: 0.9971626708714793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 15, 'rf_n_estimators': 94}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:57:13,157] Trial 5542 finished with value: 0.9975735700069007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:57:17,757] Trial 5543 finished with value: 0.997343107254768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:57:21,209] Trial 5544 finished with value: 0.9971615000918107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:57:24,540] Trial 5545 finished with value: 0.9974852240820247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:57:26,374] Trial 5546 finished with value: 0.9971782566596041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 3, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:57:28,177] Trial 5547 finished with value: 0.9961678303880785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:57:30,851] Trial 5548 finished with value: 0.997110606294218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:57:34,932] Trial 5549 finished with value: 0.9970481877007128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:57:38,176] Trial 5550 finished with value: 0.9966074023425565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:57:41,665] Trial 5551 finished with value: 0.9976697821404054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:57:43,098] Trial 5552 finished with value: 0.9954880919749486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:57:48,335] Trial 5553 finished with value: 0.9973091348399222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 17:57:52,746] Trial 5554 finished with value: 0.9971769648950323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:02:07,609] Trial 5555 finished with value: 0.9896098031131496 and parameters: {'classifier': 'SVC', 'svc_c': 9672478683.861282, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:02:12,504] Trial 5556 finished with value: 0.9975741585863948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:02:17,549] Trial 5557 finished with value: 0.9973753626805578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:02:20,528] Trial 5558 finished with value: 0.9974867876500365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:02:22,957] Trial 5559 finished with value: 0.9973369390876649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:02:26,234] Trial 5560 finished with value: 0.9972880194196548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:02:28,822] Trial 5561 finished with value: 0.9967768717871327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 66}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:02:33,223] Trial 5562 finished with value: 0.9972818093902517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:02:41,592] Trial 5563 finished with value: 0.9971212430000033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 24, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:02:56,696] Trial 5564 finished with value: 0.9968546977699845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 53, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:03:04,915] Trial 5565 finished with value: 0.9973356046356076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 27, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:03:10,146] Trial 5566 finished with value: 0.9974649956727953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:03:20,330] Trial 5567 finished with value: 0.9968357325294722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 43, 'rf_n_estimators': 88}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:03:26,160] Trial 5568 finished with value: 0.9970914214273859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 19, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:03:28,712] Trial 5569 finished with value: 0.9962342825522442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 23}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:03:31,823] Trial 5570 finished with value: 0.9972394276042286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:03:35,602] Trial 5571 finished with value: 0.9973466392078011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:03:40,210] Trial 5572 finished with value: 0.9974650704155673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:03:43,110] Trial 5573 finished with value: 0.9974653157495922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:03:47,756] Trial 5574 finished with value: 0.9852065466087945 and parameters: {'classifier': 'SVC', 'svc_c': 7.657166954511121e-08, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:03:51,557] Trial 5575 finished with value: 0.9974140784208889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:03:58,126] Trial 5576 finished with value: 0.9970674806033816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:04:01,032] Trial 5577 finished with value: 0.9970518133440484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 15, 'rf_n_estimators': 91}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:04:05,202] Trial 5578 finished with value: 0.9975049245629015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:04:08,623] Trial 5579 finished with value: 0.9974749713731819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:04:11,740] Trial 5580 finished with value: 0.9970845564545243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 102}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:04:15,559] Trial 5581 finished with value: 0.9974630028813231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:04:19,932] Trial 5582 finished with value: 0.9973133920041409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 107}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:04:25,490] Trial 5583 finished with value: 0.9970966751618989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:04:29,023] Trial 5584 finished with value: 0.9974131770960547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:04:30,197] Trial 5585 finished with value: 0.9971528166003267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 33}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:04:31,976] Trial 5586 finished with value: 0.9941582111599979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:04:36,132] Trial 5587 finished with value: 0.9972302746138796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:04:38,996] Trial 5588 finished with value: 0.9975832344853665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:04:44,247] Trial 5589 finished with value: 0.9972041578389391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:04:50,659] Trial 5590 finished with value: 0.997182182004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:04:54,180] Trial 5591 finished with value: 0.9975529178013925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:04:55,872] Trial 5592 finished with value: 0.9890233801147091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:05:02,726] Trial 5593 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.7448761995165327e-06, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:05:20,945] Trial 5594 finished with value: 0.9964343201719731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 67, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:05:24,221] Trial 5595 finished with value: 0.9970234740269236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:05:29,067] Trial 5596 finished with value: 0.9973944333543986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:05:32,091] Trial 5597 finished with value: 0.9974918896456139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:05:34,785] Trial 5598 finished with value: 0.9975375278996329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:05:40,990] Trial 5599 finished with value: 0.9969348363037266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 22, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:05:46,082] Trial 5600 finished with value: 0.9975123378715905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:05:47,964] Trial 5601 finished with value: 0.9972761893685486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:05:51,387] Trial 5602 finished with value: 0.9974699344403147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 83}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:05:52,607] Trial 5603 finished with value: 0.9929981445902497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:06:04,555] Trial 5604 finished with value: 0.9968016347816299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 43, 'rf_n_estimators': 110}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:06:07,186] Trial 5605 finished with value: 0.9976555261706035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:06:11,880] Trial 5606 finished with value: 0.9973842013386713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:06:14,256] Trial 5607 finished with value: 0.9972827780311876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 4, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:06:18,782] Trial 5608 finished with value: 0.9974730528801511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:06:20,529] Trial 5609 finished with value: 0.9973378497117061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 2, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:06:23,009] Trial 5610 finished with value: 0.9957366751044967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:06:27,135] Trial 5611 finished with value: 0.9971804268659791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:06:32,344] Trial 5612 finished with value: 0.9866190196785899 and parameters: {'classifier': 'SVC', 'svc_c': 10442405.935877858, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:06:35,402] Trial 5613 finished with value: 0.9973351734443966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:06:47,237] Trial 5614 finished with value: 0.9972328580160719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 36, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:06:51,290] Trial 5615 finished with value: 0.9974685373693658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:06:55,941] Trial 5616 finished with value: 0.9972708114436033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:07:12,185] Trial 5617 finished with value: 0.99684447648167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 48, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:07:14,949] Trial 5618 finished with value: 0.99748440664048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:07:19,353] Trial 5619 finished with value: 0.9970501041942553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:07:34,403] Trial 5620 finished with value: 0.9965319559093171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 49, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:07:39,652] Trial 5621 finished with value: 0.9972842967852737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:07:42,541] Trial 5622 finished with value: 0.9975946571804305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:07:45,752] Trial 5623 finished with value: 0.9971663531035041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:07:48,906] Trial 5624 finished with value: 0.997326325550552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:07:51,499] Trial 5625 finished with value: 0.9971167389466027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:07:54,511] Trial 5626 finished with value: 0.9966795824690485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:08:00,333] Trial 5627 finished with value: 0.9973562270074825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 25, 'rf_n_estimators': 105}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:08:04,034] Trial 5628 finished with value: 0.9972391498975384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:08:08,033] Trial 5629 finished with value: 0.9976578005090527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:08:13,592] Trial 5630 finished with value: 0.9853212546743736 and parameters: {'classifier': 'SVC', 'svc_c': 0.0017752311539267769, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:08:19,038] Trial 5631 finished with value: 0.9969614285125209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:08:22,556] Trial 5632 finished with value: 0.9976491704642051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:08:29,722] Trial 5633 finished with value: 0.9968395185444544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 20, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:08:34,906] Trial 5634 finished with value: 0.9971457363492386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:08:38,486] Trial 5635 finished with value: 0.9976587096731503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:08:43,008] Trial 5636 finished with value: 0.9973003679412176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:08:53,549] Trial 5637 finished with value: 0.9968373330721461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 39, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:08:56,460] Trial 5638 finished with value: 0.9962627983003965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:09:07,561] Trial 5639 finished with value: 0.9968604154492291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 40, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:09:12,063] Trial 5640 finished with value: 0.9975912667149892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:09:14,885] Trial 5641 finished with value: 0.9973693591697187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:09:16,679] Trial 5642 finished with value: 0.9973483148741016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 41}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:09:24,117] Trial 5643 finished with value: 0.997475047099829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 23, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:09:27,583] Trial 5644 finished with value: 0.9974991194774598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:09:40,590] Trial 5645 finished with value: 0.996698748578777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 44, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:09:42,834] Trial 5646 finished with value: 0.9950475403664809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:09:48,689] Trial 5647 finished with value: 0.9973079032821608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:09:53,649] Trial 5648 finished with value: 0.9971614629267211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:10:00,003] Trial 5649 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 5.9436925211195565e-05, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:10:15,854] Trial 5650 finished with value: 0.9965239673827929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 58, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:10:20,244] Trial 5651 finished with value: 0.9975821357190101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:10:21,761] Trial 5652 finished with value: 0.9925768225038496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:10:32,614] Trial 5653 finished with value: 0.9967863405061852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 32, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:10:34,778] Trial 5654 finished with value: 0.9971648797028877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:10:52,864] Trial 5655 finished with value: 0.9966000918964256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 62, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:10:54,641] Trial 5656 finished with value: 0.9971128331210197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 108}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:10:56,216] Trial 5657 finished with value: 0.9893940010526148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:11:05,604] Trial 5658 finished with value: 0.9971629883457679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 28, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:11:06,548] Trial 5659 finished with value: 0.9954585464269127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 16}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:11:11,778] Trial 5660 finished with value: 0.9974682376683055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:11:14,913] Trial 5661 finished with value: 0.9971793067717485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:11:19,622] Trial 5662 finished with value: 0.9973047268571674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:11:23,323] Trial 5663 finished with value: 0.9974290261183839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:11:26,887] Trial 5664 finished with value: 0.9975677824090461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:11:29,781] Trial 5665 finished with value: 0.9975312428100787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:11:36,686] Trial 5666 finished with value: 0.9972404588640561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:11:40,437] Trial 5667 finished with value: 0.9971663755422046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:11:46,510] Trial 5668 finished with value: 0.9974186005648967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 18, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:11:49,785] Trial 5669 finished with value: 0.997446265451488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:11:52,379] Trial 5670 finished with value: 0.9973746655256823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:14:00,431] Trial 5671 finished with value: 0.9901758596742009 and parameters: {'classifier': 'SVC', 'svc_c': 227359463.81767684, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:14:10,522] Trial 5672 finished with value: 0.9970770641819214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 32, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:14:14,383] Trial 5673 finished with value: 0.997093952747672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:14:21,021] Trial 5674 finished with value: 0.9965844618973957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 31, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:14:25,039] Trial 5675 finished with value: 0.9973320000979804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:14:28,035] Trial 5676 finished with value: 0.997454377438472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:14:31,439] Trial 5677 finished with value: 0.997251785869329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:14:33,943] Trial 5678 finished with value: 0.9974271939841994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 4, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:14:39,554] Trial 5679 finished with value: 0.9971511104973727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:14:41,103] Trial 5680 finished with value: 0.9970525966673427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 1, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:14:44,292] Trial 5681 finished with value: 0.9974151371022684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:14:47,108] Trial 5682 finished with value: 0.997258318704989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:14:50,012] Trial 5683 finished with value: 0.9975209366863372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:15:01,171] Trial 5684 finished with value: 0.9970476070239576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 38, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:15:16,256] Trial 5685 finished with value: 0.9970222178722837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 42, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:15:22,155] Trial 5686 finished with value: 0.9852076119551345 and parameters: {'classifier': 'SVC', 'svc_c': 1.0840365561712659e-08, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:15:26,350] Trial 5687 finished with value: 0.9976042154638582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:15:28,489] Trial 5688 finished with value: 0.9975639151132829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 68}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:15:34,845] Trial 5689 finished with value: 0.9973377265051493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:15:39,600] Trial 5690 finished with value: 0.9974083473799853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 109}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:15:45,359] Trial 5691 finished with value: 0.9972113200373043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:15:49,779] Trial 5692 finished with value: 0.9970851725190463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:15:54,978] Trial 5693 finished with value: 0.9976068882399978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:15:57,548] Trial 5694 finished with value: 0.9971179394012147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:16:01,537] Trial 5695 finished with value: 0.9974420042248172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:16:04,821] Trial 5696 finished with value: 0.9977301610020731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:16:08,269] Trial 5697 finished with value: 0.9976108191067897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:16:11,665] Trial 5698 finished with value: 0.9973604307568027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 64}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:16:13,453] Trial 5699 finished with value: 0.9893521112041576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:16:16,194] Trial 5700 finished with value: 0.9967814784491882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:16:20,592] Trial 5701 finished with value: 0.9972852091866379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:16:28,509] Trial 5702 finished with value: 0.9970889176556036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:16:32,167] Trial 5703 finished with value: 0.9973901947251181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:16:37,080] Trial 5704 finished with value: 0.9974301063498027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:16:38,898] Trial 5705 finished with value: 0.9932394276519624 and parameters: {'classifier': 'SVC', 'svc_c': 139.49222639714313, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:16:41,363] Trial 5706 finished with value: 0.9972995070504774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 85}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:16:45,527] Trial 5707 finished with value: 0.9974136935987609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:16:47,644] Trial 5708 finished with value: 0.9955355319899747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:16:50,339] Trial 5709 finished with value: 0.9972924123903795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:16:57,673] Trial 5710 finished with value: 0.9972409521980897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 26, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:17:01,509] Trial 5711 finished with value: 0.9971859127315473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 55}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:17:05,053] Trial 5712 finished with value: 0.9970920681507264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:17:12,355] Trial 5713 finished with value: 0.9971551127744563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 32, 'rf_n_estimators': 95}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:17:17,260] Trial 5714 finished with value: 0.9975718367997738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:17:19,214] Trial 5715 finished with value: 0.9970131328645326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:17:23,693] Trial 5716 finished with value: 0.9974650306479692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:17:27,502] Trial 5717 finished with value: 0.9973653335017972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:17:31,073] Trial 5718 finished with value: 0.9972947579169552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:17:33,604] Trial 5719 finished with value: 0.997501219638273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:17:36,291] Trial 5720 finished with value: 0.9972192953608587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:17:38,764] Trial 5721 finished with value: 0.9974605244998668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:17:42,455] Trial 5722 finished with value: 0.9972449527613264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:17:47,262] Trial 5723 finished with value: 0.9968764247479912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:17:53,727] Trial 5724 finished with value: 0.9852108062485699 and parameters: {'classifier': 'SVC', 'svc_c': 0.00039852616853921325, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:17:58,442] Trial 5725 finished with value: 0.9971108297290864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:18:02,755] Trial 5726 finished with value: 0.997499128713191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:18:09,684] Trial 5727 finished with value: 0.99725871076336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:18:13,770] Trial 5728 finished with value: 0.9974690095024773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:18:16,529] Trial 5729 finished with value: 0.997569214106052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:18:20,718] Trial 5730 finished with value: 0.9974402234425669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:18:24,743] Trial 5731 finished with value: 0.9975066471695674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:18:30,314] Trial 5732 finished with value: 0.9972974302487642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:18:49,104] Trial 5733 finished with value: 0.996243180115914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 64, 'rf_n_estimators': 110}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:18:50,930] Trial 5734 finished with value: 0.9961138893705138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:18:55,078] Trial 5735 finished with value: 0.9970416133518697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:19:00,031] Trial 5736 finished with value: 0.9974443733009203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:19:06,579] Trial 5737 finished with value: 0.9966828200529895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 40, 'rf_n_estimators': 59}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:19:09,389] Trial 5738 finished with value: 0.9971898283006677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:19:16,571] Trial 5739 finished with value: 0.9973141660599661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 21, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:19:18,728] Trial 5740 finished with value: 0.9973568897584663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:19:23,347] Trial 5741 finished with value: 0.997103922481332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:19:26,973] Trial 5742 finished with value: 0.9903720492630762 and parameters: {'classifier': 'SVC', 'svc_c': 6.306393084429721, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:19:32,458] Trial 5743 finished with value: 0.9971437023937005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:19:35,758] Trial 5744 finished with value: 0.9975250738812655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:19:38,479] Trial 5745 finished with value: 0.9969633849006131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:19:43,633] Trial 5746 finished with value: 0.9973303330961283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:19:52,993] Trial 5747 finished with value: 0.9972864722918793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 30, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:19:54,709] Trial 5748 finished with value: 0.9946369459149712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 3, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:19:59,776] Trial 5749 finished with value: 0.9972937645839272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:20:02,253] Trial 5750 finished with value: 0.996985450299927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:20:03,971] Trial 5751 finished with value: 0.9969381679905632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:20:07,340] Trial 5752 finished with value: 0.9966329916334747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:20:10,141] Trial 5753 finished with value: 0.9970245876783589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:20:11,750] Trial 5754 finished with value: 0.9941226472160439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:20:35,439] Trial 5755 finished with value: 0.996589356136631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 70, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:20:39,672] Trial 5756 finished with value: 0.9974350276297349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:20:42,777] Trial 5757 finished with value: 0.9974056421994422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:20:46,190] Trial 5758 finished with value: 0.9968775195153715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:20:52,508] Trial 5759 finished with value: 0.9969003098402299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 25, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:20:57,494] Trial 5760 finished with value: 0.9973509243013781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:21:02,236] Trial 5761 finished with value: 0.9867155200557699 and parameters: {'classifier': 'SVC', 'svc_c': 2282574.9669913477, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:21:04,768] Trial 5762 finished with value: 0.9976614001907803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:21:08,090] Trial 5763 finished with value: 0.9972844461756042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:21:09,478] Trial 5764 finished with value: 0.9965805473438882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 71}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:21:12,359] Trial 5765 finished with value: 0.9971479442919856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 77}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:21:14,548] Trial 5766 finished with value: 0.997342892262183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 47}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:21:16,445] Trial 5767 finished with value: 0.9909283125532329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:21:21,193] Trial 5768 finished with value: 0.9976411753679342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:21:28,106] Trial 5769 finished with value: 0.996523086878026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 20, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:21:30,954] Trial 5770 finished with value: 0.9973282016417384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:21:46,846] Trial 5771 finished with value: 0.9961009565858124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 55, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:21:49,761] Trial 5772 finished with value: 0.9973350047256804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 99}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:21:54,214] Trial 5773 finished with value: 0.9974224389474263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:21:58,137] Trial 5774 finished with value: 0.9969397083899022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:22:01,585] Trial 5775 finished with value: 0.9974809908164506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:22:05,479] Trial 5776 finished with value: 0.997332687572794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:22:08,714] Trial 5777 finished with value: 0.9968869938520338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:22:14,620] Trial 5778 finished with value: 0.9972811594613824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 18, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:22:15,978] Trial 5779 finished with value: 0.9965253258287087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 36}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:22:18,971] Trial 5780 finished with value: 0.9950884073021804 and parameters: {'classifier': 'SVC', 'svc_c': 1008.2602962068813, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:22:21,755] Trial 5781 finished with value: 0.9973283768667255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:22:23,475] Trial 5782 finished with value: 0.9969523404261924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 3, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:22:28,336] Trial 5783 finished with value: 0.9973188018574208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:22:31,835] Trial 5784 finished with value: 0.9974131288861732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:22:43,126] Trial 5785 finished with value: 0.9972186849139465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 32, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:23:00,457] Trial 5786 finished with value: 0.9967951743083989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 56, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:23:03,933] Trial 5787 finished with value: 0.9971581951282921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:23:06,947] Trial 5788 finished with value: 0.9973233954117205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:23:11,894] Trial 5789 finished with value: 0.9974817484955155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:23:17,691] Trial 5790 finished with value: 0.9967569796727705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 23, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:23:21,559] Trial 5791 finished with value: 0.9975523998387428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:23:23,855] Trial 5792 finished with value: 0.9974333346980124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:23:27,697] Trial 5793 finished with value: 0.9975037214740431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:23:40,072] Trial 5794 finished with value: 0.9972328624911166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 37, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:23:43,252] Trial 5795 finished with value: 0.9972392142620147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:23:54,436] Trial 5796 finished with value: 0.9967749014343609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 41, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:23:57,421] Trial 5797 finished with value: 0.9964632530197054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:23:59,489] Trial 5798 finished with value: 0.994446612065238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:24:16,769] Trial 5799 finished with value: 0.996707913661269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 50, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:24:22,642] Trial 5800 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 9.209928340567169e-06, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:24:31,217] Trial 5801 finished with value: 0.9970200118020734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 28, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:24:33,069] Trial 5802 finished with value: 0.9952452881279238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:24:34,961] Trial 5803 finished with value: 0.996536350498675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 2, 'rf_n_estimators': 111}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:24:37,426] Trial 5804 finished with value: 0.9973929163776353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:24:42,577] Trial 5805 finished with value: 0.9971469844424498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:24:46,578] Trial 5806 finished with value: 0.997413023325893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:24:50,005] Trial 5807 finished with value: 0.9974728229072736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:24:52,390] Trial 5808 finished with value: 0.9971244989919307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 81}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:24:55,391] Trial 5809 finished with value: 0.9974008106108362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:24:58,972] Trial 5810 finished with value: 0.9972303984869324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:25:02,379] Trial 5811 finished with value: 0.9971193811273995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:25:06,046] Trial 5812 finished with value: 0.997224154942299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:25:11,538] Trial 5813 finished with value: 0.9972010551411049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:25:15,423] Trial 5814 finished with value: 0.9974716950372559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:25:18,957] Trial 5815 finished with value: 0.9974235956037262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:25:22,990] Trial 5816 finished with value: 0.9975312656931098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:25:30,100] Trial 5817 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 7.782590323392341e-10, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:25:34,731] Trial 5818 finished with value: 0.9973903207880865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:25:38,516] Trial 5819 finished with value: 0.9972104682553434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:25:39,724] Trial 5820 finished with value: 0.997310115858642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 31}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:25:45,684] Trial 5821 finished with value: 0.9970580687586592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:25:47,172] Trial 5822 finished with value: 0.9969224687076813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:25:50,929] Trial 5823 finished with value: 0.9974677504914258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:25:53,146] Trial 5824 finished with value: 0.9884333236336702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 6, 'rf_n_estimators': 90}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:26:01,552] Trial 5825 finished with value: 0.9968561473036944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 25, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:26:05,604] Trial 5826 finished with value: 0.9973967298459074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:26:08,915] Trial 5827 finished with value: 0.9971843976273206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:26:12,780] Trial 5828 finished with value: 0.9968243947015729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:26:14,809] Trial 5829 finished with value: 0.9965921298075785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:26:19,549] Trial 5830 finished with value: 0.9974360403228865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:26:23,765] Trial 5831 finished with value: 0.9974562496893715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:26:34,483] Trial 5832 finished with value: 0.9967406804799618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 45, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:26:49,224] Trial 5833 finished with value: 0.9968115332319497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 53, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:26:54,062] Trial 5834 finished with value: 0.9971461304070979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:27:13,132] Trial 5835 finished with value: 0.9966527677457849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 62, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:27:21,105] Trial 5836 finished with value: 0.985205317494852 and parameters: {'classifier': 'SVC', 'svc_c': 7.735723959042332e-07, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:27:24,109] Trial 5837 finished with value: 0.9975872856070899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:27:26,060] Trial 5838 finished with value: 0.9973779363709504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:27:30,450] Trial 5839 finished with value: 0.9962046233190236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 22, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:27:35,157] Trial 5840 finished with value: 0.9972016359448116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:27:36,793] Trial 5841 finished with value: 0.9975274393709853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:27:40,583] Trial 5842 finished with value: 0.9971530761846719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:27:43,622] Trial 5843 finished with value: 0.9971965165251228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:27:48,821] Trial 5844 finished with value: 0.9973810876912589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:27:52,622] Trial 5845 finished with value: 0.9974495289652995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:27:56,679] Trial 5846 finished with value: 0.9974749643273664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:27:59,004] Trial 5847 finished with value: 0.9969139410493231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:28:19,365] Trial 5848 finished with value: 0.9966956384225346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 65, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:28:23,372] Trial 5849 finished with value: 0.9974383680444964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:28:28,071] Trial 5850 finished with value: 0.9945929086479568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 34, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:28:33,548] Trial 5851 finished with value: 0.9973925526294778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:28:36,963] Trial 5852 finished with value: 0.9974316216127189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:28:41,503] Trial 5853 finished with value: 0.9975244772720812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:28:46,682] Trial 5854 finished with value: 0.9972643992754676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:28:49,733] Trial 5855 finished with value: 0.9963406186973768 and parameters: {'classifier': 'SVC', 'svc_c': 63623.992297986566, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:28:53,952] Trial 5856 finished with value: 0.9973328163017467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 20, 'rf_n_estimators': 87}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:28:56,548] Trial 5857 finished with value: 0.9973037391417491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:29:04,301] Trial 5858 finished with value: 0.996144746487576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 42, 'rf_n_estimators': 75}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:29:07,677] Trial 5859 finished with value: 0.9976574081333028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:29:12,053] Trial 5860 finished with value: 0.9974150222110434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:29:15,215] Trial 5861 finished with value: 0.9973443637267869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:29:17,679] Trial 5862 finished with value: 0.9972635712651995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:29:21,305] Trial 5863 finished with value: 0.997405729669115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:29:22,736] Trial 5864 finished with value: 0.996734975559356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:29:31,757] Trial 5865 finished with value: 0.9962606738283463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 62, 'rf_n_estimators': 62}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:29:34,438] Trial 5866 finished with value: 0.9974099152960901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:29:50,618] Trial 5867 finished with value: 0.9969862678049477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 47, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:29:52,487] Trial 5868 finished with value: 0.9963933470412352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:29:54,460] Trial 5869 finished with value: 0.9940463415741734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:29:59,092] Trial 5870 finished with value: 0.9971937446632358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:30:03,665] Trial 5871 finished with value: 0.9975449625996715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:30:17,474] Trial 5872 finished with value: 0.9965394599566837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 39, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:30:19,716] Trial 5873 finished with value: 0.9911515971428329 and parameters: {'classifier': 'SVC', 'svc_c': 31.6158749863466, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:30:22,551] Trial 5874 finished with value: 0.9971602192450787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:30:27,817] Trial 5875 finished with value: 0.9975345107989351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:30:33,276] Trial 5876 finished with value: 0.9973138875280902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 108}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:30:36,507] Trial 5877 finished with value: 0.9973646968393733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:30:39,374] Trial 5878 finished with value: 0.9972160290858493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:30:44,263] Trial 5879 finished with value: 0.9972995183809102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:30:52,903] Trial 5880 finished with value: 0.9972904644128325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 24, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:30:56,406] Trial 5881 finished with value: 0.9975583792922481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:31:01,128] Trial 5882 finished with value: 0.9967559860223635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:31:04,011] Trial 5883 finished with value: 0.9971954737126971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:31:14,515] Trial 5884 finished with value: 0.9953081877728923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 58, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:31:22,786] Trial 5885 finished with value: 0.9971970058919181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 27, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:31:26,293] Trial 5886 finished with value: 0.9973287939980434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:31:30,680] Trial 5887 finished with value: 0.996919642129642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:31:33,990] Trial 5888 finished with value: 0.9973902219245048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:31:38,074] Trial 5889 finished with value: 0.9976416211268445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:31:53,880] Trial 5890 finished with value: 0.9967421458191495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 55, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:31:57,900] Trial 5891 finished with value: 0.9977101045170883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:32:00,296] Trial 5892 finished with value: 0.9959296352660733 and parameters: {'classifier': 'SVC', 'svc_c': 8860.25524466924, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:32:05,805] Trial 5893 finished with value: 0.9974453205505066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 111}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:32:09,035] Trial 5894 finished with value: 0.996903392701872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:32:20,175] Trial 5895 finished with value: 0.9965680515584348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 37, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:32:23,921] Trial 5896 finished with value: 0.9973915390476648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:32:29,356] Trial 5897 finished with value: 0.9974796382420479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:32:34,281] Trial 5898 finished with value: 0.9973016648790684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:32:38,431] Trial 5899 finished with value: 0.9975043526775469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:32:54,429] Trial 5900 finished with value: 0.9961437283989802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 52, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:32:55,835] Trial 5901 finished with value: 0.9893690137980634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:32:58,998] Trial 5902 finished with value: 0.9969291188149093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:33:04,806] Trial 5903 finished with value: 0.9971048474826452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:33:07,923] Trial 5904 finished with value: 0.9973786113410285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 96}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:33:10,108] Trial 5905 finished with value: 0.9972290403901338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 53}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:33:34,181] Trial 5906 finished with value: 0.9959579945780798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 74, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:33:34,909] Trial 5907 finished with value: 0.9900122637737327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 7}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:33:37,543] Trial 5908 finished with value: 0.9974201161769303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:33:44,247] Trial 5909 finished with value: 0.9971473709466873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:33:47,581] Trial 5910 finished with value: 0.9972939148946569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:33:53,376] Trial 5911 finished with value: 0.9853936890215046 and parameters: {'classifier': 'SVC', 'svc_c': 0.04205185114447007, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:33:56,226] Trial 5912 finished with value: 0.9969743993827113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:33:59,904] Trial 5913 finished with value: 0.997484137407811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:34:06,113] Trial 5914 finished with value: 0.9969848576897188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 18, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:34:08,920] Trial 5915 finished with value: 0.9970351316777165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:34:12,087] Trial 5916 finished with value: 0.9974082185875567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:34:14,754] Trial 5917 finished with value: 0.9974756749073768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:34:24,743] Trial 5918 finished with value: 0.9968553735969863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 34, 'rf_n_estimators': 110}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:34:28,537] Trial 5919 finished with value: 0.9972902263150507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:34:31,045] Trial 5920 finished with value: 0.997586960039635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:34:35,039] Trial 5921 finished with value: 0.9954609087745793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 21, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:34:45,898] Trial 5922 finished with value: 0.9971239728091628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 33, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:34:51,133] Trial 5923 finished with value: 0.9973529843454761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:34:53,571] Trial 5924 finished with value: 0.9961467196332836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:34:58,177] Trial 5925 finished with value: 0.9970233039752155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:35:09,038] Trial 5926 finished with value: 0.9968225292108478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 39, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:35:21,808] Trial 5927 finished with value: 0.9964430824052054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 47, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:35:28,544] Trial 5928 finished with value: 0.9971075091187794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 28, 'rf_n_estimators': 105}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:35:31,361] Trial 5929 finished with value: 0.9885622576767283 and parameters: {'classifier': 'SVC', 'svc_c': 2.1064858540016966, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:35:34,802] Trial 5930 finished with value: 0.9975339387548908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:35:37,548] Trial 5931 finished with value: 0.9972969145395055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:35:41,137] Trial 5932 finished with value: 0.9972308524659609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:35:43,954] Trial 5933 finished with value: 0.9974745873127636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:35:48,088] Trial 5934 finished with value: 0.9977004897401854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:35:51,316] Trial 5935 finished with value: 0.9969201054396152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:35:54,414] Trial 5936 finished with value: 0.9973899795421054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:36:09,873] Trial 5937 finished with value: 0.9946517088026311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 74, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:36:25,144] Trial 5938 finished with value: 0.9963267568806481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 61, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:36:27,731] Trial 5939 finished with value: 0.997337190547106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 4, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:36:32,907] Trial 5940 finished with value: 0.9972267138428267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:36:36,872] Trial 5941 finished with value: 0.9974515461632224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:36:38,751] Trial 5942 finished with value: 0.9971529911270799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:36:42,003] Trial 5943 finished with value: 0.9973174463313929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:37:00,349] Trial 5944 finished with value: 0.9968588505799634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 57, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:37:04,005] Trial 5945 finished with value: 0.9976310982331952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:37:10,088] Trial 5946 finished with value: 0.9973482250240857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:37:12,204] Trial 5947 finished with value: 0.9965173168312343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:37:14,642] Trial 5948 finished with value: 0.9930950508952665 and parameters: {'classifier': 'SVC', 'svc_c': 2220.5260985448035, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:37:19,659] Trial 5949 finished with value: 0.9973311884962103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:37:26,455] Trial 5950 finished with value: 0.9965598925993477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 23, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:37:47,972] Trial 5951 finished with value: 0.9963764084882804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 68, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:37:52,432] Trial 5952 finished with value: 0.9973214069366039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:37:55,953] Trial 5953 finished with value: 0.9975010202924762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:37:57,222] Trial 5954 finished with value: 0.9967952649518627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:38:00,460] Trial 5955 finished with value: 0.9972191557775417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:38:08,409] Trial 5956 finished with value: 0.9968683023509733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 32, 'rf_n_estimators': 110}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:38:10,665] Trial 5957 finished with value: 0.997332790117973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:38:16,696] Trial 5958 finished with value: 0.9975149578041144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:38:20,845] Trial 5959 finished with value: 0.9972726266614832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:38:26,852] Trial 5960 finished with value: 0.9971374231756592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:38:30,111] Trial 5961 finished with value: 0.9976045268444681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:38:33,885] Trial 5962 finished with value: 0.9975354835975369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:38:41,680] Trial 5963 finished with value: 0.9969869913022863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 27, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:38:45,258] Trial 5964 finished with value: 0.9972156090029061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:38:48,852] Trial 5965 finished with value: 0.9977016572191117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:38:56,476] Trial 5966 finished with value: 0.9963313538309039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 47, 'rf_n_estimators': 73}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:38:58,993] Trial 5967 finished with value: 0.9938884997880678 and parameters: {'classifier': 'SVC', 'svc_c': 285.25577777720173, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:39:01,676] Trial 5968 finished with value: 0.9973595488238299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:39:12,785] Trial 5969 finished with value: 0.9969884644172615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 41, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:39:15,355] Trial 5970 finished with value: 0.9960885717878214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 6, 'rf_n_estimators': 28}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:39:27,484] Trial 5971 finished with value: 0.9969247637392464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 52, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:39:31,193] Trial 5972 finished with value: 0.9974155532179733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:39:36,097] Trial 5973 finished with value: 0.99741066653236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:39:38,636] Trial 5974 finished with value: 0.9976077160598383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:39:42,671] Trial 5975 finished with value: 0.9971746388237936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:39:51,390] Trial 5976 finished with value: 0.9967746446429517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 20, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:39:55,481] Trial 5977 finished with value: 0.9975548548928374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:39:57,281] Trial 5978 finished with value: 0.9898093974812626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:40:00,281] Trial 5979 finished with value: 0.9974093369996782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:40:04,352] Trial 5980 finished with value: 0.9973936448578256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:40:09,673] Trial 5981 finished with value: 0.9975620691096326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:40:14,654] Trial 5982 finished with value: 0.9971103628644675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:40:19,169] Trial 5983 finished with value: 0.9973841142498533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:40:22,080] Trial 5984 finished with value: 0.9974646390974048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 92}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:40:27,075] Trial 5985 finished with value: 0.9867345184306576 and parameters: {'classifier': 'SVC', 'svc_c': 55838596.659424454, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:40:28,329] Trial 5986 finished with value: 0.9955697654808474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 25}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:40:31,532] Trial 5987 finished with value: 0.9975477006606869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:40:36,287] Trial 5988 finished with value: 0.9974067090374638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:40:40,309] Trial 5989 finished with value: 0.9973976530381599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:40:43,100] Trial 5990 finished with value: 0.9969972179860452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:41:02,142] Trial 5991 finished with value: 0.9965185879661663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 62, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:41:06,738] Trial 5992 finished with value: 0.997442160660963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:41:09,902] Trial 5993 finished with value: 0.9970067696997259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:41:14,727] Trial 5994 finished with value: 0.9975874760027968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:41:16,977] Trial 5995 finished with value: 0.9974219424713399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:41:33,922] Trial 5996 finished with value: 0.9966920998045411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 54, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:41:36,571] Trial 5997 finished with value: 0.9973234444785256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:41:39,855] Trial 5998 finished with value: 0.9973646042281592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:41:41,940] Trial 5999 finished with value: 0.9951335288948037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:41:46,480] Trial 6000 finished with value: 0.9973837317128545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:41:49,024] Trial 6001 finished with value: 0.9946887510983151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:41:57,205] Trial 6002 finished with value: 0.9972533160807998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 23, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:41:59,000] Trial 6003 finished with value: 0.9971755855655736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 2, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:42:05,334] Trial 6004 finished with value: 0.9853764804741708 and parameters: {'classifier': 'SVC', 'svc_c': 0.006301671808830875, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:42:09,374] Trial 6005 finished with value: 0.9975667964709505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:42:13,571] Trial 6006 finished with value: 0.9972948985793612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:42:17,423] Trial 6007 finished with value: 0.9974316398302778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:42:22,748] Trial 6008 finished with value: 0.996980343987994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:42:30,476] Trial 6009 finished with value: 0.9968298052848249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 31, 'rf_n_estimators': 83}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:42:42,337] Trial 6010 finished with value: 0.9965872167477641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 44, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:42:45,011] Trial 6011 finished with value: 0.9976378850673289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:42:50,362] Trial 6012 finished with value: 0.9976138879720146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:42:55,165] Trial 6013 finished with value: 0.9970580425748855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:43:12,174] Trial 6014 finished with value: 0.9963298930619747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 57, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:43:15,801] Trial 6015 finished with value: 0.9974907199450341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:43:18,203] Trial 6016 finished with value: 0.9966530276475091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:43:22,787] Trial 6017 finished with value: 0.9973842092096724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:43:26,724] Trial 6018 finished with value: 0.9977377025636459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:43:40,767] Trial 6019 finished with value: 0.9968520100770283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 58, 'rf_n_estimators': 107}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:43:43,793] Trial 6020 finished with value: 0.9975078441964856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:43:50,303] Trial 6021 finished with value: 0.9961881394115931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 29, 'rf_n_estimators': 78}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:43:53,329] Trial 6022 finished with value: 0.9963063715592039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:44:01,512] Trial 6023 finished with value: 0.9852044984346738 and parameters: {'classifier': 'SVC', 'svc_c': 2.996156625584708e-08, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:44:05,077] Trial 6024 finished with value: 0.9976588931817312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:44:09,644] Trial 6025 finished with value: 0.9971889108847144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:44:13,647] Trial 6026 finished with value: 0.9973284494830578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:44:15,512] Trial 6027 finished with value: 0.9968914255747433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 67}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:44:19,173] Trial 6028 finished with value: 0.99700662903732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 70}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:44:23,141] Trial 6029 finished with value: 0.9970181287920233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:44:24,462] Trial 6030 finished with value: 0.9972256914061376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 57}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:44:39,583] Trial 6031 finished with value: 0.996680082785422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 41, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:44:42,699] Trial 6032 finished with value: 0.9969347248401954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:44:44,572] Trial 6033 finished with value: 0.9969895533448669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 1, 'rf_n_estimators': 111}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:44:46,733] Trial 6034 finished with value: 0.9971892789492274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:44:50,335] Trial 6035 finished with value: 0.9976338244242333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:44:52,992] Trial 6036 finished with value: 0.9975536051809927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:44:58,786] Trial 6037 finished with value: 0.9974492346596834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:45:00,291] Trial 6038 finished with value: 0.9901037459434111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:45:04,709] Trial 6039 finished with value: 0.9974856072537817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:45:08,206] Trial 6040 finished with value: 0.9967186046706141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:45:12,456] Trial 6041 finished with value: 0.9973013157938242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:50:03,532] Trial 6042 finished with value: 0.9896206170434105 and parameters: {'classifier': 'SVC', 'svc_c': 2033190583.3428524, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:50:12,338] Trial 6043 finished with value: 0.9975009445658288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:50:24,973] Trial 6044 finished with value: 0.9964817497134896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 37, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:50:35,071] Trial 6045 finished with value: 0.9972684485246542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 33, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:50:42,227] Trial 6046 finished with value: 0.996992633127932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 21, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:50:45,870] Trial 6047 finished with value: 0.9973047364420156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:50:50,560] Trial 6048 finished with value: 0.9973331201287349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:50:54,323] Trial 6049 finished with value: 0.9962249697932689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:50:56,848] Trial 6050 finished with value: 0.997113301191679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:51:00,859] Trial 6051 finished with value: 0.9976833581890151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:51:19,579] Trial 6052 finished with value: 0.9968773829471557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 59, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:51:22,248] Trial 6053 finished with value: 0.9941974528926694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:51:26,365] Trial 6054 finished with value: 0.9973000420881215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:51:29,176] Trial 6055 finished with value: 0.9975074558831877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 98}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:51:32,525] Trial 6056 finished with value: 0.9971666778775111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:51:35,595] Trial 6057 finished with value: 0.997454348620452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:51:39,527] Trial 6058 finished with value: 0.997383042079863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:51:44,535] Trial 6059 finished with value: 0.9970298104366745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:51:52,085] Trial 6060 finished with value: 0.9852047441495535 and parameters: {'classifier': 'SVC', 'svc_c': 2.081022920647053e-07, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:51:58,333] Trial 6061 finished with value: 0.9973826586542031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:52:00,313] Trial 6062 finished with value: 0.9966241186349455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 45}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:52:04,154] Trial 6063 finished with value: 0.997348273995677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:52:10,802] Trial 6064 finished with value: 0.9967630570059827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 24, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:52:13,979] Trial 6065 finished with value: 0.9975227360987393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:52:18,323] Trial 6066 finished with value: 0.997348983972667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:52:22,182] Trial 6067 finished with value: 0.997570394724472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:52:26,458] Trial 6068 finished with value: 0.9973553502477887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:52:30,137] Trial 6069 finished with value: 0.9971073441133985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:52:38,754] Trial 6070 finished with value: 0.9970271470549551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 35, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:52:40,012] Trial 6071 finished with value: 0.99315733968073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:52:44,319] Trial 6072 finished with value: 0.9975130453730238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:52:47,118] Trial 6073 finished with value: 0.9957377354679852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:52:49,482] Trial 6074 finished with value: 0.9974220432074582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:52:51,073] Trial 6075 finished with value: 0.997173313036185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 42}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:52:58,709] Trial 6076 finished with value: 0.9969869013570567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 27, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:53:05,699] Trial 6077 finished with value: 0.9969929172774176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 18, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:53:09,497] Trial 6078 finished with value: 0.997545064256189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:53:15,723] Trial 6079 finished with value: 0.9853881157814769 and parameters: {'classifier': 'SVC', 'svc_c': 0.1353674319210774, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:53:18,887] Trial 6080 finished with value: 0.9972985381556381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:53:21,426] Trial 6081 finished with value: 0.9975140341675311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:53:27,163] Trial 6082 finished with value: 0.9971067628336233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 20, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:53:31,778] Trial 6083 finished with value: 0.9971701346751791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:53:35,965] Trial 6084 finished with value: 0.9975326304866069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:53:39,641] Trial 6085 finished with value: 0.9970263512269254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:53:41,816] Trial 6086 finished with value: 0.9970679835540014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:53:46,950] Trial 6087 finished with value: 0.9974052412861948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:53:50,149] Trial 6088 finished with value: 0.9973190449063162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:53:55,053] Trial 6089 finished with value: 0.9975429127434419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:53:59,561] Trial 6090 finished with value: 0.9974129799401733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:54:02,931] Trial 6091 finished with value: 0.997452994808271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:54:19,177] Trial 6092 finished with value: 0.9960931761012718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 71, 'rf_n_estimators': 89}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:54:22,440] Trial 6093 finished with value: 0.997522139013486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:54:29,766] Trial 6094 finished with value: 0.9971325472174586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 25, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:54:33,016] Trial 6095 finished with value: 0.9964787172516446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 50}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:54:35,688] Trial 6096 finished with value: 0.9972845562109294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:54:39,402] Trial 6097 finished with value: 0.9975137595394177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:54:42,846] Trial 6098 finished with value: 0.9884617504522059 and parameters: {'classifier': 'SVC', 'svc_c': 35298.77404125773, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:54:45,362] Trial 6099 finished with value: 0.9974760951172718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:54:49,631] Trial 6100 finished with value: 0.9972650333036451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:54:53,785] Trial 6101 finished with value: 0.9973774551290594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:54:54,904] Trial 6102 finished with value: 0.9952380767992777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 12}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:54:57,078] Trial 6103 finished with value: 0.9936663839151724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:54:58,281] Trial 6104 finished with value: 0.9955539969775894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 19}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:55:01,991] Trial 6105 finished with value: 0.997395238640325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:55:06,066] Trial 6106 finished with value: 0.9973829593391382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:55:18,124] Trial 6107 finished with value: 0.9970810600162099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 41, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:55:20,237] Trial 6108 finished with value: 0.9962037671254936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:55:24,987] Trial 6109 finished with value: 0.9975928615448396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:55:29,599] Trial 6110 finished with value: 0.996780779167873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 17, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:55:31,310] Trial 6111 finished with value: 0.9914899981379293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 16, 'rf_n_estimators': 107}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:55:35,978] Trial 6112 finished with value: 0.9972898256874446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:55:51,826] Trial 6113 finished with value: 0.9967174874010575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 49, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:55:55,651] Trial 6114 finished with value: 0.99750348172589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:55:58,690] Trial 6115 finished with value: 0.9973852608452364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:56:01,417] Trial 6116 finished with value: 0.9910681959522031 and parameters: {'classifier': 'SVC', 'svc_c': 11.394342907532394, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:56:13,821] Trial 6117 finished with value: 0.9967932605125785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 47, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:56:17,942] Trial 6118 finished with value: 0.9976108575413956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:56:23,399] Trial 6119 finished with value: 0.9973363178816022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:56:27,496] Trial 6120 finished with value: 0.9973992556437977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:56:33,365] Trial 6121 finished with value: 0.9971819795161504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 21, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:56:36,783] Trial 6122 finished with value: 0.997569020663506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 86}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:56:42,358] Trial 6123 finished with value: 0.9973559704382385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:56:45,136] Trial 6124 finished with value: 0.9975321462296147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:56:56,854] Trial 6125 finished with value: 0.9965550677074403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 38, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:57:02,346] Trial 6126 finished with value: 0.9970690808604142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:57:05,688] Trial 6127 finished with value: 0.9976325862967249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:57:07,794] Trial 6128 finished with value: 0.9949877591296108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:57:13,992] Trial 6129 finished with value: 0.9970152883445184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 23, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:57:18,820] Trial 6130 finished with value: 0.9975247140368708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:57:21,994] Trial 6131 finished with value: 0.997221873653248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:57:26,028] Trial 6132 finished with value: 0.9973775896977871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:57:33,752] Trial 6133 finished with value: 0.9970967634567577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 28, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:57:37,943] Trial 6134 finished with value: 0.9973775882695812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:57:43,816] Trial 6135 finished with value: 0.9861235417492198 and parameters: {'classifier': 'SVC', 'svc_c': 0.7131077038533646, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:57:49,877] Trial 6136 finished with value: 0.997319976889969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:57:53,665] Trial 6137 finished with value: 0.9976125079760599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:57:56,846] Trial 6138 finished with value: 0.9973847535147854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:57:59,074] Trial 6139 finished with value: 0.996550736339994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:58:02,868] Trial 6140 finished with value: 0.9974916664963863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:58:05,527] Trial 6141 finished with value: 0.9975759348935999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 101}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:58:10,696] Trial 6142 finished with value: 0.9974513441831793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:58:15,112] Trial 6143 finished with value: 0.9972162908601102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:58:20,175] Trial 6144 finished with value: 0.997262407658298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 16, 'rf_n_estimators': 110}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:58:23,802] Trial 6145 finished with value: 0.9973994268380705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:58:25,650] Trial 6146 finished with value: 0.9968311531302794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:58:27,771] Trial 6147 finished with value: 0.996333384009631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:58:32,011] Trial 6148 finished with value: 0.9970861540138348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:58:34,058] Trial 6149 finished with value: 0.9972170599013461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 2, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:58:38,430] Trial 6150 finished with value: 0.9974679021986234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:58:53,426] Trial 6151 finished with value: 0.9966704897172477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 52, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:58:56,752] Trial 6152 finished with value: 0.9975822784126419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:58:59,889] Trial 6153 finished with value: 0.9974430872809097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:59:07,791] Trial 6154 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 3.376927453022349e-06, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:59:19,973] Trial 6155 finished with value: 0.9964999529903192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 40, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:59:23,806] Trial 6156 finished with value: 0.9974029272118855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:59:29,219] Trial 6157 finished with value: 0.9972964181586329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:59:31,890] Trial 6158 finished with value: 0.9972662427083471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:59:41,853] Trial 6159 finished with value: 0.9959214212417167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 44, 'rf_n_estimators': 104}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:59:49,158] Trial 6160 finished with value: 0.9959684223849581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 32, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 18:59:52,597] Trial 6161 finished with value: 0.9973943200183312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:00:02,880] Trial 6162 finished with value: 0.9970626324158501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 36, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:00:05,410] Trial 6163 finished with value: 0.9973408389782592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:00:12,643] Trial 6164 finished with value: 0.99681211762204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 26, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:00:16,238] Trial 6165 finished with value: 0.9964738524017115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:00:19,834] Trial 6166 finished with value: 0.9969973005363425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:00:24,060] Trial 6167 finished with value: 0.9973707946435355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:00:26,083] Trial 6168 finished with value: 0.9972977901883727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 81}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:00:27,778] Trial 6169 finished with value: 0.9975099103659998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 64}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:00:30,092] Trial 6170 finished with value: 0.9973197041661302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:00:34,321] Trial 6171 finished with value: 0.9970696907043063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 95}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:00:40,816] Trial 6172 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 2.083793197361412e-09, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:00:42,675] Trial 6173 finished with value: 0.9971802650343888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 61}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:00:45,941] Trial 6174 finished with value: 0.9971442734221317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:00:50,933] Trial 6175 finished with value: 0.9973362599281831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:00:53,176] Trial 6176 finished with value: 0.9969925424527305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:00:57,702] Trial 6177 finished with value: 0.9973552775045048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:01:01,529] Trial 6178 finished with value: 0.9971411479364799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:01:05,204] Trial 6179 finished with value: 0.9973647781518923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:01:07,665] Trial 6180 finished with value: 0.9973795557024654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:01:18,608] Trial 6181 finished with value: 0.9965907159155384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 30, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:01:22,962] Trial 6182 finished with value: 0.9971123982482114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:01:29,952] Trial 6183 finished with value: 0.9972563643481228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:01:33,229] Trial 6184 finished with value: 0.9974375250856737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:01:52,775] Trial 6185 finished with value: 0.9962992967035603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 62, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:01:56,430] Trial 6186 finished with value: 0.9973586136029106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:01:59,377] Trial 6187 finished with value: 0.9974231376891972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:02:06,252] Trial 6188 finished with value: 0.9973060086877742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 21, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:02:10,818] Trial 6189 finished with value: 0.9971941625880015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:02:14,189] Trial 6190 finished with value: 0.9974880965213404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:02:18,463] Trial 6191 finished with value: 0.9953714521816316 and parameters: {'classifier': 'SVC', 'svc_c': 177958.2781587889, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:02:20,143] Trial 6192 finished with value: 0.9940081942597652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:02:24,532] Trial 6193 finished with value: 0.9973010206312846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:02:26,233] Trial 6194 finished with value: 0.990688995686626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:02:30,006] Trial 6195 finished with value: 0.9974590557964605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:02:31,985] Trial 6196 finished with value: 0.9971181854652112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:02:37,454] Trial 6197 finished with value: 0.9974282970986493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:02:39,450] Trial 6198 finished with value: 0.9956339029359454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:02:53,988] Trial 6199 finished with value: 0.9966752234896229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 57, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:02:59,783] Trial 6200 finished with value: 0.9975524813099512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:03:02,889] Trial 6201 finished with value: 0.9974112676483275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:03:05,858] Trial 6202 finished with value: 0.9974233950201511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:03:23,192] Trial 6203 finished with value: 0.997000382953654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 50, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:03:27,156] Trial 6204 finished with value: 0.9975158879787065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:03:35,861] Trial 6205 finished with value: 0.9948324779261419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 52, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:03:44,762] Trial 6206 finished with value: 0.9973447997738978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 23, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:03:46,984] Trial 6207 finished with value: 0.9970704258177191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 38}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:03:50,356] Trial 6208 finished with value: 0.9972742917907986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:03:54,581] Trial 6209 finished with value: 0.9973236219251662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:03:59,088] Trial 6210 finished with value: 0.9866070574708368 and parameters: {'classifier': 'SVC', 'svc_c': 549044259.7766138, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:04:02,059] Trial 6211 finished with value: 0.997376319959323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:04:07,162] Trial 6212 finished with value: 0.9975765466735044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:04:10,495] Trial 6213 finished with value: 0.997457486706053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:04:15,223] Trial 6214 finished with value: 0.9973760827184646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:04:18,803] Trial 6215 finished with value: 0.997577030105311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:04:23,165] Trial 6216 finished with value: 0.997586037736044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:04:26,138] Trial 6217 finished with value: 0.9974379610375707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:04:34,376] Trial 6218 finished with value: 0.9964417429385586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 35, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:04:37,968] Trial 6219 finished with value: 0.9972652052596279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:04:39,514] Trial 6220 finished with value: 0.9968830196629982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:04:43,786] Trial 6221 finished with value: 0.997235978994941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:04:47,921] Trial 6222 finished with value: 0.9965899252925255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 18, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:04:52,428] Trial 6223 finished with value: 0.9973930832555528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:05:07,791] Trial 6224 finished with value: 0.9969558496548836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 44, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:05:10,611] Trial 6225 finished with value: 0.9968040456882953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:05:15,285] Trial 6226 finished with value: 0.9974047307502154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:05:17,128] Trial 6227 finished with value: 0.9940066752835136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:05:22,828] Trial 6228 finished with value: 0.9850765916524669 and parameters: {'classifier': 'SVC', 'svc_c': 2.783360568756448e-10, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:05:25,506] Trial 6229 finished with value: 0.99745109285069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:05:31,550] Trial 6230 finished with value: 0.997399162556515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:05:35,622] Trial 6231 finished with value: 0.9971889382427909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:05:40,949] Trial 6232 finished with value: 0.9972899719674602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 17, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:05:44,520] Trial 6233 finished with value: 0.9975000565391778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:05:47,954] Trial 6234 finished with value: 0.9968634255041114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:05:52,353] Trial 6235 finished with value: 0.9975194212329935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:05:55,484] Trial 6236 finished with value: 0.9971318541567733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:05:58,390] Trial 6237 finished with value: 0.9973386278934594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:06:03,477] Trial 6238 finished with value: 0.9968846876487253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 22, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:06:07,003] Trial 6239 finished with value: 0.9961673725052874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 25, 'rf_n_estimators': 109}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:06:16,408] Trial 6240 finished with value: 0.9970700750821037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 28, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:06:20,325] Trial 6241 finished with value: 0.996994019566682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:06:24,130] Trial 6242 finished with value: 0.9974313517135539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:06:27,339] Trial 6243 finished with value: 0.9969552314956598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 92}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:06:31,669] Trial 6244 finished with value: 0.9973891844123095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:06:42,478] Trial 6245 finished with value: 0.9970100030307872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 33, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:06:45,115] Trial 6246 finished with value: 0.9972009787479615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:06:51,469] Trial 6247 finished with value: 0.9852737335055181 and parameters: {'classifier': 'SVC', 'svc_c': 0.001150325237922673, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:07:06,031] Trial 6248 finished with value: 0.9963794811937922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 61, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:07:09,621] Trial 6249 finished with value: 0.9970147556554795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:07:13,876] Trial 6250 finished with value: 0.9973098730001743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:07:19,139] Trial 6251 finished with value: 0.9971602475870304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:07:23,746] Trial 6252 finished with value: 0.9973754233316989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:07:28,035] Trial 6253 finished with value: 0.9976529739667742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:07:47,795] Trial 6254 finished with value: 0.9956179521936227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 67, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:07:50,143] Trial 6255 finished with value: 0.9953560720551472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:07:56,729] Trial 6256 finished with value: 0.9974330178267445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 20, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:07:59,734] Trial 6257 finished with value: 0.9972857359089501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:08:02,821] Trial 6258 finished with value: 0.9975169462157553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:08:08,114] Trial 6259 finished with value: 0.9974824388902168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:08:11,021] Trial 6260 finished with value: 0.9965421935743919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:08:28,649] Trial 6261 finished with value: 0.996337502796573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 68, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:08:33,785] Trial 6262 finished with value: 0.9967492594267785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:08:38,810] Trial 6263 finished with value: 0.9975241484673596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:08:43,844] Trial 6264 finished with value: 0.997364364956075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:08:47,201] Trial 6265 finished with value: 0.9974511165906447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:09:12,935] Trial 6266 finished with value: 0.9905979539756274 and parameters: {'classifier': 'SVC', 'svc_c': 10126073.085464742, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:09:16,077] Trial 6267 finished with value: 0.99724002608595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:09:20,130] Trial 6268 finished with value: 0.9973367549443258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:09:21,472] Trial 6269 finished with value: 0.9968959669836611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 22}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:09:28,079] Trial 6270 finished with value: 0.9972792473794091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:09:31,350] Trial 6271 finished with value: 0.9973848779273826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:09:34,104] Trial 6272 finished with value: 0.9976308859065943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:09:36,092] Trial 6273 finished with value: 0.9970918219915162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:09:56,211] Trial 6274 finished with value: 0.9965120976910403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 60, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:10:08,419] Trial 6275 finished with value: 0.9965047867688407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 57, 'rf_n_estimators': 76}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:10:21,996] Trial 6276 finished with value: 0.9967107254177057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 41, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:10:25,943] Trial 6277 finished with value: 0.9975241147617019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:10:28,366] Trial 6278 finished with value: 0.9967114473281488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:10:29,939] Trial 6279 finished with value: 0.9905611252760608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:10:37,611] Trial 6280 finished with value: 0.9968464207141438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 26, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:10:42,307] Trial 6281 finished with value: 0.9973362559292068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:10:44,466] Trial 6282 finished with value: 0.9965000622956727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 11, 'rf_n_estimators': 54}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:11:00,503] Trial 6283 finished with value: 0.9964631455551506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 57, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:11:05,958] Trial 6284 finished with value: 0.9973363727247061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:11:12,014] Trial 6285 finished with value: 0.9852060547029667 and parameters: {'classifier': 'SVC', 'svc_c': 0.00021176924046834394, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:11:14,048] Trial 6286 finished with value: 0.9969517056680431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:11:21,099] Trial 6287 finished with value: 0.9973811847140421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:11:24,389] Trial 6288 finished with value: 0.9974617452984775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:11:27,209] Trial 6289 finished with value: 0.9971781715385363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:11:29,497] Trial 6290 finished with value: 0.9971675381334931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:11:33,591] Trial 6291 finished with value: 0.9929806898519677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 35, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:11:35,289] Trial 6292 finished with value: 0.9970900903078087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 84}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:11:38,690] Trial 6293 finished with value: 0.9974246555546221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:11:41,575] Trial 6294 finished with value: 0.9974483470138873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:11:44,700] Trial 6295 finished with value: 0.9974609239214322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:11:46,459] Trial 6296 finished with value: 0.9954311348405612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:11:51,228] Trial 6297 finished with value: 0.9972823175458881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:12:02,515] Trial 6298 finished with value: 0.9971088507118661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 35, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:12:07,251] Trial 6299 finished with value: 0.9973665001238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:12:10,992] Trial 6300 finished with value: 0.9972023482386688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:12:13,051] Trial 6301 finished with value: 0.9965286812872381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 59}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:12:13,977] Trial 6302 finished with value: 0.9954336420082995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 1, 'rf_n_estimators': 35}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:12:25,442] Trial 6303 finished with value: 0.9928111464898052 and parameters: {'classifier': 'SVC', 'svc_c': 3606979.2605933244, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:12:28,638] Trial 6304 finished with value: 0.9976928979375049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:12:33,145] Trial 6305 finished with value: 0.997544986117461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:12:37,559] Trial 6306 finished with value: 0.9971878135148259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:12:41,836] Trial 6307 finished with value: 0.9975291060237202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:12:55,656] Trial 6308 finished with value: 0.9968171702969092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 45, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:12:57,136] Trial 6309 finished with value: 0.9965572928203952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 98}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:13:03,564] Trial 6310 finished with value: 0.9972416337696527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:13:06,030] Trial 6311 finished with value: 0.9972032388043525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 73}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:13:13,184] Trial 6312 finished with value: 0.9960260110719665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 47, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:13:20,636] Trial 6313 finished with value: 0.9972583115639598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:13:24,965] Trial 6314 finished with value: 0.9973054032871893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:13:28,947] Trial 6315 finished with value: 0.9973629375119485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:13:33,324] Trial 6316 finished with value: 0.9960486015432216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:13:36,923] Trial 6317 finished with value: 0.9973209989140654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:13:46,730] Trial 6318 finished with value: 0.9968989778319912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 29, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:13:51,664] Trial 6319 finished with value: 0.9973625773184366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:13:54,439] Trial 6320 finished with value: 0.9975315605700082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:13:59,114] Trial 6321 finished with value: 0.9974245645303034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:14:04,744] Trial 6322 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 1.9775481384591703e-05, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:14:08,905] Trial 6323 finished with value: 0.9974261489501202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:14:13,577] Trial 6324 finished with value: 0.9967744483439941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 18, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:14:16,203] Trial 6325 finished with value: 0.9974641134224435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:14:18,322] Trial 6326 finished with value: 0.9973884796403363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:14:23,120] Trial 6327 finished with value: 0.9973946841473434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:14:26,629] Trial 6328 finished with value: 0.9973607789533857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:14:30,724] Trial 6329 finished with value: 0.9975731020949308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:14:34,226] Trial 6330 finished with value: 0.9974660722226166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:14:36,952] Trial 6331 finished with value: 0.9974078342097593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:14:41,061] Trial 6332 finished with value: 0.9973995561700434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:14:42,483] Trial 6333 finished with value: 0.98859022559686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:14:45,909] Trial 6334 finished with value: 0.9973526710605917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:14:49,483] Trial 6335 finished with value: 0.9976793956477917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:14:50,542] Trial 6336 finished with value: 0.980470093872265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 70, 'rf_n_estimators': 2}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:14:55,307] Trial 6337 finished with value: 0.9973363701856736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:14:59,718] Trial 6338 finished with value: 0.9973899074335796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:15:03,069] Trial 6339 finished with value: 0.9976736955513479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:15:07,908] Trial 6340 finished with value: 0.997686066638563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:15:10,261] Trial 6341 finished with value: 0.993055221916093 and parameters: {'classifier': 'SVC', 'svc_c': 97.9563142450198, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:15:17,072] Trial 6342 finished with value: 0.9966171414685808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 24, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:15:23,714] Trial 6343 finished with value: 0.9972704632470206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 20, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:15:27,791] Trial 6344 finished with value: 0.9974494904037418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:15:31,914] Trial 6345 finished with value: 0.9972725738178673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:15:34,680] Trial 6346 finished with value: 0.9976565350552061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:15:46,269] Trial 6347 finished with value: 0.9946451390240468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 66, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:16:01,766] Trial 6348 finished with value: 0.9967739314921708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 49, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:16:05,890] Trial 6349 finished with value: 0.997345040474188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:16:09,100] Trial 6350 finished with value: 0.9975402200676341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:16:12,172] Trial 6351 finished with value: 0.997511432198663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:16:14,524] Trial 6352 finished with value: 0.9957763083877328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:16:17,381] Trial 6353 finished with value: 0.9968051293474077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 79}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:16:20,580] Trial 6354 finished with value: 0.9975521206403707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:16:30,911] Trial 6355 finished with value: 0.9967071907352126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 30, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:16:32,580] Trial 6356 finished with value: 0.9969188557595086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:16:35,886] Trial 6357 finished with value: 0.9973999319151301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:16:47,367] Trial 6358 finished with value: 0.9954784854499019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 59, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:16:51,277] Trial 6359 finished with value: 0.9974770336071956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:16:55,127] Trial 6360 finished with value: 0.9867140650631399 and parameters: {'classifier': 'SVC', 'svc_c': 775118.738108387, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:17:00,965] Trial 6361 finished with value: 0.9974643784974466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:17:13,485] Trial 6362 finished with value: 0.9965623047120534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 41, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:17:16,148] Trial 6363 finished with value: 0.9974014654908189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 69}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:17:18,968] Trial 6364 finished with value: 0.9973040658200306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:17:22,802] Trial 6365 finished with value: 0.9975532883414623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:17:24,318] Trial 6366 finished with value: 0.9940489551908537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:17:28,482] Trial 6367 finished with value: 0.9971758447055881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:17:31,907] Trial 6368 finished with value: 0.9965216276325165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:17:35,820] Trial 6369 finished with value: 0.9973890252149658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:17:37,863] Trial 6370 finished with value: 0.997037615898948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 4, 'rf_n_estimators': 108}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:17:50,627] Trial 6371 finished with value: 0.9965774838106318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 42, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:17:55,412] Trial 6372 finished with value: 0.9972405244028351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:17:58,020] Trial 6373 finished with value: 0.9892776145595373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:18:01,649] Trial 6374 finished with value: 0.9975505502169714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:18:09,374] Trial 6375 finished with value: 0.9972508575990112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 35, 'rf_n_estimators': 88}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:18:12,520] Trial 6376 finished with value: 0.9973241231936768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:18:19,935] Trial 6377 finished with value: 0.9969300555275105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 22, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:18:26,961] Trial 6378 finished with value: 0.9853792675067775 and parameters: {'classifier': 'SVC', 'svc_c': 0.009056261042102007, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:18:32,657] Trial 6379 finished with value: 0.9967335243752747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 43, 'rf_n_estimators': 48}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:18:36,297] Trial 6380 finished with value: 0.9973816977573163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:18:39,336] Trial 6381 finished with value: 0.9974804447340148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:18:43,845] Trial 6382 finished with value: 0.9973014991754535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:18:51,834] Trial 6383 finished with value: 0.9970480450388187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 25, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:18:56,525] Trial 6384 finished with value: 0.9975071408209802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:18:59,967] Trial 6385 finished with value: 0.9973717344664518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:19:03,789] Trial 6386 finished with value: 0.9973876419817445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:19:10,255] Trial 6387 finished with value: 0.9971761883319122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:19:13,336] Trial 6388 finished with value: 0.9975533583870243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:19:19,087] Trial 6389 finished with value: 0.9971006575710527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 100}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:19:21,873] Trial 6390 finished with value: 0.9974307152098195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:19:24,902] Trial 6391 finished with value: 0.997429288463927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:19:27,264] Trial 6392 finished with value: 0.9960678918751201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:19:31,609] Trial 6393 finished with value: 0.9974010919991239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:19:36,119] Trial 6394 finished with value: 0.9973177465402596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:19:37,991] Trial 6395 finished with value: 0.9970977730078564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:19:39,450] Trial 6396 finished with value: 0.9947352796006386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 5, 'rf_n_estimators': 111}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:19:43,826] Trial 6397 finished with value: 0.9866104988756197 and parameters: {'classifier': 'SVC', 'svc_c': 32712487.089838263, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:19:44,904] Trial 6398 finished with value: 0.9962084307253555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 15}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:19:49,751] Trial 6399 finished with value: 0.9976844422924587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:19:54,153] Trial 6400 finished with value: 0.9973530233513644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:19:58,251] Trial 6401 finished with value: 0.997409134321401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:20:15,360] Trial 6402 finished with value: 0.9966256351673781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 53, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:20:19,201] Trial 6403 finished with value: 0.9974343197474468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:20:36,580] Trial 6404 finished with value: 0.9957671381954376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 74, 'rf_n_estimators': 94}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:20:41,278] Trial 6405 finished with value: 0.9974863887997533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:20:44,293] Trial 6406 finished with value: 0.9974041262382917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:20:45,884] Trial 6407 finished with value: 0.9967518623160458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:20:49,902] Trial 6408 finished with value: 0.9972525773810035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:20:52,017] Trial 6409 finished with value: 0.9972166419131047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 66}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:20:54,305] Trial 6410 finished with value: 0.9971564114578922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:20:59,066] Trial 6411 finished with value: 0.9975467164681763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:21:04,110] Trial 6412 finished with value: 0.9975241126035241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:21:07,951] Trial 6413 finished with value: 0.9972963285307821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:21:12,209] Trial 6414 finished with value: 0.9972305867561996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:21:19,957] Trial 6415 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.1078571743677223e-06, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:21:23,819] Trial 6416 finished with value: 0.9970910272425751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:21:27,795] Trial 6417 finished with value: 0.9971329977370552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:21:30,633] Trial 6418 finished with value: 0.9974971099918485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:21:34,969] Trial 6419 finished with value: 0.9974870053720816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:21:38,332] Trial 6420 finished with value: 0.9974118918694916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:21:40,680] Trial 6421 finished with value: 0.9975888323540105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:21:46,669] Trial 6422 finished with value: 0.9973627294699651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:21:56,522] Trial 6423 finished with value: 0.9972287674758675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 32, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:21:59,789] Trial 6424 finished with value: 0.9972367631751586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:22:05,186] Trial 6425 finished with value: 0.9972794569765501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:22:07,293] Trial 6426 finished with value: 0.9971271955080252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 110}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:22:11,703] Trial 6427 finished with value: 0.9963009752897483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 19, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:22:15,524] Trial 6428 finished with value: 0.9973242376723089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 106}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:22:19,301] Trial 6429 finished with value: 0.9974280309128193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:22:20,864] Trial 6430 finished with value: 0.994092342878116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:22:25,021] Trial 6431 finished with value: 0.997265198975522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:22:41,609] Trial 6432 finished with value: 0.9964785467238676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 60, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:22:45,592] Trial 6433 finished with value: 0.9973756310880413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:22:48,236] Trial 6434 finished with value: 0.9928145962099197 and parameters: {'classifier': 'SVC', 'svc_c': 507.3365166058066, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:22:59,619] Trial 6435 finished with value: 0.997267192211325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 31, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:23:07,633] Trial 6436 finished with value: 0.9971157874441366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 29, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:23:10,690] Trial 6437 finished with value: 0.997293286833206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:23:14,836] Trial 6438 finished with value: 0.9972629280647668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:23:18,855] Trial 6439 finished with value: 0.9973403434225717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:23:26,117] Trial 6440 finished with value: 0.9972310504787657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 22, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:23:27,900] Trial 6441 finished with value: 0.9953547635964358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:23:30,078] Trial 6442 finished with value: 0.9971354621220945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 52}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:23:33,173] Trial 6443 finished with value: 0.9976025805807684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:23:36,189] Trial 6444 finished with value: 0.99734518862674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:23:40,202] Trial 6445 finished with value: 0.9911295826193847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 20, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:23:44,070] Trial 6446 finished with value: 0.9976630087948823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:23:48,234] Trial 6447 finished with value: 0.9974931584319409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:23:52,151] Trial 6448 finished with value: 0.9973124139370463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:23:55,333] Trial 6449 finished with value: 0.997330504702994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:23:58,391] Trial 6450 finished with value: 0.9972780341978958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:24:04,014] Trial 6451 finished with value: 0.9973358313394804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:24:07,468] Trial 6452 finished with value: 0.9973034141773144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:24:13,581] Trial 6453 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 4.77790803073921e-08, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:24:16,645] Trial 6454 finished with value: 0.9976404725002354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:24:20,933] Trial 6455 finished with value: 0.9971488041036368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:24:25,128] Trial 6456 finished with value: 0.9973612537207436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:24:35,909] Trial 6457 finished with value: 0.9967306849751209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 39, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:24:40,286] Trial 6458 finished with value: 0.997387567302448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:24:43,009] Trial 6459 finished with value: 0.9975644780168098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:24:44,839] Trial 6460 finished with value: 0.9970624914678033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:24:48,279] Trial 6461 finished with value: 0.9975243344514974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:24:53,437] Trial 6462 finished with value: 0.9972114931041136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:24:56,438] Trial 6463 finished with value: 0.9974314809503131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:24:59,967] Trial 6464 finished with value: 0.9974214523745727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:25:03,638] Trial 6465 finished with value: 0.9975114247719926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:25:08,930] Trial 6466 finished with value: 0.997473737212912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:25:13,515] Trial 6467 finished with value: 0.9975038042147678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:25:16,683] Trial 6468 finished with value: 0.997503264924244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:25:19,611] Trial 6469 finished with value: 0.9971131153344931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:25:24,169] Trial 6470 finished with value: 0.995900768909257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 26, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:25:27,893] Trial 6471 finished with value: 0.9867341907685009 and parameters: {'classifier': 'SVC', 'svc_c': 97902142.43649328, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:25:29,900] Trial 6472 finished with value: 0.9972025720226544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 108}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:25:37,193] Trial 6473 finished with value: 0.9973881078307504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:25:40,227] Trial 6474 finished with value: 0.9973995819094865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:25:52,944] Trial 6475 finished with value: 0.9968656429047549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 51, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:25:54,762] Trial 6476 finished with value: 0.9967977211485218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 30}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:26:00,393] Trial 6477 finished with value: 0.997622282521589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:26:05,976] Trial 6478 finished with value: 0.9975262998848934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:26:08,939] Trial 6479 finished with value: 0.9969941133521987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:26:15,709] Trial 6480 finished with value: 0.9974128619068955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:26:18,639] Trial 6481 finished with value: 0.9974337439900672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:26:20,310] Trial 6482 finished with value: 0.9965846749857065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 40}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:26:25,656] Trial 6483 finished with value: 0.9971798188311477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:26:30,617] Trial 6484 finished with value: 0.997350763485401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:26:32,130] Trial 6485 finished with value: 0.9932306731945175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:26:35,878] Trial 6486 finished with value: 0.9974357176118432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:26:48,186] Trial 6487 finished with value: 0.9970149648400275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 51, 'rf_n_estimators': 104}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:26:50,714] Trial 6488 finished with value: 0.9974994996341157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:27:05,645] Trial 6489 finished with value: 0.9967558053067185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 44, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:27:08,670] Trial 6490 finished with value: 0.9972549205272362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:27:15,575] Trial 6491 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 7.574350486426571e-09, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:27:17,214] Trial 6492 finished with value: 0.9956033506297465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 3, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:27:21,134] Trial 6493 finished with value: 0.997516209229806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:27:24,609] Trial 6494 finished with value: 0.9974505246151946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:27:27,681] Trial 6495 finished with value: 0.9970887179924276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:27:36,198] Trial 6496 finished with value: 0.9971551722512951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 24, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:27:40,185] Trial 6497 finished with value: 0.9974958634220567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:27:42,285] Trial 6498 finished with value: 0.9941004628947906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:27:47,185] Trial 6499 finished with value: 0.9974078712478974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:27:51,073] Trial 6500 finished with value: 0.9974291574815828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 91}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:27:54,247] Trial 6501 finished with value: 0.9975246152685027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:27:56,643] Trial 6502 finished with value: 0.9972708991354416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 4, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:28:01,442] Trial 6503 finished with value: 0.9974685665365026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:28:04,185] Trial 6504 finished with value: 0.9976433690603607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:28:08,560] Trial 6505 finished with value: 0.9975714550244849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:28:12,661] Trial 6506 finished with value: 0.9974267104889171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:28:15,682] Trial 6507 finished with value: 0.9973221952744876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:28:20,408] Trial 6508 finished with value: 0.9974198841410887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:28:27,076] Trial 6509 finished with value: 0.9853343668099902 and parameters: {'classifier': 'SVC', 'svc_c': 0.002685540062792811, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:28:31,347] Trial 6510 finished with value: 0.9976924524642355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:28:35,493] Trial 6511 finished with value: 0.9970339193213892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:28:45,284] Trial 6512 finished with value: 0.9969144320982274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 33, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:28:48,793] Trial 6513 finished with value: 0.9974503355842176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 56}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:28:57,507] Trial 6514 finished with value: 0.9967026254593884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 28, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:29:00,728] Trial 6515 finished with value: 0.9972864566450909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:29:07,609] Trial 6516 finished with value: 0.9965493120696585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 19, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:29:12,328] Trial 6517 finished with value: 0.9974213434500742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:29:23,323] Trial 6518 finished with value: 0.9971289897788861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 36, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:29:26,650] Trial 6519 finished with value: 0.9975193392222406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:29:29,535] Trial 6520 finished with value: 0.9968730013068638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:29:32,445] Trial 6521 finished with value: 0.9974771436425208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:29:35,985] Trial 6522 finished with value: 0.9954879979990047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:29:40,880] Trial 6523 finished with value: 0.9971369919209726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:29:43,918] Trial 6524 finished with value: 0.9976096582293481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:30:01,791] Trial 6525 finished with value: 0.996616721258686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 57, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:30:03,374] Trial 6526 finished with value: 0.9896091175108724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 81}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:30:08,715] Trial 6527 finished with value: 0.9976071738811649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:30:14,834] Trial 6528 finished with value: 0.9965806742955182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 24, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:30:22,229] Trial 6529 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 6.693819532080918e-05, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:30:24,946] Trial 6530 finished with value: 0.9975033795615659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:30:27,881] Trial 6531 finished with value: 0.9971742419095229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:30:37,905] Trial 6532 finished with value: 0.9968642278701502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 38, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:30:41,606] Trial 6533 finished with value: 0.9972638227246403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:30:45,992] Trial 6534 finished with value: 0.997450734466239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:30:49,589] Trial 6535 finished with value: 0.9970569804658121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:30:52,781] Trial 6536 finished with value: 0.9976832857631104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 86}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:30:55,142] Trial 6537 finished with value: 0.9975152202766092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:31:00,958] Trial 6538 finished with value: 0.9970678452719385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:31:05,826] Trial 6539 finished with value: 0.9973876093234376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 19, 'rf_n_estimators': 96}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:31:08,269] Trial 6540 finished with value: 0.9975676138490194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:31:11,226] Trial 6541 finished with value: 0.9975023520785496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:31:13,799] Trial 6542 finished with value: 0.9973007741546952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:31:18,909] Trial 6543 finished with value: 0.9971102508296541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:31:26,270] Trial 6544 finished with value: 0.9963410158655508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 21, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:31:30,003] Trial 6545 finished with value: 0.9970468035788299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:31:34,420] Trial 6546 finished with value: 0.9866072213653911 and parameters: {'classifier': 'SVC', 'svc_c': 267919293.28459427, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:31:36,910] Trial 6547 finished with value: 0.997284609847993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 75}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:31:38,605] Trial 6548 finished with value: 0.9960725923861681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 1, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:31:59,815] Trial 6549 finished with value: 0.9965306996277258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 59, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:32:08,057] Trial 6550 finished with value: 0.9969560356072836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 29, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:32:11,845] Trial 6551 finished with value: 0.9970613264961715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:32:16,225] Trial 6552 finished with value: 0.9975187224912226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:32:20,510] Trial 6553 finished with value: 0.9973399230539876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:32:24,545] Trial 6554 finished with value: 0.9971240015002311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:32:28,172] Trial 6555 finished with value: 0.9962066740639147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:32:31,421] Trial 6556 finished with value: 0.9971295523015581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:32:36,126] Trial 6557 finished with value: 0.9975867922095804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:32:40,754] Trial 6558 finished with value: 0.9971819015995876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:32:54,204] Trial 6559 finished with value: 0.9966885071686291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 61, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:32:58,601] Trial 6560 finished with value: 0.9976067085717036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:33:03,039] Trial 6561 finished with value: 0.9966594575253974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 41, 'rf_n_estimators': 43}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:33:07,839] Trial 6562 finished with value: 0.9973626427937398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 111}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:33:13,068] Trial 6563 finished with value: 0.9976098188866357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:33:16,708] Trial 6564 finished with value: 0.9970452800005819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:33:20,202] Trial 6565 finished with value: 0.9885114564586117 and parameters: {'classifier': 'SVC', 'svc_c': 2.0473432084853447, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:33:25,344] Trial 6566 finished with value: 0.9976399547280129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:33:27,510] Trial 6567 finished with value: 0.9972114492423256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 2, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:33:30,650] Trial 6568 finished with value: 0.9974402932342256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:33:32,733] Trial 6569 finished with value: 0.9975746396061203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 62}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:33:36,650] Trial 6570 finished with value: 0.9972395839134229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:33:41,292] Trial 6571 finished with value: 0.9973639523950156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:33:44,632] Trial 6572 finished with value: 0.9975079519466813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:33:48,270] Trial 6573 finished with value: 0.9977480015780961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:33:52,876] Trial 6574 finished with value: 0.9972553094118165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:33:57,639] Trial 6575 finished with value: 0.9973577900676874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:34:11,063] Trial 6576 finished with value: 0.9968794026523734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 49, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:34:15,022] Trial 6577 finished with value: 0.9974459532774301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:34:19,051] Trial 6578 finished with value: 0.9974765322117335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:34:23,375] Trial 6579 finished with value: 0.9973715344224208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 108}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:34:28,020] Trial 6580 finished with value: 0.9973935895386526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:34:32,446] Trial 6581 finished with value: 0.997514633791817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:34:37,800] Trial 6582 finished with value: 0.9975103102953718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:34:42,257] Trial 6583 finished with value: 0.9976110238480307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 102}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:34:49,170] Trial 6584 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 5.445476329165251e-06, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:34:54,328] Trial 6585 finished with value: 0.9973039361389407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:34:58,201] Trial 6586 finished with value: 0.9972684763270613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:35:18,590] Trial 6587 finished with value: 0.9967045358592528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 69, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:35:23,943] Trial 6588 finished with value: 0.997368008309163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:35:28,018] Trial 6589 finished with value: 0.997343869472354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:35:32,248] Trial 6590 finished with value: 0.997407165111194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:35:36,012] Trial 6591 finished with value: 0.997258054296482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:35:41,286] Trial 6592 finished with value: 0.997405529720298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 110}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:35:51,708] Trial 6593 finished with value: 0.9964150970927005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 52, 'rf_n_estimators': 71}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:35:55,561] Trial 6594 finished with value: 0.9972834704888527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:36:00,724] Trial 6595 finished with value: 0.9973746500693214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:36:03,894] Trial 6596 finished with value: 0.9975777425895959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:36:11,050] Trial 6597 finished with value: 0.9973081031357642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:36:16,739] Trial 6598 finished with value: 0.9975191792949248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:36:21,332] Trial 6599 finished with value: 0.9966685656700832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:36:23,023] Trial 6600 finished with value: 0.9964821398358481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:36:26,719] Trial 6601 finished with value: 0.9972002844177598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:36:30,389] Trial 6602 finished with value: 0.9975677088405766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:36:32,939] Trial 6603 finished with value: 0.99630028667237 and parameters: {'classifier': 'SVC', 'svc_c': 17686.259005612883, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:36:38,747] Trial 6604 finished with value: 0.9976398546583907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:36:44,299] Trial 6605 finished with value: 0.9972525355821792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 111}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:36:49,611] Trial 6606 finished with value: 0.9970687021002265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:36:54,021] Trial 6607 finished with value: 0.9973845921275261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:37:06,196] Trial 6608 finished with value: 0.9969850158714496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 42, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:37:12,782] Trial 6609 finished with value: 0.9971024604111486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:37:24,163] Trial 6610 finished with value: 0.9971076355943408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 44, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:37:26,436] Trial 6611 finished with value: 0.9968664619649329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 5, 'rf_n_estimators': 106}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:37:31,135] Trial 6612 finished with value: 0.9974648227329376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:37:33,592] Trial 6613 finished with value: 0.9972759577135618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:37:37,760] Trial 6614 finished with value: 0.9974706588263148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:37:41,122] Trial 6615 finished with value: 0.9974370086781814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:37:43,225] Trial 6616 finished with value: 0.9972406332003819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 4, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:37:46,835] Trial 6617 finished with value: 0.9975190241917712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:37:49,487] Trial 6618 finished with value: 0.9965912803107471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:37:51,067] Trial 6619 finished with value: 0.9966511865632347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:38:02,278] Trial 6620 finished with value: 0.9970604849972928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 34, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:38:06,029] Trial 6621 finished with value: 0.9974742502244484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:38:08,563] Trial 6622 finished with value: 0.9925231179971714 and parameters: {'classifier': 'SVC', 'svc_c': 4538.004300691687, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:38:16,543] Trial 6623 finished with value: 0.9972117400885097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 31, 'rf_n_estimators': 109}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:38:20,554] Trial 6624 finished with value: 0.9974401347351156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:38:25,830] Trial 6625 finished with value: 0.997416300010936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:38:35,811] Trial 6626 finished with value: 0.9969594015075844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 35, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:38:40,100] Trial 6627 finished with value: 0.9975286470301024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:38:46,266] Trial 6628 finished with value: 0.9970470756679107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:38:52,030] Trial 6629 finished with value: 0.99720582319042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:38:57,887] Trial 6630 finished with value: 0.9975774452688787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:39:01,101] Trial 6631 finished with value: 0.9974971761336476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:39:04,255] Trial 6632 finished with value: 0.9968325273816728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:39:08,286] Trial 6633 finished with value: 0.9977104143108031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:39:25,268] Trial 6634 finished with value: 0.9968122053138785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 53, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:39:31,185] Trial 6635 finished with value: 0.9971324116013802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:39:36,699] Trial 6636 finished with value: 0.9975578066134457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:39:49,054] Trial 6637 finished with value: 0.9969973184365223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 39, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:39:50,548] Trial 6638 finished with value: 0.9922281097674025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:39:53,554] Trial 6639 finished with value: 0.9960533679421655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:39:59,902] Trial 6640 finished with value: 0.9850765916524669 and parameters: {'classifier': 'SVC', 'svc_c': 5.068433018071611e-10, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:40:03,843] Trial 6641 finished with value: 0.9976635549090562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:40:06,824] Trial 6642 finished with value: 0.9975202286770974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:40:10,383] Trial 6643 finished with value: 0.9975460450210057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:40:30,017] Trial 6644 finished with value: 0.9964284156199291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 64, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:40:31,998] Trial 6645 finished with value: 0.9968807950578499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 34}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:40:35,283] Trial 6646 finished with value: 0.9973785486586614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:40:39,136] Trial 6647 finished with value: 0.9970342248304864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:40:42,728] Trial 6648 finished with value: 0.99729591282767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:40:45,077] Trial 6649 finished with value: 0.9973417809593528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:40:46,438] Trial 6650 finished with value: 0.9973213872273633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 46}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:40:49,466] Trial 6651 finished with value: 0.9975408438444675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:40:57,652] Trial 6652 finished with value: 0.9968151190442115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 20, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:41:02,238] Trial 6653 finished with value: 0.9972898889728322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:41:06,567] Trial 6654 finished with value: 0.9973553415833397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:41:10,755] Trial 6655 finished with value: 0.9972357819342733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:41:13,523] Trial 6656 finished with value: 0.9973655894362828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:41:18,368] Trial 6657 finished with value: 0.9972385509080106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:41:38,652] Trial 6658 finished with value: 0.9959964643178901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 69, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:41:45,402] Trial 6659 finished with value: 0.9967339009138092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 29, 'rf_n_estimators': 83}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:41:48,824] Trial 6660 finished with value: 0.9975227916718152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:41:51,387] Trial 6661 finished with value: 0.9972043530905458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 5, 'rf_n_estimators': 109}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:41:55,923] Trial 6662 finished with value: 0.997510380182244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:41:59,926] Trial 6663 finished with value: 0.9913879097943324 and parameters: {'classifier': 'SVC', 'svc_c': 41.65187560958246, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:42:02,711] Trial 6664 finished with value: 0.9973429211754166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:42:07,752] Trial 6665 finished with value: 0.9973412613463318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:42:09,954] Trial 6666 finished with value: 0.9955415743480126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:42:13,751] Trial 6667 finished with value: 0.997462746026438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:42:18,232] Trial 6668 finished with value: 0.9974541804412803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:42:20,084] Trial 6669 finished with value: 0.9967889292720841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 26}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:42:30,650] Trial 6670 finished with value: 0.9966500210520587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 38, 'rf_n_estimators': 119}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:42:33,654] Trial 6671 finished with value: 0.9974304496904857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 79}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:42:35,257] Trial 6672 finished with value: 0.9967029938730184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 115}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:42:39,616] Trial 6673 finished with value: 0.9972751690900369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:42:42,269] Trial 6674 finished with value: 0.9905605255882993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:42:44,652] Trial 6675 finished with value: 0.997318608986157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:42:52,830] Trial 6676 finished with value: 0.9951725582056605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 46, 'rf_n_estimators': 117}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:42:56,147] Trial 6677 finished with value: 0.997513871955086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:43:01,427] Trial 6678 finished with value: 0.9853836925327886 and parameters: {'classifier': 'SVC', 'svc_c': 0.050013961673780805, 'svc_kernel': 'rbf'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:43:08,841] Trial 6679 finished with value: 0.9971563208779043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 24, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:43:17,538] Trial 6680 finished with value: 0.9970385215718757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 28, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:43:27,160] Trial 6681 finished with value: 0.9964812937667107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 65, 'rf_n_estimators': 65}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:43:44,581] Trial 6682 finished with value: 0.996734228861607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 69, 'rf_n_estimators': 113}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:43:49,054] Trial 6683 finished with value: 0.9971898227147961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:43:52,862] Trial 6684 finished with value: 0.997299559703666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:43:56,162] Trial 6685 finished with value: 0.9974720284439739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:43:58,139] Trial 6686 finished with value: 0.9942507386493965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:44:03,731] Trial 6687 finished with value: 0.9971800768603355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 125}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:44:05,421] Trial 6688 finished with value: 0.9962802695106525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:44:08,698] Trial 6689 finished with value: 0.9975531845267671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:44:13,417] Trial 6690 finished with value: 0.997376151526248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:44:16,807] Trial 6691 finished with value: 0.9977603112207222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:44:20,867] Trial 6692 finished with value: 0.9972462219285082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:44:37,547] Trial 6693 finished with value: 0.9959141035276048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 74, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:44:39,446] Trial 6694 finished with value: 0.9902117971415877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:44:44,709] Trial 6695 finished with value: 0.9975165713593301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:44:47,194] Trial 6696 finished with value: 0.9961290926216398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:44:50,630] Trial 6697 finished with value: 0.997471282317507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:44:53,368] Trial 6698 finished with value: 0.9873631469110448 and parameters: {'classifier': 'SVC', 'svc_c': 87091.9881406979, 'svc_kernel': 'sigmoid'}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:44:57,387] Trial 6699 finished with value: 0.9970600949701479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:45:02,555] Trial 6700 finished with value: 0.9973674762548822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:45:06,486] Trial 6701 finished with value: 0.9973934334516237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 127}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:45:09,870] Trial 6702 finished with value: 0.9968952546898038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:45:13,956] Trial 6703 finished with value: 0.9972186617770119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:45:18,423] Trial 6704 finished with value: 0.9973513243577018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 11, 'rf_n_estimators': 127}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:45:23,314] Trial 6705 finished with value: 0.9970982923669741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:45:28,559] Trial 6706 finished with value: 0.9974465066595846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:45:33,068] Trial 6707 finished with value: 0.9975666084238487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:45:37,459] Trial 6708 finished with value: 0.9976297117309695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:45:41,111] Trial 6709 finished with value: 0.9975966516857496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:45:44,938] Trial 6710 finished with value: 0.9974854262207575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 3523 with value: 0.9978358505825548.
[I 2023-09-07 19:45:49,781] Trial 6711 finished with value: 0.9978414381046407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:45:55,054] Trial 6712 finished with value: 0.9973742270347526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:45:59,628] Trial 6713 finished with value: 0.9972499160622483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:46:05,181] Trial 6714 finished with value: 0.9973510598222431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:46:09,606] Trial 6715 finished with value: 0.9975301088781204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:49:16,833] Trial 6716 finished with value: 0.9897214093378177 and parameters: {'classifier': 'SVC', 'svc_c': 1208960232.0406106, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:49:21,484] Trial 6717 finished with value: 0.9973552535741225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:49:26,288] Trial 6718 finished with value: 0.9972450366763539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:49:28,404] Trial 6719 finished with value: 0.9955960422465795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:49:34,115] Trial 6720 finished with value: 0.997333152342711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:49:38,163] Trial 6721 finished with value: 0.9972564164300289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:49:44,533] Trial 6722 finished with value: 0.9977017424988691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:49:48,829] Trial 6723 finished with value: 0.9976112653100309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:49:53,314] Trial 6724 finished with value: 0.9974782636097995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:49:57,786] Trial 6725 finished with value: 0.9971451130802119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:50:07,190] Trial 6726 finished with value: 0.9969391481840976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 26, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:50:12,618] Trial 6727 finished with value: 0.9973995259872934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:50:16,535] Trial 6728 finished with value: 0.997585449473929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:50:19,714] Trial 6729 finished with value: 0.9963608595796041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:50:25,141] Trial 6730 finished with value: 0.9972642664205869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:50:29,125] Trial 6731 finished with value: 0.9968945966677683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:50:34,377] Trial 6732 finished with value: 0.9975382548564035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:50:37,035] Trial 6733 finished with value: 0.9957405127570542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:50:41,587] Trial 6734 finished with value: 0.997311074978206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:50:47,969] Trial 6735 finished with value: 0.9852217873741272 and parameters: {'classifier': 'SVC', 'svc_c': 0.0005678449825246805, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:50:51,804] Trial 6736 finished with value: 0.9974423534687511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:50:56,675] Trial 6737 finished with value: 0.9973235938371182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:51:01,862] Trial 6738 finished with value: 0.9971974161995858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:51:06,650] Trial 6739 finished with value: 0.9975195790021315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:51:10,166] Trial 6740 finished with value: 0.9976769133943106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:51:14,024] Trial 6741 finished with value: 0.9974384695740622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:51:18,139] Trial 6742 finished with value: 0.9973362085762488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:51:23,162] Trial 6743 finished with value: 0.9969889287111099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:51:28,803] Trial 6744 finished with value: 0.9972368468362826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:51:33,266] Trial 6745 finished with value: 0.9972431938464944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:51:37,229] Trial 6746 finished with value: 0.9973925416481618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:51:41,745] Trial 6747 finished with value: 0.9973940302512357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:51:46,754] Trial 6748 finished with value: 0.9973067206007767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:51:50,938] Trial 6749 finished with value: 0.9974822710919001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:51:56,156] Trial 6750 finished with value: 0.9972222484779351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:52:01,428] Trial 6751 finished with value: 0.9973097937188813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:52:04,348] Trial 6752 finished with value: 0.9973261968850752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:52:09,340] Trial 6753 finished with value: 0.9974717600999661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:52:15,513] Trial 6754 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 4.4704658996072577e-07, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:52:20,285] Trial 6755 finished with value: 0.9974578900948571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:52:27,497] Trial 6756 finished with value: 0.9972743515532785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 19, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:52:32,037] Trial 6757 finished with value: 0.9974310554084497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:52:35,345] Trial 6758 finished with value: 0.9973686156140223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:52:40,111] Trial 6759 finished with value: 0.9973226286556139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:52:47,515] Trial 6760 finished with value: 0.9970544045220281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 25, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:52:51,657] Trial 6761 finished with value: 0.9973872732507355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:52:56,375] Trial 6762 finished with value: 0.9974247337568259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:53:01,823] Trial 6763 finished with value: 0.9973555096672978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:53:07,450] Trial 6764 finished with value: 0.9975305987527223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:53:10,961] Trial 6765 finished with value: 0.9972871451037797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:53:15,311] Trial 6766 finished with value: 0.9975028294484157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:53:19,205] Trial 6767 finished with value: 0.9973318700677734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:53:21,527] Trial 6768 finished with value: 0.9914435618977029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 16, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:53:26,860] Trial 6769 finished with value: 0.9977387537548794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:53:34,586] Trial 6770 finished with value: 0.9969150822175242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 26, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:53:37,434] Trial 6771 finished with value: 0.99634661881226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:53:40,035] Trial 6772 finished with value: 0.9890274787163422 and parameters: {'classifier': 'SVC', 'svc_c': 5.814667225834261, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:53:43,613] Trial 6773 finished with value: 0.9976729130532392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:53:47,382] Trial 6774 finished with value: 0.9974700978905382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:53:50,520] Trial 6775 finished with value: 0.9972644034331335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:53:54,274] Trial 6776 finished with value: 0.9973876380145059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:54:01,915] Trial 6777 finished with value: 0.9972190087992923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:54:06,160] Trial 6778 finished with value: 0.9973536317353129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:54:09,792] Trial 6779 finished with value: 0.9933101833494294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 34, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:54:14,986] Trial 6780 finished with value: 0.9974846102708944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:54:18,198] Trial 6781 finished with value: 0.9968098584225724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:54:21,566] Trial 6782 finished with value: 0.997122014167679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:54:38,166] Trial 6783 finished with value: 0.9965276675149976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 59, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:54:42,811] Trial 6784 finished with value: 0.9970270865625035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:54:48,017] Trial 6785 finished with value: 0.9973175650946425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:54:52,207] Trial 6786 finished with value: 0.996485142241895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 17, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:54:56,276] Trial 6787 finished with value: 0.9973458439193156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:54:58,459] Trial 6788 finished with value: 0.9947730408234025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:55:02,611] Trial 6789 finished with value: 0.9974452492354285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:55:08,049] Trial 6790 finished with value: 0.9972544624222799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:55:12,552] Trial 6791 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.0890410955152903e-07, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:55:16,058] Trial 6792 finished with value: 0.9971309231569956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:55:20,607] Trial 6793 finished with value: 0.9973666272023815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:55:24,400] Trial 6794 finished with value: 0.9974933826602571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:55:29,138] Trial 6795 finished with value: 0.9973927793650889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:55:34,833] Trial 6796 finished with value: 0.9974037691550949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:55:38,111] Trial 6797 finished with value: 0.9955737061546527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:55:45,866] Trial 6798 finished with value: 0.9964231956228118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 32, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:55:58,799] Trial 6799 finished with value: 0.9967770725611351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 47, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:56:04,912] Trial 6800 finished with value: 0.9970777566078487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 19, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:56:28,504] Trial 6801 finished with value: 0.9965563148802522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 66, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:56:33,388] Trial 6802 finished with value: 0.9972926305250174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:56:35,011] Trial 6803 finished with value: 0.9970720896140423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:56:36,627] Trial 6804 finished with value: 0.9971820598130563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:56:41,097] Trial 6805 finished with value: 0.9972482862572237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:56:46,232] Trial 6806 finished with value: 0.9973183705392583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:56:50,137] Trial 6807 finished with value: 0.997335087593357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:56:56,695] Trial 6808 finished with value: 0.9972720063123437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 17, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:57:01,178] Trial 6809 finished with value: 0.9972544429669425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:57:05,144] Trial 6810 finished with value: 0.9975208764477891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:57:12,090] Trial 6811 finished with value: 0.997241275607367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 23, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:57:15,594] Trial 6812 finished with value: 0.9867325520133865 and parameters: {'classifier': 'SVC', 'svc_c': 4458809979.39075, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:57:19,851] Trial 6813 finished with value: 0.997460775102384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:57:23,292] Trial 6814 finished with value: 0.9976886303949904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:57:26,097] Trial 6815 finished with value: 0.9973434964884653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:57:44,717] Trial 6816 finished with value: 0.9954873221402653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 74, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:58:03,831] Trial 6817 finished with value: 0.9962379542155458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 57, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:58:07,841] Trial 6818 finished with value: 0.9977030390558651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:58:12,604] Trial 6819 finished with value: 0.9971808411726232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:58:17,585] Trial 6820 finished with value: 0.9975825392982415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:58:21,699] Trial 6821 finished with value: 0.9975537579672792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:58:28,049] Trial 6822 finished with value: 0.997509920617344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:58:32,629] Trial 6823 finished with value: 0.9975597072697725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:58:34,974] Trial 6824 finished with value: 0.9970955024462181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 4, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:58:39,973] Trial 6825 finished with value: 0.9975496336579414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:58:42,033] Trial 6826 finished with value: 0.9972412966178618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:58:47,407] Trial 6827 finished with value: 0.9974756905541651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:58:52,144] Trial 6828 finished with value: 0.9948275648663275 and parameters: {'classifier': 'SVC', 'svc_c': 410883.28590060974, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:58:56,386] Trial 6829 finished with value: 0.9972618915047088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:59:00,378] Trial 6830 finished with value: 0.9965399694135743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:59:03,644] Trial 6831 finished with value: 0.9977081376872244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:59:08,971] Trial 6832 finished with value: 0.9973181462474662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:59:12,097] Trial 6833 finished with value: 0.9971884204388304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:59:29,558] Trial 6834 finished with value: 0.995472478384417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 73, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:59:39,844] Trial 6835 finished with value: 0.9973826825211094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 31, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:59:43,320] Trial 6836 finished with value: 0.9974272582534619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:59:51,552] Trial 6837 finished with value: 0.9969508420795808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 21, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 19:59:56,845] Trial 6838 finished with value: 0.9972252326664229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:00:00,964] Trial 6839 finished with value: 0.9972105174173622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:00:04,404] Trial 6840 finished with value: 0.997526703305435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:00:09,644] Trial 6841 finished with value: 0.9972219085649461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:00:25,333] Trial 6842 finished with value: 0.9968908181746703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 43, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:00:30,032] Trial 6843 finished with value: 0.9975264383891216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:00:38,183] Trial 6844 finished with value: 0.997035489649575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 26, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:00:42,422] Trial 6845 finished with value: 0.9972788065716122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:00:46,327] Trial 6846 finished with value: 0.9971289230340669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:00:51,179] Trial 6847 finished with value: 0.9860658613396588 and parameters: {'classifier': 'SVC', 'svc_c': 0.6719473833098907, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:01:09,736] Trial 6848 finished with value: 0.9968877451200413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 53, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:01:14,459] Trial 6849 finished with value: 0.9975937755648369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:01:20,163] Trial 6850 finished with value: 0.9971715134333555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 19, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:01:23,661] Trial 6851 finished with value: 0.9977018149882498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:01:27,200] Trial 6852 finished with value: 0.9968083834985365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:01:35,625] Trial 6853 finished with value: 0.9972387593943247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 22, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:01:40,525] Trial 6854 finished with value: 0.9972367624134488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 17, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:01:43,961] Trial 6855 finished with value: 0.9973340186606333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:01:46,821] Trial 6856 finished with value: 0.9972309676110891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:01:51,093] Trial 6857 finished with value: 0.9973054310895962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:01:57,109] Trial 6858 finished with value: 0.9968756235879929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:02:01,463] Trial 6859 finished with value: 0.9975088800583096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:02:03,516] Trial 6860 finished with value: 0.9961141246753598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:02:05,276] Trial 6861 finished with value: 0.9969004152100828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 1, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:02:06,773] Trial 6862 finished with value: 0.9894685381948053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:02:12,446] Trial 6863 finished with value: 0.9975070040623368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:02:13,199] Trial 6864 finished with value: 0.9931036887476394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 6}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:02:18,823] Trial 6865 finished with value: 0.9969627543001297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:02:21,223] Trial 6866 finished with value: 0.9950557876521646 and parameters: {'classifier': 'SVC', 'svc_c': 1484.5561461718235, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:02:23,903] Trial 6867 finished with value: 0.9958485915672103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:02:27,194] Trial 6868 finished with value: 0.9976264867469778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:02:32,275] Trial 6869 finished with value: 0.9974515805036382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:02:36,616] Trial 6870 finished with value: 0.9975607942613655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:02:39,999] Trial 6871 finished with value: 0.9974854444065784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:02:48,075] Trial 6872 finished with value: 0.9970878648457369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 30, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:02:52,449] Trial 6873 finished with value: 0.997169205928793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:02:57,021] Trial 6874 finished with value: 0.9976188529550455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:03:01,966] Trial 6875 finished with value: 0.997318232098506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:03:03,497] Trial 6876 finished with value: 0.9905213472362288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:03:10,148] Trial 6877 finished with value: 0.9973989227448862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:03:27,300] Trial 6878 finished with value: 0.9958721471882316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 66, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:03:32,495] Trial 6879 finished with value: 0.997533696880298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:03:35,721] Trial 6880 finished with value: 0.9974194235605754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:03:37,905] Trial 6881 finished with value: 0.9972159343164577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:03:42,335] Trial 6882 finished with value: 0.9975386426618948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:03:47,449] Trial 6883 finished with value: 0.9972959684324839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:03:56,461] Trial 6884 finished with value: 0.985403191414477 and parameters: {'classifier': 'SVC', 'svc_c': 0.2342235711639509, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:03:59,370] Trial 6885 finished with value: 0.9966365270459395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:04:11,907] Trial 6886 finished with value: 0.9965317482799264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 40, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:04:15,360] Trial 6887 finished with value: 0.9974199775774882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:04:21,909] Trial 6888 finished with value: 0.9972882017539332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 18, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:04:25,773] Trial 6889 finished with value: 0.9972771722915427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:04:32,268] Trial 6890 finished with value: 0.9970289517675878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:04:36,504] Trial 6891 finished with value: 0.9974202961308656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:04:39,842] Trial 6892 finished with value: 0.9974320429969165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:04:44,620] Trial 6893 finished with value: 0.9972674959748374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:04:50,031] Trial 6894 finished with value: 0.9974062563279515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:04:53,528] Trial 6895 finished with value: 0.9968872195720317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:04:57,310] Trial 6896 finished with value: 0.9975952444586703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:05:00,648] Trial 6897 finished with value: 0.9974760752810795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:05:05,028] Trial 6898 finished with value: 0.9971109761995295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:05:11,565] Trial 6899 finished with value: 0.997412902531417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 22, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:05:16,555] Trial 6900 finished with value: 0.9972365176507064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:05:19,941] Trial 6901 finished with value: 0.9942660119460843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 25, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:05:23,437] Trial 6902 finished with value: 0.997640863987324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:05:31,594] Trial 6903 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.73585037910815e-08, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:05:35,268] Trial 6904 finished with value: 0.9975187185557223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:05:42,017] Trial 6905 finished with value: 0.9971231504799801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:05:46,644] Trial 6906 finished with value: 0.9975938378028735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:05:49,145] Trial 6907 finished with value: 0.9967236577898141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:05:52,265] Trial 6908 finished with value: 0.997259700668694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:05:56,073] Trial 6909 finished with value: 0.9969280865077311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:06:00,330] Trial 6910 finished with value: 0.9972969793483126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:06:02,644] Trial 6911 finished with value: 0.9914878738880444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 18, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:06:05,011] Trial 6912 finished with value: 0.9969889715255471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:06:09,213] Trial 6913 finished with value: 0.9974822856913375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:06:14,551] Trial 6914 finished with value: 0.9972520812540339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:06:18,381] Trial 6915 finished with value: 0.9974096278776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:06:24,203] Trial 6916 finished with value: 0.9975663517276532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:06:33,471] Trial 6917 finished with value: 0.9961289415809382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 50, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:06:37,681] Trial 6918 finished with value: 0.9969577345374704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:06:40,844] Trial 6919 finished with value: 0.9974751529140127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:06:50,146] Trial 6920 finished with value: 0.9968599651517981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 26, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:06:55,573] Trial 6921 finished with value: 0.9974968467259059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:07:03,124] Trial 6922 finished with value: 0.9853894285882815 and parameters: {'classifier': 'SVC', 'svc_c': 0.02208689157970368, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:07:07,454] Trial 6923 finished with value: 0.9974571788800887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:07:12,314] Trial 6924 finished with value: 0.9971796740110758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:07:16,015] Trial 6925 finished with value: 0.9975212477178306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:07:18,976] Trial 6926 finished with value: 0.99712843899924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:07:27,566] Trial 6927 finished with value: 0.996665277718083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 27, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:07:43,145] Trial 6928 finished with value: 0.9966474454573917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 60, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:07:46,994] Trial 6929 finished with value: 0.9974342477658725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:07:58,874] Trial 6930 finished with value: 0.9969190476786353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 43, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:08:05,454] Trial 6931 finished with value: 0.9973331103851972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:08:07,834] Trial 6932 finished with value: 0.9969564005614816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:08:11,409] Trial 6933 finished with value: 0.9975175735789721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:08:20,405] Trial 6934 finished with value: 0.9967485225360427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 23, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:08:24,017] Trial 6935 finished with value: 0.9970968770467284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:08:39,706] Trial 6936 finished with value: 0.9965053503388637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 50, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:08:43,580] Trial 6937 finished with value: 0.9974110315500339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:08:46,385] Trial 6938 finished with value: 0.9967906685411512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:08:57,931] Trial 6939 finished with value: 0.9964498709214479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 38, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:09:05,815] Trial 6940 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.675443590378875e-09, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:09:09,694] Trial 6941 finished with value: 0.9974662409413328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:09:11,448] Trial 6942 finished with value: 0.9933513922928197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:09:17,791] Trial 6943 finished with value: 0.9972055102546523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:09:18,966] Trial 6944 finished with value: 0.9921222052260733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 46, 'rf_n_estimators': 10}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:09:23,588] Trial 6945 finished with value: 0.9974961155797315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:09:26,843] Trial 6946 finished with value: 0.9973624550957548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:09:32,096] Trial 6947 finished with value: 0.9975222317199138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:09:45,324] Trial 6948 finished with value: 0.9966648382115403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 51, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:09:48,979] Trial 6949 finished with value: 0.9975860549062517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:09:52,976] Trial 6950 finished with value: 0.9976250369276266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:09:55,426] Trial 6951 finished with value: 0.9973731764782775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:10:01,353] Trial 6952 finished with value: 0.9974068408132556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:10:03,536] Trial 6953 finished with value: 0.9971326319259338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 3, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:10:06,483] Trial 6954 finished with value: 0.9973484562030038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:10:08,216] Trial 6955 finished with value: 0.9970399457787353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:10:13,746] Trial 6956 finished with value: 0.9974086419712425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:10:20,783] Trial 6957 finished with value: 0.9973369102061692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:10:24,216] Trial 6958 finished with value: 0.9961736960929235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:10:31,346] Trial 6959 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 1.7632150980674608e-05, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:10:34,166] Trial 6960 finished with value: 0.996630909214152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:10:38,716] Trial 6961 finished with value: 0.9973554302907912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:10:43,239] Trial 6962 finished with value: 0.9974240167022826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:10:47,721] Trial 6963 finished with value: 0.997505550053582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:10:51,303] Trial 6964 finished with value: 0.9974190135068111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:10:54,545] Trial 6965 finished with value: 0.9972340971591933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:11:00,008] Trial 6966 finished with value: 0.9973417647730201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:11:05,604] Trial 6967 finished with value: 0.9972699238612831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:11:13,282] Trial 6968 finished with value: 0.9964044839999183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 38, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:11:25,228] Trial 6969 finished with value: 0.9966935848847074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 36, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:11:29,004] Trial 6970 finished with value: 0.9974830890095134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:11:32,194] Trial 6971 finished with value: 0.9976963869491488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:11:36,627] Trial 6972 finished with value: 0.9974328844640573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:11:41,295] Trial 6973 finished with value: 0.9972083444180515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:11:44,661] Trial 6974 finished with value: 0.9945583845013274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 27, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:11:48,532] Trial 6975 finished with value: 0.9975318537013216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:12:07,752] Trial 6976 finished with value: 0.9967637866604754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 62, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:12:13,557] Trial 6977 finished with value: 0.9975659062861219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:12:15,792] Trial 6978 finished with value: 0.9916201304774219 and parameters: {'classifier': 'SVC', 'svc_c': 21.049627155538392, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:12:19,562] Trial 6979 finished with value: 0.9967550685746721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:12:21,717] Trial 6980 finished with value: 0.9973383263833385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:12:27,052] Trial 6981 finished with value: 0.997390966114959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:12:31,193] Trial 6982 finished with value: 0.9977796505242118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:12:36,250] Trial 6983 finished with value: 0.9975485720249365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:12:40,665] Trial 6984 finished with value: 0.997640851641278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:12:45,303] Trial 6985 finished with value: 0.9974861867244963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:12:49,230] Trial 6986 finished with value: 0.9974241147089408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:12:53,764] Trial 6987 finished with value: 0.9974657065384469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:13:16,614] Trial 6988 finished with value: 0.9962593939972276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 74, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:13:20,763] Trial 6989 finished with value: 0.9976337910994304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:13:24,989] Trial 6990 finished with value: 0.9973770938247207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:13:28,876] Trial 6991 finished with value: 0.9975616349033206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:13:31,289] Trial 6992 finished with value: 0.9956123776206031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:13:37,675] Trial 6993 finished with value: 0.9973795224728762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:13:41,538] Trial 6994 finished with value: 0.9975585195737992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:13:45,224] Trial 6995 finished with value: 0.9974786253584688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:13:49,645] Trial 6996 finished with value: 0.9976540449307238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:13:54,404] Trial 6997 finished with value: 0.9867568060587996 and parameters: {'classifier': 'SVC', 'svc_c': 2044478.368751284, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:13:59,742] Trial 6998 finished with value: 0.9975124603164375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:14:04,350] Trial 6999 finished with value: 0.9975567580881967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:14:09,098] Trial 7000 finished with value: 0.9972740799720041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:14:13,411] Trial 7001 finished with value: 0.9975271771841316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:14:16,753] Trial 7002 finished with value: 0.9974049113706468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:14:22,984] Trial 7003 finished with value: 0.9976786946843674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:14:35,050] Trial 7004 finished with value: 0.9970480170142464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 35, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:14:39,172] Trial 7005 finished with value: 0.9974694023860339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:14:42,970] Trial 7006 finished with value: 0.9973442644823504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:14:46,289] Trial 7007 finished with value: 0.9968785025018416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:14:52,883] Trial 7008 finished with value: 0.9971634719997396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:14:56,976] Trial 7009 finished with value: 0.9974039195927761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:15:00,732] Trial 7010 finished with value: 0.9974985848206704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:15:03,967] Trial 7011 finished with value: 0.9973037176869236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:15:20,993] Trial 7012 finished with value: 0.996654736924254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 56, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:15:26,867] Trial 7013 finished with value: 0.9975028522679711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:15:31,640] Trial 7014 finished with value: 0.9973822068333522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:15:35,560] Trial 7015 finished with value: 0.9973446479397484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:15:40,838] Trial 7016 finished with value: 0.9853792674433016 and parameters: {'classifier': 'SVC', 'svc_c': 0.00868482874344841, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:15:44,532] Trial 7017 finished with value: 0.9974322490394117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:15:50,172] Trial 7018 finished with value: 0.9972139711047152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:15:52,234] Trial 7019 finished with value: 0.9955209203334441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:15:54,865] Trial 7020 finished with value: 0.9963329221278637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:16:00,182] Trial 7021 finished with value: 0.9972821209295515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:16:04,424] Trial 7022 finished with value: 0.9975351045199701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:16:11,043] Trial 7023 finished with value: 0.9973193837719542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:16:15,322] Trial 7024 finished with value: 0.9974348816036228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:16:19,395] Trial 7025 finished with value: 0.9973793671475569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:16:32,278] Trial 7026 finished with value: 0.9968337769665657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 45, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:16:36,974] Trial 7027 finished with value: 0.9968613943415093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 18, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:16:42,271] Trial 7028 finished with value: 0.9973016626256769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:16:45,432] Trial 7029 finished with value: 0.9974418276350999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:16:48,718] Trial 7030 finished with value: 0.9968233205955706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:16:58,136] Trial 7031 finished with value: 0.9970966373620512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 29, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:17:02,236] Trial 7032 finished with value: 0.9975764845306817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:17:08,917] Trial 7033 finished with value: 0.9975010349871273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:17:13,256] Trial 7034 finished with value: 0.9970674512458172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:17:19,695] Trial 7035 finished with value: 0.9852060554329386 and parameters: {'classifier': 'SVC', 'svc_c': 1.0891333368883837e-10, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:17:22,830] Trial 7036 finished with value: 0.9974461170132947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:17:25,900] Trial 7037 finished with value: 0.9970948996164034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:17:29,875] Trial 7038 finished with value: 0.997236112357628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:17:37,683] Trial 7039 finished with value: 0.9974085143531165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:17:41,964] Trial 7040 finished with value: 0.9974488493932245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:17:44,140] Trial 7041 finished with value: 0.9907876375473746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 16, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:17:48,569] Trial 7042 finished with value: 0.9971263851757718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:17:52,440] Trial 7043 finished with value: 0.9976046398314189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:17:57,945] Trial 7044 finished with value: 0.9974999718624407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:18:02,042] Trial 7045 finished with value: 0.9976398879514554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:18:05,623] Trial 7046 finished with value: 0.9973153924127107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:18:18,148] Trial 7047 finished with value: 0.9968266844963832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 47, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:18:21,653] Trial 7048 finished with value: 0.9974416725002083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:18:26,955] Trial 7049 finished with value: 0.9975701746855595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:18:29,434] Trial 7050 finished with value: 0.9973452455010703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:18:33,470] Trial 7051 finished with value: 0.9975068954234795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:18:39,980] Trial 7052 finished with value: 0.9961429864619173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 32, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:18:45,573] Trial 7053 finished with value: 0.9850767551026903 and parameters: {'classifier': 'SVC', 'svc_c': 0.00019101001222413092, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:18:48,787] Trial 7054 finished with value: 0.9913454160369719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:18:51,921] Trial 7055 finished with value: 0.9968895193960207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:18:55,534] Trial 7056 finished with value: 0.9972241123500272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:19:00,299] Trial 7057 finished with value: 0.9973773330333294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:19:03,873] Trial 7058 finished with value: 0.9973080694618442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:19:08,805] Trial 7059 finished with value: 0.9977276120355104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:19:15,449] Trial 7060 finished with value: 0.997007023825151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:19:20,343] Trial 7061 finished with value: 0.9974508733195839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:19:24,654] Trial 7062 finished with value: 0.9974714144741537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:19:28,337] Trial 7063 finished with value: 0.9974676916493453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:19:40,122] Trial 7064 finished with value: 0.9968629069384414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 28, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:19:44,004] Trial 7065 finished with value: 0.9972860122826486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:19:47,874] Trial 7066 finished with value: 0.9975228928522641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:19:56,534] Trial 7067 finished with value: 0.9969068912983641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 30, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:20:01,126] Trial 7068 finished with value: 0.9973856570930112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:20:05,131] Trial 7069 finished with value: 0.9960794703715719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:20:07,209] Trial 7070 finished with value: 0.997253216233343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:20:11,294] Trial 7071 finished with value: 0.9977844569763951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:20:13,340] Trial 7072 finished with value: 0.9924158651977951 and parameters: {'classifier': 'SVC', 'svc_c': 222.6116947136022, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:20:18,214] Trial 7073 finished with value: 0.9972295588923282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:20:25,168] Trial 7074 finished with value: 0.9973310327265607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:20:30,757] Trial 7075 finished with value: 0.9973324371607039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:20:35,951] Trial 7076 finished with value: 0.997600206172697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:20:41,213] Trial 7077 finished with value: 0.9974502055857487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:20:44,937] Trial 7078 finished with value: 0.9968807862981873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:20:49,839] Trial 7079 finished with value: 0.996568158197804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:20:54,382] Trial 7080 finished with value: 0.9973769685552001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:20:59,578] Trial 7081 finished with value: 0.9973844963742592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:21:04,984] Trial 7082 finished with value: 0.9975652456933156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:21:11,261] Trial 7083 finished with value: 0.9974503842384298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:21:18,140] Trial 7084 finished with value: 0.9972433656755255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:21:23,056] Trial 7085 finished with value: 0.9968656135789282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:21:25,732] Trial 7086 finished with value: 0.9947264369752865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:21:30,081] Trial 7087 finished with value: 0.9975919771997859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:21:35,252] Trial 7088 finished with value: 0.9971780558221258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:21:41,827] Trial 7089 finished with value: 0.9973017286087867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:21:48,190] Trial 7090 finished with value: 0.9974615474126245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:21:52,370] Trial 7091 finished with value: 0.9973560517190195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:21:59,337] Trial 7092 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 8.774804987904435e-10, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:22:02,261] Trial 7093 finished with value: 0.9956854560250901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:22:24,830] Trial 7094 finished with value: 0.99568640140214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 73, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:22:29,819] Trial 7095 finished with value: 0.996860869301306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:22:33,700] Trial 7096 finished with value: 0.997440854836498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:22:39,358] Trial 7097 finished with value: 0.9975284716464256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:22:43,144] Trial 7098 finished with value: 0.9973406860332831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:22:49,927] Trial 7099 finished with value: 0.9972954911895693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 17, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:22:54,461] Trial 7100 finished with value: 0.9974300105965357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:22:58,537] Trial 7101 finished with value: 0.9975984256126119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:23:03,575] Trial 7102 finished with value: 0.9975172360463262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:23:09,420] Trial 7103 finished with value: 0.9973059301681912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:23:15,785] Trial 7104 finished with value: 0.9973402975612956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:23:20,078] Trial 7105 finished with value: 0.9974712396617594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:23:24,428] Trial 7106 finished with value: 0.9973277039913492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:23:28,647] Trial 7107 finished with value: 0.997137127949644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:23:33,286] Trial 7108 finished with value: 0.9970928694059383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:23:36,892] Trial 7109 finished with value: 0.9867376316654773 and parameters: {'classifier': 'SVC', 'svc_c': 23025393.125208877, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:23:42,407] Trial 7110 finished with value: 0.9973392863915637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:23:48,498] Trial 7111 finished with value: 0.997073327328958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 18, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:23:52,608] Trial 7112 finished with value: 0.9969565826101188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:23:56,771] Trial 7113 finished with value: 0.9972666012197499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:24:01,154] Trial 7114 finished with value: 0.9974454581978115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:24:05,222] Trial 7115 finished with value: 0.9945293161009924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:24:10,218] Trial 7116 finished with value: 0.9972629577397103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:24:15,150] Trial 7117 finished with value: 0.9973791140694829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:24:19,501] Trial 7118 finished with value: 0.9970623664521856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:24:23,471] Trial 7119 finished with value: 0.9975654995330996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:24:30,715] Trial 7120 finished with value: 0.9973242282461504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:24:33,896] Trial 7121 finished with value: 0.995988089191915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:24:38,428] Trial 7122 finished with value: 0.9972689561090085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:24:42,732] Trial 7123 finished with value: 0.9974511641340302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:25:01,368] Trial 7124 finished with value: 0.9966888959262579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 55, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:25:10,141] Trial 7125 finished with value: 0.997365678302424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 23, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:25:12,386] Trial 7126 finished with value: 0.9909806674053961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 18, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:25:17,333] Trial 7127 finished with value: 0.9973457533710656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:25:23,848] Trial 7128 finished with value: 0.9853833646802044 and parameters: {'classifier': 'SVC', 'svc_c': 0.09723278762940955, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:25:28,572] Trial 7129 finished with value: 0.9974769397899411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:25:33,008] Trial 7130 finished with value: 0.9972854864489973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:25:53,249] Trial 7131 finished with value: 0.9967267522992683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 64, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:25:58,041] Trial 7132 finished with value: 0.9972595281096911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:26:01,443] Trial 7133 finished with value: 0.9974015454703457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:26:05,591] Trial 7134 finished with value: 0.9972681337480881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:26:08,734] Trial 7135 finished with value: 0.9966762113319928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:26:12,997] Trial 7136 finished with value: 0.9974286556417901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:26:19,942] Trial 7137 finished with value: 0.9970146072172862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 20, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:26:26,024] Trial 7138 finished with value: 0.9972509939450617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:26:30,548] Trial 7139 finished with value: 0.997471000389675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:26:36,026] Trial 7140 finished with value: 0.997513076571387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:26:40,029] Trial 7141 finished with value: 0.9971301359299387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:26:42,069] Trial 7142 finished with value: 0.9972019372962428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:26:47,522] Trial 7143 finished with value: 0.997328530668625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:26:55,231] Trial 7144 finished with value: 0.9971581888124484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 24, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:27:02,068] Trial 7145 finished with value: 0.9972439562862455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 18, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:27:05,806] Trial 7146 finished with value: 0.9975662427714168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:27:08,224] Trial 7147 finished with value: 0.9894196046890672 and parameters: {'classifier': 'SVC', 'svc_c': 19194.369255036025, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:27:13,170] Trial 7148 finished with value: 0.9971899327183834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:27:17,904] Trial 7149 finished with value: 0.9967574508537448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:27:24,534] Trial 7150 finished with value: 0.9970594137794399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:27:30,932] Trial 7151 finished with value: 0.997055983038594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 21, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:27:34,870] Trial 7152 finished with value: 0.997436742619303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:27:39,439] Trial 7153 finished with value: 0.9973081338897964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:27:50,322] Trial 7154 finished with value: 0.9967810311351203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 33, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:27:54,389] Trial 7155 finished with value: 0.9971774505802301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:27:57,631] Trial 7156 finished with value: 0.997007126719447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:28:01,958] Trial 7157 finished with value: 0.9973005705242809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:28:07,330] Trial 7158 finished with value: 0.9973955362149454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:28:13,150] Trial 7159 finished with value: 0.9975377938950354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:28:31,112] Trial 7160 finished with value: 0.9968269131680065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 54, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:28:35,023] Trial 7161 finished with value: 0.9973387973738852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:28:38,379] Trial 7162 finished with value: 0.9966317243388293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:28:42,747] Trial 7163 finished with value: 0.9975405375736602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:28:46,913] Trial 7164 finished with value: 0.9971740265995587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:28:54,454] Trial 7165 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.9285684744225877e-06, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:29:04,102] Trial 7166 finished with value: 0.9962698519551182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 48, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:29:06,649] Trial 7167 finished with value: 0.9964221950852789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:29:11,527] Trial 7168 finished with value: 0.9971577346429926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:29:18,261] Trial 7169 finished with value: 0.9974572340405717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:29:23,585] Trial 7170 finished with value: 0.9970355589651648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:29:25,522] Trial 7171 finished with value: 0.9973862936602212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:29:27,780] Trial 7172 finished with value: 0.9956941767451394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:29:33,295] Trial 7173 finished with value: 0.9971230572657458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:29:37,589] Trial 7174 finished with value: 0.9975356067406178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:29:42,440] Trial 7175 finished with value: 0.9973574144812906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:29:46,322] Trial 7176 finished with value: 0.9970423133631569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:29:48,383] Trial 7177 finished with value: 0.9972763864292159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:29:52,032] Trial 7178 finished with value: 0.9972317311616671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:29:54,401] Trial 7179 finished with value: 0.9976199573707497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:30:00,959] Trial 7180 finished with value: 0.9972933341226882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:30:05,151] Trial 7181 finished with value: 0.9974285463364367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:30:12,768] Trial 7182 finished with value: 0.9971125672208309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:30:16,274] Trial 7183 finished with value: 0.9973700578162757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:30:24,427] Trial 7184 finished with value: 0.9853322367520683 and parameters: {'classifier': 'SVC', 'svc_c': 0.0026289188871423045, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:30:29,790] Trial 7185 finished with value: 0.9972835690033176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:30:38,202] Trial 7186 finished with value: 0.9972524345921577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 26, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:30:39,802] Trial 7187 finished with value: 0.9973150632906104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:30:43,393] Trial 7188 finished with value: 0.9972201838635785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:30:48,437] Trial 7189 finished with value: 0.9969688820966144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:30:56,176] Trial 7190 finished with value: 0.9974600148842864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:31:00,472] Trial 7191 finished with value: 0.9974536512751491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:31:06,058] Trial 7192 finished with value: 0.9975762823602111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:31:10,122] Trial 7193 finished with value: 0.9975681843379062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:31:14,016] Trial 7194 finished with value: 0.9974633326381818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:31:19,571] Trial 7195 finished with value: 0.9975904671101484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:31:22,077] Trial 7196 finished with value: 0.9942437742416708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:31:26,052] Trial 7197 finished with value: 0.9970709740900706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:31:29,160] Trial 7198 finished with value: 0.9910058050341531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 37, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:31:33,069] Trial 7199 finished with value: 0.9973736625443305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:31:39,224] Trial 7200 finished with value: 0.9974415398357551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:31:43,154] Trial 7201 finished with value: 0.9971828692566485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:31:46,447] Trial 7202 finished with value: 0.9965280168541452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:31:48,863] Trial 7203 finished with value: 0.9948377270903963 and parameters: {'classifier': 'SVC', 'svc_c': 691.510335638791, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:31:56,478] Trial 7204 finished with value: 0.9969579263613833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 21, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:32:05,489] Trial 7205 finished with value: 0.9966128037218152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 28, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:32:08,845] Trial 7206 finished with value: 0.997536388381803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:32:24,592] Trial 7207 finished with value: 0.996810082523937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 56, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:32:41,798] Trial 7208 finished with value: 0.9966902589106942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 50, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:32:55,442] Trial 7209 finished with value: 0.996715394920818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 43, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:32:59,337] Trial 7210 finished with value: 0.997665481971322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:33:05,905] Trial 7211 finished with value: 0.9973322314990636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 19, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:33:08,325] Trial 7212 finished with value: 0.9971630697217625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:33:20,882] Trial 7213 finished with value: 0.9969679909913864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 42, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:33:39,397] Trial 7214 finished with value: 0.9967026403444669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 58, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:33:46,504] Trial 7215 finished with value: 0.99718300801478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:33:50,866] Trial 7216 finished with value: 0.9974650817777384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:33:54,789] Trial 7217 finished with value: 0.9975390316416887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:33:58,404] Trial 7218 finished with value: 0.9974295634411575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:34:02,422] Trial 7219 finished with value: 0.9977207584565576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:34:07,673] Trial 7220 finished with value: 0.997355772012841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:34:12,490] Trial 7221 finished with value: 0.9972782332580516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:34:17,060] Trial 7222 finished with value: 0.986732879739019 and parameters: {'classifier': 'SVC', 'svc_c': 446152341.6728546, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:34:23,067] Trial 7223 finished with value: 0.9974168339060155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:34:28,933] Trial 7224 finished with value: 0.9965074763025955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 30, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:34:34,474] Trial 7225 finished with value: 0.9973523751998181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:34:38,638] Trial 7226 finished with value: 0.9974003269886021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:34:47,613] Trial 7227 finished with value: 0.9965758525456637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 31, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:34:48,836] Trial 7228 finished with value: 0.9900040713628911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:34:53,328] Trial 7229 finished with value: 0.9972806057301108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:34:59,656] Trial 7230 finished with value: 0.9971916040683286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:35:04,653] Trial 7231 finished with value: 0.9973566666409767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:35:08,887] Trial 7232 finished with value: 0.9974191383002631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:35:13,183] Trial 7233 finished with value: 0.9957819122231032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 24, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:35:15,335] Trial 7234 finished with value: 0.9971455054876998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:35:21,832] Trial 7235 finished with value: 0.99746357473494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:35:25,920] Trial 7236 finished with value: 0.9974000785442625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:35:31,054] Trial 7237 finished with value: 0.9972967767652493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:35:36,161] Trial 7238 finished with value: 0.9972387446679357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:35:39,928] Trial 7239 finished with value: 0.9973768384297793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:35:45,143] Trial 7240 finished with value: 0.9975018309738467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:36:13,838] Trial 7241 finished with value: 0.9906751352346271 and parameters: {'classifier': 'SVC', 'svc_c': 8899291.274991462, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:36:20,589] Trial 7242 finished with value: 0.9973928608045592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 19, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:36:46,002] Trial 7243 finished with value: 0.9962960443614922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 74, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:36:56,946] Trial 7244 finished with value: 0.996991769793373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 37, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:37:02,184] Trial 7245 finished with value: 0.9970665771203696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:37:06,549] Trial 7246 finished with value: 0.9970528680264517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:37:10,286] Trial 7247 finished with value: 0.9974596409165226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:37:12,373] Trial 7248 finished with value: 0.9968123756829655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:37:14,483] Trial 7249 finished with value: 0.9972863936136068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:37:18,962] Trial 7250 finished with value: 0.9976589488500208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:37:23,132] Trial 7251 finished with value: 0.9971364745930807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:37:30,740] Trial 7252 finished with value: 0.9974228819451388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 21, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:37:32,776] Trial 7253 finished with value: 0.994182244277837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:37:37,736] Trial 7254 finished with value: 0.9970969830513394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:37:43,318] Trial 7255 finished with value: 0.9974453916434194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:37:49,177] Trial 7256 finished with value: 0.9970035673766001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:37:53,034] Trial 7257 finished with value: 0.9973189066877292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:37:55,789] Trial 7258 finished with value: 0.9975397383814123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:38:00,987] Trial 7259 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 3.997740835073516e-05, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:38:21,961] Trial 7260 finished with value: 0.9967168249674527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 67, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:38:26,518] Trial 7261 finished with value: 0.9974145798798268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:38:33,287] Trial 7262 finished with value: 0.9972108612023759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 23, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:38:37,143] Trial 7263 finished with value: 0.9974977383072025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:38:39,988] Trial 7264 finished with value: 0.9968993501493838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:38:45,483] Trial 7265 finished with value: 0.9976682297123992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:38:48,087] Trial 7266 finished with value: 0.9974055474935262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:38:49,888] Trial 7267 finished with value: 0.9907937306543267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:38:52,059] Trial 7268 finished with value: 0.9954240229467793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:38:58,601] Trial 7269 finished with value: 0.9974474785060493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:39:11,796] Trial 7270 finished with value: 0.9966922268196469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 38, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:39:15,210] Trial 7271 finished with value: 0.9974084193615594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:39:19,177] Trial 7272 finished with value: 0.9971964999261972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:39:28,920] Trial 7273 finished with value: 0.9957097002317519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 59, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:39:32,119] Trial 7274 finished with value: 0.9970540273169978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:39:37,042] Trial 7275 finished with value: 0.9973336087020824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:39:41,003] Trial 7276 finished with value: 0.9975665979186014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:39:46,300] Trial 7277 finished with value: 0.9974823386936431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:39:59,495] Trial 7278 finished with value: 0.9967281153789184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 42, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:40:03,975] Trial 7279 finished with value: 0.9952213575870014 and parameters: {'classifier': 'SVC', 'svc_c': 222396.6099798497, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:40:09,453] Trial 7280 finished with value: 0.9974728526774309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:40:12,880] Trial 7281 finished with value: 0.99718725635586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:40:16,864] Trial 7282 finished with value: 0.9973093604647065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:40:20,836] Trial 7283 finished with value: 0.9973397861049168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:40:26,500] Trial 7284 finished with value: 0.9973785470400282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:40:32,396] Trial 7285 finished with value: 0.997376650541367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 17, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:40:36,736] Trial 7286 finished with value: 0.9976535565795416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:40:41,026] Trial 7287 finished with value: 0.9974018229866086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:40:57,734] Trial 7288 finished with value: 0.9964489805461918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 52, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:41:01,284] Trial 7289 finished with value: 0.9969434691415101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 3, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:41:05,657] Trial 7290 finished with value: 0.9974647766494958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:41:09,919] Trial 7291 finished with value: 0.9975431271964825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:41:13,346] Trial 7292 finished with value: 0.9971428032905197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:41:16,881] Trial 7293 finished with value: 0.9975106099329563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:41:22,185] Trial 7294 finished with value: 0.9973822096897639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:41:27,440] Trial 7295 finished with value: 0.9971476643636418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:41:30,188] Trial 7296 finished with value: 0.992871043411348 and parameters: {'classifier': 'SVC', 'svc_c': 3201.09301044311, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:41:34,156] Trial 7297 finished with value: 0.9974003772297096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:41:39,755] Trial 7298 finished with value: 0.9973685102441695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:41:42,736] Trial 7299 finished with value: 0.9972228430558937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:41:46,363] Trial 7300 finished with value: 0.9973473154156576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:41:50,138] Trial 7301 finished with value: 0.9972996298444414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:41:53,213] Trial 7302 finished with value: 0.9965989938600407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:41:56,776] Trial 7303 finished with value: 0.9975010951622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:42:02,771] Trial 7304 finished with value: 0.99732174992817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:42:05,648] Trial 7305 finished with value: 0.9961028997391973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:42:16,164] Trial 7306 finished with value: 0.9966077044239597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 40, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:42:20,310] Trial 7307 finished with value: 0.99726296123088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:42:23,997] Trial 7308 finished with value: 0.9975712800534008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:42:50,047] Trial 7309 finished with value: 0.9960834422120023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 72, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:42:55,129] Trial 7310 finished with value: 0.9974427603804626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:42:59,064] Trial 7311 finished with value: 0.9971237047825342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:43:05,228] Trial 7312 finished with value: 0.9975638407513657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:43:09,645] Trial 7313 finished with value: 0.9974636121221949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:43:14,333] Trial 7314 finished with value: 0.9975268259089717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:43:20,397] Trial 7315 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 3.5000858860634304e-07, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:43:27,431] Trial 7316 finished with value: 0.9968364398087403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 27, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:43:29,273] Trial 7317 finished with value: 0.9963332776241652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 29, 'rf_n_estimators': 18}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:43:32,708] Trial 7318 finished with value: 0.9972675161918844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:43:37,132] Trial 7319 finished with value: 0.9898987608917142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 50, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:43:40,718] Trial 7320 finished with value: 0.9974164973255067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:43:45,156] Trial 7321 finished with value: 0.9971542811143291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:43:52,293] Trial 7322 finished with value: 0.9970622197595772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 21, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:43:54,573] Trial 7323 finished with value: 0.9945245395141801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:44:03,764] Trial 7324 finished with value: 0.9971016786430117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 23, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:44:07,752] Trial 7325 finished with value: 0.9974692124981335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:44:12,439] Trial 7326 finished with value: 0.9974182370071668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:44:21,763] Trial 7327 finished with value: 0.9971707080839535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 32, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:44:42,132] Trial 7328 finished with value: 0.9968210286425826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 65, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:44:44,889] Trial 7329 finished with value: 0.9970119571972261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:44:49,803] Trial 7330 finished with value: 0.9969535368818284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:44:54,281] Trial 7331 finished with value: 0.9975389578193159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:45:00,654] Trial 7332 finished with value: 0.9944532474143389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 46, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:45:21,447] Trial 7333 finished with value: 0.9965936195214793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 67, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:45:26,332] Trial 7334 finished with value: 0.9867341907685009 and parameters: {'classifier': 'SVC', 'svc_c': 90640846.23251882, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:45:30,030] Trial 7335 finished with value: 0.9973604215528096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:45:33,960] Trial 7336 finished with value: 0.9974968492966765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:45:39,136] Trial 7337 finished with value: 0.9971637597673467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 19, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:45:44,486] Trial 7338 finished with value: 0.9974675282308599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:45:47,963] Trial 7339 finished with value: 0.9975459888766475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:45:53,310] Trial 7340 finished with value: 0.9968782985223102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:45:58,535] Trial 7341 finished with value: 0.9975242350801091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:46:02,782] Trial 7342 finished with value: 0.9973660742645575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:46:06,131] Trial 7343 finished with value: 0.9972028315117859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:46:20,183] Trial 7344 finished with value: 0.9962751771633989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 44, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:46:21,840] Trial 7345 finished with value: 0.9964728999153705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:46:26,020] Trial 7346 finished with value: 0.9976196230753702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:46:29,728] Trial 7347 finished with value: 0.9977489382906972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:46:34,562] Trial 7348 finished with value: 0.9974072251275773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:46:39,038] Trial 7349 finished with value: 0.9973487818656723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:46:42,376] Trial 7350 finished with value: 0.9972032416290263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:46:46,366] Trial 7351 finished with value: 0.9974537243992879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:46:48,823] Trial 7352 finished with value: 0.992760064518159 and parameters: {'classifier': 'SVC', 'svc_c': 69.13986706149313, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:46:53,519] Trial 7353 finished with value: 0.9974422273740445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:46:57,223] Trial 7354 finished with value: 0.9973917817474431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:47:00,858] Trial 7355 finished with value: 0.9975247860184449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:47:04,513] Trial 7356 finished with value: 0.9973852603691679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:47:08,490] Trial 7357 finished with value: 0.9975408562222515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:47:19,111] Trial 7358 finished with value: 0.9973257914650451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 25, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:47:22,425] Trial 7359 finished with value: 0.9974339804374779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:47:25,488] Trial 7360 finished with value: 0.9974125489076521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:47:27,863] Trial 7361 finished with value: 0.9973063046120236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:47:48,487] Trial 7362 finished with value: 0.9962905963275093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 61, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:47:51,873] Trial 7363 finished with value: 0.9974202607113609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:47:54,961] Trial 7364 finished with value: 0.9975147156438804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:47:57,626] Trial 7365 finished with value: 0.9971273708282261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:48:01,324] Trial 7366 finished with value: 0.9973940224437104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:48:06,567] Trial 7367 finished with value: 0.9973438991790354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:48:09,682] Trial 7368 finished with value: 0.9973560821239348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:48:13,792] Trial 7369 finished with value: 0.9975492676881302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:48:16,958] Trial 7370 finished with value: 0.9975937219277733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:48:20,740] Trial 7371 finished with value: 0.9867155397332726 and parameters: {'classifier': 'SVC', 'svc_c': 755537.0450481324, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:48:25,340] Trial 7372 finished with value: 0.9974056700653248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:48:28,689] Trial 7373 finished with value: 0.9974963691338744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:48:30,656] Trial 7374 finished with value: 0.9972208249693093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:48:34,170] Trial 7375 finished with value: 0.997531979732552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:48:37,658] Trial 7376 finished with value: 0.9973060040857779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:48:42,630] Trial 7377 finished with value: 0.9975195438047922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:48:46,272] Trial 7378 finished with value: 0.9972193157048573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:48:51,295] Trial 7379 finished with value: 0.9972648565235005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:48:56,904] Trial 7380 finished with value: 0.9955180308508721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 39, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:49:00,910] Trial 7381 finished with value: 0.9973252860706067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:49:03,679] Trial 7382 finished with value: 0.9954040643097631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:49:05,856] Trial 7383 finished with value: 0.9972609618379232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:49:09,407] Trial 7384 finished with value: 0.99735458488815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:49:11,118] Trial 7385 finished with value: 0.9936183127601184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:49:17,155] Trial 7386 finished with value: 0.9972452937534043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 22, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:49:25,509] Trial 7387 finished with value: 0.9971265721755226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 20, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:49:29,030] Trial 7388 finished with value: 0.9974237605773691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:49:31,385] Trial 7389 finished with value: 0.9974588002428296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:53:49,517] Trial 7390 finished with value: 0.9896083279986861 and parameters: {'classifier': 'SVC', 'svc_c': 7366962271.5322, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:53:53,855] Trial 7391 finished with value: 0.997409945891433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:53:58,575] Trial 7392 finished with value: 0.9970223194970637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:54:00,858] Trial 7393 finished with value: 0.9974459273158218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:54:04,939] Trial 7394 finished with value: 0.99735397501252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:54:07,534] Trial 7395 finished with value: 0.9971530257213992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:54:12,285] Trial 7396 finished with value: 0.9976701219581804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:54:15,188] Trial 7397 finished with value: 0.997219770350382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:54:35,628] Trial 7398 finished with value: 0.996339094960439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 66, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:54:38,629] Trial 7399 finished with value: 0.9974802489111255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:54:45,045] Trial 7400 finished with value: 0.9964016198441964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 23, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:54:47,764] Trial 7401 finished with value: 0.9948392483200393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 2, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:54:51,288] Trial 7402 finished with value: 0.9970082031423168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:54:56,918] Trial 7403 finished with value: 0.9974317801435668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:55:00,282] Trial 7404 finished with value: 0.9969008605881382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:55:04,561] Trial 7405 finished with value: 0.9975108214661095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:55:21,738] Trial 7406 finished with value: 0.9962585268858577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 59, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:55:27,154] Trial 7407 finished with value: 0.9974328664051879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:55:30,379] Trial 7408 finished with value: 0.9974731828786201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:55:34,575] Trial 7409 finished with value: 0.9864743796876893 and parameters: {'classifier': 'SVC', 'svc_c': 1.1341841985762644, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:55:38,183] Trial 7410 finished with value: 0.9976161980473477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:55:42,244] Trial 7411 finished with value: 0.9972594439407606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:55:45,686] Trial 7412 finished with value: 0.9971973356170388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:55:49,616] Trial 7413 finished with value: 0.9970940800801568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:55:52,552] Trial 7414 finished with value: 0.9971003469521523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:55:59,182] Trial 7415 finished with value: 0.997373954533079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:56:05,050] Trial 7416 finished with value: 0.997305513830321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:56:07,631] Trial 7417 finished with value: 0.9963496172828061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:56:15,437] Trial 7418 finished with value: 0.9967109123857184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 25, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:56:16,294] Trial 7419 finished with value: 0.9874733534305178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 21}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:56:20,642] Trial 7420 finished with value: 0.9974994654206513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:56:24,373] Trial 7421 finished with value: 0.9973278960374273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:56:30,914] Trial 7422 finished with value: 0.9966195423778051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 27, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:56:37,410] Trial 7423 finished with value: 0.9969676549821601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 19, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:56:41,567] Trial 7424 finished with value: 0.9975719851110153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:56:48,063] Trial 7425 finished with value: 0.9974451028284615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:56:56,623] Trial 7426 finished with value: 0.9971741496791638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 28, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:56:59,301] Trial 7427 finished with value: 0.9911958543852841 and parameters: {'classifier': 'SVC', 'svc_c': 13.027485883063227, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:57:17,884] Trial 7428 finished with value: 0.9971214702116828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 56, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:57:22,479] Trial 7429 finished with value: 0.9970149700450444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:57:33,730] Trial 7430 finished with value: 0.9973208959880315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 30, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:57:38,750] Trial 7431 finished with value: 0.9952550971090824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 36, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:57:42,773] Trial 7432 finished with value: 0.997627151433974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:57:46,764] Trial 7433 finished with value: 0.9972464971913798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:57:50,029] Trial 7434 finished with value: 0.9975327800673649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:57:59,638] Trial 7435 finished with value: 0.9971008781812475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 24, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:58:02,318] Trial 7436 finished with value: 0.9972603678629849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:58:06,686] Trial 7437 finished with value: 0.9974939408983117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:58:09,132] Trial 7438 finished with value: 0.9975539427453767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:58:12,378] Trial 7439 finished with value: 0.9972193880990243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:58:17,006] Trial 7440 finished with value: 0.9974149001787892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:58:19,814] Trial 7441 finished with value: 0.9974125897860769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:58:26,223] Trial 7442 finished with value: 0.9962827980697407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 33, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:58:38,848] Trial 7443 finished with value: 0.9970445302559939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 36, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:58:42,536] Trial 7444 finished with value: 0.996424486593936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:58:44,284] Trial 7445 finished with value: 0.9970536113917204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:58:51,061] Trial 7446 finished with value: 0.985245384698759 and parameters: {'classifier': 'SVC', 'svc_c': 0.0008612430981993318, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:58:57,831] Trial 7447 finished with value: 0.9973207714802204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:59:00,666] Trial 7448 finished with value: 0.9975285364234949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:59:14,955] Trial 7449 finished with value: 0.9971263589919981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 43, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:59:26,285] Trial 7450 finished with value: 0.9973328605761277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 34, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:59:28,678] Trial 7451 finished with value: 0.997150458727705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:59:30,854] Trial 7452 finished with value: 0.9968826828603241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:59:34,709] Trial 7453 finished with value: 0.9974068944820571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:59:37,077] Trial 7454 finished with value: 0.9900201863488851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 19, 'rf_n_estimators': 4}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:59:40,649] Trial 7455 finished with value: 0.9970796616122688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 20:59:44,693] Trial 7456 finished with value: 0.9976048403197804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:00:02,958] Trial 7457 finished with value: 0.9959375990052916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 67, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:00:08,671] Trial 7458 finished with value: 0.9968598973278896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:00:11,791] Trial 7459 finished with value: 0.9971068764235941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:00:19,001] Trial 7460 finished with value: 0.9972822986618333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 25, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:00:24,233] Trial 7461 finished with value: 0.9976013156029904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:00:47,992] Trial 7462 finished with value: 0.9963132961993316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 72, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:00:51,080] Trial 7463 finished with value: 0.9971123731117889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:00:55,781] Trial 7464 finished with value: 0.9975112656063866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:00:59,151] Trial 7465 finished with value: 0.9973976645590202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:04:52,978] Trial 7466 finished with value: 0.989723050568489 and parameters: {'classifier': 'SVC', 'svc_c': 1726804879.6237018, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:04:55,817] Trial 7467 finished with value: 0.9975663882579847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:04:57,597] Trial 7468 finished with value: 0.9937273708751473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:05:04,493] Trial 7469 finished with value: 0.9971990741243962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:05:08,054] Trial 7470 finished with value: 0.9971578433453256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:05:11,606] Trial 7471 finished with value: 0.9972162228457745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:05:14,991] Trial 7472 finished with value: 0.9974593691765591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:05:18,154] Trial 7473 finished with value: 0.997210738408412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:05:19,663] Trial 7474 finished with value: 0.9960114700005421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 3, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:05:23,218] Trial 7475 finished with value: 0.9974841222053533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:05:28,661] Trial 7476 finished with value: 0.9973895984650504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:05:32,581] Trial 7477 finished with value: 0.9971949217587484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:05:38,601] Trial 7478 finished with value: 0.9972244921575659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:05:40,280] Trial 7479 finished with value: 0.9895730095791846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:05:44,341] Trial 7480 finished with value: 0.9973146769133248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:05:48,089] Trial 7481 finished with value: 0.9974977152654816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:05:52,406] Trial 7482 finished with value: 0.9975078324851978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:05:57,175] Trial 7483 finished with value: 0.9882994964304658 and parameters: {'classifier': 'SVC', 'svc_c': 38495.4540303491, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:06:01,220] Trial 7484 finished with value: 0.9971909682310905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:06:03,680] Trial 7485 finished with value: 0.997209154401188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:06:07,075] Trial 7486 finished with value: 0.9974916014336762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:06:10,802] Trial 7487 finished with value: 0.9974221985327771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:06:14,115] Trial 7488 finished with value: 0.9945321810184238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:06:17,217] Trial 7489 finished with value: 0.9972863610187757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:06:20,449] Trial 7490 finished with value: 0.9975745509621449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:06:26,202] Trial 7491 finished with value: 0.9969871873790788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 17, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:06:33,502] Trial 7492 finished with value: 0.9974259594430746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:06:39,397] Trial 7493 finished with value: 0.9974512231348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:06:42,962] Trial 7494 finished with value: 0.9976267622954905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:06:48,162] Trial 7495 finished with value: 0.9971766415492308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:06:51,006] Trial 7496 finished with value: 0.9956087038308615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:06:54,986] Trial 7497 finished with value: 0.9970856746444804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:06:57,561] Trial 7498 finished with value: 0.9974272435905488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:06:59,443] Trial 7499 finished with value: 0.99664074580729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:07:03,477] Trial 7500 finished with value: 0.9975008487490863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:07:06,132] Trial 7501 finished with value: 0.9972768421855672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:07:10,371] Trial 7502 finished with value: 0.9958544217573367 and parameters: {'classifier': 'SVC', 'svc_c': 7838.040455200235, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:07:14,846] Trial 7503 finished with value: 0.9973084680582242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:07:18,802] Trial 7504 finished with value: 0.9976175920714576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:07:22,240] Trial 7505 finished with value: 0.9975761442685757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:07:28,231] Trial 7506 finished with value: 0.9972326108412485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 22, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:07:33,152] Trial 7507 finished with value: 0.9962516038008872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:07:36,361] Trial 7508 finished with value: 0.9974743692733391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:07:40,027] Trial 7509 finished with value: 0.99749248365229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:07:44,480] Trial 7510 finished with value: 0.9974366703203499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:08:07,612] Trial 7511 finished with value: 0.9955286189659213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 74, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:08:12,209] Trial 7512 finished with value: 0.9976012617120235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:08:16,368] Trial 7513 finished with value: 0.9973608791816974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:08:26,968] Trial 7514 finished with value: 0.9969349683651595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 32, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:08:48,931] Trial 7515 finished with value: 0.9954582554855147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 65, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:08:55,037] Trial 7516 finished with value: 0.9974669644704095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:09:05,977] Trial 7517 finished with value: 0.9969876612895131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 34, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:09:09,339] Trial 7518 finished with value: 0.9974918925655013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:09:14,217] Trial 7519 finished with value: 0.9955945071792089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 35, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:09:18,243] Trial 7520 finished with value: 0.9974070861155425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:09:24,421] Trial 7521 finished with value: 0.9852056456965531 and parameters: {'classifier': 'SVC', 'svc_c': 6.527238957272589e-09, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:09:30,991] Trial 7522 finished with value: 0.9973306385100119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 18, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:09:33,635] Trial 7523 finished with value: 0.9972283220025983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:09:37,294] Trial 7524 finished with value: 0.9976172298149817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:09:40,683] Trial 7525 finished with value: 0.9975083469884156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:09:45,645] Trial 7526 finished with value: 0.9976661628129131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:09:46,589] Trial 7527 finished with value: 0.9860324768378109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 14}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:09:51,563] Trial 7528 finished with value: 0.9972615113163151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:09:55,667] Trial 7529 finished with value: 0.997345098110228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:09:58,032] Trial 7530 finished with value: 0.9965782813207706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:10:04,171] Trial 7531 finished with value: 0.9974056815227095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:10:06,597] Trial 7532 finished with value: 0.9955211201870474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:10:12,526] Trial 7533 finished with value: 0.9970607214129658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 20, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:10:22,892] Trial 7534 finished with value: 0.9966762297717171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 37, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:10:26,324] Trial 7535 finished with value: 0.9973997165734279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:10:30,823] Trial 7536 finished with value: 0.9974792874429568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:10:34,475] Trial 7537 finished with value: 0.9974181218620385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:10:39,175] Trial 7538 finished with value: 0.9973422701991965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:10:45,053] Trial 7539 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.444707164355545e-06, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:10:46,962] Trial 7540 finished with value: 0.9972752673823364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:10:51,124] Trial 7541 finished with value: 0.9960837033197669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:10:53,683] Trial 7542 finished with value: 0.9973394740895484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:10:58,628] Trial 7543 finished with value: 0.9971209864624972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:11:00,988] Trial 7544 finished with value: 0.9974159568606803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:11:05,022] Trial 7545 finished with value: 0.9974249431318016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:11:09,813] Trial 7546 finished with value: 0.9975629276200298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:11:14,779] Trial 7547 finished with value: 0.997666072264663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:11:18,393] Trial 7548 finished with value: 0.9972720748662239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:11:20,533] Trial 7549 finished with value: 0.9972340796081304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:11:30,130] Trial 7550 finished with value: 0.9973488157934952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 26, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:11:40,751] Trial 7551 finished with value: 0.9965367491902687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 42, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:11:52,374] Trial 7552 finished with value: 0.9968121541841093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 47, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:11:56,179] Trial 7553 finished with value: 0.9971196866999726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:11:59,617] Trial 7554 finished with value: 0.9969082717069119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:12:03,038] Trial 7555 finished with value: 0.9972078822506428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:12:07,014] Trial 7556 finished with value: 0.9969540955007377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:12:10,568] Trial 7557 finished with value: 0.9974071500991638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:12:17,057] Trial 7558 finished with value: 0.9852061370628366 and parameters: {'classifier': 'SVC', 'svc_c': 5.208327058600752e-08, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:12:21,425] Trial 7559 finished with value: 0.9974485859685925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:12:24,715] Trial 7560 finished with value: 0.9976117029757748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:12:28,317] Trial 7561 finished with value: 0.9975506231506825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:12:35,772] Trial 7562 finished with value: 0.9972527348010245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 23, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:12:39,186] Trial 7563 finished with value: 0.9964498279165833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:12:44,056] Trial 7564 finished with value: 0.9974393076769847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:12:47,937] Trial 7565 finished with value: 0.9974978934738322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:12:51,470] Trial 7566 finished with value: 0.9973177488253889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:12:54,498] Trial 7567 finished with value: 0.9971366331874042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:12:59,133] Trial 7568 finished with value: 0.9972788767441255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:13:00,653] Trial 7569 finished with value: 0.9901759364164611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:13:08,052] Trial 7570 finished with value: 0.9972041644086861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 18, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:13:22,105] Trial 7571 finished with value: 0.9965549533874976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 49, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:13:25,918] Trial 7572 finished with value: 0.9974313322899544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:13:29,495] Trial 7573 finished with value: 0.9970378351126749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:13:39,214] Trial 7574 finished with value: 0.9971776282807742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 27, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:13:51,485] Trial 7575 finished with value: 0.9967680800376463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 46, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:13:55,173] Trial 7576 finished with value: 0.9973348545101645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:13:57,243] Trial 7577 finished with value: 0.9937830154248958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:14:03,834] Trial 7578 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 9.694092226239377e-06, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:14:09,245] Trial 7579 finished with value: 0.997190797544624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:14:14,765] Trial 7580 finished with value: 0.9973470738584438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:14:19,459] Trial 7581 finished with value: 0.9972562937630167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:14:23,313] Trial 7582 finished with value: 0.9971684170513647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:14:39,737] Trial 7583 finished with value: 0.9959150403671577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 59, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:14:44,180] Trial 7584 finished with value: 0.9974557824121599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:14:49,002] Trial 7585 finished with value: 0.9973441312148769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:14:52,814] Trial 7586 finished with value: 0.9973593341168859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:14:57,482] Trial 7587 finished with value: 0.9973209441661749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:15:03,652] Trial 7588 finished with value: 0.997082713656403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:15:09,570] Trial 7589 finished with value: 0.9972121956544334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:15:19,050] Trial 7590 finished with value: 0.9967965663330206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 36, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:15:24,100] Trial 7591 finished with value: 0.9965110979152171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 20, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:15:27,505] Trial 7592 finished with value: 0.997490141331243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:15:33,897] Trial 7593 finished with value: 0.9972834917215129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:15:38,416] Trial 7594 finished with value: 0.9974164148069473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:15:43,781] Trial 7595 finished with value: 0.9854053198220276 and parameters: {'classifier': 'SVC', 'svc_c': 0.294127735080086, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:15:47,025] Trial 7596 finished with value: 0.9974486463658305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:15:50,558] Trial 7597 finished with value: 0.997767353830652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:15:54,135] Trial 7598 finished with value: 0.9974433810152433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:15:56,823] Trial 7599 finished with value: 0.9976719514898565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:15:59,669] Trial 7600 finished with value: 0.9973772617182513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:16:02,364] Trial 7601 finished with value: 0.9973702425308972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:16:11,554] Trial 7602 finished with value: 0.996801343491115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 31, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:16:16,182] Trial 7603 finished with value: 0.9973688229260339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:16:19,327] Trial 7604 finished with value: 0.9975943327555404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:16:22,102] Trial 7605 finished with value: 0.9974722714928692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:16:24,501] Trial 7606 finished with value: 0.9975127692214909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:16:28,595] Trial 7607 finished with value: 0.997353682769868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:16:31,333] Trial 7608 finished with value: 0.9975024538302807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:16:34,606] Trial 7609 finished with value: 0.9975785838028334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:16:53,800] Trial 7610 finished with value: 0.9968574048865403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 65, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:16:57,085] Trial 7611 finished with value: 0.9973762240156286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:17:01,122] Trial 7612 finished with value: 0.9972844284658519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:17:04,341] Trial 7613 finished with value: 0.9975615072851948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:17:07,427] Trial 7614 finished with value: 0.9974369234618998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:17:11,158] Trial 7615 finished with value: 0.9894019280710742 and parameters: {'classifier': 'SVC', 'svc_c': 3.6176196641260887, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:17:14,232] Trial 7616 finished with value: 0.9973851325288766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:17:17,809] Trial 7617 finished with value: 0.997457311131949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:17:20,825] Trial 7618 finished with value: 0.9973666028276685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:17:23,409] Trial 7619 finished with value: 0.9971717020200016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:17:25,808] Trial 7620 finished with value: 0.9972402473626407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:17:36,345] Trial 7621 finished with value: 0.9969735492828594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 28, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:17:39,850] Trial 7622 finished with value: 0.9974074352325246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:17:52,523] Trial 7623 finished with value: 0.9964782456898154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 51, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:17:54,914] Trial 7624 finished with value: 0.9970981554179034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:18:04,596] Trial 7625 finished with value: 0.9967671970890605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 29, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:18:09,062] Trial 7626 finished with value: 0.9975995377088899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:18:13,852] Trial 7627 finished with value: 0.9973384965937363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:18:17,026] Trial 7628 finished with value: 0.9973586883774206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:18:19,579] Trial 7629 finished with value: 0.9971588597835502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:18:21,137] Trial 7630 finished with value: 0.9964360496657648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:18:27,524] Trial 7631 finished with value: 0.9972419335659266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:18:29,599] Trial 7632 finished with value: 0.997349424399609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 3, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:18:35,298] Trial 7633 finished with value: 0.9852053993786534 and parameters: {'classifier': 'SVC', 'svc_c': 9.258785983986837e-05, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:18:39,599] Trial 7634 finished with value: 0.9973527001007768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:18:41,041] Trial 7635 finished with value: 0.9883226249862039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:18:47,462] Trial 7636 finished with value: 0.9970747570582136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 21, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:18:50,785] Trial 7637 finished with value: 0.9975072228634709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:18:53,607] Trial 7638 finished with value: 0.9973101394716454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:18:55,303] Trial 7639 finished with value: 0.997280099066156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 2, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:19:16,109] Trial 7640 finished with value: 0.9965249523052756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 65, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:19:19,663] Trial 7641 finished with value: 0.9974168035011001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:19:24,506] Trial 7642 finished with value: 0.9974375106449259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:19:28,030] Trial 7643 finished with value: 0.9975240221822258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:19:30,027] Trial 7644 finished with value: 0.9962012996618773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:19:37,200] Trial 7645 finished with value: 0.9969770003042284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 22, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:19:39,278] Trial 7646 finished with value: 0.9972719731779685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:19:43,168] Trial 7647 finished with value: 0.9974922251787716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:19:48,805] Trial 7648 finished with value: 0.9974518187283717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:19:55,508] Trial 7649 finished with value: 0.9969476582913929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 17, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:20:07,093] Trial 7650 finished with value: 0.9966126393511923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 39, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:20:10,954] Trial 7651 finished with value: 0.9959061953614624 and parameters: {'classifier': 'SVC', 'svc_c': 124124.0915109035, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:20:19,373] Trial 7652 finished with value: 0.996923119810853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 24, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:20:22,183] Trial 7653 finished with value: 0.9974744235768989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:20:26,001] Trial 7654 finished with value: 0.9966704031997119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:20:36,559] Trial 7655 finished with value: 0.9963553016689857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 42, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:20:39,262] Trial 7656 finished with value: 0.9974640438212122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:20:43,423] Trial 7657 finished with value: 0.9970950601150017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:20:46,674] Trial 7658 finished with value: 0.9972212986893162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:20:51,789] Trial 7659 finished with value: 0.9974765194213567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:20:54,528] Trial 7660 finished with value: 0.9976151992871376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:20:58,916] Trial 7661 finished with value: 0.9974621075866913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:21:00,995] Trial 7662 finished with value: 0.9956092532140399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:21:04,338] Trial 7663 finished with value: 0.9958695358249429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 19, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:21:10,515] Trial 7664 finished with value: 0.9975367209633355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:21:16,800] Trial 7665 finished with value: 0.9971185376290327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:21:19,105] Trial 7666 finished with value: 0.994498564290307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:21:21,965] Trial 7667 finished with value: 0.9975099100803586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:21:26,294] Trial 7668 finished with value: 0.9963124333725791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:21:35,135] Trial 7669 finished with value: 0.9971807855678092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 28, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:21:39,828] Trial 7670 finished with value: 0.9852070386098362 and parameters: {'classifier': 'SVC', 'svc_c': 2.1692513224992554e-10, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:21:43,289] Trial 7671 finished with value: 0.9975707901153233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:21:46,120] Trial 7672 finished with value: 0.9974417948498417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:21:50,885] Trial 7673 finished with value: 0.9971241176609724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:21:53,744] Trial 7674 finished with value: 0.9974370623152451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:21:55,616] Trial 7675 finished with value: 0.9946588868382124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 48, 'rf_n_estimators': 9}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:22:02,369] Trial 7676 finished with value: 0.997376001628111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:22:04,430] Trial 7677 finished with value: 0.9972771527727297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 2, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:22:10,190] Trial 7678 finished with value: 0.9973134199969752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:22:14,155] Trial 7679 finished with value: 0.9971032415127894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:22:15,806] Trial 7680 finished with value: 0.990012625205023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:22:19,535] Trial 7681 finished with value: 0.9952766695869553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 26, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:22:23,249] Trial 7682 finished with value: 0.99731850367978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:22:28,650] Trial 7683 finished with value: 0.9973635797285062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:22:32,140] Trial 7684 finished with value: 0.9976861886708172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:22:37,499] Trial 7685 finished with value: 0.9972142191364622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:22:41,699] Trial 7686 finished with value: 0.9976126570172733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:22:47,289] Trial 7687 finished with value: 0.9973711299545279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:22:49,508] Trial 7688 finished with value: 0.9964049430570118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:22:56,931] Trial 7689 finished with value: 0.9853887721848791 and parameters: {'classifier': 'SVC', 'svc_c': 0.01726463547075957, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:23:11,227] Trial 7690 finished with value: 0.9966716207610564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 43, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:23:12,324] Trial 7691 finished with value: 0.9971485511525144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 24}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:23:16,286] Trial 7692 finished with value: 0.9974905935012108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:23:20,126] Trial 7693 finished with value: 0.9974781531618816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:23:23,091] Trial 7694 finished with value: 0.9974804262308146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:23:27,537] Trial 7695 finished with value: 0.9971919220504235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:23:32,165] Trial 7696 finished with value: 0.9971963723398091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:23:37,563] Trial 7697 finished with value: 0.9970459065386134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:23:42,419] Trial 7698 finished with value: 0.9974100585292666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:23:45,787] Trial 7699 finished with value: 0.9971980467365936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:23:49,552] Trial 7700 finished with value: 0.9975053518186119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:23:53,077] Trial 7701 finished with value: 0.9968921252369136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:23:58,662] Trial 7702 finished with value: 0.9967738544007935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:24:02,920] Trial 7703 finished with value: 0.997284794403925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:24:05,265] Trial 7704 finished with value: 0.9942359671607638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:24:12,938] Trial 7705 finished with value: 0.9971449340784136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 21, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:24:17,974] Trial 7706 finished with value: 0.9976148698159201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:24:21,461] Trial 7707 finished with value: 0.9974344717720235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:24:25,816] Trial 7708 finished with value: 0.9974717881245384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:24:31,682] Trial 7709 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 1.975189742242499e-09, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:24:38,029] Trial 7710 finished with value: 0.9974464141435844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:24:43,176] Trial 7711 finished with value: 0.997224162527659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:24:48,196] Trial 7712 finished with value: 0.99712860978092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:24:50,463] Trial 7713 finished with value: 0.9974254631574154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:24:55,916] Trial 7714 finished with value: 0.9974184476199208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 114}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:25:01,492] Trial 7715 finished with value: 0.9972932238969355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:25:11,258] Trial 7716 finished with value: 0.9971208476091521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 29, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:25:14,467] Trial 7717 finished with value: 0.9973240808235703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:25:18,253] Trial 7718 finished with value: 0.997268906851776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:25:22,447] Trial 7719 finished with value: 0.9972010969081909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:25:37,267] Trial 7720 finished with value: 0.9969687402281681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 45, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:25:53,287] Trial 7721 finished with value: 0.9969192877124292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 60, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:25:57,405] Trial 7722 finished with value: 0.9975095574087308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:26:00,296] Trial 7723 finished with value: 0.997046829984769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:26:03,560] Trial 7724 finished with value: 0.9970941219424567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:26:07,826] Trial 7725 finished with value: 0.9972553120143247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:26:15,749] Trial 7726 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.7002620120416065e-08, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:26:19,509] Trial 7727 finished with value: 0.9970302581633349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:26:23,732] Trial 7728 finished with value: 0.9966760078285302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:26:30,433] Trial 7729 finished with value: 0.9973261999953901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:26:32,675] Trial 7730 finished with value: 0.9973487206432488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:26:34,977] Trial 7731 finished with value: 0.997311147943655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:26:39,089] Trial 7732 finished with value: 0.9974183823667829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:26:42,837] Trial 7733 finished with value: 0.9974080128624405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:26:49,949] Trial 7734 finished with value: 0.9972511851976922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:26:54,790] Trial 7735 finished with value: 0.9975396082559916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:26:56,285] Trial 7736 finished with value: 0.9946197268306524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 1, 'rf_n_estimators': 114}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:27:00,177] Trial 7737 finished with value: 0.997269051608372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:27:13,383] Trial 7738 finished with value: 0.9967350151682647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 42, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:27:17,408] Trial 7739 finished with value: 0.9970884598362882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:27:21,639] Trial 7740 finished with value: 0.9974605536987416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:27:24,098] Trial 7741 finished with value: 0.99766627161046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:27:26,505] Trial 7742 finished with value: 0.9974077497551876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:27:31,899] Trial 7743 finished with value: 0.9973089539973256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:27:34,940] Trial 7744 finished with value: 0.9975103394307708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:27:37,366] Trial 7745 finished with value: 0.9923922613986303 and parameters: {'classifier': 'SVC', 'svc_c': 206.31122221478253, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:27:42,257] Trial 7746 finished with value: 0.9969713998330763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:27:46,097] Trial 7747 finished with value: 0.9973927923776308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:27:54,908] Trial 7748 finished with value: 0.9973778911126944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 19, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:27:58,131] Trial 7749 finished with value: 0.9974398749286051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:28:05,750] Trial 7750 finished with value: 0.996868628711876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:28:29,365] Trial 7751 finished with value: 0.9962120723011206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 74, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:28:34,913] Trial 7752 finished with value: 0.9973053202925612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:28:47,703] Trial 7753 finished with value: 0.9971932003263849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 43, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:28:54,550] Trial 7754 finished with value: 0.9971640414095376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 24, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:28:57,543] Trial 7755 finished with value: 0.9911900746584307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 33, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:29:01,289] Trial 7756 finished with value: 0.9966588999855768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:29:09,142] Trial 7757 finished with value: 0.9971511090056913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 25, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:29:12,883] Trial 7758 finished with value: 0.997620465272483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:29:17,602] Trial 7759 finished with value: 0.9974728310321779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:29:34,861] Trial 7760 finished with value: 0.9967649367787663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 51, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:29:38,893] Trial 7761 finished with value: 0.9961536780108068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:29:42,275] Trial 7762 finished with value: 0.9974350631127157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:29:45,592] Trial 7763 finished with value: 0.997373678159381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:29:59,948] Trial 7764 finished with value: 0.9927387105557788 and parameters: {'classifier': 'SVC', 'svc_c': 3840127.4067202494, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:30:01,958] Trial 7765 finished with value: 0.9972893522213412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:30:05,978] Trial 7766 finished with value: 0.9972907342485219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:30:10,089] Trial 7767 finished with value: 0.9975501559052088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:30:12,008] Trial 7768 finished with value: 0.994373530772601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:30:15,758] Trial 7769 finished with value: 0.9964609072074883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 17, 'rf_n_estimators': 113}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:30:19,411] Trial 7770 finished with value: 0.9973765530107773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:30:25,899] Trial 7771 finished with value: 0.997292671498656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:30:28,990] Trial 7772 finished with value: 0.9975751989550016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:30:33,533] Trial 7773 finished with value: 0.9974988864260053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:30:39,408] Trial 7774 finished with value: 0.9970841803920587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:30:44,037] Trial 7775 finished with value: 0.9971448404833246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:30:47,527] Trial 7776 finished with value: 0.9973545887284367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:30:55,933] Trial 7777 finished with value: 0.9972993952695672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 29, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:30:59,444] Trial 7778 finished with value: 0.9973528894808709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:31:03,532] Trial 7779 finished with value: 0.9973574795122628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:31:07,258] Trial 7780 finished with value: 0.9954338029829665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:31:09,750] Trial 7781 finished with value: 0.9972230311347333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:31:16,449] Trial 7782 finished with value: 0.9852080208663345 and parameters: {'classifier': 'SVC', 'svc_c': 0.0002715171677892053, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:31:19,507] Trial 7783 finished with value: 0.9971553191978065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:31:25,176] Trial 7784 finished with value: 0.9974757803407054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:31:29,136] Trial 7785 finished with value: 0.9974662886434077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:31:46,164] Trial 7786 finished with value: 0.9968634497836107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 61, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:31:57,092] Trial 7787 finished with value: 0.9966778490080183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 42, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:32:00,143] Trial 7788 finished with value: 0.9976108297072508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:32:04,802] Trial 7789 finished with value: 0.9975855823605476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:32:09,270] Trial 7790 finished with value: 0.9972587511022404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:32:19,138] Trial 7791 finished with value: 0.9971972829003745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 33, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:32:25,203] Trial 7792 finished with value: 0.9973925002619305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:32:27,845] Trial 7793 finished with value: 0.9974405313954832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:32:32,041] Trial 7794 finished with value: 0.996728496233808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:32:33,277] Trial 7795 finished with value: 0.9976240029066011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 28}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:32:40,244] Trial 7796 finished with value: 0.9972485295917605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 20, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:32:45,822] Trial 7797 finished with value: 0.9972917236143114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:32:51,081] Trial 7798 finished with value: 0.997297702306107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:33:07,740] Trial 7799 finished with value: 0.99653230547063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 61, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:33:09,363] Trial 7800 finished with value: 0.9960988045335206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 2, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:33:15,122] Trial 7801 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.4186986518928976e-07, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:33:19,247] Trial 7802 finished with value: 0.9974273522928819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:33:24,370] Trial 7803 finished with value: 0.99758449346468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:33:30,002] Trial 7804 finished with value: 0.9971528459261533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:33:44,985] Trial 7805 finished with value: 0.9961002393725794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 68, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:33:49,452] Trial 7806 finished with value: 0.9974692591845953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:34:13,577] Trial 7807 finished with value: 0.9961591227757852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 73, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:34:16,650] Trial 7808 finished with value: 0.9973632240100393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:34:19,207] Trial 7809 finished with value: 0.9966947451908666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:34:24,615] Trial 7810 finished with value: 0.9964530149737757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:34:28,129] Trial 7811 finished with value: 0.997625403849575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:34:41,446] Trial 7812 finished with value: 0.9968309677491617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 41, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:34:45,331] Trial 7813 finished with value: 0.9975403816135832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:34:48,886] Trial 7814 finished with value: 0.9975741561743138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:34:53,115] Trial 7815 finished with value: 0.9970037136883535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:35:00,285] Trial 7816 finished with value: 0.997711322586239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:35:08,314] Trial 7817 finished with value: 0.9971206610537319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 23, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:35:14,858] Trial 7818 finished with value: 0.9972452331974768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:35:24,319] Trial 7819 finished with value: 0.9968348625934286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 39, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:35:27,425] Trial 7820 finished with value: 0.986737631728953 and parameters: {'classifier': 'SVC', 'svc_c': 23601841.36362487, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:35:31,787] Trial 7821 finished with value: 0.997096161388653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:35:35,887] Trial 7822 finished with value: 0.9973734533915203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:35:42,244] Trial 7823 finished with value: 0.9970814920008685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 18, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:35:45,622] Trial 7824 finished with value: 0.9974094258023433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:35:48,506] Trial 7825 finished with value: 0.9976130782110433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:35:53,918] Trial 7826 finished with value: 0.9973264074026155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:35:56,698] Trial 7827 finished with value: 0.9973406485190764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:36:00,504] Trial 7828 finished with value: 0.9974362910206177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:36:04,059] Trial 7829 finished with value: 0.9973232046668968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:36:08,081] Trial 7830 finished with value: 0.9973878516106233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:36:12,264] Trial 7831 finished with value: 0.9975962073233072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:36:16,728] Trial 7832 finished with value: 0.997506725498723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:36:30,246] Trial 7833 finished with value: 0.9970651210169129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 48, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:36:31,768] Trial 7834 finished with value: 0.990104015271294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:36:35,905] Trial 7835 finished with value: 0.9972050684312425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:36:40,866] Trial 7836 finished with value: 0.9975869576275541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:36:42,786] Trial 7837 finished with value: 0.9970987891921778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:36:49,447] Trial 7838 finished with value: 0.9853594384873753 and parameters: {'classifier': 'SVC', 'svc_c': 0.00514817303699721, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:36:52,598] Trial 7839 finished with value: 0.997180920803033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:36:56,349] Trial 7840 finished with value: 0.9945746573834109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:37:00,141] Trial 7841 finished with value: 0.9973095783771792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:37:04,740] Trial 7842 finished with value: 0.9974251409859166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:37:08,855] Trial 7843 finished with value: 0.9971513176824328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:37:12,533] Trial 7844 finished with value: 0.9957050347593537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:37:14,706] Trial 7845 finished with value: 0.997364728101212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:37:16,491] Trial 7846 finished with value: 0.9972111753124461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:37:18,789] Trial 7847 finished with value: 0.997253975594517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:37:21,451] Trial 7848 finished with value: 0.9974644275007757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:37:41,832] Trial 7849 finished with value: 0.9968697733395088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 62, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:37:52,745] Trial 7850 finished with value: 0.9972635599347667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 33, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:37:55,561] Trial 7851 finished with value: 0.9975886721727915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:37:59,095] Trial 7852 finished with value: 0.9974928914844011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:38:06,338] Trial 7853 finished with value: 0.9971009292158026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:38:09,894] Trial 7854 finished with value: 0.9973451560319092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:38:11,632] Trial 7855 finished with value: 0.996644416962785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:38:16,075] Trial 7856 finished with value: 0.9970290863680532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:38:22,998] Trial 7857 finished with value: 0.9853954917346489 and parameters: {'classifier': 'SVC', 'svc_c': 0.05279971939284111, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:38:26,377] Trial 7858 finished with value: 0.9971746617703007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:38:30,953] Trial 7859 finished with value: 0.9974740516086235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:38:37,561] Trial 7860 finished with value: 0.997024489513011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:38:40,089] Trial 7861 finished with value: 0.9972741154867227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:39:02,571] Trial 7862 finished with value: 0.9962094406890468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 74, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:39:06,783] Trial 7863 finished with value: 0.9975116417640658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:39:10,535] Trial 7864 finished with value: 0.9973947678084675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:39:12,956] Trial 7865 finished with value: 0.996766496474753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:39:16,885] Trial 7866 finished with value: 0.9975454146426875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:39:22,356] Trial 7867 finished with value: 0.9972632447456075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:39:28,521] Trial 7868 finished with value: 0.9971449581992232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:39:36,605] Trial 7869 finished with value: 0.997027306601416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 32, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:39:45,999] Trial 7870 finished with value: 0.9970573479273047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 29, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:39:54,022] Trial 7871 finished with value: 0.9965794831401129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 25, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:39:58,591] Trial 7872 finished with value: 0.997378083000083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:40:00,673] Trial 7873 finished with value: 0.9968739670596504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:40:03,995] Trial 7874 finished with value: 0.9970568094619666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:40:07,027] Trial 7875 finished with value: 0.9972574743496986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:40:16,051] Trial 7876 finished with value: 0.9929516538242983 and parameters: {'classifier': 'SVC', 'svc_c': 1400322.684208331, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:40:20,168] Trial 7877 finished with value: 0.9974686547678854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:40:28,283] Trial 7878 finished with value: 0.9941252342680955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 56, 'rf_n_estimators': 111}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:40:32,071] Trial 7879 finished with value: 0.9973525654368354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:40:35,487] Trial 7880 finished with value: 0.9973633059573164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:40:42,077] Trial 7881 finished with value: 0.9968438273462485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:40:44,295] Trial 7882 finished with value: 0.9908862297382983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 16, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:40:54,485] Trial 7883 finished with value: 0.9970911679367189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 30, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:41:02,241] Trial 7884 finished with value: 0.9970649925418634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 27, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:41:06,153] Trial 7885 finished with value: 0.9973446940549281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:41:20,605] Trial 7886 finished with value: 0.9970522888096403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 55, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:41:24,754] Trial 7887 finished with value: 0.9972429254707489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:41:28,343] Trial 7888 finished with value: 0.9974942340931009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:41:30,763] Trial 7889 finished with value: 0.9954059763599988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:41:37,514] Trial 7890 finished with value: 0.9973095582870837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:41:41,682] Trial 7891 finished with value: 0.997089783592671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:41:43,350] Trial 7892 finished with value: 0.9970003752096046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 32}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:42:03,473] Trial 7893 finished with value: 0.9959341767067289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 68, 'rf_n_estimators': 114}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:42:10,098] Trial 7894 finished with value: 0.9867330436335733 and parameters: {'classifier': 'SVC', 'svc_c': 266171213.09391055, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:42:14,134] Trial 7895 finished with value: 0.9972953724263195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:42:18,087] Trial 7896 finished with value: 0.9974139525166098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:42:20,894] Trial 7897 finished with value: 0.9974915381482886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:42:25,118] Trial 7898 finished with value: 0.9973425798342218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:42:29,533] Trial 7899 finished with value: 0.997477743869827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:42:36,144] Trial 7900 finished with value: 0.9973233329832566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:42:39,722] Trial 7901 finished with value: 0.9973924791879599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:42:44,945] Trial 7902 finished with value: 0.997617326488648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:42:50,818] Trial 7903 finished with value: 0.9968529806539768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 18, 'rf_n_estimators': 112}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:43:00,209] Trial 7904 finished with value: 0.9968055449553059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 34, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:43:02,390] Trial 7905 finished with value: 0.9945204913758201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:43:04,930] Trial 7906 finished with value: 0.9964363790100306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:43:08,297] Trial 7907 finished with value: 0.9971945540433523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:43:12,764] Trial 7908 finished with value: 0.9974799541611789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:43:16,848] Trial 7909 finished with value: 0.9977387848580287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:43:20,656] Trial 7910 finished with value: 0.9974419251022137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:43:23,520] Trial 7911 finished with value: 0.9972876918844497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:43:29,181] Trial 7912 finished with value: 0.9975322946043321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:43:31,671] Trial 7913 finished with value: 0.9950849669764864 and parameters: {'classifier': 'SVC', 'svc_c': 995.0330933795165, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:43:36,210] Trial 7914 finished with value: 0.9974220538396571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:43:39,759] Trial 7915 finished with value: 0.996795404090849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:43:47,645] Trial 7916 finished with value: 0.9971031578199274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 30, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:43:53,278] Trial 7917 finished with value: 0.9973371477644065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:43:58,639] Trial 7918 finished with value: 0.9973940050513374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:44:01,454] Trial 7919 finished with value: 0.9976517431072466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:44:08,512] Trial 7920 finished with value: 0.997475234067842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 19, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:44:17,233] Trial 7921 finished with value: 0.9973296078532048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 22, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:44:21,134] Trial 7922 finished with value: 0.9973269198111314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:44:25,797] Trial 7923 finished with value: 0.997171475538294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:44:28,748] Trial 7924 finished with value: 0.9973948332837708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:44:32,878] Trial 7925 finished with value: 0.9973981968672043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:44:36,396] Trial 7926 finished with value: 0.9974129592787957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:44:38,570] Trial 7927 finished with value: 0.9972940446392227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:44:41,000] Trial 7928 finished with value: 0.9973643461989715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:44:43,018] Trial 7929 finished with value: 0.9966226185110109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:44:50,181] Trial 7930 finished with value: 0.9972593346354074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:44:53,556] Trial 7931 finished with value: 0.9974975981208652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:44:59,997] Trial 7932 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 2.5286096977020284e-05, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:45:04,129] Trial 7933 finished with value: 0.9976112231938276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:45:07,470] Trial 7934 finished with value: 0.997325425876089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:45:13,151] Trial 7935 finished with value: 0.997344358585246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:45:23,263] Trial 7936 finished with value: 0.9965249570659617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 39, 'rf_n_estimators': 111}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:45:26,404] Trial 7937 finished with value: 0.9967538203862473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:45:31,320] Trial 7938 finished with value: 0.9976770070846134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:45:37,176] Trial 7939 finished with value: 0.9975062652355889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:45:40,967] Trial 7940 finished with value: 0.9973858987771765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:45:43,936] Trial 7941 finished with value: 0.9973757886667519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:45:47,561] Trial 7942 finished with value: 0.9974306442755964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:45:53,338] Trial 7943 finished with value: 0.9973738603667077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:45:57,488] Trial 7944 finished with value: 0.9972127379283204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:46:00,144] Trial 7945 finished with value: 0.9975998891110013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:46:09,723] Trial 7946 finished with value: 0.9969669891843371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 33, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:46:13,812] Trial 7947 finished with value: 0.997083076865016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:46:18,967] Trial 7948 finished with value: 0.9972326429917487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:46:23,136] Trial 7949 finished with value: 0.9975194049831849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:46:42,645] Trial 7950 finished with value: 0.9965178116569496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 63, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:46:45,285] Trial 7951 finished with value: 0.9921194639912673 and parameters: {'classifier': 'SVC', 'svc_c': 39.123728679879285, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:46:49,199] Trial 7952 finished with value: 0.9974083108179158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:46:52,416] Trial 7953 finished with value: 0.9971552044652711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:46:54,991] Trial 7954 finished with value: 0.9972137971175066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:46:58,417] Trial 7955 finished with value: 0.9974688191702462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:47:03,180] Trial 7956 finished with value: 0.9974889766769904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:47:08,189] Trial 7957 finished with value: 0.9970747476003172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:47:11,206] Trial 7958 finished with value: 0.9973908693460792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:47:22,034] Trial 7959 finished with value: 0.9970582993028193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 35, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:47:32,133] Trial 7960 finished with value: 0.9970965152663211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 35, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:47:36,903] Trial 7961 finished with value: 0.9967815387829502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:47:41,173] Trial 7962 finished with value: 0.9974811761023545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:47:45,015] Trial 7963 finished with value: 0.9972198922556846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:47:46,557] Trial 7964 finished with value: 0.9950023702465972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 20, 'rf_n_estimators': 16}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:47:48,598] Trial 7965 finished with value: 0.996751331975612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 114}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:47:52,916] Trial 7966 finished with value: 0.9975109099513956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:47:54,363] Trial 7967 finished with value: 0.9885080251782213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:47:58,255] Trial 7968 finished with value: 0.9974914885419391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:48:04,345] Trial 7969 finished with value: 0.9854002430263488 and parameters: {'classifier': 'SVC', 'svc_c': 0.12969389162714076, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:48:06,841] Trial 7970 finished with value: 0.9961062253958315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:48:13,362] Trial 7971 finished with value: 0.9973637870405178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:48:26,409] Trial 7972 finished with value: 0.9965763670488816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 47, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:48:32,928] Trial 7973 finished with value: 0.9973979630223022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:48:36,868] Trial 7974 finished with value: 0.9973623464251596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:48:40,964] Trial 7975 finished with value: 0.9965359363824583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:48:43,665] Trial 7976 finished with value: 0.9976562928314964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:48:44,967] Trial 7977 finished with value: 0.9969622003784305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 38}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:48:50,277] Trial 7978 finished with value: 0.9975774385404423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:48:53,941] Trial 7979 finished with value: 0.9974756873803744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:48:57,444] Trial 7980 finished with value: 0.9969928097493871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:49:00,932] Trial 7981 finished with value: 0.9975054079312322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:49:16,008] Trial 7982 finished with value: 0.9965337823941541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 55, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:49:24,612] Trial 7983 finished with value: 0.9924511893935959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 73, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:49:32,910] Trial 7984 finished with value: 0.9975313673178897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 22, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:49:38,576] Trial 7985 finished with value: 0.997132440070283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 16, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:49:42,796] Trial 7986 finished with value: 0.9972163579857845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:49:46,692] Trial 7987 finished with value: 0.9974759746719127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:53:49,700] Trial 7988 finished with value: 0.9896120961134885 and parameters: {'classifier': 'SVC', 'svc_c': 3741436900.706757, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:53:53,593] Trial 7989 finished with value: 0.997442559987315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:53:57,197] Trial 7990 finished with value: 0.9975015983349849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:54:00,956] Trial 7991 finished with value: 0.9974507179307891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:54:03,849] Trial 7992 finished with value: 0.9973606260084096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:54:09,836] Trial 7993 finished with value: 0.9973129899800668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:54:12,792] Trial 7994 finished with value: 0.9961258039396675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:54:16,574] Trial 7995 finished with value: 0.9972420595971573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:54:19,664] Trial 7996 finished with value: 0.9975853145560843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:54:24,194] Trial 7997 finished with value: 0.997706314757033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:54:31,973] Trial 7998 finished with value: 0.9973010298670157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:54:36,778] Trial 7999 finished with value: 0.9973399033447469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:54:38,992] Trial 8000 finished with value: 0.9943501992846824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:54:48,536] Trial 8001 finished with value: 0.997104491192896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 31, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:54:52,708] Trial 8002 finished with value: 0.9972860842959604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:54:56,326] Trial 8003 finished with value: 0.9972656775514288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:54:57,691] Trial 8004 finished with value: 0.98960627414348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:55:03,240] Trial 8005 finished with value: 0.9972222788193746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:55:07,751] Trial 8006 finished with value: 0.9975269226143758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:55:12,985] Trial 8007 finished with value: 0.9969828548373298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:55:16,862] Trial 8008 finished with value: 0.9973379160121948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:55:21,961] Trial 8009 finished with value: 0.9852051536320356 and parameters: {'classifier': 'SVC', 'svc_c': 7.026160860377336e-07, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:55:25,664] Trial 8010 finished with value: 0.997762945562256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:55:30,270] Trial 8011 finished with value: 0.9972273955096034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:55:35,023] Trial 8012 finished with value: 0.9973009864812962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:55:42,474] Trial 8013 finished with value: 0.9974988800784238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 19, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:55:45,421] Trial 8014 finished with value: 0.9972007760379465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:56:07,660] Trial 8015 finished with value: 0.9963663528083669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 63, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:56:11,330] Trial 8016 finished with value: 0.9973223673891597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:56:15,466] Trial 8017 finished with value: 0.9972390999103341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:56:18,519] Trial 8018 finished with value: 0.9974869484025377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:56:23,515] Trial 8019 finished with value: 0.9973882339571946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:56:26,809] Trial 8020 finished with value: 0.9970567422410787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:56:29,953] Trial 8021 finished with value: 0.9970375213199837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:56:37,348] Trial 8022 finished with value: 0.9972872571068553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 24, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:56:39,607] Trial 8023 finished with value: 0.9970388938575302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:56:42,795] Trial 8024 finished with value: 0.9968701649535491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:56:48,119] Trial 8025 finished with value: 0.9973875328350806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:56:51,632] Trial 8026 finished with value: 0.9876394962980601 and parameters: {'classifier': 'SVC', 'svc_c': 1.2931745465313749, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:56:56,588] Trial 8027 finished with value: 0.9973468446155381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:57:00,178] Trial 8028 finished with value: 0.9973461771990819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:57:05,036] Trial 8029 finished with value: 0.9972465398471275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:57:10,879] Trial 8030 finished with value: 0.9973662588522273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:57:15,552] Trial 8031 finished with value: 0.9973150157789629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:57:25,940] Trial 8032 finished with value: 0.9969393995800626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 31, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:57:29,563] Trial 8033 finished with value: 0.9972915881569223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:57:33,828] Trial 8034 finished with value: 0.9970703225743062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:57:44,204] Trial 8035 finished with value: 0.9967223702781217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 40, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:57:46,671] Trial 8036 finished with value: 0.9973275541249502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:57:50,065] Trial 8037 finished with value: 0.9969843944114835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:57:53,253] Trial 8038 finished with value: 0.996961839010616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:57:57,480] Trial 8039 finished with value: 0.9973847240620074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:58:00,988] Trial 8040 finished with value: 0.9976257092951965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:58:06,480] Trial 8041 finished with value: 0.997480102980227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:58:21,847] Trial 8042 finished with value: 0.9968778608883042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 55, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:58:26,597] Trial 8043 finished with value: 0.9974607458400334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:58:30,532] Trial 8044 finished with value: 0.9975613972181315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:58:37,403] Trial 8045 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 8.391406896682e-10, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:58:41,984] Trial 8046 finished with value: 0.9970776428591884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:58:45,812] Trial 8047 finished with value: 0.9973362667200952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:58:48,586] Trial 8048 finished with value: 0.9972258017905798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:58:53,519] Trial 8049 finished with value: 0.9974178379347182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:58:56,468] Trial 8050 finished with value: 0.9967118918810188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:58:58,824] Trial 8051 finished with value: 0.997165512048956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:59:04,799] Trial 8052 finished with value: 0.99670730756245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:59:10,182] Trial 8053 finished with value: 0.9970064773618602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 113}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:59:11,186] Trial 8054 finished with value: 0.9926421590488297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 12}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:59:14,778] Trial 8055 finished with value: 0.9973701130084969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:59:23,897] Trial 8056 finished with value: 0.9972294926235774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 23, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:59:28,670] Trial 8057 finished with value: 0.9971601385673181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:59:31,767] Trial 8058 finished with value: 0.997386470091249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:59:35,968] Trial 8059 finished with value: 0.9972117534819066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:59:39,450] Trial 8060 finished with value: 0.9972586540477194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:59:44,365] Trial 8061 finished with value: 0.9971087005280879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:59:50,901] Trial 8062 finished with value: 0.9972877523134254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:59:56,284] Trial 8063 finished with value: 0.9852912688898229 and parameters: {'classifier': 'SVC', 'svc_c': 0.0011411136088469646, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 21:59:59,211] Trial 8064 finished with value: 0.9974721187383205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:00:04,431] Trial 8065 finished with value: 0.996613749067127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:00:06,857] Trial 8066 finished with value: 0.9968157498668605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:00:10,229] Trial 8067 finished with value: 0.9975443938563697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:00:14,485] Trial 8068 finished with value: 0.9973716418234998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:00:16,834] Trial 8069 finished with value: 0.9970114960136928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 1, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:00:20,356] Trial 8070 finished with value: 0.996122343904733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:00:41,394] Trial 8071 finished with value: 0.996398525429956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 63, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:00:45,066] Trial 8072 finished with value: 0.9973419059749705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:00:58,616] Trial 8073 finished with value: 0.9970469947679846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 41, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:01:03,979] Trial 8074 finished with value: 0.996935685070586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:01:10,353] Trial 8075 finished with value: 0.9969245424625556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 21, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:01:13,489] Trial 8076 finished with value: 0.9977041673067378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:01:16,828] Trial 8077 finished with value: 0.9972926675314175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:01:19,110] Trial 8078 finished with value: 0.9955739506634919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:01:26,211] Trial 8079 finished with value: 0.9972755604184361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:01:31,465] Trial 8080 finished with value: 0.9973163560707953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:01:45,619] Trial 8081 finished with value: 0.9964551904803812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 53, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:01:50,153] Trial 8082 finished with value: 0.9868502255738258 and parameters: {'classifier': 'SVC', 'svc_c': 443634.10453170206, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:01:54,891] Trial 8083 finished with value: 0.9974407702232369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:01:59,627] Trial 8084 finished with value: 0.9975068404534237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:02:03,647] Trial 8085 finished with value: 0.9971177397063009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:02:07,165] Trial 8086 finished with value: 0.9969732758925246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:02:10,213] Trial 8087 finished with value: 0.997471291965831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:02:14,232] Trial 8088 finished with value: 0.9972504977546164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:02:17,368] Trial 8089 finished with value: 0.9972822058919296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:02:20,962] Trial 8090 finished with value: 0.9965163885609166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:02:26,581] Trial 8091 finished with value: 0.9973250444816548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:02:31,488] Trial 8092 finished with value: 0.9974051912355147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:02:37,516] Trial 8093 finished with value: 0.9973560653663197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:02:41,314] Trial 8094 finished with value: 0.9973521227565021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:02:49,018] Trial 8095 finished with value: 0.9973423736647749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 25, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:02:52,879] Trial 8096 finished with value: 0.9975283507884741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:02:57,107] Trial 8097 finished with value: 0.9971567843465671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:03:08,112] Trial 8098 finished with value: 0.9967537147942291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 38, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:03:11,173] Trial 8099 finished with value: 0.9973145282847041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:03:13,694] Trial 8100 finished with value: 0.9975181239142877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:03:24,235] Trial 8101 finished with value: 0.9969524702024962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 34, 'rf_n_estimators': 114}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:03:26,889] Trial 8102 finished with value: 0.9960130410904376 and parameters: {'classifier': 'SVC', 'svc_c': 9653.055360135004, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:03:33,099] Trial 8103 finished with value: 0.9972347522930791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:03:36,538] Trial 8104 finished with value: 0.9973528926546615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:03:38,885] Trial 8105 finished with value: 0.9969659020657925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 2, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:03:43,855] Trial 8106 finished with value: 0.9973274498341862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:03:47,084] Trial 8107 finished with value: 0.9975360806193144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:03:48,056] Trial 8108 finished with value: 0.9928971285118567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 6}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:03:49,880] Trial 8109 finished with value: 0.9940955360924623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:04:04,477] Trial 8110 finished with value: 0.9969946488341734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 36, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:04:11,064] Trial 8111 finished with value: 0.9973003132568031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 20, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:04:15,664] Trial 8112 finished with value: 0.9974561705032924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:04:17,994] Trial 8113 finished with value: 0.9954140071296776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:04:21,382] Trial 8114 finished with value: 0.9904518995848806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:04:25,147] Trial 8115 finished with value: 0.9975537636166267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:04:31,173] Trial 8116 finished with value: 0.9972056870982726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 18, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:04:33,572] Trial 8117 finished with value: 0.9971889348150967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:04:42,232] Trial 8118 finished with value: 0.9973284030187614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 27, 'rf_n_estimators': 112}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:04:49,272] Trial 8119 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 3.276729013259481e-06, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:04:53,594] Trial 8120 finished with value: 0.997317429764205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:05:02,883] Trial 8121 finished with value: 0.9970237808055372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 29, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:05:10,189] Trial 8122 finished with value: 0.996754820352498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 26, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:05:16,320] Trial 8123 finished with value: 0.9973815738525257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:05:21,714] Trial 8124 finished with value: 0.9972644219045956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:05:31,712] Trial 8125 finished with value: 0.9968169357537731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 31, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:05:35,955] Trial 8126 finished with value: 0.9974275202816262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:05:57,501] Trial 8127 finished with value: 0.9960578533971525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 72, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:06:04,274] Trial 8128 finished with value: 0.9971281771297654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:06:07,991] Trial 8129 finished with value: 0.9974506441718921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:06:11,065] Trial 8130 finished with value: 0.9971254146622992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:06:14,659] Trial 8131 finished with value: 0.9972764373368195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:06:19,679] Trial 8132 finished with value: 0.9973680951758156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:06:22,146] Trial 8133 finished with value: 0.9963584329944125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:06:26,721] Trial 8134 finished with value: 0.9971694506915353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:06:29,283] Trial 8135 finished with value: 0.9971339072820076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:06:33,410] Trial 8136 finished with value: 0.9974867024337549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:06:40,257] Trial 8137 finished with value: 0.9970621368284251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:06:44,141] Trial 8138 finished with value: 0.9898065233598379 and parameters: {'classifier': 'SVC', 'svc_c': 4.504144430321995, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:06:47,228] Trial 8139 finished with value: 0.9975805124519944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:06:50,696] Trial 8140 finished with value: 0.9974940651204814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:07:04,822] Trial 8141 finished with value: 0.9970695587063491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 36, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:07:08,147] Trial 8142 finished with value: 0.9972884993285537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:07:22,412] Trial 8143 finished with value: 0.9970497652016657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 48, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:07:26,713] Trial 8144 finished with value: 0.9974728058640173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:07:30,518] Trial 8145 finished with value: 0.9969259765399044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:07:37,749] Trial 8146 finished with value: 0.9972580086891089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:07:42,742] Trial 8147 finished with value: 0.9974798906536261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:07:45,695] Trial 8148 finished with value: 0.9976051878816051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:07:49,496] Trial 8149 finished with value: 0.9971483989692481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:07:55,639] Trial 8150 finished with value: 0.997375473065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:07:59,862] Trial 8151 finished with value: 0.9974401350524946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:08:02,807] Trial 8152 finished with value: 0.9967806076879588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:08:07,193] Trial 8153 finished with value: 0.9974156116474608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:08:12,379] Trial 8154 finished with value: 0.9951266364369141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 27, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:08:15,321] Trial 8155 finished with value: 0.9972494523396823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:08:29,604] Trial 8156 finished with value: 0.996934001247643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 46, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:08:54,219] Trial 8157 finished with value: 0.996339369747242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 74, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:08:58,104] Trial 8158 finished with value: 0.9866068935762825 and parameters: {'classifier': 'SVC', 'svc_c': 1062984135.5446227, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:09:03,263] Trial 8159 finished with value: 0.9970031226015648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:09:06,071] Trial 8160 finished with value: 0.997626001315683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:09:10,209] Trial 8161 finished with value: 0.9974853087905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:09:15,217] Trial 8162 finished with value: 0.9972342009104126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:09:21,070] Trial 8163 finished with value: 0.997134129701263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:09:22,783] Trial 8164 finished with value: 0.9892367980553729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:09:39,295] Trial 8165 finished with value: 0.9966304772294933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 54, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:09:43,968] Trial 8166 finished with value: 0.9975719196039744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:10:02,154] Trial 8167 finished with value: 0.996079282705325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 68, 'rf_n_estimators': 114}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:10:05,622] Trial 8168 finished with value: 0.9940368794248676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:10:11,079] Trial 8169 finished with value: 0.9974098382364508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:10:14,114] Trial 8170 finished with value: 0.9974748196342462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:10:17,156] Trial 8171 finished with value: 0.9974704173008391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:10:22,157] Trial 8172 finished with value: 0.9976514375346737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:10:27,731] Trial 8173 finished with value: 0.9949393888130409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 37, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:10:30,844] Trial 8174 finished with value: 0.9972284392741663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:10:35,575] Trial 8175 finished with value: 0.9862839653188846 and parameters: {'classifier': 'SVC', 'svc_c': 0.46259091257173773, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:10:38,904] Trial 8176 finished with value: 0.9973760628822724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:10:55,417] Trial 8177 finished with value: 0.9966654083513101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 57, 'rf_n_estimators': 113}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:11:00,345] Trial 8178 finished with value: 0.997494823275615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:11:06,782] Trial 8179 finished with value: 0.997203903364397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 21, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:11:15,079] Trial 8180 finished with value: 0.997102338823225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 26, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:11:17,558] Trial 8181 finished with value: 0.9937925442872829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 1, 'rf_n_estimators': 49}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:11:21,598] Trial 8182 finished with value: 0.9976113334195803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:11:26,475] Trial 8183 finished with value: 0.9972097375534997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:11:30,774] Trial 8184 finished with value: 0.9975947681044172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:11:37,399] Trial 8185 finished with value: 0.9972498749299201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 16, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:11:44,649] Trial 8186 finished with value: 0.9937996294260087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 54, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:11:57,619] Trial 8187 finished with value: 0.9969935152195945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 45, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:12:01,483] Trial 8188 finished with value: 0.997513622272968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:12:05,898] Trial 8189 finished with value: 0.9974842873694237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:12:14,195] Trial 8190 finished with value: 0.9973048812938252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:12:17,212] Trial 8191 finished with value: 0.9969026582549553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:12:21,307] Trial 8192 finished with value: 0.9976289237104651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:12:26,629] Trial 8193 finished with value: 0.9969041100103188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:12:30,329] Trial 8194 finished with value: 0.991780380694636 and parameters: {'classifier': 'SVC', 'svc_c': 91.00413846961213, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:12:33,275] Trial 8195 finished with value: 0.9974456076516177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:12:35,701] Trial 8196 finished with value: 0.9970848435238974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:12:43,098] Trial 8197 finished with value: 0.9972687705374635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:12:47,015] Trial 8198 finished with value: 0.9975406862022811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:12:50,381] Trial 8199 finished with value: 0.997466635284833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:12:52,671] Trial 8200 finished with value: 0.99718496579934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:12:56,664] Trial 8201 finished with value: 0.9968465278613192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:12:57,903] Trial 8202 finished with value: 0.9971352900391602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 20}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:13:00,321] Trial 8203 finished with value: 0.9802857142761385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 2}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:13:05,311] Trial 8204 finished with value: 0.996896939147505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:13:08,794] Trial 8205 finished with value: 0.9972777121850868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:13:13,284] Trial 8206 finished with value: 0.9968473429859971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:13:17,691] Trial 8207 finished with value: 0.9976496885538065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:13:24,625] Trial 8208 finished with value: 0.9969191291181057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 32, 'rf_n_estimators': 111}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:13:27,100] Trial 8209 finished with value: 0.9974555163532814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:13:30,411] Trial 8210 finished with value: 0.9962578320478493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:13:33,197] Trial 8211 finished with value: 0.9974234118095041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:13:38,226] Trial 8212 finished with value: 0.9976267459187301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:13:42,751] Trial 8213 finished with value: 0.9974691756821606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:13:47,686] Trial 8214 finished with value: 0.9976211243418694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:13:53,684] Trial 8215 finished with value: 0.9965681926969094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 24, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:18:28,576] Trial 8216 finished with value: 0.9896096392820711 and parameters: {'classifier': 'SVC', 'svc_c': 9608412299.253162, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:18:34,602] Trial 8217 finished with value: 0.9974860982074724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 17, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:18:39,556] Trial 8218 finished with value: 0.9974036056096575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:18:43,824] Trial 8219 finished with value: 0.997395304052152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:18:47,820] Trial 8220 finished with value: 0.9976325490998974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:18:51,440] Trial 8221 finished with value: 0.9944104230431963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:18:56,059] Trial 8222 finished with value: 0.9975250704535717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:18:59,619] Trial 8223 finished with value: 0.9972840462462322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:19:02,980] Trial 8224 finished with value: 0.9972381849699374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:19:09,592] Trial 8225 finished with value: 0.9974098780992625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:19:13,541] Trial 8226 finished with value: 0.9975493802624881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:19:18,979] Trial 8227 finished with value: 0.9969301865415927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 19, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:19:23,230] Trial 8228 finished with value: 0.9973279811584952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:19:30,034] Trial 8229 finished with value: 0.9972555231348852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:19:33,414] Trial 8230 finished with value: 0.9974320429017026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:19:36,987] Trial 8231 finished with value: 0.9878820916587712 and parameters: {'classifier': 'SVC', 'svc_c': 52279.23217664833, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:19:44,308] Trial 8232 finished with value: 0.9970639960667826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 26, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:19:46,243] Trial 8233 finished with value: 0.9960493737265104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:19:54,667] Trial 8234 finished with value: 0.9959754288454113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 39, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:19:57,842] Trial 8235 finished with value: 0.9975530333908518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:20:02,439] Trial 8236 finished with value: 0.9976445457750182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:20:05,599] Trial 8237 finished with value: 0.9976081193851664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:20:12,200] Trial 8238 finished with value: 0.997463105839095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:20:16,216] Trial 8239 finished with value: 0.9971163288293621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:20:22,401] Trial 8240 finished with value: 0.9971310611851552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 20, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:20:26,459] Trial 8241 finished with value: 0.997247804951857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:20:29,677] Trial 8242 finished with value: 0.9900205701554001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 44, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:20:32,523] Trial 8243 finished with value: 0.9968111577407665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:20:35,133] Trial 8244 finished with value: 0.9975925758719345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:20:47,676] Trial 8245 finished with value: 0.9967118262152882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 43, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:20:50,467] Trial 8246 finished with value: 0.9973207842705972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:20:53,728] Trial 8247 finished with value: 0.997235495975727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 112}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:21:00,409] Trial 8248 finished with value: 0.9969061121009979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:21:04,134] Trial 8249 finished with value: 0.9971849800813984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:21:11,378] Trial 8250 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 6.652930524474135e-06, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:21:24,946] Trial 8251 finished with value: 0.9970453890837699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 45, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:21:30,916] Trial 8252 finished with value: 0.99725572524188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 110}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:21:32,904] Trial 8253 finished with value: 0.9969419140157821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:21:37,628] Trial 8254 finished with value: 0.9970246485516654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:21:44,073] Trial 8255 finished with value: 0.9969908255588878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:21:49,827] Trial 8256 finished with value: 0.9976777920900167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:21:52,831] Trial 8257 finished with value: 0.9973941945266448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:21:55,797] Trial 8258 finished with value: 0.997556472256602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:22:00,290] Trial 8259 finished with value: 0.9972316125888447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:22:03,370] Trial 8260 finished with value: 0.9971008312408823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 41}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:22:08,730] Trial 8261 finished with value: 0.9974984552030565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:22:12,688] Trial 8262 finished with value: 0.996520093485545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:22:18,414] Trial 8263 finished with value: 0.9972033307490705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:22:33,099] Trial 8264 finished with value: 0.9964481612003725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 56, 'rf_n_estimators': 114}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:22:38,226] Trial 8265 finished with value: 0.9971260791906058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:22:58,233] Trial 8266 finished with value: 0.9965118623861944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 58, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:23:01,681] Trial 8267 finished with value: 0.9975203774644076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:23:04,617] Trial 8268 finished with value: 0.9974633541882209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:23:10,852] Trial 8269 finished with value: 0.9969455484187802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:23:15,540] Trial 8270 finished with value: 0.9973351641769277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:23:19,417] Trial 8271 finished with value: 0.9975140189968115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:23:23,680] Trial 8272 finished with value: 0.9867343545995793 and parameters: {'classifier': 'SVC', 'svc_c': 103253970.6776129, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:23:26,788] Trial 8273 finished with value: 0.9974432467956326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:23:31,427] Trial 8274 finished with value: 0.9971829248297244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:23:47,585] Trial 8275 finished with value: 0.9966850735713716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 53, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:23:56,908] Trial 8276 finished with value: 0.9971369304446457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 33, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:24:01,080] Trial 8277 finished with value: 0.9973913456051187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:24:06,118] Trial 8278 finished with value: 0.9976540678137553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:24:09,744] Trial 8279 finished with value: 0.9974568601362838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:24:12,254] Trial 8280 finished with value: 0.9972240851506404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:24:15,388] Trial 8281 finished with value: 0.9972923680207847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:24:20,976] Trial 8282 finished with value: 0.9974741385070139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:24:23,332] Trial 8283 finished with value: 0.9971900889958398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:24:37,856] Trial 8284 finished with value: 0.9947522404018666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 73, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:24:47,650] Trial 8285 finished with value: 0.9967531379260229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 34, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:24:52,731] Trial 8286 finished with value: 0.9973837069890245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:24:56,579] Trial 8287 finished with value: 0.9971432941172589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:25:02,427] Trial 8288 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 5.660410146536027e-09, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:25:05,893] Trial 8289 finished with value: 0.9971225246084447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:25:07,196] Trial 8290 finished with value: 0.9879382729917484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 1, 'rf_n_estimators': 111}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:25:10,641] Trial 8291 finished with value: 0.9976081551537881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:25:14,290] Trial 8292 finished with value: 0.9974072986960466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:25:19,390] Trial 8293 finished with value: 0.9973402926736578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 17, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:25:23,897] Trial 8294 finished with value: 0.9971965788583731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:25:29,655] Trial 8295 finished with value: 0.9975908794173044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:25:33,214] Trial 8296 finished with value: 0.9975137763605089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:25:36,196] Trial 8297 finished with value: 0.9970350893076101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:25:42,402] Trial 8298 finished with value: 0.9975192589253347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:25:44,467] Trial 8299 finished with value: 0.99705116522424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:26:01,776] Trial 8300 finished with value: 0.996720242251426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 59, 'rf_n_estimators': 114}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:26:05,771] Trial 8301 finished with value: 0.9977245833822143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:26:08,314] Trial 8302 finished with value: 0.99635572416401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:26:10,140] Trial 8303 finished with value: 0.989667036145167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:26:16,937] Trial 8304 finished with value: 0.9975013724245595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:26:20,433] Trial 8305 finished with value: 0.9975193429355759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:26:24,864] Trial 8306 finished with value: 0.9866198392148364 and parameters: {'classifier': 'SVC', 'svc_c': 8675346.068855288, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:26:28,658] Trial 8307 finished with value: 0.9974375621238117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:26:31,576] Trial 8308 finished with value: 0.9972279707591762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:26:36,226] Trial 8309 finished with value: 0.9973488049708688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:26:42,505] Trial 8310 finished with value: 0.9969790122336587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 21, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:26:46,965] Trial 8311 finished with value: 0.997237361942521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:26:49,819] Trial 8312 finished with value: 0.9971543446536199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:26:53,936] Trial 8313 finished with value: 0.9969233684138823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 59}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:26:56,563] Trial 8314 finished with value: 0.9956261494921019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:27:01,316] Trial 8315 finished with value: 0.9972698068436182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 113}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:27:05,055] Trial 8316 finished with value: 0.9974380060419237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:27:14,357] Trial 8317 finished with value: 0.9970938897161878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 24, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:27:28,318] Trial 8318 finished with value: 0.9966442656999179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 55, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:27:32,689] Trial 8319 finished with value: 0.997300688144966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:27:35,719] Trial 8320 finished with value: 0.9958325192052261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:27:40,564] Trial 8321 finished with value: 0.9958799471915852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 47, 'rf_n_estimators': 30}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:27:46,180] Trial 8322 finished with value: 0.9973616349882258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:27:53,778] Trial 8323 finished with value: 0.9969160302605582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 31, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:27:55,310] Trial 8324 finished with value: 0.9975428630101407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 36}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:27:59,438] Trial 8325 finished with value: 0.9974681795561969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:28:03,123] Trial 8326 finished with value: 0.9912160146214886 and parameters: {'classifier': 'SVC', 'svc_c': 13.45559292945859, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:28:08,736] Trial 8327 finished with value: 0.9972689870534682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:28:11,913] Trial 8328 finished with value: 0.9975315749472804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:28:14,337] Trial 8329 finished with value: 0.997649950835874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:28:18,871] Trial 8330 finished with value: 0.9969220332001151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:28:33,520] Trial 8331 finished with value: 0.996255134420928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 45, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:28:37,381] Trial 8332 finished with value: 0.9974833002570257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:28:40,318] Trial 8333 finished with value: 0.9976378859559901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:28:42,629] Trial 8334 finished with value: 0.99734433592438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:28:46,970] Trial 8335 finished with value: 0.9974135447479747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:28:56,612] Trial 8336 finished with value: 0.9970550537526632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 36, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:29:01,640] Trial 8337 finished with value: 0.9975297847706094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:29:21,179] Trial 8338 finished with value: 0.9964167683791699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 61, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:29:28,208] Trial 8339 finished with value: 0.9968875915720451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 18, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:29:32,265] Trial 8340 finished with value: 0.9972088894213985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:29:35,368] Trial 8341 finished with value: 0.9973855421383102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:29:40,089] Trial 8342 finished with value: 0.9969355507240237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:29:46,392] Trial 8343 finished with value: 0.9972985904279718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:29:54,176] Trial 8344 finished with value: 0.9852053993786534 and parameters: {'classifier': 'SVC', 'svc_c': 0.00011889254790661934, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:29:57,611] Trial 8345 finished with value: 0.9973066264978812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:29:59,424] Trial 8346 finished with value: 0.9939560821073803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:30:11,128] Trial 8347 finished with value: 0.9972269615571944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 35, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:30:15,128] Trial 8348 finished with value: 0.9972674173917785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:30:18,390] Trial 8349 finished with value: 0.997495310357281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:30:21,116] Trial 8350 finished with value: 0.9965298805040718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:30:33,753] Trial 8351 finished with value: 0.9967648386768942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 36, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:30:38,951] Trial 8352 finished with value: 0.996692585902332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 16, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:30:41,152] Trial 8353 finished with value: 0.9972373151925833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 113}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:30:44,460] Trial 8354 finished with value: 0.9971238234823082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:30:46,424] Trial 8355 finished with value: 0.9966462842625713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 1, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:30:49,478] Trial 8356 finished with value: 0.9966051539657155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:30:53,661] Trial 8357 finished with value: 0.9973113588737883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:31:06,644] Trial 8358 finished with value: 0.9969481059863156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 53, 'rf_n_estimators': 105}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:31:09,873] Trial 8359 finished with value: 0.9975847800897225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:31:16,385] Trial 8360 finished with value: 0.9972379240843381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:31:28,502] Trial 8361 finished with value: 0.9963126589973633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 48, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:31:32,106] Trial 8362 finished with value: 0.9973838446680672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:31:34,675] Trial 8363 finished with value: 0.9951015187395629 and parameters: {'classifier': 'SVC', 'svc_c': 1761.9599680736515, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:31:37,372] Trial 8364 finished with value: 0.9973718160646117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:31:41,229] Trial 8365 finished with value: 0.9964937539739701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:31:52,880] Trial 8366 finished with value: 0.9972361019793322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 42, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:31:55,084] Trial 8367 finished with value: 0.9911293858443585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 18, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:32:01,652] Trial 8368 finished with value: 0.9970884560594772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 24, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:32:06,635] Trial 8369 finished with value: 0.9970535095447753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 27, 'rf_n_estimators': 44}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:32:24,603] Trial 8370 finished with value: 0.9963363386818648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 67, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:32:29,370] Trial 8371 finished with value: 0.9974486847052227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:32:31,386] Trial 8372 finished with value: 0.9970657663120474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:32:37,099] Trial 8373 finished with value: 0.9974170048463851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:32:40,966] Trial 8374 finished with value: 0.9974673336774872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:32:44,874] Trial 8375 finished with value: 0.9973631281615587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:32:48,961] Trial 8376 finished with value: 0.9974391776785158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:32:52,860] Trial 8377 finished with value: 0.9972928750338564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:32:58,816] Trial 8378 finished with value: 0.9972218587681695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:33:02,574] Trial 8379 finished with value: 0.9972944539312775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:33:09,524] Trial 8380 finished with value: 0.9971721340681361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 21, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:33:12,474] Trial 8381 finished with value: 0.9974800942523024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:33:20,242] Trial 8382 finished with value: 0.9852049897057436 and parameters: {'classifier': 'SVC', 'svc_c': 1.748545282520015e-07, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:33:25,708] Trial 8383 finished with value: 0.9974564854385483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:33:30,409] Trial 8384 finished with value: 0.9972138208891992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:33:39,628] Trial 8385 finished with value: 0.9964672914462657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 37, 'rf_n_estimators': 114}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:33:58,398] Trial 8386 finished with value: 0.9965736557429222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 55, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:34:01,881] Trial 8387 finished with value: 0.9972778854423238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:34:11,029] Trial 8388 finished with value: 0.9972109853928078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 27, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:34:14,267] Trial 8389 finished with value: 0.9969004569136931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:34:31,258] Trial 8390 finished with value: 0.9965683192676843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 52, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:34:34,705] Trial 8391 finished with value: 0.9954805002040059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:34:38,235] Trial 8392 finished with value: 0.9970350925766146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:34:42,371] Trial 8393 finished with value: 0.9970495482095924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:34:44,160] Trial 8394 finished with value: 0.9960177981584367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 23}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:34:50,424] Trial 8395 finished with value: 0.9973537039390523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:34:59,329] Trial 8396 finished with value: 0.9966733920854102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 30, 'rf_n_estimators': 114}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:35:04,829] Trial 8397 finished with value: 0.9973128753744831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:35:07,778] Trial 8398 finished with value: 0.9971370666954824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:35:12,547] Trial 8399 finished with value: 0.9972036477472903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:35:15,677] Trial 8400 finished with value: 0.9975863615261759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:35:20,363] Trial 8401 finished with value: 0.9972234764493132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:35:26,429] Trial 8402 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 4.3332114686940726e-08, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:35:40,552] Trial 8403 finished with value: 0.9966013295796031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 53, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:35:48,286] Trial 8404 finished with value: 0.9972996191487665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 19, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:35:51,419] Trial 8405 finished with value: 0.9976105543491656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:35:54,775] Trial 8406 finished with value: 0.9972274228994175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:35:59,042] Trial 8407 finished with value: 0.9972990644653578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:36:04,826] Trial 8408 finished with value: 0.9976418653183047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:36:08,500] Trial 8409 finished with value: 0.9974468039803018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:36:11,952] Trial 8410 finished with value: 0.9974894321794384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:36:14,338] Trial 8411 finished with value: 0.9962265227608192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:36:20,625] Trial 8412 finished with value: 0.997361850710783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:36:24,381] Trial 8413 finished with value: 0.9963091986767876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 16, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:36:29,038] Trial 8414 finished with value: 0.9975406886461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:36:32,725] Trial 8415 finished with value: 0.9972116979405685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:36:38,182] Trial 8416 finished with value: 0.997337572576298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:36:41,111] Trial 8417 finished with value: 0.9976405195358141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:36:44,631] Trial 8418 finished with value: 0.9972573003942277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 53}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:36:50,387] Trial 8419 finished with value: 0.9974051079552456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:36:57,815] Trial 8420 finished with value: 0.9852119533200216 and parameters: {'classifier': 'SVC', 'svc_c': 0.00037437469513500367, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:37:02,594] Trial 8421 finished with value: 0.9975813968605242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:37:05,030] Trial 8422 finished with value: 0.9974423256346062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:37:07,874] Trial 8423 finished with value: 0.9970684894879843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:37:10,899] Trial 8424 finished with value: 0.9972759416541805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:37:14,450] Trial 8425 finished with value: 0.9969601417942763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:37:19,361] Trial 8426 finished with value: 0.9972389802901608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:37:21,667] Trial 8427 finished with value: 0.9973491480893865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:37:31,389] Trial 8428 finished with value: 0.9969396346627432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 39, 'rf_n_estimators': 114}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:37:36,461] Trial 8429 finished with value: 0.9972430541679635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:37:38,562] Trial 8430 finished with value: 0.9968187888984522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:37:48,513] Trial 8431 finished with value: 0.9969382814218446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 39, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:37:53,469] Trial 8432 finished with value: 0.9972200612917798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:37:56,726] Trial 8433 finished with value: 0.997474848896597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:38:03,380] Trial 8434 finished with value: 0.9973430588861971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:38:10,988] Trial 8435 finished with value: 0.9970833524135285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 25, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:38:14,389] Trial 8436 finished with value: 0.9974754597561019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:39:30,153] Trial 8437 finished with value: 0.9899082489391525 and parameters: {'classifier': 'SVC', 'svc_c': 49083353.836472854, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:39:35,461] Trial 8438 finished with value: 0.9975927998463475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:39:38,616] Trial 8439 finished with value: 0.9975925997705789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:39:41,973] Trial 8440 finished with value: 0.9972330679623297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:39:46,010] Trial 8441 finished with value: 0.9975332718145032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:39:53,800] Trial 8442 finished with value: 0.9966553996752378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 22, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:39:57,602] Trial 8443 finished with value: 0.9974031718159383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:40:01,571] Trial 8444 finished with value: 0.997496934830337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:40:07,574] Trial 8445 finished with value: 0.9973535155428336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:40:11,665] Trial 8446 finished with value: 0.9934446317586967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 39, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:40:30,930] Trial 8447 finished with value: 0.9964439673850173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 58, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:40:33,029] Trial 8448 finished with value: 0.9908716245880385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:40:35,826] Trial 8449 finished with value: 0.9975746534121103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:40:38,385] Trial 8450 finished with value: 0.9972800653604983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:40:44,201] Trial 8451 finished with value: 0.9973827248594779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:40:46,115] Trial 8452 finished with value: 0.9971318047725891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:40:55,330] Trial 8453 finished with value: 0.9964332048384287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 40, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:40:57,934] Trial 8454 finished with value: 0.9968472048626236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:41:03,206] Trial 8455 finished with value: 0.9971549526567133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:41:19,362] Trial 8456 finished with value: 0.9970453107863522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 52, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:41:22,488] Trial 8457 finished with value: 0.99758407712681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:41:26,466] Trial 8458 finished with value: 0.9975011747291337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:41:31,364] Trial 8459 finished with value: 0.9971173380948198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:41:37,435] Trial 8460 finished with value: 0.9852055640666552 and parameters: {'classifier': 'SVC', 'svc_c': 3.901272391983463e-10, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:41:40,747] Trial 8461 finished with value: 0.9971676312207758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:41:46,002] Trial 8462 finished with value: 0.9970336391074041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:41:49,526] Trial 8463 finished with value: 0.9974549273929326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:41:57,886] Trial 8464 finished with value: 0.9973806632602223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 20, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:42:00,880] Trial 8465 finished with value: 0.9973185568407751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:42:04,697] Trial 8466 finished with value: 0.9964343647954709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:42:12,979] Trial 8467 finished with value: 0.9913618478942342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 74, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:42:18,308] Trial 8468 finished with value: 0.9973490966739765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:42:21,778] Trial 8469 finished with value: 0.9975871347568157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:42:25,370] Trial 8470 finished with value: 0.9973284841725906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:42:28,460] Trial 8471 finished with value: 0.9975608906811283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:42:33,722] Trial 8472 finished with value: 0.9971570925533867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:42:36,529] Trial 8473 finished with value: 0.9973871184649606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:42:39,807] Trial 8474 finished with value: 0.9977073131681262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:42:42,549] Trial 8475 finished with value: 0.9945802815627801 and parameters: {'classifier': 'SVC', 'svc_c': 476.1489838304959, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:42:48,374] Trial 8476 finished with value: 0.9974637563709844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:42:51,441] Trial 8477 finished with value: 0.9969939579951413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:42:55,022] Trial 8478 finished with value: 0.9974095708445804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:42:59,491] Trial 8479 finished with value: 0.9975167773383496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:43:14,720] Trial 8480 finished with value: 0.9967040842605673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 43, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:43:19,947] Trial 8481 finished with value: 0.9972972264596603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:43:24,511] Trial 8482 finished with value: 0.9973639461426479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:43:29,396] Trial 8483 finished with value: 0.9969728791052055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:43:33,723] Trial 8484 finished with value: 0.9974085247314122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:43:38,250] Trial 8485 finished with value: 0.9973125008354368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:43:41,241] Trial 8486 finished with value: 0.9976284791575951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:43:43,424] Trial 8487 finished with value: 0.9969667695580174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:43:47,343] Trial 8488 finished with value: 0.9975641398811433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:43:53,150] Trial 8489 finished with value: 0.9974587199776618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 110}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:43:59,836] Trial 8490 finished with value: 0.9977724509703297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:44:05,712] Trial 8491 finished with value: 0.9975224081192033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:44:11,606] Trial 8492 finished with value: 0.9973655944508724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:44:16,506] Trial 8493 finished with value: 0.9975246887417585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:44:23,557] Trial 8494 finished with value: 0.9853918864353117 and parameters: {'classifier': 'SVC', 'svc_c': 0.01113384050156075, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:44:28,734] Trial 8495 finished with value: 0.9976597229058463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:44:34,197] Trial 8496 finished with value: 0.9971592612363418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:44:49,813] Trial 8497 finished with value: 0.996924760406766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 49, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:44:56,429] Trial 8498 finished with value: 0.9975541598009258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:45:01,335] Trial 8499 finished with value: 0.9973362598647072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:45:15,901] Trial 8500 finished with value: 0.9970293404934784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 46, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:45:21,023] Trial 8501 finished with value: 0.9971943609181854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:45:26,609] Trial 8502 finished with value: 0.9972654756031236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:45:32,660] Trial 8503 finished with value: 0.9974487056522418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:45:38,113] Trial 8504 finished with value: 0.9976578109825622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:45:43,286] Trial 8505 finished with value: 0.9972059233869937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:45:48,644] Trial 8506 finished with value: 0.9973188927230497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:45:53,862] Trial 8507 finished with value: 0.9973782249954809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:46:15,317] Trial 8508 finished with value: 0.9959217667723154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 74, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:46:30,821] Trial 8509 finished with value: 0.9966915681311153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 52, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:46:35,244] Trial 8510 finished with value: 0.9972900991095175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:46:41,214] Trial 8511 finished with value: 0.9972706202544487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:46:48,020] Trial 8512 finished with value: 0.9973079891014626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:46:50,547] Trial 8513 finished with value: 0.9953476311047521 and parameters: {'classifier': 'SVC', 'svc_c': 3670.3502048229, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:46:54,887] Trial 8514 finished with value: 0.9975448541195039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:47:00,492] Trial 8515 finished with value: 0.9974654027749345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:47:06,605] Trial 8516 finished with value: 0.9974701342304422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:47:10,633] Trial 8517 finished with value: 0.9974789815212665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:47:15,233] Trial 8518 finished with value: 0.9973730592701853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:47:17,766] Trial 8519 finished with value: 0.9975685824899555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:47:21,013] Trial 8520 finished with value: 0.9972798553507646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:47:26,737] Trial 8521 finished with value: 0.9974504867518711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:47:33,698] Trial 8522 finished with value: 0.9971483972236631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 22, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:47:36,156] Trial 8523 finished with value: 0.9971896502192691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:47:55,170] Trial 8524 finished with value: 0.9964264681819269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 62, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:48:00,897] Trial 8525 finished with value: 0.9968897570812097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 113}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:48:06,086] Trial 8526 finished with value: 0.9973948399487312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:48:12,476] Trial 8527 finished with value: 0.9969052082053932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:48:16,919] Trial 8528 finished with value: 0.9961418997877035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:48:21,865] Trial 8529 finished with value: 0.9975759512703603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:48:26,469] Trial 8530 finished with value: 0.9974426905570665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:48:32,855] Trial 8531 finished with value: 0.9852068748422337 and parameters: {'classifier': 'SVC', 'svc_c': 1.1218909739924366e-10, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:48:46,275] Trial 8532 finished with value: 0.9968063814713334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 50, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:48:50,363] Trial 8533 finished with value: 0.9975098618704772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:48:55,567] Trial 8534 finished with value: 0.9972527894219633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:49:03,547] Trial 8535 finished with value: 0.9972005421613064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 31, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:49:08,611] Trial 8536 finished with value: 0.9971034768811111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:49:14,317] Trial 8537 finished with value: 0.9975038279547226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:49:23,628] Trial 8538 finished with value: 0.9968618616504589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 29, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:49:26,728] Trial 8539 finished with value: 0.9974810315044481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:49:29,580] Trial 8540 finished with value: 0.9973780080034076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:49:33,098] Trial 8541 finished with value: 0.9971370333389418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:49:34,956] Trial 8542 finished with value: 0.9963515643082156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:49:38,169] Trial 8543 finished with value: 0.9975023273864574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:49:43,832] Trial 8544 finished with value: 0.9974018921435092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 106}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:49:47,779] Trial 8545 finished with value: 0.9975785547309101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:49:52,538] Trial 8546 finished with value: 0.99769578357979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:49:58,117] Trial 8547 finished with value: 0.9973394096933341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:50:02,722] Trial 8548 finished with value: 0.9971452263528034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:50:06,795] Trial 8549 finished with value: 0.9945889183678022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:50:12,629] Trial 8550 finished with value: 0.9853281376743667 and parameters: {'classifier': 'SVC', 'svc_c': 0.0020828288099635625, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:50:14,819] Trial 8551 finished with value: 0.9954585664535323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:50:18,618] Trial 8552 finished with value: 0.997349891867248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:50:20,657] Trial 8553 finished with value: 0.9905064640301617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:50:24,808] Trial 8554 finished with value: 0.9975332304600099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:50:29,218] Trial 8555 finished with value: 0.9977590913425107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:50:33,421] Trial 8556 finished with value: 0.997522159611388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:50:36,893] Trial 8557 finished with value: 0.9975316311868522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:50:42,839] Trial 8558 finished with value: 0.9970642422577308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:51:05,525] Trial 8559 finished with value: 0.9961413044797731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 74, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:51:09,248] Trial 8560 finished with value: 0.9971348261579047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:51:13,367] Trial 8561 finished with value: 0.9975197654940758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:51:18,882] Trial 8562 finished with value: 0.9973618529641745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:51:23,116] Trial 8563 finished with value: 0.9973168671145812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:51:28,067] Trial 8564 finished with value: 0.9974882964066817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:51:33,015] Trial 8565 finished with value: 0.9970281607954578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:51:37,544] Trial 8566 finished with value: 0.9971205656495821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:51:40,239] Trial 8567 finished with value: 0.9959773224876606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:51:45,221] Trial 8568 finished with value: 0.9969544550912293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:51:51,199] Trial 8569 finished with value: 0.9853872979590772 and parameters: {'classifier': 'SVC', 'svc_c': 0.022536186979822726, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:51:57,137] Trial 8570 finished with value: 0.9974438859336132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:52:01,308] Trial 8571 finished with value: 0.9974845637748601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:52:05,747] Trial 8572 finished with value: 0.9975898553937199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:52:09,876] Trial 8573 finished with value: 0.9973413189823718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:52:13,930] Trial 8574 finished with value: 0.9975967970771039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:52:19,432] Trial 8575 finished with value: 0.997052615805301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:52:23,133] Trial 8576 finished with value: 0.9975167512815276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:52:27,171] Trial 8577 finished with value: 0.9973762959972028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:52:32,001] Trial 8578 finished with value: 0.9975219889249217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:52:36,559] Trial 8579 finished with value: 0.9974462127665614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:52:41,141] Trial 8580 finished with value: 0.9974405230801514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:52:45,627] Trial 8581 finished with value: 0.9968249577637894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:52:48,028] Trial 8582 finished with value: 0.99536929724119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:52:53,139] Trial 8583 finished with value: 0.9975245188487398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:52:58,599] Trial 8584 finished with value: 0.9973510052330421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:53:02,609] Trial 8585 finished with value: 0.9973394146444478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:53:06,593] Trial 8586 finished with value: 0.9973328232206105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:53:12,103] Trial 8587 finished with value: 0.997118180069767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:53:15,935] Trial 8588 finished with value: 0.9974975626378848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:53:21,628] Trial 8589 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 3.826841884782659e-05, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:53:25,121] Trial 8590 finished with value: 0.9964510062816118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:53:30,784] Trial 8591 finished with value: 0.9973551376672845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:53:35,907] Trial 8592 finished with value: 0.9973688636457694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:53:40,967] Trial 8593 finished with value: 0.9970886205887896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:53:45,258] Trial 8594 finished with value: 0.9971639965003986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:53:50,108] Trial 8595 finished with value: 0.9971863134861051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:53:55,316] Trial 8596 finished with value: 0.997374574088771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:53:59,178] Trial 8597 finished with value: 0.9976039887599851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:54:02,770] Trial 8598 finished with value: 0.997416456066227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:54:06,794] Trial 8599 finished with value: 0.9974251684709445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:54:12,500] Trial 8600 finished with value: 0.9974787838575788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:54:18,065] Trial 8601 finished with value: 0.9970371469396273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:54:21,596] Trial 8602 finished with value: 0.9974140783891509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:54:25,390] Trial 8603 finished with value: 0.9973969300486277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:54:29,592] Trial 8604 finished with value: 0.9963433120714185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:54:33,894] Trial 8605 finished with value: 0.99724267883547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:54:38,459] Trial 8606 finished with value: 0.9972282575111703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:54:43,494] Trial 8607 finished with value: 0.997363884729797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:54:48,723] Trial 8608 finished with value: 0.9971768224553035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:54:55,806] Trial 8609 finished with value: 0.9852051536002978 and parameters: {'classifier': 'SVC', 'svc_c': 1.3189834216578756e-06, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:54:59,151] Trial 8610 finished with value: 0.9974422400692076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:55:07,246] Trial 8611 finished with value: 0.9973857769988257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 24, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:55:12,555] Trial 8612 finished with value: 0.997356087265476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:55:18,126] Trial 8613 finished with value: 0.9972888881813958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:55:21,337] Trial 8614 finished with value: 0.9968632897928192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:55:26,094] Trial 8615 finished with value: 0.9973672990621446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:55:28,197] Trial 8616 finished with value: 0.9910524205618191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:55:33,934] Trial 8617 finished with value: 0.997388473165803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:55:53,156] Trial 8618 finished with value: 0.995730633666858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 62, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:55:57,359] Trial 8619 finished with value: 0.9973286503522742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:56:02,776] Trial 8620 finished with value: 0.9973900313066325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:56:08,569] Trial 8621 finished with value: 0.9974664581873095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:56:09,960] Trial 8622 finished with value: 0.9965235752926841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 33}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:56:14,060] Trial 8623 finished with value: 0.9975860451944522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:56:18,003] Trial 8624 finished with value: 0.9971968270488095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:58:22,391] Trial 8625 finished with value: 0.98973058108527 and parameters: {'classifier': 'SVC', 'svc_c': 589343817.9670578, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:58:27,779] Trial 8626 finished with value: 0.9970756376581943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:58:33,489] Trial 8627 finished with value: 0.997047440876012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:58:39,347] Trial 8628 finished with value: 0.9972580203686588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:58:52,222] Trial 8629 finished with value: 0.9969743811968903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 35, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:58:57,962] Trial 8630 finished with value: 0.9974418541997286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:59:05,954] Trial 8631 finished with value: 0.9970643967896023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 27, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:59:07,831] Trial 8632 finished with value: 0.9938409181267606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:59:09,655] Trial 8633 finished with value: 0.9967964215764246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:59:12,618] Trial 8634 finished with value: 0.9900546233749584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:59:16,436] Trial 8635 finished with value: 0.997452645945192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:59:20,501] Trial 8636 finished with value: 0.9972959000372934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:59:24,385] Trial 8637 finished with value: 0.9973871182745332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:59:30,506] Trial 8638 finished with value: 0.9975469640555924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:59:39,415] Trial 8639 finished with value: 0.9968164118243964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 27, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:59:42,425] Trial 8640 finished with value: 0.9973174979372302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 69}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:59:43,608] Trial 8641 finished with value: 0.9927141191998853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 8}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:59:47,408] Trial 8642 finished with value: 0.9972000354656135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:59:50,872] Trial 8643 finished with value: 0.9976075327734227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:59:54,120] Trial 8644 finished with value: 0.9870173570137103 and parameters: {'classifier': 'SVC', 'svc_c': 234212.09636108426, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 22:59:57,712] Trial 8645 finished with value: 0.99746081763118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:00:03,024] Trial 8646 finished with value: 0.9972430712112201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:00:09,637] Trial 8647 finished with value: 0.9973557285636456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:00:12,475] Trial 8648 finished with value: 0.9967195496350713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:00:18,561] Trial 8649 finished with value: 0.9973183223928527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:00:20,762] Trial 8650 finished with value: 0.9971232048787536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:00:26,475] Trial 8651 finished with value: 0.9974121130509688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:00:29,828] Trial 8652 finished with value: 0.9975461535011735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:00:34,073] Trial 8653 finished with value: 0.9974836884433719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:00:37,197] Trial 8654 finished with value: 0.9974239822031773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 57}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:00:42,772] Trial 8655 finished with value: 0.9973150197144633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:00:45,023] Trial 8656 finished with value: 0.9944067158334384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:00:49,402] Trial 8657 finished with value: 0.9973194509928422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:00:53,391] Trial 8658 finished with value: 0.9975130681608415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:01:00,057] Trial 8659 finished with value: 0.9972757746493115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:01:03,924] Trial 8660 finished with value: 0.9975490881467879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:01:10,263] Trial 8661 finished with value: 0.9969236522142508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 17, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:01:16,680] Trial 8662 finished with value: 0.9972013828032614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 23, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:01:20,393] Trial 8663 finished with value: 0.996196460995718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:01:32,535] Trial 8664 finished with value: 0.9928481867225251 and parameters: {'classifier': 'SVC', 'svc_c': 3376017.8616848313, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:01:38,330] Trial 8665 finished with value: 0.9972251590979534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:01:39,829] Trial 8666 finished with value: 0.9948948550064641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 17}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:01:55,367] Trial 8667 finished with value: 0.9966815642792048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 40, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:01:58,780] Trial 8668 finished with value: 0.9972142207868333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:02:02,438] Trial 8669 finished with value: 0.9974743073526818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:02:06,279] Trial 8670 finished with value: 0.9973784358938761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:02:11,928] Trial 8671 finished with value: 0.9974999081327226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:02:14,195] Trial 8672 finished with value: 0.9968504767869807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:02:18,591] Trial 8673 finished with value: 0.997470209417545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:02:22,371] Trial 8674 finished with value: 0.99743520971011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:02:25,389] Trial 8675 finished with value: 0.9966701514546301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 15, 'rf_n_estimators': 89}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:02:31,809] Trial 8676 finished with value: 0.997256874376296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:02:36,949] Trial 8677 finished with value: 0.9961988448616862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 21, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:02:40,081] Trial 8678 finished with value: 0.9969842000802759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:02:43,802] Trial 8679 finished with value: 0.9972866986466354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:02:49,129] Trial 8680 finished with value: 0.9975308854729783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:02:53,074] Trial 8681 finished with value: 0.9886261490678296 and parameters: {'classifier': 'SVC', 'svc_c': 28802.69759007296, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:02:59,141] Trial 8682 finished with value: 0.9972858509271267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:03:04,304] Trial 8683 finished with value: 0.997507286720141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:03:09,604] Trial 8684 finished with value: 0.997460730161507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:03:11,386] Trial 8685 finished with value: 0.9968817370389434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:03:16,288] Trial 8686 finished with value: 0.9975926818765455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:03:22,594] Trial 8687 finished with value: 0.9972711091769134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:03:27,919] Trial 8688 finished with value: 0.9976479350344188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:03:31,026] Trial 8689 finished with value: 0.997281992391026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:03:34,615] Trial 8690 finished with value: 0.997376122041732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:03:37,746] Trial 8691 finished with value: 0.9971466303743544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:03:41,435] Trial 8692 finished with value: 0.994261925880925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:03:50,366] Trial 8693 finished with value: 0.9971298656816566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 25, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:03:53,160] Trial 8694 finished with value: 0.9971777112754022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:03:58,362] Trial 8695 finished with value: 0.9973880582561389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:04:08,465] Trial 8696 finished with value: 0.9971473310521376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 28, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:04:18,641] Trial 8697 finished with value: 0.9967704141068374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 38, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:04:30,561] Trial 8698 finished with value: 0.9958225943807051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 47, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:04:33,475] Trial 8699 finished with value: 0.9954833263694525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:04:40,175] Trial 8700 finished with value: 0.9932492398069117 and parameters: {'classifier': 'SVC', 'svc_c': 1085239.8688440227, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:04:47,837] Trial 8701 finished with value: 0.9970550028767976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:04:52,042] Trial 8702 finished with value: 0.9973576248718791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:04:55,218] Trial 8703 finished with value: 0.9973632151234252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:04:59,625] Trial 8704 finished with value: 0.9975331344528398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:05:04,553] Trial 8705 finished with value: 0.9973873201593627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:05:09,377] Trial 8706 finished with value: 0.9973884405709722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:05:11,107] Trial 8707 finished with value: 0.9962363332971353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 27}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:05:21,929] Trial 8708 finished with value: 0.9970938482664806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 38, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:05:24,356] Trial 8709 finished with value: 0.9875410771422083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:05:28,419] Trial 8710 finished with value: 0.9974724046333909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:05:32,009] Trial 8711 finished with value: 0.9973065163356044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:05:35,854] Trial 8712 finished with value: 0.9972080768992294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 99}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:05:40,763] Trial 8713 finished with value: 0.9974884435753587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:05:52,611] Trial 8714 finished with value: 0.9972053384256211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 35, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:05:57,012] Trial 8715 finished with value: 0.9973382106986657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:06:14,318] Trial 8716 finished with value: 0.9969734667643003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 50, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:06:22,083] Trial 8717 finished with value: 0.9966217452742248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 23, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:06:25,843] Trial 8718 finished with value: 0.9974167114611685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:06:31,976] Trial 8719 finished with value: 0.9854053215993505 and parameters: {'classifier': 'SVC', 'svc_c': 0.1845990316268956, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:06:35,491] Trial 8720 finished with value: 0.9974196064026604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:06:40,734] Trial 8721 finished with value: 0.9973384580321786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:06:52,421] Trial 8722 finished with value: 0.9971777166391086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 41, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:06:57,326] Trial 8723 finished with value: 0.9976336574193642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:07:02,555] Trial 8724 finished with value: 0.9974038143181371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:07:07,576] Trial 8725 finished with value: 0.9974162291719265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:07:12,534] Trial 8726 finished with value: 0.9972462979407967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:07:17,794] Trial 8727 finished with value: 0.997335406940182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:07:21,442] Trial 8728 finished with value: 0.9970992876994904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:07:25,595] Trial 8729 finished with value: 0.9976113985140285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:07:31,319] Trial 8730 finished with value: 0.9977009120130443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:07:38,327] Trial 8731 finished with value: 0.9974908497213377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 21, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:07:42,146] Trial 8732 finished with value: 0.9973937666679142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:07:44,206] Trial 8733 finished with value: 0.9969568212474451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:07:49,589] Trial 8734 finished with value: 0.9973913340842583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:07:57,687] Trial 8735 finished with value: 0.9969506597135646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 29, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:08:02,034] Trial 8736 finished with value: 0.9970121437209084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:08:04,766] Trial 8737 finished with value: 0.9886808964504096 and parameters: {'classifier': 'SVC', 'svc_c': 2.2259093562228545, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:08:09,708] Trial 8738 finished with value: 0.9972692795182856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:08:24,741] Trial 8739 finished with value: 0.9969914846282744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 46, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:08:26,771] Trial 8740 finished with value: 0.9968768313423237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:08:29,909] Trial 8741 finished with value: 0.9959861346763592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:08:35,191] Trial 8742 finished with value: 0.99762273085127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:08:41,301] Trial 8743 finished with value: 0.997452023723516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:08:45,242] Trial 8744 finished with value: 0.9975334830302773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:08:49,875] Trial 8745 finished with value: 0.9973245663818165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:08:54,907] Trial 8746 finished with value: 0.9973503313103148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:08:57,656] Trial 8747 finished with value: 0.9953387214172018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:09:05,449] Trial 8748 finished with value: 0.9973161265739865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:09:15,591] Trial 8749 finished with value: 0.9967628810827615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 31, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:09:34,310] Trial 8750 finished with value: 0.9965985957397293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 50, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:09:36,673] Trial 8751 finished with value: 0.9968800667998251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 3, 'rf_n_estimators': 93}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:09:42,833] Trial 8752 finished with value: 0.9973438017753974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:09:47,681] Trial 8753 finished with value: 0.9975999872446112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:09:52,286] Trial 8754 finished with value: 0.9973640775375848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:09:56,086] Trial 8755 finished with value: 0.9972745465509819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:09:59,598] Trial 8756 finished with value: 0.9968059504705497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:10:05,276] Trial 8757 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 2.3756060754908277e-09, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:10:08,541] Trial 8758 finished with value: 0.9966210703993603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:10:12,222] Trial 8759 finished with value: 0.9970123204058391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:10:14,076] Trial 8760 finished with value: 0.9967895549531917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:10:17,046] Trial 8761 finished with value: 0.9956065080437333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:10:19,445] Trial 8762 finished with value: 0.9940435957691086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:10:24,929] Trial 8763 finished with value: 0.9972809111122566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:10:47,010] Trial 8764 finished with value: 0.995949600917167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 69, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:10:49,207] Trial 8765 finished with value: 0.9973439166666224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:10:54,649] Trial 8766 finished with value: 0.9954820851951051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 30, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:10:57,866] Trial 8767 finished with value: 0.9970962159778538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:11:01,018] Trial 8768 finished with value: 0.9971770875937823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 74}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:11:16,486] Trial 8769 finished with value: 0.9970135821146128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 48, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:11:20,391] Trial 8770 finished with value: 0.9976325194884298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:11:27,120] Trial 8771 finished with value: 0.9973363202302071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 17, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:11:35,689] Trial 8772 finished with value: 0.9971536311537221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 27, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:11:40,544] Trial 8773 finished with value: 0.9976357674189287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:11:44,160] Trial 8774 finished with value: 0.9973619977842462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:11:53,363] Trial 8775 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.2903006908315053e-08, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:11:57,567] Trial 8776 finished with value: 0.9972553908195488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:12:01,491] Trial 8777 finished with value: 0.9975458464051808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:12:04,935] Trial 8778 finished with value: 0.9974488392688321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:12:17,895] Trial 8779 finished with value: 0.9971172371047983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 49, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:12:36,729] Trial 8780 finished with value: 0.9965322256180548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 74, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:12:42,005] Trial 8781 finished with value: 0.9966296980321271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:12:44,653] Trial 8782 finished with value: 0.9971728416013074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:13:07,501] Trial 8783 finished with value: 0.9964802368626543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 69, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:13:11,238] Trial 8784 finished with value: 0.9972765197601651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 63}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:13:17,307] Trial 8785 finished with value: 0.9971778043309468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:13:19,536] Trial 8786 finished with value: 0.9971690723756783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 51}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:13:31,539] Trial 8787 finished with value: 0.9961749451382721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 33, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:13:36,534] Trial 8788 finished with value: 0.9971455193889032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:13:41,337] Trial 8789 finished with value: 0.9973749200002245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:13:42,944] Trial 8790 finished with value: 0.9909729937506521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:13:46,339] Trial 8791 finished with value: 0.9973874814196705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:13:51,262] Trial 8792 finished with value: 0.9974623678692703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:13:53,846] Trial 8793 finished with value: 0.9924150422338543 and parameters: {'classifier': 'SVC', 'svc_c': 214.05922782034028, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:13:58,759] Trial 8794 finished with value: 0.997417647316846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:14:05,999] Trial 8795 finished with value: 0.9973115460639667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 23, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:14:23,053] Trial 8796 finished with value: 0.9967861082481785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 52, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:14:28,968] Trial 8797 finished with value: 0.9964883335202289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 30, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:14:34,344] Trial 8798 finished with value: 0.9974584470316574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:14:38,832] Trial 8799 finished with value: 0.9972937207538769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:14:43,870] Trial 8800 finished with value: 0.9971363919158316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:14:47,803] Trial 8801 finished with value: 0.9974379319656475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:14:49,920] Trial 8802 finished with value: 0.9969541400290218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 48}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:14:55,858] Trial 8803 finished with value: 0.9972018743917103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:15:12,791] Trial 8804 finished with value: 0.9967932805074601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 54, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:15:17,148] Trial 8805 finished with value: 0.9975674787407472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:15:21,684] Trial 8806 finished with value: 0.997548650766685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:15:37,247] Trial 8807 finished with value: 0.9965635767039088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 57, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:15:44,956] Trial 8808 finished with value: 0.9973117505513042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:15:49,873] Trial 8809 finished with value: 0.9972518148460386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:15:52,811] Trial 8810 finished with value: 0.9963700750301548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:15:56,427] Trial 8811 finished with value: 0.9968319858060196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:16:03,110] Trial 8812 finished with value: 0.985384675773162 and parameters: {'classifier': 'SVC', 'svc_c': 0.06405538953753388, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:16:08,314] Trial 8813 finished with value: 0.9974961632500685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:16:13,868] Trial 8814 finished with value: 0.9974343047988924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:16:26,672] Trial 8815 finished with value: 0.9970585643460844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 41, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:16:30,609] Trial 8816 finished with value: 0.9972990079401445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:16:37,685] Trial 8817 finished with value: 0.9971899404306949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:16:41,929] Trial 8818 finished with value: 0.9972901650926271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:16:47,286] Trial 8819 finished with value: 0.9964600160705225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 25, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:16:50,712] Trial 8820 finished with value: 0.9974539916959447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:16:59,033] Trial 8821 finished with value: 0.9975041417474136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:17:03,252] Trial 8822 finished with value: 0.9973122914287235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:17:07,553] Trial 8823 finished with value: 0.9972404377900855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:17:09,411] Trial 8824 finished with value: 0.9967848390809966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:17:25,041] Trial 8825 finished with value: 0.9964710121446342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 44, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:17:27,640] Trial 8826 finished with value: 0.9969631875860424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:17:31,266] Trial 8827 finished with value: 0.9976837248887982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:17:34,826] Trial 8828 finished with value: 0.9938968990665903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 26, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:17:39,711] Trial 8829 finished with value: 0.9973257396370422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:17:43,500] Trial 8830 finished with value: 0.997660973887207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:17:46,115] Trial 8831 finished with value: 0.9910170586931221 and parameters: {'classifier': 'SVC', 'svc_c': 27.01358875707329, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:17:48,632] Trial 8832 finished with value: 0.9975152158967778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:17:53,361] Trial 8833 finished with value: 0.9975294699940432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 96}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:17:58,885] Trial 8834 finished with value: 0.9973041162833035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:18:01,178] Trial 8835 finished with value: 0.997336012975525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:18:04,936] Trial 8836 finished with value: 0.9968928123308723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:18:09,142] Trial 8837 finished with value: 0.9973556428078196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:18:21,542] Trial 8838 finished with value: 0.9971275417685957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 35, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:18:37,495] Trial 8839 finished with value: 0.996541221124907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 56, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:18:41,381] Trial 8840 finished with value: 0.9970434553565436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:18:45,000] Trial 8841 finished with value: 0.997346175453497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:18:49,479] Trial 8842 finished with value: 0.9975781939978537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:18:52,845] Trial 8843 finished with value: 0.9973702944858518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:18:57,680] Trial 8844 finished with value: 0.997388634426111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:19:03,035] Trial 8845 finished with value: 0.9976553761455148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:19:14,420] Trial 8846 finished with value: 0.9970300882068406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 32, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:19:17,997] Trial 8847 finished with value: 0.9974482046376344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:19:21,274] Trial 8848 finished with value: 0.997602327597908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:19:23,475] Trial 8849 finished with value: 0.9955405673042087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:19:28,477] Trial 8850 finished with value: 0.9961518625707617 and parameters: {'classifier': 'SVC', 'svc_c': 112072.69471398782, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:19:47,053] Trial 8851 finished with value: 0.996622401011131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 58, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:19:50,414] Trial 8852 finished with value: 0.9971620632492408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:19:54,482] Trial 8853 finished with value: 0.9972319839223621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:19:59,794] Trial 8854 finished with value: 0.9972046366687491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:20:06,676] Trial 8855 finished with value: 0.9972532939912163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 21, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:20:11,514] Trial 8856 finished with value: 0.9973650947057813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:20:14,416] Trial 8857 finished with value: 0.9966721156185097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 17, 'rf_n_estimators': 55}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:20:18,698] Trial 8858 finished with value: 0.9976830757216387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:20:21,740] Trial 8859 finished with value: 0.9974871691714221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 85}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:20:24,766] Trial 8860 finished with value: 0.9966517591468235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:20:28,110] Trial 8861 finished with value: 0.9974806299881807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:20:33,832] Trial 8862 finished with value: 0.9975476224902208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:20:35,859] Trial 8863 finished with value: 0.9971259788353425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 1, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:20:37,829] Trial 8864 finished with value: 0.9896297676216785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:20:41,123] Trial 8865 finished with value: 0.9972250669628081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:20:47,749] Trial 8866 finished with value: 0.9972271017435318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:20:51,692] Trial 8867 finished with value: 0.9975835313300152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:20:55,196] Trial 8868 finished with value: 0.9975620317223778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:21:02,371] Trial 8869 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 1.4004632224493549e-05, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:21:05,935] Trial 8870 finished with value: 0.99718724134383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:21:09,427] Trial 8871 finished with value: 0.9973746498788939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:21:12,761] Trial 8872 finished with value: 0.9971901483774647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:21:18,110] Trial 8873 finished with value: 0.9973712344674572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:21:28,105] Trial 8874 finished with value: 0.9967661333613537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 41, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:21:34,095] Trial 8875 finished with value: 0.9974108446772346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:21:41,353] Trial 8876 finished with value: 0.9964393471073993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 26, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:21:45,129] Trial 8877 finished with value: 0.9970879623763266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:21:49,319] Trial 8878 finished with value: 0.997433170962148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:21:54,662] Trial 8879 finished with value: 0.9975850985478859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:21:56,877] Trial 8880 finished with value: 0.9937145345736846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:22:02,158] Trial 8881 finished with value: 0.9971989114676205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:22:06,168] Trial 8882 finished with value: 0.9974767685321924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:22:11,689] Trial 8883 finished with value: 0.9976670311620616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:22:16,309] Trial 8884 finished with value: 0.997260706728623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:22:19,671] Trial 8885 finished with value: 0.9966484793197274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:22:23,245] Trial 8886 finished with value: 0.9974482421835789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:23:34,271] Trial 8887 finished with value: 0.9909876151824584 and parameters: {'classifier': 'SVC', 'svc_c': 167618804.7390031, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:23:38,717] Trial 8888 finished with value: 0.9973052898876459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:23:46,016] Trial 8889 finished with value: 0.9973568058117009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:23:49,153] Trial 8890 finished with value: 0.9963181765056254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:23:55,106] Trial 8891 finished with value: 0.9974911763996192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:23:58,930] Trial 8892 finished with value: 0.9975089167155927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:24:06,679] Trial 8893 finished with value: 0.9972077591075618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 21, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:24:14,602] Trial 8894 finished with value: 0.997201846747993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:24:20,546] Trial 8895 finished with value: 0.9970149622057812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:24:24,818] Trial 8896 finished with value: 0.997345799517983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:24:29,910] Trial 8897 finished with value: 0.9973202342526607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:24:33,184] Trial 8898 finished with value: 0.9975265719739741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:24:39,530] Trial 8899 finished with value: 0.9974983709071742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:24:43,786] Trial 8900 finished with value: 0.9972371094357291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:24:59,101] Trial 8901 finished with value: 0.9965859378687827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 46, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:25:01,554] Trial 8902 finished with value: 0.9955806050870755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:25:07,044] Trial 8903 finished with value: 0.9974690770724823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:25:10,847] Trial 8904 finished with value: 0.9973882121215142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:25:13,699] Trial 8905 finished with value: 0.996580486724485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:25:20,570] Trial 8906 finished with value: 0.9852045801597856 and parameters: {'classifier': 'SVC', 'svc_c': 2.7544792760398144e-07, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:25:27,935] Trial 8907 finished with value: 0.9974231389269758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:25:38,490] Trial 8908 finished with value: 0.9970909335205344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 33, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:25:45,517] Trial 8909 finished with value: 0.9967893314231094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 32, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:25:54,854] Trial 8910 finished with value: 0.9959098961284253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 67, 'rf_n_estimators': 66}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:25:59,544] Trial 8911 finished with value: 0.9975415067541408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:26:04,205] Trial 8912 finished with value: 0.9972772404645681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:26:10,586] Trial 8913 finished with value: 0.9972104584165923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 20, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:26:14,697] Trial 8914 finished with value: 0.9976701353198395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:26:16,755] Trial 8915 finished with value: 0.9972239448056137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:26:21,474] Trial 8916 finished with value: 0.9973043943708487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:26:23,267] Trial 8917 finished with value: 0.9959611352344514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 2, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:26:25,267] Trial 8918 finished with value: 0.9970862779186255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:26:37,611] Trial 8919 finished with value: 0.9969396446284461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 41, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:26:40,936] Trial 8920 finished with value: 0.9970027583138629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 1, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:26:45,786] Trial 8921 finished with value: 0.9974929153513075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:26:48,706] Trial 8922 finished with value: 0.9974656807355281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:26:52,344] Trial 8923 finished with value: 0.9971866898976876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:26:56,974] Trial 8924 finished with value: 0.9973321787189234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:27:02,373] Trial 8925 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 7.961896409206275e-08, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:27:07,818] Trial 8926 finished with value: 0.9972719093212984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 16, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:27:12,613] Trial 8927 finished with value: 0.9973207712580551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:27:32,661] Trial 8928 finished with value: 0.9965509974160209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 62, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:27:36,392] Trial 8929 finished with value: 0.9973037827496339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:27:40,098] Trial 8930 finished with value: 0.9977147729093739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:27:43,210] Trial 8931 finished with value: 0.9974357284344698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:27:49,377] Trial 8932 finished with value: 0.9972203396967041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:27:53,536] Trial 8933 finished with value: 0.997461176428224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:27:55,630] Trial 8934 finished with value: 0.9972298616719654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 46}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:28:00,458] Trial 8935 finished with value: 0.9961595723115065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 36, 'rf_n_estimators': 39}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:28:06,191] Trial 8936 finished with value: 0.9971152516447828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:28:10,230] Trial 8937 finished with value: 0.9970476186082938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:28:14,429] Trial 8938 finished with value: 0.997428030309799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:28:19,558] Trial 8939 finished with value: 0.9971486831187336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:28:22,110] Trial 8940 finished with value: 0.9897784247430036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:28:25,203] Trial 8941 finished with value: 0.9967937094452797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:28:31,502] Trial 8942 finished with value: 0.9971178850341792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 18, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:28:38,781] Trial 8943 finished with value: 0.9853425616011747 and parameters: {'classifier': 'SVC', 'svc_c': 0.003210965227336, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:28:42,552] Trial 8944 finished with value: 0.9965246320063134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:28:47,608] Trial 8945 finished with value: 0.9977052123725549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:28:54,493] Trial 8946 finished with value: 0.9940633814027912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 50, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:28:57,306] Trial 8947 finished with value: 0.9969503000595972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:29:03,076] Trial 8948 finished with value: 0.9968989231475768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:29:10,352] Trial 8949 finished with value: 0.99730929064131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:29:12,448] Trial 8950 finished with value: 0.9970613834339775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:29:17,445] Trial 8951 finished with value: 0.9974697491861487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:29:21,908] Trial 8952 finished with value: 0.9973639662010054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:29:25,230] Trial 8953 finished with value: 0.9975389603266107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:29:34,316] Trial 8954 finished with value: 0.9967580340695325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 24, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:29:46,449] Trial 8955 finished with value: 0.9962573459500584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 69, 'rf_n_estimators': 77}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:29:53,059] Trial 8956 finished with value: 0.9968053225043126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:30:01,000] Trial 8957 finished with value: 0.9968779865386798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 31, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:30:04,126] Trial 8958 finished with value: 0.997559896776818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:30:09,302] Trial 8959 finished with value: 0.9972852492081391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:30:15,524] Trial 8960 finished with value: 0.997381887581741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:30:16,462] Trial 8961 finished with value: 0.9966320885313177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 14}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:30:19,050] Trial 8962 finished with value: 0.9962263988560286 and parameters: {'classifier': 'SVC', 'svc_c': 14430.098161515589, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:30:24,920] Trial 8963 finished with value: 0.9976382817276962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:30:29,665] Trial 8964 finished with value: 0.9962873783893332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 20, 'rf_n_estimators': 102}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:30:32,530] Trial 8965 finished with value: 0.9972891522407861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 60}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:30:36,593] Trial 8966 finished with value: 0.9974853300548979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:30:40,450] Trial 8967 finished with value: 0.9976741636854832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:30:44,203] Trial 8968 finished with value: 0.9971708337343292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:30:47,994] Trial 8969 finished with value: 0.9976878093035864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:30:53,145] Trial 8970 finished with value: 0.9973044569262645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:30:58,162] Trial 8971 finished with value: 0.9969215409134322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:31:02,371] Trial 8972 finished with value: 0.9969303234271875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:31:07,261] Trial 8973 finished with value: 0.9973038887859828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:31:12,847] Trial 8974 finished with value: 0.9972636566084327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 18, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:31:15,282] Trial 8975 finished with value: 0.9945627722987731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:31:19,790] Trial 8976 finished with value: 0.9974643712929416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:31:23,302] Trial 8977 finished with value: 0.9974326675989355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:31:28,703] Trial 8978 finished with value: 0.9975154015317987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:31:32,679] Trial 8979 finished with value: 0.9973859685053593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:31:35,850] Trial 8980 finished with value: 0.9904964756346123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:31:40,723] Trial 8981 finished with value: 0.9969823546161702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:31:45,190] Trial 8982 finished with value: 0.9972826016953737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:31:49,705] Trial 8983 finished with value: 0.9867325520133865 and parameters: {'classifier': 'SVC', 'svc_c': 2411818036.436914, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:31:58,733] Trial 8984 finished with value: 0.9970666152058586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 29, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:32:07,451] Trial 8985 finished with value: 0.9931106991118552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 64, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:32:11,499] Trial 8986 finished with value: 0.9975242223214703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 91}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:32:14,159] Trial 8987 finished with value: 0.997422034606485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 72}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:32:24,649] Trial 8988 finished with value: 0.9969464695163307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 37, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:32:30,253] Trial 8989 finished with value: 0.9974307809707638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:32:33,752] Trial 8990 finished with value: 0.9974885342505603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:32:38,276] Trial 8991 finished with value: 0.9972242063259712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:32:41,369] Trial 8992 finished with value: 0.9967707894710692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:32:46,739] Trial 8993 finished with value: 0.9974802430713506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:32:51,463] Trial 8994 finished with value: 0.9972992598756539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:32:56,169] Trial 8995 finished with value: 0.9971859929649773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:33:00,726] Trial 8996 finished with value: 0.9973670381448073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:33:05,899] Trial 8997 finished with value: 0.997375249757083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:33:09,153] Trial 8998 finished with value: 0.9975784461872665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:33:11,454] Trial 8999 finished with value: 0.9967975875636693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:33:41,574] Trial 9000 finished with value: 0.9903696856776311 and parameters: {'classifier': 'SVC', 'svc_c': 14002618.965196148, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:33:46,760] Trial 9001 finished with value: 0.9967453767381301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:33:50,555] Trial 9002 finished with value: 0.9971234769678343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:33:55,052] Trial 9003 finished with value: 0.9973457429610321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:33:58,143] Trial 9004 finished with value: 0.9963210958218304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:34:04,968] Trial 9005 finished with value: 0.9976088160639733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:34:08,450] Trial 9006 finished with value: 0.9973084902747594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:34:18,003] Trial 9007 finished with value: 0.9969478109507278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 30, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:34:29,249] Trial 9008 finished with value: 0.9967657707557608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 37, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:34:32,963] Trial 9009 finished with value: 0.9960253639360332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 18, 'rf_n_estimators': 25}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:34:37,935] Trial 9010 finished with value: 0.9975730463631652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:34:44,855] Trial 9011 finished with value: 0.9971825346756278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:34:48,399] Trial 9012 finished with value: 0.9973190064082345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:35:00,269] Trial 9013 finished with value: 0.9971691619717911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 35, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:35:04,230] Trial 9014 finished with value: 0.9973905591080338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:35:08,847] Trial 9015 finished with value: 0.9970650088551478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:35:13,297] Trial 9016 finished with value: 0.9973591898363585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:35:23,791] Trial 9017 finished with value: 0.996880356281279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 29, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:35:26,910] Trial 9018 finished with value: 0.9893316219410666 and parameters: {'classifier': 'SVC', 'svc_c': 7.343741985703432, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:35:30,255] Trial 9019 finished with value: 0.9976935988057155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:35:34,303] Trial 9020 finished with value: 0.9974824215613194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:35:39,270] Trial 9021 finished with value: 0.9974091736446683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:35:47,521] Trial 9022 finished with value: 0.9968743516278753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 24, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:35:52,585] Trial 9023 finished with value: 0.9972743994140428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:35:54,845] Trial 9024 finished with value: 0.9938702267830554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:36:00,795] Trial 9025 finished with value: 0.997454339670362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:36:06,734] Trial 9026 finished with value: 0.9972901126298662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 20, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:36:11,156] Trial 9027 finished with value: 0.9974931952796515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:36:15,069] Trial 9028 finished with value: 0.9967932846333882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:36:25,689] Trial 9029 finished with value: 0.9970612916479492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 26, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:36:30,884] Trial 9030 finished with value: 0.9973887959085842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:36:34,340] Trial 9031 finished with value: 0.9975123748462528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:36:49,814] Trial 9032 finished with value: 0.9969412163213621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 59, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:36:53,039] Trial 9033 finished with value: 0.996779226422488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:36:57,481] Trial 9034 finished with value: 0.997513473422182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:37:00,448] Trial 9035 finished with value: 0.9966946482950352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:37:04,096] Trial 9036 finished with value: 0.9973059153148505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:37:09,780] Trial 9037 finished with value: 0.9973492080105558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:37:14,047] Trial 9038 finished with value: 0.9972793283110729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:37:17,614] Trial 9039 finished with value: 0.9974477890932119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:37:22,550] Trial 9040 finished with value: 0.9869779472922945 and parameters: {'classifier': 'SVC', 'svc_c': 0.8617257867292043, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:37:26,866] Trial 9041 finished with value: 0.9975469190829775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:37:37,084] Trial 9042 finished with value: 0.9968894183107855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 39, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:37:39,279] Trial 9043 finished with value: 0.9967895624116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 42}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:37:43,151] Trial 9044 finished with value: 0.9969745231922883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:37:51,775] Trial 9045 finished with value: 0.997031467917154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 25, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:37:55,451] Trial 9046 finished with value: 0.9974061409606579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:38:01,782] Trial 9047 finished with value: 0.9973465029569643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:38:04,060] Trial 9048 finished with value: 0.9971579457000773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:38:07,755] Trial 9049 finished with value: 0.9973055232564795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 5, 'rf_n_estimators': 82}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:38:21,986] Trial 9050 finished with value: 0.9969183551892321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 52, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:38:25,208] Trial 9051 finished with value: 0.9968354252747901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:38:29,403] Trial 9052 finished with value: 0.9973943447421609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:38:43,403] Trial 9053 finished with value: 0.9969977554040325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 43, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:38:48,746] Trial 9054 finished with value: 0.9975033317325392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:38:54,594] Trial 9055 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 6.557454101846419e-05, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:38:58,744] Trial 9056 finished with value: 0.9975406756970336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:39:01,911] Trial 9057 finished with value: 0.9975014567521795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:39:23,860] Trial 9058 finished with value: 0.9966244029748584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 69, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:39:38,898] Trial 9059 finished with value: 0.996774158481685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 57, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:39:42,862] Trial 9060 finished with value: 0.9971684164166067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:39:44,877] Trial 9061 finished with value: 0.9970584751943022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 1, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:39:49,226] Trial 9062 finished with value: 0.9974413190986086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:39:52,681] Trial 9063 finished with value: 0.9973449570669674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:39:57,057] Trial 9064 finished with value: 0.9974776658580503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:40:01,836] Trial 9065 finished with value: 0.9975117889962188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:40:05,280] Trial 9066 finished with value: 0.9974286384081062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:40:07,693] Trial 9067 finished with value: 0.9974330436931389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:40:15,499] Trial 9068 finished with value: 0.9973297147464771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 22, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:40:19,780] Trial 9069 finished with value: 0.9975540642380863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:40:24,096] Trial 9070 finished with value: 0.9965227977456891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:40:27,018] Trial 9071 finished with value: 0.9973881942848101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 87}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:40:30,232] Trial 9072 finished with value: 0.9948145314724596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:40:35,069] Trial 9073 finished with value: 0.9976849608581287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:40:42,426] Trial 9074 finished with value: 0.9851031435223808 and parameters: {'classifier': 'SVC', 'svc_c': 0.00038117957358877217, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:40:53,347] Trial 9075 finished with value: 0.9963003664932072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 46, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:40:55,147] Trial 9076 finished with value: 0.989543170899835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:40:59,868] Trial 9077 finished with value: 0.9973903289129908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:41:05,314] Trial 9078 finished with value: 0.9954250902926076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 26, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:41:09,232] Trial 9079 finished with value: 0.9970320623046852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:41:13,874] Trial 9080 finished with value: 0.9975667841566423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:41:17,732] Trial 9081 finished with value: 0.9971787565316467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:41:23,925] Trial 9082 finished with value: 0.9973825827053903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 19, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:41:27,577] Trial 9083 finished with value: 0.9975056949053916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:41:31,349] Trial 9084 finished with value: 0.9973844980563683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:41:37,427] Trial 9085 finished with value: 0.9973275023286853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:41:42,609] Trial 9086 finished with value: 0.9972817526428731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:41:46,020] Trial 9087 finished with value: 0.9975152001865136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 99}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:42:02,759] Trial 9088 finished with value: 0.9962434116756871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 49, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:42:07,257] Trial 9089 finished with value: 0.9973403151123584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:42:23,454] Trial 9090 finished with value: 0.9967992914767075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 48, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:42:24,396] Trial 9091 finished with value: 0.993736678111727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 5}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:42:30,418] Trial 9092 finished with value: 0.9852052355793129 and parameters: {'classifier': 'SVC', 'svc_c': 7.002748891717359e-07, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:42:33,808] Trial 9093 finished with value: 0.9974302363165336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:42:40,006] Trial 9094 finished with value: 0.9974431627219156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:42:43,026] Trial 9095 finished with value: 0.9972713573356118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:42:46,740] Trial 9096 finished with value: 0.9975622758186241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:42:51,529] Trial 9097 finished with value: 0.9971105680183014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:42:55,921] Trial 9098 finished with value: 0.9974646282430406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:42:59,230] Trial 9099 finished with value: 0.9962786248522875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:43:11,663] Trial 9100 finished with value: 0.9955122211316958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 64, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:43:16,448] Trial 9101 finished with value: 0.9974056279173839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:43:21,055] Trial 9102 finished with value: 0.9974065854500519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:43:25,455] Trial 9103 finished with value: 0.9973422969542525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:43:28,479] Trial 9104 finished with value: 0.9976940157466059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:43:44,237] Trial 9105 finished with value: 0.9964740655217602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 63, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:43:49,979] Trial 9106 finished with value: 0.9972954474229949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:43:54,487] Trial 9107 finished with value: 0.9974695818956386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:43:56,008] Trial 9108 finished with value: 0.9959769185593123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 12}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:44:00,765] Trial 9109 finished with value: 0.9972506370205544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:44:04,772] Trial 9110 finished with value: 0.9974132792286406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 68}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:44:07,561] Trial 9111 finished with value: 0.9950570965234687 and parameters: {'classifier': 'SVC', 'svc_c': 1355.6028059933124, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:44:10,856] Trial 9112 finished with value: 0.9944983454256969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 22, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:44:19,640] Trial 9113 finished with value: 0.9966784699919159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 30, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:44:24,464] Trial 9114 finished with value: 0.9975324640847579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:44:26,977] Trial 9115 finished with value: 0.9976351804580679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 114}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:44:29,881] Trial 9116 finished with value: 0.997536850739639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:44:33,697] Trial 9117 finished with value: 0.9974371688594004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:44:38,293] Trial 9118 finished with value: 0.9976313477248859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:44:42,621] Trial 9119 finished with value: 0.9974325086554948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:44:46,585] Trial 9120 finished with value: 0.9973201008264977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:44:53,290] Trial 9121 finished with value: 0.9974855365734618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:44:59,225] Trial 9122 finished with value: 0.9977635684821659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:45:04,025] Trial 9123 finished with value: 0.9974804929438962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:45:08,219] Trial 9124 finished with value: 0.997491892724191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:45:12,612] Trial 9125 finished with value: 0.9975248413058796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:45:19,160] Trial 9126 finished with value: 0.9974553079939189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:45:23,799] Trial 9127 finished with value: 0.9975246325021865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:45:27,789] Trial 9128 finished with value: 0.9971951215806136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:45:43,593] Trial 9129 finished with value: 0.99635495305981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 62, 'rf_n_estimators': 127}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:45:49,770] Trial 9130 finished with value: 0.9973199501983889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:45:54,935] Trial 9131 finished with value: 0.9852065471166012 and parameters: {'classifier': 'SVC', 'svc_c': 6.180749680333667e-10, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:45:59,205] Trial 9132 finished with value: 0.9977198617337198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:46:04,093] Trial 9133 finished with value: 0.9973658731731757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:46:08,860] Trial 9134 finished with value: 0.9975254406762623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:46:15,497] Trial 9135 finished with value: 0.9975510822077762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:46:19,629] Trial 9136 finished with value: 0.9973315968678659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:46:25,135] Trial 9137 finished with value: 0.99751343841527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:46:29,198] Trial 9138 finished with value: 0.997394379749073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:46:34,807] Trial 9139 finished with value: 0.9976804404914436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:46:39,738] Trial 9140 finished with value: 0.9974546636826597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:46:44,082] Trial 9141 finished with value: 0.9973584530408367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:46:48,009] Trial 9142 finished with value: 0.9974899465557048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:46:54,426] Trial 9143 finished with value: 0.997515121190862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:46:56,801] Trial 9144 finished with value: 0.9969302192316373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:47:02,019] Trial 9145 finished with value: 0.9972030847485497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:47:06,253] Trial 9146 finished with value: 0.9973881191929211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:47:11,277] Trial 9147 finished with value: 0.9972821730114575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:47:16,406] Trial 9148 finished with value: 0.9976417855609432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:47:20,870] Trial 9149 finished with value: 0.9974029244824253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:47:26,737] Trial 9150 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 3.24418234242605e-08, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:47:32,697] Trial 9151 finished with value: 0.9974712637508313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:47:37,775] Trial 9152 finished with value: 0.9973277152900443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:47:42,781] Trial 9153 finished with value: 0.9977021292887475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:47:46,865] Trial 9154 finished with value: 0.9975557779264003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:47:52,444] Trial 9155 finished with value: 0.9973716774651699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:47:56,946] Trial 9156 finished with value: 0.9974101753247661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:48:01,661] Trial 9157 finished with value: 0.9973271502283397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:48:03,337] Trial 9158 finished with value: 0.9969306310944624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:48:09,107] Trial 9159 finished with value: 0.9973593775343433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:48:13,465] Trial 9160 finished with value: 0.9973761437821986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:48:15,444] Trial 9161 finished with value: 0.9964224531144666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:48:28,737] Trial 9162 finished with value: 0.9969650357161323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 42, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:48:34,811] Trial 9163 finished with value: 0.9975292958798828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:48:38,818] Trial 9164 finished with value: 0.9973766586662715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:48:59,306] Trial 9165 finished with value: 0.9965982242792605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 68, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:49:04,316] Trial 9166 finished with value: 0.9971522247200904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:49:11,472] Trial 9167 finished with value: 0.9971427307059254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:49:18,507] Trial 9168 finished with value: 0.9853941811494978 and parameters: {'classifier': 'SVC', 'svc_c': 0.03675327066001054, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:49:22,420] Trial 9169 finished with value: 0.9973371354500985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:49:36,857] Trial 9170 finished with value: 0.9964758282451411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 53, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:49:43,861] Trial 9171 finished with value: 0.9974919409340722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:50:02,601] Trial 9172 finished with value: 0.9963493421468862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 61, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:50:07,038] Trial 9173 finished with value: 0.9973981386598821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:50:12,488] Trial 9174 finished with value: 0.9971118054475759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 20, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:50:18,877] Trial 9175 finished with value: 0.9975089672740793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:50:21,052] Trial 9176 finished with value: 0.9969524267215629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:50:25,211] Trial 9177 finished with value: 0.9973495272304292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:50:29,386] Trial 9178 finished with value: 0.9971902415916989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:50:35,506] Trial 9179 finished with value: 0.997372747254817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:50:41,004] Trial 9180 finished with value: 0.9973854357211066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:50:45,385] Trial 9181 finished with value: 0.9974752448904685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:50:50,292] Trial 9182 finished with value: 0.9975647639753561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:50:55,724] Trial 9183 finished with value: 0.9973341461835455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:50:59,223] Trial 9184 finished with value: 0.9975107463107445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:51:03,852] Trial 9185 finished with value: 0.9974334289913357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:51:08,206] Trial 9186 finished with value: 0.9975384650883026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:51:12,959] Trial 9187 finished with value: 0.9974605233573021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:51:39,049] Trial 9188 finished with value: 0.9917153803175719 and parameters: {'classifier': 'SVC', 'svc_c': 5448903.249199593, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:51:49,523] Trial 9189 finished with value: 0.9968921798578522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 35, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:51:51,811] Trial 9190 finished with value: 0.997396499523913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:51:59,472] Trial 9191 finished with value: 0.997438906954165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:52:03,743] Trial 9192 finished with value: 0.9972153156811651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:52:23,898] Trial 9193 finished with value: 0.9966119647302311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 63, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:52:31,908] Trial 9194 finished with value: 0.9972439429245866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 28, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:52:37,222] Trial 9195 finished with value: 0.9972868331518873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:52:41,658] Trial 9196 finished with value: 0.9974359409832362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:52:44,303] Trial 9197 finished with value: 0.991266562793269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 25, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:52:56,094] Trial 9198 finished with value: 0.9970634381143691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 37, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:53:03,234] Trial 9199 finished with value: 0.9972370971531589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 16, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:53:05,329] Trial 9200 finished with value: 0.9965599726423502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:53:10,501] Trial 9201 finished with value: 0.9973995299545318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:53:11,959] Trial 9202 finished with value: 0.9963214827069224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 20}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:53:17,240] Trial 9203 finished with value: 0.9975173865474835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:53:22,975] Trial 9204 finished with value: 0.9976281852010961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:53:29,646] Trial 9205 finished with value: 0.9853740228810438 and parameters: {'classifier': 'SVC', 'svc_c': 0.006911049819349159, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:53:34,045] Trial 9206 finished with value: 0.9974050093773049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:53:39,233] Trial 9207 finished with value: 0.9975488304667172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:53:41,060] Trial 9208 finished with value: 0.9961001681844529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:53:43,071] Trial 9209 finished with value: 0.996378198347572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:53:49,380] Trial 9210 finished with value: 0.9971723253207664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 20, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:53:54,251] Trial 9211 finished with value: 0.9967560107461934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:53:59,619] Trial 9212 finished with value: 0.9974610925766725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:54:03,185] Trial 9213 finished with value: 0.9976306750081992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:54:07,953] Trial 9214 finished with value: 0.9973123325610516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:54:13,473] Trial 9215 finished with value: 0.9975461432815673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:54:18,644] Trial 9216 finished with value: 0.9975624470763728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:54:23,252] Trial 9217 finished with value: 0.9972782347179953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 18, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:54:39,595] Trial 9218 finished with value: 0.9967635020666591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 55, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:54:52,734] Trial 9219 finished with value: 0.9968632376156993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 38, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:54:56,979] Trial 9220 finished with value: 0.9975767549059155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:55:01,362] Trial 9221 finished with value: 0.9976679222990276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:55:04,951] Trial 9222 finished with value: 0.9968618310551162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:55:08,700] Trial 9223 finished with value: 0.9973706220845328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:55:12,215] Trial 9224 finished with value: 0.996384540152767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 16, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:55:16,725] Trial 9225 finished with value: 0.9973579518992777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:55:22,168] Trial 9226 finished with value: 0.9861238732834012 and parameters: {'classifier': 'SVC', 'svc_c': 0.3662353478740843, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:55:27,019] Trial 9227 finished with value: 0.9965712691474943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:55:31,337] Trial 9228 finished with value: 0.9882576878310517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 61, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:55:35,968] Trial 9229 finished with value: 0.9971131205395097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:55:39,565] Trial 9230 finished with value: 0.997343845795875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:55:45,504] Trial 9231 finished with value: 0.9976553848417016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:55:48,054] Trial 9232 finished with value: 0.9973334372221685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:55:51,029] Trial 9233 finished with value: 0.9943478782597711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 19, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:55:55,884] Trial 9234 finished with value: 0.9973426998352499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:56:01,081] Trial 9235 finished with value: 0.9971558916861816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:56:08,748] Trial 9236 finished with value: 0.9969115739409702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 23, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:56:13,379] Trial 9237 finished with value: 0.997464030840408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:56:18,884] Trial 9238 finished with value: 0.9967142110968693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 17, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:56:23,350] Trial 9239 finished with value: 0.997418654741505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:56:27,804] Trial 9240 finished with value: 0.9973035732794445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:56:33,535] Trial 9241 finished with value: 0.9968728117998183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 26, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:56:40,246] Trial 9242 finished with value: 0.9973894658323351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:56:43,367] Trial 9243 finished with value: 0.9916646891665183 and parameters: {'classifier': 'SVC', 'svc_c': 69.09727116368926, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:56:47,962] Trial 9244 finished with value: 0.9971783096619097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:56:51,144] Trial 9245 finished with value: 0.9977084318976267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:56:56,971] Trial 9246 finished with value: 0.9974906437105803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:56:58,368] Trial 9247 finished with value: 0.9956890629113225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 34}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:57:01,312] Trial 9248 finished with value: 0.9969043994917728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:57:16,128] Trial 9249 finished with value: 0.9969785876439325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 46, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:57:20,661] Trial 9250 finished with value: 0.9970922369646562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 14, 'rf_n_estimators': 94}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:57:23,256] Trial 9251 finished with value: 0.9974857834943819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:57:26,978] Trial 9252 finished with value: 0.9976733726498773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:57:33,369] Trial 9253 finished with value: 0.9974180363601158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:57:37,211] Trial 9254 finished with value: 0.9953745663685885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 28, 'rf_n_estimators': 51}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:57:44,615] Trial 9255 finished with value: 0.9972215674776544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:57:49,390] Trial 9256 finished with value: 0.9975209389714667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:57:51,055] Trial 9257 finished with value: 0.9898107375191918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:57:58,768] Trial 9258 finished with value: 0.997347785200164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 22, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:58:03,472] Trial 9259 finished with value: 0.9972775262961627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:58:05,793] Trial 9260 finished with value: 0.9967687797632925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:58:11,811] Trial 9261 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 4.475245373082145e-09, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:58:15,222] Trial 9262 finished with value: 0.9969555490968998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:58:25,002] Trial 9263 finished with value: 0.997410145110278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 28, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:58:30,895] Trial 9264 finished with value: 0.9973390696851315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:58:46,791] Trial 9265 finished with value: 0.996236806763239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 67, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:58:52,261] Trial 9266 finished with value: 0.9972831524115442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:59:07,247] Trial 9267 finished with value: 0.9968354096280018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 48, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:59:09,618] Trial 9268 finished with value: 0.9971454909517382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:59:13,872] Trial 9269 finished with value: 0.9972463989625563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:59:19,909] Trial 9270 finished with value: 0.997418403599443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:59:24,848] Trial 9271 finished with value: 0.9973494378247438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:59:28,997] Trial 9272 finished with value: 0.9974939669233956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:59:31,599] Trial 9273 finished with value: 0.9959736467301691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:59:35,853] Trial 9274 finished with value: 0.9962126244772347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:59:39,372] Trial 9275 finished with value: 0.9974666913974536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:59:44,823] Trial 9276 finished with value: 0.9974722003682185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:59:49,000] Trial 9277 finished with value: 0.9974764321738491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-07 23:59:57,419] Trial 9278 finished with value: 0.9972383420408416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:00:02,282] Trial 9279 finished with value: 0.9972926653732398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:00:05,658] Trial 9280 finished with value: 0.9969340135619511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:00:09,956] Trial 9281 finished with value: 0.9867361571857719 and parameters: {'classifier': 'SVC', 'svc_c': 44416886.105152726, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:00:17,453] Trial 9282 finished with value: 0.996922016093383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 32, 'rf_n_estimators': 76}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:00:21,607] Trial 9283 finished with value: 0.997304779478618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:00:25,860] Trial 9284 finished with value: 0.99741796288686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:00:29,585] Trial 9285 finished with value: 0.9972286025974383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:00:45,161] Trial 9286 finished with value: 0.9969546192079489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 49, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:00:49,728] Trial 9287 finished with value: 0.997328281684741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 25, 'rf_n_estimators': 64}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:01:00,891] Trial 9288 finished with value: 0.9947111033765745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 63, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:01:03,799] Trial 9289 finished with value: 0.9975994643943236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:01:07,847] Trial 9290 finished with value: 0.9974110216160689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:01:13,404] Trial 9291 finished with value: 0.9971982556672385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:01:17,365] Trial 9292 finished with value: 0.997436927873469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:01:20,313] Trial 9293 finished with value: 0.990369023370978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 80}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:01:32,068] Trial 9294 finished with value: 0.9969442610023015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 33, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:01:34,068] Trial 9295 finished with value: 0.9969131965414896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:01:37,849] Trial 9296 finished with value: 0.9975616691167848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:01:46,648] Trial 9297 finished with value: 0.9973897812753975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:01:51,269] Trial 9298 finished with value: 0.9974051810159086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:01:53,589] Trial 9299 finished with value: 0.9958072262828878 and parameters: {'classifier': 'SVC', 'svc_c': 7243.44480640826, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:01:58,242] Trial 9300 finished with value: 0.9966778320282378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:02:01,690] Trial 9301 finished with value: 0.9966081218726569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:02:05,185] Trial 9302 finished with value: 0.9961289236490204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:02:10,631] Trial 9303 finished with value: 0.9975154069589808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:02:12,607] Trial 9304 finished with value: 0.9937304750964012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:02:15,492] Trial 9305 finished with value: 0.9967958467077066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:02:20,125] Trial 9306 finished with value: 0.9975964649399022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:02:24,068] Trial 9307 finished with value: 0.9975381316181088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:02:28,575] Trial 9308 finished with value: 0.997445243586081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:02:35,285] Trial 9309 finished with value: 0.9974680239134988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:02:42,204] Trial 9310 finished with value: 0.9966953240268231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 30, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:02:45,638] Trial 9311 finished with value: 0.9975462021871236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:02:50,472] Trial 9312 finished with value: 0.9972984504955377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:02:55,462] Trial 9313 finished with value: 0.9974993769036272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:02:59,792] Trial 9314 finished with value: 0.997251816369458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:03:01,702] Trial 9315 finished with value: 0.9972921228137116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 89}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:03:05,090] Trial 9316 finished with value: 0.9975835976622417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:03:13,421] Trial 9317 finished with value: 0.9852380108402888 and parameters: {'classifier': 'SVC', 'svc_c': 0.0008349098137213154, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:03:17,805] Trial 9318 finished with value: 0.9972637021205921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:03:21,108] Trial 9319 finished with value: 0.9976021788740735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:03:27,108] Trial 9320 finished with value: 0.99739035046303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:03:30,925] Trial 9321 finished with value: 0.9955531782665283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:03:36,785] Trial 9322 finished with value: 0.9973395567033215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:03:39,054] Trial 9323 finished with value: 0.997403800639099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:03:42,382] Trial 9324 finished with value: 0.996671067601067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:03:46,660] Trial 9325 finished with value: 0.9974723365555795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:03:50,670] Trial 9326 finished with value: 0.9975445617181623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:03:54,433] Trial 9327 finished with value: 0.9976659232551874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:03:57,439] Trial 9328 finished with value: 0.9967992350467082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:04:00,763] Trial 9329 finished with value: 0.9975349433866137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 113}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:04:03,032] Trial 9330 finished with value: 0.9945402092490699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:04:07,428] Trial 9331 finished with value: 0.9976681990853186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:04:10,473] Trial 9332 finished with value: 0.9971179548893137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:04:26,110] Trial 9333 finished with value: 0.9967815810578431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 46, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:04:30,049] Trial 9334 finished with value: 0.9974827352905348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:04:35,296] Trial 9335 finished with value: 0.9970096729565497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 17, 'rf_n_estimators': 97}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:04:40,499] Trial 9336 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 4.610170243279786e-06, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:04:47,378] Trial 9337 finished with value: 0.9969538630523034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:04:50,261] Trial 9338 finished with value: 0.9971809524774646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:04:54,529] Trial 9339 finished with value: 0.9971732127443973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:05:12,308] Trial 9340 finished with value: 0.9964989340765378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 55, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:05:17,511] Trial 9341 finished with value: 0.9972759961799057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 23, 'rf_n_estimators': 57}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:05:20,654] Trial 9342 finished with value: 0.99749596377732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:05:23,916] Trial 9343 finished with value: 0.9974460516649432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:05:27,323] Trial 9344 finished with value: 0.9973997196837426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:05:30,636] Trial 9345 finished with value: 0.990960177571023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:05:32,586] Trial 9346 finished with value: 0.9968842512842354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 30}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:05:34,627] Trial 9347 finished with value: 0.9971676424877329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 101}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:05:41,041] Trial 9348 finished with value: 0.997366113524349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:05:44,816] Trial 9349 finished with value: 0.9975433830357546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:05:51,104] Trial 9350 finished with value: 0.9973794368757399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 21, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:05:59,561] Trial 9351 finished with value: 0.996847382404478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 32, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:06:05,490] Trial 9352 finished with value: 0.9974405566905955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:06:09,085] Trial 9353 finished with value: 0.997431539633704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:06:12,784] Trial 9354 finished with value: 0.9974772306043872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:06:19,633] Trial 9355 finished with value: 0.9852063832220471 and parameters: {'classifier': 'SVC', 'svc_c': 2.7026125046538375e-10, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:06:34,626] Trial 9356 finished with value: 0.9967043438766504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 50, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:06:39,165] Trial 9357 finished with value: 0.9972218349012629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:06:41,411] Trial 9358 finished with value: 0.995488543954489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 15, 'rf_n_estimators': 84}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:06:44,397] Trial 9359 finished with value: 0.9972701924591939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:06:57,463] Trial 9360 finished with value: 0.9972080510328346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 36, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:07:01,354] Trial 9361 finished with value: 0.9973827640557936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:07:05,766] Trial 9362 finished with value: 0.9971567746030295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:07:09,376] Trial 9363 finished with value: 0.9975795526024589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:07:24,585] Trial 9364 finished with value: 0.9970469155819054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 46, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:07:28,516] Trial 9365 finished with value: 0.9975956404525418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:07:34,021] Trial 9366 finished with value: 0.9974003479990969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:07:38,434] Trial 9367 finished with value: 0.9974380908773502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:07:46,339] Trial 9368 finished with value: 0.9973740372738039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:07:48,523] Trial 9369 finished with value: 0.9942648527824899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:07:52,569] Trial 9370 finished with value: 0.9976968718408991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:07:55,438] Trial 9371 finished with value: 0.9963114474979592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:08:00,338] Trial 9372 finished with value: 0.9973675582973729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:08:02,475] Trial 9373 finished with value: 0.9946654951148782 and parameters: {'classifier': 'SVC', 'svc_c': 534.4735153380561, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:08:07,420] Trial 9374 finished with value: 0.9971726994789577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:08:10,871] Trial 9375 finished with value: 0.9972703448011498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:08:21,123] Trial 9376 finished with value: 0.9972484612600457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 25, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:08:24,300] Trial 9377 finished with value: 0.9975033008832933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:08:37,377] Trial 9378 finished with value: 0.9970226145009136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 43, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:08:39,216] Trial 9379 finished with value: 0.9971367051372405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:08:44,654] Trial 9380 finished with value: 0.9974965709552279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:08:48,636] Trial 9381 finished with value: 0.9973212479614254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:08:51,512] Trial 9382 finished with value: 0.9973832080056434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:08:54,961] Trial 9383 finished with value: 0.9977853783913245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:08:59,926] Trial 9384 finished with value: 0.9974795239221051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:09:02,392] Trial 9385 finished with value: 0.9955106647999271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:09:06,227] Trial 9386 finished with value: 0.9974696727295297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:09:11,700] Trial 9387 finished with value: 0.997438571547959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:09:15,407] Trial 9388 finished with value: 0.9973823298812196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:09:17,551] Trial 9389 finished with value: 0.9895944072446632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:09:21,214] Trial 9390 finished with value: 0.997236504796854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:09:25,577] Trial 9391 finished with value: 0.9974495659716994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:09:29,718] Trial 9392 finished with value: 0.9972912226631799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:09:36,202] Trial 9393 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 1.1897760974898512e-09, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:09:39,665] Trial 9394 finished with value: 0.997445520753227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:09:42,828] Trial 9395 finished with value: 0.996795930908375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:09:45,739] Trial 9396 finished with value: 0.9966934586630495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:09:49,374] Trial 9397 finished with value: 0.9971126574517019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:09:53,361] Trial 9398 finished with value: 0.9974435971503931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:09:57,870] Trial 9399 finished with value: 0.9976169335098777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:10:01,010] Trial 9400 finished with value: 0.9972298357738328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:10:04,530] Trial 9401 finished with value: 0.9974172797284017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:10:08,394] Trial 9402 finished with value: 0.9976128534749207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:10:13,553] Trial 9403 finished with value: 0.9971502980704173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:10:17,680] Trial 9404 finished with value: 0.9973780715744361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:10:20,895] Trial 9405 finished with value: 0.997339247480889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:10:24,422] Trial 9406 finished with value: 0.9972757436413758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:10:29,643] Trial 9407 finished with value: 0.9974341657868576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:10:33,559] Trial 9408 finished with value: 0.9975467124692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:10:36,457] Trial 9409 finished with value: 0.9975036161041902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:10:53,747] Trial 9410 finished with value: 0.9963328665865254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 72, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:10:56,683] Trial 9411 finished with value: 0.9967007183285285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:11:02,004] Trial 9412 finished with value: 0.9946684351876746 and parameters: {'classifier': 'SVC', 'svc_c': 450843.63550222287, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:11:06,087] Trial 9413 finished with value: 0.9973219456875833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:11:16,146] Trial 9414 finished with value: 0.9969643965146759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 35, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:11:21,526] Trial 9415 finished with value: 0.997535655045713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:11:24,979] Trial 9416 finished with value: 0.997695652184853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:11:27,716] Trial 9417 finished with value: 0.9969981649182524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:11:34,730] Trial 9418 finished with value: 0.9975606937156746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:11:46,881] Trial 9419 finished with value: 0.9968741065794916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 33, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:11:49,568] Trial 9420 finished with value: 0.9968675162030055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:11:53,293] Trial 9421 finished with value: 0.9974276218111923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:11:56,495] Trial 9422 finished with value: 0.9974382091010555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:12:00,622] Trial 9423 finished with value: 0.9975849948284045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:12:07,316] Trial 9424 finished with value: 0.9968754223379216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 21, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:12:10,643] Trial 9425 finished with value: 0.9974682537276868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:12:16,411] Trial 9426 finished with value: 0.9974757285127024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:12:20,266] Trial 9427 finished with value: 0.9974748015119012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:12:30,982] Trial 9428 finished with value: 0.9968044577732856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 43, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:12:44,965] Trial 9429 finished with value: 0.9949784619539481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 68, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:12:50,830] Trial 9430 finished with value: 0.9875904097521326 and parameters: {'classifier': 'SVC', 'svc_c': 65615.71286225601, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:12:53,506] Trial 9431 finished with value: 0.9975251093642462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:12:57,054] Trial 9432 finished with value: 0.9972858480072393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:13:02,999] Trial 9433 finished with value: 0.9960239940962089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 29, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:13:07,175] Trial 9434 finished with value: 0.9972692901187467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:13:10,234] Trial 9435 finished with value: 0.9966724013548905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 26, 'rf_n_estimators': 37}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:13:12,236] Trial 9436 finished with value: 0.9937933362115503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:13:15,106] Trial 9437 finished with value: 0.9968930267204374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 44}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:13:20,330] Trial 9438 finished with value: 0.9974888697837181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:13:43,868] Trial 9439 finished with value: 0.9964159964815223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 70, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:13:48,270] Trial 9440 finished with value: 0.9971815062087362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:13:52,126] Trial 9441 finished with value: 0.9974997297974205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:13:57,384] Trial 9442 finished with value: 0.9973786768163316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:14:00,013] Trial 9443 finished with value: 0.9972231953784045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:14:03,471] Trial 9444 finished with value: 0.9974248376349971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:14:12,894] Trial 9445 finished with value: 0.9934451864421057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 69, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:14:16,387] Trial 9446 finished with value: 0.9965275981676699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:14:33,132] Trial 9447 finished with value: 0.9965192399579995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 50, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:14:39,159] Trial 9448 finished with value: 0.9850770828917987 and parameters: {'classifier': 'SVC', 'svc_c': 0.00014713439756610137, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:14:44,784] Trial 9449 finished with value: 0.9977090877614847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:14:55,109] Trial 9450 finished with value: 0.9966372284536945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 38, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:14:57,467] Trial 9451 finished with value: 0.9957696142600269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:15:01,746] Trial 9452 finished with value: 0.9975519647755071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:15:04,107] Trial 9453 finished with value: 0.997161695121252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:15:08,864] Trial 9454 finished with value: 0.9973124236171081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:15:11,597] Trial 9455 finished with value: 0.9972679005696818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:15:18,633] Trial 9456 finished with value: 0.9970164938454579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 22, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:15:22,304] Trial 9457 finished with value: 0.9975615043018314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:15:28,399] Trial 9458 finished with value: 0.9974529415520622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:15:32,368] Trial 9459 finished with value: 0.9974232212551075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:15:34,689] Trial 9460 finished with value: 0.9971230453322928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:15:37,769] Trial 9461 finished with value: 0.9974254202477645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:15:45,638] Trial 9462 finished with value: 0.9974150759115828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 20, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:15:49,075] Trial 9463 finished with value: 0.9973549319421681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:15:52,702] Trial 9464 finished with value: 0.997466877825922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:15:55,833] Trial 9465 finished with value: 0.9920243514175672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 17, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:15:59,909] Trial 9466 finished with value: 0.9972456609927317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:16:02,427] Trial 9467 finished with value: 0.9920738739471298 and parameters: {'classifier': 'SVC', 'svc_c': 126.84170774212964, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:16:05,714] Trial 9468 finished with value: 0.9973376920060439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:16:11,057] Trial 9469 finished with value: 0.9968074140641529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:16:33,065] Trial 9470 finished with value: 0.9966644518025168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 65, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:16:35,325] Trial 9471 finished with value: 0.9960144912589058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:16:37,367] Trial 9472 finished with value: 0.9972116317352935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:16:41,667] Trial 9473 finished with value: 0.9975225338965309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:16:45,399] Trial 9474 finished with value: 0.9971881314334449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:16:48,108] Trial 9475 finished with value: 0.9969576539231855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 72}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:16:52,315] Trial 9476 finished with value: 0.997368319023277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:16:58,782] Trial 9477 finished with value: 0.9972606547419304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:17:01,278] Trial 9478 finished with value: 0.9939022604878233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:17:04,819] Trial 9479 finished with value: 0.9972899146487993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:17:09,843] Trial 9480 finished with value: 0.9970549506044639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:17:15,387] Trial 9481 finished with value: 0.9971522862916308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:17:18,678] Trial 9482 finished with value: 0.9973967750089496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:17:21,893] Trial 9483 finished with value: 0.9973783538513853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:17:25,890] Trial 9484 finished with value: 0.9973695729562634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:17:31,428] Trial 9485 finished with value: 0.9975621988859363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:17:38,202] Trial 9486 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.8035553384306832e-06, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:17:44,865] Trial 9487 finished with value: 0.9971560154005449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 18, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:17:48,928] Trial 9488 finished with value: 0.9974568224316497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:17:56,615] Trial 9489 finished with value: 0.9973811866817924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:18:15,042] Trial 9490 finished with value: 0.9968983347585101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 53, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:18:18,577] Trial 9491 finished with value: 0.9975384504571272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:18:23,220] Trial 9492 finished with value: 0.997319459339912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:18:27,742] Trial 9493 finished with value: 0.9975394006266011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:18:36,092] Trial 9494 finished with value: 0.9970990222753701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 24, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:18:39,306] Trial 9495 finished with value: 0.997400792520229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:18:43,243] Trial 9496 finished with value: 0.9974638284160343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:18:46,624] Trial 9497 finished with value: 0.9970076291939982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 54}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:18:49,844] Trial 9498 finished with value: 0.996418736573764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:19:01,097] Trial 9499 finished with value: 0.9954193494446906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 55, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:19:05,285] Trial 9500 finished with value: 0.9974862924434661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:19:08,617] Trial 9501 finished with value: 0.9969381105449507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:19:12,132] Trial 9502 finished with value: 0.9974109970826662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:19:14,689] Trial 9503 finished with value: 0.9972032479448698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:19:19,156] Trial 9504 finished with value: 0.9973819778443498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 62}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:19:23,127] Trial 9505 finished with value: 0.986732879739019 and parameters: {'classifier': 'SVC', 'svc_c': 832402291.7609094, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:19:29,373] Trial 9506 finished with value: 0.9971359587568706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 19, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:19:32,532] Trial 9507 finished with value: 0.9972347699393559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:19:39,622] Trial 9508 finished with value: 0.9973965766787659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:19:43,402] Trial 9509 finished with value: 0.9971944459440394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:19:50,943] Trial 9510 finished with value: 0.9970005185697327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 23, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:19:55,351] Trial 9511 finished with value: 0.9973951956354602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:20:00,915] Trial 9512 finished with value: 0.9973885239781931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:20:03,947] Trial 9513 finished with value: 0.9974658723690134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:20:13,021] Trial 9514 finished with value: 0.9966063607361711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 35, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:20:32,725] Trial 9515 finished with value: 0.9966002024078193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 67, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:20:37,067] Trial 9516 finished with value: 0.9974349977961019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:20:40,847] Trial 9517 finished with value: 0.9975930321995681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:20:53,875] Trial 9518 finished with value: 0.997224697565303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 40, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:20:56,652] Trial 9519 finished with value: 0.9944264697609513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:21:00,465] Trial 9520 finished with value: 0.9972163422120444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:21:02,979] Trial 9521 finished with value: 0.9974285938163462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:21:06,257] Trial 9522 finished with value: 0.9971083777853069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:21:08,980] Trial 9523 finished with value: 0.9894256922736234 and parameters: {'classifier': 'SVC', 'svc_c': 3.6979782559101517, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:21:12,713] Trial 9524 finished with value: 0.995629403230638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:21:16,004] Trial 9525 finished with value: 0.99738586535716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:21:23,248] Trial 9526 finished with value: 0.9970692070185964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 25, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:21:27,749] Trial 9527 finished with value: 0.9974584150081087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:21:38,741] Trial 9528 finished with value: 0.9973131911666623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 28, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:21:42,507] Trial 9529 finished with value: 0.9974511572786421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:21:46,413] Trial 9530 finished with value: 0.9974724330070804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:21:51,089] Trial 9531 finished with value: 0.9971912057575899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:22:03,270] Trial 9532 finished with value: 0.9949397029231113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 54, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:22:07,877] Trial 9533 finished with value: 0.9974198949002394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:22:09,809] Trial 9534 finished with value: 0.9969680605291417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:22:11,154] Trial 9535 finished with value: 0.9958726902238283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 18}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:22:14,825] Trial 9536 finished with value: 0.9908677703365555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 17, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:22:35,176] Trial 9537 finished with value: 0.9962741631055172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 63, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:22:53,527] Trial 9538 finished with value: 0.9961550762560584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 57, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:22:58,128] Trial 9539 finished with value: 0.9973347520919371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:22:59,485] Trial 9540 finished with value: 0.9962996858103056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 23}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:23:03,278] Trial 9541 finished with value: 0.9973376841667808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:23:08,129] Trial 9542 finished with value: 0.9854020459933963 and parameters: {'classifier': 'SVC', 'svc_c': 0.12594335610806162, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:23:14,767] Trial 9543 finished with value: 0.9975398148697695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:23:17,099] Trial 9544 finished with value: 0.9971261546950876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:23:22,269] Trial 9545 finished with value: 0.9976496168578737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:23:26,060] Trial 9546 finished with value: 0.9972462258957467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:23:32,753] Trial 9547 finished with value: 0.9975548744751261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:23:35,749] Trial 9548 finished with value: 0.9973829110340432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 69}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:23:39,412] Trial 9549 finished with value: 0.9970551834020153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:23:44,303] Trial 9550 finished with value: 0.9971730858879813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:23:48,950] Trial 9551 finished with value: 0.9973903368157296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:23:52,279] Trial 9552 finished with value: 0.9975576207562596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:23:53,447] Trial 9553 finished with value: 0.9949260151570668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 10}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:23:58,278] Trial 9554 finished with value: 0.9974248953345128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:24:03,594] Trial 9555 finished with value: 0.9958769908055043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 20, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:24:07,594] Trial 9556 finished with value: 0.9976744523417517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:24:12,640] Trial 9557 finished with value: 0.9970124470718279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 18, 'rf_n_estimators': 91}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:24:16,353] Trial 9558 finished with value: 0.9977084277082229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:24:21,679] Trial 9559 finished with value: 0.9974880594832025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:24:24,560] Trial 9560 finished with value: 0.9914477391776083 and parameters: {'classifier': 'SVC', 'svc_c': 18.366319356411715, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:24:26,646] Trial 9561 finished with value: 0.9974069227605328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 2, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:24:30,824] Trial 9562 finished with value: 0.9973540177000055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:24:34,236] Trial 9563 finished with value: 0.9974114843230218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:24:42,864] Trial 9564 finished with value: 0.9969237862116963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 38, 'rf_n_estimators': 103}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:24:45,787] Trial 9565 finished with value: 0.997378441733651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:24:51,598] Trial 9566 finished with value: 0.9976413962955082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:24:56,290] Trial 9567 finished with value: 0.997667470033846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:24:59,853] Trial 9568 finished with value: 0.9973552553831833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:25:04,281] Trial 9569 finished with value: 0.9975597423401603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:25:10,183] Trial 9570 finished with value: 0.997368057725085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:25:14,651] Trial 9571 finished with value: 0.9972514390374762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:25:18,461] Trial 9572 finished with value: 0.9971830589541213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:25:23,811] Trial 9573 finished with value: 0.9974655165553328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:25:29,549] Trial 9574 finished with value: 0.9976029251592299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:25:37,784] Trial 9575 finished with value: 0.9969592773171524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 29, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:25:40,586] Trial 9576 finished with value: 0.9969840845860306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:25:47,931] Trial 9577 finished with value: 0.996713468556786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 21, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:25:52,946] Trial 9578 finished with value: 0.9973918335437082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:25:57,008] Trial 9579 finished with value: 0.9867132257859148 and parameters: {'classifier': 'SVC', 'svc_c': 2496771.5802013627, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:26:00,695] Trial 9580 finished with value: 0.9976091659109274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:26:05,063] Trial 9581 finished with value: 0.9973376464938846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:26:10,448] Trial 9582 finished with value: 0.9973228969361458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:26:15,629] Trial 9583 finished with value: 0.9973563275531734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:26:18,160] Trial 9584 finished with value: 0.9958189368407724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:26:21,879] Trial 9585 finished with value: 0.9973426864735909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:26:27,544] Trial 9586 finished with value: 0.9974070798314368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:26:31,390] Trial 9587 finished with value: 0.9965502146322711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:26:47,362] Trial 9588 finished with value: 0.9968821689283884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 47, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:26:51,441] Trial 9589 finished with value: 0.9975719721302112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:26:57,283] Trial 9590 finished with value: 0.9973951735776145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:27:01,093] Trial 9591 finished with value: 0.9974480979347895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:27:04,281] Trial 9592 finished with value: 0.9971009132198975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:27:08,223] Trial 9593 finished with value: 0.99722886541905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:27:11,608] Trial 9594 finished with value: 0.9974207823238702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:27:14,694] Trial 9595 finished with value: 0.997411386506791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:27:16,539] Trial 9596 finished with value: 0.9970048401936413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:27:19,475] Trial 9597 finished with value: 0.9968626497027012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:27:22,532] Trial 9598 finished with value: 0.997385467109897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:27:29,157] Trial 9599 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 2.102406830000392e-05, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:27:33,689] Trial 9600 finished with value: 0.9974168914785796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:27:42,801] Trial 9601 finished with value: 0.9957526255294403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 65, 'rf_n_estimators': 47}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:27:46,264] Trial 9602 finished with value: 0.9973721993950582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:27:53,917] Trial 9603 finished with value: 0.9972391365358794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 23, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:27:58,495] Trial 9604 finished with value: 0.9976193022686015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:28:03,919] Trial 9605 finished with value: 0.997406555711633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:28:06,211] Trial 9606 finished with value: 0.9973159294181051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:28:09,661] Trial 9607 finished with value: 0.9974933094091667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:28:13,393] Trial 9608 finished with value: 0.9972449166753258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:28:20,282] Trial 9609 finished with value: 0.9972773835390548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:28:27,868] Trial 9610 finished with value: 0.996981753436727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 20, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:28:31,228] Trial 9611 finished with value: 0.9973970220250835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:28:47,787] Trial 9612 finished with value: 0.9967339342703497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 49, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:28:52,542] Trial 9613 finished with value: 0.9974432597764369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:28:56,240] Trial 9614 finished with value: 0.9973910962721176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:29:01,154] Trial 9615 finished with value: 0.9971955363633264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:29:04,821] Trial 9616 finished with value: 0.9867382871802182 and parameters: {'classifier': 'SVC', 'svc_c': 20851634.79473806, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:29:09,321] Trial 9617 finished with value: 0.997066565377344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:29:13,692] Trial 9618 finished with value: 0.9964066985441499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 18, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:29:16,930] Trial 9619 finished with value: 0.9974463602843554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 78}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:29:20,384] Trial 9620 finished with value: 0.9973314587127545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:29:24,926] Trial 9621 finished with value: 0.9971246305455571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:29:26,503] Trial 9622 finished with value: 0.9895096965479709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:29:31,290] Trial 9623 finished with value: 0.9974350561303759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:29:36,078] Trial 9624 finished with value: 0.9975241776344966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:29:38,247] Trial 9625 finished with value: 0.994042743923672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:29:41,922] Trial 9626 finished with value: 0.9974623209606431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:29:44,701] Trial 9627 finished with value: 0.9973968483552539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 40}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:29:49,158] Trial 9628 finished with value: 0.9973186950911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:29:51,847] Trial 9629 finished with value: 0.995730557178501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:29:55,785] Trial 9630 finished with value: 0.9973016799228365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:30:03,030] Trial 9631 finished with value: 0.9971077652754307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 26, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:30:08,118] Trial 9632 finished with value: 0.9973617991049454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:30:12,178] Trial 9633 finished with value: 0.9975131665483546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:30:15,483] Trial 9634 finished with value: 0.9976115868467713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:33:49,033] Trial 9635 finished with value: 0.9896099652303808 and parameters: {'classifier': 'SVC', 'svc_c': 3227196774.8846707, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:33:52,213] Trial 9636 finished with value: 0.9972915662260283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:33:55,529] Trial 9637 finished with value: 0.9973671277409201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:34:00,055] Trial 9638 finished with value: 0.9975763794782079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:34:06,094] Trial 9639 finished with value: 0.9972757018108137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:34:10,527] Trial 9640 finished with value: 0.9973497084538808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:34:13,486] Trial 9641 finished with value: 0.9975725156418767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:34:17,121] Trial 9642 finished with value: 0.9975293418681107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:34:21,128] Trial 9643 finished with value: 0.9973182949713006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:34:31,395] Trial 9644 finished with value: 0.9970513248341767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 33, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:34:36,026] Trial 9645 finished with value: 0.9974349147062601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:34:40,574] Trial 9646 finished with value: 0.9975164045131506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:34:49,668] Trial 9647 finished with value: 0.9972648165972129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:34:53,460] Trial 9648 finished with value: 0.9973559904965961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:34:57,474] Trial 9649 finished with value: 0.9974619844436104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:35:01,962] Trial 9650 finished with value: 0.9974116435203656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:35:27,471] Trial 9651 finished with value: 0.9966487657543426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 71, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:35:33,009] Trial 9652 finished with value: 0.9972790548572622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:35:38,119] Trial 9653 finished with value: 0.9972397159431181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:35:41,292] Trial 9654 finished with value: 0.9909191378858931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:35:47,306] Trial 9655 finished with value: 0.9852044163604452 and parameters: {'classifier': 'SVC', 'svc_c': 2.210269580662063e-07, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:35:50,522] Trial 9656 finished with value: 0.9976143814964757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:35:58,945] Trial 9657 finished with value: 0.9974055593000278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 26, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:36:03,875] Trial 9658 finished with value: 0.9975503582978448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:36:06,270] Trial 9659 finished with value: 0.9961569304163508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 87}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:36:09,721] Trial 9660 finished with value: 0.9972265708318157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:36:13,897] Trial 9661 finished with value: 0.9971586830668815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:36:17,504] Trial 9662 finished with value: 0.9967503658737087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:36:21,196] Trial 9663 finished with value: 0.9975096973729028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:36:32,990] Trial 9664 finished with value: 0.9969031707904229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 37, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:36:36,565] Trial 9665 finished with value: 0.9963130973613413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 19, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:36:41,227] Trial 9666 finished with value: 0.9975442771560838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:36:45,644] Trial 9667 finished with value: 0.9976274176515418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:36:55,767] Trial 9668 finished with value: 0.9963352531819537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 27, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:37:00,522] Trial 9669 finished with value: 0.9974034872272627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:37:04,718] Trial 9670 finished with value: 0.9975213196676668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:37:07,762] Trial 9671 finished with value: 0.9970907313183259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:37:11,013] Trial 9672 finished with value: 0.9944951553216655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 30, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:38:36,489] Trial 9673 finished with value: 0.99017651506199 and parameters: {'classifier': 'SVC', 'svc_c': 218513216.77477616, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:38:41,695] Trial 9674 finished with value: 0.9967776072496624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:38:45,417] Trial 9675 finished with value: 0.9973243554516836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:38:51,288] Trial 9676 finished with value: 0.9973205468393114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:39:06,496] Trial 9677 finished with value: 0.9963969986779171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 47, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:39:08,916] Trial 9678 finished with value: 0.9951763504730105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:39:21,509] Trial 9679 finished with value: 0.9970589052746863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 44, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:39:25,702] Trial 9680 finished with value: 0.9972928173978165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:39:49,515] Trial 9681 finished with value: 0.9959104133611033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 74, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:39:53,537] Trial 9682 finished with value: 0.9976940173969772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:39:59,549] Trial 9683 finished with value: 0.9968276752903785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 20, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:40:02,103] Trial 9684 finished with value: 0.997445638723029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:40:08,632] Trial 9685 finished with value: 0.9972456837805493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:40:12,979] Trial 9686 finished with value: 0.9975964598935748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:40:26,793] Trial 9687 finished with value: 0.9966902462472692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 43, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:40:30,243] Trial 9688 finished with value: 0.9973860541659715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:40:35,641] Trial 9689 finished with value: 0.9974381039533681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:40:39,382] Trial 9690 finished with value: 0.9975767606187387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 98}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:40:42,472] Trial 9691 finished with value: 0.9925693363249252 and parameters: {'classifier': 'SVC', 'svc_c': 4324.433743123067, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:40:49,211] Trial 9692 finished with value: 0.9975157100877351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:40:52,966] Trial 9693 finished with value: 0.9968425919799381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:40:55,455] Trial 9694 finished with value: 0.9971161855644478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 60}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:40:58,197] Trial 9695 finished with value: 0.9972995227607416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:41:02,798] Trial 9696 finished with value: 0.9976729447911468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:41:09,893] Trial 9697 finished with value: 0.9969378953936759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 24, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:41:28,001] Trial 9698 finished with value: 0.9966093534621562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 65, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:41:31,574] Trial 9699 finished with value: 0.9969601249414474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:41:36,527] Trial 9700 finished with value: 0.9974063108219388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:41:39,777] Trial 9701 finished with value: 0.9974433071928704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:41:44,406] Trial 9702 finished with value: 0.9972659396113309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:41:48,926] Trial 9703 finished with value: 0.997340650391613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:41:53,967] Trial 9704 finished with value: 0.9972751879106161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:42:10,512] Trial 9705 finished with value: 0.9967523439705296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 58, 'rf_n_estimators': 112}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:42:19,233] Trial 9706 finished with value: 0.9970899807485522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 30, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:42:25,674] Trial 9707 finished with value: 0.9973356285977276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:42:28,948] Trial 9708 finished with value: 0.9972572181930476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:42:32,699] Trial 9709 finished with value: 0.9974644886279855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:42:39,800] Trial 9710 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.4683682554609548e-08, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:42:53,409] Trial 9711 finished with value: 0.9965273855871656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 51, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:43:02,098] Trial 9712 finished with value: 0.9973019586134019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 22, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:43:06,276] Trial 9713 finished with value: 0.997358509470836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:43:12,780] Trial 9714 finished with value: 0.9965205100455808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 29, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:43:33,199] Trial 9715 finished with value: 0.9969349674764981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 61, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:43:36,495] Trial 9716 finished with value: 0.9974027209154869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:43:41,148] Trial 9717 finished with value: 0.9973646004830862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:43:46,783] Trial 9718 finished with value: 0.9973291296581528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:43:50,330] Trial 9719 finished with value: 0.9974582136945616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:43:54,116] Trial 9720 finished with value: 0.995688665171866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 56, 'rf_n_estimators': 27}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:43:58,097] Trial 9721 finished with value: 0.9973832864300127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:44:02,578] Trial 9722 finished with value: 0.9975894661600226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:44:12,792] Trial 9723 finished with value: 0.9972615611448298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 27, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:44:14,905] Trial 9724 finished with value: 0.9972609456515903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:44:18,622] Trial 9725 finished with value: 0.9975108187366496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:44:19,914] Trial 9726 finished with value: 0.9957652643893806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 32}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:44:26,044] Trial 9727 finished with value: 0.9967380953004467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:44:29,851] Trial 9728 finished with value: 0.9974006369092686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:44:36,348] Trial 9729 finished with value: 0.9853897563773898 and parameters: {'classifier': 'SVC', 'svc_c': 0.013076615561088962, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:44:40,295] Trial 9730 finished with value: 0.9974708361777419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:44:44,285] Trial 9731 finished with value: 0.9973958183966806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:44:49,919] Trial 9732 finished with value: 0.9972276952424014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:44:59,777] Trial 9733 finished with value: 0.9968031582646643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 41, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:45:03,132] Trial 9734 finished with value: 0.9968435068885969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 74}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:45:07,191] Trial 9735 finished with value: 0.9974915884211341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:45:13,083] Trial 9736 finished with value: 0.9972529076139306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:45:24,902] Trial 9737 finished with value: 0.9965584024411162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 44, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:45:29,670] Trial 9738 finished with value: 0.9973433087270047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 67}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:45:32,406] Trial 9739 finished with value: 0.996286137119772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:45:42,848] Trial 9740 finished with value: 0.9967646804634255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 32, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:45:59,960] Trial 9741 finished with value: 0.9963549366830499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 56, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:46:13,214] Trial 9742 finished with value: 0.9965751578980827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 38, 'rf_n_estimators': 113}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:46:17,557] Trial 9743 finished with value: 0.9976074371153696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:46:20,448] Trial 9744 finished with value: 0.9973032206712925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:46:27,423] Trial 9745 finished with value: 0.9973431001772147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:46:48,561] Trial 9746 finished with value: 0.9965271898277522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 63, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:46:53,878] Trial 9747 finished with value: 0.9853089657566011 and parameters: {'classifier': 'SVC', 'svc_c': 0.0014711401400808166, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:46:57,085] Trial 9748 finished with value: 0.9974431704342273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:47:08,541] Trial 9749 finished with value: 0.9960997269005875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 57, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:47:12,956] Trial 9750 finished with value: 0.9971210588566642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:47:16,515] Trial 9751 finished with value: 0.9974752024568861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:47:20,429] Trial 9752 finished with value: 0.9976215192566523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:47:25,993] Trial 9753 finished with value: 0.9975180005173035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:47:30,750] Trial 9754 finished with value: 0.9972304552977868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:47:33,446] Trial 9755 finished with value: 0.9956214699280729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:47:37,438] Trial 9756 finished with value: 0.9970372346949414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:47:42,356] Trial 9757 finished with value: 0.9972544123081238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:47:44,773] Trial 9758 finished with value: 0.9972225771874429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:47:46,867] Trial 9759 finished with value: 0.9916193988869169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 18, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:47:49,996] Trial 9760 finished with value: 0.9976882073921596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:47:56,155] Trial 9761 finished with value: 0.9970652241968501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:48:00,796] Trial 9762 finished with value: 0.9972715825795412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:48:04,327] Trial 9763 finished with value: 0.9972631663212382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:48:07,921] Trial 9764 finished with value: 0.9975425820979217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:48:12,458] Trial 9765 finished with value: 0.997530764837192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:48:15,913] Trial 9766 finished with value: 0.9886703993279413 and parameters: {'classifier': 'SVC', 'svc_c': 27077.554719436965, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:48:24,825] Trial 9767 finished with value: 0.9971998985800186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 32, 'rf_n_estimators': 112}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:48:28,504] Trial 9768 finished with value: 0.9936670806891931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 34, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:48:32,563] Trial 9769 finished with value: 0.996855771558608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:48:36,439] Trial 9770 finished with value: 0.9970552568435331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:48:41,707] Trial 9771 finished with value: 0.9973470808407835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:48:53,717] Trial 9772 finished with value: 0.9967063202596244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 44, 'rf_n_estimators': 93}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:48:57,674] Trial 9773 finished with value: 0.9976476122281621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:49:02,805] Trial 9774 finished with value: 0.9972749153137288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:49:07,386] Trial 9775 finished with value: 0.9975711894734131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:49:13,324] Trial 9776 finished with value: 0.9972707452383284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:49:16,894] Trial 9777 finished with value: 0.9969634028325309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:49:24,126] Trial 9778 finished with value: 0.9971865490448543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 21, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:49:28,882] Trial 9779 finished with value: 0.9974882597811364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:49:32,164] Trial 9780 finished with value: 0.9972754275635554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:49:34,936] Trial 9781 finished with value: 0.9972383472141204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:49:42,572] Trial 9782 finished with value: 0.9972044160902923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 24, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:49:55,016] Trial 9783 finished with value: 0.9965769999979703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 40, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:50:00,148] Trial 9784 finished with value: 0.9972010833878425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:50:03,816] Trial 9785 finished with value: 0.9874043362404085 and parameters: {'classifier': 'SVC', 'svc_c': 1.1280561423279951, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:50:09,923] Trial 9786 finished with value: 0.9971080808137067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:50:14,082] Trial 9787 finished with value: 0.9975321117939853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:50:19,002] Trial 9788 finished with value: 0.9973011806538142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:50:22,900] Trial 9789 finished with value: 0.9973649666750625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:50:27,286] Trial 9790 finished with value: 0.9973277357292568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:50:30,586] Trial 9791 finished with value: 0.9966988175769881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:50:34,054] Trial 9792 finished with value: 0.9968577401023189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:50:36,550] Trial 9793 finished with value: 0.9972850184418137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 81}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:50:40,053] Trial 9794 finished with value: 0.9973463381420107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:50:44,211] Trial 9795 finished with value: 0.99743860141333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:50:48,829] Trial 9796 finished with value: 0.997635349875018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:50:51,639] Trial 9797 finished with value: 0.9974636571265477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:50:57,011] Trial 9798 finished with value: 0.996876253998049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:51:02,470] Trial 9799 finished with value: 0.9971385290195691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:51:11,996] Trial 9800 finished with value: 0.9970556122446209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 27, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:51:14,402] Trial 9801 finished with value: 0.99721026779872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:51:18,196] Trial 9802 finished with value: 0.9976227869321522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:51:21,938] Trial 9803 finished with value: 0.9925931829825578 and parameters: {'classifier': 'SVC', 'svc_c': 295.8879897413339, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:51:25,810] Trial 9804 finished with value: 0.9971944012570657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:51:31,006] Trial 9805 finished with value: 0.9970817741826038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 16, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:51:34,406] Trial 9806 finished with value: 0.9976179648014428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:51:40,417] Trial 9807 finished with value: 0.9973295114334418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:51:44,468] Trial 9808 finished with value: 0.9973927534352184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:51:48,215] Trial 9809 finished with value: 0.9973580919586634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:51:54,072] Trial 9810 finished with value: 0.9973453074852036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:51:56,998] Trial 9811 finished with value: 0.9971545193708004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:52:00,725] Trial 9812 finished with value: 0.9973957137567996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:52:03,402] Trial 9813 finished with value: 0.9973735995763221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:52:08,904] Trial 9814 finished with value: 0.9975856697350068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:52:13,436] Trial 9815 finished with value: 0.9974760939429691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:52:34,850] Trial 9816 finished with value: 0.996411035084875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 66, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:52:47,932] Trial 9817 finished with value: 0.9966179523721165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 40, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:53:02,177] Trial 9818 finished with value: 0.9943536076185655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 72, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:53:03,951] Trial 9819 finished with value: 0.9901014380897314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:53:07,728] Trial 9820 finished with value: 0.9975101096483208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:53:09,374] Trial 9821 finished with value: 0.9967723806193224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 36}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:53:18,657] Trial 9822 finished with value: 0.9932572696879293 and parameters: {'classifier': 'SVC', 'svc_c': 1080375.0554682594, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:53:23,864] Trial 9823 finished with value: 0.9976870532748925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:53:26,684] Trial 9824 finished with value: 0.9971105940751235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:53:28,705] Trial 9825 finished with value: 0.9971134472177914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:53:35,908] Trial 9826 finished with value: 0.997437857413303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:53:41,102] Trial 9827 finished with value: 0.9970518950056843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 17, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:53:44,959] Trial 9828 finished with value: 0.9974778588245278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:53:50,702] Trial 9829 finished with value: 0.9975968364638471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:53:55,695] Trial 9830 finished with value: 0.9967884568215931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:54:00,147] Trial 9831 finished with value: 0.9974928865650253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:54:04,921] Trial 9832 finished with value: 0.9972047954535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 21, 'rf_n_estimators': 95}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:54:10,787] Trial 9833 finished with value: 0.9973705788892406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:54:13,951] Trial 9834 finished with value: 0.997405311903039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:54:17,980] Trial 9835 finished with value: 0.9973352536778265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:54:21,735] Trial 9836 finished with value: 0.9975773456118492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:54:26,409] Trial 9837 finished with value: 0.9974415514200913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:54:28,832] Trial 9838 finished with value: 0.9941949178273101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:54:31,696] Trial 9839 finished with value: 0.9961396187525556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:54:36,626] Trial 9840 finished with value: 0.9971556965297884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 22, 'rf_n_estimators': 50}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:54:41,090] Trial 9841 finished with value: 0.9872061573829685 and parameters: {'classifier': 'SVC', 'svc_c': 153521.9991229367, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:54:45,486] Trial 9842 finished with value: 0.9973658434982323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:54:51,138] Trial 9843 finished with value: 0.9971229326627212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:54:57,686] Trial 9844 finished with value: 0.9973550226808457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:55:02,238] Trial 9845 finished with value: 0.9975508317956864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:55:06,264] Trial 9846 finished with value: 0.997189419389468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:55:09,516] Trial 9847 finished with value: 0.9974466551612537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:55:14,424] Trial 9848 finished with value: 0.9972693192541456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:55:25,688] Trial 9849 finished with value: 0.997285730513506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 34, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:55:28,633] Trial 9850 finished with value: 0.9957017694999574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:55:31,293] Trial 9851 finished with value: 0.9964653001147372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:55:34,615] Trial 9852 finished with value: 0.9971927211791959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:55:37,527] Trial 9853 finished with value: 0.9975089346157725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:55:40,589] Trial 9854 finished with value: 0.9968795608023663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:56:00,309] Trial 9855 finished with value: 0.9968626729348496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 59, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:56:05,363] Trial 9856 finished with value: 0.9977257262960001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:56:14,333] Trial 9857 finished with value: 0.9967952162976506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 24, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:56:19,438] Trial 9858 finished with value: 0.9973392751246064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:56:26,601] Trial 9859 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 7.983964349929829e-06, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:56:34,249] Trial 9860 finished with value: 0.9967726177014912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 31, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:56:37,423] Trial 9861 finished with value: 0.9972486342316413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:56:41,390] Trial 9862 finished with value: 0.9969255643279622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 16, 'rf_n_estimators': 85}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:56:45,576] Trial 9863 finished with value: 0.9972825349505543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:56:49,626] Trial 9864 finished with value: 0.9973276142048091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:56:53,296] Trial 9865 finished with value: 0.9972618315518017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:56:56,778] Trial 9866 finished with value: 0.9970507264476692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:57:02,998] Trial 9867 finished with value: 0.9971416846879709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:57:20,617] Trial 9868 finished with value: 0.9960361757715922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 62, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:57:22,314] Trial 9869 finished with value: 0.9897526540699441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:57:33,441] Trial 9870 finished with value: 0.9972598168294354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 31, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:57:38,168] Trial 9871 finished with value: 0.9972030415849954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:57:41,579] Trial 9872 finished with value: 0.9974552213811695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:57:46,180] Trial 9873 finished with value: 0.9973912101477298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:57:51,199] Trial 9874 finished with value: 0.9975041038840903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:57:53,422] Trial 9875 finished with value: 0.9974963150524799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:58:00,059] Trial 9876 finished with value: 0.9972673250979435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:58:02,489] Trial 9877 finished with value: 0.99711309505397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 71}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:58:19,054] Trial 9878 finished with value: 0.9968641613792341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 52, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:58:22,405] Trial 9879 finished with value: 0.9894850050907172 and parameters: {'classifier': 'SVC', 'svc_c': 8.371460647618742, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:58:24,068] Trial 9880 finished with value: 0.9939119239824142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:58:25,166] Trial 9881 finished with value: 0.9765199588698454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 27, 'rf_n_estimators': 2}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:58:30,468] Trial 9882 finished with value: 0.9975191177868602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:58:36,086] Trial 9883 finished with value: 0.9973749418359047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:58:40,127] Trial 9884 finished with value: 0.9972764361942549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:58:45,053] Trial 9885 finished with value: 0.9975563872624859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 101}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:58:48,923] Trial 9886 finished with value: 0.9967795728417478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:58:51,928] Trial 9887 finished with value: 0.9976942486711088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:58:54,891] Trial 9888 finished with value: 0.9973880361665551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:58:57,248] Trial 9889 finished with value: 0.992781108052066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 7}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:59:00,998] Trial 9890 finished with value: 0.9971540014398884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:59:03,664] Trial 9891 finished with value: 0.9961570463549267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:59:17,315] Trial 9892 finished with value: 0.9968835076650634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 46, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:59:24,699] Trial 9893 finished with value: 0.9974616862342317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:59:28,578] Trial 9894 finished with value: 0.9974743897125516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:59:33,311] Trial 9895 finished with value: 0.9975017769559282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:59:37,621] Trial 9896 finished with value: 0.9975452394177005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:59:42,115] Trial 9897 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 8.890614342934184e-08, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:59:46,795] Trial 9898 finished with value: 0.9972859248764513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:59:49,211] Trial 9899 finished with value: 0.9941628141404562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:59:52,653] Trial 9900 finished with value: 0.996354188493619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 00:59:57,066] Trial 9901 finished with value: 0.997551957221885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:00:01,481] Trial 9902 finished with value: 0.997352332734498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:00:04,899] Trial 9903 finished with value: 0.9972466336326439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:00:11,144] Trial 9904 finished with value: 0.9975013676321356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:00:15,711] Trial 9905 finished with value: 0.9974628311792437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:00:18,074] Trial 9906 finished with value: 0.9961675845462473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:00:21,630] Trial 9907 finished with value: 0.9973579275880405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:00:27,585] Trial 9908 finished with value: 0.9974726410490639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 110}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:00:34,120] Trial 9909 finished with value: 0.9973933927318885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 19, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:00:39,437] Trial 9910 finished with value: 0.9974249198361775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:00:57,072] Trial 9911 finished with value: 0.9965846950123259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 49, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:00:59,210] Trial 9912 finished with value: 0.9970395827288119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:01:02,834] Trial 9913 finished with value: 0.9971329533674607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:01:06,671] Trial 9914 finished with value: 0.9968583596897486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:01:10,506] Trial 9915 finished with value: 0.9930960367381482 and parameters: {'classifier': 'SVC', 'svc_c': 2061.932792790634, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:01:14,702] Trial 9916 finished with value: 0.9975748343499206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:01:19,317] Trial 9917 finished with value: 0.9972844178653908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:01:34,740] Trial 9918 finished with value: 0.9969243921200878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 53, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:01:39,651] Trial 9919 finished with value: 0.9974540771978674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:01:44,772] Trial 9920 finished with value: 0.9973226008214692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:01:47,937] Trial 9921 finished with value: 0.9974039690721739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:01:56,285] Trial 9922 finished with value: 0.9972377019507238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 27, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:02:00,384] Trial 9923 finished with value: 0.9975978910827744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:02:03,065] Trial 9924 finished with value: 0.9952222496443669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:02:05,119] Trial 9925 finished with value: 0.9971100045434923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:02:10,418] Trial 9926 finished with value: 0.9974623524446474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:02:13,766] Trial 9927 finished with value: 0.9974012972481714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:02:16,111] Trial 9928 finished with value: 0.9970189463605198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:02:18,274] Trial 9929 finished with value: 0.9967859302302552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:02:23,719] Trial 9930 finished with value: 0.9965091263246671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:02:25,461] Trial 9931 finished with value: 0.9896024552797636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:02:29,631] Trial 9932 finished with value: 0.99733892546808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:02:32,113] Trial 9933 finished with value: 0.997307519380432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:02:39,680] Trial 9934 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 4.487450012604795e-07, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:02:51,696] Trial 9935 finished with value: 0.9967995030415988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 42, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:02:53,921] Trial 9936 finished with value: 0.9975534567745376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 58}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:02:59,087] Trial 9937 finished with value: 0.9969469884311178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:03:20,205] Trial 9938 finished with value: 0.9962512732188431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 66, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:03:23,918] Trial 9939 finished with value: 0.9974884020304379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:03:29,865] Trial 9940 finished with value: 0.9974058868987087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:03:38,818] Trial 9941 finished with value: 0.9973260226757011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 22, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:03:48,101] Trial 9942 finished with value: 0.9969578670114961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 29, 'rf_n_estimators': 113}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:03:51,966] Trial 9943 finished with value: 0.997465892395633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:03:56,405] Trial 9944 finished with value: 0.9971894777554798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:04:11,144] Trial 9945 finished with value: 0.9968574511604092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 42, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:04:16,650] Trial 9946 finished with value: 0.9972917724272131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:04:30,211] Trial 9947 finished with value: 0.9966531159423678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 45, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:04:33,220] Trial 9948 finished with value: 0.9976000344706174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:04:37,994] Trial 9949 finished with value: 0.9972927641733458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:04:41,186] Trial 9950 finished with value: 0.9964909188901715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:04:43,582] Trial 9951 finished with value: 0.994477772469744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:04:48,007] Trial 9952 finished with value: 0.997265584241981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:05:03,708] Trial 9953 finished with value: 0.996959411600239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 51, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:05:07,613] Trial 9954 finished with value: 0.9866072213653911 and parameters: {'classifier': 'SVC', 'svc_c': 407339558.67004913, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:05:12,935] Trial 9955 finished with value: 0.9970605779576239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:05:17,387] Trial 9956 finished with value: 0.9970613161496137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:05:21,604] Trial 9957 finished with value: 0.9976777448957485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:05:25,461] Trial 9958 finished with value: 0.9972407088635532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:05:31,318] Trial 9959 finished with value: 0.9973595238143588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:05:37,891] Trial 9960 finished with value: 0.9972684877844459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:05:44,284] Trial 9961 finished with value: 0.9971675553989149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 21, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:05:47,827] Trial 9962 finished with value: 0.997338346092579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:05:51,466] Trial 9963 finished with value: 0.9972504380556124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:05:55,971] Trial 9964 finished with value: 0.9974725945530293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:06:00,810] Trial 9965 finished with value: 0.9973125643747277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:06:04,354] Trial 9966 finished with value: 0.9973918908306313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:06:11,111] Trial 9967 finished with value: 0.9973144555414201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:06:14,076] Trial 9968 finished with value: 0.9957038792138807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:06:17,796] Trial 9969 finished with value: 0.9971833271077015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:06:28,919] Trial 9970 finished with value: 0.9967681119977191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 39, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:06:36,511] Trial 9971 finished with value: 0.985077083145702 and parameters: {'classifier': 'SVC', 'svc_c': 1.0109866303948133e-10, 'svc_kernel': 'rbf'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:06:48,352] Trial 9972 finished with value: 0.9972017152895803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 39, 'rf_n_estimators': 114}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:07:07,396] Trial 9973 finished with value: 0.996801487263836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 61, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:07:15,131] Trial 9974 finished with value: 0.9970049474677686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 31, 'rf_n_estimators': 117}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:07:27,197] Trial 9975 finished with value: 0.9965139096399156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 33, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:07:33,208] Trial 9976 finished with value: 0.9971394944232386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:07:37,224] Trial 9977 finished with value: 0.9974038180949482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:07:41,065] Trial 9978 finished with value: 0.9972588671677679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:07:47,240] Trial 9979 finished with value: 0.9974031515988911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:07:50,924] Trial 9980 finished with value: 0.9973771744390058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:07:57,570] Trial 9981 finished with value: 0.997143085884848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 115}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:08:06,325] Trial 9982 finished with value: 0.9970721343010162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 25, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:08:11,189] Trial 9983 finished with value: 0.9971754776884261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:08:15,902] Trial 9984 finished with value: 0.9973081795289075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:08:18,059] Trial 9985 finished with value: 0.9972729523876276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:08:22,615] Trial 9986 finished with value: 0.9973575459079652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:08:25,521] Trial 9987 finished with value: 0.997442335251192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:08:29,480] Trial 9988 finished with value: 0.9970821464682583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:08:31,696] Trial 9989 finished with value: 0.9973840041193144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 112}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:08:37,228] Trial 9990 finished with value: 0.9972093059496961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:08:43,278] Trial 9991 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 4.6754020803147474e-05, 'svc_kernel': 'sigmoid'}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:08:54,410] Trial 9992 finished with value: 0.9971272436544308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 39, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:09:08,298] Trial 9993 finished with value: 0.9967196935664816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 36, 'rf_n_estimators': 128}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:09:10,988] Trial 9994 finished with value: 0.9975342321718453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:09:14,953] Trial 9995 finished with value: 0.9973139655716047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:09:16,645] Trial 9996 finished with value: 0.9929679447017753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:09:21,313] Trial 9997 finished with value: 0.9975082816718022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:09:23,750] Trial 9998 finished with value: 0.9906859474510409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:09:28,259] Trial 9999 finished with value: 0.9973541031701902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 6711 with value: 0.9978414381046407.
[I 2023-09-08 01:09:28,261] A new study created in memory with name: no-name-5da8e034-30ed-486b-98bb-2f293e18d0fd
[I 2023-09-08 01:09:35,865] Trial 0 finished with value: 0.9962390881792418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 29, 'rf_n_estimators': 100}. Best is trial 0 with value: 0.9962390881792418.
[I 2023-09-08 01:09:42,707] Trial 1 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 8.225493796821703e-06, 'svc_kernel': 'sigmoid'}. Best is trial 0 with value: 0.9962390881792418.
[I 2023-09-08 01:09:49,246] Trial 2 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.091743403474673e-06, 'svc_kernel': 'rbf'}. Best is trial 0 with value: 0.9962390881792418.
[I 2023-09-08 01:09:52,518] Trial 3 finished with value: 0.9867065069343792 and parameters: {'classifier': 'SVC', 'svc_c': 6022662.287399965, 'svc_kernel': 'sigmoid'}. Best is trial 0 with value: 0.9962390881792418.
[I 2023-09-08 01:09:55,050] Trial 4 finished with value: 0.9912730313279283 and parameters: {'classifier': 'SVC', 'svc_c': 35.98155369110232, 'svc_kernel': 'sigmoid'}. Best is trial 0 with value: 0.9962390881792418.
[I 2023-09-08 01:09:57,418] Trial 5 finished with value: 0.9919552341578356 and parameters: {'classifier': 'SVC', 'svc_c': 112.70951293612066, 'svc_kernel': 'sigmoid'}. Best is trial 0 with value: 0.9962390881792418.
[I 2023-09-08 01:10:03,379] Trial 6 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.945747431000984e-07, 'svc_kernel': 'rbf'}. Best is trial 0 with value: 0.9962390881792418.
[I 2023-09-08 01:10:07,866] Trial 7 finished with value: 0.9867330436335733 and parameters: {'classifier': 'SVC', 'svc_c': 351825815.25540215, 'svc_kernel': 'sigmoid'}. Best is trial 0 with value: 0.9962390881792418.
[I 2023-09-08 01:10:11,814] Trial 8 finished with value: 0.9886574663210744 and parameters: {'classifier': 'SVC', 'svc_c': 4.672030148376004, 'svc_kernel': 'sigmoid'}. Best is trial 0 with value: 0.9962390881792418.
[I 2023-09-08 01:10:17,413] Trial 9 finished with value: 0.9852178551108675 and parameters: {'classifier': 'SVC', 'svc_c': 0.0006977461725543709, 'svc_kernel': 'sigmoid'}. Best is trial 0 with value: 0.9962390881792418.
[I 2023-09-08 01:10:29,375] Trial 10 finished with value: 0.9958791885286451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 41, 'rf_n_estimators': 105}. Best is trial 0 with value: 0.9962390881792418.
[I 2023-09-08 01:10:39,750] Trial 11 finished with value: 0.996855319864709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 39, 'rf_n_estimators': 107}. Best is trial 11 with value: 0.996855319864709.
[I 2023-09-08 01:10:48,544] Trial 12 finished with value: 0.9961413596719941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 33, 'rf_n_estimators': 102}. Best is trial 11 with value: 0.996855319864709.
[I 2023-09-08 01:10:49,970] Trial 13 finished with value: 0.9947107787929949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 11 with value: 0.996855319864709.
[I 2023-09-08 01:10:50,846] Trial 14 finished with value: 0.9970866286542409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 52}. Best is trial 14 with value: 0.9970866286542409.
[I 2023-09-08 01:10:51,626] Trial 15 finished with value: 0.9965374132425066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 33}. Best is trial 14 with value: 0.9970866286542409.
[I 2023-09-08 01:10:52,358] Trial 16 finished with value: 0.996727747790474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 49}. Best is trial 14 with value: 0.9970866286542409.
[I 2023-09-08 01:10:52,613] Trial 17 finished with value: 0.9949050466198351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 8}. Best is trial 14 with value: 0.9970866286542409.
[I 2023-09-08 01:10:53,579] Trial 18 finished with value: 0.9960539141198153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 73}. Best is trial 14 with value: 0.9970866286542409.
[I 2023-09-08 01:10:55,676] Trial 19 finished with value: 0.9972398042062386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 73}. Best is trial 19 with value: 0.9972398042062386.
[I 2023-09-08 01:10:57,207] Trial 20 finished with value: 0.9969661697433042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 68}. Best is trial 19 with value: 0.9972398042062386.
[I 2023-09-08 01:10:58,857] Trial 21 finished with value: 0.9973479219270693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 70}. Best is trial 21 with value: 0.9973479219270693.
[I 2023-09-08 01:11:01,554] Trial 22 finished with value: 0.9968606731610378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 75}. Best is trial 21 with value: 0.9973479219270693.
[I 2023-09-08 01:11:02,150] Trial 23 finished with value: 0.9965401044583705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 4, 'rf_n_estimators': 47}. Best is trial 21 with value: 0.9973479219270693.
[I 2023-09-08 01:11:05,305] Trial 24 finished with value: 0.9972541262861018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 85}. Best is trial 21 with value: 0.9973479219270693.
[I 2023-09-08 01:11:09,406] Trial 25 finished with value: 0.9970930464082484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 18, 'rf_n_estimators': 81}. Best is trial 21 with value: 0.9973479219270693.
[I 2023-09-08 01:11:15,337] Trial 26 finished with value: 0.9973706356683572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 19, 'rf_n_estimators': 128}. Best is trial 26 with value: 0.9973706356683572.
[I 2023-09-08 01:11:18,612] Trial 27 finished with value: 0.9973428885488477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 19, 'rf_n_estimators': 82}. Best is trial 26 with value: 0.9973706356683572.
[I 2023-09-08 01:11:24,857] Trial 28 finished with value: 0.9969042172209702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 23, 'rf_n_estimators': 127}. Best is trial 26 with value: 0.9973706356683572.
[I 2023-09-08 01:11:35,293] Trial 29 finished with value: 0.9928475385709786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 72, 'rf_n_estimators': 127}. Best is trial 26 with value: 0.9973706356683572.
[I 2023-09-08 01:11:38,984] Trial 30 finished with value: 0.9970363059168172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 19, 'rf_n_estimators': 90}. Best is trial 26 with value: 0.9973706356683572.
[I 2023-09-08 01:11:41,243] Trial 31 finished with value: 0.9967293201181481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 15, 'rf_n_estimators': 90}. Best is trial 26 with value: 0.9973706356683572.
[I 2023-09-08 01:11:42,667] Trial 32 finished with value: 0.9972511615212133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 62}. Best is trial 26 with value: 0.9973706356683572.
[I 2023-09-08 01:11:46,121] Trial 33 finished with value: 0.9972412927458368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 89}. Best is trial 26 with value: 0.9973706356683572.
[I 2023-09-08 01:11:52,579] Trial 34 finished with value: 0.9970759215855146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 117}. Best is trial 26 with value: 0.9973706356683572.
[I 2023-09-08 01:11:54,079] Trial 35 finished with value: 0.9970814534710488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 59}. Best is trial 26 with value: 0.9973706356683572.
[I 2023-09-08 01:11:54,881] Trial 36 finished with value: 0.995933743833409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 6, 'rf_n_estimators': 31}. Best is trial 26 with value: 0.9973706356683572.
[I 2023-09-08 01:11:57,770] Trial 37 finished with value: 0.9975952979053065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 86}. Best is trial 37 with value: 0.9975952979053065.
[I 2023-09-08 01:12:01,097] Trial 38 finished with value: 0.9972838183045808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 96}. Best is trial 37 with value: 0.9975952979053065.
[I 2023-09-08 01:12:07,435] Trial 39 finished with value: 0.9850760999688043 and parameters: {'classifier': 'SVC', 'svc_c': 1.0086348151394852e-10, 'svc_kernel': 'rbf'}. Best is trial 37 with value: 0.9975952979053065.
[I 2023-09-08 01:12:10,331] Trial 40 finished with value: 0.9964292317602199 and parameters: {'classifier': 'SVC', 'svc_c': 35072.16489983032, 'svc_kernel': 'rbf'}. Best is trial 37 with value: 0.9975952979053065.
[I 2023-09-08 01:12:13,175] Trial 41 finished with value: 0.997562378078162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 93}. Best is trial 37 with value: 0.9975952979053065.
[I 2023-09-08 01:12:17,802] Trial 42 finished with value: 0.9969346407982167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 26, 'rf_n_estimators': 77}. Best is trial 37 with value: 0.9975952979053065.
[I 2023-09-08 01:12:22,828] Trial 43 finished with value: 0.9974940197670117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 98}. Best is trial 37 with value: 0.9975952979053065.
[I 2023-09-08 01:12:31,230] Trial 44 finished with value: 0.9971361698139551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 28, 'rf_n_estimators': 116}. Best is trial 37 with value: 0.9975952979053065.
[I 2023-09-08 01:12:34,611] Trial 45 finished with value: 0.9973797853262258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 97}. Best is trial 37 with value: 0.9975952979053065.
[I 2023-09-08 01:16:41,289] Trial 46 finished with value: 0.9896075084624396 and parameters: {'classifier': 'SVC', 'svc_c': 6236308459.561516, 'svc_kernel': 'rbf'}. Best is trial 37 with value: 0.9975952979053065.
[I 2023-09-08 01:16:49,113] Trial 47 finished with value: 0.9969240888961198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 34, 'rf_n_estimators': 98}. Best is trial 37 with value: 0.9975952979053065.
[I 2023-09-08 01:16:53,923] Trial 48 finished with value: 0.9969643543667348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 16, 'rf_n_estimators': 106}. Best is trial 37 with value: 0.9975952979053065.
[I 2023-09-08 01:17:01,526] Trial 49 finished with value: 0.9853851665046873 and parameters: {'classifier': 'SVC', 'svc_c': 0.013508736492280727, 'svc_kernel': 'rbf'}. Best is trial 37 with value: 0.9975952979053065.
[I 2023-09-08 01:17:05,073] Trial 50 finished with value: 0.9971918552103904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 37 with value: 0.9975952979053065.
[I 2023-09-08 01:17:07,638] Trial 51 finished with value: 0.997560379034322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 97}. Best is trial 37 with value: 0.9975952979053065.
[I 2023-09-08 01:17:10,401] Trial 52 finished with value: 0.9974310433480449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 101}. Best is trial 37 with value: 0.9975952979053065.
[I 2023-09-08 01:17:13,235] Trial 53 finished with value: 0.9972582919499331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 99}. Best is trial 37 with value: 0.9975952979053065.
[I 2023-09-08 01:17:15,908] Trial 54 finished with value: 0.9972419048113825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 37 with value: 0.9975952979053065.
[I 2023-09-08 01:17:18,785] Trial 55 finished with value: 0.9973614220586047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 95}. Best is trial 37 with value: 0.9975952979053065.
[I 2023-09-08 01:17:20,906] Trial 56 finished with value: 0.9975927732182429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 102}. Best is trial 37 with value: 0.9975952979053065.
[I 2023-09-08 01:17:23,163] Trial 57 finished with value: 0.9974967963895846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 37 with value: 0.9975952979053065.
[I 2023-09-08 01:17:24,891] Trial 58 finished with value: 0.9973597376643794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 111}. Best is trial 37 with value: 0.9975952979053065.
[I 2023-09-08 01:17:27,524] Trial 59 finished with value: 0.997371802988594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 37 with value: 0.9975952979053065.
[I 2023-09-08 01:17:29,323] Trial 60 finished with value: 0.9961428269154564 and parameters: {'classifier': 'SVC', 'svc_c': 12239.746556747683, 'svc_kernel': 'rbf'}. Best is trial 37 with value: 0.9975952979053065.
[I 2023-09-08 01:17:32,281] Trial 61 finished with value: 0.997657733605544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 61 with value: 0.997657733605544.
[I 2023-09-08 01:17:34,554] Trial 62 finished with value: 0.9974396397189729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 61 with value: 0.997657733605544.
[I 2023-09-08 01:17:36,714] Trial 63 finished with value: 0.9975059246878417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 109}. Best is trial 61 with value: 0.997657733605544.
[I 2023-09-08 01:17:39,264] Trial 64 finished with value: 0.996970982796972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 61 with value: 0.997657733605544.
[I 2023-09-08 01:17:41,849] Trial 65 finished with value: 0.9972915307113098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 61 with value: 0.997657733605544.
[I 2023-09-08 01:17:44,219] Trial 66 finished with value: 0.9970820682025786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 61 with value: 0.997657733605544.
[I 2023-09-08 01:17:45,665] Trial 67 finished with value: 0.9973383486316116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 90}. Best is trial 61 with value: 0.997657733605544.
[I 2023-09-08 01:17:48,043] Trial 68 finished with value: 0.9974214630385095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 103}. Best is trial 61 with value: 0.997657733605544.
[I 2023-09-08 01:17:50,655] Trial 69 finished with value: 0.9975755131920234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 92}. Best is trial 61 with value: 0.997657733605544.
[I 2023-09-08 01:17:53,114] Trial 70 finished with value: 0.997459766027354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 84}. Best is trial 61 with value: 0.997657733605544.
[I 2023-09-08 01:17:55,893] Trial 71 finished with value: 0.9973645691260337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 93}. Best is trial 61 with value: 0.997657733605544.
[I 2023-09-08 01:17:59,109] Trial 72 finished with value: 0.9975532395920365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 102}. Best is trial 61 with value: 0.997657733605544.
[I 2023-09-08 01:18:02,013] Trial 73 finished with value: 0.9974852881608601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 86}. Best is trial 61 with value: 0.997657733605544.
[I 2023-09-08 01:18:04,589] Trial 74 finished with value: 0.9973156727219094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 93}. Best is trial 61 with value: 0.997657733605544.
[I 2023-09-08 01:18:08,421] Trial 75 finished with value: 0.9974070018196602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 102}. Best is trial 61 with value: 0.997657733605544.
[I 2023-09-08 01:18:10,193] Trial 76 finished with value: 0.997491810364321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 87}. Best is trial 61 with value: 0.997657733605544.
[I 2023-09-08 01:18:12,665] Trial 77 finished with value: 0.9973332091218273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 77}. Best is trial 61 with value: 0.997657733605544.
[I 2023-09-08 01:18:16,033] Trial 78 finished with value: 0.9976295365694584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 61 with value: 0.997657733605544.
[I 2023-09-08 01:18:20,805] Trial 79 finished with value: 0.997282995975398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 102}. Best is trial 61 with value: 0.997657733605544.
[I 2023-09-08 01:18:27,057] Trial 80 finished with value: 0.9853838564273428 and parameters: {'classifier': 'SVC', 'svc_c': 0.06130100078937008, 'svc_kernel': 'rbf'}. Best is trial 61 with value: 0.997657733605544.
[I 2023-09-08 01:18:30,526] Trial 81 finished with value: 0.9970897766103312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 61 with value: 0.997657733605544.
[I 2023-09-08 01:18:33,374] Trial 82 finished with value: 0.997222214899229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 61 with value: 0.997657733605544.
[I 2023-09-08 01:18:36,152] Trial 83 finished with value: 0.9974868448734836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 82}. Best is trial 61 with value: 0.997657733605544.
[I 2023-09-08 01:18:39,222] Trial 84 finished with value: 0.9968188278408648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 94}. Best is trial 61 with value: 0.997657733605544.
[I 2023-09-08 01:18:43,397] Trial 85 finished with value: 0.9975035496767499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 61 with value: 0.997657733605544.
[I 2023-09-08 01:18:46,915] Trial 86 finished with value: 0.9973333561000769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 16, 'rf_n_estimators': 100}. Best is trial 61 with value: 0.997657733605544.
[I 2023-09-08 01:18:47,223] Trial 87 finished with value: 0.991650732199543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 5}. Best is trial 61 with value: 0.997657733605544.
[I 2023-09-08 01:18:48,819] Trial 88 finished with value: 0.9971966703270224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 92}. Best is trial 61 with value: 0.997657733605544.
[I 2023-09-08 01:18:51,558] Trial 89 finished with value: 0.997410700523659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 61 with value: 0.997657733605544.
[I 2023-09-08 01:18:55,123] Trial 90 finished with value: 0.9971754160851476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 17, 'rf_n_estimators': 97}. Best is trial 61 with value: 0.997657733605544.
[I 2023-09-08 01:18:59,380] Trial 91 finished with value: 0.9975645711040925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 61 with value: 0.997657733605544.
[I 2023-09-08 01:19:03,279] Trial 92 finished with value: 0.9974558058664735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 61 with value: 0.997657733605544.
[I 2023-09-08 01:19:07,701] Trial 93 finished with value: 0.9974798829730526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 61 with value: 0.997657733605544.
[I 2023-09-08 01:19:10,852] Trial 94 finished with value: 0.9975539452844092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 103}. Best is trial 61 with value: 0.997657733605544.
[I 2023-09-08 01:19:13,645] Trial 95 finished with value: 0.9973558629419458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 89}. Best is trial 61 with value: 0.997657733605544.
[I 2023-09-08 01:19:18,689] Trial 96 finished with value: 0.9972132953411893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 22, 'rf_n_estimators': 104}. Best is trial 61 with value: 0.997657733605544.
[I 2023-09-08 01:19:25,429] Trial 97 finished with value: 0.9852057279612092 and parameters: {'classifier': 'SVC', 'svc_c': 2.820296777396103e-10, 'svc_kernel': 'sigmoid'}. Best is trial 61 with value: 0.997657733605544.
[I 2023-09-08 01:19:27,786] Trial 98 finished with value: 0.9973964464898696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 79}. Best is trial 61 with value: 0.997657733605544.
[I 2023-09-08 01:19:28,670] Trial 99 finished with value: 0.9967077238685823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 18, 'rf_n_estimators': 17}. Best is trial 61 with value: 0.997657733605544.
[I 2023-09-08 01:19:31,073] Trial 100 finished with value: 0.997450839677402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 61 with value: 0.997657733605544.
[I 2023-09-08 01:19:35,328] Trial 101 finished with value: 0.9974512331005031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 61 with value: 0.997657733605544.
[I 2023-09-08 01:19:38,135] Trial 102 finished with value: 0.9973000312654952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 61 with value: 0.997657733605544.
[I 2023-09-08 01:19:40,659] Trial 103 finished with value: 0.9971350264241008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 61 with value: 0.997657733605544.
[I 2023-09-08 01:19:43,621] Trial 104 finished with value: 0.9975005124542187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 101}. Best is trial 61 with value: 0.997657733605544.
[I 2023-09-08 01:19:46,114] Trial 105 finished with value: 0.9977032318001772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 105 with value: 0.9977032318001772.
[I 2023-09-08 01:19:48,199] Trial 106 finished with value: 0.9974770590927352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 95}. Best is trial 105 with value: 0.9977032318001772.
[I 2023-09-08 01:19:50,697] Trial 107 finished with value: 0.9973298329701824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 91}. Best is trial 105 with value: 0.9977032318001772.
[I 2023-09-08 01:19:52,521] Trial 108 finished with value: 0.9974456576070839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 71}. Best is trial 105 with value: 0.9977032318001772.
[I 2023-09-08 01:19:54,883] Trial 109 finished with value: 0.9974913338196404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 105 with value: 0.9977032318001772.
[I 2023-09-08 01:19:59,064] Trial 110 finished with value: 0.9868189111769926 and parameters: {'classifier': 'SVC', 'svc_c': 892837.0988811456, 'svc_kernel': 'sigmoid'}. Best is trial 105 with value: 0.9977032318001772.
[I 2023-09-08 01:20:02,646] Trial 111 finished with value: 0.9974188520878134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 105 with value: 0.9977032318001772.
[I 2023-09-08 01:20:06,942] Trial 112 finished with value: 0.9973520018985504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 100}. Best is trial 105 with value: 0.9977032318001772.
[I 2023-09-08 01:20:08,996] Trial 113 finished with value: 0.9973161267326759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 105}. Best is trial 105 with value: 0.9977032318001772.
[I 2023-09-08 01:20:12,954] Trial 114 finished with value: 0.997569191127807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 105 with value: 0.9977032318001772.
[I 2023-09-08 01:20:16,783] Trial 115 finished with value: 0.997469761500457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 105 with value: 0.9977032318001772.
[I 2023-09-08 01:20:20,780] Trial 116 finished with value: 0.9974307224778004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 105 with value: 0.9977032318001772.
[I 2023-09-08 01:20:23,584] Trial 117 finished with value: 0.9975218524836573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 105 with value: 0.9977032318001772.
[I 2023-09-08 01:20:26,092] Trial 118 finished with value: 0.997384058740253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 88}. Best is trial 105 with value: 0.9977032318001772.
[I 2023-09-08 01:20:29,907] Trial 119 finished with value: 0.9973240570201397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 105 with value: 0.9977032318001772.
[I 2023-09-08 01:20:32,579] Trial 120 finished with value: 0.997323524235887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 96}. Best is trial 105 with value: 0.9977032318001772.
[I 2023-09-08 01:20:35,925] Trial 121 finished with value: 0.997559333524174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 105 with value: 0.9977032318001772.
[I 2023-09-08 01:20:39,037] Trial 122 finished with value: 0.9975839646476659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 105 with value: 0.9977032318001772.
[I 2023-09-08 01:20:42,100] Trial 123 finished with value: 0.9975041912902873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 105 with value: 0.9977032318001772.
[I 2023-09-08 01:20:45,174] Trial 124 finished with value: 0.9976040953676163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 105 with value: 0.9977032318001772.
[I 2023-09-08 01:20:48,295] Trial 125 finished with value: 0.9975017494391624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 105 with value: 0.9977032318001772.
[I 2023-09-08 01:20:50,849] Trial 126 finished with value: 0.9975889155708039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 127}. Best is trial 105 with value: 0.9977032318001772.
[I 2023-09-08 01:20:54,060] Trial 127 finished with value: 0.997468701930416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 105 with value: 0.9977032318001772.
[I 2023-09-08 01:20:56,921] Trial 128 finished with value: 0.9972355461850967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 105 with value: 0.9977032318001772.
[I 2023-09-08 01:20:59,115] Trial 129 finished with value: 0.9973956312699782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 127}. Best is trial 105 with value: 0.9977032318001772.
[I 2023-09-08 01:21:01,536] Trial 130 finished with value: 0.9973814542958283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 105 with value: 0.9977032318001772.
[I 2023-09-08 01:21:04,367] Trial 131 finished with value: 0.9975345458375848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 105 with value: 0.9977032318001772.
[I 2023-09-08 01:21:07,708] Trial 132 finished with value: 0.9974046113839453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 105 with value: 0.9977032318001772.
[I 2023-09-08 01:21:10,202] Trial 133 finished with value: 0.9976788775581902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 105 with value: 0.9977032318001772.
[I 2023-09-08 01:21:12,977] Trial 134 finished with value: 0.9974239786167934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 105 with value: 0.9977032318001772.
[I 2023-09-08 01:21:15,575] Trial 135 finished with value: 0.9974320286196443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 105 with value: 0.9977032318001772.
[I 2023-09-08 01:21:17,547] Trial 136 finished with value: 0.9946695920978778 and parameters: {'classifier': 'SVC', 'svc_c': 536.0158387501097, 'svc_kernel': 'rbf'}. Best is trial 105 with value: 0.9977032318001772.
[I 2023-09-08 01:21:19,586] Trial 137 finished with value: 0.9974329323248217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 105 with value: 0.9977032318001772.
[I 2023-09-08 01:21:21,866] Trial 138 finished with value: 0.9973677980772638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 105 with value: 0.9977032318001772.
[I 2023-09-08 01:21:25,582] Trial 139 finished with value: 0.9977915307212121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:21:29,108] Trial 140 finished with value: 0.9974146411657263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:21:32,747] Trial 141 finished with value: 0.9974032805817471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:21:34,234] Trial 142 finished with value: 0.9975090962886731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 57}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:21:37,136] Trial 143 finished with value: 0.9974356259845045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:21:39,665] Trial 144 finished with value: 0.9976234144540589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:21:42,114] Trial 145 finished with value: 0.9975118096258586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:21:44,146] Trial 146 finished with value: 0.9974638441897744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:21:47,420] Trial 147 finished with value: 0.997461002917084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:21:48,432] Trial 148 finished with value: 0.9972041485079943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 44}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:21:51,445] Trial 149 finished with value: 0.9973054030332861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:21:54,484] Trial 150 finished with value: 0.9974169593342258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:21:58,327] Trial 151 finished with value: 0.9974239251066815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:22:01,295] Trial 152 finished with value: 0.9974618258492867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 98}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:22:04,042] Trial 153 finished with value: 0.9976037719266011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:22:06,687] Trial 154 finished with value: 0.9975215162522657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:22:08,737] Trial 155 finished with value: 0.9975532235643932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:22:11,625] Trial 156 finished with value: 0.9971211375984126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:22:15,429] Trial 157 finished with value: 0.997661170090951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:22:17,844] Trial 158 finished with value: 0.9975264132526989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:22:22,978] Trial 159 finished with value: 0.9862425076137756 and parameters: {'classifier': 'SVC', 'svc_c': 0.8321664786743396, 'svc_kernel': 'sigmoid'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:22:26,783] Trial 160 finished with value: 0.9974824454917016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:22:30,322] Trial 161 finished with value: 0.997344324943064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:22:33,068] Trial 162 finished with value: 0.9974595483370466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:22:36,594] Trial 163 finished with value: 0.9973054327717054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 107}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:22:39,595] Trial 164 finished with value: 0.9975869470270929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:22:42,144] Trial 165 finished with value: 0.9974929698770326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:22:43,779] Trial 166 finished with value: 0.9974785984129856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 66}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:22:47,545] Trial 167 finished with value: 0.997406381407045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:22:49,933] Trial 168 finished with value: 0.9972290953284517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:22:54,129] Trial 169 finished with value: 0.9973334700391648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:22:55,252] Trial 170 finished with value: 0.9885710107377056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:22:59,320] Trial 171 finished with value: 0.9972106411634635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:23:02,278] Trial 172 finished with value: 0.9974223319906782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:23:06,223] Trial 173 finished with value: 0.9973477993235327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:23:09,634] Trial 174 finished with value: 0.9975255079288882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 106}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:23:13,104] Trial 175 finished with value: 0.9972675063531331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:23:15,520] Trial 176 finished with value: 0.9974657923260106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 85}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:23:16,685] Trial 177 finished with value: 0.9964508870740314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:23:19,431] Trial 178 finished with value: 0.9975231096221723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:23:24,245] Trial 179 finished with value: 0.9971784481978756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 110}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:23:27,417] Trial 180 finished with value: 0.9976440649139819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 94}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:23:30,159] Trial 181 finished with value: 0.9974686967253992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 93}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:23:32,756] Trial 182 finished with value: 0.9974184374955284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 90}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:23:36,146] Trial 183 finished with value: 0.9971837433186203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 100}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:23:39,196] Trial 184 finished with value: 0.9974585716029442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 94}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:23:42,102] Trial 185 finished with value: 0.9973153449962769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 96}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:23:44,273] Trial 186 finished with value: 0.9975808394159174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 103}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:23:46,829] Trial 187 finished with value: 0.9975298848719696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 103}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:23:49,310] Trial 188 finished with value: 0.9974657531614329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:23:54,010] Trial 189 finished with value: 0.9852457136939078 and parameters: {'classifier': 'SVC', 'svc_c': 0.0007635581882696345, 'svc_kernel': 'rbf'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:23:56,052] Trial 190 finished with value: 0.9974663795725127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 105}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:23:58,586] Trial 191 finished with value: 0.9974236475904186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:24:01,434] Trial 192 finished with value: 0.9974803300966929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:24:04,393] Trial 193 finished with value: 0.9974942115591864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 98}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:24:06,856] Trial 194 finished with value: 0.9976497938284457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:24:09,434] Trial 195 finished with value: 0.9974629603842651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:24:11,720] Trial 196 finished with value: 0.9971872161756693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:24:13,099] Trial 197 finished with value: 0.9968116739260936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 118}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:24:16,140] Trial 198 finished with value: 0.9975636731752142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:24:18,156] Trial 199 finished with value: 0.9974441292681497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:24:21,368] Trial 200 finished with value: 0.9973194351873644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:24:24,089] Trial 201 finished with value: 0.9973769570026016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:24:26,385] Trial 202 finished with value: 0.9970795811884113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:24:29,239] Trial 203 finished with value: 0.9973962732008946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:24:32,321] Trial 204 finished with value: 0.9975255376990454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:24:34,530] Trial 205 finished with value: 0.9975443308248854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:24:35,961] Trial 206 finished with value: 0.996480142251952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:24:39,201] Trial 207 finished with value: 0.9974393728983847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:24:42,304] Trial 208 finished with value: 0.9971182439264369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:24:54,972] Trial 209 finished with value: 0.9964786430166791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 55, 'rf_n_estimators': 109}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:24:57,558] Trial 210 finished with value: 0.9971111276845619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:25:01,099] Trial 211 finished with value: 0.9972948162194912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 100}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:25:03,793] Trial 212 finished with value: 0.9975898013123256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 88}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:25:06,357] Trial 213 finished with value: 0.9972714169076641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 84}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:25:09,922] Trial 214 finished with value: 0.9974561135972243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:25:12,731] Trial 215 finished with value: 0.996860537291056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 89}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:25:16,299] Trial 216 finished with value: 0.9975498510308697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 104}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:25:18,335] Trial 217 finished with value: 0.9973016533899459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 81}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:25:22,459] Trial 218 finished with value: 0.9974903698441767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:25:24,799] Trial 219 finished with value: 0.9974993558613946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:26:10,991] Trial 220 finished with value: 0.9897719892157677 and parameters: {'classifier': 'SVC', 'svc_c': 24396909.062887184, 'svc_kernel': 'rbf'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:26:13,702] Trial 221 finished with value: 0.9975167595968593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 93}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:26:16,153] Trial 222 finished with value: 0.9973424064817712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 92}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:26:19,604] Trial 223 finished with value: 0.9974375394946838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 86}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:26:23,401] Trial 224 finished with value: 0.9971315194170631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:26:26,231] Trial 225 finished with value: 0.9972705650622277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 87}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:26:29,272] Trial 226 finished with value: 0.997360609346008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:26:31,595] Trial 227 finished with value: 0.9973682309823216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 96}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:26:34,894] Trial 228 finished with value: 0.9973690646419372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:26:36,763] Trial 229 finished with value: 0.9971202862290447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 102}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:26:39,748] Trial 230 finished with value: 0.997609629443066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:26:42,655] Trial 231 finished with value: 0.9974236076006552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:26:45,540] Trial 232 finished with value: 0.9974479154418215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:26:48,835] Trial 233 finished with value: 0.9976769608742201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:26:51,689] Trial 234 finished with value: 0.9975483394178126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:26:54,143] Trial 235 finished with value: 0.997382592734569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:26:57,079] Trial 236 finished with value: 0.9973751600974943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:26:59,669] Trial 237 finished with value: 0.9974894505556868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:27:02,076] Trial 238 finished with value: 0.997226900334771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:27:05,546] Trial 239 finished with value: 0.9974069889023319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:27:08,841] Trial 240 finished with value: 0.9973387655407642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:27:12,455] Trial 241 finished with value: 0.9974293595885776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:27:13,702] Trial 242 finished with value: 0.9951024573564383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 90}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:27:16,501] Trial 243 finished with value: 0.9975052588900187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:27:25,918] Trial 244 finished with value: 0.9971093555032845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 29, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:27:28,900] Trial 245 finished with value: 0.9973385523889776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:27:30,057] Trial 246 finished with value: 0.9968257363263976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 32}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:27:33,991] Trial 247 finished with value: 0.9973245359134255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:27:38,549] Trial 248 finished with value: 0.9971750995629964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:27:41,472] Trial 249 finished with value: 0.9973269809700792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 99}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:27:43,378] Trial 250 finished with value: 0.996685322110925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 74}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:27:51,377] Trial 251 finished with value: 0.9969954724963482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 24, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:27:53,736] Trial 252 finished with value: 0.9976151240048211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:27:55,761] Trial 253 finished with value: 0.9974171834990662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:27:59,294] Trial 254 finished with value: 0.9867325520133865 and parameters: {'classifier': 'SVC', 'svc_c': 4503567232.065624, 'svc_kernel': 'sigmoid'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:28:01,326] Trial 255 finished with value: 0.9974289846686767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:28:03,366] Trial 256 finished with value: 0.9974094067595987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:28:06,041] Trial 257 finished with value: 0.9972853230622499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:28:08,308] Trial 258 finished with value: 0.9972068746355566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:28:10,935] Trial 259 finished with value: 0.9975222142640646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:28:13,859] Trial 260 finished with value: 0.9975549855895404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:28:15,171] Trial 261 finished with value: 0.9972335849411045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 42}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:28:17,498] Trial 262 finished with value: 0.9974174709810321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 103}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:28:19,975] Trial 263 finished with value: 0.997518743692145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:28:23,080] Trial 264 finished with value: 0.9974321931489566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:28:23,753] Trial 265 finished with value: 0.9972473032707537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 26}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:28:27,061] Trial 266 finished with value: 0.9975722322541009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:28:30,688] Trial 267 finished with value: 0.9970244849110145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:28:32,742] Trial 268 finished with value: 0.9973865058916086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 107}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:28:35,499] Trial 269 finished with value: 0.9972831936073482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:28:38,423] Trial 270 finished with value: 0.9976506647483646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:28:41,957] Trial 271 finished with value: 0.9973640740146772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:28:44,758] Trial 272 finished with value: 0.9976376007591536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:28:47,701] Trial 273 finished with value: 0.9974698121541573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:28:49,990] Trial 274 finished with value: 0.9962355741581267 and parameters: {'classifier': 'SVC', 'svc_c': 14661.904028072498, 'svc_kernel': 'rbf'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:28:52,539] Trial 275 finished with value: 0.997441249021309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:28:55,334] Trial 276 finished with value: 0.9975647581038433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:28:57,625] Trial 277 finished with value: 0.9971621415783964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:29:00,225] Trial 278 finished with value: 0.9977270623984289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:29:03,066] Trial 279 finished with value: 0.997288617520521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:29:05,863] Trial 280 finished with value: 0.9974064413599523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:29:07,527] Trial 281 finished with value: 0.9971267546367525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 125}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:29:10,210] Trial 282 finished with value: 0.9972275498827853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:29:12,723] Trial 283 finished with value: 0.9973555523230454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:29:14,806] Trial 284 finished with value: 0.9973347036598903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 106}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:29:17,059] Trial 285 finished with value: 0.9972161812691157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:29:19,265] Trial 286 finished with value: 0.9973055713076716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:29:21,108] Trial 287 finished with value: 0.9973001376509609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 61}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:29:23,713] Trial 288 finished with value: 0.9973098451660295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:29:26,957] Trial 289 finished with value: 0.9968063038721495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 16, 'rf_n_estimators': 84}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:29:29,953] Trial 290 finished with value: 0.9973385859994215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:29:33,002] Trial 291 finished with value: 0.9973446200738657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 95}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:29:33,925] Trial 292 finished with value: 0.9886613699884798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:29:39,902] Trial 293 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 7.348766704141545e-09, 'svc_kernel': 'sigmoid'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:29:43,415] Trial 294 finished with value: 0.997483777944271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:29:47,472] Trial 295 finished with value: 0.997267555102559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 91}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:29:50,204] Trial 296 finished with value: 0.9975054408117044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:29:53,193] Trial 297 finished with value: 0.9972906590614191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:29:55,887] Trial 298 finished with value: 0.9972288783681162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 102}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:29:58,511] Trial 299 finished with value: 0.997276935177636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:29:59,631] Trial 300 finished with value: 0.9970437987607025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 87}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:30:03,312] Trial 301 finished with value: 0.9973091101478303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:30:06,196] Trial 302 finished with value: 0.9973125857026016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 99}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:30:11,675] Trial 303 finished with value: 0.9969387586647592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 39, 'rf_n_estimators': 79}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:30:25,685] Trial 304 finished with value: 0.9968036704827531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 52, 'rf_n_estimators': 104}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:30:28,663] Trial 305 finished with value: 0.9975860022213254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:30:31,699] Trial 306 finished with value: 0.9975536668477468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 127}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:30:34,251] Trial 307 finished with value: 0.997654900013427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:30:36,359] Trial 308 finished with value: 0.9975191023622371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:30:38,400] Trial 309 finished with value: 0.997440196338394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:30:41,684] Trial 310 finished with value: 0.9973674634962433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:30:44,234] Trial 311 finished with value: 0.9973675715003424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:30:45,631] Trial 312 finished with value: 0.9968152431076919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 54}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:30:47,369] Trial 313 finished with value: 0.9961994440733791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:30:52,457] Trial 314 finished with value: 0.9852053993786534 and parameters: {'classifier': 'SVC', 'svc_c': 9.696489224425014e-05, 'svc_kernel': 'sigmoid'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:30:55,475] Trial 315 finished with value: 0.9974703305294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:30:58,569] Trial 316 finished with value: 0.9973412543005162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:31:01,585] Trial 317 finished with value: 0.9975644182225921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:31:03,178] Trial 318 finished with value: 0.9946515757890609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:31:06,492] Trial 319 finished with value: 0.9974731243856566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:31:08,742] Trial 320 finished with value: 0.9973477829467724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:31:11,664] Trial 321 finished with value: 0.9968522485239272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 69}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:31:17,046] Trial 322 finished with value: 0.9973673865635556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:31:19,546] Trial 323 finished with value: 0.997429110160363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:31:23,476] Trial 324 finished with value: 0.9972798553190265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:31:32,065] Trial 325 finished with value: 0.9970083983939236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 36, 'rf_n_estimators': 118}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:31:35,326] Trial 326 finished with value: 0.9973875304547376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:31:37,571] Trial 327 finished with value: 0.9973671379922644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:31:41,098] Trial 328 finished with value: 0.9975850510997143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:31:44,937] Trial 329 finished with value: 0.9974878517903359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:31:48,453] Trial 330 finished with value: 0.9974567123963246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:31:50,852] Trial 331 finished with value: 0.9975090684545282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:31:51,588] Trial 332 finished with value: 0.9948051394321912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 16, 'rf_n_estimators': 12}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:31:58,953] Trial 333 finished with value: 0.997132806389211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 22, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:32:00,548] Trial 334 finished with value: 0.9974646871168589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 116}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:32:07,235] Trial 335 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.3008404235210458e-08, 'svc_kernel': 'rbf'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:32:10,228] Trial 336 finished with value: 0.9974955650857265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:32:14,153] Trial 337 finished with value: 0.9971675033487465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:32:17,944] Trial 338 finished with value: 0.9967654523928111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 20, 'rf_n_estimators': 119}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:32:20,775] Trial 339 finished with value: 0.9972246983587508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:32:23,607] Trial 340 finished with value: 0.9970195189758462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:32:25,582] Trial 341 finished with value: 0.9972972686393393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:32:29,364] Trial 342 finished with value: 0.9974044759265563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:32:34,065] Trial 343 finished with value: 0.9974422771073458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:32:37,291] Trial 344 finished with value: 0.9972825036887155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:32:39,971] Trial 345 finished with value: 0.997435564063847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:32:41,645] Trial 346 finished with value: 0.9973359068757004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 117}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:32:44,334] Trial 347 finished with value: 0.9971734330054752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:32:46,808] Trial 348 finished with value: 0.9972679720434495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:32:49,170] Trial 349 finished with value: 0.9974706103307923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:32:58,469] Trial 350 finished with value: 0.9970271469280035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 27, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:33:00,995] Trial 351 finished with value: 0.9974691196647543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:33:04,238] Trial 352 finished with value: 0.9975054030753325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:33:08,544] Trial 353 finished with value: 0.9973505775964769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:33:14,061] Trial 354 finished with value: 0.9852053993786534 and parameters: {'classifier': 'SVC', 'svc_c': 8.311119499684957e-05, 'svc_kernel': 'sigmoid'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:33:15,767] Trial 355 finished with value: 0.9974439380155194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 81}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:33:35,009] Trial 356 finished with value: 0.9963045330139622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 64, 'rf_n_estimators': 125}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:33:37,045] Trial 357 finished with value: 0.997411429003849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 104}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:33:39,998] Trial 358 finished with value: 0.997367896083922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:33:42,829] Trial 359 finished with value: 0.9974304563554462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:33:52,899] Trial 360 finished with value: 0.9969119960868776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 33, 'rf_n_estimators': 115}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:33:55,983] Trial 361 finished with value: 0.9967100860575595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:33:58,604] Trial 362 finished with value: 0.9972789006427699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 100}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:34:00,555] Trial 363 finished with value: 0.9970847055592135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 76}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:34:05,034] Trial 364 finished with value: 0.9974012376761191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:34:07,997] Trial 365 finished with value: 0.9973538425067563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:34:10,589] Trial 366 finished with value: 0.9973769689995305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:34:13,776] Trial 367 finished with value: 0.9972087987779347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:34:16,987] Trial 368 finished with value: 0.9956131578970581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 24, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:34:19,661] Trial 369 finished with value: 0.9972424985958934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:34:22,582] Trial 370 finished with value: 0.9970824617208933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:34:27,475] Trial 371 finished with value: 0.9972396778258911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:34:30,324] Trial 372 finished with value: 0.9975582039085715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:34:31,489] Trial 373 finished with value: 0.9967483568641656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 105}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:34:36,539] Trial 374 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 5.708214975116612e-06, 'svc_kernel': 'rbf'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:34:38,823] Trial 375 finished with value: 0.9971458612061667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:34:41,548] Trial 376 finished with value: 0.997415802995305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:34:56,458] Trial 377 finished with value: 0.9967910186737464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 47, 'rf_n_estimators': 119}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:34:58,400] Trial 378 finished with value: 0.9973322877703735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 108}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:35:01,193] Trial 379 finished with value: 0.9975159332687004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:35:04,846] Trial 380 finished with value: 0.9972220508459854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:35:07,212] Trial 381 finished with value: 0.9974288104275648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:35:09,287] Trial 382 finished with value: 0.9966816656183433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:35:11,651] Trial 383 finished with value: 0.9973391845446185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 96}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:35:15,116] Trial 384 finished with value: 0.9975569419458946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:35:18,048] Trial 385 finished with value: 0.9975103185789657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:35:20,817] Trial 386 finished with value: 0.9972148569097126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:35:21,358] Trial 387 finished with value: 0.995811291813621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 2, 'rf_n_estimators': 65}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:35:24,583] Trial 388 finished with value: 0.9972383281079003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 15, 'rf_n_estimators': 98}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:35:27,855] Trial 389 finished with value: 0.9975616435042935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:35:34,479] Trial 390 finished with value: 0.9968585225052139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 30, 'rf_n_estimators': 106}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:35:40,361] Trial 391 finished with value: 0.9858172754489131 and parameters: {'classifier': 'SVC', 'svc_c': 0.4853714021653942, 'svc_kernel': 'sigmoid'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:35:44,511] Trial 392 finished with value: 0.9975078798381555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:35:47,338] Trial 393 finished with value: 0.9973626081042068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:35:57,535] Trial 394 finished with value: 0.9970269817321952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 44, 'rf_n_estimators': 113}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:36:00,739] Trial 395 finished with value: 0.9972686076585223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:36:04,008] Trial 396 finished with value: 0.9974008173075347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 102}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:36:06,578] Trial 397 finished with value: 0.9976946731973592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:36:08,886] Trial 398 finished with value: 0.9973407413841935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:36:11,494] Trial 399 finished with value: 0.9974552001802474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:36:13,720] Trial 400 finished with value: 0.9973119499288391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:36:16,091] Trial 401 finished with value: 0.997413330644051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:36:17,027] Trial 402 finished with value: 0.9895507303298502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 89}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:36:19,866] Trial 403 finished with value: 0.9977034539655295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:36:27,152] Trial 404 finished with value: 0.9971054820821051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 35, 'rf_n_estimators': 113}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:36:29,143] Trial 405 finished with value: 0.9973694245180701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 111}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:36:31,568] Trial 406 finished with value: 0.9973575390208392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:36:33,907] Trial 407 finished with value: 0.9975288514222265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:36:35,831] Trial 408 finished with value: 0.9976190432555389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:36:37,803] Trial 409 finished with value: 0.9974455445883956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:36:39,841] Trial 410 finished with value: 0.9975027941241246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:36:41,929] Trial 411 finished with value: 0.9975943292643706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:36:47,958] Trial 412 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.2752270193688737e-06, 'svc_kernel': 'rbf'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:36:50,099] Trial 413 finished with value: 0.997455415331522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:37:03,123] Trial 414 finished with value: 0.9964935897620367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 60, 'rf_n_estimators': 104}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:37:04,915] Trial 415 finished with value: 0.997247209167858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 103}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:37:07,007] Trial 416 finished with value: 0.9973242280239852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:37:09,306] Trial 417 finished with value: 0.997663292944368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:37:11,550] Trial 418 finished with value: 0.9974117220716865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:37:13,903] Trial 419 finished with value: 0.9973812706920335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:37:16,008] Trial 420 finished with value: 0.9973237763618239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:37:17,769] Trial 421 finished with value: 0.9972213572457554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 5, 'rf_n_estimators': 105}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:37:20,263] Trial 422 finished with value: 0.9973489516952151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:37:20,916] Trial 423 finished with value: 0.9971258247795394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 37}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:37:23,037] Trial 424 finished with value: 0.9975908781160502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:37:25,606] Trial 425 finished with value: 0.9975078744744493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:37:28,285] Trial 426 finished with value: 0.9974285006973257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:37:33,874] Trial 427 finished with value: 0.9970167397825028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 20, 'rf_n_estimators': 112}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:37:36,263] Trial 428 finished with value: 0.9973781509509428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:37:38,948] Trial 429 finished with value: 0.9971625319229206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:37:40,971] Trial 430 finished with value: 0.9974769760028935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 110}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:37:43,667] Trial 431 finished with value: 0.9969380719833931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:37:47,189] Trial 432 finished with value: 0.986817941076113 and parameters: {'classifier': 'SVC', 'svc_c': 560550.5267461132, 'svc_kernel': 'sigmoid'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:37:48,311] Trial 433 finished with value: 0.9937618557619853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 100}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:37:51,014] Trial 434 finished with value: 0.9972147995275759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:37:54,782] Trial 435 finished with value: 0.9973873115266518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 105}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:37:55,102] Trial 436 finished with value: 0.98488005202621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 3}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:37:57,711] Trial 437 finished with value: 0.9973695798433893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:38:02,026] Trial 438 finished with value: 0.9970517910640373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:38:04,774] Trial 439 finished with value: 0.9974593310910699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:38:07,399] Trial 440 finished with value: 0.9973553848738458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:38:10,706] Trial 441 finished with value: 0.9969634963958819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 16, 'rf_n_estimators': 104}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:38:13,402] Trial 442 finished with value: 0.9975962880328059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:38:15,264] Trial 443 finished with value: 0.9973732495072025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:38:20,365] Trial 444 finished with value: 0.9968599696903189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 28, 'rf_n_estimators': 72}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:38:22,910] Trial 445 finished with value: 0.9976062980418705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:38:25,247] Trial 446 finished with value: 0.9973942514009752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:38:27,972] Trial 447 finished with value: 0.9975175625341803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:38:42,185] Trial 448 finished with value: 0.9967981333604641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 52, 'rf_n_estimators': 118}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:38:44,818] Trial 449 finished with value: 0.9975023602986676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:38:47,772] Trial 450 finished with value: 0.9973930700843212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:38:49,550] Trial 451 finished with value: 0.9963836162940186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:38:51,829] Trial 452 finished with value: 0.9929255142298024 and parameters: {'classifier': 'SVC', 'svc_c': 862.3853524004425, 'svc_kernel': 'sigmoid'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:39:00,500] Trial 453 finished with value: 0.9972335763718695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 31, 'rf_n_estimators': 116}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:39:03,404] Trial 454 finished with value: 0.9973645225347855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:39:06,654] Trial 455 finished with value: 0.9973216989253526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:39:09,071] Trial 456 finished with value: 0.9973879213070681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:39:12,752] Trial 457 finished with value: 0.9973736070982061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:39:15,526] Trial 458 finished with value: 0.9974305890198994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:39:17,049] Trial 459 finished with value: 0.997110404599816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:39:19,830] Trial 460 finished with value: 0.9974324905331496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:39:23,683] Trial 461 finished with value: 0.9974372825445849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:39:27,227] Trial 462 finished with value: 0.9973029929518065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:39:29,966] Trial 463 finished with value: 0.9975039534781466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:39:31,442] Trial 464 finished with value: 0.9968560776072498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:39:33,599] Trial 465 finished with value: 0.9974929790810257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:39:36,279] Trial 466 finished with value: 0.997099800584075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:39:48,223] Trial 467 finished with value: 0.9970999316616328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 45, 'rf_n_estimators': 121}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:39:51,361] Trial 468 finished with value: 0.9974966072633941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:39:56,995] Trial 469 finished with value: 0.9970832725609533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 19, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:40:13,700] Trial 470 finished with value: 0.9969027424556237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 58, 'rf_n_estimators': 114}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:40:16,405] Trial 471 finished with value: 0.9975609844349069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:40:18,099] Trial 472 finished with value: 0.9962696512128534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:40:20,866] Trial 473 finished with value: 0.9912846790130182 and parameters: {'classifier': 'SVC', 'svc_c': 14.470974825497931, 'svc_kernel': 'rbf'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:40:22,608] Trial 474 finished with value: 0.9969174275854105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:40:26,813] Trial 475 finished with value: 0.9967914401531576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:40:31,061] Trial 476 finished with value: 0.997499959072064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:40:34,360] Trial 477 finished with value: 0.9974605360842029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:40:37,448] Trial 478 finished with value: 0.9973137730177201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:40:39,734] Trial 479 finished with value: 0.9973555017962967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 107}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:40:42,016] Trial 480 finished with value: 0.99744904299446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:40:45,889] Trial 481 finished with value: 0.9974959334993564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:40:48,360] Trial 482 finished with value: 0.9974588331550396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:40:51,226] Trial 483 finished with value: 0.9973250425456425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:40:54,810] Trial 484 finished with value: 0.9976347471086792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:40:57,927] Trial 485 finished with value: 0.9971908070659964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:41:01,283] Trial 486 finished with value: 0.9975871392953364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:41:26,604] Trial 487 finished with value: 0.9952340287243938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 72, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:41:29,892] Trial 488 finished with value: 0.9970667833532924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:41:31,647] Trial 489 finished with value: 0.9941767759950694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:41:37,314] Trial 490 finished with value: 0.9853892645032998 and parameters: {'classifier': 'SVC', 'svc_c': 0.023326581583516297, 'svc_kernel': 'sigmoid'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:41:48,387] Trial 491 finished with value: 0.9969739138562027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 38, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:41:50,590] Trial 492 finished with value: 0.9971378407195699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:41:56,816] Trial 493 finished with value: 0.9972508097065088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 22, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:41:59,596] Trial 494 finished with value: 0.9973510489044028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:42:02,571] Trial 495 finished with value: 0.9974307882387446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:42:04,405] Trial 496 finished with value: 0.9974995075368543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:42:05,228] Trial 497 finished with value: 0.9967560558457599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 26}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:42:07,646] Trial 498 finished with value: 0.9977353905523006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:42:10,981] Trial 499 finished with value: 0.9975249952029929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:42:19,993] Trial 500 finished with value: 0.9960938856974071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 42, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:42:22,111] Trial 501 finished with value: 0.9973453162766038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:42:23,101] Trial 502 finished with value: 0.9972876584961711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 48}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:42:24,605] Trial 503 finished with value: 0.9970558016881906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 3, 'rf_n_estimators': 125}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:42:28,173] Trial 504 finished with value: 0.997114710989529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:42:30,974] Trial 505 finished with value: 0.9973702617640692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:42:33,608] Trial 506 finished with value: 0.9973709427008739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:42:37,597] Trial 507 finished with value: 0.9974928435601608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:42:40,768] Trial 508 finished with value: 0.9977533495424565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:42:48,341] Trial 509 finished with value: 0.9971524926515052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 27, 'rf_n_estimators': 112}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:42:51,182] Trial 510 finished with value: 0.9974608895810162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:43:38,817] Trial 511 finished with value: 0.9897108925378467 and parameters: {'classifier': 'SVC', 'svc_c': 40236073.928379856, 'svc_kernel': 'rbf'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:43:42,422] Trial 512 finished with value: 0.9973635553537932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:43:45,718] Trial 513 finished with value: 0.997378251718799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:43:48,048] Trial 514 finished with value: 0.9975425256361844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:43:50,437] Trial 515 finished with value: 0.997493148720141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:43:51,492] Trial 516 finished with value: 0.9892790947838038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:43:59,005] Trial 517 finished with value: 0.9970343397534495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 33, 'rf_n_estimators': 110}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:44:01,404] Trial 518 finished with value: 0.9976091296662372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:44:03,767] Trial 519 finished with value: 0.9972984619846602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:44:10,395] Trial 520 finished with value: 0.9968887852664828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 24, 'rf_n_estimators': 113}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:44:13,103] Trial 521 finished with value: 0.9977512017747822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:44:15,212] Trial 522 finished with value: 0.9976109072112207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:44:17,413] Trial 523 finished with value: 0.9973580631723813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:44:18,581] Trial 524 finished with value: 0.9964478853979565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 116}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:44:21,000] Trial 525 finished with value: 0.9973017902438029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:44:24,566] Trial 526 finished with value: 0.9974656948271589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:44:34,560] Trial 527 finished with value: 0.9970882933074877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 35, 'rf_n_estimators': 121}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:44:36,713] Trial 528 finished with value: 0.9974002208253016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:44:38,670] Trial 529 finished with value: 0.99730293966386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:44:40,752] Trial 530 finished with value: 0.9917241715275139 and parameters: {'classifier': 'SVC', 'svc_c': 76.75300169465862, 'svc_kernel': 'sigmoid'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:44:44,038] Trial 531 finished with value: 0.9974468145807629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:44:46,473] Trial 532 finished with value: 0.9974004157277913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:44:49,150] Trial 533 finished with value: 0.997187693386846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:44:52,406] Trial 534 finished with value: 0.9973018828867547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:44:56,533] Trial 535 finished with value: 0.997350036941223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:44:59,559] Trial 536 finished with value: 0.9976330040628011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:45:02,457] Trial 537 finished with value: 0.9972937044405924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:45:04,625] Trial 538 finished with value: 0.9973081535355611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:45:12,784] Trial 539 finished with value: 0.9967038972925545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 26, 'rf_n_estimators': 118}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:45:14,709] Trial 540 finished with value: 0.9965943065837002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 58}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:45:17,130] Trial 541 finished with value: 0.9972215565915524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:45:19,952] Trial 542 finished with value: 0.9974396260716726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:45:22,737] Trial 543 finished with value: 0.9975206004549455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:45:23,806] Trial 544 finished with value: 0.9970121267411277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 51}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:45:30,268] Trial 545 finished with value: 0.9972492657842621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 115}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:45:32,617] Trial 546 finished with value: 0.9971144256974785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:45:36,344] Trial 547 finished with value: 0.9976418527183556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:45:39,789] Trial 548 finished with value: 0.9971370827548637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:45:44,417] Trial 549 finished with value: 0.9969585681970861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:45:52,387] Trial 550 finished with value: 0.9852048260333547 and parameters: {'classifier': 'SVC', 'svc_c': 2.3230323117198438e-07, 'svc_kernel': 'sigmoid'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:46:07,457] Trial 551 finished with value: 0.9960962435065529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 60, 'rf_n_estimators': 113}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:46:10,487] Trial 552 finished with value: 0.9973581942499391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:46:13,353] Trial 553 finished with value: 0.9972425650868096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:46:16,958] Trial 554 finished with value: 0.9967595853867118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:46:20,450] Trial 555 finished with value: 0.9973208960832453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:46:23,625] Trial 556 finished with value: 0.997177157036324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:46:27,900] Trial 557 finished with value: 0.9972412818279969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 109}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:46:31,148] Trial 558 finished with value: 0.9973978700937091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:46:32,941] Trial 559 finished with value: 0.9973609656357573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:46:36,638] Trial 560 finished with value: 0.9971725141930539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:46:40,730] Trial 561 finished with value: 0.9971551323567452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 14, 'rf_n_estimators': 104}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:46:42,452] Trial 562 finished with value: 0.99729787759457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:46:45,138] Trial 563 finished with value: 0.9969528241119022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:46:47,179] Trial 564 finished with value: 0.9962403545217499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:46:50,994] Trial 565 finished with value: 0.9973800067298684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 108}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:46:53,972] Trial 566 finished with value: 0.9972766716577904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:46:55,608] Trial 567 finished with value: 0.9953273915237792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:46:59,104] Trial 568 finished with value: 0.9970642386396094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 13, 'rf_n_estimators': 102}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:47:14,553] Trial 569 finished with value: 0.9967707621447307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 56, 'rf_n_estimators': 114}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:47:17,624] Trial 570 finished with value: 0.997430154908801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:47:21,205] Trial 571 finished with value: 0.9894229032097908 and parameters: {'classifier': 'SVC', 'svc_c': 3.6583671160735767, 'svc_kernel': 'rbf'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:47:24,200] Trial 572 finished with value: 0.9973352084830465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:47:26,725] Trial 573 finished with value: 0.9973668200419072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:47:37,279] Trial 574 finished with value: 0.9937008328429612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 73, 'rf_n_estimators': 111}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:47:42,202] Trial 575 finished with value: 0.994716359745334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 41, 'rf_n_estimators': 121}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:47:45,136] Trial 576 finished with value: 0.9974618709805911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:47:47,529] Trial 577 finished with value: 0.9973485046350504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:47:50,876] Trial 578 finished with value: 0.9973813742528255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:47:54,218] Trial 579 finished with value: 0.9974580870603109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:48:06,742] Trial 580 finished with value: 0.9968908958373298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 52, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:48:09,579] Trial 581 finished with value: 0.9971031691503603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:48:12,519] Trial 582 finished with value: 0.9973674921555737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:48:15,030] Trial 583 finished with value: 0.997533837828345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:48:15,641] Trial 584 finished with value: 0.9972109685399789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 20}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:48:17,871] Trial 585 finished with value: 0.9964579135611041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:48:38,408] Trial 586 finished with value: 0.9966763025150011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 65, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:48:42,028] Trial 587 finished with value: 0.9971360815825725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:48:44,703] Trial 588 finished with value: 0.9974770730891525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:48:49,054] Trial 589 finished with value: 0.9867330436335733 and parameters: {'classifier': 'SVC', 'svc_c': 262918385.6893753, 'svc_kernel': 'sigmoid'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:48:52,778] Trial 590 finished with value: 0.9976464937525648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:48:55,729] Trial 591 finished with value: 0.9975326836793399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:48:58,732] Trial 592 finished with value: 0.9975124884996994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:49:05,514] Trial 593 finished with value: 0.9973405299462542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:49:09,586] Trial 594 finished with value: 0.9971709288845757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:49:12,350] Trial 595 finished with value: 0.9974043658594932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:49:15,933] Trial 596 finished with value: 0.9973467572728167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:49:19,518] Trial 597 finished with value: 0.997304956798307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:49:22,480] Trial 598 finished with value: 0.9975155940856832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:49:24,779] Trial 599 finished with value: 0.9975210302179507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:49:29,842] Trial 600 finished with value: 0.9972890697857025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:49:32,397] Trial 601 finished with value: 0.997335531098876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:49:35,935] Trial 602 finished with value: 0.9974159043979194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:49:37,690] Trial 603 finished with value: 0.9913752277073623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 18, 'rf_n_estimators': 121}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:49:40,794] Trial 604 finished with value: 0.997392974489744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:49:47,308] Trial 605 finished with value: 0.9972545163767225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 27, 'rf_n_estimators': 112}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:49:50,508] Trial 606 finished with value: 0.997178530748173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:50:02,562] Trial 607 finished with value: 0.9926160707745302 and parameters: {'classifier': 'SVC', 'svc_c': 2212418.746903216, 'svc_kernel': 'rbf'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:50:06,343] Trial 608 finished with value: 0.9974787783351831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:50:09,441] Trial 609 finished with value: 0.9976602572452563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 98}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:50:12,628] Trial 610 finished with value: 0.9974408049445076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 100}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:50:15,712] Trial 611 finished with value: 0.9975601773399201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 96}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:50:18,749] Trial 612 finished with value: 0.9971322594181138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 11, 'rf_n_estimators': 93}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:50:22,261] Trial 613 finished with value: 0.9972276762631327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 96}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:50:25,811] Trial 614 finished with value: 0.9971563172597829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:50:28,771] Trial 615 finished with value: 0.9972766039925715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 99}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:50:31,444] Trial 616 finished with value: 0.9975807360138148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 100}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:50:41,481] Trial 617 finished with value: 0.9970265989095553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 39, 'rf_n_estimators': 97}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:50:42,763] Trial 618 finished with value: 0.9969449340363671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 102}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:50:47,404] Trial 619 finished with value: 0.9930994207290564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 52, 'rf_n_estimators': 125}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:50:50,531] Trial 620 finished with value: 0.9974617040074599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:50:54,330] Trial 621 finished with value: 0.9973723766512714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:50:57,729] Trial 622 finished with value: 0.9973438976238779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:50:59,387] Trial 623 finished with value: 0.9971428696862222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 63}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:51:03,479] Trial 624 finished with value: 0.9974716602207713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 104}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:51:15,722] Trial 625 finished with value: 0.9971226089995407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 43, 'rf_n_estimators': 125}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:51:22,491] Trial 626 finished with value: 0.9970739350464103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 21, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:51:32,123] Trial 627 finished with value: 0.9971816914946402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 34, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:51:35,579] Trial 628 finished with value: 0.9870219454899448 and parameters: {'classifier': 'SVC', 'svc_c': 232086.73621968486, 'svc_kernel': 'sigmoid'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:51:39,400] Trial 629 finished with value: 0.9974593136669588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:51:40,512] Trial 630 finished with value: 0.9970450819560392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 45}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:51:43,051] Trial 631 finished with value: 0.9968928708555738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:51:46,381] Trial 632 finished with value: 0.9974908635590655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:51:49,163] Trial 633 finished with value: 0.9976244430161642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:51:50,047] Trial 634 finished with value: 0.9964338737148287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 40}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:51:53,212] Trial 635 finished with value: 0.9972264864089818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:51:54,713] Trial 636 finished with value: 0.9938847951490803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:51:57,811] Trial 637 finished with value: 0.9976834996131309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:52:01,655] Trial 638 finished with value: 0.9968884094896585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:52:04,720] Trial 639 finished with value: 0.9971609346175132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:52:08,910] Trial 640 finished with value: 0.9970224771392499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 14, 'rf_n_estimators': 109}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:52:12,056] Trial 641 finished with value: 0.9968782295558373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:52:20,975] Trial 642 finished with value: 0.9963921851481805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 29, 'rf_n_estimators': 117}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:52:23,998] Trial 643 finished with value: 0.9975427407239832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:52:26,274] Trial 644 finished with value: 0.9967543168940717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:52:28,483] Trial 645 finished with value: 0.9975728312118907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:52:33,664] Trial 646 finished with value: 0.9970000808722507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 18, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:52:35,701] Trial 647 finished with value: 0.9949992814182286 and parameters: {'classifier': 'SVC', 'svc_c': 840.3150774627974, 'svc_kernel': 'rbf'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:52:45,376] Trial 648 finished with value: 0.9971600322135902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 33, 'rf_n_estimators': 114}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:52:48,546] Trial 649 finished with value: 0.997436787528442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:52:51,306] Trial 650 finished with value: 0.9972801183628036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:52:52,736] Trial 651 finished with value: 0.9969566588128345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 8, 'rf_n_estimators': 55}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:52:54,250] Trial 652 finished with value: 0.997354000720225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 4, 'rf_n_estimators': 98}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:52:56,054] Trial 653 finished with value: 0.9970237044758697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 3, 'rf_n_estimators': 111}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:52:59,164] Trial 654 finished with value: 0.9974333162265504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:53:00,859] Trial 655 finished with value: 0.9969917531309717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:53:04,899] Trial 656 finished with value: 0.9974830676816397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:53:08,955] Trial 657 finished with value: 0.9967401471244267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:53:11,359] Trial 658 finished with value: 0.9973949052018689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:53:13,036] Trial 659 finished with value: 0.9970891072578626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 5, 'rf_n_estimators': 109}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:53:26,924] Trial 660 finished with value: 0.9963055253313771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 49, 'rf_n_estimators': 106}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:53:27,437] Trial 661 finished with value: 0.9932761989059166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 8}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:53:30,695] Trial 662 finished with value: 0.9971333243835989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:53:33,192] Trial 663 finished with value: 0.9973337180391738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:53:36,898] Trial 664 finished with value: 0.9973252662661523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:53:43,708] Trial 665 finished with value: 0.9853401011516362 and parameters: {'classifier': 'SVC', 'svc_c': 0.0027042368566488092, 'svc_kernel': 'rbf'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:53:49,731] Trial 666 finished with value: 0.9970919960104627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 20, 'rf_n_estimators': 116}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:53:53,817] Trial 667 finished with value: 0.9973803222681444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:53:56,511] Trial 668 finished with value: 0.9973905549821058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 94}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:53:59,240] Trial 669 finished with value: 0.9972508193548327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:54:04,131] Trial 670 finished with value: 0.9971396440992102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 16, 'rf_n_estimators': 111}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:54:06,551] Trial 671 finished with value: 0.9968408789581203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 6, 'rf_n_estimators': 102}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:54:09,475] Trial 672 finished with value: 0.9969196368611494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:54:13,648] Trial 673 finished with value: 0.9976000344071417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:54:16,967] Trial 674 finished with value: 0.9972611873357557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:54:19,870] Trial 675 finished with value: 0.9975464847814517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:54:22,684] Trial 676 finished with value: 0.9975669255807581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:54:25,223] Trial 677 finished with value: 0.9973493011930522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:54:28,705] Trial 678 finished with value: 0.9974922763720165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:54:31,782] Trial 679 finished with value: 0.9973699792649549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:54:33,905] Trial 680 finished with value: 0.9973887776910253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:54:36,544] Trial 681 finished with value: 0.9973718766205392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:54:40,278] Trial 682 finished with value: 0.9964949541429409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 14, 'rf_n_estimators': 110}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:54:43,368] Trial 683 finished with value: 0.9971325937134932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:54:46,326] Trial 684 finished with value: 0.9975710012358837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 99}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:54:51,037] Trial 685 finished with value: 0.9854040103159657 and parameters: {'classifier': 'SVC', 'svc_c': 0.26469215230422694, 'svc_kernel': 'sigmoid'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:54:52,474] Trial 686 finished with value: 0.9971257429909519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 2, 'rf_n_estimators': 113}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:54:55,335] Trial 687 finished with value: 0.997098129868888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:54:58,621] Trial 688 finished with value: 0.9975179844579224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:55:03,282] Trial 689 finished with value: 0.9972981989091453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:55:06,249] Trial 690 finished with value: 0.9973989397881424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:55:08,553] Trial 691 finished with value: 0.9971923514960497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:55:11,632] Trial 692 finished with value: 0.9971149951390146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:55:21,484] Trial 693 finished with value: 0.9968076855819513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 37, 'rf_n_estimators': 104}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:55:25,190] Trial 694 finished with value: 0.9976272013894403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:55:35,667] Trial 695 finished with value: 0.9965326034261052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 46, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:55:37,548] Trial 696 finished with value: 0.997099469621176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 7, 'rf_n_estimators': 78}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:55:40,785] Trial 697 finished with value: 0.9974510460690144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:55:42,167] Trial 698 finished with value: 0.9972679973702996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:55:49,996] Trial 699 finished with value: 0.9965696845055122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 26, 'rf_n_estimators': 111}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:55:52,329] Trial 700 finished with value: 0.9970412548087291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:55:55,241] Trial 701 finished with value: 0.9973543572004018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:55:57,878] Trial 702 finished with value: 0.9974854503733052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:56:00,469] Trial 703 finished with value: 0.9911920843027316 and parameters: {'classifier': 'SVC', 'svc_c': 12.876526431836988, 'svc_kernel': 'rbf'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:56:04,466] Trial 704 finished with value: 0.9974026864481192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:56:15,582] Trial 705 finished with value: 0.9967644665181913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 48, 'rf_n_estimators': 109}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:56:20,184] Trial 706 finished with value: 0.9975731215820062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:56:22,739] Trial 707 finished with value: 0.9974888161149166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:56:27,389] Trial 708 finished with value: 0.9966180203229765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 18, 'rf_n_estimators': 121}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:56:30,628] Trial 709 finished with value: 0.9974769286181978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:56:38,205] Trial 710 finished with value: 0.9968419964498424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 42, 'rf_n_estimators': 69}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:56:41,148] Trial 711 finished with value: 0.9972133270790969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 10, 'rf_n_estimators': 91}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:56:43,533] Trial 712 finished with value: 0.9974737673004483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:56:46,779] Trial 713 finished with value: 0.997260687146334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:57:04,342] Trial 714 finished with value: 0.995612812176032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 71, 'rf_n_estimators': 106}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:57:07,536] Trial 715 finished with value: 0.9975873832011551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:57:10,238] Trial 716 finished with value: 0.9976574402203272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:57:13,135] Trial 717 finished with value: 0.9971184097887412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:57:16,197] Trial 718 finished with value: 0.9975755084948132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:57:18,506] Trial 719 finished with value: 0.9975371451087308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:57:21,356] Trial 720 finished with value: 0.9974472544046846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:57:23,640] Trial 721 finished with value: 0.9972905020857287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:57:25,946] Trial 722 finished with value: 0.9975331779972486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:57:28,736] Trial 723 finished with value: 0.9975133864285777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:57:34,835] Trial 724 finished with value: 0.9853987687370709 and parameters: {'classifier': 'SVC', 'svc_c': 0.10392815433334858, 'svc_kernel': 'sigmoid'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:57:37,529] Trial 725 finished with value: 0.9976441604768214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:57:56,873] Trial 726 finished with value: 0.9957684084417083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 60, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:58:15,492] Trial 727 finished with value: 0.996419454421755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 64, 'rf_n_estimators': 118}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:58:17,961] Trial 728 finished with value: 0.9972068342649383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:58:20,844] Trial 729 finished with value: 0.9973333740637326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:58:28,964] Trial 730 finished with value: 0.9970643215707616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 24, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:58:31,896] Trial 731 finished with value: 0.9973698868441683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:58:34,583] Trial 732 finished with value: 0.9975305664752704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:58:36,327] Trial 733 finished with value: 0.9971402596559257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:58:39,341] Trial 734 finished with value: 0.9976798175080578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:58:42,080] Trial 735 finished with value: 0.99756089353754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:58:44,663] Trial 736 finished with value: 0.9976235539104241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:58:47,334] Trial 737 finished with value: 0.9973610733224773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:58:49,334] Trial 738 finished with value: 0.9975772172637515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:58:51,354] Trial 739 finished with value: 0.9972993622304056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:58:53,036] Trial 740 finished with value: 0.9974607167681103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 114}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:58:55,240] Trial 741 finished with value: 0.9967591111906363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:59:04,031] Trial 742 finished with value: 0.9971121053390636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 28, 'rf_n_estimators': 125}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:59:06,919] Trial 743 finished with value: 0.9972397976364918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:59:09,450] Trial 744 finished with value: 0.9974282988759722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:59:13,226] Trial 745 finished with value: 0.9962908259830079 and parameters: {'classifier': 'SVC', 'svc_c': 89237.84345988506, 'svc_kernel': 'rbf'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:59:25,747] Trial 746 finished with value: 0.9963541207331866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 47, 'rf_n_estimators': 117}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:59:28,185] Trial 747 finished with value: 0.9973157411488381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:59:30,395] Trial 748 finished with value: 0.9973723068278749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 97}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:59:33,170] Trial 749 finished with value: 0.9972569273151256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:59:34,736] Trial 750 finished with value: 0.9913320302571172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 19, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:59:42,359] Trial 751 finished with value: 0.9943102187887386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 55, 'rf_n_estimators': 119}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:59:44,675] Trial 752 finished with value: 0.9972447856612435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:59:46,472] Trial 753 finished with value: 0.9972460467987349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:59:49,154] Trial 754 finished with value: 0.9974647139671285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:59:52,260] Trial 755 finished with value: 0.9974314565121243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:59:55,843] Trial 756 finished with value: 0.9972712945897687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 01:59:59,193] Trial 757 finished with value: 0.9974099015853142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:00:01,449] Trial 758 finished with value: 0.9975616836527464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:00:06,310] Trial 759 finished with value: 0.9974618035375378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:00:07,930] Trial 760 finished with value: 0.9954767207270327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:00:12,157] Trial 761 finished with value: 0.98693238981125 and parameters: {'classifier': 'SVC', 'svc_c': 1.68954338882192, 'svc_kernel': 'sigmoid'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:00:13,383] Trial 762 finished with value: 0.9959803526009005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 36}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:00:14,471] Trial 763 finished with value: 0.9969294937982863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 82}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:00:16,669] Trial 764 finished with value: 0.9973948336646256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 94}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:00:18,599] Trial 765 finished with value: 0.9973380421386392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:00:21,194] Trial 766 finished with value: 0.9973755681200327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:00:25,759] Trial 767 finished with value: 0.9974257519088976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:00:33,697] Trial 768 finished with value: 0.9961531503363572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 36, 'rf_n_estimators': 125}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:00:36,620] Trial 769 finished with value: 0.9974256512997309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:00:39,322] Trial 770 finished with value: 0.9975566579233606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:00:41,413] Trial 771 finished with value: 0.9972197811412705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 75}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:00:43,323] Trial 772 finished with value: 0.9975193731818015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 4, 'rf_n_estimators': 110}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:00:46,521] Trial 773 finished with value: 0.9974336827359059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:00:49,958] Trial 774 finished with value: 0.997307636683738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:01:03,281] Trial 775 finished with value: 0.9972016630172464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 44, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:01:07,903] Trial 776 finished with value: 0.9968848079036566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:01:09,475] Trial 777 finished with value: 0.9969603247633128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:01:11,924] Trial 778 finished with value: 0.9972820807176226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:01:14,532] Trial 779 finished with value: 0.9976336663377162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:01:21,248] Trial 780 finished with value: 0.9853822165931395 and parameters: {'classifier': 'SVC', 'svc_c': 0.007343817266568982, 'svc_kernel': 'rbf'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:01:31,044] Trial 781 finished with value: 0.9968320514717502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 38, 'rf_n_estimators': 99}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:01:33,968] Trial 782 finished with value: 0.9972389090385585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:01:36,997] Trial 783 finished with value: 0.9969625844388489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:01:41,299] Trial 784 finished with value: 0.9972224523939907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:01:48,218] Trial 785 finished with value: 0.997211361613963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:01:51,079] Trial 786 finished with value: 0.9974438310270334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:01:51,898] Trial 787 finished with value: 0.99648763065253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 25}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:01:54,428] Trial 788 finished with value: 0.9974944452136613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:01:57,336] Trial 789 finished with value: 0.9973961293646981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:02:07,117] Trial 790 finished with value: 0.9969344692230888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 34, 'rf_n_estimators': 118}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:02:09,731] Trial 791 finished with value: 0.9975539108487798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:02:12,759] Trial 792 finished with value: 0.9974688793135807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:02:18,137] Trial 793 finished with value: 0.9970325368181397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 21, 'rf_n_estimators': 121}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:02:20,373] Trial 794 finished with value: 0.9975347991060864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:02:24,312] Trial 795 finished with value: 0.9973683595525848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 108}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:02:27,907] Trial 796 finished with value: 0.997546940537803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:02:30,138] Trial 797 finished with value: 0.9974568581050578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:02:32,191] Trial 798 finished with value: 0.9973866723251953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:02:35,759] Trial 799 finished with value: 0.9866224611468485 and parameters: {'classifier': 'SVC', 'svc_c': 7043276.806683346, 'svc_kernel': 'sigmoid'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:02:37,330] Trial 800 finished with value: 0.9969099665429084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 66}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:02:53,816] Trial 801 finished with value: 0.9967295818289331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 57, 'rf_n_estimators': 118}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:03:07,392] Trial 802 finished with value: 0.9964858335569954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 51, 'rf_n_estimators': 121}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:03:10,423] Trial 803 finished with value: 0.9969738841812593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:03:12,681] Trial 804 finished with value: 0.9974684367284611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:03:16,467] Trial 805 finished with value: 0.9975587307260976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:03:21,653] Trial 806 finished with value: 0.9972778988039828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:03:24,528] Trial 807 finished with value: 0.996857664566099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:03:28,106] Trial 808 finished with value: 0.997698930583743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:03:36,246] Trial 809 finished with value: 0.9973323451207724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 26, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:03:39,598] Trial 810 finished with value: 0.9976371199298555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:03:43,448] Trial 811 finished with value: 0.9972179025110514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:03:46,613] Trial 812 finished with value: 0.9969761681045567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:03:49,857] Trial 813 finished with value: 0.9974057321764098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:03:57,698] Trial 814 finished with value: 0.9941692009500039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 63, 'rf_n_estimators': 117}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:04:00,634] Trial 815 finished with value: 0.9973835455065515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:04:01,999] Trial 816 finished with value: 0.9973054768873967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 115}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:04:06,910] Trial 817 finished with value: 0.9974722521644835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:04:10,837] Trial 818 finished with value: 0.9974331717555956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:04:12,976] Trial 819 finished with value: 0.9955191748754846 and parameters: {'classifier': 'SVC', 'svc_c': 4787.203538558162, 'svc_kernel': 'rbf'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:04:16,088] Trial 820 finished with value: 0.9972309889389631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:04:18,692] Trial 821 finished with value: 0.9941852216109367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 23, 'rf_n_estimators': 109}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:04:21,092] Trial 822 finished with value: 0.9972679829930274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:04:23,610] Trial 823 finished with value: 0.9974053590020938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 97}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:04:37,096] Trial 824 finished with value: 0.9970722531594797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 42, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:04:40,521] Trial 825 finished with value: 0.9975038430619665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:04:43,412] Trial 826 finished with value: 0.9970832285404757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:04:46,340] Trial 827 finished with value: 0.9970762002126042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:04:50,636] Trial 828 finished with value: 0.9975871179992004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:04:52,761] Trial 829 finished with value: 0.997368619200406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:04:55,964] Trial 830 finished with value: 0.9974177484655571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:04:58,306] Trial 831 finished with value: 0.9974241040767419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:05:06,385] Trial 832 finished with value: 0.9966865005711673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 28, 'rf_n_estimators': 107}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:05:08,841] Trial 833 finished with value: 0.9974730855384579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:05:10,829] Trial 834 finished with value: 0.9973517514547225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 92}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:05:14,004] Trial 835 finished with value: 0.9975010993833414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:05:16,760] Trial 836 finished with value: 0.9976684930735553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:05:19,133] Trial 837 finished with value: 0.9973909040356119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:05:25,578] Trial 838 finished with value: 0.9852063832220469 and parameters: {'classifier': 'SVC', 'svc_c': 9.075924978898337e-10, 'svc_kernel': 'sigmoid'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:05:28,150] Trial 839 finished with value: 0.997441852708047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:05:32,541] Trial 840 finished with value: 0.9972498548080869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 18, 'rf_n_estimators': 98}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:05:34,855] Trial 841 finished with value: 0.9974203697945487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 100}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:05:36,484] Trial 842 finished with value: 0.9971441822708614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 102}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:05:38,235] Trial 843 finished with value: 0.9971448517820196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 103}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:05:41,049] Trial 844 finished with value: 0.9975402214958399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 100}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:05:43,115] Trial 845 finished with value: 0.9974548176749866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 101}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:05:48,109] Trial 846 finished with value: 0.9955930164179572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 39, 'rf_n_estimators': 95}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:05:51,348] Trial 847 finished with value: 0.9973339761318373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:05:53,475] Trial 848 finished with value: 0.9976318351874068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:05:55,859] Trial 849 finished with value: 0.9975229476636306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:05:58,552] Trial 850 finished with value: 0.9974994999197566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:06:01,356] Trial 851 finished with value: 0.9974973317446079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:06:03,584] Trial 852 finished with value: 0.9973910428572195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:06:05,117] Trial 853 finished with value: 0.9970371600156452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 3, 'rf_n_estimators': 105}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:06:06,282] Trial 854 finished with value: 0.9956356279546923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 95}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:06:08,738] Trial 855 finished with value: 0.9972845762375492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:06:11,060] Trial 856 finished with value: 0.9970405765061706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 99}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:06:12,360] Trial 857 finished with value: 0.9903122901157898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:06:15,294] Trial 858 finished with value: 0.9975871816971807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:06:18,518] Trial 859 finished with value: 0.9975644129540995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:06:21,027] Trial 860 finished with value: 0.9930547342948826 and parameters: {'classifier': 'SVC', 'svc_c': 105.81404283467346, 'svc_kernel': 'rbf'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:06:23,509] Trial 861 finished with value: 0.997449956443175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 97}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:06:26,750] Trial 862 finished with value: 0.9974389825538607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:06:46,360] Trial 863 finished with value: 0.9956963333676899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 53, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:06:47,823] Trial 864 finished with value: 0.9938449383992377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 31, 'rf_n_estimators': 15}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:06:49,822] Trial 865 finished with value: 0.9976129789666067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 106}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:06:51,333] Trial 866 finished with value: 0.997359168381533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 110}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:06:55,889] Trial 867 finished with value: 0.9976236426496135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:06:57,914] Trial 868 finished with value: 0.9974078271639439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:07:02,156] Trial 869 finished with value: 0.9973564442217212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:07:05,212] Trial 870 finished with value: 0.9974758590507159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:07:07,796] Trial 871 finished with value: 0.9974394734123376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:07:10,049] Trial 872 finished with value: 0.9955339038987973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:07:14,272] Trial 873 finished with value: 0.9970777738415325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 16, 'rf_n_estimators': 104}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:07:15,829] Trial 874 finished with value: 0.9970541520152363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:07:19,907] Trial 875 finished with value: 0.9873133382642463 and parameters: {'classifier': 'SVC', 'svc_c': 102458.37663930176, 'svc_kernel': 'sigmoid'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:07:22,331] Trial 876 finished with value: 0.9973839196012667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:07:25,303] Trial 877 finished with value: 0.9975384663260809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:07:27,967] Trial 878 finished with value: 0.9968482913146722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:07:29,161] Trial 879 finished with value: 0.9966295858068861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 100}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:07:31,886] Trial 880 finished with value: 0.9974073377019349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:07:35,487] Trial 881 finished with value: 0.9974185640980412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:07:37,405] Trial 882 finished with value: 0.9973841927694362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 62}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:07:41,100] Trial 883 finished with value: 0.9972684935607449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:07:42,636] Trial 884 finished with value: 0.9966415937807017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 50}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:07:45,161] Trial 885 finished with value: 0.9974908704144534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:07:48,163] Trial 886 finished with value: 0.997253700553811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:07:50,977] Trial 887 finished with value: 0.9975662662892063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:07:53,097] Trial 888 finished with value: 0.9966186542242025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:07:56,365] Trial 889 finished with value: 0.9973108196150023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:07:57,378] Trial 890 finished with value: 0.9969161900609222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 29}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:07:59,402] Trial 891 finished with value: 0.9971537445532653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:08:03,381] Trial 892 finished with value: 0.9972160303236278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:08:08,609] Trial 893 finished with value: 0.9972489436762393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 102}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:12:10,537] Trial 894 finished with value: 0.9892016997699974 and parameters: {'classifier': 'SVC', 'svc_c': 8285910939.196329, 'svc_kernel': 'rbf'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:12:12,636] Trial 895 finished with value: 0.9970579587868098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 98}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:12:15,609] Trial 896 finished with value: 0.9972977047816638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:12:19,734] Trial 897 finished with value: 0.9976631732607188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:12:23,167] Trial 898 finished with value: 0.9971926242833643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:12:25,635] Trial 899 finished with value: 0.9975636276313171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:12:29,183] Trial 900 finished with value: 0.9975003901045855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:12:33,890] Trial 901 finished with value: 0.9973260217870396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:12:36,559] Trial 902 finished with value: 0.9975110883184355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:12:38,580] Trial 903 finished with value: 0.9971146274236186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:12:41,725] Trial 904 finished with value: 0.9971124626126878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:13:05,051] Trial 905 finished with value: 0.995289517917085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 71, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:13:08,644] Trial 906 finished with value: 0.9975154318415003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:13:12,330] Trial 907 finished with value: 0.9977288463227318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:13:15,613] Trial 908 finished with value: 0.9972256269464475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:13:36,431] Trial 909 finished with value: 0.9964371664592528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 58, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:13:46,647] Trial 910 finished with value: 0.9967220703866341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 39, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:13:50,497] Trial 911 finished with value: 0.9972938884252421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:13:53,988] Trial 912 finished with value: 0.997349651833454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:13:55,867] Trial 913 finished with value: 0.9973326598338629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 72}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:14:01,548] Trial 914 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 5.726995094447609e-05, 'svc_kernel': 'sigmoid'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:14:05,953] Trial 915 finished with value: 0.9976762492151211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:14:12,638] Trial 916 finished with value: 0.9973921543187391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 19, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:14:20,718] Trial 917 finished with value: 0.9970671197751116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 29, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:14:24,588] Trial 918 finished with value: 0.9968798986841291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:14:28,246] Trial 919 finished with value: 0.9975220046669238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:14:32,237] Trial 920 finished with value: 0.9973665873078318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:14:36,307] Trial 921 finished with value: 0.9973055361103321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:14:39,472] Trial 922 finished with value: 0.9970514644809695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:14:44,026] Trial 923 finished with value: 0.9973148533760902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:14:50,599] Trial 924 finished with value: 0.9971661890819984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 22, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:14:52,837] Trial 925 finished with value: 0.9964858694208308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:14:56,635] Trial 926 finished with value: 0.9975780474956729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:15:01,240] Trial 927 finished with value: 0.9975069320490247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:15:02,768] Trial 928 finished with value: 0.9940551086950435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:15:07,024] Trial 929 finished with value: 0.9968004143321361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:15:15,457] Trial 930 finished with value: 0.9969709219554034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 29, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:15:20,035] Trial 931 finished with value: 0.9972686735146804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 111}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:15:24,106] Trial 932 finished with value: 0.9972142251666645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:15:30,469] Trial 933 finished with value: 0.9853859868661196 and parameters: {'classifier': 'SVC', 'svc_c': 0.05852554124025369, 'svc_kernel': 'rbf'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:15:31,886] Trial 934 finished with value: 0.9970895739320541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 2, 'rf_n_estimators': 106}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:15:35,717] Trial 935 finished with value: 0.9974377198929498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:15:37,165] Trial 936 finished with value: 0.9965663544690466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:15:39,732] Trial 937 finished with value: 0.99749648446943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:15:43,807] Trial 938 finished with value: 0.9976330467502864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:15:45,853] Trial 939 finished with value: 0.9972460654288865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:16:04,666] Trial 940 finished with value: 0.9959496892120255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 68, 'rf_n_estimators': 125}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:16:11,572] Trial 941 finished with value: 0.9971726907827709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 25, 'rf_n_estimators': 113}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:16:24,926] Trial 942 finished with value: 0.996733836105002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 47, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:16:35,262] Trial 943 finished with value: 0.9970350863242469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 34, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:16:40,087] Trial 944 finished with value: 0.9969336309932144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 20, 'rf_n_estimators': 117}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:16:50,839] Trial 945 finished with value: 0.995078518976253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 64, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:16:54,540] Trial 946 finished with value: 0.9974743938384796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:16:57,793] Trial 947 finished with value: 0.9973061971474689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:17:00,195] Trial 948 finished with value: 0.9973873157160554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:17:04,504] Trial 949 finished with value: 0.9972941103684291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 110}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:17:07,586] Trial 950 finished with value: 0.9971014980543184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:17:19,140] Trial 951 finished with value: 0.9969688828265864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 39, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:17:22,742] Trial 952 finished with value: 0.9971436923645217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:17:28,948] Trial 953 finished with value: 0.9852049079806319 and parameters: {'classifier': 'SVC', 'svc_c': 6.813109704825899e-08, 'svc_kernel': 'sigmoid'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:17:30,483] Trial 954 finished with value: 0.9970496722095968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 2, 'rf_n_estimators': 118}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:17:32,688] Trial 955 finished with value: 0.9972491225193479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 107}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:17:35,657] Trial 956 finished with value: 0.9974952797302002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:17:38,373] Trial 957 finished with value: 0.9972412993155838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:17:40,870] Trial 958 finished with value: 0.99758546765975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:17:44,471] Trial 959 finished with value: 0.9974335895851475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:17:46,019] Trial 960 finished with value: 0.9954151349679575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:17:53,624] Trial 961 finished with value: 0.9971292484110942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 33, 'rf_n_estimators': 114}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:18:10,620] Trial 962 finished with value: 0.9963093157896662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 73, 'rf_n_estimators': 116}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:18:20,337] Trial 963 finished with value: 0.9968738601981161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 32, 'rf_n_estimators': 121}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:18:20,968] Trial 964 finished with value: 0.9852937501911669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 1, 'rf_n_estimators': 125}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:18:25,731] Trial 965 finished with value: 0.997487155492384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:18:28,513] Trial 966 finished with value: 0.9973194479142652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:18:31,376] Trial 967 finished with value: 0.9974747156291235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:18:33,887] Trial 968 finished with value: 0.9974332388495321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:18:38,062] Trial 969 finished with value: 0.9971782137499533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:18:39,780] Trial 970 finished with value: 0.9971946472575864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 85}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:18:47,309] Trial 971 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.8035781248603744e-06, 'svc_kernel': 'rbf'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:18:50,405] Trial 972 finished with value: 0.9973501577991747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:18:55,856] Trial 973 finished with value: 0.9974068620141777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:19:01,004] Trial 974 finished with value: 0.9973306527285944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 117}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:19:04,401] Trial 975 finished with value: 0.9974114750872906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:19:08,116] Trial 976 finished with value: 0.9973003839053849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:19:11,093] Trial 977 finished with value: 0.9972097245726955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:19:28,148] Trial 978 finished with value: 0.9967166546618413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 58, 'rf_n_estimators': 115}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:19:30,900] Trial 979 finished with value: 0.99727914756369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:19:33,361] Trial 980 finished with value: 0.9973326698630416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:19:36,563] Trial 981 finished with value: 0.9972845372951366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:19:39,602] Trial 982 finished with value: 0.9969566291378911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:19:42,077] Trial 983 finished with value: 0.9974622069898175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:19:44,677] Trial 984 finished with value: 0.997119854276124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:19:48,560] Trial 985 finished with value: 0.9969833863203285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:19:56,366] Trial 986 finished with value: 0.997105352464491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 22, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:19:59,193] Trial 987 finished with value: 0.9975030288259502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:20:01,458] Trial 988 finished with value: 0.996915142583024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:20:01,786] Trial 989 finished with value: 0.9954854364959685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 5, 'rf_n_estimators': 8}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:20:08,517] Trial 990 finished with value: 0.9852063832220471 and parameters: {'classifier': 'SVC', 'svc_c': 2.1637581721583274e-10, 'svc_kernel': 'sigmoid'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:20:10,698] Trial 991 finished with value: 0.9969988506157433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 117}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:20:12,637] Trial 992 finished with value: 0.9972763478359205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:20:14,480] Trial 993 finished with value: 0.9973179868596947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 53}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:20:17,371] Trial 994 finished with value: 0.997628712431215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:20:21,549] Trial 995 finished with value: 0.9974462065459316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:20:24,701] Trial 996 finished with value: 0.9975323205659405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:20:30,193] Trial 997 finished with value: 0.9973977356201952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 22, 'rf_n_estimators': 115}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:20:32,957] Trial 998 finished with value: 0.997125479217203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:20:39,095] Trial 999 finished with value: 0.997127419895031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 24, 'rf_n_estimators': 111}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:20:42,193] Trial 1000 finished with value: 0.997448820099136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:20:44,947] Trial 1001 finished with value: 0.9971136612265016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:20:48,689] Trial 1002 finished with value: 0.9971589932097134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 108}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:20:50,581] Trial 1003 finished with value: 0.9972919205162892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 79}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:20:52,695] Trial 1004 finished with value: 0.9974362389704495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 103}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:21:07,889] Trial 1005 finished with value: 0.9965036199564103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 53, 'rf_n_estimators': 121}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:21:11,602] Trial 1006 finished with value: 0.9968610921966302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:21:13,800] Trial 1007 finished with value: 0.9974658197475628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:21:16,355] Trial 1008 finished with value: 0.997109264447228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:21:20,963] Trial 1009 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 4.9182634174245184e-09, 'svc_kernel': 'rbf'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:21:23,918] Trial 1010 finished with value: 0.9974303348309984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:21:26,437] Trial 1011 finished with value: 0.9971561082021863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:21:39,054] Trial 1012 finished with value: 0.9966222468601144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 42, 'rf_n_estimators': 116}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:21:40,171] Trial 1013 finished with value: 0.9971096681534108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 1, 'rf_n_estimators': 106}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:21:43,393] Trial 1014 finished with value: 0.9972029366912113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:21:46,020] Trial 1015 finished with value: 0.9955080870470825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 17, 'rf_n_estimators': 109}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:21:53,588] Trial 1016 finished with value: 0.9968828834438993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 46, 'rf_n_estimators': 60}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:21:57,774] Trial 1017 finished with value: 0.9971273411215447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:22:00,079] Trial 1018 finished with value: 0.9975194907390108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:22:09,421] Trial 1019 finished with value: 0.9970866339544715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 29, 'rf_n_estimators': 119}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:22:12,037] Trial 1020 finished with value: 0.9972939366351236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:22:33,978] Trial 1021 finished with value: 0.9961687202555282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 69, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:22:36,587] Trial 1022 finished with value: 0.9974703025365654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:22:39,735] Trial 1023 finished with value: 0.9974311177099621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:22:46,171] Trial 1024 finished with value: 0.9891619481361044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 67, 'rf_n_estimators': 117}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:22:49,571] Trial 1025 finished with value: 0.9972490274643149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:22:51,824] Trial 1026 finished with value: 0.9974742577145944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:22:54,657] Trial 1027 finished with value: 0.9976376682656829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:23:00,230] Trial 1028 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 1.7514730812624818e-05, 'svc_kernel': 'sigmoid'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:23:13,373] Trial 1029 finished with value: 0.9967577041222465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 53, 'rf_n_estimators': 103}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:23:17,329] Trial 1030 finished with value: 0.9969024650980506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:23:20,244] Trial 1031 finished with value: 0.9972606466170261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:23:23,673] Trial 1032 finished with value: 0.9973650346893983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 15, 'rf_n_estimators': 106}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:23:31,831] Trial 1033 finished with value: 0.9963284251520163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 31, 'rf_n_estimators': 112}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:23:35,097] Trial 1034 finished with value: 0.997458562430689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:23:37,477] Trial 1035 finished with value: 0.9975434869139258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:23:38,038] Trial 1036 finished with value: 0.9807611456227509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 31, 'rf_n_estimators': 2}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:23:40,307] Trial 1037 finished with value: 0.9973904548807456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:23:45,615] Trial 1038 finished with value: 0.9968495136684404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 19, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:23:47,792] Trial 1039 finished with value: 0.9973137103036148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:23:50,644] Trial 1040 finished with value: 0.9975204152325178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:23:53,974] Trial 1041 finished with value: 0.9972170087398392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:23:58,174] Trial 1042 finished with value: 0.9976019495042162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:24:00,190] Trial 1043 finished with value: 0.9944871739679085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 25, 'rf_n_estimators': 56}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:24:02,966] Trial 1044 finished with value: 0.9966919243256509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:24:06,104] Trial 1045 finished with value: 0.9973828448287682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:24:13,032] Trial 1046 finished with value: 0.9853091296511552 and parameters: {'classifier': 'SVC', 'svc_c': 0.0015088097749887802, 'svc_kernel': 'rbf'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:24:15,629] Trial 1047 finished with value: 0.9974256998269914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:24:16,968] Trial 1048 finished with value: 0.9898972667027683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:24:18,962] Trial 1049 finished with value: 0.9974693556995721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:24:22,011] Trial 1050 finished with value: 0.9975443715763586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:24:24,290] Trial 1051 finished with value: 0.9973843104218593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:24:26,821] Trial 1052 finished with value: 0.9969710086951045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 10, 'rf_n_estimators': 101}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:24:29,715] Trial 1053 finished with value: 0.9969251938513684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:24:32,772] Trial 1054 finished with value: 0.997479866342389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:24:36,863] Trial 1055 finished with value: 0.9973209295349997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:24:38,562] Trial 1056 finished with value: 0.9969129270549173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 42}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:24:41,243] Trial 1057 finished with value: 0.9973848457768826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:24:41,766] Trial 1058 finished with value: 0.9964680517913148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 20}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:24:44,197] Trial 1059 finished with value: 0.997551222965396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:24:46,799] Trial 1060 finished with value: 0.9975494843945626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:24:50,771] Trial 1061 finished with value: 0.9975089450892819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:24:53,737] Trial 1062 finished with value: 0.9974850931948945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:24:56,227] Trial 1063 finished with value: 0.9970600055962006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 67}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:24:59,678] Trial 1064 finished with value: 0.9973176145740402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:25:04,786] Trial 1065 finished with value: 0.9852053993786534 and parameters: {'classifier': 'SVC', 'svc_c': 0.00019954714315418537, 'svc_kernel': 'sigmoid'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:25:07,743] Trial 1066 finished with value: 0.9975305075697142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:25:10,248] Trial 1067 finished with value: 0.997130545031566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:25:23,960] Trial 1068 finished with value: 0.9968588071625061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 57, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:25:25,844] Trial 1069 finished with value: 0.9973621706606282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:25:28,179] Trial 1070 finished with value: 0.9973089495857564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 103}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:25:39,238] Trial 1071 finished with value: 0.9967183044617475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 38, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:25:44,415] Trial 1072 finished with value: 0.997170656700281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 20, 'rf_n_estimators': 116}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:25:47,267] Trial 1073 finished with value: 0.9974987826747856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:25:48,945] Trial 1074 finished with value: 0.997509202705877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 46}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:26:03,066] Trial 1075 finished with value: 0.9966027007524195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 49, 'rf_n_estimators': 112}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:26:03,776] Trial 1076 finished with value: 0.9964066209132282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 35}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:26:06,159] Trial 1077 finished with value: 0.9965931265365625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:26:09,432] Trial 1078 finished with value: 0.9975756206565781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:26:14,861] Trial 1079 finished with value: 0.9972971768850488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 107}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:26:21,819] Trial 1080 finished with value: 0.9968920933720544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 24, 'rf_n_estimators': 118}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:26:25,369] Trial 1081 finished with value: 0.9969835489453663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:26:27,331] Trial 1082 finished with value: 0.9969001484529704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 5, 'rf_n_estimators': 114}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:26:29,546] Trial 1083 finished with value: 0.997414656685563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:26:34,088] Trial 1084 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 3.132595418380774e-07, 'svc_kernel': 'rbf'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:26:37,398] Trial 1085 finished with value: 0.9976927803802954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:26:55,145] Trial 1086 finished with value: 0.9965186155146699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 64, 'rf_n_estimators': 121}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:26:58,575] Trial 1087 finished with value: 0.997204989308639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:27:01,789] Trial 1088 finished with value: 0.99743533529701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:27:04,993] Trial 1089 finished with value: 0.9969250383356218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:27:08,666] Trial 1090 finished with value: 0.9974041921896634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:27:13,001] Trial 1091 finished with value: 0.9975038300176866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:27:16,514] Trial 1092 finished with value: 0.9974627302209601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:27:20,008] Trial 1093 finished with value: 0.9975634380925337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:27:28,399] Trial 1094 finished with value: 0.9963681409538117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 46, 'rf_n_estimators': 117}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:27:31,669] Trial 1095 finished with value: 0.9973024956822721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:27:35,352] Trial 1096 finished with value: 0.9975544168462384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:27:39,172] Trial 1097 finished with value: 0.9973135467581776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:27:43,906] Trial 1098 finished with value: 0.9971787204456458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:27:47,076] Trial 1099 finished with value: 0.9974712680354486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:27:49,801] Trial 1100 finished with value: 0.9974874031750138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:27:53,220] Trial 1101 finished with value: 0.9972099578780534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:27:56,249] Trial 1102 finished with value: 0.996991421311149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:27:58,946] Trial 1103 finished with value: 0.9976961623082398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:28:01,665] Trial 1104 finished with value: 0.9972948538289114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:28:04,309] Trial 1105 finished with value: 0.9911340623298104 and parameters: {'classifier': 'SVC', 'svc_c': 31.068242522280126, 'svc_kernel': 'sigmoid'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:28:06,918] Trial 1106 finished with value: 0.9974584847045534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:28:09,244] Trial 1107 finished with value: 0.9976448591551165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:28:12,039] Trial 1108 finished with value: 0.9971729869609236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:28:15,935] Trial 1109 finished with value: 0.9975545186931835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:28:18,308] Trial 1110 finished with value: 0.9966264986288887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:28:25,095] Trial 1111 finished with value: 0.9973315411678382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 20, 'rf_n_estimators': 116}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:28:27,698] Trial 1112 finished with value: 0.9975150194073926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:28:28,888] Trial 1113 finished with value: 0.9968374137816448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 1, 'rf_n_estimators': 114}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:28:33,824] Trial 1114 finished with value: 0.9973900803416996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:28:35,506] Trial 1115 finished with value: 0.9956331582059467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:28:39,606] Trial 1116 finished with value: 0.9975595405188066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:28:42,253] Trial 1117 finished with value: 0.9976392175833739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:28:49,833] Trial 1118 finished with value: 0.9974280169164021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 29, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:28:53,769] Trial 1119 finished with value: 0.9975689876243443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:28:56,232] Trial 1120 finished with value: 0.9974683923271286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:28:58,585] Trial 1121 finished with value: 0.9975053480735389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:29:06,268] Trial 1122 finished with value: 0.9960910173522813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 40, 'rf_n_estimators': 112}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:29:12,370] Trial 1123 finished with value: 0.9851370600467718 and parameters: {'classifier': 'SVC', 'svc_c': 0.0004394453536318428, 'svc_kernel': 'rbf'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:29:17,257] Trial 1124 finished with value: 0.9973395906628825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:29:19,601] Trial 1125 finished with value: 0.9975245930837054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:29:22,778] Trial 1126 finished with value: 0.9976643019241843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:29:25,935] Trial 1127 finished with value: 0.9976384865641513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:29:29,650] Trial 1128 finished with value: 0.9975270042760117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:29:32,945] Trial 1129 finished with value: 0.9974845635526944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:29:36,959] Trial 1130 finished with value: 0.997439116265665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:29:39,631] Trial 1131 finished with value: 0.9972811356579517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:29:43,320] Trial 1132 finished with value: 0.9975495018821495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:29:46,794] Trial 1133 finished with value: 0.9973030007593318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:29:50,122] Trial 1134 finished with value: 0.9974920270390154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:29:53,860] Trial 1135 finished with value: 0.996822026958462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 13, 'rf_n_estimators': 104}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:29:57,311] Trial 1136 finished with value: 0.9974910683320445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:29:58,639] Trial 1137 finished with value: 0.9972147535393482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 118}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:29:59,805] Trial 1138 finished with value: 0.9968480485831558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 113}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:30:02,354] Trial 1139 finished with value: 0.9973477897069468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:30:05,667] Trial 1140 finished with value: 0.9972015580599867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:30:10,320] Trial 1141 finished with value: 0.99685839622008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:30:20,387] Trial 1142 finished with value: 0.9971321984813315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 36, 'rf_n_estimators': 110}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:30:23,333] Trial 1143 finished with value: 0.9969266812166641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:30:25,810] Trial 1144 finished with value: 0.9928367892590976 and parameters: {'classifier': 'SVC', 'svc_c': 3368.1354093809323, 'svc_kernel': 'sigmoid'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:30:29,107] Trial 1145 finished with value: 0.9975361298448088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:30:32,491] Trial 1146 finished with value: 0.9975834541116863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 102}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:30:33,852] Trial 1147 finished with value: 0.9902212740172825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:30:36,375] Trial 1148 finished with value: 0.9973817344463374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:30:39,327] Trial 1149 finished with value: 0.9972459933838366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:30:42,211] Trial 1150 finished with value: 0.9974721227690347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:30:44,947] Trial 1151 finished with value: 0.9975725913685238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:30:48,158] Trial 1152 finished with value: 0.9961396369066388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 18, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:30:48,700] Trial 1153 finished with value: 0.9957020119775705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 12}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:30:54,756] Trial 1154 finished with value: 0.9972289728201288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 17, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:30:58,200] Trial 1155 finished with value: 0.997440612041506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:31:03,499] Trial 1156 finished with value: 0.9973178815850557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:31:16,627] Trial 1157 finished with value: 0.9969462811201121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 47, 'rf_n_estimators': 99}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:31:19,464] Trial 1158 finished with value: 0.9935788623507052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 27, 'rf_n_estimators': 117}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:31:22,340] Trial 1159 finished with value: 0.9972786938068269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:31:25,374] Trial 1160 finished with value: 0.9975157431903726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:31:27,944] Trial 1161 finished with value: 0.9974968716084254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:32:41,857] Trial 1162 finished with value: 0.9899654277628237 and parameters: {'classifier': 'SVC', 'svc_c': 294275459.51220816, 'svc_kernel': 'rbf'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:32:44,271] Trial 1163 finished with value: 0.9976130832891087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 88}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:32:50,810] Trial 1164 finished with value: 0.9964092578255325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 34, 'rf_n_estimators': 121}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:32:53,324] Trial 1165 finished with value: 0.9972615832978894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:32:55,240] Trial 1166 finished with value: 0.9954879492813168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 13, 'rf_n_estimators': 105}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:32:58,804] Trial 1167 finished with value: 0.9974261697067117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:33:01,706] Trial 1168 finished with value: 0.9976195448731664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:33:07,277] Trial 1169 finished with value: 0.9971490630214861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 25, 'rf_n_estimators': 83}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:33:11,150] Trial 1170 finished with value: 0.9974328394597044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:33:20,494] Trial 1171 finished with value: 0.9970206516700261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 31, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:33:31,453] Trial 1172 finished with value: 0.9969576213283545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 42, 'rf_n_estimators': 125}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:33:33,738] Trial 1173 finished with value: 0.996566839709914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:33:44,838] Trial 1174 finished with value: 0.9972815385706872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 35, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:33:47,364] Trial 1175 finished with value: 0.9971767507911083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 101}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:33:52,043] Trial 1176 finished with value: 0.9973806590073427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:33:55,510] Trial 1177 finished with value: 0.9973735958629867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:34:17,370] Trial 1178 finished with value: 0.9954415496348975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 70, 'rf_n_estimators': 116}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:34:20,793] Trial 1179 finished with value: 0.9973185108842851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:34:22,977] Trial 1180 finished with value: 0.9925200976909448 and parameters: {'classifier': 'SVC', 'svc_c': 258.5458972982007, 'svc_kernel': 'sigmoid'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:34:26,106] Trial 1181 finished with value: 0.9975568656479652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:34:28,790] Trial 1182 finished with value: 0.997624765822421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:34:31,214] Trial 1183 finished with value: 0.997535293931802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:34:32,604] Trial 1184 finished with value: 0.9968080682459016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:34:34,416] Trial 1185 finished with value: 0.9972621917770512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 4, 'rf_n_estimators': 113}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:34:38,266] Trial 1186 finished with value: 0.9974371234424547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:34:41,188] Trial 1187 finished with value: 0.9970815069176849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:34:47,819] Trial 1188 finished with value: 0.9971981328415366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:34:51,004] Trial 1189 finished with value: 0.9967452435341325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:34:53,685] Trial 1190 finished with value: 0.9972333364015512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:34:56,273] Trial 1191 finished with value: 0.9973040686764424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 75}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:34:59,236] Trial 1192 finished with value: 0.9971790327149175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:35:01,807] Trial 1193 finished with value: 0.9974067805429693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:35:05,028] Trial 1194 finished with value: 0.9973493594003745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:35:07,853] Trial 1195 finished with value: 0.9975739862178195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:35:11,092] Trial 1196 finished with value: 0.9976208783730867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:35:12,866] Trial 1197 finished with value: 0.9964413149846142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 16, 'rf_n_estimators': 39}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:35:14,177] Trial 1198 finished with value: 0.9971536505773213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 115}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:35:19,898] Trial 1199 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 9.552884509850042e-06, 'svc_kernel': 'rbf'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:35:22,287] Trial 1200 finished with value: 0.9973885685064771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:35:26,112] Trial 1201 finished with value: 0.9973045621374276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:35:28,802] Trial 1202 finished with value: 0.9975080384642171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:35:32,517] Trial 1203 finished with value: 0.9976692055578402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:35:35,885] Trial 1204 finished with value: 0.9973244813877006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:35:40,277] Trial 1205 finished with value: 0.9974039124200091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:35:55,488] Trial 1206 finished with value: 0.9968503569763799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 57, 'rf_n_estimators': 112}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:35:57,476] Trial 1207 finished with value: 0.9963920357261121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:36:01,063] Trial 1208 finished with value: 0.9976442891105602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:36:04,318] Trial 1209 finished with value: 0.9973238756062606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:36:06,917] Trial 1210 finished with value: 0.99719167776375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 70}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:36:11,314] Trial 1211 finished with value: 0.997067553854472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 15, 'rf_n_estimators': 110}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:36:14,527] Trial 1212 finished with value: 0.997081275040533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:36:17,710] Trial 1213 finished with value: 0.997298408188907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:36:20,830] Trial 1214 finished with value: 0.997282289489578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:36:25,443] Trial 1215 finished with value: 0.9970042719264081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:36:28,480] Trial 1216 finished with value: 0.9974729038389376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:36:32,255] Trial 1217 finished with value: 0.9974288273756073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:36:36,095] Trial 1218 finished with value: 0.9867325520133865 and parameters: {'classifier': 'SVC', 'svc_c': 2232318313.895249, 'svc_kernel': 'sigmoid'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:36:42,061] Trial 1219 finished with value: 0.9966316816830818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 21, 'rf_n_estimators': 111}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:36:45,587] Trial 1220 finished with value: 0.9969246238385501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:36:52,625] Trial 1221 finished with value: 0.99694936813942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 28, 'rf_n_estimators': 108}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:37:04,953] Trial 1222 finished with value: 0.9967467282651818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 48, 'rf_n_estimators': 105}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:37:08,164] Trial 1223 finished with value: 0.9974563768631667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:37:11,523] Trial 1224 finished with value: 0.997342256996227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:37:12,430] Trial 1225 finished with value: 0.996629048388899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 29}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:37:16,223] Trial 1226 finished with value: 0.9966903422861771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:37:26,150] Trial 1227 finished with value: 0.9963104173489586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 41, 'rf_n_estimators': 99}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:37:29,199] Trial 1228 finished with value: 0.9974154958993123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:37:32,939] Trial 1229 finished with value: 0.9976386812762135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:37:35,608] Trial 1230 finished with value: 0.9975162801005532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:37:38,125] Trial 1231 finished with value: 0.9969948349452628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:37:41,062] Trial 1232 finished with value: 0.9975895789565458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:37:42,366] Trial 1233 finished with value: 0.9898920725403076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:37:43,862] Trial 1234 finished with value: 0.9969316710504765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 106}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:37:46,377] Trial 1235 finished with value: 0.9947862903524204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 17, 'rf_n_estimators': 118}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:37:50,493] Trial 1236 finished with value: 0.9973919364062663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:37:53,388] Trial 1237 finished with value: 0.9900179233408687 and parameters: {'classifier': 'SVC', 'svc_c': 5.259885443697364, 'svc_kernel': 'rbf'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:38:02,911] Trial 1238 finished with value: 0.9963888986243861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 38, 'rf_n_estimators': 112}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:38:06,930] Trial 1239 finished with value: 0.9975107093360824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:38:09,415] Trial 1240 finished with value: 0.996978697615782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:38:15,850] Trial 1241 finished with value: 0.9968596534220707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 22, 'rf_n_estimators': 108}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:38:18,920] Trial 1242 finished with value: 0.9973751593675225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:38:21,484] Trial 1243 finished with value: 0.9974074185383852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:38:27,660] Trial 1244 finished with value: 0.9967398138763982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 24, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:38:30,953] Trial 1245 finished with value: 0.9974611882029878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:38:36,126] Trial 1246 finished with value: 0.9972682918346051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:38:39,708] Trial 1247 finished with value: 0.9973449651283955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:38:42,450] Trial 1248 finished with value: 0.9972491262009452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 100}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:38:46,743] Trial 1249 finished with value: 0.9974301367229801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 106}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:38:50,968] Trial 1250 finished with value: 0.9974491769284297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:38:58,574] Trial 1251 finished with value: 0.9965869062240774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 32, 'rf_n_estimators': 117}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:39:01,169] Trial 1252 finished with value: 0.9973904029575289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:39:04,130] Trial 1253 finished with value: 0.9970582177363968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:39:06,106] Trial 1254 finished with value: 0.9974855387633775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:39:09,329] Trial 1255 finished with value: 0.997551940146891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:39:15,470] Trial 1256 finished with value: 0.996762521397056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 25, 'rf_n_estimators': 109}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:39:21,341] Trial 1257 finished with value: 0.985373041100614 and parameters: {'classifier': 'SVC', 'svc_c': 0.0051187455574792165, 'svc_kernel': 'sigmoid'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:39:25,204] Trial 1258 finished with value: 0.9974120217092711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:39:43,827] Trial 1259 finished with value: 0.9960713995803917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 69, 'rf_n_estimators': 117}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:39:59,836] Trial 1260 finished with value: 0.9960868201727081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 66, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:40:02,413] Trial 1261 finished with value: 0.9975896418293405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:40:05,707] Trial 1262 finished with value: 0.9975616513118188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:40:07,862] Trial 1263 finished with value: 0.9973024232881054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 97}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:40:11,071] Trial 1264 finished with value: 0.9974275541459733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:40:13,415] Trial 1265 finished with value: 0.9972311398844509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 63}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:40:15,204] Trial 1266 finished with value: 0.9972987401674193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:40:17,353] Trial 1267 finished with value: 0.9966988590266951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:40:29,262] Trial 1268 finished with value: 0.9969299532679727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 51, 'rf_n_estimators': 110}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:40:32,075] Trial 1269 finished with value: 0.9972010133105428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:40:34,248] Trial 1270 finished with value: 0.9972639617366751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:40:35,557] Trial 1271 finished with value: 0.997016658406508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:40:39,099] Trial 1272 finished with value: 0.9973678860864813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:40:41,590] Trial 1273 finished with value: 0.9973497522204552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:40:50,071] Trial 1274 finished with value: 0.996978260616534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 27, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:40:52,633] Trial 1275 finished with value: 0.9962914403019449 and parameters: {'classifier': 'SVC', 'svc_c': 16666.69787881028, 'svc_kernel': 'rbf'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:40:54,615] Trial 1276 finished with value: 0.9955177499069151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:40:56,597] Trial 1277 finished with value: 0.9942848403010016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:40:59,647] Trial 1278 finished with value: 0.9973711634380203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:41:09,484] Trial 1279 finished with value: 0.9966538554038739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 34, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:41:12,801] Trial 1280 finished with value: 0.9972897614816579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:41:16,657] Trial 1281 finished with value: 0.9974127629798378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:41:19,471] Trial 1282 finished with value: 0.997322108979117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:41:22,301] Trial 1283 finished with value: 0.9968083968284577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:41:24,831] Trial 1284 finished with value: 0.9958787924395599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:41:29,068] Trial 1285 finished with value: 0.997529603134565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:41:32,852] Trial 1286 finished with value: 0.9976814835895104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:41:34,416] Trial 1287 finished with value: 0.9974386276605793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:41:36,383] Trial 1288 finished with value: 0.9968463296580872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:41:46,783] Trial 1289 finished with value: 0.9968686746048901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 37, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:41:50,360] Trial 1290 finished with value: 0.9974119334461503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:41:52,609] Trial 1291 finished with value: 0.9972661152489107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:41:54,260] Trial 1292 finished with value: 0.9970965452586439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 125}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:41:57,866] Trial 1293 finished with value: 0.9975459724364114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:42:01,081] Trial 1294 finished with value: 0.9973198651407967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:42:05,714] Trial 1295 finished with value: 0.9867844961770271 and parameters: {'classifier': 'SVC', 'svc_c': 1408451.1366087757, 'svc_kernel': 'sigmoid'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:42:08,566] Trial 1296 finished with value: 0.9973758756920942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:42:11,689] Trial 1297 finished with value: 0.9973484133568286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:42:14,511] Trial 1298 finished with value: 0.9973481283186816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:42:18,134] Trial 1299 finished with value: 0.9972012511226834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:42:21,942] Trial 1300 finished with value: 0.9974434133879089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:42:24,830] Trial 1301 finished with value: 0.9975274631426778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:42:27,441] Trial 1302 finished with value: 0.9973814741002824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:42:32,378] Trial 1303 finished with value: 0.9971170248734108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:42:36,392] Trial 1304 finished with value: 0.9974016728663063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:42:38,708] Trial 1305 finished with value: 0.9973268173611664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:42:40,183] Trial 1306 finished with value: 0.9906857793036071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:42:57,027] Trial 1307 finished with value: 0.9964575865019677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 55, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:42:59,641] Trial 1308 finished with value: 0.9972274754256544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:43:13,239] Trial 1309 finished with value: 0.9961045929248229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 50, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:43:19,599] Trial 1310 finished with value: 0.9973214057623013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 18, 'rf_n_estimators': 117}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:43:22,953] Trial 1311 finished with value: 0.9972381505977838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:43:42,482] Trial 1312 finished with value: 0.9966583726602442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 58, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:43:48,836] Trial 1313 finished with value: 0.9853792678241565 and parameters: {'classifier': 'SVC', 'svc_c': 0.015420481775676504, 'svc_kernel': 'rbf'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:43:52,561] Trial 1314 finished with value: 0.9974554952793109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:44:14,715] Trial 1315 finished with value: 0.995482560248104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 73, 'rf_n_estimators': 115}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:44:18,022] Trial 1316 finished with value: 0.9972930795846701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:44:21,167] Trial 1317 finished with value: 0.9975465551126547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:44:25,197] Trial 1318 finished with value: 0.9973760231781502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:44:27,654] Trial 1319 finished with value: 0.9973630622101869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:44:31,557] Trial 1320 finished with value: 0.9970466424454738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:44:34,035] Trial 1321 finished with value: 0.9969636771432651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:44:36,440] Trial 1322 finished with value: 0.9975537433995797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:44:44,219] Trial 1323 finished with value: 0.996793932213652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 24, 'rf_n_estimators': 117}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:44:46,462] Trial 1324 finished with value: 0.9975027571177245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:45:00,613] Trial 1325 finished with value: 0.9967336956012857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 42, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:45:03,049] Trial 1326 finished with value: 0.9969329734789855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:45:07,069] Trial 1327 finished with value: 0.997335263199199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:45:09,700] Trial 1328 finished with value: 0.9972981101382179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:45:11,019] Trial 1329 finished with value: 0.9967960690952243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:45:14,440] Trial 1330 finished with value: 0.9969094734310401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:45:17,439] Trial 1331 finished with value: 0.9974072095442645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:45:21,535] Trial 1332 finished with value: 0.9867242770522476 and parameters: {'classifier': 'SVC', 'svc_c': 1.4353097840561335, 'svc_kernel': 'sigmoid'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:45:24,393] Trial 1333 finished with value: 0.9975635452714471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:45:27,324] Trial 1334 finished with value: 0.9975492403935299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:45:31,184] Trial 1335 finished with value: 0.9975056162905949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:45:36,924] Trial 1336 finished with value: 0.9971610801040812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 116}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:45:49,812] Trial 1337 finished with value: 0.9964005778886942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 43, 'rf_n_estimators': 111}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:45:50,547] Trial 1338 finished with value: 0.9966472688359366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 23}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:45:53,680] Trial 1339 finished with value: 0.9971112274368048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:45:57,994] Trial 1340 finished with value: 0.9973485837259158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:46:11,890] Trial 1341 finished with value: 0.9969823363033976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 44, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:46:14,865] Trial 1342 finished with value: 0.997307610626916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:46:18,152] Trial 1343 finished with value: 0.9974448189646171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:46:19,786] Trial 1344 finished with value: 0.9972474968719892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:46:22,799] Trial 1345 finished with value: 0.9970918049799976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:46:25,596] Trial 1346 finished with value: 0.9976723897586209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:46:33,000] Trial 1347 finished with value: 0.9967124644011317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 31, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:46:35,466] Trial 1348 finished with value: 0.9974774974567132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:46:38,104] Trial 1349 finished with value: 0.9974672413836522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:46:40,266] Trial 1350 finished with value: 0.9974910669990522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:46:45,168] Trial 1351 finished with value: 0.9865196072214476 and parameters: {'classifier': 'SVC', 'svc_c': 0.5959112964179923, 'svc_kernel': 'rbf'}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:46:47,400] Trial 1352 finished with value: 0.9975726460529385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:46:50,044] Trial 1353 finished with value: 0.9973672921750186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:46:52,519] Trial 1354 finished with value: 0.9975790703132169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:46:55,523] Trial 1355 finished with value: 0.9974198275206617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:46:58,011] Trial 1356 finished with value: 0.9974122479370756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:47:00,738] Trial 1357 finished with value: 0.997710160820136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:47:03,242] Trial 1358 finished with value: 0.9974137073095367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:47:05,902] Trial 1359 finished with value: 0.9974882075722786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:47:08,828] Trial 1360 finished with value: 0.9973284476422591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:47:11,664] Trial 1361 finished with value: 0.9972107108599082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:47:17,911] Trial 1362 finished with value: 0.997103331775398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 22, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:47:20,152] Trial 1363 finished with value: 0.9975678768610586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:47:22,608] Trial 1364 finished with value: 0.9975803680762535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:47:24,930] Trial 1365 finished with value: 0.9973808445154119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:47:27,471] Trial 1366 finished with value: 0.997531886137463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:47:30,512] Trial 1367 finished with value: 0.9974582645704273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:47:33,496] Trial 1368 finished with value: 0.997389148929329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 139 with value: 0.9977915307212121.
[I 2023-09-08 02:47:35,781] Trial 1369 finished with value: 0.9978135421343454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:47:38,455] Trial 1370 finished with value: 0.9974420899489053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:47:41,172] Trial 1371 finished with value: 0.9975622684554296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:47:57,764] Trial 1372 finished with value: 0.9963642353821319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 60, 'rf_n_estimators': 121}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:48:02,562] Trial 1373 finished with value: 0.9867327158444649 and parameters: {'classifier': 'SVC', 'svc_c': 1007572560.8079319, 'svc_kernel': 'sigmoid'}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:48:05,071] Trial 1374 finished with value: 0.9975080542062192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:48:23,512] Trial 1375 finished with value: 0.9959585765560891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 64, 'rf_n_estimators': 122}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:48:26,084] Trial 1376 finished with value: 0.9975309850030563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:48:28,588] Trial 1377 finished with value: 0.9973420864684502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:48:30,958] Trial 1378 finished with value: 0.9975762824554248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:48:32,388] Trial 1379 finished with value: 0.993749378416256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:48:34,757] Trial 1380 finished with value: 0.9970777698742941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:48:38,007] Trial 1381 finished with value: 0.9975172130680815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:48:40,309] Trial 1382 finished with value: 0.9974079357393254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:48:43,284] Trial 1383 finished with value: 0.997528101423735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:48:45,933] Trial 1384 finished with value: 0.997644598618634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:48:48,638] Trial 1385 finished with value: 0.9973763906396429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:48:54,414] Trial 1386 finished with value: 0.9973065114479667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 120}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:48:57,488] Trial 1387 finished with value: 0.9976914433257296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:49:00,583] Trial 1388 finished with value: 0.9976290510746878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:49:08,433] Trial 1389 finished with value: 0.9969157264335701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 27, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:49:11,055] Trial 1390 finished with value: 0.9974385070882689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 7, 'rf_n_estimators': 127}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:49:26,921] Trial 1391 finished with value: 0.9925881091702422 and parameters: {'classifier': 'SVC', 'svc_c': 4143397.577498821, 'svc_kernel': 'rbf'}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:49:29,658] Trial 1392 finished with value: 0.9972384815924206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:49:32,591] Trial 1393 finished with value: 0.9972761776255226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:49:35,267] Trial 1394 finished with value: 0.9970886381715903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:49:38,267] Trial 1395 finished with value: 0.9973481117197559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:49:46,187] Trial 1396 finished with value: 0.9915289481357554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 73, 'rf_n_estimators': 125}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:49:49,263] Trial 1397 finished with value: 0.9973824297286763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:49:52,643] Trial 1398 finished with value: 0.9976202122578846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:49:54,262] Trial 1399 finished with value: 0.9973248493569997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 58}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:49:56,500] Trial 1400 finished with value: 0.9968169214082389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:49:59,370] Trial 1401 finished with value: 0.9976071078345795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:50:00,756] Trial 1402 finished with value: 0.9902960318966194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:50:09,752] Trial 1403 finished with value: 0.9964764792213615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 26, 'rf_n_estimators': 125}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:50:12,566] Trial 1404 finished with value: 0.9974093745138849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:50:14,426] Trial 1405 finished with value: 0.9968441032438782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 80}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:50:17,107] Trial 1406 finished with value: 0.9971670948184017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:50:20,494] Trial 1407 finished with value: 0.9975959643061497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:50:23,742] Trial 1408 finished with value: 0.9972837586690527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:50:26,228] Trial 1409 finished with value: 0.9968585367872723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 120}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:50:29,659] Trial 1410 finished with value: 0.9867391065260375 and parameters: {'classifier': 'SVC', 'svc_c': 18768141.94945587, 'svc_kernel': 'sigmoid'}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:50:31,458] Trial 1411 finished with value: 0.996165423036059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:50:34,676] Trial 1412 finished with value: 0.9975921428399249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:50:37,388] Trial 1413 finished with value: 0.9969146200183775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:50:39,955] Trial 1414 finished with value: 0.9973094548532434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:50:42,403] Trial 1415 finished with value: 0.9972846207340954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:50:46,049] Trial 1416 finished with value: 0.9975911094853956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:50:49,406] Trial 1417 finished with value: 0.9975821111221318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:50:51,903] Trial 1418 finished with value: 0.9975015496490348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:50:54,638] Trial 1419 finished with value: 0.9975186319112348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:50:56,688] Trial 1420 finished with value: 0.9972115249054969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:50:59,319] Trial 1421 finished with value: 0.9976075875213132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:51:01,302] Trial 1422 finished with value: 0.9970662509498948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:51:04,881] Trial 1423 finished with value: 0.9974767558052915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:51:17,048] Trial 1424 finished with value: 0.9967326459969477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 45, 'rf_n_estimators': 124}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:51:19,388] Trial 1425 finished with value: 0.9972149601848637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:51:22,187] Trial 1426 finished with value: 0.9974515315003091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:51:30,467] Trial 1427 finished with value: 0.9969566643987062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 31, 'rf_n_estimators': 118}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:51:36,863] Trial 1428 finished with value: 0.9853089657566011 and parameters: {'classifier': 'SVC', 'svc_c': 0.0014677895574617178, 'svc_kernel': 'rbf'}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:51:39,286] Trial 1429 finished with value: 0.9974680501607481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:51:40,736] Trial 1430 finished with value: 0.9948183148531954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:51:51,771] Trial 1431 finished with value: 0.9955105536220373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 57, 'rf_n_estimators': 119}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:51:54,766] Trial 1432 finished with value: 0.9973417237359058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:51:56,605] Trial 1433 finished with value: 0.9971842323680363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:52:05,623] Trial 1434 finished with value: 0.9970402291665112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 39, 'rf_n_estimators': 121}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:52:08,955] Trial 1435 finished with value: 0.9976686080282562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:52:11,397] Trial 1436 finished with value: 0.9974264221182897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:52:13,303] Trial 1437 finished with value: 0.9961363588568656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:52:16,369] Trial 1438 finished with value: 0.9975683323317689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:52:19,475] Trial 1439 finished with value: 0.9975195058462548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:52:21,516] Trial 1440 finished with value: 0.9975300063329414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:52:23,740] Trial 1441 finished with value: 0.9972734389932248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:52:33,299] Trial 1442 finished with value: 0.9969703611465784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 36, 'rf_n_estimators': 115}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:52:36,454] Trial 1443 finished with value: 0.9974353080658854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:52:37,663] Trial 1444 finished with value: 0.993981243253927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:52:43,380] Trial 1445 finished with value: 0.9971971325579068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 19, 'rf_n_estimators': 124}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:52:51,421] Trial 1446 finished with value: 0.9967462304561031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 36, 'rf_n_estimators': 119}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:52:54,815] Trial 1447 finished with value: 0.9867343545995793 and parameters: {'classifier': 'SVC', 'svc_c': 101610416.61727585, 'svc_kernel': 'sigmoid'}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:52:58,125] Trial 1448 finished with value: 0.9972931572790676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:53:12,650] Trial 1449 finished with value: 0.9960243304545523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 48, 'rf_n_estimators': 122}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:53:15,616] Trial 1450 finished with value: 0.9972368473123513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:53:18,619] Trial 1451 finished with value: 0.9974673438336173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:53:19,848] Trial 1452 finished with value: 0.996375379957913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 32}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:53:23,400] Trial 1453 finished with value: 0.9971565992510908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:53:25,900] Trial 1454 finished with value: 0.9972726461802962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:53:28,052] Trial 1455 finished with value: 0.997542583367438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:53:31,093] Trial 1456 finished with value: 0.9972252683398309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:53:34,115] Trial 1457 finished with value: 0.9977158884016077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:53:36,832] Trial 1458 finished with value: 0.9975787184667748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:53:39,867] Trial 1459 finished with value: 0.997089078693746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:53:42,555] Trial 1460 finished with value: 0.9977099852460319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:53:44,946] Trial 1461 finished with value: 0.9975439588248719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:53:46,500] Trial 1462 finished with value: 0.9971464688284053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 48}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:53:49,777] Trial 1463 finished with value: 0.9972799068296504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:53:52,286] Trial 1464 finished with value: 0.9973032290501002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:53:54,468] Trial 1465 finished with value: 0.9975659869956205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:53:56,941] Trial 1466 finished with value: 0.9976444991520319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:54:02,570] Trial 1467 finished with value: 0.99434296954805 and parameters: {'classifier': 'SVC', 'svc_c': 538946.4138412817, 'svc_kernel': 'rbf'}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:54:05,558] Trial 1468 finished with value: 0.9973845484561653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:54:07,142] Trial 1469 finished with value: 0.9968985583203304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 1, 'rf_n_estimators': 115}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:54:09,288] Trial 1470 finished with value: 0.9966181162666707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:54:12,755] Trial 1471 finished with value: 0.9973139594461885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:54:30,067] Trial 1472 finished with value: 0.9969410005988051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 56, 'rf_n_estimators': 121}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:54:38,981] Trial 1473 finished with value: 0.996986057065242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 33, 'rf_n_estimators': 117}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:54:41,202] Trial 1474 finished with value: 0.9971952626238746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:54:50,508] Trial 1475 finished with value: 0.997000946523677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 28, 'rf_n_estimators': 124}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:55:12,633] Trial 1476 finished with value: 0.9965343257788679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 68, 'rf_n_estimators': 119}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:55:14,880] Trial 1477 finished with value: 0.9972047133475336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:55:16,709] Trial 1478 finished with value: 0.9976151072472059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:55:24,460] Trial 1479 finished with value: 0.9972519868020212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 25, 'rf_n_estimators': 125}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:55:27,237] Trial 1480 finished with value: 0.9975733938932522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:55:30,691] Trial 1481 finished with value: 0.9972249492786472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:55:50,179] Trial 1482 finished with value: 0.9965360567008655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 59, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:55:53,326] Trial 1483 finished with value: 0.9973986688416264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:55:54,727] Trial 1484 finished with value: 0.9970664863499544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 73}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:55:59,268] Trial 1485 finished with value: 0.9854059770506156 and parameters: {'classifier': 'SVC', 'svc_c': 0.1941552330718947, 'svc_kernel': 'sigmoid'}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:56:02,005] Trial 1486 finished with value: 0.997210311692246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:56:04,901] Trial 1487 finished with value: 0.997355586092179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:56:07,746] Trial 1488 finished with value: 0.9974370326720393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:56:10,440] Trial 1489 finished with value: 0.9973830906388614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:56:13,163] Trial 1490 finished with value: 0.9973322962126568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:56:15,892] Trial 1491 finished with value: 0.9973727797226962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:56:18,384] Trial 1492 finished with value: 0.997411789832119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:56:23,833] Trial 1493 finished with value: 0.9975327224313247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:56:26,345] Trial 1494 finished with value: 0.9974159822192684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:56:28,484] Trial 1495 finished with value: 0.9971437154379806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:56:29,444] Trial 1496 finished with value: 0.9970549211516859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 52}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:56:32,406] Trial 1497 finished with value: 0.9973422372552485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:56:35,123] Trial 1498 finished with value: 0.9975708497825894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:56:55,174] Trial 1499 finished with value: 0.9962964155997959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 65, 'rf_n_estimators': 124}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:56:57,584] Trial 1500 finished with value: 0.9974400786542331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 77}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:57:00,682] Trial 1501 finished with value: 0.9972570064377289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 115}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:57:03,589] Trial 1502 finished with value: 0.9975206076594506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:57:11,648] Trial 1503 finished with value: 0.9970700899037066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 21, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:57:18,008] Trial 1504 finished with value: 0.9853838568716734 and parameters: {'classifier': 'SVC', 'svc_c': 0.04106559951807442, 'svc_kernel': 'rbf'}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:57:21,004] Trial 1505 finished with value: 0.9976627404191368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:57:23,950] Trial 1506 finished with value: 0.9970726995214103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:57:26,405] Trial 1507 finished with value: 0.9972519082507002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:57:34,472] Trial 1508 finished with value: 0.9960791288716875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 40, 'rf_n_estimators': 122}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:57:37,539] Trial 1509 finished with value: 0.9974460622336664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:57:40,379] Trial 1510 finished with value: 0.9975630161370538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:57:43,663] Trial 1511 finished with value: 0.9968538747108302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:57:46,710] Trial 1512 finished with value: 0.9967197598352323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:57:49,157] Trial 1513 finished with value: 0.9973753311648156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:57:50,430] Trial 1514 finished with value: 0.9973308334759774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 43}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:57:54,474] Trial 1515 finished with value: 0.9975006044624125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:57:56,232] Trial 1516 finished with value: 0.9933331369975598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:58:03,259] Trial 1517 finished with value: 0.997344547901864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 125}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:58:04,389] Trial 1518 finished with value: 0.9894649389891464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:58:07,113] Trial 1519 finished with value: 0.9970587055797727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:58:09,072] Trial 1520 finished with value: 0.9972852072506254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:58:10,826] Trial 1521 finished with value: 0.9961272303681811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:58:13,992] Trial 1522 finished with value: 0.9975423872906458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:58:18,931] Trial 1523 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 1.3281154691189685e-09, 'svc_kernel': 'sigmoid'}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:58:23,015] Trial 1524 finished with value: 0.9972746236106212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:58:35,202] Trial 1525 finished with value: 0.9967920519648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 42, 'rf_n_estimators': 119}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:58:37,631] Trial 1526 finished with value: 0.9974280450996639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 86}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:58:39,300] Trial 1527 finished with value: 0.9972486494975747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:58:42,185] Trial 1528 finished with value: 0.99762274722803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:58:53,551] Trial 1529 finished with value: 0.9967241572492639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 45, 'rf_n_estimators': 122}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:58:55,436] Trial 1530 finished with value: 0.9953412835549961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:58:58,816] Trial 1531 finished with value: 0.9972873149967985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:58:59,308] Trial 1532 finished with value: 0.9963422061640327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 11}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:59:02,925] Trial 1533 finished with value: 0.9974254177404699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:59:04,354] Trial 1534 finished with value: 0.9962292517447932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:59:17,934] Trial 1535 finished with value: 0.9964253777943779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 55, 'rf_n_estimators': 121}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:59:21,120] Trial 1536 finished with value: 0.997269378857936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:59:24,251] Trial 1537 finished with value: 0.9974165811135824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:59:27,361] Trial 1538 finished with value: 0.9974377860030111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:59:29,676] Trial 1539 finished with value: 0.9972876703026725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:59:32,009] Trial 1540 finished with value: 0.9974141265990325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:59:36,080] Trial 1541 finished with value: 0.996341693945944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 22, 'rf_n_estimators': 116}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:59:43,699] Trial 1542 finished with value: 0.9969647304926762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 28, 'rf_n_estimators': 124}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:59:44,819] Trial 1543 finished with value: 0.990519311090775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:59:47,280] Trial 1544 finished with value: 0.9973759792846243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:59:49,645] Trial 1545 finished with value: 0.9973052259357623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:59:51,750] Trial 1546 finished with value: 0.9936982718477315 and parameters: {'classifier': 'SVC', 'svc_c': 227.2524241657064, 'svc_kernel': 'rbf'}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:59:53,453] Trial 1547 finished with value: 0.9973641978877299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 3, 'rf_n_estimators': 125}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 02:59:56,295] Trial 1548 finished with value: 0.9974447266390443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:00:02,766] Trial 1549 finished with value: 0.9970890892942069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 25, 'rf_n_estimators': 119}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:00:09,381] Trial 1550 finished with value: 0.997069116311657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:00:13,018] Trial 1551 finished with value: 0.9973081567093519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:00:16,155] Trial 1552 finished with value: 0.9970167403855231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:00:19,558] Trial 1553 finished with value: 0.9973478912365129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:00:28,740] Trial 1554 finished with value: 0.9963869573435379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 29, 'rf_n_estimators': 120}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:00:31,204] Trial 1555 finished with value: 0.9973767807302636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:00:34,036] Trial 1556 finished with value: 0.9974368303746172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:00:38,170] Trial 1557 finished with value: 0.9970169867986366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:00:45,061] Trial 1558 finished with value: 0.9971254472888679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 22, 'rf_n_estimators': 117}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:00:51,021] Trial 1559 finished with value: 0.9975172540734579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 125}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:00:54,837] Trial 1560 finished with value: 0.9973822785292851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:00:59,611] Trial 1561 finished with value: 0.9852051536002978 and parameters: {'classifier': 'SVC', 'svc_c': 3.0193102126470614e-06, 'svc_kernel': 'sigmoid'}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:01:02,524] Trial 1562 finished with value: 0.9976750372713862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:01:04,389] Trial 1563 finished with value: 0.99739948736226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 115}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:01:07,375] Trial 1564 finished with value: 0.9975775737756659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:01:09,521] Trial 1565 finished with value: 0.9968475315091673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:01:12,029] Trial 1566 finished with value: 0.9975146050690107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:01:14,432] Trial 1567 finished with value: 0.9974200914213623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:01:16,790] Trial 1568 finished with value: 0.9972609601240762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:01:20,082] Trial 1569 finished with value: 0.9976759945184135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:01:31,029] Trial 1570 finished with value: 0.9971228530640494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 33, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:01:34,995] Trial 1571 finished with value: 0.997544279853806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:01:38,704] Trial 1572 finished with value: 0.9972980122585113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:01:41,872] Trial 1573 finished with value: 0.9974616061277534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:01:45,238] Trial 1574 finished with value: 0.9971993043511772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:02:06,427] Trial 1575 finished with value: 0.9965336312265008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 66, 'rf_n_estimators': 124}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:02:09,987] Trial 1576 finished with value: 0.9975412856361395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:02:13,793] Trial 1577 finished with value: 0.9970195271642264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:02:17,887] Trial 1578 finished with value: 0.9974563801639093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:02:34,449] Trial 1579 finished with value: 0.996831938675227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 53, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:02:39,651] Trial 1580 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 4.97562647201902e-07, 'svc_kernel': 'rbf'}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:02:43,020] Trial 1581 finished with value: 0.9975970251774449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:02:46,499] Trial 1582 finished with value: 0.9973191551955446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:02:49,110] Trial 1583 finished with value: 0.9971278030350499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:02:52,318] Trial 1584 finished with value: 0.9976613287804882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:02:56,039] Trial 1585 finished with value: 0.997115344160783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:03:02,719] Trial 1586 finished with value: 0.9973156985248283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 23, 'rf_n_estimators': 122}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:03:06,657] Trial 1587 finished with value: 0.9975355973144593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:03:09,604] Trial 1588 finished with value: 0.9975358181468196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:03:12,839] Trial 1589 finished with value: 0.9974541683173997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:03:15,597] Trial 1590 finished with value: 0.997405795525273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:03:18,856] Trial 1591 finished with value: 0.9974290129471525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:03:32,898] Trial 1592 finished with value: 0.9957227787251864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 64, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:03:36,196] Trial 1593 finished with value: 0.9972052929451998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 64}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:03:39,058] Trial 1594 finished with value: 0.9973142001782168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:03:42,317] Trial 1595 finished with value: 0.9971759567404014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:03:45,072] Trial 1596 finished with value: 0.9972198868919783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:03:48,959] Trial 1597 finished with value: 0.9969744717451402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:03:54,395] Trial 1598 finished with value: 0.9852045805089027 and parameters: {'classifier': 'SVC', 'svc_c': 1.1070105051637355e-10, 'svc_kernel': 'sigmoid'}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:03:57,955] Trial 1599 finished with value: 0.9975018187547523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:04:09,485] Trial 1600 finished with value: 0.9971166886102814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 34, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:04:12,614] Trial 1601 finished with value: 0.9975710238650118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:04:13,051] Trial 1602 finished with value: 0.9908341376442711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 4, 'rf_n_estimators': 5}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:04:17,956] Trial 1603 finished with value: 0.9976191518626581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 121}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:04:18,921] Trial 1604 finished with value: 0.9944536622922655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:04:22,705] Trial 1605 finished with value: 0.9975400243082208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:04:23,471] Trial 1606 finished with value: 0.9945882062643722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 7, 'rf_n_estimators': 17}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:04:27,060] Trial 1607 finished with value: 0.9974939662886376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:04:35,269] Trial 1608 finished with value: 0.9975191413046497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 24, 'rf_n_estimators': 119}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:04:44,983] Trial 1609 finished with value: 0.9963952383031414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 35, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:04:46,985] Trial 1610 finished with value: 0.9964546205627767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:04:52,088] Trial 1611 finished with value: 0.9970949726135906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:04:55,597] Trial 1612 finished with value: 0.9974325119562373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:04:57,175] Trial 1613 finished with value: 0.9975275000221263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 68}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:04:59,872] Trial 1614 finished with value: 0.9973446375297147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:05:02,130] Trial 1615 finished with value: 0.9959163814206998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:05:04,623] Trial 1616 finished with value: 0.9962346198309868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:05:07,262] Trial 1617 finished with value: 0.9975428037237296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:05:12,665] Trial 1618 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 5.173758202960642e-08, 'svc_kernel': 'rbf'}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:05:15,516] Trial 1619 finished with value: 0.9971112108378793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:05:18,854] Trial 1620 finished with value: 0.9973725588268603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:05:22,849] Trial 1621 finished with value: 0.9972855209481031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:05:25,436] Trial 1622 finished with value: 0.9973696938142149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:05:33,146] Trial 1623 finished with value: 0.9969082017883015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 29, 'rf_n_estimators': 121}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:05:35,982] Trial 1624 finished with value: 0.9972936203668756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:05:38,894] Trial 1625 finished with value: 0.9974238131988198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:05:41,785] Trial 1626 finished with value: 0.9975987448007474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:05:45,819] Trial 1627 finished with value: 0.9971671364267983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:05:48,845] Trial 1628 finished with value: 0.9975768331398575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:05:50,524] Trial 1629 finished with value: 0.9956116114675165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:05:54,696] Trial 1630 finished with value: 0.9974754570583798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:06:10,742] Trial 1631 finished with value: 0.9967153580413695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 61, 'rf_n_estimators': 120}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:06:13,452] Trial 1632 finished with value: 0.9972544456329268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:06:14,311] Trial 1633 finished with value: 0.987496639120636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 3, 'rf_n_estimators': 115}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:06:17,228] Trial 1634 finished with value: 0.997235361184834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:06:19,229] Trial 1635 finished with value: 0.9972308937569784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:06:22,852] Trial 1636 finished with value: 0.9878806169251626 and parameters: {'classifier': 'SVC', 'svc_c': 52474.516226435284, 'svc_kernel': 'sigmoid'}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:06:33,973] Trial 1637 finished with value: 0.9969578957025645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 36, 'rf_n_estimators': 121}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:06:36,868] Trial 1638 finished with value: 0.996660426293285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 89}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:06:41,075] Trial 1639 finished with value: 0.9971523969617141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:06:51,503] Trial 1640 finished with value: 0.9967745241341169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 49, 'rf_n_estimators': 112}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:06:54,500] Trial 1641 finished with value: 0.9974778917684756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:06:56,599] Trial 1642 finished with value: 0.9974666891758001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:06:58,276] Trial 1643 finished with value: 0.9938640332573642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:07:00,961] Trial 1644 finished with value: 0.9972053774949853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:07:03,603] Trial 1645 finished with value: 0.9974924596266942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:07:06,013] Trial 1646 finished with value: 0.9967935816684642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:07:08,667] Trial 1647 finished with value: 0.9973277570888684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:07:11,729] Trial 1648 finished with value: 0.9976017642817884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:07:19,874] Trial 1649 finished with value: 0.997314401713929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 29, 'rf_n_estimators': 125}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:07:22,141] Trial 1650 finished with value: 0.9975965401904808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:07:27,329] Trial 1651 finished with value: 0.9975332317612641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:07:28,931] Trial 1652 finished with value: 0.996632636168911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:07:32,947] Trial 1653 finished with value: 0.9974467232073274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:07:35,163] Trial 1654 finished with value: 0.9973328772702671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 4, 'rf_n_estimators': 116}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:07:47,695] Trial 1655 finished with value: 0.9968509174995637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 45, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:07:49,247] Trial 1656 finished with value: 0.9951380587828611 and parameters: {'classifier': 'SVC', 'svc_c': 1895.3625103534707, 'svc_kernel': 'rbf'}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:07:52,985] Trial 1657 finished with value: 0.9976017191822218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:08:00,752] Trial 1658 finished with value: 0.9967900505723547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 30, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:08:04,016] Trial 1659 finished with value: 0.9971707157010513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:08:05,519] Trial 1660 finished with value: 0.9950837523667676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:08:08,887] Trial 1661 finished with value: 0.9974138680937762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:08:11,548] Trial 1662 finished with value: 0.997359210561212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:08:16,347] Trial 1663 finished with value: 0.9969858371532813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:08:39,831] Trial 1664 finished with value: 0.9958862518634284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 72, 'rf_n_estimators': 125}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:08:45,949] Trial 1665 finished with value: 0.9972762877243236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 20, 'rf_n_estimators': 111}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:09:02,294] Trial 1666 finished with value: 0.9965639362626627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 54, 'rf_n_estimators': 115}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:09:06,655] Trial 1667 finished with value: 0.9973895195646124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:09:09,325] Trial 1668 finished with value: 0.997418905820091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:09:12,161] Trial 1669 finished with value: 0.9975103087719522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:09:15,745] Trial 1670 finished with value: 0.9974212647718016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:09:18,794] Trial 1671 finished with value: 0.9972628829017244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:09:25,829] Trial 1672 finished with value: 0.9969538928541986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 27, 'rf_n_estimators': 121}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:09:28,747] Trial 1673 finished with value: 0.9971747858972568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:09:33,466] Trial 1674 finished with value: 0.9973015615087037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:09:36,970] Trial 1675 finished with value: 0.989064335123102 and parameters: {'classifier': 'SVC', 'svc_c': 21594.11976664922, 'svc_kernel': 'sigmoid'}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:09:40,213] Trial 1676 finished with value: 0.99713628895806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:09:41,795] Trial 1677 finished with value: 0.9967943276997172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 118}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:09:45,241] Trial 1678 finished with value: 0.9977568673721207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:09:47,934] Trial 1679 finished with value: 0.9974127970346127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:09:50,478] Trial 1680 finished with value: 0.9973569644695005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:09:53,683] Trial 1681 finished with value: 0.9973678459062904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:09:56,467] Trial 1682 finished with value: 0.9973772499434875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:09:58,849] Trial 1683 finished with value: 0.9971238041856604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:10:01,919] Trial 1684 finished with value: 0.9974354594239662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:10:04,572] Trial 1685 finished with value: 0.9973678858960536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:10:07,318] Trial 1686 finished with value: 0.9973409435546644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:10:10,768] Trial 1687 finished with value: 0.997372554447029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:10:17,506] Trial 1688 finished with value: 0.9970198878020691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 23, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:10:20,583] Trial 1689 finished with value: 0.9974215998288907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:10:23,682] Trial 1690 finished with value: 0.9975973019954738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:10:26,801] Trial 1691 finished with value: 0.9974197650604598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:10:29,588] Trial 1692 finished with value: 0.9920521013617501 and parameters: {'classifier': 'SVC', 'svc_c': 33.633779065874876, 'svc_kernel': 'rbf'}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:10:32,182] Trial 1693 finished with value: 0.9973009421434395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:10:34,957] Trial 1694 finished with value: 0.997348443793482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:10:43,612] Trial 1695 finished with value: 0.9967017926884343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 32, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:10:46,680] Trial 1696 finished with value: 0.9972605195384446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:10:52,547] Trial 1697 finished with value: 0.9972877539955346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 19, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:10:53,984] Trial 1698 finished with value: 0.9962711181706746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:11:00,118] Trial 1699 finished with value: 0.9971758444516848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:11:02,032] Trial 1700 finished with value: 0.9973537834425105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:11:05,507] Trial 1701 finished with value: 0.9974483497750852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:11:07,172] Trial 1702 finished with value: 0.9969974383105988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:11:10,613] Trial 1703 finished with value: 0.9974955553739266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:11:13,555] Trial 1704 finished with value: 0.9971107431798126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:11:16,528] Trial 1705 finished with value: 0.9973274064802045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:11:19,417] Trial 1706 finished with value: 0.9973182088346197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:11:32,332] Trial 1707 finished with value: 0.9964232752214838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 48, 'rf_n_estimators': 121}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:11:36,125] Trial 1708 finished with value: 0.9975690668104235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:11:39,124] Trial 1709 finished with value: 0.9973204398825631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:11:41,406] Trial 1710 finished with value: 0.9974660558458565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:11:47,884] Trial 1711 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 3.041475272931913e-05, 'svc_kernel': 'sigmoid'}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:11:51,081] Trial 1712 finished with value: 0.9974277017589811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:11:52,868] Trial 1713 finished with value: 0.9972763493276021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:11:56,675] Trial 1714 finished with value: 0.9972946336313094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:11:58,461] Trial 1715 finished with value: 0.9968459138597615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:12:01,094] Trial 1716 finished with value: 0.9973542512275286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:12:02,101] Trial 1717 finished with value: 0.9887290847183422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:12:05,853] Trial 1718 finished with value: 0.9972418361305507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:12:23,447] Trial 1719 finished with value: 0.9968135333231406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 55, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:12:26,163] Trial 1720 finished with value: 0.9975598706565201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:12:32,913] Trial 1721 finished with value: 0.9949603948962172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 73, 'rf_n_estimators': 34}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:12:36,082] Trial 1722 finished with value: 0.9973740468586522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:12:39,578] Trial 1723 finished with value: 0.9941274307534579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 32, 'rf_n_estimators': 122}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:12:42,454] Trial 1724 finished with value: 0.996763671864464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:12:45,739] Trial 1725 finished with value: 0.9972529748030808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 82}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:12:47,210] Trial 1726 finished with value: 0.9964959292266723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:12:51,794] Trial 1727 finished with value: 0.9974540215613154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:12:54,119] Trial 1728 finished with value: 0.997398642911756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:13:00,826] Trial 1729 finished with value: 0.9973096429955587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 20, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:13:06,426] Trial 1730 finished with value: 0.995023412447512 and parameters: {'classifier': 'SVC', 'svc_c': 351696.16645347973, 'svc_kernel': 'rbf'}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:13:07,913] Trial 1731 finished with value: 0.9971540729136561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:13:09,356] Trial 1732 finished with value: 0.997225434995583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 39}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:13:12,500] Trial 1733 finished with value: 0.9973849813612231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:13:15,293] Trial 1734 finished with value: 0.9974728664834206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:13:18,702] Trial 1735 finished with value: 0.9972914280709171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:13:21,606] Trial 1736 finished with value: 0.9974283919315169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:13:24,611] Trial 1737 finished with value: 0.9975290016377425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:13:27,634] Trial 1738 finished with value: 0.9974591791617069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:13:30,407] Trial 1739 finished with value: 0.9972589764096457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:13:35,007] Trial 1740 finished with value: 0.9973886509298229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:13:38,910] Trial 1741 finished with value: 0.9974986242391517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:13:41,772] Trial 1742 finished with value: 0.9973905824671337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:13:44,545] Trial 1743 finished with value: 0.9972665673871406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:13:47,867] Trial 1744 finished with value: 0.9974083665496813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:13:51,776] Trial 1745 finished with value: 0.9974459480406755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:13:54,952] Trial 1746 finished with value: 0.9974394053980019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:14:06,886] Trial 1747 finished with value: 0.9968509490470437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 44, 'rf_n_estimators': 124}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:14:11,282] Trial 1748 finished with value: 0.9972995927428275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:14:17,028] Trial 1749 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 4.5419180891402114e-06, 'svc_kernel': 'sigmoid'}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:14:20,187] Trial 1750 finished with value: 0.9972397809740903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:14:22,938] Trial 1751 finished with value: 0.9966612412910111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:14:24,530] Trial 1752 finished with value: 0.9973988026803822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 59}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:14:27,638] Trial 1753 finished with value: 0.9974314660969723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:14:29,018] Trial 1754 finished with value: 0.9925690481764633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:14:32,654] Trial 1755 finished with value: 0.9974502374506079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:14:36,349] Trial 1756 finished with value: 0.9976098300266413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:14:40,631] Trial 1757 finished with value: 0.99701588530282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 18, 'rf_n_estimators': 117}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:14:52,662] Trial 1758 finished with value: 0.9967871860040404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 37, 'rf_n_estimators': 124}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:14:54,802] Trial 1759 finished with value: 0.997224128853739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:14:57,309] Trial 1760 finished with value: 0.9975088393068363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:14:58,776] Trial 1761 finished with value: 0.996282247766163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 3, 'rf_n_estimators': 119}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:15:01,024] Trial 1762 finished with value: 0.9976975428120011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:15:03,496] Trial 1763 finished with value: 0.9974118314722538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:15:05,589] Trial 1764 finished with value: 0.9973971757952452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:15:07,546] Trial 1765 finished with value: 0.9973409185451931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 122}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:15:10,061] Trial 1766 finished with value: 0.9973886122730514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:15:12,317] Trial 1767 finished with value: 0.99743295555697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:15:18,713] Trial 1768 finished with value: 0.9850787220277679 and parameters: {'classifier': 'SVC', 'svc_c': 0.0002617060147672025, 'svc_kernel': 'rbf'}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:15:20,798] Trial 1769 finished with value: 0.9973877610306353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:15:23,186] Trial 1770 finished with value: 0.9973938196384818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:15:25,725] Trial 1771 finished with value: 0.9971430823302022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:15:27,645] Trial 1772 finished with value: 0.9972979704279493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:15:30,397] Trial 1773 finished with value: 0.997538108893767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:15:33,030] Trial 1774 finished with value: 0.9972571505595665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:15:38,735] Trial 1775 finished with value: 0.997277858211199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:15:40,274] Trial 1776 finished with value: 0.9964779782662069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:15:42,622] Trial 1777 finished with value: 0.997193617362489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:15:44,191] Trial 1778 finished with value: 0.9951152095841843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:15:46,602] Trial 1779 finished with value: 0.9974928285798685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:15:47,851] Trial 1780 finished with value: 0.9956377391602972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 4, 'rf_n_estimators': 124}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:15:49,216] Trial 1781 finished with value: 0.9964041092069689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:15:51,267] Trial 1782 finished with value: 0.9974060159133025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:16:02,743] Trial 1783 finished with value: 0.9963416378015858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 50, 'rf_n_estimators': 116}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:16:05,313] Trial 1784 finished with value: 0.997361184214726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:16:09,666] Trial 1785 finished with value: 0.9975133835721658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:16:15,912] Trial 1786 finished with value: 0.9852051536320356 and parameters: {'classifier': 'SVC', 'svc_c': 8.282390600376457e-07, 'svc_kernel': 'sigmoid'}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:16:18,272] Trial 1787 finished with value: 0.9974118487376753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:16:20,946] Trial 1788 finished with value: 0.9975039877550866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:16:22,192] Trial 1789 finished with value: 0.9968049169255929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 55}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:16:26,012] Trial 1790 finished with value: 0.9973697521484889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:16:28,992] Trial 1791 finished with value: 0.997439085352943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:16:30,460] Trial 1792 finished with value: 0.9969923811924226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:16:32,823] Trial 1793 finished with value: 0.9957437443107927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:16:37,964] Trial 1794 finished with value: 0.9973146774846072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:16:38,888] Trial 1795 finished with value: 0.9967477896125455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 7, 'rf_n_estimators': 29}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:16:40,436] Trial 1796 finished with value: 0.9967829508024537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 116}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:16:41,944] Trial 1797 finished with value: 0.9967435353047387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:16:46,300] Trial 1798 finished with value: 0.9972720349081983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:16:48,611] Trial 1799 finished with value: 0.9975195883330764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:17:08,190] Trial 1800 finished with value: 0.996243107055251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 66, 'rf_n_estimators': 121}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:17:10,707] Trial 1801 finished with value: 0.9972908584389538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:17:13,343] Trial 1802 finished with value: 0.9974271529788229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:17:16,596] Trial 1803 finished with value: 0.9973755706273275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:17:19,522] Trial 1804 finished with value: 0.9973536598868367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:17:22,371] Trial 1805 finished with value: 0.99578723597144 and parameters: {'classifier': 'SVC', 'svc_c': 7080.230324123575, 'svc_kernel': 'rbf'}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:17:30,984] Trial 1806 finished with value: 0.9967218711043131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 33, 'rf_n_estimators': 120}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:17:53,685] Trial 1807 finished with value: 0.9964775766229877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 68, 'rf_n_estimators': 124}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:17:57,226] Trial 1808 finished with value: 0.9973144416084788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:18:02,323] Trial 1809 finished with value: 0.9969579186490716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:18:06,441] Trial 1810 finished with value: 0.9973700507704604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:18:08,849] Trial 1811 finished with value: 0.9971723229086855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:18:11,359] Trial 1812 finished with value: 0.9977569580155844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:18:13,478] Trial 1813 finished with value: 0.9973334504568757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:18:16,076] Trial 1814 finished with value: 0.99741118100384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:18:19,199] Trial 1815 finished with value: 0.9974124739109768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:18:21,554] Trial 1816 finished with value: 0.997568807638671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:18:23,882] Trial 1817 finished with value: 0.9975260476637428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:18:34,507] Trial 1818 finished with value: 0.996375842284011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 50, 'rf_n_estimators': 115}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:18:37,492] Trial 1819 finished with value: 0.9974979826890901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:18:40,065] Trial 1820 finished with value: 0.9974740224732243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:18:44,998] Trial 1821 finished with value: 0.9969862818965786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 21, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:18:47,447] Trial 1822 finished with value: 0.9973242501453067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:18:50,110] Trial 1823 finished with value: 0.9973169568693837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:19:08,235] Trial 1824 finished with value: 0.9966045680522057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 64, 'rf_n_estimators': 121}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:19:11,888] Trial 1825 finished with value: 0.9872962956426928 and parameters: {'classifier': 'SVC', 'svc_c': 113243.53064441594, 'svc_kernel': 'sigmoid'}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:19:14,381] Trial 1826 finished with value: 0.9974770210707221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:19:16,524] Trial 1827 finished with value: 0.9975636601626722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:19:19,242] Trial 1828 finished with value: 0.997423564119722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:19:25,025] Trial 1829 finished with value: 0.9970901999305412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 23, 'rf_n_estimators': 119}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:19:26,278] Trial 1830 finished with value: 0.9874878650174262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:19:31,833] Trial 1831 finished with value: 0.9971250944585505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 111}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:19:41,171] Trial 1832 finished with value: 0.9970433401479394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 27, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:19:43,855] Trial 1833 finished with value: 0.9975344293277265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:19:47,198] Trial 1834 finished with value: 0.997603335689063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:19:55,720] Trial 1835 finished with value: 0.9969486988504274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 28, 'rf_n_estimators': 118}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:19:58,753] Trial 1836 finished with value: 0.9968926890291018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:20:01,161] Trial 1837 finished with value: 0.9974611350737307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:20:03,515] Trial 1838 finished with value: 0.9973395719057793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:20:06,751] Trial 1839 finished with value: 0.9975377890073976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:20:08,854] Trial 1840 finished with value: 0.9975515167632053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:20:11,481] Trial 1841 finished with value: 0.997452040893724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:20:17,115] Trial 1842 finished with value: 0.9972163381178545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 125}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:20:23,216] Trial 1843 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.5447473003306085e-07, 'svc_kernel': 'rbf'}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:20:25,968] Trial 1844 finished with value: 0.9969681829739888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 115}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:20:28,431] Trial 1845 finished with value: 0.9972968219282917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:20:31,716] Trial 1846 finished with value: 0.9972174975353522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:20:34,573] Trial 1847 finished with value: 0.9972418796114839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:20:36,055] Trial 1848 finished with value: 0.9952347675828795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:20:38,761] Trial 1849 finished with value: 0.9975704533126493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:20:41,268] Trial 1850 finished with value: 0.9971428976790566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 85}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:20:42,327] Trial 1851 finished with value: 0.9969784689758967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 92}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:20:44,983] Trial 1852 finished with value: 0.9974558491569793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:20:46,938] Trial 1853 finished with value: 0.9975417860159886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:20:49,300] Trial 1854 finished with value: 0.9972581069496703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:20:52,424] Trial 1855 finished with value: 0.9971692334455587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:21:01,608] Trial 1856 finished with value: 0.9966566042875158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 39, 'rf_n_estimators': 124}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:21:09,327] Trial 1857 finished with value: 0.9973840346194432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:21:10,220] Trial 1858 finished with value: 0.9965343790668144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 24}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:21:13,512] Trial 1859 finished with value: 0.9973737509978786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:21:14,382] Trial 1860 finished with value: 0.9952832606616755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 7, 'rf_n_estimators': 21}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:21:16,209] Trial 1861 finished with value: 0.9955084496526755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:21:18,679] Trial 1862 finished with value: 0.9971258821299381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:21:20,145] Trial 1863 finished with value: 0.9973750027409493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 75}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:21:26,873] Trial 1864 finished with value: 0.9854046667828437 and parameters: {'classifier': 'SVC', 'svc_c': 0.15240617365577627, 'svc_kernel': 'sigmoid'}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:21:29,310] Trial 1865 finished with value: 0.9971602664710852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:21:31,667] Trial 1866 finished with value: 0.9972035924598556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:21:33,484] Trial 1867 finished with value: 0.9972692726946356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 113}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:21:44,896] Trial 1868 finished with value: 0.9967879276871999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 37, 'rf_n_estimators': 125}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:21:48,325] Trial 1869 finished with value: 0.9973965095530916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:21:53,871] Trial 1870 finished with value: 0.9972856943322913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 19, 'rf_n_estimators': 115}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:21:57,518] Trial 1871 finished with value: 0.9975635911009855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:22:00,781] Trial 1872 finished with value: 0.9973465512620594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:22:04,444] Trial 1873 finished with value: 0.9970755425714235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:22:07,148] Trial 1874 finished with value: 0.9974331846411862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:22:08,653] Trial 1875 finished with value: 0.9941208300304135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:22:11,536] Trial 1876 finished with value: 0.9974423402340435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:22:18,248] Trial 1877 finished with value: 0.9972831463178659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 25, 'rf_n_estimators': 111}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:22:20,932] Trial 1878 finished with value: 0.9975969552270967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:22:22,789] Trial 1879 finished with value: 0.9961929231076966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:22:24,327] Trial 1880 finished with value: 0.9971200127117581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:22:30,137] Trial 1881 finished with value: 0.9853809054367062 and parameters: {'classifier': 'SVC', 'svc_c': 0.0069913058486244925, 'svc_kernel': 'rbf'}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:22:32,870] Trial 1882 finished with value: 0.997625730337429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:22:44,298] Trial 1883 finished with value: 0.996591087598173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 40, 'rf_n_estimators': 122}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:22:47,333] Trial 1884 finished with value: 0.9975124236591544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:22:58,030] Trial 1885 finished with value: 0.9958724671063388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 62, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:22:59,646] Trial 1886 finished with value: 0.9974639426090254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 50}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:23:12,833] Trial 1887 finished with value: 0.9968830239476157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 53, 'rf_n_estimators': 114}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:23:16,009] Trial 1888 finished with value: 0.9973948594675442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:23:19,485] Trial 1889 finished with value: 0.9971724586834537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:23:27,083] Trial 1890 finished with value: 0.9956345451525032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 48, 'rf_n_estimators': 125}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:23:29,140] Trial 1891 finished with value: 0.9975174544666054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:23:38,842] Trial 1892 finished with value: 0.9964990611233815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 41, 'rf_n_estimators': 110}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:23:41,447] Trial 1893 finished with value: 0.9973185645530865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:23:44,675] Trial 1894 finished with value: 0.9975780102671075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:23:48,229] Trial 1895 finished with value: 0.9971541959615234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:23:52,214] Trial 1896 finished with value: 0.9972466819377392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:23:55,406] Trial 1897 finished with value: 0.9971274040260774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:24:03,757] Trial 1898 finished with value: 0.9964533498404374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 42, 'rf_n_estimators': 70}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:24:10,177] Trial 1899 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 1.4936903954622548e-08, 'svc_kernel': 'sigmoid'}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:24:18,496] Trial 1900 finished with value: 0.9970255663484737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 30, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:24:20,089] Trial 1901 finished with value: 0.9970363669805512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 78}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:24:21,289] Trial 1902 finished with value: 0.9898273387299282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:24:34,553] Trial 1903 finished with value: 0.9966265869554851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 50, 'rf_n_estimators': 116}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:24:37,929] Trial 1904 finished with value: 0.9974993755071594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:24:39,059] Trial 1905 finished with value: 0.9959484521318679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 1, 'rf_n_estimators': 125}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:24:55,219] Trial 1906 finished with value: 0.99636540162328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 65, 'rf_n_estimators': 118}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:24:56,478] Trial 1907 finished with value: 0.9933783737035733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:24:58,791] Trial 1908 finished with value: 0.9968127155324787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:25:01,961] Trial 1909 finished with value: 0.997437756486757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:25:11,571] Trial 1910 finished with value: 0.9959166882627892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 58, 'rf_n_estimators': 61}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:25:13,420] Trial 1911 finished with value: 0.9972243344519036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:25:16,123] Trial 1912 finished with value: 0.9976024316030309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:25:19,061] Trial 1913 finished with value: 0.9974783053134099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:25:22,818] Trial 1914 finished with value: 0.9975810729434406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:25:25,427] Trial 1915 finished with value: 0.9975108161976168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:25:28,025] Trial 1916 finished with value: 0.9974381983419051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:25:31,168] Trial 1917 finished with value: 0.9977162010834721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:25:34,980] Trial 1918 finished with value: 0.997380095342106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:25:37,050] Trial 1919 finished with value: 0.9950731644104079 and parameters: {'classifier': 'SVC', 'svc_c': 1033.1951580851864, 'svc_kernel': 'rbf'}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:25:40,899] Trial 1920 finished with value: 0.9972903489820633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:25:42,492] Trial 1921 finished with value: 0.9967315619252423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:25:45,197] Trial 1922 finished with value: 0.9968094579853939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:25:48,558] Trial 1923 finished with value: 0.9973118279600607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:25:53,209] Trial 1924 finished with value: 0.9972868971672466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:25:55,382] Trial 1925 finished with value: 0.9972044396080816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:25:59,230] Trial 1926 finished with value: 0.9974488038493273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:26:06,602] Trial 1927 finished with value: 0.9968753371851159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 22, 'rf_n_estimators': 124}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:26:09,437] Trial 1928 finished with value: 0.9974404212014685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:26:23,049] Trial 1929 finished with value: 0.9962805238582431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 54, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:26:27,004] Trial 1930 finished with value: 0.9973504389335591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:26:30,878] Trial 1931 finished with value: 0.9970938091971165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:26:32,949] Trial 1932 finished with value: 0.996952089188917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 5, 'rf_n_estimators': 111}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:26:35,987] Trial 1933 finished with value: 0.9973953384877818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:26:37,972] Trial 1934 finished with value: 0.9973368802455845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:26:41,140] Trial 1935 finished with value: 0.9974892852011891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:26:52,448] Trial 1936 finished with value: 0.9967800278046516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 45, 'rf_n_estimators': 121}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:27:03,421] Trial 1937 finished with value: 0.997005615455507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 33, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:27:09,994] Trial 1938 finished with value: 0.9852053993786534 and parameters: {'classifier': 'SVC', 'svc_c': 0.00011416342394456433, 'svc_kernel': 'sigmoid'}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:27:18,108] Trial 1939 finished with value: 0.9972056178144206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 27, 'rf_n_estimators': 125}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:27:20,720] Trial 1940 finished with value: 0.9974424294493017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:27:24,121] Trial 1941 finished with value: 0.9974692166240615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:27:33,888] Trial 1942 finished with value: 0.9969642072615338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 33, 'rf_n_estimators': 118}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:27:36,271] Trial 1943 finished with value: 0.9975690904869023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:27:44,440] Trial 1944 finished with value: 0.9969029160619778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 29, 'rf_n_estimators': 113}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:27:48,044] Trial 1945 finished with value: 0.9973581401368069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:27:51,224] Trial 1946 finished with value: 0.9974117935137162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:27:53,848] Trial 1947 finished with value: 0.9972958603331712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:27:58,426] Trial 1948 finished with value: 0.997456680372776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:27:59,112] Trial 1949 finished with value: 0.9962403866087742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 17}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:28:01,600] Trial 1950 finished with value: 0.9972026388626877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:28:04,731] Trial 1951 finished with value: 0.9973584277774622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:28:11,605] Trial 1952 finished with value: 0.9971061275994052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 25, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:28:18,846] Trial 1953 finished with value: 0.9970799745797745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 21, 'rf_n_estimators': 114}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:28:21,107] Trial 1954 finished with value: 0.9974135078685263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:28:24,148] Trial 1955 finished with value: 0.9972578920205609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:28:30,592] Trial 1956 finished with value: 0.9852278521073901 and parameters: {'classifier': 'SVC', 'svc_c': 0.0006800460356819659, 'svc_kernel': 'rbf'}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:28:47,770] Trial 1957 finished with value: 0.9967395920284249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 61, 'rf_n_estimators': 124}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:28:51,327] Trial 1958 finished with value: 0.9974207343678919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:28:57,122] Trial 1959 finished with value: 0.9972683097982608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 18, 'rf_n_estimators': 121}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:28:59,694] Trial 1960 finished with value: 0.9974185215692452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:29:02,914] Trial 1961 finished with value: 0.9968370701870586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 25, 'rf_n_estimators': 45}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:29:06,506] Trial 1962 finished with value: 0.9973368260372385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:29:11,363] Trial 1963 finished with value: 0.9972884080503318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 112}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:29:14,502] Trial 1964 finished with value: 0.9974412470535586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:29:32,940] Trial 1965 finished with value: 0.9952773996857788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 74, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:29:36,382] Trial 1966 finished with value: 0.9976739674182634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:29:39,590] Trial 1967 finished with value: 0.9974460755318496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:29:58,324] Trial 1968 finished with value: 0.9951978365602994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 74, 'rf_n_estimators': 124}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:30:00,932] Trial 1969 finished with value: 0.9971313362258613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:30:02,692] Trial 1970 finished with value: 0.9960686536801132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:30:12,152] Trial 1971 finished with value: 0.9972739753955991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 36, 'rf_n_estimators': 116}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:30:15,459] Trial 1972 finished with value: 0.9975239210017768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:30:18,308] Trial 1973 finished with value: 0.9973946581857351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:30:21,052] Trial 1974 finished with value: 0.9975397579002254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:30:25,377] Trial 1975 finished with value: 0.9857618928003772 and parameters: {'classifier': 'SVC', 'svc_c': 0.45101258804373096, 'svc_kernel': 'sigmoid'}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:30:28,068] Trial 1976 finished with value: 0.9969035720845252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:30:30,234] Trial 1977 finished with value: 0.9967043900553058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 65}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:30:33,192] Trial 1978 finished with value: 0.9976683109614424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:30:47,359] Trial 1979 finished with value: 0.9964517188928483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 60, 'rf_n_estimators': 118}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:30:54,084] Trial 1980 finished with value: 0.9974092979303141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 122}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:30:57,679] Trial 1981 finished with value: 0.9974771403417785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:30:58,815] Trial 1982 finished with value: 0.9957053465842947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 1, 'rf_n_estimators': 115}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:31:02,219] Trial 1983 finished with value: 0.9972635019178716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:31:04,095] Trial 1984 finished with value: 0.9973389771691311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:31:08,193] Trial 1985 finished with value: 0.9974511780034957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:31:10,311] Trial 1986 finished with value: 0.9967092114877815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:31:12,718] Trial 1987 finished with value: 0.9974494619983147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:31:16,268] Trial 1988 finished with value: 0.9973727421767516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:31:19,174] Trial 1989 finished with value: 0.99722717442334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:31:21,777] Trial 1990 finished with value: 0.9974405647202861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:31:24,812] Trial 1991 finished with value: 0.9974035874238366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:31:28,413] Trial 1992 finished with value: 0.9973676091097627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:31:31,316] Trial 1993 finished with value: 0.9973340411628095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:31:34,277] Trial 1994 finished with value: 0.9895199188836364 and parameters: {'classifier': 'SVC', 'svc_c': 3.8908136618157863, 'svc_kernel': 'rbf'}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:31:37,764] Trial 1995 finished with value: 0.9975734281067163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:31:40,073] Trial 1996 finished with value: 0.991351876510203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 18, 'rf_n_estimators': 119}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:31:43,523] Trial 1997 finished with value: 0.997337088287568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:31:53,601] Trial 1998 finished with value: 0.997163472888401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 26, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:31:55,183] Trial 1999 finished with value: 0.9951537384517161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:32:09,243] Trial 2000 finished with value: 0.9970393811296235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 42, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:32:21,325] Trial 2001 finished with value: 0.9961840764516304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 47, 'rf_n_estimators': 117}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:32:26,644] Trial 2002 finished with value: 0.9974635288419257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:32:29,717] Trial 2003 finished with value: 0.9975865060288687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:32:40,024] Trial 2004 finished with value: 0.9963623102876168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 31, 'rf_n_estimators': 124}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:32:43,147] Trial 2005 finished with value: 0.9975913005158606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:32:45,530] Trial 2006 finished with value: 0.9971026489660568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:32:48,848] Trial 2007 finished with value: 0.9976263165048421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:32:52,619] Trial 2008 finished with value: 0.9973469886739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:32:54,292] Trial 2009 finished with value: 0.9970647785014154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:32:57,492] Trial 2010 finished with value: 0.9975423163564224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:33:12,938] Trial 2011 finished with value: 0.9967148517265315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 56, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:33:15,424] Trial 2012 finished with value: 0.9975343267190717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:33:17,121] Trial 2013 finished with value: 0.9973193113777872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 113}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:33:22,297] Trial 2014 finished with value: 0.9867325520133865 and parameters: {'classifier': 'SVC', 'svc_c': 9316821508.50731, 'svc_kernel': 'sigmoid'}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:33:25,620] Trial 2015 finished with value: 0.9975973006624818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:33:28,081] Trial 2016 finished with value: 0.9974688657297563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:33:32,262] Trial 2017 finished with value: 0.9936364692870104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 36, 'rf_n_estimators': 124}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:33:39,739] Trial 2018 finished with value: 0.9949447215114681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 69, 'rf_n_estimators': 37}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:33:42,632] Trial 2019 finished with value: 0.9970866995567262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 72}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:33:45,750] Trial 2020 finished with value: 0.9976021642428984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:33:49,389] Trial 2021 finished with value: 0.9973823599052798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:33:52,345] Trial 2022 finished with value: 0.9973362641810626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:33:55,417] Trial 2023 finished with value: 0.9969575649935688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:33:57,529] Trial 2024 finished with value: 0.9970383007395154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:34:00,420] Trial 2025 finished with value: 0.9974503636722658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:34:01,527] Trial 2026 finished with value: 0.9946477552749734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 2, 'rf_n_estimators': 120}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:34:04,229] Trial 2027 finished with value: 0.9975270899366241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:34:07,281] Trial 2028 finished with value: 0.9973648023996535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:34:11,137] Trial 2029 finished with value: 0.9972604445735073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:34:14,460] Trial 2030 finished with value: 0.996971965180422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:37:57,485] Trial 2031 finished with value: 0.9897209175906795 and parameters: {'classifier': 'SVC', 'svc_c': 1218401018.2595482, 'svc_kernel': 'rbf'}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:38:00,088] Trial 2032 finished with value: 0.9974396785344336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:38:03,645] Trial 2033 finished with value: 0.9971303097901957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:38:06,611] Trial 2034 finished with value: 0.9974317903631729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:38:08,053] Trial 2035 finished with value: 0.9969843061166249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:38:16,437] Trial 2036 finished with value: 0.9961035759470538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 50, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:38:19,271] Trial 2037 finished with value: 0.9973770476778032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:38:23,590] Trial 2038 finished with value: 0.9973793783827763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:38:26,364] Trial 2039 finished with value: 0.9976508243583012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:38:29,902] Trial 2040 finished with value: 0.9974280560492422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:38:32,893] Trial 2041 finished with value: 0.997451494208268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:38:35,298] Trial 2042 finished with value: 0.9974374671957307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:38:38,644] Trial 2043 finished with value: 0.997353201527977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:38:40,680] Trial 2044 finished with value: 0.9962598636865203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:38:51,578] Trial 2045 finished with value: 0.9968454212239618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 36, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:38:54,959] Trial 2046 finished with value: 0.9972207917714581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:39:00,133] Trial 2047 finished with value: 0.9976710092231217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:39:02,477] Trial 2048 finished with value: 0.9976384467013394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:39:05,239] Trial 2049 finished with value: 0.9974297179412911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:39:07,588] Trial 2050 finished with value: 0.9914272268727964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 37, 'rf_n_estimators': 113}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:39:10,386] Trial 2051 finished with value: 0.9901785082660549 and parameters: {'classifier': 'SVC', 'svc_c': 12.494053325749759, 'svc_kernel': 'sigmoid'}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:39:12,997] Trial 2052 finished with value: 0.9973378222266783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:39:16,168] Trial 2053 finished with value: 0.9970835077705855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:39:20,123] Trial 2054 finished with value: 0.9975185598661849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:39:24,112] Trial 2055 finished with value: 0.9973980381776669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:39:25,588] Trial 2056 finished with value: 0.9921851897064687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 3, 'rf_n_estimators': 125}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:39:28,409] Trial 2057 finished with value: 0.9973447699720026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:39:30,959] Trial 2058 finished with value: 0.9972918000391925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:39:37,706] Trial 2059 finished with value: 0.9972658066929743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 24, 'rf_n_estimators': 115}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:39:40,285] Trial 2060 finished with value: 0.9976556584542018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:39:44,360] Trial 2061 finished with value: 0.9973199220786029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:39:47,127] Trial 2062 finished with value: 0.9975626082414669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:39:59,562] Trial 2063 finished with value: 0.9966565827057386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 40, 'rf_n_estimators': 120}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:40:03,120] Trial 2064 finished with value: 0.9974166341476259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:40:05,019] Trial 2065 finished with value: 0.9974423804142344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:40:07,284] Trial 2066 finished with value: 0.9972672526720388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:40:10,909] Trial 2067 finished with value: 0.997663781676405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:40:13,426] Trial 2068 finished with value: 0.9973058976368362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:41:48,426] Trial 2069 finished with value: 0.9902473792078869 and parameters: {'classifier': 'SVC', 'svc_c': 85449997.2850314, 'svc_kernel': 'rbf'}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:41:51,133] Trial 2070 finished with value: 0.9976357836369992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:41:53,675] Trial 2071 finished with value: 0.9972515997265017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:41:54,883] Trial 2072 finished with value: 0.9967335492577943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 2, 'rf_n_estimators': 120}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:42:06,564] Trial 2073 finished with value: 0.9966649663692108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 39, 'rf_n_estimators': 116}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:42:09,815] Trial 2074 finished with value: 0.9974365835489106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:42:11,276] Trial 2075 finished with value: 0.9970292118280014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 5, 'rf_n_estimators': 90}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:42:16,859] Trial 2076 finished with value: 0.9972170342571168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:42:26,600] Trial 2077 finished with value: 0.9972866274267709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 30, 'rf_n_estimators': 121}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:42:27,793] Trial 2078 finished with value: 0.9957542493677382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 13, 'rf_n_estimators': 27}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:42:30,532] Trial 2079 finished with value: 0.9970425276892462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:42:44,510] Trial 2080 finished with value: 0.9969638622070036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 56, 'rf_n_estimators': 118}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:42:47,885] Trial 2081 finished with value: 0.9976831093638207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:42:51,613] Trial 2082 finished with value: 0.9974081984974613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:42:55,588] Trial 2083 finished with value: 0.9973179837811178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:42:59,877] Trial 2084 finished with value: 0.9975726583037706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:43:03,130] Trial 2085 finished with value: 0.997615331189881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:43:06,828] Trial 2086 finished with value: 0.9973694580967761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:43:19,408] Trial 2087 finished with value: 0.9967012492085067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 46, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:43:22,300] Trial 2088 finished with value: 0.9973245336282961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:43:22,911] Trial 2089 finished with value: 0.9959952087027947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 10}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:43:25,111] Trial 2090 finished with value: 0.9963199816625887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:43:30,445] Trial 2091 finished with value: 0.9867799090337847 and parameters: {'classifier': 'SVC', 'svc_c': 1641113.8048058404, 'svc_kernel': 'sigmoid'}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:43:33,239] Trial 2092 finished with value: 0.9972784754817613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:43:37,100] Trial 2093 finished with value: 0.9973256915858503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:43:40,559] Trial 2094 finished with value: 0.9970708936344752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:43:43,780] Trial 2095 finished with value: 0.9973057437079849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:43:48,092] Trial 2096 finished with value: 0.9973119557051383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:43:51,796] Trial 2097 finished with value: 0.9975342831429247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:43:54,569] Trial 2098 finished with value: 0.996899900611651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:43:57,645] Trial 2099 finished with value: 0.9974432814851655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:44:00,553] Trial 2100 finished with value: 0.9973378351122687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:44:03,129] Trial 2101 finished with value: 0.9964680907019895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 81}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:44:04,035] Trial 2102 finished with value: 0.9913471703180696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 44, 'rf_n_estimators': 6}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:44:06,913] Trial 2103 finished with value: 0.9971712931405398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:44:09,178] Trial 2104 finished with value: 0.9966336637154033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:44:13,113] Trial 2105 finished with value: 0.9974596012124004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:44:17,162] Trial 2106 finished with value: 0.9973448835937114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:44:25,381] Trial 2107 finished with value: 0.9967412076466048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 24, 'rf_n_estimators': 120}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:44:31,868] Trial 2108 finished with value: 0.9973586436587089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 21, 'rf_n_estimators': 112}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:44:33,201] Trial 2109 finished with value: 0.9968105018451706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 115}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:44:39,728] Trial 2110 finished with value: 0.9853822179261318 and parameters: {'classifier': 'SVC', 'svc_c': 0.02290556065349127, 'svc_kernel': 'rbf'}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:44:42,787] Trial 2111 finished with value: 0.9971836264279069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:44:44,371] Trial 2112 finished with value: 0.99436039200888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:44:47,070] Trial 2113 finished with value: 0.9976213773247299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:44:50,358] Trial 2114 finished with value: 0.9968902657446527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:44:53,085] Trial 2115 finished with value: 0.9975620206775858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:44:57,053] Trial 2116 finished with value: 0.9972961815842706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:45:01,002] Trial 2117 finished with value: 0.9974481907364309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:45:05,178] Trial 2118 finished with value: 0.9974643191792976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:45:08,785] Trial 2119 finished with value: 0.9976300754156512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:45:14,746] Trial 2120 finished with value: 0.9974748029083691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:45:17,276] Trial 2121 finished with value: 0.9973508396246409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:45:18,516] Trial 2122 finished with value: 0.9965016847375026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 114}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:45:21,862] Trial 2123 finished with value: 0.9973511783315895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:45:27,029] Trial 2124 finished with value: 0.9974471673158666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:45:29,463] Trial 2125 finished with value: 0.997485866457272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:45:33,124] Trial 2126 finished with value: 0.9866152507386019 and parameters: {'classifier': 'SVC', 'svc_c': 13411041.350901498, 'svc_kernel': 'sigmoid'}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:45:51,979] Trial 2127 finished with value: 0.9963537261675209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 62, 'rf_n_estimators': 117}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:45:54,327] Trial 2128 finished with value: 0.9975506571419815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:46:03,152] Trial 2129 finished with value: 0.9924842344267856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 71, 'rf_n_estimators': 120}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:46:06,759] Trial 2130 finished with value: 0.9970287508348955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:46:09,924] Trial 2131 finished with value: 0.9973489980325599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:46:12,524] Trial 2132 finished with value: 0.9974115643342865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:46:13,980] Trial 2133 finished with value: 0.9969155270242972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 3, 'rf_n_estimators': 115}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:46:16,599] Trial 2134 finished with value: 0.9976587091970816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:46:20,552] Trial 2135 finished with value: 0.9974525326408624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:46:22,348] Trial 2136 finished with value: 0.9966057235024651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:46:25,190] Trial 2137 finished with value: 0.9971993203153445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:46:27,496] Trial 2138 finished with value: 0.9976101451523246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:46:31,305] Trial 2139 finished with value: 0.9973149236755553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:46:33,303] Trial 2140 finished with value: 0.9973935882056607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:46:36,446] Trial 2141 finished with value: 0.9973233085450678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 1369 with value: 0.9978135421343454.
[I 2023-09-08 03:46:40,110] Trial 2142 finished with value: 0.9978339738248723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:46:43,151] Trial 2143 finished with value: 0.9972256887401533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:46:46,946] Trial 2144 finished with value: 0.997429068615442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:46:52,384] Trial 2145 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 1.875052825723279e-05, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:46:55,672] Trial 2146 finished with value: 0.9972034148862631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:46:59,238] Trial 2147 finished with value: 0.9973871422049155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:47:03,994] Trial 2148 finished with value: 0.9972506464149751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:47:08,327] Trial 2149 finished with value: 0.9974666118939953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:47:11,807] Trial 2150 finished with value: 0.9972047866938377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:47:15,961] Trial 2151 finished with value: 0.9974154110321477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:47:20,634] Trial 2152 finished with value: 0.9975595309339585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:47:24,285] Trial 2153 finished with value: 0.9974479936757633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:47:28,404] Trial 2154 finished with value: 0.9973121681904287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:47:32,254] Trial 2155 finished with value: 0.9973519993277801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:47:37,595] Trial 2156 finished with value: 0.9975250670893535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:47:41,439] Trial 2157 finished with value: 0.9974735504670643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:47:44,697] Trial 2158 finished with value: 0.9967879816416426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:47:51,163] Trial 2159 finished with value: 0.9970005053032874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 21, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:47:56,073] Trial 2160 finished with value: 0.9972547693595829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:48:00,698] Trial 2161 finished with value: 0.9968785055486807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:48:03,020] Trial 2162 finished with value: 0.9974109293222339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 84}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:48:03,862] Trial 2163 finished with value: 0.9897286506587862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 53}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:48:07,622] Trial 2164 finished with value: 0.9972698863153386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:48:11,661] Trial 2165 finished with value: 0.98670273907348 and parameters: {'classifier': 'SVC', 'svc_c': 4376415.7030807985, 'svc_kernel': 'sigmoid'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:48:13,386] Trial 2166 finished with value: 0.9938895850975515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:48:17,126] Trial 2167 finished with value: 0.9973808696200966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:48:22,317] Trial 2168 finished with value: 0.9972203194479192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:48:26,687] Trial 2169 finished with value: 0.9971241005859781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:48:37,467] Trial 2170 finished with value: 0.9969660070230525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 39, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:48:41,185] Trial 2171 finished with value: 0.9973049758727894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:48:54,849] Trial 2172 finished with value: 0.9967577696610254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 52, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:48:58,244] Trial 2173 finished with value: 0.9974579269425677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:49:01,359] Trial 2174 finished with value: 0.997628558375412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:49:03,390] Trial 2175 finished with value: 0.9971314760630815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 47}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:49:06,424] Trial 2176 finished with value: 0.9974318822444151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:49:09,822] Trial 2177 finished with value: 0.9971035203937824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:49:10,925] Trial 2178 finished with value: 0.9951758239093876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 4, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:49:14,040] Trial 2179 finished with value: 0.9976416828888125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:49:16,355] Trial 2180 finished with value: 0.9969629469809659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 57}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:49:19,218] Trial 2181 finished with value: 0.9972859286215243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:49:26,311] Trial 2182 finished with value: 0.9970545397255138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 27, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:49:28,659] Trial 2183 finished with value: 0.9926846781647786 and parameters: {'classifier': 'SVC', 'svc_c': 64.54423561652725, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:49:32,474] Trial 2184 finished with value: 0.997480378814381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:49:36,367] Trial 2185 finished with value: 0.9976105556821576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:49:39,098] Trial 2186 finished with value: 0.9974873956848679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:49:42,399] Trial 2187 finished with value: 0.9972302836591832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:49:43,729] Trial 2188 finished with value: 0.997204220933899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 87}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:49:48,822] Trial 2189 finished with value: 0.9974779264262708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:49:51,899] Trial 2190 finished with value: 0.9971062973654723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:49:56,032] Trial 2191 finished with value: 0.9971640781937724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:50:00,518] Trial 2192 finished with value: 0.9974016471586014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:50:04,895] Trial 2193 finished with value: 0.9975016918983362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:50:08,265] Trial 2194 finished with value: 0.9973901370256022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:50:11,926] Trial 2195 finished with value: 0.9969917327234971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:50:15,095] Trial 2196 finished with value: 0.9975025702449255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:50:18,426] Trial 2197 finished with value: 0.9974920959420124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:50:21,880] Trial 2198 finished with value: 0.9974584149763709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:50:25,592] Trial 2199 finished with value: 0.9972646435621414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:50:27,027] Trial 2200 finished with value: 0.9949083339053392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 5, 'rf_n_estimators': 109}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:50:31,906] Trial 2201 finished with value: 0.9972096378012566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:50:34,862] Trial 2202 finished with value: 0.9907797376648263 and parameters: {'classifier': 'SVC', 'svc_c': 10793.664769382214, 'svc_kernel': 'sigmoid'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:50:39,373] Trial 2203 finished with value: 0.9967476808784747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 20, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:50:42,383] Trial 2204 finished with value: 0.9971852195121724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:50:45,116] Trial 2205 finished with value: 0.993697834626318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 25, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:50:46,740] Trial 2206 finished with value: 0.9964702902659287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:50:48,498] Trial 2207 finished with value: 0.9970974665783597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:50:51,947] Trial 2208 finished with value: 0.9972768151766078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:50:55,496] Trial 2209 finished with value: 0.997486180694294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:50:58,331] Trial 2210 finished with value: 0.9968770530633454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:51:02,269] Trial 2211 finished with value: 0.9976770978232908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:51:05,500] Trial 2212 finished with value: 0.9973215044989314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:51:06,499] Trial 2213 finished with value: 0.9881619822662883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:51:13,839] Trial 2214 finished with value: 0.9972648938790177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 21, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:51:17,950] Trial 2215 finished with value: 0.9973220600392638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:51:19,168] Trial 2216 finished with value: 0.9969116315770101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:51:22,727] Trial 2217 finished with value: 0.9973428683000627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:51:40,134] Trial 2218 finished with value: 0.996670936301344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 61, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:51:43,180] Trial 2219 finished with value: 0.9975267367254516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:51:47,102] Trial 2220 finished with value: 0.9963105350013816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:51:54,082] Trial 2221 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.2427240252007303e-06, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:51:55,927] Trial 2222 finished with value: 0.9974775334157625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:51:58,775] Trial 2223 finished with value: 0.9974892363565493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:52:00,741] Trial 2224 finished with value: 0.997376119312272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:52:02,800] Trial 2225 finished with value: 0.997201172380935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:52:05,338] Trial 2226 finished with value: 0.9971055649815194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:52:08,064] Trial 2227 finished with value: 0.9970749474539206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 94}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:52:09,182] Trial 2228 finished with value: 0.9933416957908051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:52:28,045] Trial 2229 finished with value: 0.9966523162423133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 53, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:52:34,392] Trial 2230 finished with value: 0.9972281878464634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 19, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:52:37,781] Trial 2231 finished with value: 0.9968928385781218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:52:40,020] Trial 2232 finished with value: 0.9973689675239404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:52:42,645] Trial 2233 finished with value: 0.9972920668597807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:52:46,365] Trial 2234 finished with value: 0.9973034615937483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:52:49,131] Trial 2235 finished with value: 0.9974252700957243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:52:59,442] Trial 2236 finished with value: 0.9970022589813645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 44, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:53:03,516] Trial 2237 finished with value: 0.9977022749022669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:53:10,582] Trial 2238 finished with value: 0.9959159297585387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 31, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:53:12,227] Trial 2239 finished with value: 0.9971988782380313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:53:19,222] Trial 2240 finished with value: 0.9852056456965531 and parameters: {'classifier': 'SVC', 'svc_c': 2.791157495807899e-09, 'svc_kernel': 'sigmoid'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:53:22,255] Trial 2241 finished with value: 0.9975477028188645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:53:31,116] Trial 2242 finished with value: 0.9972829256441953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 30, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:53:32,842] Trial 2243 finished with value: 0.9967472536227642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 66}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:53:33,554] Trial 2244 finished with value: 0.996624918906282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 15}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:53:35,507] Trial 2245 finished with value: 0.9971420559262748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:53:39,802] Trial 2246 finished with value: 0.9975641822829879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:53:42,911] Trial 2247 finished with value: 0.9973427357942991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:53:45,697] Trial 2248 finished with value: 0.9973861295752396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:53:49,051] Trial 2249 finished with value: 0.9973957051240889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:53:51,654] Trial 2250 finished with value: 0.997407034477967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:53:57,387] Trial 2251 finished with value: 0.9973871709594596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:54:03,034] Trial 2252 finished with value: 0.9973526500183588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:54:05,521] Trial 2253 finished with value: 0.9974561217538666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:54:08,324] Trial 2254 finished with value: 0.9975123337774005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:54:11,589] Trial 2255 finished with value: 0.9973214008111877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:54:13,103] Trial 2256 finished with value: 0.9972161542918943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 41}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:54:16,107] Trial 2257 finished with value: 0.997432626942676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:54:21,227] Trial 2258 finished with value: 0.9973439047014313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 17, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:54:28,504] Trial 2259 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 9.236258544858542e-10, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:54:31,017] Trial 2260 finished with value: 0.9972404002758789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:54:35,245] Trial 2261 finished with value: 0.9969972167800049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:54:47,291] Trial 2262 finished with value: 0.9970229478124178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 43, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:54:49,730] Trial 2263 finished with value: 0.9973153128775146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:54:52,286] Trial 2264 finished with value: 0.9974571783405443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:55:01,090] Trial 2265 finished with value: 0.9959415504065096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 49, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:55:03,844] Trial 2266 finished with value: 0.9975112638290639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:55:14,270] Trial 2267 finished with value: 0.9962763851716329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 34, 'rf_n_estimators': 109}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:55:17,140] Trial 2268 finished with value: 0.9974099466531428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:55:30,057] Trial 2269 finished with value: 0.9964607080838569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 42, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:55:34,104] Trial 2270 finished with value: 0.9968725264442924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:55:36,107] Trial 2271 finished with value: 0.9956664466371485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:55:37,735] Trial 2272 finished with value: 0.9969864078960713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 4, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:55:39,785] Trial 2273 finished with value: 0.9972927881037279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:55:43,048] Trial 2274 finished with value: 0.9972058066549702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:55:46,039] Trial 2275 finished with value: 0.9974872000841439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:55:54,098] Trial 2276 finished with value: 0.9972028834350025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 25, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:56:05,830] Trial 2277 finished with value: 0.9970614564629026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 35, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:56:11,835] Trial 2278 finished with value: 0.9853966388695765 and parameters: {'classifier': 'SVC', 'svc_c': 0.09188051007130778, 'svc_kernel': 'sigmoid'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:56:15,105] Trial 2279 finished with value: 0.9975093804064209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:56:17,611] Trial 2280 finished with value: 0.9972760264261314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:56:22,830] Trial 2281 finished with value: 0.9974481723919203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:56:25,454] Trial 2282 finished with value: 0.9974771498631506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:56:28,508] Trial 2283 finished with value: 0.9976272640083317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:56:38,881] Trial 2284 finished with value: 0.9964825858803997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 31, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:56:41,787] Trial 2285 finished with value: 0.9975015808156599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:56:45,349] Trial 2286 finished with value: 0.9974535630120283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:56:47,598] Trial 2287 finished with value: 0.9963782249122005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:56:50,999] Trial 2288 finished with value: 0.9973309157723715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:56:54,283] Trial 2289 finished with value: 0.9971406665358994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:56:59,483] Trial 2290 finished with value: 0.9967773472209865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:57:02,549] Trial 2291 finished with value: 0.9974005393469412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:57:05,243] Trial 2292 finished with value: 0.9974170522945568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:57:07,563] Trial 2293 finished with value: 0.9973896699070802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:57:09,363] Trial 2294 finished with value: 0.9967705649571116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:57:11,070] Trial 2295 finished with value: 0.9969311903163921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:57:17,120] Trial 2296 finished with value: 0.9853342021537261 and parameters: {'classifier': 'SVC', 'svc_c': 0.00226569481504267, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:57:20,092] Trial 2297 finished with value: 0.9975722395220816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:57:24,627] Trial 2298 finished with value: 0.997570397422194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:57:27,819] Trial 2299 finished with value: 0.9971983206347351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:57:30,248] Trial 2300 finished with value: 0.9970673565081635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:57:42,898] Trial 2301 finished with value: 0.99694914927481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 48, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:57:46,350] Trial 2302 finished with value: 0.9975095621694171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:57:47,927] Trial 2303 finished with value: 0.9970310778265334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 111}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:57:52,642] Trial 2304 finished with value: 0.9970228345080883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 20, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:57:58,080] Trial 2305 finished with value: 0.9972404024975324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 18, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:58:01,963] Trial 2306 finished with value: 0.9974105371051735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:58:04,744] Trial 2307 finished with value: 0.9971778288326115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:58:07,556] Trial 2308 finished with value: 0.9976218471727121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:58:09,660] Trial 2309 finished with value: 0.997335237174115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 77}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:58:13,836] Trial 2310 finished with value: 0.9974274989220143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:58:15,390] Trial 2311 finished with value: 0.9970530935242842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 1, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:58:16,725] Trial 2312 finished with value: 0.9892787159601403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:58:20,018] Trial 2313 finished with value: 0.9972554031655951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:58:24,609] Trial 2314 finished with value: 0.9973630475155358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:58:27,217] Trial 2315 finished with value: 0.9928372801810502 and parameters: {'classifier': 'SVC', 'svc_c': 3399.922656978918, 'svc_kernel': 'sigmoid'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:58:40,907] Trial 2316 finished with value: 0.9966165715509764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 55, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:58:43,975] Trial 2317 finished with value: 0.9972823288763212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:58:46,912] Trial 2318 finished with value: 0.9972248001104821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:59:07,464] Trial 2319 finished with value: 0.9956482692901893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 73, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:59:10,551] Trial 2320 finished with value: 0.9975308539572363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:59:29,951] Trial 2321 finished with value: 0.9955242266934304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 67, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:59:33,169] Trial 2322 finished with value: 0.9971302636115403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:59:37,313] Trial 2323 finished with value: 0.9975673681341398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:59:40,275] Trial 2324 finished with value: 0.9968533675073309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:59:42,670] Trial 2325 finished with value: 0.9974774692099756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:59:45,122] Trial 2326 finished with value: 0.9975396177773641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:59:48,171] Trial 2327 finished with value: 0.9973786464748922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 03:59:52,342] Trial 2328 finished with value: 0.9972790556824478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:00:05,201] Trial 2329 finished with value: 0.9966865015550423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 47, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:00:17,828] Trial 2330 finished with value: 0.9968393004415543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 50, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:00:20,053] Trial 2331 finished with value: 0.9972231833814754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:00:22,388] Trial 2332 finished with value: 0.9974596724640028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 108}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:02:51,707] Trial 2333 finished with value: 0.9897248404595186 and parameters: {'classifier': 'SVC', 'svc_c': 467407438.9927468, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:02:55,961] Trial 2334 finished with value: 0.9973864435900962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:03:05,380] Trial 2335 finished with value: 0.9967177683132765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 38, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:03:16,987] Trial 2336 finished with value: 0.9967073167981811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 39, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:03:19,915] Trial 2337 finished with value: 0.9974997433812449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:03:28,889] Trial 2338 finished with value: 0.9968323504428386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 27, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:03:33,178] Trial 2339 finished with value: 0.9974409374185335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:03:36,088] Trial 2340 finished with value: 0.9975237609157714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:03:38,776] Trial 2341 finished with value: 0.9972831698991312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:03:41,467] Trial 2342 finished with value: 0.9972566185052859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:03:48,153] Trial 2343 finished with value: 0.9970601613341125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 21, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:03:50,355] Trial 2344 finished with value: 0.9975122307561528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:03:54,150] Trial 2345 finished with value: 0.9973212583714591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:03:58,469] Trial 2346 finished with value: 0.9975553425140476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:04:01,240] Trial 2347 finished with value: 0.9974933757413932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:04:09,448] Trial 2348 finished with value: 0.9970616650761683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 27, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:04:12,688] Trial 2349 finished with value: 0.9976161350476015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:04:15,750] Trial 2350 finished with value: 0.9967235780007148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 14, 'rf_n_estimators': 68}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:04:17,515] Trial 2351 finished with value: 0.996143699327057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:04:20,858] Trial 2352 finished with value: 0.9885669889735467 and parameters: {'classifier': 'SVC', 'svc_c': 29386.663535919863, 'svc_kernel': 'sigmoid'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:04:23,956] Trial 2353 finished with value: 0.9972942866407671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:04:27,129] Trial 2354 finished with value: 0.9975131333822413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:04:30,003] Trial 2355 finished with value: 0.9972016027786982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:04:33,548] Trial 2356 finished with value: 0.9975011240119578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:04:36,486] Trial 2357 finished with value: 0.9974633161662076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:04:38,093] Trial 2358 finished with value: 0.9971697614691252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 2, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:04:42,410] Trial 2359 finished with value: 0.9970422699139615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:04:46,109] Trial 2360 finished with value: 0.9973612368996525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:04:48,569] Trial 2361 finished with value: 0.9971254643321243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:04:51,867] Trial 2362 finished with value: 0.9973025480815574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:04:52,882] Trial 2363 finished with value: 0.9974494481605869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 31}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:04:56,199] Trial 2364 finished with value: 0.9951565348152677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 27, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:04:59,056] Trial 2365 finished with value: 0.9971642319321962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:05:19,166] Trial 2366 finished with value: 0.9959293063661382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 70, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:05:20,703] Trial 2367 finished with value: 0.9968206874283392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:05:23,141] Trial 2368 finished with value: 0.9970722784545919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:05:25,741] Trial 2369 finished with value: 0.9967649051678104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:05:28,711] Trial 2370 finished with value: 0.9972163522412231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:05:30,324] Trial 2371 finished with value: 0.9938010115801413 and parameters: {'classifier': 'SVC', 'svc_c': 259.5023852640733, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:05:32,197] Trial 2372 finished with value: 0.9970851731855421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 91}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:05:35,054] Trial 2373 finished with value: 0.9974389264729782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:05:37,175] Trial 2374 finished with value: 0.9970351475149323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:06:00,166] Trial 2375 finished with value: 0.9963989737596369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 66, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:06:15,285] Trial 2376 finished with value: 0.9964585794858788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 57, 'rf_n_estimators': 108}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:06:18,924] Trial 2377 finished with value: 0.9973066614730551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:06:21,191] Trial 2378 finished with value: 0.997380877078505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:06:25,179] Trial 2379 finished with value: 0.9968733451870914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:06:28,874] Trial 2380 finished with value: 0.9975210058432377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:06:33,749] Trial 2381 finished with value: 0.9968280999118427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:06:37,157] Trial 2382 finished with value: 0.9970004053606166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:06:38,984] Trial 2383 finished with value: 0.9936068044044423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:06:41,992] Trial 2384 finished with value: 0.9974236334353118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:06:46,638] Trial 2385 finished with value: 0.9974014417191263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:06:50,024] Trial 2386 finished with value: 0.9974748397878175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:06:52,815] Trial 2387 finished with value: 0.9973838695823245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:07:10,121] Trial 2388 finished with value: 0.9964553810982535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 53, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:07:15,152] Trial 2389 finished with value: 0.9867325520133865 and parameters: {'classifier': 'SVC', 'svc_c': 3011274975.457397, 'svc_kernel': 'sigmoid'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:07:18,754] Trial 2390 finished with value: 0.9975097828748255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:07:21,203] Trial 2391 finished with value: 0.9975759568244942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:07:23,391] Trial 2392 finished with value: 0.9974586115609698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 4, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:07:26,862] Trial 2393 finished with value: 0.9974802789034481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:07:29,117] Trial 2394 finished with value: 0.9971619158266606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:07:30,517] Trial 2395 finished with value: 0.9975053973307713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 62}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:07:33,342] Trial 2396 finished with value: 0.9974960539447152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:07:37,862] Trial 2397 finished with value: 0.9971845577768016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 16, 'rf_n_estimators': 110}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:07:50,171] Trial 2398 finished with value: 0.9968944645111216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 40, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:07:52,858] Trial 2399 finished with value: 0.9970891090669234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:08:02,227] Trial 2400 finished with value: 0.9937526837606295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 57, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:08:04,165] Trial 2401 finished with value: 0.9964526383082898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:08:08,203] Trial 2402 finished with value: 0.9973853432368442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:08:10,259] Trial 2403 finished with value: 0.997505500002902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:08:13,658] Trial 2404 finished with value: 0.9974724431949485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:08:15,952] Trial 2405 finished with value: 0.9975016509246976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:08:21,281] Trial 2406 finished with value: 0.997717890777928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:08:25,551] Trial 2407 finished with value: 0.9973904748756272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:08:31,157] Trial 2408 finished with value: 0.9850747893201773 and parameters: {'classifier': 'SVC', 'svc_c': 4.611672813166539e-10, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:08:34,798] Trial 2409 finished with value: 0.9970558074327519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:08:38,941] Trial 2410 finished with value: 0.9972219907661265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:08:41,713] Trial 2411 finished with value: 0.996499983204807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 16, 'rf_n_estimators': 80}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:08:45,597] Trial 2412 finished with value: 0.997347315955202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:08:50,597] Trial 2413 finished with value: 0.997404476370887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:08:54,879] Trial 2414 finished with value: 0.9972499063821866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:09:00,239] Trial 2415 finished with value: 0.9968472642125107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:09:04,016] Trial 2416 finished with value: 0.9971706665390325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:09:09,125] Trial 2417 finished with value: 0.9973950537670139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:09:13,259] Trial 2418 finished with value: 0.9972204682987051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:09:17,299] Trial 2419 finished with value: 0.9974423982509384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:09:22,229] Trial 2420 finished with value: 0.9974882567025594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:09:26,094] Trial 2421 finished with value: 0.9971312576428023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 16, 'rf_n_estimators': 107}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:09:30,974] Trial 2422 finished with value: 0.9969442983578185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:09:32,428] Trial 2423 finished with value: 0.9902736114135967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:09:37,124] Trial 2424 finished with value: 0.9975374123419117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:09:40,885] Trial 2425 finished with value: 0.9971530471762247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:09:54,117] Trial 2426 finished with value: 0.9972501343238379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 41, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:09:58,121] Trial 2427 finished with value: 0.9867181617287604 and parameters: {'classifier': 'SVC', 'svc_c': 744218.7307706925, 'svc_kernel': 'sigmoid'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:10:00,441] Trial 2428 finished with value: 0.9972480987496666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:10:05,360] Trial 2429 finished with value: 0.996924998123693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 19, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:10:11,874] Trial 2430 finished with value: 0.9971859730335716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 25, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:10:18,451] Trial 2431 finished with value: 0.9966527404829225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 19, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:10:23,228] Trial 2432 finished with value: 0.997426711821909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:10:28,387] Trial 2433 finished with value: 0.9970921679347077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:10:32,996] Trial 2434 finished with value: 0.9973234737726141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:10:37,188] Trial 2435 finished with value: 0.9974222745450656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:10:41,166] Trial 2436 finished with value: 0.9975271392573323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:10:44,793] Trial 2437 finished with value: 0.9971422727596586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:10:48,092] Trial 2438 finished with value: 0.9973930346330785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:10:48,503] Trial 2439 finished with value: 0.9840480229456804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 2}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:10:53,589] Trial 2440 finished with value: 0.997320317850309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:10:57,769] Trial 2441 finished with value: 0.9971233534121606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:10:59,389] Trial 2442 finished with value: 0.995199360297237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:11:02,095] Trial 2443 finished with value: 0.996921806147125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:11:08,475] Trial 2444 finished with value: 0.9972407563752007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 24, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:11:12,071] Trial 2445 finished with value: 0.9968715786551616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 18, 'rf_n_estimators': 73}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:11:15,783] Trial 2446 finished with value: 0.9974736641839869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:11:19,525] Trial 2447 finished with value: 0.995412417504844 and parameters: {'classifier': 'SVC', 'svc_c': 167242.38446792393, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:11:42,111] Trial 2448 finished with value: 0.9961438964194625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 70, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:11:53,468] Trial 2449 finished with value: 0.9969658430332845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 38, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:11:56,213] Trial 2450 finished with value: 0.9976392627781543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:11:59,792] Trial 2451 finished with value: 0.9938174120486128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 35, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:12:14,518] Trial 2452 finished with value: 0.9969462359888075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 48, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:12:16,597] Trial 2453 finished with value: 0.9965344148036982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:12:20,020] Trial 2454 finished with value: 0.9974541337230804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:12:22,682] Trial 2455 finished with value: 0.9972194838522913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:12:25,563] Trial 2456 finished with value: 0.9960311979347086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 21, 'rf_n_estimators': 50}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:12:29,498] Trial 2457 finished with value: 0.9974254923245525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:12:32,017] Trial 2458 finished with value: 0.9971166240553774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:12:32,770] Trial 2459 finished with value: 0.9961891171930465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 21}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:12:35,728] Trial 2460 finished with value: 0.9975388142370227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:12:39,534] Trial 2461 finished with value: 0.9972667995816716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:12:42,188] Trial 2462 finished with value: 0.9975168314514818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:12:44,110] Trial 2463 finished with value: 0.9974083118335288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:12:46,446] Trial 2464 finished with value: 0.9973281269624422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:12:50,389] Trial 2465 finished with value: 0.986681017395704 and parameters: {'classifier': 'SVC', 'svc_c': 1.372905795342741, 'svc_kernel': 'sigmoid'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:12:56,392] Trial 2466 finished with value: 0.9973964873048184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:12:59,051] Trial 2467 finished with value: 0.9973916597786648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:13:03,153] Trial 2468 finished with value: 0.9974475614054636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:13:06,499] Trial 2469 finished with value: 0.9971711224540734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:13:08,085] Trial 2470 finished with value: 0.997064244923715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:13:12,234] Trial 2471 finished with value: 0.9970588410054239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 17, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:13:16,001] Trial 2472 finished with value: 0.9975423435240712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:13:17,526] Trial 2473 finished with value: 0.9971240918580536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 112}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:13:20,767] Trial 2474 finished with value: 0.9975108365098776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:13:26,144] Trial 2475 finished with value: 0.9972491808536218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 22, 'rf_n_estimators': 109}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:13:30,558] Trial 2476 finished with value: 0.9975149629139173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:13:33,530] Trial 2477 finished with value: 0.9974072133528135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:13:38,962] Trial 2478 finished with value: 0.9919043500720424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 74, 'rf_n_estimators': 88}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:13:40,605] Trial 2479 finished with value: 0.996225822463891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:13:45,192] Trial 2480 finished with value: 0.9971893903175447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:13:59,426] Trial 2481 finished with value: 0.9967895993862621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 47, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:14:02,517] Trial 2482 finished with value: 0.9973098628440439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:14:08,724] Trial 2483 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.0358419155361598e-05, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:14:20,047] Trial 2484 finished with value: 0.9969364344025813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 37, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:14:24,394] Trial 2485 finished with value: 0.9973989129378728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:14:27,528] Trial 2486 finished with value: 0.9975106960061613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:14:30,002] Trial 2487 finished with value: 0.9973028230905258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:14:34,110] Trial 2488 finished with value: 0.9973130699913316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:14:40,937] Trial 2489 finished with value: 0.997392276763586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 19, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:14:42,414] Trial 2490 finished with value: 0.988468507579658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:14:44,871] Trial 2491 finished with value: 0.9972268870048498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:14:48,512] Trial 2492 finished with value: 0.9973369192832108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:14:50,663] Trial 2493 finished with value: 0.99743464169678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:14:53,965] Trial 2494 finished with value: 0.9974975538147465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:14:57,171] Trial 2495 finished with value: 0.997483705200987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:15:00,341] Trial 2496 finished with value: 0.9972596885765513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:15:01,785] Trial 2497 finished with value: 0.9932854499663998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:15:04,911] Trial 2498 finished with value: 0.997488148508033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:15:09,652] Trial 2499 finished with value: 0.9971786632539367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:15:11,703] Trial 2500 finished with value: 0.997590428834232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:15:15,131] Trial 2501 finished with value: 0.9971316981966959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:15:21,529] Trial 2502 finished with value: 0.9852043341592648 and parameters: {'classifier': 'SVC', 'svc_c': 3.328886058907421e-08, 'svc_kernel': 'sigmoid'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:15:24,651] Trial 2503 finished with value: 0.9972601983825591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:15:27,590] Trial 2504 finished with value: 0.9972233435626946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:15:28,667] Trial 2505 finished with value: 0.992790433252301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 3, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:15:47,036] Trial 2506 finished with value: 0.9964330393569791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 54, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:15:49,646] Trial 2507 finished with value: 0.9975273446015936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:15:52,557] Trial 2508 finished with value: 0.9971760338317787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:15:55,305] Trial 2509 finished with value: 0.9971000285257267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:15:57,999] Trial 2510 finished with value: 0.9975123061336831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:16:00,706] Trial 2511 finished with value: 0.9974968122268004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:16:10,350] Trial 2512 finished with value: 0.9972181248033555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 28, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:16:15,245] Trial 2513 finished with value: 0.9973623923816497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:16:21,341] Trial 2514 finished with value: 0.9970981896313678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 24, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:16:24,730] Trial 2515 finished with value: 0.9976043806914042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:16:27,708] Trial 2516 finished with value: 0.9972904611755661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:16:42,458] Trial 2517 finished with value: 0.996244033833887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 42, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:16:56,013] Trial 2518 finished with value: 0.9958853604408212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 45, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:16:57,539] Trial 2519 finished with value: 0.9968577215673808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:17:00,463] Trial 2520 finished with value: 0.9974057151331533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:17:04,907] Trial 2521 finished with value: 0.9974580914401421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:17:11,484] Trial 2522 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.2507145997590133e-08, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:17:14,488] Trial 2523 finished with value: 0.9974036567076885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:17:19,396] Trial 2524 finished with value: 0.9975512280117232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:17:26,779] Trial 2525 finished with value: 0.997193296682672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 21, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:17:48,131] Trial 2526 finished with value: 0.9962982397995036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 72, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:17:49,883] Trial 2527 finished with value: 0.9965031948588777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:17:51,592] Trial 2528 finished with value: 0.9942795933584007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:17:54,941] Trial 2529 finished with value: 0.9957325491130496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 22, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:17:57,473] Trial 2530 finished with value: 0.9976001328581307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 83}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:18:00,122] Trial 2531 finished with value: 0.9972657198263217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:18:02,701] Trial 2532 finished with value: 0.9975425294764712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:18:05,811] Trial 2533 finished with value: 0.9972780271838184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:18:09,188] Trial 2534 finished with value: 0.997447185025619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:18:13,448] Trial 2535 finished with value: 0.997407530477985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:18:30,961] Trial 2536 finished with value: 0.9953319158894408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 58, 'rf_n_estimators': 112}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:18:34,114] Trial 2537 finished with value: 0.9974351375063706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:18:36,432] Trial 2538 finished with value: 0.9975812024658408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:18:42,874] Trial 2539 finished with value: 0.9852047438956504 and parameters: {'classifier': 'SVC', 'svc_c': 1.0416030254550334e-07, 'svc_kernel': 'sigmoid'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:18:46,688] Trial 2540 finished with value: 0.9972608819536101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:18:49,385] Trial 2541 finished with value: 0.9975149607874775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:18:53,461] Trial 2542 finished with value: 0.9972419197281991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:18:56,118] Trial 2543 finished with value: 0.9975400688999807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:18:58,968] Trial 2544 finished with value: 0.9973660722650693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:19:02,061] Trial 2545 finished with value: 0.9972974587176672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:19:19,202] Trial 2546 finished with value: 0.9964473668640244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 60, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:19:23,167] Trial 2547 finished with value: 0.9974698815649609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:19:26,814] Trial 2548 finished with value: 0.9975431300211562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:19:30,064] Trial 2549 finished with value: 0.9973969551850504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:19:31,968] Trial 2550 finished with value: 0.9972994261188134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 112}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:19:35,545] Trial 2551 finished with value: 0.9974677180235464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:19:39,433] Trial 2552 finished with value: 0.9975915833006163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:19:52,188] Trial 2553 finished with value: 0.9968407242992973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 44, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:19:54,638] Trial 2554 finished with value: 0.9973761648244311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:19:57,266] Trial 2555 finished with value: 0.9971342995625437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:20:00,813] Trial 2556 finished with value: 0.9974994161951566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:20:03,825] Trial 2557 finished with value: 0.9972679226592653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:20:10,024] Trial 2558 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 3.1583127035159315e-07, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:20:14,776] Trial 2559 finished with value: 0.9973535378545825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:20:21,254] Trial 2560 finished with value: 0.9971658500576707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:20:24,615] Trial 2561 finished with value: 0.9975971995137707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:20:27,906] Trial 2562 finished with value: 0.9965907934829845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 36, 'rf_n_estimators': 43}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:20:31,182] Trial 2563 finished with value: 0.9974009191544798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:20:33,723] Trial 2564 finished with value: 0.9972525124769827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:20:36,267] Trial 2565 finished with value: 0.9971789267737824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:20:44,796] Trial 2566 finished with value: 0.9962811651861392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 31, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:20:47,106] Trial 2567 finished with value: 0.9973968347714294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:20:49,368] Trial 2568 finished with value: 0.9967133027896954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:20:51,038] Trial 2569 finished with value: 0.9971097867579712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 2, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:20:52,100] Trial 2570 finished with value: 0.9885028986175034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:20:54,826] Trial 2571 finished with value: 0.9975952330012857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:20:58,334] Trial 2572 finished with value: 0.9974322765561775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:21:02,918] Trial 2573 finished with value: 0.9973306056612777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:21:05,288] Trial 2574 finished with value: 0.9972104604160803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:21:10,446] Trial 2575 finished with value: 0.9973599385018579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:21:12,020] Trial 2576 finished with value: 0.996986031357537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:21:16,447] Trial 2577 finished with value: 0.9975055250441107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:21:23,436] Trial 2578 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 6.159054217000943e-05, 'svc_kernel': 'sigmoid'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:21:25,926] Trial 2579 finished with value: 0.9974396617768185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 5, 'rf_n_estimators': 111}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:21:29,443] Trial 2580 finished with value: 0.9974415744618121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:21:32,697] Trial 2581 finished with value: 0.9976597236675558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:21:47,908] Trial 2582 finished with value: 0.9966428400331145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 66, 'rf_n_estimators': 107}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:21:50,591] Trial 2583 finished with value: 0.9973884484737111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:21:54,432] Trial 2584 finished with value: 0.9973416102094107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:21:57,172] Trial 2585 finished with value: 0.997670123830717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:22:00,327] Trial 2586 finished with value: 0.9972488214218197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:22:03,100] Trial 2587 finished with value: 0.9972956073503108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:22:05,195] Trial 2588 finished with value: 0.9953307512034503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:22:08,618] Trial 2589 finished with value: 0.9974775191337041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:22:11,965] Trial 2590 finished with value: 0.9972497547067266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:22:14,596] Trial 2591 finished with value: 0.9972593142279327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:22:17,598] Trial 2592 finished with value: 0.9972690498627871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:22:24,701] Trial 2593 finished with value: 0.9972706583399377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 22, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:22:28,840] Trial 2594 finished with value: 0.9973673841514746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:22:32,063] Trial 2595 finished with value: 0.9975087815438447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:22:34,407] Trial 2596 finished with value: 0.9973465975359286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:23:34,120] Trial 2597 finished with value: 0.9898857924653427 and parameters: {'classifier': 'SVC', 'svc_c': 48215776.79733027, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:23:36,835] Trial 2598 finished with value: 0.9974926341851852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:23:37,782] Trial 2599 finished with value: 0.997452153404606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 37}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:23:55,395] Trial 2600 finished with value: 0.9963749193456617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 65, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:23:59,991] Trial 2601 finished with value: 0.9968560400930432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:24:11,844] Trial 2602 finished with value: 0.9968197502714076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 34, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:24:25,492] Trial 2603 finished with value: 0.9967091446477482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 51, 'rf_n_estimators': 109}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:24:30,157] Trial 2604 finished with value: 0.9974548629332428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:24:32,906] Trial 2605 finished with value: 0.9968608241700014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:24:35,603] Trial 2606 finished with value: 0.9972716551641355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:24:38,159] Trial 2607 finished with value: 0.9974812649367575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:24:41,535] Trial 2608 finished with value: 0.9973067369775371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:24:45,522] Trial 2609 finished with value: 0.9970775484706514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:24:48,097] Trial 2610 finished with value: 0.997358717734985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:24:57,641] Trial 2611 finished with value: 0.9973832899211826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 33, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:25:08,333] Trial 2612 finished with value: 0.9970916852328727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 37, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:25:10,553] Trial 2613 finished with value: 0.9968106201006138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 54}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:25:13,813] Trial 2614 finished with value: 0.9880467848656519 and parameters: {'classifier': 'SVC', 'svc_c': 44237.59026075562, 'svc_kernel': 'sigmoid'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:25:16,985] Trial 2615 finished with value: 0.9971638273373519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:25:20,433] Trial 2616 finished with value: 0.9975792490928498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:25:21,916] Trial 2617 finished with value: 0.997172511051001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:25:41,829] Trial 2618 finished with value: 0.9965206661326097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 65, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:25:48,719] Trial 2619 finished with value: 0.9972691075623028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 22, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:25:50,172] Trial 2620 finished with value: 0.9971337910260524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:26:00,459] Trial 2621 finished with value: 0.9969106361810183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 29, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:26:04,190] Trial 2622 finished with value: 0.9969024336140463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:26:24,602] Trial 2623 finished with value: 0.9964881747672157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 65, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:26:27,139] Trial 2624 finished with value: 0.9975716920749157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:26:30,699] Trial 2625 finished with value: 0.9975062964656899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:26:41,341] Trial 2626 finished with value: 0.9966146449013035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 52, 'rf_n_estimators': 112}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:26:42,780] Trial 2627 finished with value: 0.993408905887939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:26:45,470] Trial 2628 finished with value: 0.9968199148324578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:26:48,329] Trial 2629 finished with value: 0.997360305868137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:26:50,768] Trial 2630 finished with value: 0.9959827696329819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 75}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:26:52,036] Trial 2631 finished with value: 0.9970680449351145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 2, 'rf_n_estimators': 60}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:26:53,265] Trial 2632 finished with value: 0.988089143609954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:27:00,407] Trial 2633 finished with value: 0.985077902554997 and parameters: {'classifier': 'SVC', 'svc_c': 0.00024044768423626123, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:27:02,283] Trial 2634 finished with value: 0.9951958021921684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:27:08,261] Trial 2635 finished with value: 0.9972774504425638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:27:11,136] Trial 2636 finished with value: 0.997356244272904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:27:14,564] Trial 2637 finished with value: 0.9973978617783774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:27:17,615] Trial 2638 finished with value: 0.9974579025043789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 94}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:27:19,673] Trial 2639 finished with value: 0.9973731286809887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 4, 'rf_n_estimators': 109}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:27:21,822] Trial 2640 finished with value: 0.9973768986048519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:27:26,320] Trial 2641 finished with value: 0.9973801218749966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:27:28,700] Trial 2642 finished with value: 0.9973301881808427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:27:31,731] Trial 2643 finished with value: 0.9972448256827451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:27:46,005] Trial 2644 finished with value: 0.9963771678177166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 64, 'rf_n_estimators': 111}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:27:49,198] Trial 2645 finished with value: 0.9973336050204852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:27:52,475] Trial 2646 finished with value: 0.9971131105103309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:27:54,961] Trial 2647 finished with value: 0.9974578523902231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:27:59,790] Trial 2648 finished with value: 0.9973344520100218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:28:08,699] Trial 2649 finished with value: 0.9970210672779243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 30, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:28:12,959] Trial 2650 finished with value: 0.9973889240662546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:28:13,779] Trial 2651 finished with value: 0.996531275385105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 15}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:28:19,820] Trial 2652 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 4.6964332014614415e-09, 'svc_kernel': 'sigmoid'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:28:26,483] Trial 2653 finished with value: 0.9974012262187347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:28:28,888] Trial 2654 finished with value: 0.9971809536200293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 70}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:28:32,507] Trial 2655 finished with value: 0.99741921827979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:28:40,807] Trial 2656 finished with value: 0.9971446462790686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 23, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:28:43,569] Trial 2657 finished with value: 0.9972356524118728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:28:47,518] Trial 2658 finished with value: 0.9975107055910093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:28:49,627] Trial 2659 finished with value: 0.9969995223802929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:28:51,551] Trial 2660 finished with value: 0.9966324256831087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:28:53,479] Trial 2661 finished with value: 0.9969336117600426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:28:56,960] Trial 2662 finished with value: 0.9973214678416483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:29:00,457] Trial 2663 finished with value: 0.9970819569612129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:29:16,121] Trial 2664 finished with value: 0.996854818691412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 49, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:29:20,034] Trial 2665 finished with value: 0.9972598110531362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:29:22,733] Trial 2666 finished with value: 0.9975118251774333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:29:43,179] Trial 2667 finished with value: 0.9968018200992717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 63, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:30:05,400] Trial 2668 finished with value: 0.9964171486310395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 62, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:30:08,344] Trial 2669 finished with value: 0.9975913548511582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:30:11,752] Trial 2670 finished with value: 0.9973888751264012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:30:14,900] Trial 2671 finished with value: 0.9974945228128451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:30:20,431] Trial 2672 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.1808995052665786e-06, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:30:24,594] Trial 2673 finished with value: 0.9975676170228103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:30:26,623] Trial 2674 finished with value: 0.9972741881982686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:30:28,726] Trial 2675 finished with value: 0.997121079168925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:30:31,197] Trial 2676 finished with value: 0.9957366617745755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:30:35,175] Trial 2677 finished with value: 0.9973996663005824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:30:36,222] Trial 2678 finished with value: 0.9963182947610686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 7, 'rf_n_estimators': 27}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:30:39,514] Trial 2679 finished with value: 0.9972948630963806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:30:41,111] Trial 2680 finished with value: 0.994563098532724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:30:44,010] Trial 2681 finished with value: 0.9973817761816856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:30:52,864] Trial 2682 finished with value: 0.9968654269282945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 28, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:30:56,741] Trial 2683 finished with value: 0.9973263928666537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:30:59,281] Trial 2684 finished with value: 0.9965028973794711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:31:12,114] Trial 2685 finished with value: 0.9969896125043265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 42, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:31:15,005] Trial 2686 finished with value: 0.9974572585422363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:31:25,987] Trial 2687 finished with value: 0.9969039144095951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 36, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:31:28,495] Trial 2688 finished with value: 0.9970909583395781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:31:36,483] Trial 2689 finished with value: 0.996738018367759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 25, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:31:40,019] Trial 2690 finished with value: 0.9976736106841834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:31:43,714] Trial 2691 finished with value: 0.9969801680012974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:31:45,979] Trial 2692 finished with value: 0.9928267186941054 and parameters: {'classifier': 'SVC', 'svc_c': 543.1687300753855, 'svc_kernel': 'sigmoid'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:31:49,968] Trial 2693 finished with value: 0.9973880815835008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:31:52,711] Trial 2694 finished with value: 0.9974425891544518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:32:17,161] Trial 2695 finished with value: 0.9956777832272695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 74, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:32:19,618] Trial 2696 finished with value: 0.9972152257359355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:32:25,759] Trial 2697 finished with value: 0.9970994882513278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 24, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:32:28,389] Trial 2698 finished with value: 0.9974247950427252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:32:31,502] Trial 2699 finished with value: 0.9976843334314361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:32:35,834] Trial 2700 finished with value: 0.997435131888761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:32:39,659] Trial 2701 finished with value: 0.9975569460718225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:32:43,712] Trial 2702 finished with value: 0.9974878389682212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:32:47,886] Trial 2703 finished with value: 0.9973946189894193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:32:56,446] Trial 2704 finished with value: 0.9973116624468732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 23, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:32:58,250] Trial 2705 finished with value: 0.9943365894352009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:33:02,773] Trial 2706 finished with value: 0.9973522277772379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:33:07,212] Trial 2707 finished with value: 0.9973021197150204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:33:10,834] Trial 2708 finished with value: 0.9976020335461953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:33:12,505] Trial 2709 finished with value: 0.9906230805278549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:33:18,428] Trial 2710 finished with value: 0.9853891001009392 and parameters: {'classifier': 'SVC', 'svc_c': 0.03984933747441122, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:33:22,562] Trial 2711 finished with value: 0.9972325900529192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:33:25,946] Trial 2712 finished with value: 0.9975160024573387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:33:28,115] Trial 2713 finished with value: 0.9943723764014306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:33:31,529] Trial 2714 finished with value: 0.9974549667162002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:33:35,158] Trial 2715 finished with value: 0.9973845990463898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:33:41,969] Trial 2716 finished with value: 0.9973297086527988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:33:59,266] Trial 2717 finished with value: 0.9967820373537388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 58, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:34:02,938] Trial 2718 finished with value: 0.9974311435446187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:34:07,625] Trial 2719 finished with value: 0.9975511669162512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:34:11,172] Trial 2720 finished with value: 0.9975091122211027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:34:14,354] Trial 2721 finished with value: 0.9973825992725781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:34:17,628] Trial 2722 finished with value: 0.9976328424216382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:34:20,872] Trial 2723 finished with value: 0.9975266352910994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:34:26,328] Trial 2724 finished with value: 0.997279736174922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:34:31,136] Trial 2725 finished with value: 0.9973851863246296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:34:32,602] Trial 2726 finished with value: 0.9906764092577087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:34:35,901] Trial 2727 finished with value: 0.9975902218395997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:34:42,990] Trial 2728 finished with value: 0.9853676336594152 and parameters: {'classifier': 'SVC', 'svc_c': 0.006139897442832566, 'svc_kernel': 'sigmoid'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:34:48,351] Trial 2729 finished with value: 0.9975597031438445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:34:49,866] Trial 2730 finished with value: 0.9969739217906796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 109}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:34:53,254] Trial 2731 finished with value: 0.9973335557949908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:34:56,786] Trial 2732 finished with value: 0.997583700175683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:34:58,583] Trial 2733 finished with value: 0.9969142423690167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:35:00,963] Trial 2734 finished with value: 0.9973947095059316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:35:04,082] Trial 2735 finished with value: 0.9974248293196654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:35:05,579] Trial 2736 finished with value: 0.9967129436117966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:35:08,786] Trial 2737 finished with value: 0.9974421048339838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:35:12,590] Trial 2738 finished with value: 0.9973771033143551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:35:16,864] Trial 2739 finished with value: 0.9972064401436033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:35:20,113] Trial 2740 finished with value: 0.9976936015669134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:35:22,751] Trial 2741 finished with value: 0.9974046179219541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:35:24,911] Trial 2742 finished with value: 0.9973806107022475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:35:27,494] Trial 2743 finished with value: 0.9972318242489497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:35:29,850] Trial 2744 finished with value: 0.9976027663744788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:35:32,098] Trial 2745 finished with value: 0.9975265510269553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:35:36,469] Trial 2746 finished with value: 0.9951330399406011 and parameters: {'classifier': 'SVC', 'svc_c': 281512.412708702, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:35:38,982] Trial 2747 finished with value: 0.9974663158745324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:35:40,963] Trial 2748 finished with value: 0.9975049888956399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:35:43,261] Trial 2749 finished with value: 0.9974115049209237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:35:45,268] Trial 2750 finished with value: 0.9974821937783575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:35:48,998] Trial 2751 finished with value: 0.9973558311405625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:35:50,372] Trial 2752 finished with value: 0.9950604561396639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:35:52,934] Trial 2753 finished with value: 0.9975115401392863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:36:01,249] Trial 2754 finished with value: 0.9972133186050756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 28, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:36:02,896] Trial 2755 finished with value: 0.9958098513569525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:36:05,493] Trial 2756 finished with value: 0.9974378078069535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:36:16,037] Trial 2757 finished with value: 0.9969513320176585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 32, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:36:18,652] Trial 2758 finished with value: 0.9973926311807988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:36:21,199] Trial 2759 finished with value: 0.9974522418264162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:36:23,729] Trial 2760 finished with value: 0.9973330882638757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:36:26,457] Trial 2761 finished with value: 0.997413004441838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:36:28,700] Trial 2762 finished with value: 0.9975784149254278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:36:30,925] Trial 2763 finished with value: 0.9972147811513276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:36:33,114] Trial 2764 finished with value: 0.997186741503525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 86}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:36:37,152] Trial 2765 finished with value: 0.9866195113622526 and parameters: {'classifier': 'SVC', 'svc_c': 9532325.027563814, 'svc_kernel': 'sigmoid'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:36:39,113] Trial 2766 finished with value: 0.9973861859417633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:36:49,994] Trial 2767 finished with value: 0.9967913890233886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 46, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:36:52,264] Trial 2768 finished with value: 0.9973749204762931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:36:54,859] Trial 2769 finished with value: 0.997266708239974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:36:56,627] Trial 2770 finished with value: 0.9958443674421534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:36:59,607] Trial 2771 finished with value: 0.9975283716085414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:37:04,453] Trial 2772 finished with value: 0.9973455167332276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:37:07,686] Trial 2773 finished with value: 0.9967972942419282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 30, 'rf_n_estimators': 46}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:37:10,427] Trial 2774 finished with value: 0.9975918351091742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:37:12,309] Trial 2775 finished with value: 0.9972763236833728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:37:15,050] Trial 2776 finished with value: 0.9974721746605134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:37:17,856] Trial 2777 finished with value: 0.9975264885032775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:37:20,453] Trial 2778 finished with value: 0.9904167630235885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 40, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:37:21,546] Trial 2779 finished with value: 0.9971493536772426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 33}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:37:31,383] Trial 2780 finished with value: 0.9965947929671323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 45, 'rf_n_estimators': 96}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:37:33,953] Trial 2781 finished with value: 0.9975191195959209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:37:36,863] Trial 2782 finished with value: 0.9974730363129635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:37:38,865] Trial 2783 finished with value: 0.9971801312908468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 56}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:37:46,346] Trial 2784 finished with value: 0.9850749532147316 and parameters: {'classifier': 'SVC', 'svc_c': 1.1882743992432384e-10, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:37:55,583] Trial 2785 finished with value: 0.9969324050848005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 29, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:38:01,437] Trial 2786 finished with value: 0.9974264729941554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:38:03,773] Trial 2787 finished with value: 0.9976086222088346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:38:09,328] Trial 2788 finished with value: 0.9971316972128208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 108}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:38:12,118] Trial 2789 finished with value: 0.9976881802879868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:38:28,069] Trial 2790 finished with value: 0.9966995695749675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 56, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:38:32,581] Trial 2791 finished with value: 0.9974690856417173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:38:50,311] Trial 2792 finished with value: 0.9968349723431126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 58, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:38:52,942] Trial 2793 finished with value: 0.997591168676593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:38:57,166] Trial 2794 finished with value: 0.9971572730468662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:39:05,139] Trial 2795 finished with value: 0.9972574484515663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 25, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:39:06,940] Trial 2796 finished with value: 0.9974848272629678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 111}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:39:13,997] Trial 2797 finished with value: 0.9967962280069269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 22, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:39:15,041] Trial 2798 finished with value: 0.9946990526200596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:39:16,739] Trial 2799 finished with value: 0.9969007929229194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:39:20,095] Trial 2800 finished with value: 0.9975721127608792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:39:21,512] Trial 2801 finished with value: 0.9935697972108839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:39:27,045] Trial 2802 finished with value: 0.9852494807296214 and parameters: {'classifier': 'SVC', 'svc_c': 0.0009122164255331523, 'svc_kernel': 'sigmoid'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:39:41,200] Trial 2803 finished with value: 0.9969680457075388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 52, 'rf_n_estimators': 105}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:39:43,349] Trial 2804 finished with value: 0.9974515457506296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:39:46,498] Trial 2805 finished with value: 0.9974683093959763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:39:48,930] Trial 2806 finished with value: 0.9972116068210362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:39:51,552] Trial 2807 finished with value: 0.9973343676506637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:40:02,132] Trial 2808 finished with value: 0.9970429940143205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 36, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:40:12,325] Trial 2809 finished with value: 0.996841684434474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 35, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:40:14,372] Trial 2810 finished with value: 0.9969187318864557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:40:17,153] Trial 2811 finished with value: 0.9973110786280653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:40:22,312] Trial 2812 finished with value: 0.9971128650493547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:40:24,867] Trial 2813 finished with value: 0.997623802989522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:40:27,943] Trial 2814 finished with value: 0.9975340704354688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:40:51,953] Trial 2815 finished with value: 0.9966366042325304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 72, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:40:56,459] Trial 2816 finished with value: 0.9972563332132355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:41:01,023] Trial 2817 finished with value: 0.997565765909357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:41:03,422] Trial 2818 finished with value: 0.9972974164745123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:41:05,848] Trial 2819 finished with value: 0.9963893227380437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:41:07,189] Trial 2820 finished with value: 0.9898055760150379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:41:14,280] Trial 2821 finished with value: 0.9972212111879052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 25, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:41:17,517] Trial 2822 finished with value: 0.9909659393976966 and parameters: {'classifier': 'SVC', 'svc_c': 10.321882941645356, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:41:18,938] Trial 2823 finished with value: 0.9934176330190455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:41:20,602] Trial 2824 finished with value: 0.9969877198776902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:41:23,003] Trial 2825 finished with value: 0.9975379178950399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:41:25,828] Trial 2826 finished with value: 0.9975409022104792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:41:28,519] Trial 2827 finished with value: 0.9976298526790166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 92}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:41:31,826] Trial 2828 finished with value: 0.9974611471658733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:41:36,191] Trial 2829 finished with value: 0.9974673579569863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:41:39,585] Trial 2830 finished with value: 0.9975084434399163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:41:40,792] Trial 2831 finished with value: 0.9969631167152949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:41:44,857] Trial 2832 finished with value: 0.9973673837388818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:41:46,965] Trial 2833 finished with value: 0.9974000576924573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 65}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:41:50,443] Trial 2834 finished with value: 0.9972889565448487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:41:52,132] Trial 2835 finished with value: 0.9972638119972278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 80}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:41:53,654] Trial 2836 finished with value: 0.9928003158654052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 34, 'rf_n_estimators': 39}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:41:57,564] Trial 2837 finished with value: 0.9975801573365478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:42:03,973] Trial 2838 finished with value: 0.9923973413363621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 60, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:42:06,625] Trial 2839 finished with value: 0.9974014978317466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:42:12,688] Trial 2840 finished with value: 0.9854333401414445 and parameters: {'classifier': 'SVC', 'svc_c': 0.31170857836829513, 'svc_kernel': 'sigmoid'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:42:16,146] Trial 2841 finished with value: 0.9973271467371699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:42:18,631] Trial 2842 finished with value: 0.9977919235095548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:42:21,653] Trial 2843 finished with value: 0.9974305276705242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:42:24,607] Trial 2844 finished with value: 0.9973936414936072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:42:27,614] Trial 2845 finished with value: 0.9969753427920107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:42:35,654] Trial 2846 finished with value: 0.9969596040271721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 27, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:42:39,387] Trial 2847 finished with value: 0.9975307720099592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:42:42,399] Trial 2848 finished with value: 0.9974145523630611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:42:45,221] Trial 2849 finished with value: 0.997373574852492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:42:47,197] Trial 2850 finished with value: 0.9960523270022764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:42:49,904] Trial 2851 finished with value: 0.9971147027376729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:42:52,291] Trial 2852 finished with value: 0.9973095768537595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:42:56,945] Trial 2853 finished with value: 0.9974665227422133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:43:09,018] Trial 2854 finished with value: 0.9968119494746062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 43, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:43:21,945] Trial 2855 finished with value: 0.9966577714173251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 51, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:43:27,118] Trial 2856 finished with value: 0.9972807869218245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:43:29,750] Trial 2857 finished with value: 0.9974200800274536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:43:33,227] Trial 2858 finished with value: 0.9974885747163924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:43:39,207] Trial 2859 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.0704859135989038e-07, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:43:40,594] Trial 2860 finished with value: 0.9910345024183501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:43:43,880] Trial 2861 finished with value: 0.9972507300443612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:43:46,759] Trial 2862 finished with value: 0.997525083720017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:43:53,582] Trial 2863 finished with value: 0.9970577072321553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 26, 'rf_n_estimators': 108}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:43:56,427] Trial 2864 finished with value: 0.9972954816364593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:44:08,895] Trial 2865 finished with value: 0.9969804955999781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 49, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:44:19,479] Trial 2866 finished with value: 0.9968847560756539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 38, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:44:22,510] Trial 2867 finished with value: 0.9971739154851443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:44:25,734] Trial 2868 finished with value: 0.9970565738714795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:44:28,607] Trial 2869 finished with value: 0.99650448722647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:44:31,469] Trial 2870 finished with value: 0.997575567178204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:44:38,784] Trial 2871 finished with value: 0.9971683177751901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 23, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:44:42,909] Trial 2872 finished with value: 0.9972654802685961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:44:46,494] Trial 2873 finished with value: 0.9974177716342297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:45:00,274] Trial 2874 finished with value: 0.9964985083759849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 59, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:45:03,381] Trial 2875 finished with value: 0.9975934601852504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:45:07,796] Trial 2876 finished with value: 0.9971952321872212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:45:10,305] Trial 2877 finished with value: 0.9974462592625959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:45:13,143] Trial 2878 finished with value: 0.9976074450815844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:45:24,811] Trial 2879 finished with value: 0.996796173163823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 42, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:45:29,710] Trial 2880 finished with value: 0.9973518035048908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:45:32,487] Trial 2881 finished with value: 0.9930963596396188 and parameters: {'classifier': 'SVC', 'svc_c': 1728.302077911977, 'svc_kernel': 'sigmoid'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:45:35,401] Trial 2882 finished with value: 0.9974766255529192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:45:38,432] Trial 2883 finished with value: 0.9973653473395249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:45:40,007] Trial 2884 finished with value: 0.9969372640314828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 3, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:45:43,190] Trial 2885 finished with value: 0.9969900185273768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:45:45,980] Trial 2886 finished with value: 0.9975627185624333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:45:48,791] Trial 2887 finished with value: 0.995596404693483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:45:51,704] Trial 2888 finished with value: 0.9972398593984598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:45:54,589] Trial 2889 finished with value: 0.9967762220169529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 77}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:46:05,439] Trial 2890 finished with value: 0.9967619854707506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 44, 'rf_n_estimators': 106}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:46:07,972] Trial 2891 finished with value: 0.9976137229348957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:46:11,518] Trial 2892 finished with value: 0.9976685534390555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:46:13,688] Trial 2893 finished with value: 0.9968009610810681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:46:17,317] Trial 2894 finished with value: 0.9971780564251459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:46:20,238] Trial 2895 finished with value: 0.9973804530600612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:46:22,612] Trial 2896 finished with value: 0.9974973058464753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:46:25,573] Trial 2897 finished with value: 0.9920504653360958 and parameters: {'classifier': 'SVC', 'svc_c': 35.04528885773679, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:46:29,381] Trial 2898 finished with value: 0.9965641933714511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 20, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:46:34,373] Trial 2899 finished with value: 0.9973893209487875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:46:37,364] Trial 2900 finished with value: 0.9975497591496275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:46:40,293] Trial 2901 finished with value: 0.9976492009643341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:46:44,033] Trial 2902 finished with value: 0.9973063118165285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:46:45,720] Trial 2903 finished with value: 0.9966385027941554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:46:48,799] Trial 2904 finished with value: 0.9973916395616178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:46:55,949] Trial 2905 finished with value: 0.9972088750758642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 26, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:47:01,580] Trial 2906 finished with value: 0.9973625441205853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:47:07,471] Trial 2907 finished with value: 0.9974178757345659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:47:11,601] Trial 2908 finished with value: 0.9974961101842871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:47:14,827] Trial 2909 finished with value: 0.9975556590679369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 89}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:47:17,319] Trial 2910 finished with value: 0.9973934972130799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:47:20,155] Trial 2911 finished with value: 0.9975436633132154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:47:21,537] Trial 2912 finished with value: 0.9968685299752457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:47:24,020] Trial 2913 finished with value: 0.9973682307284184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:47:39,995] Trial 2914 finished with value: 0.9961982492681146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 60, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:47:44,127] Trial 2915 finished with value: 0.9866067297452042 and parameters: {'classifier': 'SVC', 'svc_c': 5183027667.074738, 'svc_kernel': 'sigmoid'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:47:47,549] Trial 2916 finished with value: 0.9976206216134152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:47:50,990] Trial 2917 finished with value: 0.9970467355010184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:47:53,653] Trial 2918 finished with value: 0.9974629483238603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:48:06,543] Trial 2919 finished with value: 0.9962567954560534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 52, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:48:17,673] Trial 2920 finished with value: 0.9968342374518651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 33, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:48:26,727] Trial 2921 finished with value: 0.9968477240947898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 29, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:48:30,762] Trial 2922 finished with value: 0.9974736474581096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:48:33,909] Trial 2923 finished with value: 0.9975634531997776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:48:35,464] Trial 2924 finished with value: 0.9936648962324975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:48:38,282] Trial 2925 finished with value: 0.9976112544874044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:48:39,403] Trial 2926 finished with value: 0.989557188073621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:48:49,660] Trial 2927 finished with value: 0.9969292782978946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 39, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:48:55,840] Trial 2928 finished with value: 0.9974506279220834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 22, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:48:57,267] Trial 2929 finished with value: 0.9948966346461496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 3, 'rf_n_estimators': 111}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:49:00,398] Trial 2930 finished with value: 0.9975622415099461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:49:04,165] Trial 2931 finished with value: 0.9974740605904513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:49:07,127] Trial 2932 finished with value: 0.9975541669102171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:49:10,398] Trial 2933 finished with value: 0.9974339357187664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:49:23,134] Trial 2934 finished with value: 0.9928429413985573 and parameters: {'classifier': 'SVC', 'svc_c': 3245133.4571791072, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:49:24,321] Trial 2935 finished with value: 0.9950214576463153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 18}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:49:34,267] Trial 2936 finished with value: 0.9961425027127316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 45, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:49:40,992] Trial 2937 finished with value: 0.9972399235725087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:49:43,686] Trial 2938 finished with value: 0.9973510014562312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:49:44,358] Trial 2939 finished with value: 0.9948502370944322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 9}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:49:50,971] Trial 2940 finished with value: 0.9971864408185898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:49:54,118] Trial 2941 finished with value: 0.9971570416140451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:49:58,049] Trial 2942 finished with value: 0.9974159509256918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:50:01,196] Trial 2943 finished with value: 0.9973422612491065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:50:04,240] Trial 2944 finished with value: 0.9974358795386472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:50:10,782] Trial 2945 finished with value: 0.9969778373598001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 20, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:50:32,680] Trial 2946 finished with value: 0.9956694931588866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 74, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:50:33,745] Trial 2947 finished with value: 0.9971257264237642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 23}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:50:37,947] Trial 2948 finished with value: 0.9972524397654365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:50:40,697] Trial 2949 finished with value: 0.9967482067756013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:50:42,475] Trial 2950 finished with value: 0.9975187322982361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:50:45,068] Trial 2951 finished with value: 0.9974626176466023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:50:47,224] Trial 2952 finished with value: 0.9976264232711628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:50:54,557] Trial 2953 finished with value: 0.9853943449171002 and parameters: {'classifier': 'SVC', 'svc_c': 0.011447727055495328, 'svc_kernel': 'sigmoid'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:50:56,678] Trial 2954 finished with value: 0.9962096460650461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:50:58,855] Trial 2955 finished with value: 0.995563306562774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:51:01,618] Trial 2956 finished with value: 0.9973994372798419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:51:03,690] Trial 2957 finished with value: 0.9973554161674225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:51:07,268] Trial 2958 finished with value: 0.9974586751319984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:51:11,594] Trial 2959 finished with value: 0.9973214758713388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:51:14,691] Trial 2960 finished with value: 0.9974283117615625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:51:16,833] Trial 2961 finished with value: 0.9966769096929088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:51:19,869] Trial 2962 finished with value: 0.9973077867723025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:51:23,320] Trial 2963 finished with value: 0.9974393120250782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:51:25,549] Trial 2964 finished with value: 0.9972869547715485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:51:27,276] Trial 2965 finished with value: 0.9969780626672051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:51:30,215] Trial 2966 finished with value: 0.9974850197533766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:51:33,445] Trial 2967 finished with value: 0.9975184742373103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:51:34,553] Trial 2968 finished with value: 0.9972793889939521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 49}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:51:39,855] Trial 2969 finished with value: 0.9975252261914836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:51:42,078] Trial 2970 finished with value: 0.9946165827465867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 18, 'rf_n_estimators': 111}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:51:44,738] Trial 2971 finished with value: 0.9977207495699435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:52:27,261] Trial 2972 finished with value: 0.9897497010163435 and parameters: {'classifier': 'SVC', 'svc_c': 23929340.503405146, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:52:30,107] Trial 2973 finished with value: 0.9973921654587444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:52:33,019] Trial 2974 finished with value: 0.9974369705609546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:52:35,481] Trial 2975 finished with value: 0.9971811464912929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:52:38,155] Trial 2976 finished with value: 0.9974599701973127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:52:41,661] Trial 2977 finished with value: 0.9975092779564555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:52:44,803] Trial 2978 finished with value: 0.9973864889753039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:52:47,751] Trial 2979 finished with value: 0.9973788800341533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:52:50,367] Trial 2980 finished with value: 0.9973910043908756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:52:53,101] Trial 2981 finished with value: 0.9972973113268249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:52:56,156] Trial 2982 finished with value: 0.9974311148852882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:52:58,616] Trial 2983 finished with value: 0.9973523077885026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:53:01,253] Trial 2984 finished with value: 0.9975502195079754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:53:04,104] Trial 2985 finished with value: 0.9973645321513714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:53:06,498] Trial 2986 finished with value: 0.9974920228813495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:53:09,862] Trial 2987 finished with value: 0.9975983459822021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:53:12,775] Trial 2988 finished with value: 0.997428064650215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:53:13,264] Trial 2989 finished with value: 0.9910404695892853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 5}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:53:14,880] Trial 2990 finished with value: 0.996807187645921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:53:22,642] Trial 2991 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 6.187634697658162e-06, 'svc_kernel': 'sigmoid'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:53:25,414] Trial 2992 finished with value: 0.9976241978725668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:53:28,285] Trial 2993 finished with value: 0.9974574792159071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:53:30,951] Trial 2994 finished with value: 0.9974150999371787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:53:43,696] Trial 2995 finished with value: 0.9966883653001828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 39, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:54:04,270] Trial 2996 finished with value: 0.9966752130161134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 64, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:54:07,441] Trial 2997 finished with value: 0.9974416005186342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:54:10,439] Trial 2998 finished with value: 0.997248276291521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:54:14,697] Trial 2999 finished with value: 0.9974284798455205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:54:16,448] Trial 3000 finished with value: 0.9957853267776161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:54:19,271] Trial 3001 finished with value: 0.99753624949672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:54:21,289] Trial 3002 finished with value: 0.9971219450742544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:54:27,816] Trial 3003 finished with value: 0.9971546377214574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:54:31,118] Trial 3004 finished with value: 0.9976609536701601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:54:33,645] Trial 3005 finished with value: 0.9971874279309879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:54:35,817] Trial 3006 finished with value: 0.9971186182433175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:54:38,528] Trial 3007 finished with value: 0.9968545242905824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:54:41,227] Trial 3008 finished with value: 0.9975376167340358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:54:47,517] Trial 3009 finished with value: 0.9967550432160843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 49, 'rf_n_estimators': 58}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:54:50,343] Trial 3010 finished with value: 0.9975211601846817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:54:56,844] Trial 3011 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.4316347896863693e-08, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:54:58,626] Trial 3012 finished with value: 0.99727663677783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:55:23,587] Trial 3013 finished with value: 0.9964546103431705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 73, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:55:41,477] Trial 3014 finished with value: 0.9968014585727677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 54, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:55:44,269] Trial 3015 finished with value: 0.99712857064808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:55:46,842] Trial 3016 finished with value: 0.9973038102663997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:55:48,776] Trial 3017 finished with value: 0.9971918057627307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:55:57,091] Trial 3018 finished with value: 0.9972067745341965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:56:00,435] Trial 3019 finished with value: 0.9973953406142216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:56:03,300] Trial 3020 finished with value: 0.9975142350684855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:56:11,604] Trial 3021 finished with value: 0.9971879302468495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 33, 'rf_n_estimators': 108}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:56:13,765] Trial 3022 finished with value: 0.9965730678616622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:56:16,074] Trial 3023 finished with value: 0.9973927181426651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:56:19,279] Trial 3024 finished with value: 0.9974887213772626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:56:21,873] Trial 3025 finished with value: 0.9973176097816162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:56:34,326] Trial 3026 finished with value: 0.9954247932892694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 74, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:56:36,638] Trial 3027 finished with value: 0.9971545539016438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:56:41,156] Trial 3028 finished with value: 0.9867335352537601 and parameters: {'classifier': 'SVC', 'svc_c': 174341389.4114858, 'svc_kernel': 'sigmoid'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:56:45,971] Trial 3029 finished with value: 0.997425092204753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:56:49,389] Trial 3030 finished with value: 0.9974786602384293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:56:55,247] Trial 3031 finished with value: 0.9925231135221263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 56, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:57:03,193] Trial 3032 finished with value: 0.9973298809261606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 27, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:57:06,441] Trial 3033 finished with value: 0.9975616140515152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:57:08,943] Trial 3034 finished with value: 0.9971423018633198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 1, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:57:11,479] Trial 3035 finished with value: 0.9976294709672034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:57:14,329] Trial 3036 finished with value: 0.9974144747321394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:57:19,533] Trial 3037 finished with value: 0.994785722180401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 40, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:57:33,943] Trial 3038 finished with value: 0.9969424226792251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 47, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:57:37,514] Trial 3039 finished with value: 0.9975279647285675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:57:40,269] Trial 3040 finished with value: 0.997505210838827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:57:43,006] Trial 3041 finished with value: 0.9975083097915882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:57:46,030] Trial 3042 finished with value: 0.9972675240946233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:57:49,137] Trial 3043 finished with value: 0.9973940527216744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:57:56,315] Trial 3044 finished with value: 0.9935644176038299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 64, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:57:57,490] Trial 3045 finished with value: 0.9886908157525346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:57:59,083] Trial 3046 finished with value: 0.9970435947176952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 72}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:58:02,066] Trial 3047 finished with value: 0.9884185425284514 and parameters: {'classifier': 'SVC', 'svc_c': 1.9487535967825114, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:58:05,804] Trial 3048 finished with value: 0.9976290541850026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:58:07,008] Trial 3049 finished with value: 0.9973367878247981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 35}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:58:10,187] Trial 3050 finished with value: 0.9973785411367774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:58:12,578] Trial 3051 finished with value: 0.9973909962977091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 68}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:58:14,696] Trial 3052 finished with value: 0.9952003204324139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 13}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:58:20,026] Trial 3053 finished with value: 0.9966215711283265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 37, 'rf_n_estimators': 62}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:58:25,668] Trial 3054 finished with value: 0.9972775168065283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 104}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:58:28,624] Trial 3055 finished with value: 0.9974088807037825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:58:31,721] Trial 3056 finished with value: 0.9973560424515505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:58:34,595] Trial 3057 finished with value: 0.9975984153612679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:58:37,535] Trial 3058 finished with value: 0.9966083267408495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:58:39,618] Trial 3059 finished with value: 0.9972873979914264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:58:42,312] Trial 3060 finished with value: 0.9971673339952724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:58:43,923] Trial 3061 finished with value: 0.9973108185359135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 52}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:58:44,655] Trial 3062 finished with value: 0.996133053893347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 31}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:58:47,288] Trial 3063 finished with value: 0.9972209449385995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 84}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:58:50,127] Trial 3064 finished with value: 0.997439842714629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:58:55,257] Trial 3065 finished with value: 0.9971756599909664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 16, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:59:03,783] Trial 3066 finished with value: 0.9970241334454272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 30, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:59:07,171] Trial 3067 finished with value: 0.9975188415718513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:59:13,029] Trial 3068 finished with value: 0.9852051536637735 and parameters: {'classifier': 'SVC', 'svc_c': 5.504872633007051e-07, 'svc_kernel': 'sigmoid'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:59:15,425] Trial 3069 finished with value: 0.9892924008380349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:59:20,107] Trial 3070 finished with value: 0.9963289146457632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 23, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:59:24,382] Trial 3071 finished with value: 0.9966949622781538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:59:27,055] Trial 3072 finished with value: 0.9973314632830134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:59:31,162] Trial 3073 finished with value: 0.9974255976626673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:59:35,254] Trial 3074 finished with value: 0.9973495258339612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:59:38,523] Trial 3075 finished with value: 0.9975771673717609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:59:49,249] Trial 3076 finished with value: 0.9966764646639703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 33, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:59:56,201] Trial 3077 finished with value: 0.9971934354725415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 23, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 04:59:58,559] Trial 3078 finished with value: 0.9974459478502479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:00:01,753] Trial 3079 finished with value: 0.9974044728162413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:00:04,437] Trial 3080 finished with value: 0.9974201161769303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:00:23,527] Trial 3081 finished with value: 0.9964369619084392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 66, 'rf_n_estimators': 112}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:00:32,891] Trial 3082 finished with value: 0.9970435507606933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 32, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:00:35,051] Trial 3083 finished with value: 0.9954593758971243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:00:38,845] Trial 3084 finished with value: 0.9976099332065784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:00:42,449] Trial 3085 finished with value: 0.997241453276173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:00:49,302] Trial 3086 finished with value: 0.9853379705224318 and parameters: {'classifier': 'SVC', 'svc_c': 0.002736613114408412, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:00:55,453] Trial 3087 finished with value: 0.9973019437600614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:00:57,418] Trial 3088 finished with value: 0.9972122773160694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:01:02,068] Trial 3089 finished with value: 0.9938300700465114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 42, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:01:05,360] Trial 3090 finished with value: 0.9972411716022441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:01:07,067] Trial 3091 finished with value: 0.9969581028241487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 109}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:01:08,469] Trial 3092 finished with value: 0.9969822876491855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:01:10,545] Trial 3093 finished with value: 0.9975955228953327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:01:17,630] Trial 3094 finished with value: 0.9973655203111206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 23, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:01:19,788] Trial 3095 finished with value: 0.9972833512812724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:01:22,262] Trial 3096 finished with value: 0.9962664629496206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:01:24,396] Trial 3097 finished with value: 0.997665596164313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 96}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:01:26,844] Trial 3098 finished with value: 0.9974392414082341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:01:29,937] Trial 3099 finished with value: 0.9968010930790251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:01:33,085] Trial 3100 finished with value: 0.9975639567216795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:01:36,122] Trial 3101 finished with value: 0.9973715776811888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:01:37,567] Trial 3102 finished with value: 0.9970806382511576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:01:41,086] Trial 3103 finished with value: 0.9972794467252056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:01:43,853] Trial 3104 finished with value: 0.9974106560588506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:01:46,820] Trial 3105 finished with value: 0.992139578461409 and parameters: {'classifier': 'SVC', 'svc_c': 138.58858743964907, 'svc_kernel': 'sigmoid'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:01:49,924] Trial 3106 finished with value: 0.9970211544302182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:01:52,746] Trial 3107 finished with value: 0.9977255789686336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:01:55,697] Trial 3108 finished with value: 0.997406217766394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:01:58,303] Trial 3109 finished with value: 0.9975262890940048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:02:01,299] Trial 3110 finished with value: 0.9975626939972929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:02:04,671] Trial 3111 finished with value: 0.9973616425735857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:02:12,490] Trial 3112 finished with value: 0.9968068136781572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 31, 'rf_n_estimators': 109}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:02:15,013] Trial 3113 finished with value: 0.9973430424142231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:02:17,608] Trial 3114 finished with value: 0.9974529226045314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:02:20,832] Trial 3115 finished with value: 0.9973229199143908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:02:23,370] Trial 3116 finished with value: 0.9974497276446002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:02:26,026] Trial 3117 finished with value: 0.9966405191668928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:02:28,807] Trial 3118 finished with value: 0.9975111205324115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:02:32,214] Trial 3119 finished with value: 0.9974861124260549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:02:35,580] Trial 3120 finished with value: 0.9972885934314494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:02:39,261] Trial 3121 finished with value: 0.9972598157503465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:02:45,421] Trial 3122 finished with value: 0.9936271430711622 and parameters: {'classifier': 'SVC', 'svc_c': 877899.9496614893, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:02:48,504] Trial 3123 finished with value: 0.9975270385212139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:02:51,658] Trial 3124 finished with value: 0.9974730819203366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:02:55,148] Trial 3125 finished with value: 0.9974088576620618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:02:57,936] Trial 3126 finished with value: 0.9972703542907843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:03:04,588] Trial 3127 finished with value: 0.9967731589915029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 29, 'rf_n_estimators': 106}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:03:07,337] Trial 3128 finished with value: 0.9973800581135407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:03:11,426] Trial 3129 finished with value: 0.9971718494743199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 108}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:03:15,146] Trial 3130 finished with value: 0.997456300343072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:03:18,287] Trial 3131 finished with value: 0.997087986274971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:03:21,916] Trial 3132 finished with value: 0.9971160472189092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:03:24,893] Trial 3133 finished with value: 0.9974111098474516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:03:28,082] Trial 3134 finished with value: 0.9975909482568257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:03:32,795] Trial 3135 finished with value: 0.9975029701742973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:03:35,477] Trial 3136 finished with value: 0.9975994897529116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:03:39,987] Trial 3137 finished with value: 0.9975209123751002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:03:42,463] Trial 3138 finished with value: 0.9974803688486779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:03:45,321] Trial 3139 finished with value: 0.9977029055027504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:03:53,228] Trial 3140 finished with value: 0.9968598925354656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 27, 'rf_n_estimators': 106}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:03:56,115] Trial 3141 finished with value: 0.9975310706636685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:04:02,696] Trial 3142 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 2.9403304866069275e-05, 'svc_kernel': 'sigmoid'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:04:07,520] Trial 3143 finished with value: 0.9972813148819154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 109}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:04:10,586] Trial 3144 finished with value: 0.9977439119265532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:04:14,601] Trial 3145 finished with value: 0.9975407793847774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:04:22,539] Trial 3146 finished with value: 0.9973979431861099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 34, 'rf_n_estimators': 108}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:04:26,093] Trial 3147 finished with value: 0.9974268321403162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:04:28,544] Trial 3148 finished with value: 0.9975600543555286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:04:31,499] Trial 3149 finished with value: 0.9972590047515969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:04:34,371] Trial 3150 finished with value: 0.9974529052121581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:04:36,085] Trial 3151 finished with value: 0.9973591549881361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 105}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:04:39,551] Trial 3152 finished with value: 0.9974742095364509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:04:42,153] Trial 3153 finished with value: 0.9973467400073952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:04:58,271] Trial 3154 finished with value: 0.9970733816959937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 53, 'rf_n_estimators': 111}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:05:11,411] Trial 3155 finished with value: 0.9968025391215654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 40, 'rf_n_estimators': 111}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:05:13,813] Trial 3156 finished with value: 0.9907565357310458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 33, 'rf_n_estimators': 106}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:05:20,941] Trial 3157 finished with value: 0.9970196305345911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 28, 'rf_n_estimators': 108}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:05:23,323] Trial 3158 finished with value: 0.9970775188591839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 100}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:05:26,863] Trial 3159 finished with value: 0.9972964995663656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:05:28,862] Trial 3160 finished with value: 0.9956831846382662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 13, 'rf_n_estimators': 103}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:05:34,658] Trial 3161 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.012286893295822e-09, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:05:37,803] Trial 3162 finished with value: 0.997275689052175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:05:40,578] Trial 3163 finished with value: 0.9974373686812658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:05:55,514] Trial 3164 finished with value: 0.9967715840930585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 55, 'rf_n_estimators': 112}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:05:58,580] Trial 3165 finished with value: 0.9974089614450191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:06:00,592] Trial 3166 finished with value: 0.9971702438535809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:06:04,923] Trial 3167 finished with value: 0.9971268145896598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 105}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:06:07,608] Trial 3168 finished with value: 0.9971047341465779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:06:12,435] Trial 3169 finished with value: 0.9972913388556591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 112}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:06:13,888] Trial 3170 finished with value: 0.9969592282503474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 106}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:06:16,693] Trial 3171 finished with value: 0.9967638117334222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 107}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:06:22,423] Trial 3172 finished with value: 0.997309623064153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 108}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:06:40,639] Trial 3173 finished with value: 0.996843281739881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 64, 'rf_n_estimators': 109}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:06:44,532] Trial 3174 finished with value: 0.997586648912928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:06:47,550] Trial 3175 finished with value: 0.9975253403209988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:06:50,103] Trial 3176 finished with value: 0.9973569251144951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:06:53,988] Trial 3177 finished with value: 0.9975038890819322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:06:55,774] Trial 3178 finished with value: 0.9968176196739411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:06:59,091] Trial 3179 finished with value: 0.9973628032923377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:07:05,190] Trial 3180 finished with value: 0.9852070388002637 and parameters: {'classifier': 'SVC', 'svc_c': 2.830085643300833e-10, 'svc_kernel': 'sigmoid'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:07:18,532] Trial 3181 finished with value: 0.9968285520818103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 47, 'rf_n_estimators': 108}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:07:21,352] Trial 3182 finished with value: 0.9970313210975941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:07:29,410] Trial 3183 finished with value: 0.9973160767772096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 26, 'rf_n_estimators': 109}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:07:32,186] Trial 3184 finished with value: 0.9974956477312374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:07:39,178] Trial 3185 finished with value: 0.9970953678140145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 25, 'rf_n_estimators': 109}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:07:41,675] Trial 3186 finished with value: 0.9969016903439911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:07:43,626] Trial 3187 finished with value: 0.9966702227697081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:07:45,328] Trial 3188 finished with value: 0.9961094778648513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:07:49,098] Trial 3189 finished with value: 0.997240995710761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:07:50,909] Trial 3190 finished with value: 0.9970315485631769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 4, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:07:55,046] Trial 3191 finished with value: 0.9972797141805522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 108}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:07:57,560] Trial 3192 finished with value: 0.9976750030896598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:08:00,560] Trial 3193 finished with value: 0.9941421008394763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 24, 'rf_n_estimators': 111}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:08:04,084] Trial 3194 finished with value: 0.9973037147035604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:08:05,465] Trial 3195 finished with value: 0.9890615461862208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:08:09,229] Trial 3196 finished with value: 0.9974534937281764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:08:12,127] Trial 3197 finished with value: 0.9973853356832224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:08:14,552] Trial 3198 finished with value: 0.995699898201195 and parameters: {'classifier': 'SVC', 'svc_c': 6400.408043908135, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:08:17,279] Trial 3199 finished with value: 0.997504686369906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:08:30,819] Trial 3200 finished with value: 0.9969948010809156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 46, 'rf_n_estimators': 107}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:08:33,783] Trial 3201 finished with value: 0.9973645822337894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:08:37,242] Trial 3202 finished with value: 0.9967734692930242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 74}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:08:39,970] Trial 3203 finished with value: 0.9975010218158958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:08:42,615] Trial 3204 finished with value: 0.9968416254019661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:08:44,238] Trial 3205 finished with value: 0.9972788163468875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 44}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:08:48,008] Trial 3206 finished with value: 0.9976840953653919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:08:49,840] Trial 3207 finished with value: 0.9968222979367161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:08:55,886] Trial 3208 finished with value: 0.997312747375502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 111}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:08:58,852] Trial 3209 finished with value: 0.9973964064366303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:09:03,229] Trial 3210 finished with value: 0.9956804927559061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 26, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:09:07,487] Trial 3211 finished with value: 0.9974336691203436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:09:09,134] Trial 3212 finished with value: 0.9940920208653067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:09:12,045] Trial 3213 finished with value: 0.997466547148664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:09:14,228] Trial 3214 finished with value: 0.9966644766215605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:09:16,193] Trial 3215 finished with value: 0.9955283928968063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:09:18,637] Trial 3216 finished with value: 0.9974285588729103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:09:24,075] Trial 3217 finished with value: 0.9969658760407084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 30, 'rf_n_estimators': 79}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:09:29,771] Trial 3218 finished with value: 0.9852063832220469 and parameters: {'classifier': 'SVC', 'svc_c': 6.06016126631555e-10, 'svc_kernel': 'sigmoid'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:09:33,816] Trial 3219 finished with value: 0.9975411239949766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:09:45,309] Trial 3220 finished with value: 0.9966966790767827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 43, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:09:54,091] Trial 3221 finished with value: 0.9964587741344654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 38, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:10:11,702] Trial 3222 finished with value: 0.9959212982255874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 70, 'rf_n_estimators': 90}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:10:13,119] Trial 3223 finished with value: 0.9952427146279587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 1, 'rf_n_estimators': 110}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:10:16,720] Trial 3224 finished with value: 0.9974455477304485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:10:20,006] Trial 3225 finished with value: 0.9976119589102606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:10:24,845] Trial 3226 finished with value: 0.9975054436046403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:10:27,555] Trial 3227 finished with value: 0.9976954209107212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:10:28,986] Trial 3228 finished with value: 0.9900494096936846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:10:31,535] Trial 3229 finished with value: 0.9975615943740127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:10:35,555] Trial 3230 finished with value: 0.9974207876558386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:10:37,998] Trial 3231 finished with value: 0.9975474736711728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 102}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:10:40,273] Trial 3232 finished with value: 0.9975515014020581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 98}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:10:43,340] Trial 3233 finished with value: 0.9975642435054114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:10:47,008] Trial 3234 finished with value: 0.9974977784239175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:10:49,818] Trial 3235 finished with value: 0.9974027875650925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:13:04,155] Trial 3236 finished with value: 0.9897232035452029 and parameters: {'classifier': 'SVC', 'svc_c': 515127949.6241751, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:13:07,018] Trial 3237 finished with value: 0.9974058736640012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:13:12,021] Trial 3238 finished with value: 0.9971561031241212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:13:16,745] Trial 3239 finished with value: 0.9972280784776343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:13:20,534] Trial 3240 finished with value: 0.9974665170293898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:13:42,809] Trial 3241 finished with value: 0.9961804509669842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 68, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:13:49,753] Trial 3242 finished with value: 0.9971485214775709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 22, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:13:53,192] Trial 3243 finished with value: 0.997282902380309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:13:55,887] Trial 3244 finished with value: 0.9973929241851605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:13:58,167] Trial 3245 finished with value: 0.9974596281896219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:14:01,338] Trial 3246 finished with value: 0.9975375549720679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:14:03,035] Trial 3247 finished with value: 0.9970705916165478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 112}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:14:06,871] Trial 3248 finished with value: 0.9975056481237162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:14:08,793] Trial 3249 finished with value: 0.9972114262958184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:14:10,739] Trial 3250 finished with value: 0.996135950929541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:14:14,825] Trial 3251 finished with value: 0.9974206233486916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:14:17,725] Trial 3252 finished with value: 0.9975201737070418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:14:21,154] Trial 3253 finished with value: 0.9973274550074652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:14:24,430] Trial 3254 finished with value: 0.9973766868177952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:14:27,401] Trial 3255 finished with value: 0.9976466510456342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:14:31,939] Trial 3256 finished with value: 0.9867327158444649 and parameters: {'classifier': 'SVC', 'svc_c': 1672153996.0819483, 'svc_kernel': 'sigmoid'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:14:34,738] Trial 3257 finished with value: 0.9973443305289358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:14:38,625] Trial 3258 finished with value: 0.9974646024083839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:14:52,442] Trial 3259 finished with value: 0.9963080595398127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 62, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:14:54,795] Trial 3260 finished with value: 0.9970843159446613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:14:56,497] Trial 3261 finished with value: 0.9971262750452329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 3, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:14:59,083] Trial 3262 finished with value: 0.9972437245360452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:15:02,024] Trial 3263 finished with value: 0.9974654483188315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:15:06,161] Trial 3264 finished with value: 0.997313050662946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 107}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:15:08,401] Trial 3265 finished with value: 0.997323534550707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:15:11,742] Trial 3266 finished with value: 0.9973842697655998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:15:26,021] Trial 3267 finished with value: 0.9969933950916144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 52, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:15:30,709] Trial 3268 finished with value: 0.9967547291377518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:15:34,008] Trial 3269 finished with value: 0.9975703965970085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:15:35,282] Trial 3270 finished with value: 0.9919477665138489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:15:38,254] Trial 3271 finished with value: 0.9975749707911848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:15:45,151] Trial 3272 finished with value: 0.9973143742606392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 26, 'rf_n_estimators': 110}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:15:48,412] Trial 3273 finished with value: 0.9867734407847663 and parameters: {'classifier': 'SVC', 'svc_c': 0.7442345025816185, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:15:54,539] Trial 3274 finished with value: 0.9971489452103736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 21, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:15:57,759] Trial 3275 finished with value: 0.9974778053778915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:16:01,772] Trial 3276 finished with value: 0.9976204774915773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:16:06,847] Trial 3277 finished with value: 0.9971249301196657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:16:09,762] Trial 3278 finished with value: 0.9975171950409498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:16:12,921] Trial 3279 finished with value: 0.9974962528779191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:16:15,828] Trial 3280 finished with value: 0.9973938095458273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:16:19,683] Trial 3281 finished with value: 0.9970423330723975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 87}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:16:23,263] Trial 3282 finished with value: 0.9973786953512697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:16:27,438] Trial 3283 finished with value: 0.99755810079211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:16:29,651] Trial 3284 finished with value: 0.997448224949895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:16:32,685] Trial 3285 finished with value: 0.9974109106920821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:16:36,487] Trial 3286 finished with value: 0.9975115181131784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:16:39,664] Trial 3287 finished with value: 0.997328219288015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:16:41,301] Trial 3288 finished with value: 0.995926350741767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:16:43,026] Trial 3289 finished with value: 0.9950214014067432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:16:47,205] Trial 3290 finished with value: 0.997671694095427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:16:52,365] Trial 3291 finished with value: 0.9973500202788217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:16:58,949] Trial 3292 finished with value: 0.9854030286624876 and parameters: {'classifier': 'SVC', 'svc_c': 0.13662271348353197, 'svc_kernel': 'sigmoid'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:17:01,706] Trial 3293 finished with value: 0.997282120993027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:17:03,720] Trial 3294 finished with value: 0.9973423364362094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:17:19,751] Trial 3295 finished with value: 0.9966119320084484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 58, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:17:23,508] Trial 3296 finished with value: 0.9972892622761114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:17:29,184] Trial 3297 finished with value: 0.9972082380643235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:17:35,371] Trial 3298 finished with value: 0.9973349560714685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:17:36,277] Trial 3299 finished with value: 0.9886319766871856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 41}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:17:39,616] Trial 3300 finished with value: 0.9975663021847795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:17:42,918] Trial 3301 finished with value: 0.9968854107652092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:17:44,810] Trial 3302 finished with value: 0.9967299569075235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 93}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:17:48,606] Trial 3303 finished with value: 0.9974965683527195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:17:50,727] Trial 3304 finished with value: 0.9974610955917736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:17:52,922] Trial 3305 finished with value: 0.9975204031403747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:17:55,084] Trial 3306 finished with value: 0.9975346618396367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 83}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:18:02,832] Trial 3307 finished with value: 0.996996624296748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 29, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:18:13,385] Trial 3308 finished with value: 0.9969536280965743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 33, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:18:15,767] Trial 3309 finished with value: 0.9965804677452162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:18:21,513] Trial 3310 finished with value: 0.996702092929039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 17, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:18:24,380] Trial 3311 finished with value: 0.9975274466389661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:19:12,528] Trial 3312 finished with value: 0.9896813859956989 and parameters: {'classifier': 'SVC', 'svc_c': 38662399.133902535, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:19:19,629] Trial 3313 finished with value: 0.9955321822760066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 39, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:19:33,470] Trial 3314 finished with value: 0.9967654565187388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 54, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:19:46,498] Trial 3315 finished with value: 0.9967302081765368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 46, 'rf_n_estimators': 104}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:19:50,230] Trial 3316 finished with value: 0.9973724670725698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:19:52,742] Trial 3317 finished with value: 0.9972769127706734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:19:55,791] Trial 3318 finished with value: 0.997318795224198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:19:59,941] Trial 3319 finished with value: 0.9974962988026713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:20:13,144] Trial 3320 finished with value: 0.9966700771244507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 47, 'rf_n_estimators': 112}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:20:15,603] Trial 3321 finished with value: 0.9974202764851009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:20:16,808] Trial 3322 finished with value: 0.993832836132099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 64}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:20:19,597] Trial 3323 finished with value: 0.9973198379096724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:20:26,692] Trial 3324 finished with value: 0.9971529169873281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 23, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:20:37,658] Trial 3325 finished with value: 0.9970084079470337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 35, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:20:40,172] Trial 3326 finished with value: 0.9975143668125394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:20:42,026] Trial 3327 finished with value: 0.9965721264518508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 70}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:20:44,008] Trial 3328 finished with value: 0.9973148612153535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:20:47,782] Trial 3329 finished with value: 0.9971962886152093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:20:53,540] Trial 3330 finished with value: 0.9852053993786534 and parameters: {'classifier': 'SVC', 'svc_c': 0.00011770724267239053, 'svc_kernel': 'sigmoid'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:20:58,438] Trial 3331 finished with value: 0.9972608537068725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:21:01,116] Trial 3332 finished with value: 0.9975489993758607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:21:04,346] Trial 3333 finished with value: 0.9974363589397396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:21:06,939] Trial 3334 finished with value: 0.9974432962115545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:21:30,328] Trial 3335 finished with value: 0.9962280575108108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 71, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:21:37,761] Trial 3336 finished with value: 0.9966588719292666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 27, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:21:41,907] Trial 3337 finished with value: 0.9974979249578363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:21:45,087] Trial 3338 finished with value: 0.9976491722732659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:21:48,105] Trial 3339 finished with value: 0.9971931971208562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:21:51,130] Trial 3340 finished with value: 0.9974891275907405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:21:54,363] Trial 3341 finished with value: 0.9973928674695198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:21:57,786] Trial 3342 finished with value: 0.9972771375385342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:21:59,921] Trial 3343 finished with value: 0.9970840402374592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:22:01,721] Trial 3344 finished with value: 0.9970924824256328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:22:05,588] Trial 3345 finished with value: 0.9975898994776733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:22:08,266] Trial 3346 finished with value: 0.9974308744389013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:22:11,275] Trial 3347 finished with value: 0.9972982944719847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:22:17,146] Trial 3348 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 6.4301398740909184e-09, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:22:20,165] Trial 3349 finished with value: 0.9974556447965931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:22:21,435] Trial 3350 finished with value: 0.9893603725814722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:22:28,358] Trial 3351 finished with value: 0.9973197080698927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 28, 'rf_n_estimators': 111}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:22:32,643] Trial 3352 finished with value: 0.9972541881750212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:22:35,533] Trial 3353 finished with value: 0.9973695020537781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:22:38,598] Trial 3354 finished with value: 0.9974228017117087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:22:43,188] Trial 3355 finished with value: 0.9973753083135223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:22:46,047] Trial 3356 finished with value: 0.9976700903472246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:22:50,746] Trial 3357 finished with value: 0.9974343183192409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:22:53,561] Trial 3358 finished with value: 0.9971400107037792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:22:56,807] Trial 3359 finished with value: 0.997550403492625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:22:58,906] Trial 3360 finished with value: 0.9957748293695067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:23:01,013] Trial 3361 finished with value: 0.9972534963203764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:23:02,625] Trial 3362 finished with value: 0.9971594177042258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 3, 'rf_n_estimators': 108}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:23:05,379] Trial 3363 finished with value: 0.997585657325485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:23:08,951] Trial 3364 finished with value: 0.9973761292779749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:23:12,518] Trial 3365 finished with value: 0.9975276480794647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:23:19,027] Trial 3366 finished with value: 0.9971328792911844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 19, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:23:21,217] Trial 3367 finished with value: 0.9954362907271056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:23:26,938] Trial 3368 finished with value: 0.9852222790577899 and parameters: {'classifier': 'SVC', 'svc_c': 0.0004499829361843544, 'svc_kernel': 'sigmoid'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:23:29,375] Trial 3369 finished with value: 0.9973821485625541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:23:31,051] Trial 3370 finished with value: 0.9943491417141296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:23:33,944] Trial 3371 finished with value: 0.9976040737541011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:23:38,679] Trial 3372 finished with value: 0.9975386561822432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:23:49,809] Trial 3373 finished with value: 0.9969711856974145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 46, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:23:52,783] Trial 3374 finished with value: 0.9974748915206066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:23:55,713] Trial 3375 finished with value: 0.997453790223708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:24:00,809] Trial 3376 finished with value: 0.9975150030941083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:24:06,367] Trial 3377 finished with value: 0.9973160599878564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:24:09,071] Trial 3378 finished with value: 0.9974124330960278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:24:12,926] Trial 3379 finished with value: 0.9977354829730872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:24:16,657] Trial 3380 finished with value: 0.9974619017663615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 104}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:24:20,031] Trial 3381 finished with value: 0.9976590011223546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:24:23,396] Trial 3382 finished with value: 0.9973497007415694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 106}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:24:25,960] Trial 3383 finished with value: 0.9973613165300624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:24:29,801] Trial 3384 finished with value: 0.9974454786687618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:24:33,309] Trial 3385 finished with value: 0.9975197222670458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:24:38,300] Trial 3386 finished with value: 0.9963009756388653 and parameters: {'classifier': 'SVC', 'svc_c': 75695.02294506026, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:24:42,305] Trial 3387 finished with value: 0.9970723899181229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 103}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:24:45,564] Trial 3388 finished with value: 0.9972553541622661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:24:49,363] Trial 3389 finished with value: 0.9972040972830115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:24:52,183] Trial 3390 finished with value: 0.9971699397409516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:24:55,878] Trial 3391 finished with value: 0.9976298128479427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 102}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:24:58,776] Trial 3392 finished with value: 0.997388702345233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:25:00,173] Trial 3393 finished with value: 0.989359321358501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 100}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:25:04,365] Trial 3394 finished with value: 0.997212431784465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 102}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:25:08,222] Trial 3395 finished with value: 0.9970665424625748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 13, 'rf_n_estimators': 104}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:25:10,610] Trial 3396 finished with value: 0.9968925650290973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:25:13,997] Trial 3397 finished with value: 0.9973560324858476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:25:17,748] Trial 3398 finished with value: 0.9974509602179746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:25:19,852] Trial 3399 finished with value: 0.995895140191367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:25:22,968] Trial 3400 finished with value: 0.9975359960695288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 103}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:25:26,678] Trial 3401 finished with value: 0.9967699595565267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:25:40,562] Trial 3402 finished with value: 0.9967284271721214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 51, 'rf_n_estimators': 107}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:25:43,129] Trial 3403 finished with value: 0.9974114323045914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 99}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:25:46,476] Trial 3404 finished with value: 0.9973227784585372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:25:49,913] Trial 3405 finished with value: 0.997249335829824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 109}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:25:52,754] Trial 3406 finished with value: 0.9887066248485764 and parameters: {'classifier': 'SVC', 'svc_c': 4.781494781587004, 'svc_kernel': 'sigmoid'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:25:55,775] Trial 3407 finished with value: 0.9973413029864663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:25:58,991] Trial 3408 finished with value: 0.9966374550623541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:26:02,803] Trial 3409 finished with value: 0.9974576974140209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:26:05,838] Trial 3410 finished with value: 0.9975100185605262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 103}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:26:18,245] Trial 3411 finished with value: 0.9964363200409986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 61, 'rf_n_estimators': 111}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:26:22,271] Trial 3412 finished with value: 0.9974054309836679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 110}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:26:26,122] Trial 3413 finished with value: 0.9972562906844394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:26:28,574] Trial 3414 finished with value: 0.9964958679407729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:26:32,621] Trial 3415 finished with value: 0.9973199691459196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:26:36,182] Trial 3416 finished with value: 0.997320283890748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:26:39,150] Trial 3417 finished with value: 0.9976861614079547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:26:43,638] Trial 3418 finished with value: 0.9974875858266713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:26:46,679] Trial 3419 finished with value: 0.9973538578996415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:26:50,807] Trial 3420 finished with value: 0.9973050416972095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:26:54,065] Trial 3421 finished with value: 0.99748927866318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:26:56,785] Trial 3422 finished with value: 0.9975487929842485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:27:00,547] Trial 3423 finished with value: 0.9972073694612718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:27:03,206] Trial 3424 finished with value: 0.9973582952399607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:27:09,978] Trial 3425 finished with value: 0.9853871338106197 and parameters: {'classifier': 'SVC', 'svc_c': 0.043729963613164585, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:27:13,883] Trial 3426 finished with value: 0.9973038981169275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 17, 'rf_n_estimators': 108}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:27:16,086] Trial 3427 finished with value: 0.996684990100675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:27:18,730] Trial 3428 finished with value: 0.9972416961981168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:27:22,634] Trial 3429 finished with value: 0.9976001640247558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:27:27,441] Trial 3430 finished with value: 0.9970545246817458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 21, 'rf_n_estimators': 108}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:27:30,366] Trial 3431 finished with value: 0.9975511613303795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:27:33,272] Trial 3432 finished with value: 0.9973351177761068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:27:37,527] Trial 3433 finished with value: 0.9973510229427945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:27:40,294] Trial 3434 finished with value: 0.9973020650306058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:27:44,019] Trial 3435 finished with value: 0.9974326994637946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:27:47,373] Trial 3436 finished with value: 0.9974359514567457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:27:50,225] Trial 3437 finished with value: 0.9975331500044143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:27:58,596] Trial 3438 finished with value: 0.997285890028229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 28, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:28:01,240] Trial 3439 finished with value: 0.9974273288703062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:28:08,700] Trial 3440 finished with value: 0.9970323389005488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 29, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:28:12,560] Trial 3441 finished with value: 0.9973408530064143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:28:14,884] Trial 3442 finished with value: 0.9894161636651394 and parameters: {'classifier': 'SVC', 'svc_c': 19213.697130430704, 'svc_kernel': 'sigmoid'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:28:23,793] Trial 3443 finished with value: 0.9966670576751476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 38, 'rf_n_estimators': 101}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:28:27,516] Trial 3444 finished with value: 0.9972597909313028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:28:30,284] Trial 3445 finished with value: 0.9973747845110973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:28:34,821] Trial 3446 finished with value: 0.9972368496926943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 105}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:28:37,519] Trial 3447 finished with value: 0.9975087161637554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:28:39,449] Trial 3448 finished with value: 0.9967063262898268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 97}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:28:42,635] Trial 3449 finished with value: 0.9976048347973845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:28:45,250] Trial 3450 finished with value: 0.997348038690831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:28:48,968] Trial 3451 finished with value: 0.9976125132128146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:28:51,805] Trial 3452 finished with value: 0.9973547410386546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:28:53,374] Trial 3453 finished with value: 0.9966310665706971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 2, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:29:05,303] Trial 3454 finished with value: 0.997233338496253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 40, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:29:14,351] Trial 3455 finished with value: 0.996322426116222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 44, 'rf_n_estimators': 110}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:29:15,437] Trial 3456 finished with value: 0.9965724904856496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:29:18,493] Trial 3457 finished with value: 0.9972865918168387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:29:20,860] Trial 3458 finished with value: 0.9938328472086287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 76}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:29:23,393] Trial 3459 finished with value: 0.9962530518111778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:29:25,583] Trial 3460 finished with value: 0.9973205881938049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 59}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:29:27,853] Trial 3461 finished with value: 0.9946176427292203 and parameters: {'classifier': 'SVC', 'svc_c': 506.58848807089765, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:29:30,469] Trial 3462 finished with value: 0.9974158662489545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:29:33,498] Trial 3463 finished with value: 0.9977274479822666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:29:53,893] Trial 3464 finished with value: 0.9962313582849256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 70, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:29:56,545] Trial 3465 finished with value: 0.9973269581822616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:29:59,264] Trial 3466 finished with value: 0.9973637878974412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:30:02,282] Trial 3467 finished with value: 0.9975622569345691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:30:05,087] Trial 3468 finished with value: 0.9974124383962583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:30:07,876] Trial 3469 finished with value: 0.997380411229499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:30:18,813] Trial 3470 finished with value: 0.9968764655312022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 37, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:30:21,371] Trial 3471 finished with value: 0.9973923457617969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:30:25,446] Trial 3472 finished with value: 0.9974738846354921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:30:28,924] Trial 3473 finished with value: 0.997337252245598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:30:30,593] Trial 3474 finished with value: 0.9953319805078203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:30:33,262] Trial 3475 finished with value: 0.9974176078666269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:30:34,721] Trial 3476 finished with value: 0.9973045668029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 111}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:30:37,468] Trial 3477 finished with value: 0.9974241563490752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:30:38,728] Trial 3478 finished with value: 0.9973239193093594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 25}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:30:51,244] Trial 3479 finished with value: 0.9967702688106971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 52, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:30:53,655] Trial 3480 finished with value: 0.9916302742935045 and parameters: {'classifier': 'SVC', 'svc_c': 63.09996492152442, 'svc_kernel': 'sigmoid'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:30:56,487] Trial 3481 finished with value: 0.9975759532381107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:30:58,748] Trial 3482 finished with value: 0.9974284709589064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:31:01,818] Trial 3483 finished with value: 0.9976078756062993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:31:04,126] Trial 3484 finished with value: 0.9976150022582081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:31:10,699] Trial 3485 finished with value: 0.9974970825068205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:31:15,444] Trial 3486 finished with value: 0.997217674981993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 17, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:31:18,202] Trial 3487 finished with value: 0.9973166020395782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:31:21,298] Trial 3488 finished with value: 0.9972846289224755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:31:26,268] Trial 3489 finished with value: 0.9972105865425247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:31:29,021] Trial 3490 finished with value: 0.9972271994010731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:31:31,431] Trial 3491 finished with value: 0.997597183232224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:31:34,319] Trial 3492 finished with value: 0.9973717342760242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:31:36,555] Trial 3493 finished with value: 0.9976237347212832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:31:39,829] Trial 3494 finished with value: 0.9974501290656539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:31:44,251] Trial 3495 finished with value: 0.9973077895017625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:31:48,537] Trial 3496 finished with value: 0.9976395399453001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:31:49,980] Trial 3497 finished with value: 0.9966754075694862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:31:52,847] Trial 3498 finished with value: 0.9974424131042792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:32:15,317] Trial 3499 finished with value: 0.9908537969293438 and parameters: {'classifier': 'SVC', 'svc_c': 6963368.545343116, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:32:22,645] Trial 3500 finished with value: 0.9965837015840844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 35, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:32:26,188] Trial 3501 finished with value: 0.9974200631746247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:32:41,135] Trial 3502 finished with value: 0.9970189334114535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 44, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:32:45,123] Trial 3503 finished with value: 0.9972251235197591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:32:47,924] Trial 3504 finished with value: 0.9974973477087752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:32:49,324] Trial 3505 finished with value: 0.9910228590813533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 15, 'rf_n_estimators': 103}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:32:53,245] Trial 3506 finished with value: 0.9973996614129446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:32:55,572] Trial 3507 finished with value: 0.9973027915747835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:32:58,823] Trial 3508 finished with value: 0.9975466786683285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:33:00,253] Trial 3509 finished with value: 0.9968252020504632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:33:02,712] Trial 3510 finished with value: 0.9975762958488216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:33:06,043] Trial 3511 finished with value: 0.9973230867923085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:33:08,846] Trial 3512 finished with value: 0.9975241769362627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:33:09,979] Trial 3513 finished with value: 0.9967026655443655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 28}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:33:12,669] Trial 3514 finished with value: 0.9975387771354088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:33:15,294] Trial 3515 finished with value: 0.9972956950104112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:33:18,572] Trial 3516 finished with value: 0.9969590684182453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:33:22,232] Trial 3517 finished with value: 0.9973394369561966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:33:25,422] Trial 3518 finished with value: 0.9974025194115123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:33:30,390] Trial 3519 finished with value: 0.9852038426025539 and parameters: {'classifier': 'SVC', 'svc_c': 4.2375300973103786e-08, 'svc_kernel': 'sigmoid'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:33:40,906] Trial 3520 finished with value: 0.9972160393371935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 34, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:33:43,844] Trial 3521 finished with value: 0.9973249727222461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:33:46,657] Trial 3522 finished with value: 0.9965683172047203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:33:49,158] Trial 3523 finished with value: 0.9975380020004946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:33:51,493] Trial 3524 finished with value: 0.9975330712626658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:33:54,517] Trial 3525 finished with value: 0.9974862700365034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:33:59,079] Trial 3526 finished with value: 0.9976341496108333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 99}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:34:03,619] Trial 3527 finished with value: 0.99737730056545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:34:08,970] Trial 3528 finished with value: 0.9971446553878481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 111}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:34:12,213] Trial 3529 finished with value: 0.9969898521572658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:34:19,776] Trial 3530 finished with value: 0.997145585625916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 30, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:34:22,968] Trial 3531 finished with value: 0.9971596520886724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:34:25,906] Trial 3532 finished with value: 0.9973981886788241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:34:28,705] Trial 3533 finished with value: 0.9973194210005197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:34:33,112] Trial 3534 finished with value: 0.986053267230168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 68, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:34:35,250] Trial 3535 finished with value: 0.9973142041771931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:34:37,681] Trial 3536 finished with value: 0.9952056266931638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:34:45,353] Trial 3537 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.3583667963726829e-06, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:34:47,351] Trial 3538 finished with value: 0.9944886998947619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:34:49,671] Trial 3539 finished with value: 0.9974337017151745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:34:57,575] Trial 3540 finished with value: 0.997103377827102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 24, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:35:02,163] Trial 3541 finished with value: 0.9970595186414863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 102}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:35:05,307] Trial 3542 finished with value: 0.9971427593969938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:35:08,268] Trial 3543 finished with value: 0.9973436245509221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 81}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:35:20,139] Trial 3544 finished with value: 0.9959317001660711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 61, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:35:23,632] Trial 3545 finished with value: 0.9975980638639426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:35:27,685] Trial 3546 finished with value: 0.9975584748550874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:35:30,144] Trial 3547 finished with value: 0.9970931041077642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:35:34,440] Trial 3548 finished with value: 0.9973835790535196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:35:37,482] Trial 3549 finished with value: 0.9975817206189183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:35:40,229] Trial 3550 finished with value: 0.997354917247517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:35:43,922] Trial 3551 finished with value: 0.997406557044625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:35:46,529] Trial 3552 finished with value: 0.9972572051170298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:35:59,315] Trial 3553 finished with value: 0.9966508540134402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 48, 'rf_n_estimators': 95}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:36:01,781] Trial 3554 finished with value: 0.9958056438942972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:36:10,594] Trial 3555 finished with value: 0.9970843012500102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 30, 'rf_n_estimators': 106}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:36:19,634] Trial 3556 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 4.2202708232529975e-06, 'svc_kernel': 'sigmoid'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:36:25,461] Trial 3557 finished with value: 0.9973563200630272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:36:28,192] Trial 3558 finished with value: 0.996450767834713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:36:30,736] Trial 3559 finished with value: 0.9964577962260602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:36:34,036] Trial 3560 finished with value: 0.9976245614937728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:36:36,821] Trial 3561 finished with value: 0.9974756043857465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:36:39,496] Trial 3562 finished with value: 0.9975237993186394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:36:42,974] Trial 3563 finished with value: 0.9975656173759498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:36:45,476] Trial 3564 finished with value: 0.9973457643841194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:36:46,904] Trial 3565 finished with value: 0.9964214928523382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 112}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:36:49,875] Trial 3566 finished with value: 0.9974645243331315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:36:53,737] Trial 3567 finished with value: 0.9975718379423385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:36:55,509] Trial 3568 finished with value: 0.9965868276727564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 53}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:36:59,639] Trial 3569 finished with value: 0.9975033602331802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:37:06,039] Trial 3570 finished with value: 0.9970622473398189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 24, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:37:07,484] Trial 3571 finished with value: 0.9969927942612884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:37:10,140] Trial 3572 finished with value: 0.9972030699269469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 15, 'rf_n_estimators': 67}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:37:13,732] Trial 3573 finished with value: 0.9974796569039376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:37:17,592] Trial 3574 finished with value: 0.9952749395536191 and parameters: {'classifier': 'SVC', 'svc_c': 202855.1180669004, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:37:19,474] Trial 3575 finished with value: 0.9899643442306627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:37:27,719] Trial 3576 finished with value: 0.9970112274475197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 34, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:37:31,677] Trial 3577 finished with value: 0.9974802531957433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:37:37,027] Trial 3578 finished with value: 0.9952856944831098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 34, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:37:40,400] Trial 3579 finished with value: 0.997362855025127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:37:43,654] Trial 3580 finished with value: 0.9973924741416326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:37:46,827] Trial 3581 finished with value: 0.9963026618738892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:37:49,387] Trial 3582 finished with value: 0.9974964841520509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:37:53,654] Trial 3583 finished with value: 0.9970710208082704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 33, 'rf_n_estimators': 47}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:37:56,454] Trial 3584 finished with value: 0.9975297422418133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:37:59,280] Trial 3585 finished with value: 0.997661542979626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:38:03,034] Trial 3586 finished with value: 0.9974352138995138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:38:08,616] Trial 3587 finished with value: 0.9974093383326702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:38:11,791] Trial 3588 finished with value: 0.9971483155302893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:38:14,931] Trial 3589 finished with value: 0.997145379519945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:38:16,644] Trial 3590 finished with value: 0.9966502809855209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:38:19,401] Trial 3591 finished with value: 0.9972836391440932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:38:22,135] Trial 3592 finished with value: 0.9975786314096945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:38:27,221] Trial 3593 finished with value: 0.9867332074646518 and parameters: {'classifier': 'SVC', 'svc_c': 232380086.2560684, 'svc_kernel': 'sigmoid'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:38:30,120] Trial 3594 finished with value: 0.9972810221949325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:38:32,088] Trial 3595 finished with value: 0.9971878510925082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:38:35,596] Trial 3596 finished with value: 0.9972749528914112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:38:39,369] Trial 3597 finished with value: 0.9974110333273566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:38:44,728] Trial 3598 finished with value: 0.9975643466853485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:38:46,261] Trial 3599 finished with value: 0.9934220465559344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:38:49,437] Trial 3600 finished with value: 0.9972939796082502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:38:53,211] Trial 3601 finished with value: 0.9975338254822991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:38:54,219] Trial 3602 finished with value: 0.9951968248827607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 19}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:38:57,289] Trial 3603 finished with value: 0.9976365166557102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:38:59,405] Trial 3604 finished with value: 0.9971668293625436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:39:00,106] Trial 3605 finished with value: 0.9968421028670461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 12}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:39:02,828] Trial 3606 finished with value: 0.9974527557266141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:39:20,062] Trial 3607 finished with value: 0.9964590660597382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 57, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:39:23,512] Trial 3608 finished with value: 0.9972999046629821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:39:26,043] Trial 3609 finished with value: 0.9974161258332997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:39:29,016] Trial 3610 finished with value: 0.996063414037231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 17, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:39:31,579] Trial 3611 finished with value: 0.9913495813199485 and parameters: {'classifier': 'SVC', 'svc_c': 16.193400473846165, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:39:34,798] Trial 3612 finished with value: 0.9975653051066784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:39:36,339] Trial 3613 finished with value: 0.9968220217217073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 3, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:39:39,771] Trial 3614 finished with value: 0.9975602021272257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:39:41,891] Trial 3615 finished with value: 0.9973696885457223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 56}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:39:47,226] Trial 3616 finished with value: 0.9976638716851106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:39:48,185] Trial 3617 finished with value: 0.9887159198660614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 1, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:39:51,370] Trial 3618 finished with value: 0.9975632698181481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:39:54,236] Trial 3619 finished with value: 0.997487892256168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:40:04,656] Trial 3620 finished with value: 0.9970049835855072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 37, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:40:07,935] Trial 3621 finished with value: 0.9975533053847188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:40:18,716] Trial 3622 finished with value: 0.9967340557313218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 38, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:40:21,358] Trial 3623 finished with value: 0.9972208342685162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:40:25,195] Trial 3624 finished with value: 0.9975591565218642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:40:34,442] Trial 3625 finished with value: 0.9962161518917468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 40, 'rf_n_estimators': 85}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:40:39,706] Trial 3626 finished with value: 0.9974394968031755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:40:41,402] Trial 3627 finished with value: 0.9956841741944832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:40:47,973] Trial 3628 finished with value: 0.9971592247377483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 25, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:40:53,784] Trial 3629 finished with value: 0.997309486495937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:41:00,555] Trial 3630 finished with value: 0.9853879534103421 and parameters: {'classifier': 'SVC', 'svc_c': 0.015070066189465383, 'svc_kernel': 'sigmoid'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:41:03,351] Trial 3631 finished with value: 0.9966422914433837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:41:17,547] Trial 3632 finished with value: 0.9968873275761307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 51, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:41:21,036] Trial 3633 finished with value: 0.9970004129777145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:41:24,238] Trial 3634 finished with value: 0.9977001035533273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:41:25,585] Trial 3635 finished with value: 0.9971610608391713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 37}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:41:30,314] Trial 3636 finished with value: 0.9971981859390558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 92}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:41:32,802] Trial 3637 finished with value: 0.9974446443109123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:41:35,399] Trial 3638 finished with value: 0.9972352434689352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:41:37,715] Trial 3639 finished with value: 0.9977174568255193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:41:40,045] Trial 3640 finished with value: 0.9973907420135945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:41:42,646] Trial 3641 finished with value: 0.9975513121806537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:41:44,703] Trial 3642 finished with value: 0.9973638948224516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:42:00,037] Trial 3643 finished with value: 0.996788801273103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 64, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:42:02,214] Trial 3644 finished with value: 0.99716934065621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:42:09,311] Trial 3645 finished with value: 0.9969849530938687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 26, 'rf_n_estimators': 110}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:42:12,891] Trial 3646 finished with value: 0.997468642294888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:42:26,177] Trial 3647 finished with value: 0.9969188153571524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 57, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:42:28,432] Trial 3648 finished with value: 0.9972767746155622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:42:34,104] Trial 3649 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.9253998894350234e-09, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:42:35,910] Trial 3650 finished with value: 0.99688151322322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:42:38,063] Trial 3651 finished with value: 0.9973596982776362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:42:40,703] Trial 3652 finished with value: 0.9972658599174452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:42:43,444] Trial 3653 finished with value: 0.9975424521946664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:42:45,948] Trial 3654 finished with value: 0.9973976468492679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:42:48,408] Trial 3655 finished with value: 0.9974241575551158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:42:51,979] Trial 3656 finished with value: 0.9973127990130776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 111}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:42:57,800] Trial 3657 finished with value: 0.9970155345672045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 21, 'rf_n_estimators': 108}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:43:00,045] Trial 3658 finished with value: 0.9974790990784758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:43:12,603] Trial 3659 finished with value: 0.9968462385702929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 43, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:43:15,016] Trial 3660 finished with value: 0.99756225661719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:43:17,628] Trial 3661 finished with value: 0.9974218155514478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:43:20,423] Trial 3662 finished with value: 0.9974590660160668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:43:22,741] Trial 3663 finished with value: 0.997698553981733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:43:28,088] Trial 3664 finished with value: 0.9971579143747625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:43:29,938] Trial 3665 finished with value: 0.9974537188134162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:43:32,943] Trial 3666 finished with value: 0.9971314711437059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:43:40,377] Trial 3667 finished with value: 0.9970691412259143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 21, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:43:42,571] Trial 3668 finished with value: 0.9974585201557963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:43:44,931] Trial 3669 finished with value: 0.9974874038732477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:43:47,144] Trial 3670 finished with value: 0.9971969567298995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:43:49,748] Trial 3671 finished with value: 0.9930865276167394 and parameters: {'classifier': 'SVC', 'svc_c': 2325.625949860509, 'svc_kernel': 'sigmoid'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:43:52,232] Trial 3672 finished with value: 0.9973036940421826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:43:53,192] Trial 3673 finished with value: 0.9878255415947846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 5, 'rf_n_estimators': 108}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:43:55,603] Trial 3674 finished with value: 0.9971874753791595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:43:58,370] Trial 3675 finished with value: 0.9976215030068435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:44:09,808] Trial 3676 finished with value: 0.9970716221781412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 34, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:44:12,489] Trial 3677 finished with value: 0.9971220380980612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:44:15,167] Trial 3678 finished with value: 0.9976120872583585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:44:18,014] Trial 3679 finished with value: 0.9972709646742205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:44:21,101] Trial 3680 finished with value: 0.9975106537312685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:44:23,430] Trial 3681 finished with value: 0.9974178480273729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:44:26,706] Trial 3682 finished with value: 0.9975157704214972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:44:29,192] Trial 3683 finished with value: 0.9974964744085133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:44:31,087] Trial 3684 finished with value: 0.997429458959966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 109}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:44:34,332] Trial 3685 finished with value: 0.9975124651405994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:44:37,344] Trial 3686 finished with value: 0.996794078112813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:44:43,479] Trial 3687 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.2416732434552893e-08, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:44:46,224] Trial 3688 finished with value: 0.9969631748274036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:44:53,372] Trial 3689 finished with value: 0.9969875526823939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 23, 'rf_n_estimators': 109}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:45:06,704] Trial 3690 finished with value: 0.9968990595888411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 46, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:45:13,783] Trial 3691 finished with value: 0.9970397621432029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 23, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:45:16,478] Trial 3692 finished with value: 0.9976251967914666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:45:18,736] Trial 3693 finished with value: 0.9974782720838208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:45:23,741] Trial 3694 finished with value: 0.9969229089441959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 17, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:45:30,220] Trial 3695 finished with value: 0.9973755433962027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 15, 'rf_n_estimators': 107}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:45:32,732] Trial 3696 finished with value: 0.9974469189667406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:45:35,694] Trial 3697 finished with value: 0.9976265791360265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:45:37,829] Trial 3698 finished with value: 0.9974041710522169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 105}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:45:40,385] Trial 3699 finished with value: 0.9975458238712666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:45:41,907] Trial 3700 finished with value: 0.9935030290641116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:45:44,546] Trial 3701 finished with value: 0.9914298614682334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 35, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:45:46,976] Trial 3702 finished with value: 0.996725230180964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:45:53,199] Trial 3703 finished with value: 0.9971508650046585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 20, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:45:55,399] Trial 3704 finished with value: 0.9973605578671222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:45:59,118] Trial 3705 finished with value: 0.9867343545995793 and parameters: {'classifier': 'SVC', 'svc_c': 65808091.76692936, 'svc_kernel': 'sigmoid'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:46:12,418] Trial 3706 finished with value: 0.9971766467859856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 46, 'rf_n_estimators': 112}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:46:16,794] Trial 3707 finished with value: 0.9974296733177931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:46:31,950] Trial 3708 finished with value: 0.9963372292158107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 70, 'rf_n_estimators': 109}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:46:33,595] Trial 3709 finished with value: 0.9970119539599596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:46:35,308] Trial 3710 finished with value: 0.9962649421960462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:46:38,372] Trial 3711 finished with value: 0.9974441233648991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:46:41,457] Trial 3712 finished with value: 0.9972888481598946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:46:44,252] Trial 3713 finished with value: 0.9973967174998615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:46:47,536] Trial 3714 finished with value: 0.9954637030434288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 22, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:46:48,979] Trial 3715 finished with value: 0.9966177807017752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 3, 'rf_n_estimators': 89}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:46:50,472] Trial 3716 finished with value: 0.9929885041056418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:46:55,241] Trial 3717 finished with value: 0.9973655858816374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 111}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:46:57,868] Trial 3718 finished with value: 0.9974646223715276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:47:00,353] Trial 3719 finished with value: 0.9975364608394458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:47:04,179] Trial 3720 finished with value: 0.9972514733461543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:47:10,907] Trial 3721 finished with value: 0.9965946676658733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 29, 'rf_n_estimators': 108}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:47:13,041] Trial 3722 finished with value: 0.9971207853711155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 78}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:47:19,357] Trial 3723 finished with value: 0.9968559225358339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 23, 'rf_n_estimators': 99}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:47:25,873] Trial 3724 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 2.8594483957751042e-05, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:47:29,189] Trial 3725 finished with value: 0.9967138572826769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:47:31,916] Trial 3726 finished with value: 0.997428394978356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:47:36,503] Trial 3727 finished with value: 0.9974269578224298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:47:38,151] Trial 3728 finished with value: 0.997168964403317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:47:44,635] Trial 3729 finished with value: 0.9964648068124413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 24, 'rf_n_estimators': 105}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:47:46,934] Trial 3730 finished with value: 0.9975138669404967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:47:51,118] Trial 3731 finished with value: 0.997526807977054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:47:53,898] Trial 3732 finished with value: 0.99748275128644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:47:57,233] Trial 3733 finished with value: 0.9974529391717192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:47:59,044] Trial 3734 finished with value: 0.9974294675609389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 74}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:48:00,393] Trial 3735 finished with value: 0.9948970718993008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:48:03,989] Trial 3736 finished with value: 0.9973706474748586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:48:09,612] Trial 3737 finished with value: 0.9971605906420721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:48:11,504] Trial 3738 finished with value: 0.9970745806906619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:48:31,870] Trial 3739 finished with value: 0.9962577694606957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 69, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:48:34,754] Trial 3740 finished with value: 0.997086828983913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:48:38,559] Trial 3741 finished with value: 0.9973923941621057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:48:42,543] Trial 3742 finished with value: 0.9974689383460887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:48:49,212] Trial 3743 finished with value: 0.9853520666601315 and parameters: {'classifier': 'SVC', 'svc_c': 0.003558875352344171, 'svc_kernel': 'sigmoid'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:48:59,414] Trial 3744 finished with value: 0.9970276181407157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 42, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:49:02,235] Trial 3745 finished with value: 0.9973490537325876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:49:05,213] Trial 3746 finished with value: 0.9975212647293489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:49:08,803] Trial 3747 finished with value: 0.9972375148874971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:49:11,657] Trial 3748 finished with value: 0.9971269070421842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:49:14,154] Trial 3749 finished with value: 0.99734232520099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:49:19,105] Trial 3750 finished with value: 0.9965066549890261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 32, 'rf_n_estimators': 61}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:49:21,792] Trial 3751 finished with value: 0.9970967669161895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:49:25,914] Trial 3752 finished with value: 0.997041954248734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 17, 'rf_n_estimators': 107}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:49:28,742] Trial 3753 finished with value: 0.9973387883603196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:49:33,665] Trial 3754 finished with value: 0.9975832654615643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:49:36,648] Trial 3755 finished with value: 0.9975034551295235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:49:39,742] Trial 3756 finished with value: 0.9971594376673695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:49:43,180] Trial 3757 finished with value: 0.9974132578055533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:50:03,219] Trial 3758 finished with value: 0.9955500363089026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 68, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:50:07,054] Trial 3759 finished with value: 0.9972394185589252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:50:09,593] Trial 3760 finished with value: 0.9967622317569126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:50:16,872] Trial 3761 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.614519653086068e-07, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:50:19,687] Trial 3762 finished with value: 0.9972785224856023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:50:29,711] Trial 3763 finished with value: 0.9971275298351424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 30, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:50:30,416] Trial 3764 finished with value: 0.9933626740080986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 6}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:50:33,925] Trial 3765 finished with value: 0.9968218027618837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:50:43,765] Trial 3766 finished with value: 0.9968378366575239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 36, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:50:46,113] Trial 3767 finished with value: 0.9972766750537465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 71}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:50:48,421] Trial 3768 finished with value: 0.9974157565627464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:50:52,176] Trial 3769 finished with value: 0.997488248990248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:50:56,676] Trial 3770 finished with value: 0.9974079416425763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:50:59,602] Trial 3771 finished with value: 0.9975235162482429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:51:01,658] Trial 3772 finished with value: 0.9973699812327051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:51:15,304] Trial 3773 finished with value: 0.9967900276575857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 58, 'rf_n_estimators': 102}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:51:17,110] Trial 3774 finished with value: 0.9974629177602553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 51}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:51:20,008] Trial 3775 finished with value: 0.9973775614510494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:51:23,472] Trial 3776 finished with value: 0.9972446427771842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:51:28,447] Trial 3777 finished with value: 0.9971031271293708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:51:32,414] Trial 3778 finished with value: 0.9974333303816572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:51:35,316] Trial 3779 finished with value: 0.997514261601376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:51:40,797] Trial 3780 finished with value: 0.996641008882805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 18, 'rf_n_estimators': 108}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:51:43,239] Trial 3781 finished with value: 0.997231197488753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:51:48,555] Trial 3782 finished with value: 0.9867327158444649 and parameters: {'classifier': 'SVC', 'svc_c': 934782143.8163546, 'svc_kernel': 'sigmoid'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:51:53,769] Trial 3783 finished with value: 0.9967185739165818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 19, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:51:56,446] Trial 3784 finished with value: 0.9974039782761671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:52:02,732] Trial 3785 finished with value: 0.9954415972417587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 36, 'rf_n_estimators': 115}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:52:06,618] Trial 3786 finished with value: 0.9976140122576602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:52:09,918] Trial 3787 finished with value: 0.9974785842896168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:52:12,615] Trial 3788 finished with value: 0.9922272804241423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:52:14,455] Trial 3789 finished with value: 0.9972425230023442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 4, 'rf_n_estimators': 112}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:52:17,102] Trial 3790 finished with value: 0.9976328928531734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:52:19,892] Trial 3791 finished with value: 0.9975995164127539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:52:38,515] Trial 3792 finished with value: 0.9969725741356527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 53, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:52:41,273] Trial 3793 finished with value: 0.9970141653621384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:52:48,210] Trial 3794 finished with value: 0.9972273712301041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 28, 'rf_n_estimators': 109}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:52:50,840] Trial 3795 finished with value: 0.997205428719968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:52:54,406] Trial 3796 finished with value: 0.9973805030790034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:53:08,079] Trial 3797 finished with value: 0.9966139373681321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 48, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:53:09,697] Trial 3798 finished with value: 0.9971519155611337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:53:17,620] Trial 3799 finished with value: 0.9852797982387808 and parameters: {'classifier': 'SVC', 'svc_c': 0.0010886068533942058, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:53:32,795] Trial 3800 finished with value: 0.9966486608605583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 67, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:53:35,525] Trial 3801 finished with value: 0.9974733586114138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:53:36,645] Trial 3802 finished with value: 0.9905273006329121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 2, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:53:39,817] Trial 3803 finished with value: 0.99062733470871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 44, 'rf_n_estimators': 111}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:53:44,915] Trial 3804 finished with value: 0.997536665866328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:53:47,456] Trial 3805 finished with value: 0.997298703161019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:54:05,727] Trial 3806 finished with value: 0.9958398235576787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 74, 'rf_n_estimators': 106}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:54:07,433] Trial 3807 finished with value: 0.9967295167979606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:54:14,052] Trial 3808 finished with value: 0.9972596852440709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 21, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:54:16,674] Trial 3809 finished with value: 0.997536381177298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:54:22,200] Trial 3810 finished with value: 0.9972790652990339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:54:25,267] Trial 3811 finished with value: 0.9973806782087768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:54:29,201] Trial 3812 finished with value: 0.9975207047457095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:54:32,717] Trial 3813 finished with value: 0.9968650363616053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:54:49,185] Trial 3814 finished with value: 0.9963759496216141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 65, 'rf_n_estimators': 109}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:54:51,853] Trial 3815 finished with value: 0.9974226791716481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:54:55,090] Trial 3816 finished with value: 0.9973504511526535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:55:01,764] Trial 3817 finished with value: 0.9971271220347694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 24, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:55:06,533] Trial 3818 finished with value: 0.9866067297452042 and parameters: {'classifier': 'SVC', 'svc_c': 9660691218.886028, 'svc_kernel': 'sigmoid'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:55:09,450] Trial 3819 finished with value: 0.9970511959147966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:55:13,474] Trial 3820 finished with value: 0.9969123479015818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:55:17,861] Trial 3821 finished with value: 0.997556537065409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:55:22,611] Trial 3822 finished with value: 0.9971990538438734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:55:26,053] Trial 3823 finished with value: 0.9975142849604759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:55:29,220] Trial 3824 finished with value: 0.9977144990429703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:55:32,769] Trial 3825 finished with value: 0.997407788380221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:55:35,973] Trial 3826 finished with value: 0.9977699848714434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:55:39,818] Trial 3827 finished with value: 0.9971947592923999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:55:43,577] Trial 3828 finished with value: 0.9972799153988854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:55:47,126] Trial 3829 finished with value: 0.9975316011945297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:55:50,967] Trial 3830 finished with value: 0.99748324255751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:55:54,373] Trial 3831 finished with value: 0.9976481516773751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:55:58,330] Trial 3832 finished with value: 0.9973937662870594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:56:03,161] Trial 3833 finished with value: 0.997065317157181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:56:06,587] Trial 3834 finished with value: 0.9974208680479583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:56:10,334] Trial 3835 finished with value: 0.997487825416135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:56:14,238] Trial 3836 finished with value: 0.9977345899318467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:56:17,969] Trial 3837 finished with value: 0.9972184163160355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:56:21,690] Trial 3838 finished with value: 0.9973222260602577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:56:25,772] Trial 3839 finished with value: 0.9972955944329823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:56:34,021] Trial 3840 finished with value: 0.9929845914246712 and parameters: {'classifier': 'SVC', 'svc_c': 1297102.8249957121, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:56:37,606] Trial 3841 finished with value: 0.9974270988656907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:56:41,549] Trial 3842 finished with value: 0.9976680679760227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:56:44,801] Trial 3843 finished with value: 0.9972478011750462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:56:49,958] Trial 3844 finished with value: 0.9975747339946572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:56:53,884] Trial 3845 finished with value: 0.9974215072811526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:56:57,845] Trial 3846 finished with value: 0.9975095789905079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:56:59,141] Trial 3847 finished with value: 0.9900497952775223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:57:02,203] Trial 3848 finished with value: 0.9976838602192356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:57:19,098] Trial 3849 finished with value: 0.9960026220749595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 57, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:57:22,410] Trial 3850 finished with value: 0.9973648095724205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:57:42,905] Trial 3851 finished with value: 0.9960652115770964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 73, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:57:45,639] Trial 3852 finished with value: 0.9965308985291917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:57:49,755] Trial 3853 finished with value: 0.9974904746744852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:57:53,590] Trial 3854 finished with value: 0.9958315968064212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 26, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:57:58,990] Trial 3855 finished with value: 0.997402339425839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:58:02,201] Trial 3856 finished with value: 0.996646792926014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:58:03,942] Trial 3857 finished with value: 0.9939191242662683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:58:07,865] Trial 3858 finished with value: 0.9971808781472854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:58:10,565] Trial 3859 finished with value: 0.9905244638987424 and parameters: {'classifier': 'SVC', 'svc_c': 11503.580298354958, 'svc_kernel': 'sigmoid'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:58:13,908] Trial 3860 finished with value: 0.9974924249688991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:58:18,013] Trial 3861 finished with value: 0.9975659136493161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:58:20,632] Trial 3862 finished with value: 0.9966827782859035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:58:24,684] Trial 3863 finished with value: 0.9972832685405476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:58:28,425] Trial 3864 finished with value: 0.9972902848080141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:58:33,614] Trial 3865 finished with value: 0.997324131382057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:58:37,441] Trial 3866 finished with value: 0.9963774581560941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:58:40,988] Trial 3867 finished with value: 0.9975739752365033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:58:44,888] Trial 3868 finished with value: 0.9976150225704687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:58:52,518] Trial 3869 finished with value: 0.9967376285627795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 32, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:58:55,536] Trial 3870 finished with value: 0.997376861534976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:59:02,177] Trial 3871 finished with value: 0.9925114681856414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 63, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:59:06,301] Trial 3872 finished with value: 0.9973470409779717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:59:18,529] Trial 3873 finished with value: 0.9965600972136373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 50, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:59:31,538] Trial 3874 finished with value: 0.9956353496767195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 57, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 05:59:36,095] Trial 3875 finished with value: 0.997101193909951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:03:15,015] Trial 3876 finished with value: 0.9896119317746037 and parameters: {'classifier': 'SVC', 'svc_c': 3082252176.9922748, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:03:19,674] Trial 3877 finished with value: 0.997339896425883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:03:24,843] Trial 3878 finished with value: 0.9972714966967636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:03:28,635] Trial 3879 finished with value: 0.9977216653990014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:03:33,303] Trial 3880 finished with value: 0.9970437396012427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:03:37,763] Trial 3881 finished with value: 0.9973138808313916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:03:41,989] Trial 3882 finished with value: 0.997275390303252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:03:46,336] Trial 3883 finished with value: 0.9970448987013616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:03:50,720] Trial 3884 finished with value: 0.9969312833719369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:03:54,862] Trial 3885 finished with value: 0.9974348345997818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:03:58,519] Trial 3886 finished with value: 0.9969823338595788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:04:02,244] Trial 3887 finished with value: 0.9973585036310612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:04:07,226] Trial 3888 finished with value: 0.996755566034634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:04:13,737] Trial 3889 finished with value: 0.9968274605199587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:04:18,503] Trial 3890 finished with value: 0.997336260658155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:04:24,009] Trial 3891 finished with value: 0.9971522239266427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:04:28,712] Trial 3892 finished with value: 0.9972292414815156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:04:32,390] Trial 3893 finished with value: 0.9971203809032229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:04:36,737] Trial 3894 finished with value: 0.9972826129305931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:04:41,193] Trial 3895 finished with value: 0.9867395980192725 and parameters: {'classifier': 'SVC', 'svc_c': 16696779.61950529, 'svc_kernel': 'sigmoid'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:04:46,358] Trial 3896 finished with value: 0.997579895244908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:04:50,168] Trial 3897 finished with value: 0.9974045948484956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:04:56,479] Trial 3898 finished with value: 0.997071259350383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:05:00,574] Trial 3899 finished with value: 0.997222096612048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:05:05,830] Trial 3900 finished with value: 0.9974923548281237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:05:10,550] Trial 3901 finished with value: 0.9972232536492026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:05:15,101] Trial 3902 finished with value: 0.9973481698636024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:05:19,391] Trial 3903 finished with value: 0.9972038602643187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:05:23,276] Trial 3904 finished with value: 0.9968209450131963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:05:27,610] Trial 3905 finished with value: 0.9972944205112607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:05:32,024] Trial 3906 finished with value: 0.997224233461882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:05:37,070] Trial 3907 finished with value: 0.9970509686079033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:05:40,793] Trial 3908 finished with value: 0.9971312752890787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:05:44,550] Trial 3909 finished with value: 0.9971573554384742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:05:49,399] Trial 3910 finished with value: 0.9970665667103361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:05:55,144] Trial 3911 finished with value: 0.9973408629721172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:05:59,121] Trial 3912 finished with value: 0.9972425077998865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:06:04,171] Trial 3913 finished with value: 0.9969492132901694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:06:09,920] Trial 3914 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 4.868280828073541e-07, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:06:13,401] Trial 3915 finished with value: 0.997424112233384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:06:17,311] Trial 3916 finished with value: 0.9970750201337287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:06:21,379] Trial 3917 finished with value: 0.9972291769266118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:06:26,276] Trial 3918 finished with value: 0.9975309558359192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:06:30,136] Trial 3919 finished with value: 0.9974998536704733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:06:34,846] Trial 3920 finished with value: 0.9974526114460865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:06:38,167] Trial 3921 finished with value: 0.9969363287470875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:06:43,359] Trial 3922 finished with value: 0.9975870731217995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:06:47,058] Trial 3923 finished with value: 0.9973835587412587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:06:50,902] Trial 3924 finished with value: 0.9974065184513293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:06:57,148] Trial 3925 finished with value: 0.9969565704545001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 19, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:07:02,103] Trial 3926 finished with value: 0.9968301908369247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:07:05,814] Trial 3927 finished with value: 0.9974866720605774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:07:22,971] Trial 3928 finished with value: 0.9965265840145744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 57, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:07:28,791] Trial 3929 finished with value: 0.9971483102300587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:07:31,907] Trial 3930 finished with value: 0.9962810367745657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:07:37,580] Trial 3931 finished with value: 0.9969583001069816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 24, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:07:41,385] Trial 3932 finished with value: 0.9971115273917684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:07:51,800] Trial 3933 finished with value: 0.9968937867481076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 30, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:07:55,980] Trial 3934 finished with value: 0.9976153199863997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:07:56,548] Trial 3935 finished with value: 0.9830931059252038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 2}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:08:01,341] Trial 3936 finished with value: 0.9858997042535339 and parameters: {'classifier': 'SVC', 'svc_c': 0.5374739892472993, 'svc_kernel': 'sigmoid'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:08:15,795] Trial 3937 finished with value: 0.9966781019908787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 51, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:08:17,867] Trial 3938 finished with value: 0.9972923238416174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:08:21,778] Trial 3939 finished with value: 0.9973895970051067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:08:26,697] Trial 3940 finished with value: 0.997053186167236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:08:30,862] Trial 3941 finished with value: 0.997724983375062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:08:35,351] Trial 3942 finished with value: 0.9973819827637254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:08:39,746] Trial 3943 finished with value: 0.9974550831625825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:08:45,225] Trial 3944 finished with value: 0.9972712848462312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:08:49,740] Trial 3945 finished with value: 0.9975152768335603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:08:58,934] Trial 3946 finished with value: 0.9970870437225949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 26, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:09:03,064] Trial 3947 finished with value: 0.9974320412830693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:09:06,661] Trial 3948 finished with value: 0.9972212170911562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:09:10,316] Trial 3949 finished with value: 0.9976210009448852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:09:19,597] Trial 3950 finished with value: 0.9970821458017621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 32, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:09:23,872] Trial 3951 finished with value: 0.997269300274877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:09:30,194] Trial 3952 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 7.477834509982725e-05, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:09:43,553] Trial 3953 finished with value: 0.9968853432586798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 39, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:09:47,183] Trial 3954 finished with value: 0.9974200600325719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:09:57,710] Trial 3955 finished with value: 0.9972970426654381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 30, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:10:01,544] Trial 3956 finished with value: 0.9975789100685222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:10:04,928] Trial 3957 finished with value: 0.996998403523841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:10:08,850] Trial 3958 finished with value: 0.9971831075131198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:10:13,154] Trial 3959 finished with value: 0.997149260240843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:10:17,705] Trial 3960 finished with value: 0.9970025561751301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:10:21,044] Trial 3961 finished with value: 0.9973616578712572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:10:25,358] Trial 3962 finished with value: 0.9970265422256525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:10:29,202] Trial 3963 finished with value: 0.9974611306304236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:10:33,304] Trial 3964 finished with value: 0.9974888963166088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:10:35,931] Trial 3965 finished with value: 0.9962080515843127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 14, 'rf_n_estimators': 30}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:10:39,665] Trial 3966 finished with value: 0.9976419003886924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:10:43,486] Trial 3967 finished with value: 0.9973326337770408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:10:47,492] Trial 3968 finished with value: 0.9974594895267042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:10:51,274] Trial 3969 finished with value: 0.9975470752652202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:10:55,791] Trial 3970 finished with value: 0.9971799428311523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:11:02,412] Trial 3971 finished with value: 0.9853915585827276 and parameters: {'classifier': 'SVC', 'svc_c': 0.07640401455612097, 'svc_kernel': 'sigmoid'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:11:10,294] Trial 3972 finished with value: 0.997223778340289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 28, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:11:18,406] Trial 3973 finished with value: 0.9971957235535046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 25, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:11:22,073] Trial 3974 finished with value: 0.9973798242051625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:11:26,247] Trial 3975 finished with value: 0.9969028341781764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:11:31,938] Trial 3976 finished with value: 0.9971819431762463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:11:41,084] Trial 3977 finished with value: 0.996868393057913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 27, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:11:48,200] Trial 3978 finished with value: 0.9975675461838008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:11:51,342] Trial 3979 finished with value: 0.9975167067215054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:11:54,673] Trial 3980 finished with value: 0.9973458838138652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:11:58,577] Trial 3981 finished with value: 0.9975409258552204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:12:01,980] Trial 3982 finished with value: 0.9970817138171038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:12:06,928] Trial 3983 finished with value: 0.9972475628550989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:12:10,657] Trial 3984 finished with value: 0.9973305110505755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:12:14,153] Trial 3985 finished with value: 0.9976676793453457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:12:18,326] Trial 3986 finished with value: 0.9973704896105069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:12:22,571] Trial 3987 finished with value: 0.9975041419061034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:12:26,535] Trial 3988 finished with value: 0.9974197395749202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:12:31,170] Trial 3989 finished with value: 0.9969373818108572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:12:42,532] Trial 3990 finished with value: 0.9928593244429179 and parameters: {'classifier': 'SVC', 'svc_c': 2796205.987603925, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:12:54,262] Trial 3991 finished with value: 0.996812294909991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 41, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:12:55,577] Trial 3992 finished with value: 0.9970389616814385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:12:59,616] Trial 3993 finished with value: 0.997505152155436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:13:03,326] Trial 3994 finished with value: 0.997500399181627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:13:07,441] Trial 3995 finished with value: 0.9973886599116506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:13:11,094] Trial 3996 finished with value: 0.9974679770048714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:13:15,446] Trial 3997 finished with value: 0.9974486333532885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:13:29,865] Trial 3998 finished with value: 0.9966567906207707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 43, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:13:31,495] Trial 3999 finished with value: 0.9971554719840933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:13:33,065] Trial 4000 finished with value: 0.9968729195817523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 44}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:13:35,584] Trial 4001 finished with value: 0.9963236750663568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:13:38,006] Trial 4002 finished with value: 0.9972093536517711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:13:42,469] Trial 4003 finished with value: 0.9974752033772855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:13:45,739] Trial 4004 finished with value: 0.9974927249873384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:13:49,126] Trial 4005 finished with value: 0.9974955403301586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:13:54,008] Trial 4006 finished with value: 0.9970726270637676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:13:59,235] Trial 4007 finished with value: 0.9974528866454823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:14:00,913] Trial 4008 finished with value: 0.9967822820212676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 34}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:14:04,454] Trial 4009 finished with value: 0.9878002456890832 and parameters: {'classifier': 'SVC', 'svc_c': 2.919131477158064, 'svc_kernel': 'sigmoid'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:14:07,526] Trial 4010 finished with value: 0.9974638288286272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:14:11,383] Trial 4011 finished with value: 0.997353818227257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:14:16,352] Trial 4012 finished with value: 0.9969854263060691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:14:22,274] Trial 4013 finished with value: 0.9973120924955193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:14:26,135] Trial 4014 finished with value: 0.9973773447446171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:14:30,070] Trial 4015 finished with value: 0.9974066745700961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:14:47,912] Trial 4016 finished with value: 0.9958006252424646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 56, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:14:51,106] Trial 4017 finished with value: 0.9974066632396633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:14:55,164] Trial 4018 finished with value: 0.9972777699163403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:14:58,179] Trial 4019 finished with value: 0.997428683761576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:15:09,465] Trial 4020 finished with value: 0.9967391689621183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 32, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:15:10,426] Trial 4021 finished with value: 0.9961323251592535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 23}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:15:13,395] Trial 4022 finished with value: 0.9974316689656769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:15:33,912] Trial 4023 finished with value: 0.9964691041568509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 61, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:15:37,696] Trial 4024 finished with value: 0.9975018476045102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:15:40,880] Trial 4025 finished with value: 0.9972041924332583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 65}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:15:44,587] Trial 4026 finished with value: 0.9974893225884439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:15:50,823] Trial 4027 finished with value: 0.9974431775752564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:15:57,271] Trial 4028 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.1581745135565078e-05, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:15:59,446] Trial 4029 finished with value: 0.995595361912795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:16:02,742] Trial 4030 finished with value: 0.9976947619365485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:16:04,419] Trial 4031 finished with value: 0.9971193651949699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:16:05,929] Trial 4032 finished with value: 0.9904985211110108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:16:08,399] Trial 4033 finished with value: 0.9942531064242455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:16:11,899] Trial 4034 finished with value: 0.9973619808679416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:16:16,361] Trial 4035 finished with value: 0.9971339165177385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:16:19,420] Trial 4036 finished with value: 0.997141720044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:16:23,250] Trial 4037 finished with value: 0.9975115693064233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:16:30,842] Trial 4038 finished with value: 0.9970844772367072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 20, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:16:38,311] Trial 4039 finished with value: 0.9973824366475402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 21, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:16:39,979] Trial 4040 finished with value: 0.9970687948701299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:16:45,022] Trial 4041 finished with value: 0.9970911819648741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:16:54,401] Trial 4042 finished with value: 0.9966869900014385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 27, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:16:58,054] Trial 4043 finished with value: 0.9973116529889768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:17:02,191] Trial 4044 finished with value: 0.99756390924177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:17:06,745] Trial 4045 finished with value: 0.9867338629793926 and parameters: {'classifier': 'SVC', 'svc_c': 126558666.57229145, 'svc_kernel': 'sigmoid'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:17:08,712] Trial 4046 finished with value: 0.9969999784540233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 48}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:17:12,879] Trial 4047 finished with value: 0.997517173395697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:17:15,592] Trial 4048 finished with value: 0.9971334520334628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:17:18,963] Trial 4049 finished with value: 0.9973813135064707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:17:25,049] Trial 4050 finished with value: 0.9970501676065945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 17, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:17:30,551] Trial 4051 finished with value: 0.9952124631019087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 38, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:17:33,882] Trial 4052 finished with value: 0.9970892526174788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:17:37,525] Trial 4053 finished with value: 0.9973766492718509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:17:43,941] Trial 4054 finished with value: 0.9952726357306537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 63, 'rf_n_estimators': 39}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:17:49,158] Trial 4055 finished with value: 0.9972926041508163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:17:52,596] Trial 4056 finished with value: 0.9977051248394062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:17:56,101] Trial 4057 finished with value: 0.9973886078932203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:17:59,300] Trial 4058 finished with value: 0.9977154914555989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:18:02,573] Trial 4059 finished with value: 0.995639671681483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:18:06,905] Trial 4060 finished with value: 0.9972372427032026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:18:11,197] Trial 4061 finished with value: 0.9973585491749585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:18:14,304] Trial 4062 finished with value: 0.9973993657108607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 86}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:18:16,047] Trial 4063 finished with value: 0.9906696789487884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:18:20,513] Trial 4064 finished with value: 0.9974737279771809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:18:26,688] Trial 4065 finished with value: 0.98507511704581 and parameters: {'classifier': 'SVC', 'svc_c': 2.631941749006626e-10, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:18:30,197] Trial 4066 finished with value: 0.9976172718677091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:18:33,633] Trial 4067 finished with value: 0.9972526925578696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:18:36,101] Trial 4068 finished with value: 0.9964551474755164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:18:41,991] Trial 4069 finished with value: 0.9964409482848312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 26, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:18:46,563] Trial 4070 finished with value: 0.9977503248881366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:18:51,217] Trial 4071 finished with value: 0.9974875060058341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:18:56,674] Trial 4072 finished with value: 0.9973701014241606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:19:10,492] Trial 4073 finished with value: 0.996424426990146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 49, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:19:15,262] Trial 4074 finished with value: 0.9971804806299942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:19:20,199] Trial 4075 finished with value: 0.9974881934806478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:19:24,835] Trial 4076 finished with value: 0.9973716706097818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:19:30,644] Trial 4077 finished with value: 0.9974622467256777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:19:35,661] Trial 4078 finished with value: 0.9973366110763914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:19:41,775] Trial 4079 finished with value: 0.9972626932359895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:19:46,422] Trial 4080 finished with value: 0.9972649839511988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:19:51,308] Trial 4081 finished with value: 0.997045898413709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:19:55,862] Trial 4082 finished with value: 0.9975487163054639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:20:00,646] Trial 4083 finished with value: 0.9972190408863165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:20:07,010] Trial 4084 finished with value: 0.997349014504534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:20:09,823] Trial 4085 finished with value: 0.9921800465150873 and parameters: {'classifier': 'SVC', 'svc_c': 155.0936996683417, 'svc_kernel': 'sigmoid'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:20:15,405] Trial 4086 finished with value: 0.9974300985105394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:20:19,742] Trial 4087 finished with value: 0.997702057402387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:20:24,230] Trial 4088 finished with value: 0.9972335883370608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:20:30,569] Trial 4089 finished with value: 0.9973977122293572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:20:34,300] Trial 4090 finished with value: 0.996903661617162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:20:38,791] Trial 4091 finished with value: 0.9974059291736014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:20:43,050] Trial 4092 finished with value: 0.997217917427868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 81}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:20:48,313] Trial 4093 finished with value: 0.9973002169957296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:20:51,619] Trial 4094 finished with value: 0.9966670707829034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:21:03,139] Trial 4095 finished with value: 0.9964432559480834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 42, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:21:09,469] Trial 4096 finished with value: 0.9973440738327403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 19, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:21:13,482] Trial 4097 finished with value: 0.9976199872043826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:21:34,307] Trial 4098 finished with value: 0.9964974183692906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 62, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:21:40,048] Trial 4099 finished with value: 0.9973000876637567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:21:46,569] Trial 4100 finished with value: 0.9970038026179703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:21:50,583] Trial 4101 finished with value: 0.997598456144479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:21:53,926] Trial 4102 finished with value: 0.9963284952610539 and parameters: {'classifier': 'SVC', 'svc_c': 66604.49326081695, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:21:59,516] Trial 4103 finished with value: 0.9974094558264038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 18, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:22:01,694] Trial 4104 finished with value: 0.9972902363442294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:22:05,978] Trial 4105 finished with value: 0.9976399320036711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:22:09,617] Trial 4106 finished with value: 0.9974009799325726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:22:11,996] Trial 4107 finished with value: 0.997304441533379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:22:14,278] Trial 4108 finished with value: 0.9943785837331115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:22:20,491] Trial 4109 finished with value: 0.9971337489098492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:22:26,090] Trial 4110 finished with value: 0.9965820674309666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 22, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:22:28,333] Trial 4111 finished with value: 0.9972916957801665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:22:31,994] Trial 4112 finished with value: 0.9975785218187001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:22:37,465] Trial 4113 finished with value: 0.9970960782035975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:22:44,257] Trial 4114 finished with value: 0.9970822077224198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 20, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:22:47,976] Trial 4115 finished with value: 0.9974100743982204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:22:49,653] Trial 4116 finished with value: 0.997007067083919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:22:50,982] Trial 4117 finished with value: 0.992003419728046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 1, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:22:59,174] Trial 4118 finished with value: 0.9972341272784672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 30, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:23:03,067] Trial 4119 finished with value: 0.9973826338986349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:23:05,614] Trial 4120 finished with value: 0.9928355650010546 and parameters: {'classifier': 'SVC', 'svc_c': 794.2520971170151, 'svc_kernel': 'sigmoid'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:23:11,327] Trial 4121 finished with value: 0.9972066801773974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:23:15,687] Trial 4122 finished with value: 0.9963625756799989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 21, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:23:27,488] Trial 4123 finished with value: 0.9959397720363402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 56, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:23:29,947] Trial 4124 finished with value: 0.9976731240468482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:23:37,875] Trial 4125 finished with value: 0.997404903721811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 24, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:23:42,871] Trial 4126 finished with value: 0.9975210470073037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:23:46,407] Trial 4127 finished with value: 0.9970616400032215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:23:55,767] Trial 4128 finished with value: 0.9970736244909855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 26, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:23:59,450] Trial 4129 finished with value: 0.9974939157301511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:24:02,062] Trial 4130 finished with value: 0.9904069278903941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:24:11,467] Trial 4131 finished with value: 0.9961864363237404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 32, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:24:16,003] Trial 4132 finished with value: 0.9974378701719416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:24:39,947] Trial 4133 finished with value: 0.9957239254475212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 70, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:24:41,064] Trial 4134 finished with value: 0.9956306956617059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 15}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:24:56,554] Trial 4135 finished with value: 0.996049250139099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 55, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:24:58,860] Trial 4136 finished with value: 0.9974982368145152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:25:01,084] Trial 4137 finished with value: 0.9963627516984337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:25:17,919] Trial 4138 finished with value: 0.9958684633693115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 52, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:25:24,402] Trial 4139 finished with value: 0.985075935820347 and parameters: {'classifier': 'SVC', 'svc_c': 0.000213395744320276, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:25:28,856] Trial 4140 finished with value: 0.997426311892537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:25:35,683] Trial 4141 finished with value: 0.9968698219619831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:25:39,596] Trial 4142 finished with value: 0.9977414755343483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:25:44,342] Trial 4143 finished with value: 0.9973774887395034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:25:48,963] Trial 4144 finished with value: 0.9971713782616076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:25:54,142] Trial 4145 finished with value: 0.9975817514681643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:25:59,198] Trial 4146 finished with value: 0.9974403241786852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:26:03,388] Trial 4147 finished with value: 0.9972680338371553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:26:07,216] Trial 4148 finished with value: 0.9975340342225163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:26:12,267] Trial 4149 finished with value: 0.9972347057970449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:26:16,954] Trial 4150 finished with value: 0.997382030941869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:26:23,186] Trial 4151 finished with value: 0.997559202160975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:26:27,183] Trial 4152 finished with value: 0.9972986031231347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:26:31,348] Trial 4153 finished with value: 0.997153677776708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:26:35,820] Trial 4154 finished with value: 0.9974956438274748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:26:42,015] Trial 4155 finished with value: 0.9973096350928197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:26:45,958] Trial 4156 finished with value: 0.9972725618844139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:26:51,026] Trial 4157 finished with value: 0.997331278917509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:26:53,586] Trial 4158 finished with value: 0.9925680254223949 and parameters: {'classifier': 'SVC', 'svc_c': 4328.526749245449, 'svc_kernel': 'sigmoid'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:26:58,180] Trial 4159 finished with value: 0.9972694377952301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:27:03,883] Trial 4160 finished with value: 0.9973888471653048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:27:23,308] Trial 4161 finished with value: 0.9966583171506441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 60, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:27:27,878] Trial 4162 finished with value: 0.9973444694140191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:27:32,014] Trial 4163 finished with value: 0.9969744999601399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:27:36,588] Trial 4164 finished with value: 0.9972851183210087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:27:40,374] Trial 4165 finished with value: 0.9973037605965746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:27:46,027] Trial 4166 finished with value: 0.997089051272194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:27:49,791] Trial 4167 finished with value: 0.9975120877451418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:27:50,731] Trial 4168 finished with value: 0.9934116518516932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 9}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:27:55,739] Trial 4169 finished with value: 0.9972838647371395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:28:00,064] Trial 4170 finished with value: 0.9973925507569413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:28:05,203] Trial 4171 finished with value: 0.9975107772869424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:28:06,765] Trial 4172 finished with value: 0.9969506255001003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:28:26,763] Trial 4173 finished with value: 0.9968278443899498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 67, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:28:31,322] Trial 4174 finished with value: 0.997573203910138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:28:35,500] Trial 4175 finished with value: 0.997258513226624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:28:45,625] Trial 4176 finished with value: 0.9972471174135675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 32, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:28:48,614] Trial 4177 finished with value: 0.9878931588575335 and parameters: {'classifier': 'SVC', 'svc_c': 1.4952228721293206, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:28:53,807] Trial 4178 finished with value: 0.9973485382772322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:28:59,499] Trial 4179 finished with value: 0.9972034085704196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:29:08,221] Trial 4180 finished with value: 0.9971012458649054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 23, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:29:16,378] Trial 4181 finished with value: 0.9968562727636429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 23, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:29:20,599] Trial 4182 finished with value: 0.9971543235479113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:29:22,657] Trial 4183 finished with value: 0.9970133354793339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:29:39,841] Trial 4184 finished with value: 0.996842955601144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 52, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:29:42,455] Trial 4185 finished with value: 0.9972128605635949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:29:44,942] Trial 4186 finished with value: 0.9949764601489101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:29:48,937] Trial 4187 finished with value: 0.997416545281485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:29:53,406] Trial 4188 finished with value: 0.9974872281721922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:29:55,555] Trial 4189 finished with value: 0.9971467847157983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:30:01,643] Trial 4190 finished with value: 0.9974458416234716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:30:12,244] Trial 4191 finished with value: 0.9972053484547999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 38, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:30:16,835] Trial 4192 finished with value: 0.9970369766657536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:30:18,224] Trial 4193 finished with value: 0.9927553633406149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:30:22,474] Trial 4194 finished with value: 0.9973473859372879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:30:24,412] Trial 4195 finished with value: 0.9945008678276311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:30:31,185] Trial 4196 finished with value: 0.9852047440860776 and parameters: {'classifier': 'SVC', 'svc_c': 6.133371648404645e-08, 'svc_kernel': 'sigmoid'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:30:38,444] Trial 4197 finished with value: 0.9955759281572926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 41, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:30:40,618] Trial 4198 finished with value: 0.9971992385267571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 4, 'rf_n_estimators': 125}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:30:47,006] Trial 4199 finished with value: 0.9965734716630589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 94}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:30:50,688] Trial 4200 finished with value: 0.9971593729537762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:31:13,651] Trial 4201 finished with value: 0.9957370689719283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 73, 'rf_n_estimators': 121}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:31:18,331] Trial 4202 finished with value: 0.9973764443401825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:31:20,832] Trial 4203 finished with value: 0.9973800338023034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:31:25,064] Trial 4204 finished with value: 0.9974087734613931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:31:34,786] Trial 4205 finished with value: 0.9970672083556114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 27, 'rf_n_estimators': 122}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:31:38,467] Trial 4206 finished with value: 0.9971372296061616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:31:40,425] Trial 4207 finished with value: 0.9974456602730682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:31:45,286] Trial 4208 finished with value: 0.9974089441795974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:31:48,867] Trial 4209 finished with value: 0.9973784405593485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:31:52,802] Trial 4210 finished with value: 0.9967444269177732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:31:56,380] Trial 4211 finished with value: 0.9973279807459025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:32:08,030] Trial 4212 finished with value: 0.9969336420380062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 36, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:32:11,820] Trial 4213 finished with value: 0.9974420516729888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:32:16,674] Trial 4214 finished with value: 0.9830125189983051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 74, 'rf_n_estimators': 126}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:32:23,103] Trial 4215 finished with value: 0.9853871334932407 and parameters: {'classifier': 'SVC', 'svc_c': 0.026982046710329957, 'svc_kernel': 'rbf'}. Best is trial 2142 with value: 0.9978339738248723.
[I 2023-09-08 06:32:26,586] Trial 4216 finished with value: 0.9978440308060398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:32:32,292] Trial 4217 finished with value: 0.9974285346251488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:32:36,480] Trial 4218 finished with value: 0.9973244403188483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:32:47,470] Trial 4219 finished with value: 0.99709898739541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 36, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:32:51,685] Trial 4220 finished with value: 0.9973618217023356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:32:56,527] Trial 4221 finished with value: 0.9973698329214634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:33:03,665] Trial 4222 finished with value: 0.9970550428982988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 22, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:33:08,018] Trial 4223 finished with value: 0.9972967194148507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:33:12,508] Trial 4224 finished with value: 0.9973410701889152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:33:23,478] Trial 4225 finished with value: 0.9971015566742333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 42, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:33:28,837] Trial 4226 finished with value: 0.9975287154570309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:33:38,110] Trial 4227 finished with value: 0.9973126657456041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 33, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:33:42,684] Trial 4228 finished with value: 0.9974067339517211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:33:45,826] Trial 4229 finished with value: 0.9970602902217546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 55}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:33:50,084] Trial 4230 finished with value: 0.997394520379741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:33:55,128] Trial 4231 finished with value: 0.997317851687947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:34:18,821] Trial 4232 finished with value: 0.9960115393796077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 74, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:34:21,411] Trial 4233 finished with value: 0.9976872482408581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 68}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:34:25,617] Trial 4234 finished with value: 0.986719308546309 and parameters: {'classifier': 'SVC', 'svc_c': 719099.0738884241, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:34:28,411] Trial 4235 finished with value: 0.9973400139513545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:34:40,533] Trial 4236 finished with value: 0.9970292089398519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 33, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:34:44,922] Trial 4237 finished with value: 0.9973742496956186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:34:46,426] Trial 4238 finished with value: 0.9971649241042201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 91}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:34:50,423] Trial 4239 finished with value: 0.9975196580295211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:34:52,149] Trial 4240 finished with value: 0.99718767967607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:34:56,203] Trial 4241 finished with value: 0.9975290962167067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:35:06,051] Trial 4242 finished with value: 0.9965165283663989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 29, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:35:11,908] Trial 4243 finished with value: 0.9971545755468966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:35:17,081] Trial 4244 finished with value: 0.9976944614420405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:35:23,280] Trial 4245 finished with value: 0.9974714220277757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:35:35,297] Trial 4246 finished with value: 0.9971185400411136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 46, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:35:42,069] Trial 4247 finished with value: 0.9970200056766574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 20, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:35:44,408] Trial 4248 finished with value: 0.9972436728984698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:35:49,680] Trial 4249 finished with value: 0.9973483707328189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:36:13,244] Trial 4250 finished with value: 0.9964598006970823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 74, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:36:24,681] Trial 4251 finished with value: 0.9967709217546675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 44, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:36:30,361] Trial 4252 finished with value: 0.985565906461061 and parameters: {'classifier': 'SVC', 'svc_c': 0.19635950559820442, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:36:34,993] Trial 4253 finished with value: 0.997315314432672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:36:40,310] Trial 4254 finished with value: 0.9975038929856951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:36:42,808] Trial 4255 finished with value: 0.997213404202212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:36:47,158] Trial 4256 finished with value: 0.9974942955376899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:36:51,416] Trial 4257 finished with value: 0.9973612032574707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:37:09,708] Trial 4258 finished with value: 0.9968760647131689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 57, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:37:14,148] Trial 4259 finished with value: 0.9955667515222025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 28, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:37:18,006] Trial 4260 finished with value: 0.9974362963525861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:37:23,605] Trial 4261 finished with value: 0.9973665150723544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 17, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:37:28,103] Trial 4262 finished with value: 0.9974002844280682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:37:35,902] Trial 4263 finished with value: 0.9969460340405023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 24, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:37:40,152] Trial 4264 finished with value: 0.9969397428572698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:37:41,296] Trial 4265 finished with value: 0.9940538402895714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 63}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:37:44,601] Trial 4266 finished with value: 0.997281563326255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:37:48,366] Trial 4267 finished with value: 0.997054102408887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:37:52,265] Trial 4268 finished with value: 0.9973680973974691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:37:56,257] Trial 4269 finished with value: 0.997299414566215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:37:58,475] Trial 4270 finished with value: 0.9973322016654306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:38:01,017] Trial 4271 finished with value: 0.9973021648780627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:38:08,613] Trial 4272 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 7.529351425677655e-10, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:38:15,088] Trial 4273 finished with value: 0.9971196264614243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:38:21,258] Trial 4274 finished with value: 0.9972684416057905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:38:24,667] Trial 4275 finished with value: 0.9975438021348227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:38:26,093] Trial 4276 finished with value: 0.997282862231856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:38:28,007] Trial 4277 finished with value: 0.9956431296534536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:38:32,170] Trial 4278 finished with value: 0.997399130342539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:38:39,953] Trial 4279 finished with value: 0.9974152680211367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 22, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:38:43,775] Trial 4280 finished with value: 0.9969201323850988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:38:45,559] Trial 4281 finished with value: 0.9965420114305409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:38:49,881] Trial 4282 finished with value: 0.9972825319037152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:38:56,546] Trial 4283 finished with value: 0.9974223096154534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:38:59,982] Trial 4284 finished with value: 0.9975621493748008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:39:03,803] Trial 4285 finished with value: 0.9972816320388246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:39:06,489] Trial 4286 finished with value: 0.997412228830855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:39:10,413] Trial 4287 finished with value: 0.9971817421800783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:39:14,919] Trial 4288 finished with value: 0.9970745097564387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:39:19,206] Trial 4289 finished with value: 0.9973379252796638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:39:24,303] Trial 4290 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 3.0416078660315263e-06, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:39:28,743] Trial 4291 finished with value: 0.9972296665473103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:39:31,766] Trial 4292 finished with value: 0.9974230271143276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 72}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:39:37,242] Trial 4293 finished with value: 0.997551179706628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:39:51,238] Trial 4294 finished with value: 0.9968009632392456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 51, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:39:54,496] Trial 4295 finished with value: 0.9975929846561827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:39:55,865] Trial 4296 finished with value: 0.9942726239360856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 59}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:39:58,664] Trial 4297 finished with value: 0.9968345097948491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:40:01,322] Trial 4298 finished with value: 0.9972448009906528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:40:03,064] Trial 4299 finished with value: 0.9972392204826446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:40:06,045] Trial 4300 finished with value: 0.9967453343045478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:40:24,925] Trial 4301 finished with value: 0.9967752931753529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 55, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:40:30,106] Trial 4302 finished with value: 0.9965911288574526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:40:33,758] Trial 4303 finished with value: 0.9974628394310997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:40:37,490] Trial 4304 finished with value: 0.9973874922105591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:40:43,338] Trial 4305 finished with value: 0.9949070289695356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 43, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:40:49,333] Trial 4306 finished with value: 0.996870507691212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 29, 'rf_n_estimators': 77}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:40:51,412] Trial 4307 finished with value: 0.9957088024615633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:41:05,671] Trial 4308 finished with value: 0.9969424721586226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 46, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:41:09,375] Trial 4309 finished with value: 0.9972660389509812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:41:12,003] Trial 4310 finished with value: 0.9910536008945979 and parameters: {'classifier': 'SVC', 'svc_c': 28.489127112208173, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:41:17,248] Trial 4311 finished with value: 0.997051652940664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:41:30,086] Trial 4312 finished with value: 0.9966320997982748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 40, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:41:31,548] Trial 4313 finished with value: 0.997287363174942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 88}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:41:33,046] Trial 4314 finished with value: 0.9863210660440561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:41:35,942] Trial 4315 finished with value: 0.9975449110573097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:41:40,123] Trial 4316 finished with value: 0.9977004278830037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:41:45,730] Trial 4317 finished with value: 0.9974387781934745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:41:48,121] Trial 4318 finished with value: 0.9975430772092783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:41:53,663] Trial 4319 finished with value: 0.9971139481054471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:41:57,373] Trial 4320 finished with value: 0.9978276946703066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:42:02,083] Trial 4321 finished with value: 0.9972578157543693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:42:05,887] Trial 4322 finished with value: 0.9974009076336193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:42:09,825] Trial 4323 finished with value: 0.9967450506946066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:42:13,931] Trial 4324 finished with value: 0.9973319968607138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:42:18,029] Trial 4325 finished with value: 0.9976172090266523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:42:21,979] Trial 4326 finished with value: 0.9974835571436484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:42:28,825] Trial 4327 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 3.5206770178394425e-09, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:42:45,163] Trial 4328 finished with value: 0.9964885472432979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 66, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:42:49,231] Trial 4329 finished with value: 0.9973916403868034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:42:53,417] Trial 4330 finished with value: 0.9972763492006504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:42:57,638] Trial 4331 finished with value: 0.997513058734683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:43:01,341] Trial 4332 finished with value: 0.9971319181086568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:43:05,403] Trial 4333 finished with value: 0.997526415950421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:43:08,255] Trial 4334 finished with value: 0.997086339077573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:43:19,133] Trial 4335 finished with value: 0.996929897885324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 47, 'rf_n_estimators': 83}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:43:22,415] Trial 4336 finished with value: 0.9963132622715086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:43:26,123] Trial 4337 finished with value: 0.9971912075031749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:43:30,664] Trial 4338 finished with value: 0.99752388151982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:43:33,437] Trial 4339 finished with value: 0.9967758696309662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:43:37,867] Trial 4340 finished with value: 0.997470548949679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:43:41,599] Trial 4341 finished with value: 0.9975566766487259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:43:45,646] Trial 4342 finished with value: 0.9974891969698061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:43:51,059] Trial 4343 finished with value: 0.9970001533933693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:43:55,468] Trial 4344 finished with value: 0.9974806164678321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:43:59,276] Trial 4345 finished with value: 0.9972150678081079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:44:01,636] Trial 4346 finished with value: 0.9968122395590804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:44:12,505] Trial 4347 finished with value: 0.997051579943477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 32, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:44:17,149] Trial 4348 finished with value: 0.985205317494852 and parameters: {'classifier': 'SVC', 'svc_c': 2.800654170920027e-07, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:44:21,071] Trial 4349 finished with value: 0.9973228754813204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:44:26,263] Trial 4350 finished with value: 0.9973465370752148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:44:27,771] Trial 4351 finished with value: 0.9907713281984355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:44:31,919] Trial 4352 finished with value: 0.997479538426329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:44:35,737] Trial 4353 finished with value: 0.997711693380212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:44:40,568] Trial 4354 finished with value: 0.9973459403073406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:44:44,562] Trial 4355 finished with value: 0.9945014120057926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 26, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:44:48,076] Trial 4356 finished with value: 0.9970501537688667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:44:51,697] Trial 4357 finished with value: 0.9975455225515731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:44:53,705] Trial 4358 finished with value: 0.9951977220499292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:44:56,980] Trial 4359 finished with value: 0.9971424878157196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:45:01,469] Trial 4360 finished with value: 0.9968830914224069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:45:05,272] Trial 4361 finished with value: 0.9974494675841864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:45:08,784] Trial 4362 finished with value: 0.9972743552348757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:45:13,301] Trial 4363 finished with value: 0.997544728120011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:45:24,751] Trial 4364 finished with value: 0.9967987482506833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 39, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:45:30,019] Trial 4365 finished with value: 0.9949344203705781 and parameters: {'classifier': 'SVC', 'svc_c': 390353.3188991454, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:45:35,496] Trial 4366 finished with value: 0.9973887161829608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:45:39,301] Trial 4367 finished with value: 0.9972715936243329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:45:42,693] Trial 4368 finished with value: 0.997445239142774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:45:47,704] Trial 4369 finished with value: 0.9974092622886439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:45:50,779] Trial 4370 finished with value: 0.9976958492455203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:45:54,611] Trial 4371 finished with value: 0.9971750097447183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:45:58,113] Trial 4372 finished with value: 0.9972034087608469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:46:01,429] Trial 4373 finished with value: 0.9972051684373887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:46:04,936] Trial 4374 finished with value: 0.99753970626265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:46:08,971] Trial 4375 finished with value: 0.9974482967410419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:46:23,585] Trial 4376 finished with value: 0.9964872701416393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 52, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:46:27,077] Trial 4377 finished with value: 0.9962144577539839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 22, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:46:31,848] Trial 4378 finished with value: 0.9970930213035637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:46:36,714] Trial 4379 finished with value: 0.9972905014192327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:46:41,603] Trial 4380 finished with value: 0.9973202301902085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:46:47,281] Trial 4381 finished with value: 0.9973066039957047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:46:48,994] Trial 4382 finished with value: 0.9965035809505222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 21}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:46:53,184] Trial 4383 finished with value: 0.9974365140428935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:46:55,954] Trial 4384 finished with value: 0.9899499046888041 and parameters: {'classifier': 'SVC', 'svc_c': 10.878174877867643, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:47:00,469] Trial 4385 finished with value: 0.9973313608965239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:47:03,391] Trial 4386 finished with value: 0.9975531571686909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:47:06,860] Trial 4387 finished with value: 0.997553852736671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:47:09,519] Trial 4388 finished with value: 0.9969925246477646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:47:12,911] Trial 4389 finished with value: 0.9964634854681397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:47:16,818] Trial 4390 finished with value: 0.9974708814677357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:47:20,237] Trial 4391 finished with value: 0.9969710078699189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:47:41,330] Trial 4392 finished with value: 0.9965615899743772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 65, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:47:45,499] Trial 4393 finished with value: 0.9975974152045898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:47:48,923] Trial 4394 finished with value: 0.9976771096297924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:47:53,427] Trial 4395 finished with value: 0.9973134136493936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:47:57,339] Trial 4396 finished with value: 0.997449633414753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:48:02,671] Trial 4397 finished with value: 0.9974326326872373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:48:06,725] Trial 4398 finished with value: 0.9977046895222671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:48:11,950] Trial 4399 finished with value: 0.9971984854496885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:48:13,596] Trial 4400 finished with value: 0.9967280185465627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 32}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:48:18,542] Trial 4401 finished with value: 0.9972998167172404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:48:25,127] Trial 4402 finished with value: 0.9853594384873753 and parameters: {'classifier': 'SVC', 'svc_c': 0.005108972971807316, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:48:28,591] Trial 4403 finished with value: 0.9973556641674314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:48:34,521] Trial 4404 finished with value: 0.9972839175172795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 20, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:48:36,282] Trial 4405 finished with value: 0.9943148334804848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:48:39,909] Trial 4406 finished with value: 0.9972884154135263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:48:44,475] Trial 4407 finished with value: 0.9976242123767906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:48:47,384] Trial 4408 finished with value: 0.9962526091308445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:48:52,237] Trial 4409 finished with value: 0.99746958141957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:48:55,858] Trial 4410 finished with value: 0.997482741352475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:48:59,186] Trial 4411 finished with value: 0.9975322068807558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:49:02,529] Trial 4412 finished with value: 0.9969390036814048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:49:04,545] Trial 4413 finished with value: 0.9971526239512284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:49:08,284] Trial 4414 finished with value: 0.9976207134629194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:49:10,012] Trial 4415 finished with value: 0.9969324780502498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:49:15,729] Trial 4416 finished with value: 0.9973840721653878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:49:18,760] Trial 4417 finished with value: 0.9972723353709685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:49:30,175] Trial 4418 finished with value: 0.9970493724133228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 40, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:49:37,507] Trial 4419 finished with value: 0.9972072097878594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 29, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:49:41,167] Trial 4420 finished with value: 0.996831673568486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:49:48,578] Trial 4421 finished with value: 0.9852235902142232 and parameters: {'classifier': 'SVC', 'svc_c': 0.0004754910589475574, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:49:50,235] Trial 4422 finished with value: 0.9945564040559013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 21, 'rf_n_estimators': 42}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:49:53,539] Trial 4423 finished with value: 0.99747452609034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:49:56,540] Trial 4424 finished with value: 0.9971076501620404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:49:58,919] Trial 4425 finished with value: 0.9899697730949492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:50:03,677] Trial 4426 finished with value: 0.9976170278032006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:50:06,936] Trial 4427 finished with value: 0.9974678338986466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:50:10,710] Trial 4428 finished with value: 0.9975260875900304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:50:18,859] Trial 4429 finished with value: 0.9972980269214244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 25, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:50:24,739] Trial 4430 finished with value: 0.9972730959064453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:50:27,488] Trial 4431 finished with value: 0.9968632419003168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:50:30,775] Trial 4432 finished with value: 0.997539606446931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:50:35,082] Trial 4433 finished with value: 0.9974719527173265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 97}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:50:38,104] Trial 4434 finished with value: 0.9973666153006663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:50:41,171] Trial 4435 finished with value: 0.9973495339906034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:50:45,529] Trial 4436 finished with value: 0.9975097745277558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:50:48,736] Trial 4437 finished with value: 0.9975588559956184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:50:53,327] Trial 4438 finished with value: 0.9976880741246864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:50:58,048] Trial 4439 finished with value: 0.9968931932492379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 19, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:51:03,976] Trial 4440 finished with value: 0.98507511704581 and parameters: {'classifier': 'SVC', 'svc_c': 1.3080536514305729e-10, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:51:07,089] Trial 4441 finished with value: 0.9972600163656596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:51:12,353] Trial 4442 finished with value: 0.9970644163718912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 17, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:51:16,710] Trial 4443 finished with value: 0.9975000591734243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:51:21,367] Trial 4444 finished with value: 0.9971152490740122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:51:23,200] Trial 4445 finished with value: 0.9968954760617086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:51:35,691] Trial 4446 finished with value: 0.9966239839392661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 48, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:51:38,366] Trial 4447 finished with value: 0.9971540279410411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:51:40,831] Trial 4448 finished with value: 0.996925002567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:51:44,932] Trial 4449 finished with value: 0.9974609320780744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:51:50,105] Trial 4450 finished with value: 0.9972770935180564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:51:57,503] Trial 4451 finished with value: 0.9968422749817183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 26, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:52:00,484] Trial 4452 finished with value: 0.9972940906591884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:52:04,497] Trial 4453 finished with value: 0.9974996300769153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:52:07,615] Trial 4454 finished with value: 0.9973503093794208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:52:11,428] Trial 4455 finished with value: 0.997264415239635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:52:15,694] Trial 4456 finished with value: 0.9974937837639318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:52:18,773] Trial 4457 finished with value: 0.9973431328989975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:52:22,750] Trial 4458 finished with value: 0.9974452166405977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:52:25,435] Trial 4459 finished with value: 0.9926033416519809 and parameters: {'classifier': 'SVC', 'svc_c': 299.80374202216825, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:52:27,268] Trial 4460 finished with value: 0.991014295114829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:52:31,159] Trial 4461 finished with value: 0.9973459880411534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:52:34,741] Trial 4462 finished with value: 0.9974799611752565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:52:40,586] Trial 4463 finished with value: 0.9932602400386895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 52, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:52:56,137] Trial 4464 finished with value: 0.9968360960872024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 53, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:52:57,263] Trial 4465 finished with value: 0.9967412056471167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 75}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:53:01,100] Trial 4466 finished with value: 0.9973080656532954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:53:02,973] Trial 4467 finished with value: 0.9971391509556039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:53:09,223] Trial 4468 finished with value: 0.9969154514246018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 20, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:53:12,883] Trial 4469 finished with value: 0.9974807091742597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:53:27,680] Trial 4470 finished with value: 0.996969533644117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 49, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:53:30,497] Trial 4471 finished with value: 0.9962555455855194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:53:41,879] Trial 4472 finished with value: 0.9971978474542725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 38, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:53:45,702] Trial 4473 finished with value: 0.9975847431785362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:53:50,663] Trial 4474 finished with value: 0.9975151492154343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:53:52,650] Trial 4475 finished with value: 0.995512097956877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:53:56,473] Trial 4476 finished with value: 0.9971235810999087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:53:59,592] Trial 4477 finished with value: 0.9964266105264419 and parameters: {'classifier': 'SVC', 'svc_c': 35590.640247171796, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:54:06,003] Trial 4478 finished with value: 0.9958853291472445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 36, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:54:13,440] Trial 4479 finished with value: 0.9970334437288456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 22, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:54:18,982] Trial 4480 finished with value: 0.9971331911796012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:54:23,395] Trial 4481 finished with value: 0.9971769514381594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:54:24,825] Trial 4482 finished with value: 0.9973861930193166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 51}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:54:28,204] Trial 4483 finished with value: 0.9972917591290299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:54:39,082] Trial 4484 finished with value: 0.9969710292612685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 43, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:54:52,974] Trial 4485 finished with value: 0.9968103985065438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 42, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:54:57,075] Trial 4486 finished with value: 0.9973723998199437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:55:02,726] Trial 4487 finished with value: 0.9968580722395206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:55:06,626] Trial 4488 finished with value: 0.9966267264753265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:55:10,628] Trial 4489 finished with value: 0.9975022618476785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:55:13,679] Trial 4490 finished with value: 0.997506074839882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:55:17,845] Trial 4491 finished with value: 0.9975932078688858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:55:18,561] Trial 4492 finished with value: 0.9928377744672212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 7}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:55:22,469] Trial 4493 finished with value: 0.9972770446099409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:55:32,652] Trial 4494 finished with value: 0.9966981279439966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 31, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:55:36,253] Trial 4495 finished with value: 0.9973399486982166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:55:40,807] Trial 4496 finished with value: 0.9974561711697886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:55:46,268] Trial 4497 finished with value: 0.986732879739019 and parameters: {'classifier': 'SVC', 'svc_c': 507795533.46372616, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:55:51,896] Trial 4498 finished with value: 0.9969017119892442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 16, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:55:55,216] Trial 4499 finished with value: 0.9973811736057745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:55:57,769] Trial 4500 finished with value: 0.9955666588475127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:56:01,516] Trial 4501 finished with value: 0.9972952231629407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:56:03,952] Trial 4502 finished with value: 0.9972398721888366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:56:19,572] Trial 4503 finished with value: 0.9966798378957279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 47, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:56:24,046] Trial 4504 finished with value: 0.9975499455780961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:56:27,492] Trial 4505 finished with value: 0.9974336468085947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:56:28,373] Trial 4506 finished with value: 0.9941856645451733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 37}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:56:30,127] Trial 4507 finished with value: 0.9946524307130745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 13}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:56:33,013] Trial 4508 finished with value: 0.997494418268178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:56:51,528] Trial 4509 finished with value: 0.9965595931521908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 65, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:57:04,222] Trial 4510 finished with value: 0.9971731259094824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 46, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:57:22,742] Trial 4511 finished with value: 0.9967095715860794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 65, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:57:24,487] Trial 4512 finished with value: 0.9968964072519135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 46}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:57:28,385] Trial 4513 finished with value: 0.997478014848081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:57:30,871] Trial 4514 finished with value: 0.9950389052435681 and parameters: {'classifier': 'SVC', 'svc_c': 1271.3975783832504, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:57:33,969] Trial 4515 finished with value: 0.9974563663579193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:57:43,863] Trial 4516 finished with value: 0.9969701653236892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 31, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:57:48,495] Trial 4517 finished with value: 0.9976484471255559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:57:52,598] Trial 4518 finished with value: 0.997467570727918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:57:56,118] Trial 4519 finished with value: 0.9973923852754917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:57:59,451] Trial 4520 finished with value: 0.9974807624622063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:58:02,411] Trial 4521 finished with value: 0.9972469810040412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:58:05,519] Trial 4522 finished with value: 0.9969877940809179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 18, 'rf_n_estimators': 57}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:58:09,925] Trial 4523 finished with value: 0.9969942145009097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:58:16,397] Trial 4524 finished with value: 0.9977904927646861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:58:22,218] Trial 4525 finished with value: 0.9975460835190876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:58:28,070] Trial 4526 finished with value: 0.9975323278021833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:58:33,850] Trial 4527 finished with value: 0.997418999097801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 127}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:58:38,928] Trial 4528 finished with value: 0.997318214547443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:58:44,120] Trial 4529 finished with value: 0.9975930315965479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:58:49,999] Trial 4530 finished with value: 0.9975832874559343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:58:53,380] Trial 4531 finished with value: 0.9976578109825622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:58:59,562] Trial 4532 finished with value: 0.9972292252317069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:59:07,124] Trial 4533 finished with value: 0.9973218766893724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:59:09,542] Trial 4534 finished with value: 0.9916668188435854 and parameters: {'classifier': 'SVC', 'svc_c': 69.37641489132983, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:59:15,192] Trial 4535 finished with value: 0.9972848888876755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:59:20,552] Trial 4536 finished with value: 0.9973615920150992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:59:23,937] Trial 4537 finished with value: 0.9973024189717498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:59:28,642] Trial 4538 finished with value: 0.9975028078349006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:59:32,988] Trial 4539 finished with value: 0.9975959000368871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:59:38,675] Trial 4540 finished with value: 0.9966364177405862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 26, 'rf_n_estimators': 79}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:59:39,768] Trial 4541 finished with value: 0.9968753835541987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 26}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:59:45,502] Trial 4542 finished with value: 0.9971897488924233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:59:52,235] Trial 4543 finished with value: 0.9972150132823829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 06:59:54,437] Trial 4544 finished with value: 0.9973115577435165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:00:02,883] Trial 4545 finished with value: 0.9971662425286345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 28, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:00:07,634] Trial 4546 finished with value: 0.9973103641760303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:00:10,601] Trial 4547 finished with value: 0.9974973904279988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:00:14,605] Trial 4548 finished with value: 0.9976094990320042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:00:31,260] Trial 4549 finished with value: 0.9965716869770459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 55, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:00:38,019] Trial 4550 finished with value: 0.9974050881507913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:00:41,004] Trial 4551 finished with value: 0.9974178796065908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:00:44,846] Trial 4552 finished with value: 0.9904120340753755 and parameters: {'classifier': 'SVC', 'svc_c': 6.420935670957737, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:00:50,291] Trial 4553 finished with value: 0.9968861468942349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 18, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:00:53,558] Trial 4554 finished with value: 0.9976220998699313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:00:55,688] Trial 4555 finished with value: 0.9972062490179244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:00:57,774] Trial 4556 finished with value: 0.9918494597101892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 19, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:01:00,894] Trial 4557 finished with value: 0.9972572960461346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 66}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:01:04,124] Trial 4558 finished with value: 0.9973751865351712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:01:07,306] Trial 4559 finished with value: 0.997436933332389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:01:10,011] Trial 4560 finished with value: 0.9964759475796733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 70}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:01:14,141] Trial 4561 finished with value: 0.9974429967961354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:01:19,198] Trial 4562 finished with value: 0.9974348040361769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:01:22,646] Trial 4563 finished with value: 0.9974551573023344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:01:25,675] Trial 4564 finished with value: 0.9974335951392813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:01:28,918] Trial 4565 finished with value: 0.9960618476762836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 20, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:01:30,548] Trial 4566 finished with value: 0.9970686317055476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:01:33,647] Trial 4567 finished with value: 0.9975339373266849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:01:51,087] Trial 4568 finished with value: 0.9960733533024997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 73, 'rf_n_estimators': 95}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:02:02,505] Trial 4569 finished with value: 0.9970628714340313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 35, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:02:08,200] Trial 4570 finished with value: 0.9969504158077456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 20, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:02:12,746] Trial 4571 finished with value: 0.9866195112987765 and parameters: {'classifier': 'SVC', 'svc_c': 9678790.379466074, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:02:16,081] Trial 4572 finished with value: 0.9972904668883893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:02:20,583] Trial 4573 finished with value: 0.9973554948774329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:02:28,263] Trial 4574 finished with value: 0.996709871160188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 27, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:02:34,457] Trial 4575 finished with value: 0.9970961300950761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:02:37,389] Trial 4576 finished with value: 0.9968272022368678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:02:41,014] Trial 4577 finished with value: 0.997415396210545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:02:44,418] Trial 4578 finished with value: 0.9970893142842332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 1, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:02:46,197] Trial 4579 finished with value: 0.994060269374012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:02:50,202] Trial 4580 finished with value: 0.9971733666732486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:02:52,588] Trial 4581 finished with value: 0.9964891514378426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:02:54,914] Trial 4582 finished with value: 0.9973625515472557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 3, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:02:58,088] Trial 4583 finished with value: 0.997405552381164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:03:02,191] Trial 4584 finished with value: 0.9974532797194664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:03:06,151] Trial 4585 finished with value: 0.9971338910956747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:03:09,690] Trial 4586 finished with value: 0.9975606190363783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:03:19,637] Trial 4587 finished with value: 0.9970048936085395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 37, 'rf_n_estimators': 86}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:03:22,761] Trial 4588 finished with value: 0.9970370380786046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:03:25,588] Trial 4589 finished with value: 0.9955037293371731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:03:31,750] Trial 4590 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.2789978140543793e-08, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:03:43,791] Trial 4591 finished with value: 0.9970474170091057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 36, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:03:48,984] Trial 4592 finished with value: 0.9969638555737809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 17, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:03:54,739] Trial 4593 finished with value: 0.997017608163389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:03:58,419] Trial 4594 finished with value: 0.9973971925845984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:04:01,038] Trial 4595 finished with value: 0.9973118611896498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 90}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:04:05,321] Trial 4596 finished with value: 0.9976795919467493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:04:07,518] Trial 4597 finished with value: 0.9971462801782831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:04:12,552] Trial 4598 finished with value: 0.9971435798853778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:04:15,995] Trial 4599 finished with value: 0.9971524631669891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:04:18,882] Trial 4600 finished with value: 0.997104552891388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:04:21,614] Trial 4601 finished with value: 0.9974780527748802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:04:23,243] Trial 4602 finished with value: 0.9972954657992434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:04:26,750] Trial 4603 finished with value: 0.9976196297720689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:04:31,158] Trial 4604 finished with value: 0.9971007769690606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:04:35,367] Trial 4605 finished with value: 0.9974646678836869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:04:38,732] Trial 4606 finished with value: 0.9974178252712932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:04:45,723] Trial 4607 finished with value: 0.9953739517005343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 37, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:04:51,435] Trial 4608 finished with value: 0.9853319094072904 and parameters: {'classifier': 'SVC', 'svc_c': 0.0022344518100618667, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:04:54,133] Trial 4609 finished with value: 0.9970785007030893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:05:00,991] Trial 4610 finished with value: 0.9971141129838763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:05:05,210] Trial 4611 finished with value: 0.9973188095697324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:05:11,529] Trial 4612 finished with value: 0.9972712019785549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 20, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:05:17,280] Trial 4613 finished with value: 0.9970847310764911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:05:21,012] Trial 4614 finished with value: 0.9974821237010577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:05:23,150] Trial 4615 finished with value: 0.9972908489493194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:05:24,700] Trial 4616 finished with value: 0.9894026535996391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:05:32,565] Trial 4617 finished with value: 0.9964328328066773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 23, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:05:52,530] Trial 4618 finished with value: 0.9956859833186847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 62, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:05:59,168] Trial 4619 finished with value: 0.9974331940038687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 21, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:06:01,539] Trial 4620 finished with value: 0.997357906482332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:06:04,967] Trial 4621 finished with value: 0.9970143897491442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:06:10,442] Trial 4622 finished with value: 0.9973747345556312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 17, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:06:15,787] Trial 4623 finished with value: 0.9973644042158664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:06:25,933] Trial 4624 finished with value: 0.9971838594158857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 31, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:06:29,961] Trial 4625 finished with value: 0.9974812186311505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:06:34,341] Trial 4626 finished with value: 0.997141548913203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:06:39,724] Trial 4627 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.182806527616522e-06, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:06:43,534] Trial 4628 finished with value: 0.9974554498941034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:06:45,933] Trial 4629 finished with value: 0.9973802265466155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:06:48,724] Trial 4630 finished with value: 0.9973363246100385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:06:50,574] Trial 4631 finished with value: 0.9944863028575622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:06:55,895] Trial 4632 finished with value: 0.9973917671480058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:06:59,068] Trial 4633 finished with value: 0.9977014911346419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:07:00,687] Trial 4634 finished with value: 0.9971372131659256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:07:04,556] Trial 4635 finished with value: 0.9975620387681933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:07:08,699] Trial 4636 finished with value: 0.9974524254936868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:07:10,871] Trial 4637 finished with value: 0.9962642286326725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:07:13,895] Trial 4638 finished with value: 0.9970783643253011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:07:17,442] Trial 4639 finished with value: 0.9971940805455107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:07:33,029] Trial 4640 finished with value: 0.9968026010422228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 45, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:07:36,464] Trial 4641 finished with value: 0.997396904213971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:07:40,353] Trial 4642 finished with value: 0.9974703074876792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:07:47,469] Trial 4643 finished with value: 0.997296995693335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:07:49,523] Trial 4644 finished with value: 0.9954933111468806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 36, 'rf_n_estimators': 17}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:07:53,008] Trial 4645 finished with value: 0.9973425738357573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:07:59,076] Trial 4646 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 2.7963758227743625e-05, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:08:03,754] Trial 4647 finished with value: 0.9973818903429389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:08:07,716] Trial 4648 finished with value: 0.9976117250336206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:08:12,910] Trial 4649 finished with value: 0.9974004185524653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:08:17,944] Trial 4650 finished with value: 0.9975342172232908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:08:20,856] Trial 4651 finished with value: 0.9974333244466687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:08:22,824] Trial 4652 finished with value: 0.9962258728002121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:08:26,228] Trial 4653 finished with value: 0.9972953063797342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:08:29,395] Trial 4654 finished with value: 0.9974883155446399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:08:32,542] Trial 4655 finished with value: 0.99721548760541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:08:35,172] Trial 4656 finished with value: 0.9976231621059566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:08:38,695] Trial 4657 finished with value: 0.9953325827346147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:08:51,056] Trial 4658 finished with value: 0.9964293268469907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 38, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:08:54,323] Trial 4659 finished with value: 0.9973906437530329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:08:57,383] Trial 4660 finished with value: 0.9968118110021159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:09:02,487] Trial 4661 finished with value: 0.9973298575670606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:09:06,090] Trial 4662 finished with value: 0.9958835646465408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 23, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:09:09,999] Trial 4663 finished with value: 0.9975255204970995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:09:28,877] Trial 4664 finished with value: 0.9961966040702049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 73, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:13:02,063] Trial 4665 finished with value: 0.9896040641377691 and parameters: {'classifier': 'SVC', 'svc_c': 2319161469.2880926, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:13:07,173] Trial 4666 finished with value: 0.9971590593197744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:13:10,963] Trial 4667 finished with value: 0.9974707839054081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:13:12,160] Trial 4668 finished with value: 0.9973257370662716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 62}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:13:16,222] Trial 4669 finished with value: 0.9974262927228409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:13:17,886] Trial 4670 finished with value: 0.9965050086168139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 54}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:13:32,494] Trial 4671 finished with value: 0.9964283510332876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 52, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:13:35,352] Trial 4672 finished with value: 0.9976157905960915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:13:41,858] Trial 4673 finished with value: 0.9970190603630834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 24, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:13:45,562] Trial 4674 finished with value: 0.997337235424507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 82}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:13:49,547] Trial 4675 finished with value: 0.9973811098760562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:13:53,599] Trial 4676 finished with value: 0.9975244379805517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:13:56,384] Trial 4677 finished with value: 0.9974417221700335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:13:57,873] Trial 4678 finished with value: 0.989124488550413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:14:00,562] Trial 4679 finished with value: 0.9968184389562845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:14:02,491] Trial 4680 finished with value: 0.9971080441564236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:14:04,938] Trial 4681 finished with value: 0.9973801294603567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:14:21,671] Trial 4682 finished with value: 0.9969787482060065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 51, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:14:28,832] Trial 4683 finished with value: 0.985389264439824 and parameters: {'classifier': 'SVC', 'svc_c': 0.01202599388715136, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:14:32,333] Trial 4684 finished with value: 0.9973575694892305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:14:36,331] Trial 4685 finished with value: 0.9975405854979007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:14:53,938] Trial 4686 finished with value: 0.9964615958248668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 70, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:15:04,532] Trial 4687 finished with value: 0.9973220965061195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 28, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:15:08,578] Trial 4688 finished with value: 0.9973197454888857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:15:14,480] Trial 4689 finished with value: 0.9972391113042428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 18, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:15:24,338] Trial 4690 finished with value: 0.9965113287132802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 35, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:15:32,510] Trial 4691 finished with value: 0.99712140806886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 24, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:15:36,286] Trial 4692 finished with value: 0.997440695734368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:15:39,354] Trial 4693 finished with value: 0.9968857952382201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:15:42,068] Trial 4694 finished with value: 0.9974904409688273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:15:45,866] Trial 4695 finished with value: 0.9976009687076619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:15:49,533] Trial 4696 finished with value: 0.9975069722292157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:16:06,659] Trial 4697 finished with value: 0.9967150372028627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 56, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:16:10,047] Trial 4698 finished with value: 0.9974779344559611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:16:13,722] Trial 4699 finished with value: 0.9974707710832935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:16:36,993] Trial 4700 finished with value: 0.9961009486195976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 74, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:16:39,585] Trial 4701 finished with value: 0.9973316317478261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:17:46,924] Trial 4702 finished with value: 0.9901037953910709 and parameters: {'classifier': 'SVC', 'svc_c': 63349909.80375836, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:17:48,730] Trial 4703 finished with value: 0.9965017676051788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 15, 'rf_n_estimators': 40}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:17:58,337] Trial 4704 finished with value: 0.9969184230448782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 34, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:18:00,240] Trial 4705 finished with value: 0.9970859202006702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 49}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:18:02,578] Trial 4706 finished with value: 0.9966014351398834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:18:18,268] Trial 4707 finished with value: 0.9960126975593271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 62, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:18:22,925] Trial 4708 finished with value: 0.9972109420388264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:18:30,104] Trial 4709 finished with value: 0.9972202126498605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 20, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:18:30,820] Trial 4710 finished with value: 0.9882226288054676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 4}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:18:33,542] Trial 4711 finished with value: 0.9972977944095144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:18:37,361] Trial 4712 finished with value: 0.9974005213198097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:18:55,760] Trial 4713 finished with value: 0.9964159477638344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 63, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:18:59,018] Trial 4714 finished with value: 0.997429147198501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:19:02,667] Trial 4715 finished with value: 0.9971713333207305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:19:21,042] Trial 4716 finished with value: 0.9961821533248653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 58, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:19:26,445] Trial 4717 finished with value: 0.9974485681318886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:19:30,654] Trial 4718 finished with value: 0.9975361940823335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:19:33,634] Trial 4719 finished with value: 0.9975268701516148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:19:35,293] Trial 4720 finished with value: 0.9968825298836101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:19:38,437] Trial 4721 finished with value: 0.9975555776284661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:19:44,537] Trial 4722 finished with value: 0.98564587380053 and parameters: {'classifier': 'SVC', 'svc_c': 0.4038033931349085, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:19:46,736] Trial 4723 finished with value: 0.9972407944924275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:19:54,030] Trial 4724 finished with value: 0.996945115608936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 24, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:19:59,263] Trial 4725 finished with value: 0.9975685594482346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:20:02,448] Trial 4726 finished with value: 0.9974716761532009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:20:06,858] Trial 4727 finished with value: 0.997242909665271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:20:12,265] Trial 4728 finished with value: 0.9974413955234898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:20:14,191] Trial 4729 finished with value: 0.9968677897202921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:20:17,057] Trial 4730 finished with value: 0.9972708330888561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:20:22,425] Trial 4731 finished with value: 0.9971513133026016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 18, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:20:24,105] Trial 4732 finished with value: 0.9954528019926121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:20:27,303] Trial 4733 finished with value: 0.9939407479056482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:20:29,619] Trial 4734 finished with value: 0.9964394706313352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:20:32,938] Trial 4735 finished with value: 0.9971674296533255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:20:41,403] Trial 4736 finished with value: 0.9967992252714325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 29, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:20:43,600] Trial 4737 finished with value: 0.9971154735562316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:20:46,113] Trial 4738 finished with value: 0.9973538765932689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:20:51,241] Trial 4739 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 7.07238774730802e-06, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:20:56,394] Trial 4740 finished with value: 0.996755324953489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 21, 'rf_n_estimators': 93}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:21:00,521] Trial 4741 finished with value: 0.9975323907701918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:21:03,058] Trial 4742 finished with value: 0.997271164496086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:21:06,900] Trial 4743 finished with value: 0.997420928826051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:21:09,914] Trial 4744 finished with value: 0.9972244755586402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:21:14,020] Trial 4745 finished with value: 0.9972887287936247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:21:20,309] Trial 4746 finished with value: 0.9924498686840524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 60, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:21:23,210] Trial 4747 finished with value: 0.9972645266396903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:21:28,488] Trial 4748 finished with value: 0.9976445463463004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:21:47,108] Trial 4749 finished with value: 0.9962201188445395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 53, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:21:51,111] Trial 4750 finished with value: 0.9971832434783154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:21:54,838] Trial 4751 finished with value: 0.9976081466797669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:21:57,898] Trial 4752 finished with value: 0.9975270709573554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:21:59,481] Trial 4753 finished with value: 0.9897136968676129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:22:04,405] Trial 4754 finished with value: 0.9973939226597296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:22:20,324] Trial 4755 finished with value: 0.9970593744879105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 48, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:22:24,253] Trial 4756 finished with value: 0.9974335201108678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:22:27,803] Trial 4757 finished with value: 0.9972056275896962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:22:31,975] Trial 4758 finished with value: 0.9910398006811474 and parameters: {'classifier': 'SVC', 'svc_c': 9263.253556036167, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:22:34,900] Trial 4759 finished with value: 0.9973913271971323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:22:40,666] Trial 4760 finished with value: 0.9967525560114895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:22:43,763] Trial 4761 finished with value: 0.9972739648586139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:22:46,595] Trial 4762 finished with value: 0.9974990122350705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:22:50,386] Trial 4763 finished with value: 0.9974382193523997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:22:54,074] Trial 4764 finished with value: 0.9976925475510064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:22:56,848] Trial 4765 finished with value: 0.9968822395134946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:23:15,889] Trial 4766 finished with value: 0.9963863352488137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 64, 'rf_n_estimators': 98}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:23:21,333] Trial 4767 finished with value: 0.9974584673121804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:23:24,363] Trial 4768 finished with value: 0.9974390477117847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:23:26,615] Trial 4769 finished with value: 0.9972554909526471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:23:29,423] Trial 4770 finished with value: 0.9973050877489132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:23:32,014] Trial 4771 finished with value: 0.9974890423427211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:23:35,101] Trial 4772 finished with value: 0.9973008905693398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:23:37,660] Trial 4773 finished with value: 0.9960218178278937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:23:41,669] Trial 4774 finished with value: 0.9975386338387565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:23:48,717] Trial 4775 finished with value: 0.9975657286490535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:23:49,408] Trial 4776 finished with value: 0.9904103323839907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 2, 'rf_n_estimators': 35}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:23:53,760] Trial 4777 finished with value: 0.9962261038204406 and parameters: {'classifier': 'SVC', 'svc_c': 106585.26548921454, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:23:56,101] Trial 4778 finished with value: 0.9974021110081189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:24:00,110] Trial 4779 finished with value: 0.9969573930693238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:24:03,385] Trial 4780 finished with value: 0.9972454403825369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:24:07,151] Trial 4781 finished with value: 0.9970088196511696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:24:08,876] Trial 4782 finished with value: 0.9971519636123256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 1, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:24:24,404] Trial 4783 finished with value: 0.9965464218888526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 58, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:24:27,698] Trial 4784 finished with value: 0.9975014221895985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:24:43,778] Trial 4785 finished with value: 0.9967947148704503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 60, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:24:47,255] Trial 4786 finished with value: 0.9973834199196515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:24:52,388] Trial 4787 finished with value: 0.9974720880795019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:24:56,150] Trial 4788 finished with value: 0.9972567394584512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:24:59,330] Trial 4789 finished with value: 0.9970697074619214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:25:02,740] Trial 4790 finished with value: 0.9974540075648984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:25:07,255] Trial 4791 finished with value: 0.997008410962135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 73}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:25:10,222] Trial 4792 finished with value: 0.9966378523574796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:25:11,323] Trial 4793 finished with value: 0.9968881108359492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 29}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:25:14,583] Trial 4794 finished with value: 0.9970936369554927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:25:18,270] Trial 4795 finished with value: 0.9867566422277213 and parameters: {'classifier': 'SVC', 'svc_c': 2064941.9789872877, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:25:24,810] Trial 4796 finished with value: 0.9975634911900529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 19, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:25:27,965] Trial 4797 finished with value: 0.997435326061279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:25:31,957] Trial 4798 finished with value: 0.997299414248836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:25:35,679] Trial 4799 finished with value: 0.9972521386996465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:25:40,217] Trial 4800 finished with value: 0.9974580059382193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:25:43,955] Trial 4801 finished with value: 0.9974951892136882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:25:47,005] Trial 4802 finished with value: 0.9974562329634944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:25:48,648] Trial 4803 finished with value: 0.9909256335564635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:26:03,938] Trial 4804 finished with value: 0.9961980437969017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 64, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:26:07,498] Trial 4805 finished with value: 0.9975448457724342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:26:11,101] Trial 4806 finished with value: 0.9970880040164611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:26:13,380] Trial 4807 finished with value: 0.9968024883409133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:26:20,254] Trial 4808 finished with value: 0.9976702978179257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:26:23,155] Trial 4809 finished with value: 0.9975181269293888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:26:25,243] Trial 4810 finished with value: 0.9972831735172526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:26:28,671] Trial 4811 finished with value: 0.9972369238007083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:26:32,466] Trial 4812 finished with value: 0.997117097553219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:26:34,119] Trial 4813 finished with value: 0.9972767013962095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:26:39,143] Trial 4814 finished with value: 0.9850765916524669 and parameters: {'classifier': 'SVC', 'svc_c': 1.456479431497117e-09, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:26:43,495] Trial 4815 finished with value: 0.9971972265338508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:26:46,376] Trial 4816 finished with value: 0.9973884972548749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:26:51,702] Trial 4817 finished with value: 0.9973737077073728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:26:55,103] Trial 4818 finished with value: 0.9976052104472574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:26:57,137] Trial 4819 finished with value: 0.9973342878298266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:27:07,059] Trial 4820 finished with value: 0.9972807275401996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 36, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:27:10,382] Trial 4821 finished with value: 0.9973915559639694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:27:15,102] Trial 4822 finished with value: 0.9968372905750879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 21, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:27:17,007] Trial 4823 finished with value: 0.9972069296690881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:27:21,695] Trial 4824 finished with value: 0.997551206810801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:27:44,484] Trial 4825 finished with value: 0.9962780921949864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 69, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:27:47,873] Trial 4826 finished with value: 0.9976287302679189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:27:51,797] Trial 4827 finished with value: 0.9973480564640592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:27:58,183] Trial 4828 finished with value: 0.9972674029192926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:28:01,010] Trial 4829 finished with value: 0.9976077383715873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:28:04,617] Trial 4830 finished with value: 0.9968833067323711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:28:07,213] Trial 4831 finished with value: 0.997181287502816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:28:10,008] Trial 4832 finished with value: 0.9975638862952628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:28:14,918] Trial 4833 finished with value: 0.9972382419712194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:28:18,670] Trial 4834 finished with value: 0.9867374680248263 and parameters: {'classifier': 'SVC', 'svc_c': 26679828.589046516, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:28:22,633] Trial 4835 finished with value: 0.997359112173699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:28:25,711] Trial 4836 finished with value: 0.9971196911432797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:28:42,347] Trial 4837 finished with value: 0.99622936054234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 55, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:28:46,434] Trial 4838 finished with value: 0.9971904045975917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:28:53,694] Trial 4839 finished with value: 0.9971443831718158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 25, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:28:56,593] Trial 4840 finished with value: 0.9969617469072087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:28:58,817] Trial 4841 finished with value: 0.9971891607889981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:29:05,350] Trial 4842 finished with value: 0.9971526129064365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:29:06,833] Trial 4843 finished with value: 0.9971548108834805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:29:09,879] Trial 4844 finished with value: 0.9973037938579016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:29:18,112] Trial 4845 finished with value: 0.9970304523675909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 27, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:29:20,651] Trial 4846 finished with value: 0.9972313306610127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:29:38,978] Trial 4847 finished with value: 0.9969781716869175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 59, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:29:42,680] Trial 4848 finished with value: 0.9974432562217911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:29:54,706] Trial 4849 finished with value: 0.9968229899183125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 36, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:29:57,754] Trial 4850 finished with value: 0.9954145676528615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:30:06,655] Trial 4851 finished with value: 0.99680545859646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 34, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:30:27,298] Trial 4852 finished with value: 0.9918009349252238 and parameters: {'classifier': 'SVC', 'svc_c': 5245062.292541077, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:30:31,284] Trial 4853 finished with value: 0.9974599987614295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:30:39,287] Trial 4854 finished with value: 0.9973962491752988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 25, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:30:42,747] Trial 4855 finished with value: 0.9976105523179394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:30:45,653] Trial 4856 finished with value: 0.997595644229353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:30:48,861] Trial 4857 finished with value: 0.9973142749209888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:30:52,113] Trial 4858 finished with value: 0.996346621890837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:30:54,993] Trial 4859 finished with value: 0.9973472550501575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:30:59,656] Trial 4860 finished with value: 0.9973545308702314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:31:04,418] Trial 4861 finished with value: 0.9973212727487311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:31:08,058] Trial 4862 finished with value: 0.9973304171698452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:31:09,950] Trial 4863 finished with value: 0.9943713758321596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:31:13,019] Trial 4864 finished with value: 0.997359794411758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:31:15,948] Trial 4865 finished with value: 0.9951291152944393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 18, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:31:19,401] Trial 4866 finished with value: 0.9975231189213792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:31:29,081] Trial 4867 finished with value: 0.9970354668300194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 30, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:31:31,866] Trial 4868 finished with value: 0.9971807272017975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:31:33,830] Trial 4869 finished with value: 0.9974471892150226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 85}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:31:38,846] Trial 4870 finished with value: 0.9863562310107752 and parameters: {'classifier': 'SVC', 'svc_c': 0.9990531370186645, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:31:43,571] Trial 4871 finished with value: 0.9973129828072999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:31:46,998] Trial 4872 finished with value: 0.9974958458392559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:31:50,122] Trial 4873 finished with value: 0.997346248165043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:31:51,797] Trial 4874 finished with value: 0.9893245195369191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:31:56,633] Trial 4875 finished with value: 0.997428082518657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:32:01,688] Trial 4876 finished with value: 0.9972710958469921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:32:03,961] Trial 4877 finished with value: 0.9973526327211992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:32:07,654] Trial 4878 finished with value: 0.9973872120917876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:32:11,890] Trial 4879 finished with value: 0.9976359913933416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:32:14,777] Trial 4880 finished with value: 0.9974015674647156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:32:18,771] Trial 4881 finished with value: 0.9974223370052675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:32:21,306] Trial 4882 finished with value: 0.9957006507069811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:32:26,960] Trial 4883 finished with value: 0.9974358903930116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:32:31,507] Trial 4884 finished with value: 0.9972142794067484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:32:34,248] Trial 4885 finished with value: 0.9973832513913629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:32:37,366] Trial 4886 finished with value: 0.9972140853611822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:32:39,887] Trial 4887 finished with value: 0.997465180990437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:32:42,091] Trial 4888 finished with value: 0.9971457342227988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:32:49,200] Trial 4889 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 3.0981057067819115e-08, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:33:04,532] Trial 4890 finished with value: 0.9964235289025781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 38, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:33:08,413] Trial 4891 finished with value: 0.9971875373632928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:33:11,831] Trial 4892 finished with value: 0.9974064617356887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:33:14,679] Trial 4893 finished with value: 0.9974198937894126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 88}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:33:18,385] Trial 4894 finished with value: 0.9970502518707388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:33:21,581] Trial 4895 finished with value: 0.9973315268857799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:33:28,724] Trial 4896 finished with value: 0.9970753766456433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 24, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:33:31,881] Trial 4897 finished with value: 0.9974896576137953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:33:33,427] Trial 4898 finished with value: 0.9970806813829739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 60}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:33:38,796] Trial 4899 finished with value: 0.997512516429058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:33:43,034] Trial 4900 finished with value: 0.9971774104000394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 17, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:33:47,290] Trial 4901 finished with value: 0.9975826580932291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:34:06,533] Trial 4902 finished with value: 0.9960505417132431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 73, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:34:09,272] Trial 4903 finished with value: 0.9971340522607687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:34:19,119] Trial 4904 finished with value: 0.9973021762402335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 38, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:34:22,354] Trial 4905 finished with value: 0.9975881394202767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:34:27,245] Trial 4906 finished with value: 0.9972510631019622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:34:32,898] Trial 4907 finished with value: 0.9973170525591749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:34:36,034] Trial 4908 finished with value: 0.9976207743679639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:34:42,531] Trial 4909 finished with value: 0.9852053993786534 and parameters: {'classifier': 'SVC', 'svc_c': 0.0001692911626211761, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:34:44,234] Trial 4910 finished with value: 0.996857558244109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:34:48,576] Trial 4911 finished with value: 0.9973467794258762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:34:51,518] Trial 4912 finished with value: 0.9973093020034809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:34:58,039] Trial 4913 finished with value: 0.9973424161618331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:35:01,034] Trial 4914 finished with value: 0.9973100278176869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:35:07,666] Trial 4915 finished with value: 0.9971563805769083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 28, 'rf_n_estimators': 67}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:35:10,804] Trial 4916 finished with value: 0.9975271313863311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:35:15,290] Trial 4917 finished with value: 0.9975368042436047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:35:16,437] Trial 4918 finished with value: 0.9914252570913072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 1, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:35:37,025] Trial 4919 finished with value: 0.9963034898524193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 64, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:35:39,254] Trial 4920 finished with value: 0.9974215427323951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:35:42,394] Trial 4921 finished with value: 0.9975352275678372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:35:47,105] Trial 4922 finished with value: 0.9974088449668986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:35:50,896] Trial 4923 finished with value: 0.9975011646682171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:36:03,971] Trial 4924 finished with value: 0.9968080459024148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 46, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:36:08,144] Trial 4925 finished with value: 0.997051223209397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:36:16,943] Trial 4926 finished with value: 0.9969961170932488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 34, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:37:34,573] Trial 4927 finished with value: 0.9909930377309012 and parameters: {'classifier': 'SVC', 'svc_c': 222937880.21881968, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:37:42,462] Trial 4928 finished with value: 0.996652725946961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 26, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:37:45,287] Trial 4929 finished with value: 0.9968396477494759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 80}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:37:49,201] Trial 4930 finished with value: 0.9973590616786883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:37:58,717] Trial 4931 finished with value: 0.9967641816704718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 29, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:38:01,079] Trial 4932 finished with value: 0.9966061040082376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:38:04,125] Trial 4933 finished with value: 0.9976380466132779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:38:07,426] Trial 4934 finished with value: 0.9974771555759739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:38:09,025] Trial 4935 finished with value: 0.997133942764988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:38:13,225] Trial 4936 finished with value: 0.9971063082198367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:38:15,328] Trial 4937 finished with value: 0.9940571596303621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:38:17,825] Trial 4938 finished with value: 0.9881974934301022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:38:21,845] Trial 4939 finished with value: 0.9976703868110183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:38:25,981] Trial 4940 finished with value: 0.9972451728954527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:38:34,598] Trial 4941 finished with value: 0.9957000206777801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 43, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:38:37,599] Trial 4942 finished with value: 0.9976214434347912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:38:43,372] Trial 4943 finished with value: 0.9971663089560748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:38:51,621] Trial 4944 finished with value: 0.9958134627182299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 39, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:38:54,201] Trial 4945 finished with value: 0.9928269507616849 and parameters: {'classifier': 'SVC', 'svc_c': 3544.793568410667, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:39:01,177] Trial 4946 finished with value: 0.9969894412465777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:39:04,520] Trial 4947 finished with value: 0.9974565326962924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:39:07,117] Trial 4948 finished with value: 0.9973927065583289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:39:22,996] Trial 4949 finished with value: 0.996658760338784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 50, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:39:31,128] Trial 4950 finished with value: 0.9969482735942051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 27, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:39:33,992] Trial 4951 finished with value: 0.9973847911876815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:39:37,377] Trial 4952 finished with value: 0.9953492293940345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 26, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:39:42,744] Trial 4953 finished with value: 0.9973661528793544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:39:45,826] Trial 4954 finished with value: 0.9974347653159296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:39:50,309] Trial 4955 finished with value: 0.9970917196367646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 17, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:40:05,954] Trial 4956 finished with value: 0.996904460841148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 51, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:40:09,853] Trial 4957 finished with value: 0.9973293663277287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:40:12,381] Trial 4958 finished with value: 0.9973550592111771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 100}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:40:22,067] Trial 4959 finished with value: 0.9964625619902461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 34, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:40:23,925] Trial 4960 finished with value: 0.9944061624512838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:40:36,047] Trial 4961 finished with value: 0.9970818699358706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 44, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:40:41,887] Trial 4962 finished with value: 0.997427763489211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:40:44,895] Trial 4963 finished with value: 0.9971148154707202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:40:50,846] Trial 4964 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 5.545028727352358e-09, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:40:55,053] Trial 4965 finished with value: 0.9975641038903564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:40:59,392] Trial 4966 finished with value: 0.9975350482169221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:41:04,512] Trial 4967 finished with value: 0.9972548401985923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:41:19,118] Trial 4968 finished with value: 0.9962177412626771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 56, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:41:22,023] Trial 4969 finished with value: 0.9971463022043908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:41:25,899] Trial 4970 finished with value: 0.997504384542406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:41:28,886] Trial 4971 finished with value: 0.9972161548314388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:41:32,170] Trial 4972 finished with value: 0.9974347397669142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:41:33,961] Trial 4973 finished with value: 0.9966100356050015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:41:37,719] Trial 4974 finished with value: 0.9971747716786742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:41:41,572] Trial 4975 finished with value: 0.9973362045455346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:41:46,661] Trial 4976 finished with value: 0.9973373197838652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:41:50,748] Trial 4977 finished with value: 0.9968863067580749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:41:54,598] Trial 4978 finished with value: 0.9962619961565231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:42:03,601] Trial 4979 finished with value: 0.9971558135791913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 29, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:42:12,878] Trial 4980 finished with value: 0.9971055004266156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 32, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:42:16,344] Trial 4981 finished with value: 0.9971727107141769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:42:24,434] Trial 4982 finished with value: 0.985267177723351 and parameters: {'classifier': 'SVC', 'svc_c': 0.001143888669640478, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:42:28,885] Trial 4983 finished with value: 0.9972292939442765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:42:31,833] Trial 4984 finished with value: 0.9973680399518567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:42:49,325] Trial 4985 finished with value: 0.9969550406238844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 51, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:42:53,037] Trial 4986 finished with value: 0.9974241999886981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:42:57,184] Trial 4987 finished with value: 0.9975062642517138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:43:01,284] Trial 4988 finished with value: 0.9973964839088625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:43:03,898] Trial 4989 finished with value: 0.9976089255914921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 96}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:43:18,200] Trial 4990 finished with value: 0.9967735605077704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 47, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:43:22,696] Trial 4991 finished with value: 0.9975328160581519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:43:25,698] Trial 4992 finished with value: 0.996415487564176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:43:27,697] Trial 4993 finished with value: 0.9889652614681218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 2, 'rf_n_estimators': 77}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:43:30,824] Trial 4994 finished with value: 0.9975021231847608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:43:38,259] Trial 4995 finished with value: 0.9965423513752678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 21, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:43:40,712] Trial 4996 finished with value: 0.9975355146372104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 91}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:43:43,317] Trial 4997 finished with value: 0.9974456839812852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:43:45,789] Trial 4998 finished with value: 0.9972377067748855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:43:50,600] Trial 4999 finished with value: 0.9972064474750598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:43:52,211] Trial 5000 finished with value: 0.9947024974842744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 41, 'rf_n_estimators': 10}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:43:55,641] Trial 5001 finished with value: 0.9940829903198046 and parameters: {'classifier': 'SVC', 'svc_c': 324.652717727162, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:44:13,998] Trial 5002 finished with value: 0.9967320130478591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 61, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:44:24,074] Trial 5003 finished with value: 0.9967266899342802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 31, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:44:28,838] Trial 5004 finished with value: 0.9972017591831062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:44:35,996] Trial 5005 finished with value: 0.9969794719255106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 25, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:44:38,549] Trial 5006 finished with value: 0.9974237291885787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:44:41,884] Trial 5007 finished with value: 0.9975916616932478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:44:46,973] Trial 5008 finished with value: 0.9972706495167993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:44:49,011] Trial 5009 finished with value: 0.9957084345557399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 24}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:44:56,922] Trial 5010 finished with value: 0.9962944203645048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 42, 'rf_n_estimators': 69}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:45:08,286] Trial 5011 finished with value: 0.9967588946428937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 41, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:45:11,186] Trial 5012 finished with value: 0.9973489810210415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:45:16,213] Trial 5013 finished with value: 0.9975200390431004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:45:19,787] Trial 5014 finished with value: 0.9971025538475482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:45:22,651] Trial 5015 finished with value: 0.9975854507117075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:45:26,115] Trial 5016 finished with value: 0.9974937117188819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:45:29,409] Trial 5017 finished with value: 0.9974556185176056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:45:31,901] Trial 5018 finished with value: 0.9966567675473118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 20}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:45:36,349] Trial 5019 finished with value: 0.9970553909679302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:45:40,922] Trial 5020 finished with value: 0.9852053993786534 and parameters: {'classifier': 'SVC', 'svc_c': 7.461700955142719e-05, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:45:43,876] Trial 5021 finished with value: 0.9973475425638614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:45:47,768] Trial 5022 finished with value: 0.9971822511609005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:45:50,336] Trial 5023 finished with value: 0.9974421066430446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:45:54,623] Trial 5024 finished with value: 0.9973063484738116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:46:00,875] Trial 5025 finished with value: 0.9972570407781447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 21, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:46:10,674] Trial 5026 finished with value: 0.99613490303905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 46, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:46:16,020] Trial 5027 finished with value: 0.9975556405964746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:46:19,581] Trial 5028 finished with value: 0.9975376889695132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:46:22,941] Trial 5029 finished with value: 0.9972010193090073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:46:30,650] Trial 5030 finished with value: 0.9970054622566277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 23, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:46:33,239] Trial 5031 finished with value: 0.9976031590993458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:46:34,972] Trial 5032 finished with value: 0.9969778532604915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:46:41,142] Trial 5033 finished with value: 0.9972247561217422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:46:43,156] Trial 5034 finished with value: 0.9969845034629335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 3, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:46:45,066] Trial 5035 finished with value: 0.9946361516420988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:46:50,548] Trial 5036 finished with value: 0.9975369848322981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:46:51,655] Trial 5037 finished with value: 0.9962882176348202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 64}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:47:05,279] Trial 5038 finished with value: 0.997055514111011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 48, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:47:08,356] Trial 5039 finished with value: 0.9974285570638494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:47:13,316] Trial 5040 finished with value: 0.9853840203218969 and parameters: {'classifier': 'SVC', 'svc_c': 0.0920513620595461, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:47:18,078] Trial 5041 finished with value: 0.9975483869611982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:47:27,502] Trial 5042 finished with value: 0.9965978499941176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 34, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:47:31,144] Trial 5043 finished with value: 0.9973171564373459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:47:46,260] Trial 5044 finished with value: 0.9967363692660868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 69, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:47:50,561] Trial 5045 finished with value: 0.9974420323446033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:47:54,252] Trial 5046 finished with value: 0.9969835500244552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:47:57,267] Trial 5047 finished with value: 0.997746537317997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:48:02,141] Trial 5048 finished with value: 0.997329127563451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:48:05,394] Trial 5049 finished with value: 0.9973417309086727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:48:08,758] Trial 5050 finished with value: 0.9976638682256788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:48:12,755] Trial 5051 finished with value: 0.9969017256365443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:48:15,949] Trial 5052 finished with value: 0.9970303063097408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:48:18,840] Trial 5053 finished with value: 0.9966541458057273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:48:22,446] Trial 5054 finished with value: 0.9970044355035831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:48:24,165] Trial 5055 finished with value: 0.9901830936319747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:48:28,399] Trial 5056 finished with value: 0.9973526330385784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:48:31,768] Trial 5057 finished with value: 0.9974529111788848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:48:38,525] Trial 5058 finished with value: 0.9852063832220471 and parameters: {'classifier': 'SVC', 'svc_c': 4.3079250798939693e-10, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:48:41,791] Trial 5059 finished with value: 0.9970046321833957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:48:44,429] Trial 5060 finished with value: 0.9968404448152842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:48:48,277] Trial 5061 finished with value: 0.9970386126596701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:48:52,167] Trial 5062 finished with value: 0.997248036162513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:48:55,968] Trial 5063 finished with value: 0.9973991912475834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:49:00,221] Trial 5064 finished with value: 0.9973432115455321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:49:05,016] Trial 5065 finished with value: 0.9973989126522316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:49:08,549] Trial 5066 finished with value: 0.9977283572733157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:49:11,265] Trial 5067 finished with value: 0.997460765136681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:49:14,276] Trial 5068 finished with value: 0.997390673554928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:49:17,066] Trial 5069 finished with value: 0.9973703637062279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:49:20,130] Trial 5070 finished with value: 0.9976895970681762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:49:23,517] Trial 5071 finished with value: 0.9973632751398082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:49:26,541] Trial 5072 finished with value: 0.9973990816248509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:49:30,882] Trial 5073 finished with value: 0.9974334733926682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:49:34,856] Trial 5074 finished with value: 0.997548860681205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:49:38,715] Trial 5075 finished with value: 0.9975914598401561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:49:41,937] Trial 5076 finished with value: 0.997396697060649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:49:45,909] Trial 5077 finished with value: 0.9893404715487583 and parameters: {'classifier': 'SVC', 'svc_c': 3.472010656978616, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:49:48,939] Trial 5078 finished with value: 0.997319071026614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:49:52,738] Trial 5079 finished with value: 0.9974236946894733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:49:56,341] Trial 5080 finished with value: 0.9974977341177986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:49:59,513] Trial 5081 finished with value: 0.9972643812165982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:50:02,718] Trial 5082 finished with value: 0.9975794001970271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:50:05,775] Trial 5083 finished with value: 0.9969251258687706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:50:09,091] Trial 5084 finished with value: 0.9973888849016768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:50:12,196] Trial 5085 finished with value: 0.9976054539404835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:50:15,698] Trial 5086 finished with value: 0.9973515674383351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:50:18,978] Trial 5087 finished with value: 0.9975876053982455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:50:23,320] Trial 5088 finished with value: 0.9975073256625532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:50:26,598] Trial 5089 finished with value: 0.9976610082910988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:50:29,586] Trial 5090 finished with value: 0.997496434672653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:50:39,438] Trial 5091 finished with value: 0.9965850083606865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 44, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:50:42,895] Trial 5092 finished with value: 0.9975373058612321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:50:45,733] Trial 5093 finished with value: 0.9975349103474521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:50:48,536] Trial 5094 finished with value: 0.9974114179590572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:50:54,783] Trial 5095 finished with value: 0.9853895922924082 and parameters: {'classifier': 'SVC', 'svc_c': 0.029769870685038252, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:50:59,497] Trial 5096 finished with value: 0.9974366914895342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:51:03,062] Trial 5097 finished with value: 0.9975405291313769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:51:06,167] Trial 5098 finished with value: 0.9975101693473247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:51:08,039] Trial 5099 finished with value: 0.997370962219687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 44}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:51:11,904] Trial 5100 finished with value: 0.9973856847049906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:51:14,601] Trial 5101 finished with value: 0.9974034755477127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:51:17,344] Trial 5102 finished with value: 0.9973622649856893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:51:20,753] Trial 5103 finished with value: 0.9975985442171722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:51:24,970] Trial 5104 finished with value: 0.9975640237838781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:51:39,481] Trial 5105 finished with value: 0.9963682905663075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 68, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:51:42,986] Trial 5106 finished with value: 0.9974444870495808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:51:46,828] Trial 5107 finished with value: 0.9974712075112592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:51:49,909] Trial 5108 finished with value: 0.9973168612430685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:51:53,286] Trial 5109 finished with value: 0.9976792839938332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:51:56,383] Trial 5110 finished with value: 0.997301439000381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:52:01,212] Trial 5111 finished with value: 0.9972350150512153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:52:04,850] Trial 5112 finished with value: 0.9972661879287189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:52:07,500] Trial 5113 finished with value: 0.9973647421293673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:52:12,793] Trial 5114 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 6.030755837879005e-07, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:52:16,048] Trial 5115 finished with value: 0.9974741353332233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:52:19,763] Trial 5116 finished with value: 0.9973763242122026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:52:25,937] Trial 5117 finished with value: 0.9975069542020841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:52:27,628] Trial 5118 finished with value: 0.9964707248530957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 108}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:52:32,188] Trial 5119 finished with value: 0.9975180599941421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:52:35,553] Trial 5120 finished with value: 0.9973958191901283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:52:37,177] Trial 5121 finished with value: 0.9966094926328802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 3, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:52:40,951] Trial 5122 finished with value: 0.9974362335115292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:52:44,327] Trial 5123 finished with value: 0.9973109759241967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:52:47,386] Trial 5124 finished with value: 0.997402680037062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:52:59,168] Trial 5125 finished with value: 0.9967885558121267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 50, 'rf_n_estimators': 104}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:53:09,299] Trial 5126 finished with value: 0.9970526428142601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 40, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:53:17,163] Trial 5127 finished with value: 0.9972001827929802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 21, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:53:33,657] Trial 5128 finished with value: 0.9956275041929445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 55, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:53:35,115] Trial 5129 finished with value: 0.9970749927756525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:53:42,116] Trial 5130 finished with value: 0.9966809831898568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 31, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:53:44,209] Trial 5131 finished with value: 0.9974368986745942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:53:47,230] Trial 5132 finished with value: 0.9971272338156796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:53:53,709] Trial 5133 finished with value: 0.9852053996642943 and parameters: {'classifier': 'SVC', 'svc_c': 7.583714061909413e-08, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:53:59,237] Trial 5134 finished with value: 0.9968192647448989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:54:01,356] Trial 5135 finished with value: 0.9903533575715886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:54:04,618] Trial 5136 finished with value: 0.9975486906294968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:54:07,486] Trial 5137 finished with value: 0.9974942542149342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:54:11,429] Trial 5138 finished with value: 0.9975926208128114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:54:14,452] Trial 5139 finished with value: 0.9975920850451954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:54:18,065] Trial 5140 finished with value: 0.9975502707646959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:54:21,479] Trial 5141 finished with value: 0.9974724788683567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:54:25,627] Trial 5142 finished with value: 0.9976809178613099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:54:29,463] Trial 5143 finished with value: 0.9973034876823083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:54:32,107] Trial 5144 finished with value: 0.9964029187815354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:54:38,999] Trial 5145 finished with value: 0.9972418017583969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 22, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:54:40,860] Trial 5146 finished with value: 0.9955114913502515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:54:51,602] Trial 5147 finished with value: 0.9958794939425285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 72, 'rf_n_estimators': 57}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:55:01,593] Trial 5148 finished with value: 0.9972200083212122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 32, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:55:06,762] Trial 5149 finished with value: 0.9974167746830801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:55:10,590] Trial 5150 finished with value: 0.9974674989367712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:55:13,139] Trial 5151 finished with value: 0.9920104791273286 and parameters: {'classifier': 'SVC', 'svc_c': 31.506981755311248, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:55:16,760] Trial 5152 finished with value: 0.997321340699591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:55:31,262] Trial 5153 finished with value: 0.9967679791745764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 49, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:55:33,124] Trial 5154 finished with value: 0.9974659031230456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 107}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:55:36,820] Trial 5155 finished with value: 0.9974327188556561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:55:39,720] Trial 5156 finished with value: 0.9973130659923553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:55:44,296] Trial 5157 finished with value: 0.9974284714984508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:55:46,836] Trial 5158 finished with value: 0.9946973170325896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 18, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:55:50,027] Trial 5159 finished with value: 0.9974311962295452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:55:52,997] Trial 5160 finished with value: 0.997557598285821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:55:56,842] Trial 5161 finished with value: 0.9976826628114625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:55:59,649] Trial 5162 finished with value: 0.9969683172888132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:56:07,835] Trial 5163 finished with value: 0.9970373570445746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 26, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:56:12,209] Trial 5164 finished with value: 0.9972929616466061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:56:15,585] Trial 5165 finished with value: 0.9973129563696229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:56:18,350] Trial 5166 finished with value: 0.9972937042184271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:56:23,849] Trial 5167 finished with value: 0.997506127270905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:56:25,013] Trial 5168 finished with value: 0.997331273331637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 52}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:56:27,413] Trial 5169 finished with value: 0.9967606950074327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:56:29,717] Trial 5170 finished with value: 0.9910950859260451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 24, 'rf_n_estimators': 108}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:56:34,902] Trial 5171 finished with value: 0.9852051536002978 and parameters: {'classifier': 'SVC', 'svc_c': 2.0641132408779836e-06, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:56:47,958] Trial 5172 finished with value: 0.9968995277229761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 37, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:56:51,957] Trial 5173 finished with value: 0.9974707178588226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:56:54,562] Trial 5174 finished with value: 0.9972869992680948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:56:58,951] Trial 5175 finished with value: 0.9972376998877598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:57:02,033] Trial 5176 finished with value: 0.9974713985734621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:57:07,600] Trial 5177 finished with value: 0.9974036824153937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 105}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:57:13,363] Trial 5178 finished with value: 0.9942007248805022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 44, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:57:16,968] Trial 5179 finished with value: 0.9974027758220667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:57:24,303] Trial 5180 finished with value: 0.995027153616831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 39, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:57:27,256] Trial 5181 finished with value: 0.997556781288607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:57:33,879] Trial 5182 finished with value: 0.9965994396506891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 31, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:57:37,552] Trial 5183 finished with value: 0.9974014360380408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:57:39,282] Trial 5184 finished with value: 0.9968490259520163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:57:46,170] Trial 5185 finished with value: 0.9972922358006623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 26, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:57:50,058] Trial 5186 finished with value: 0.9972386205092416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:57:54,042] Trial 5187 finished with value: 0.9971966681688448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:57:56,102] Trial 5188 finished with value: 0.9974242438187484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:57:58,944] Trial 5189 finished with value: 0.9975045485956495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:58:01,079] Trial 5190 finished with value: 0.993062931244245 and parameters: {'classifier': 'SVC', 'svc_c': 113.72151955156025, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:58:05,092] Trial 5191 finished with value: 0.996704139992333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 21, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:58:11,577] Trial 5192 finished with value: 0.9972665791936421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 24, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:58:14,803] Trial 5193 finished with value: 0.9972035909364357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 84}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:58:16,563] Trial 5194 finished with value: 0.9968066772686309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 75}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:58:20,873] Trial 5195 finished with value: 0.9975946860301885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:58:25,168] Trial 5196 finished with value: 0.9933457340269379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 42, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:58:29,777] Trial 5197 finished with value: 0.9975648704560357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:58:32,616] Trial 5198 finished with value: 0.9973472814243586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:58:37,682] Trial 5199 finished with value: 0.9975063594336983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:58:39,050] Trial 5200 finished with value: 0.9969537193430584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:58:45,280] Trial 5201 finished with value: 0.9946457851443672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 42, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:58:49,785] Trial 5202 finished with value: 0.9974763772037933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:58:52,886] Trial 5203 finished with value: 0.9969018418924992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:58:55,284] Trial 5204 finished with value: 0.9967830899731779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:58:56,853] Trial 5205 finished with value: 0.9968390115313827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 32}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:59:00,971] Trial 5206 finished with value: 0.9973798352182164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:59:08,669] Trial 5207 finished with value: 0.9852063832855228 and parameters: {'classifier': 'SVC', 'svc_c': 1.0635371630031194e-10, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:59:12,489] Trial 5208 finished with value: 0.997460902371393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:59:15,115] Trial 5209 finished with value: 0.9973155752865336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:59:32,658] Trial 5210 finished with value: 0.9967837013722275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 53, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:59:41,136] Trial 5211 finished with value: 0.9970593299278884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 31, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:59:45,174] Trial 5212 finished with value: 0.9975504759185299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:59:49,322] Trial 5213 finished with value: 0.997163657412595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:59:52,386] Trial 5214 finished with value: 0.9973811342507691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 07:59:56,271] Trial 5215 finished with value: 0.9973935571025113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:00:01,404] Trial 5216 finished with value: 0.9973080879650443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:00:05,896] Trial 5217 finished with value: 0.997443825980706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:00:09,108] Trial 5218 finished with value: 0.9975113686593723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:00:11,504] Trial 5219 finished with value: 0.9969485135962612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:00:13,106] Trial 5220 finished with value: 0.9951759528287677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 100}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:00:16,619] Trial 5221 finished with value: 0.9974683531625508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:00:21,254] Trial 5222 finished with value: 0.9973212729708963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:00:27,546] Trial 5223 finished with value: 0.997260630208528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 18, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:00:33,498] Trial 5224 finished with value: 0.9976323561016821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:00:37,288] Trial 5225 finished with value: 0.9970622493710449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:04:55,005] Trial 5226 finished with value: 0.9896107857187649 and parameters: {'classifier': 'SVC', 'svc_c': 4528437374.002649, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:04:58,628] Trial 5227 finished with value: 0.9973554493652736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:05:01,487] Trial 5228 finished with value: 0.9972412658320914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:05:04,358] Trial 5229 finished with value: 0.9973317650470376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:05:05,936] Trial 5230 finished with value: 0.993832599176882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:05:11,469] Trial 5231 finished with value: 0.9961737933696101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 31, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:05:16,831] Trial 5232 finished with value: 0.9975083692049509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:05:21,738] Trial 5233 finished with value: 0.99718104051842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:05:25,688] Trial 5234 finished with value: 0.9972747278379094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:05:28,208] Trial 5235 finished with value: 0.997281989312449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:05:30,985] Trial 5236 finished with value: 0.997639224502238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:05:32,623] Trial 5237 finished with value: 0.9970876889859918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 93}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:05:35,710] Trial 5238 finished with value: 0.9974442042330872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:05:40,796] Trial 5239 finished with value: 0.9975964364709994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:05:45,132] Trial 5240 finished with value: 0.9974685227064525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:05:57,173] Trial 5241 finished with value: 0.9965582146796557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 41, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:06:01,743] Trial 5242 finished with value: 0.9963837140150357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 21, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:06:03,723] Trial 5243 finished with value: 0.9973060488997031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 4, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:06:05,590] Trial 5244 finished with value: 0.9968428039256843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:06:09,164] Trial 5245 finished with value: 0.9888855521895787 and parameters: {'classifier': 'SVC', 'svc_c': 23920.340342011863, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:06:12,531] Trial 5246 finished with value: 0.9977281419950893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:06:16,895] Trial 5247 finished with value: 0.9970541705501742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:06:21,247] Trial 5248 finished with value: 0.9888135608718982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 62, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:06:23,982] Trial 5249 finished with value: 0.9974836501674554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:06:40,641] Trial 5250 finished with value: 0.9964895836764042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 65, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:06:44,262] Trial 5251 finished with value: 0.9973986879161089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:06:58,257] Trial 5252 finished with value: 0.9969938020668021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 48, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:07:00,241] Trial 5253 finished with value: 0.9971052155154202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:07:06,111] Trial 5254 finished with value: 0.9964963133188284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:07:09,927] Trial 5255 finished with value: 0.9959961393851934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 17, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:07:28,049] Trial 5256 finished with value: 0.9966020915115479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 64, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:07:30,795] Trial 5257 finished with value: 0.9973924060320831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:07:33,845] Trial 5258 finished with value: 0.9975712374611291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:07:35,946] Trial 5259 finished with value: 0.9968433226817819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:07:39,856] Trial 5260 finished with value: 0.9974914058646903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:07:44,302] Trial 5261 finished with value: 0.9975549981260138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:07:47,408] Trial 5262 finished with value: 0.9973568268856715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:07:50,838] Trial 5263 finished with value: 0.9967698319066628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:07:57,450] Trial 5264 finished with value: 0.9852386664819814 and parameters: {'classifier': 'SVC', 'svc_c': 0.0007441749801153316, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:08:00,747] Trial 5265 finished with value: 0.997631372734357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:08:04,009] Trial 5266 finished with value: 0.9972600026866214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:08:08,025] Trial 5267 finished with value: 0.9971735345033034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:08:11,591] Trial 5268 finished with value: 0.9972966178535466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:08:15,137] Trial 5269 finished with value: 0.9973191852513429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:08:17,847] Trial 5270 finished with value: 0.9975482626438144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:08:20,152] Trial 5271 finished with value: 0.9974738728607285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 105}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:08:37,882] Trial 5272 finished with value: 0.9962696782852886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 69, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:08:52,673] Trial 5273 finished with value: 0.9956238611572354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 73, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:08:57,837] Trial 5274 finished with value: 0.9972204637919223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:09:00,544] Trial 5275 finished with value: 0.9972721813786413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:09:04,659] Trial 5276 finished with value: 0.9975765203310413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:09:10,175] Trial 5277 finished with value: 0.9974464393117451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 16, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:09:13,778] Trial 5278 finished with value: 0.9972899505443727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:09:26,347] Trial 5279 finished with value: 0.9967083221281382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 40, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:09:28,678] Trial 5280 finished with value: 0.997325726275383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:09:32,531] Trial 5281 finished with value: 0.9976025482398407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:09:34,991] Trial 5282 finished with value: 0.9973945296154719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:09:38,666] Trial 5283 finished with value: 0.9872066490666311 and parameters: {'classifier': 'SVC', 'svc_c': 153477.5884590576, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:09:44,151] Trial 5284 finished with value: 0.9975232029316201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:09:47,809] Trial 5285 finished with value: 0.9971127303854134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:09:51,725] Trial 5286 finished with value: 0.9975207249310186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:10:00,431] Trial 5287 finished with value: 0.9972420950801378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 35, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:10:03,631] Trial 5288 finished with value: 0.994189955986332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 22, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:10:07,094] Trial 5289 finished with value: 0.9901150152491681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 48, 'rf_n_estimators': 107}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:10:09,964] Trial 5290 finished with value: 0.9972919805009347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:10:14,823] Trial 5291 finished with value: 0.9969801624789012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:10:19,678] Trial 5292 finished with value: 0.9958780794792063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 27, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:10:22,708] Trial 5293 finished with value: 0.9975729313449886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:10:25,810] Trial 5294 finished with value: 0.9973113090770115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:10:28,035] Trial 5295 finished with value: 0.9957878013187859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:10:30,119] Trial 5296 finished with value: 0.99689356709005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:10:45,258] Trial 5297 finished with value: 0.9966869490595377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 53, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:10:49,038] Trial 5298 finished with value: 0.9973654897792535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 103}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:10:55,584] Trial 5299 finished with value: 0.9972871132389206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:10:58,222] Trial 5300 finished with value: 0.9966322978745553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:11:00,775] Trial 5301 finished with value: 0.9950864420909498 and parameters: {'classifier': 'SVC', 'svc_c': 981.7950985109009, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:11:04,246] Trial 5302 finished with value: 0.9973593329425833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:11:07,744] Trial 5303 finished with value: 0.9972914140744997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:11:15,840] Trial 5304 finished with value: 0.9963419826022125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 33, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:11:20,563] Trial 5305 finished with value: 0.997392549074832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 106}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:11:24,851] Trial 5306 finished with value: 0.9973093543392902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:11:27,156] Trial 5307 finished with value: 0.9969985923009145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 72}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:11:29,602] Trial 5308 finished with value: 0.9972405773099268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:11:33,729] Trial 5309 finished with value: 0.9974880930301707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:11:36,806] Trial 5310 finished with value: 0.9977329457495503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:11:40,594] Trial 5311 finished with value: 0.9973867445924108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:11:44,363] Trial 5312 finished with value: 0.9974821896841676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:11:49,046] Trial 5313 finished with value: 0.9974932664360399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:11:52,837] Trial 5314 finished with value: 0.9975520871568784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:12:07,166] Trial 5315 finished with value: 0.9966052530197248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 55, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:12:10,916] Trial 5316 finished with value: 0.9972555098049641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:12:14,701] Trial 5317 finished with value: 0.9973387138079749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:12:19,357] Trial 5318 finished with value: 0.9971971144990374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:12:22,915] Trial 5319 finished with value: 0.9974968941423397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:12:27,710] Trial 5320 finished with value: 0.9866070574708368 and parameters: {'classifier': 'SVC', 'svc_c': 638023804.1589015, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:12:32,605] Trial 5321 finished with value: 0.9974209793845376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:12:36,809] Trial 5322 finished with value: 0.9973600748796464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:12:40,550] Trial 5323 finished with value: 0.9974328988730673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:12:44,780] Trial 5324 finished with value: 0.9971999991257096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:12:46,168] Trial 5325 finished with value: 0.9969515322203787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:12:49,858] Trial 5326 finished with value: 0.9973280487602381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:12:54,127] Trial 5327 finished with value: 0.9975936926654226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:13:01,313] Trial 5328 finished with value: 0.9967754000368875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:13:04,573] Trial 5329 finished with value: 0.9976984345202493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:13:07,961] Trial 5330 finished with value: 0.997670567336236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:13:11,912] Trial 5331 finished with value: 0.9971124651834584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:13:31,054] Trial 5332 finished with value: 0.9969016547657968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 59, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:13:35,583] Trial 5333 finished with value: 0.9973717861992407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:13:39,599] Trial 5334 finished with value: 0.9973680774025876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:13:44,481] Trial 5335 finished with value: 0.9973681946424177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:13:46,453] Trial 5336 finished with value: 0.9972686386347199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:13:48,570] Trial 5337 finished with value: 0.9972528876825247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 48}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:13:51,327] Trial 5338 finished with value: 0.9974529865246771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 97}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:13:57,388] Trial 5339 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.4037118112454966e-05, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:14:01,785] Trial 5340 finished with value: 0.9973151967485112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:14:05,499] Trial 5341 finished with value: 0.9972409176989844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:14:10,245] Trial 5342 finished with value: 0.9973493166176751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:14:15,838] Trial 5343 finished with value: 0.9973137404863648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:14:19,598] Trial 5344 finished with value: 0.9973774488766917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:14:23,280] Trial 5345 finished with value: 0.9972469789093393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:14:26,645] Trial 5346 finished with value: 0.9974546275649209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:14:42,538] Trial 5347 finished with value: 0.9967977405403833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 59, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:14:49,760] Trial 5348 finished with value: 0.9969001667022672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 28, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:14:52,404] Trial 5349 finished with value: 0.9969268941462853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:15:03,840] Trial 5350 finished with value: 0.9969239904768687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 34, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:15:08,355] Trial 5351 finished with value: 0.9974068033625247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:15:12,968] Trial 5352 finished with value: 0.9973319740411583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:15:17,794] Trial 5353 finished with value: 0.9974042653138021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:15:20,927] Trial 5354 finished with value: 0.9974707236351218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:15:24,539] Trial 5355 finished with value: 0.9972932215483303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:15:28,154] Trial 5356 finished with value: 0.9974599709272846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:15:36,091] Trial 5357 finished with value: 0.9974286011478029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 23, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:15:40,395] Trial 5358 finished with value: 0.9963356730109937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 24, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:15:46,040] Trial 5359 finished with value: 0.9852045801597856 and parameters: {'classifier': 'SVC', 'svc_c': 1.9108460647376161e-07, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:15:52,293] Trial 5360 finished with value: 0.9971601449148997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:15:55,425] Trial 5361 finished with value: 0.9973520743561933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:16:12,130] Trial 5362 finished with value: 0.9962511660399297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 61, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:16:16,766] Trial 5363 finished with value: 0.9969539902578366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:16:30,561] Trial 5364 finished with value: 0.9947134089768627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 74, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:16:32,953] Trial 5365 finished with value: 0.997337314674062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:16:37,028] Trial 5366 finished with value: 0.9969262765900818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 79}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:16:45,436] Trial 5367 finished with value: 0.997053942862426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 28, 'rf_n_estimators': 102}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:16:46,797] Trial 5368 finished with value: 0.9967710395340421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 41}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:16:49,341] Trial 5369 finished with value: 0.995729461617673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:16:50,142] Trial 5370 finished with value: 0.9863827613306498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 2, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:16:59,637] Trial 5371 finished with value: 0.9971046172558644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 26, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:17:03,998] Trial 5372 finished with value: 0.9974161464312017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:17:06,876] Trial 5373 finished with value: 0.997333064873038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 89}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:17:09,297] Trial 5374 finished with value: 0.9962328251157951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:17:11,525] Trial 5375 finished with value: 0.9974278374702733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:17:14,966] Trial 5376 finished with value: 0.9913975941089905 and parameters: {'classifier': 'SVC', 'svc_c': 17.01319150318833, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:17:16,889] Trial 5377 finished with value: 0.9970634901327996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:17:20,459] Trial 5378 finished with value: 0.9974121491052316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:17:26,144] Trial 5379 finished with value: 0.9973568426911493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:17:29,437] Trial 5380 finished with value: 0.9936323385348773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 29, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:17:32,526] Trial 5381 finished with value: 0.9973133266240515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:17:35,520] Trial 5382 finished with value: 0.9971689584683284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:17:43,925] Trial 5383 finished with value: 0.9962598870456202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 46, 'rf_n_estimators': 106}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:17:47,656] Trial 5384 finished with value: 0.9976935412014134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:17:51,124] Trial 5385 finished with value: 0.997551896919861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:17:56,970] Trial 5386 finished with value: 0.9972317891785619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:18:09,849] Trial 5387 finished with value: 0.9965120009221605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 42, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:18:15,936] Trial 5388 finished with value: 0.9973500578565041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:18:19,960] Trial 5389 finished with value: 0.9975204421462632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:18:23,794] Trial 5390 finished with value: 0.9971628460012528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:18:27,640] Trial 5391 finished with value: 0.99761555932196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:18:32,029] Trial 5392 finished with value: 0.997369940068639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:18:36,912] Trial 5393 finished with value: 0.9975682144254425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:18:39,726] Trial 5394 finished with value: 0.9975876999772098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:18:44,198] Trial 5395 finished with value: 0.9867341907685009 and parameters: {'classifier': 'SVC', 'svc_c': 114157508.0162286, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:18:56,028] Trial 5396 finished with value: 0.996722239517943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 40, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:18:59,126] Trial 5397 finished with value: 0.9972711046701305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:19:02,494] Trial 5398 finished with value: 0.9973647877050024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:19:04,960] Trial 5399 finished with value: 0.9971433135408582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 54}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:19:08,602] Trial 5400 finished with value: 0.9975019531330526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:19:10,302] Trial 5401 finished with value: 0.991014485161419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:19:11,843] Trial 5402 finished with value: 0.9967578849965811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:19:15,457] Trial 5403 finished with value: 0.9975207792028405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:19:18,219] Trial 5404 finished with value: 0.9971525026172081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:19:20,623] Trial 5405 finished with value: 0.9956586356524791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:19:26,502] Trial 5406 finished with value: 0.9973566372516744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 108}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:19:31,608] Trial 5407 finished with value: 0.997560432925289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:19:34,748] Trial 5408 finished with value: 0.9974642766505015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:19:38,392] Trial 5409 finished with value: 0.9974123658434019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:19:39,978] Trial 5410 finished with value: 0.9962406165499139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:19:42,817] Trial 5411 finished with value: 0.9969700116804793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:19:47,337] Trial 5412 finished with value: 0.9973828718059895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:19:50,006] Trial 5413 finished with value: 0.9972339153327212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:19:55,698] Trial 5414 finished with value: 0.9951487691840676 and parameters: {'classifier': 'SVC', 'svc_c': 262607.91910209553, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:19:57,533] Trial 5415 finished with value: 0.996763451286007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:19:59,965] Trial 5416 finished with value: 0.9973922965363023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:20:04,236] Trial 5417 finished with value: 0.9973502221636513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:20:23,148] Trial 5418 finished with value: 0.9967074360692374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 58, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:20:24,544] Trial 5419 finished with value: 0.9954628979796679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 29, 'rf_n_estimators': 13}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:20:28,729] Trial 5420 finished with value: 0.9974874219321173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:20:33,216] Trial 5421 finished with value: 0.9972515965209731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:20:35,042] Trial 5422 finished with value: 0.9939363273546821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:20:39,453] Trial 5423 finished with value: 0.9971987046634155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:20:42,374] Trial 5424 finished with value: 0.9973141415900395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:20:46,913] Trial 5425 finished with value: 0.9974689204141711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 104}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:20:49,418] Trial 5426 finished with value: 0.9975586917836851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:20:53,055] Trial 5427 finished with value: 0.9974352479860267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:20:57,053] Trial 5428 finished with value: 0.9974828482140095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:21:01,613] Trial 5429 finished with value: 0.9970021299350328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:21:04,337] Trial 5430 finished with value: 0.9973510004723561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:21:08,991] Trial 5431 finished with value: 0.9969717234645187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 20, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:21:15,823] Trial 5432 finished with value: 0.9971258605164234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 29, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:21:21,652] Trial 5433 finished with value: 0.9853705826823015 and parameters: {'classifier': 'SVC', 'svc_c': 0.0052492781457433866, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:21:25,446] Trial 5434 finished with value: 0.9975339622092044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:21:29,246] Trial 5435 finished with value: 0.9968022800132887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:21:37,888] Trial 5436 finished with value: 0.9965369240978766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 34, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:21:39,894] Trial 5437 finished with value: 0.9974052858779551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:21:43,101] Trial 5438 finished with value: 0.9974191862245035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:21:46,003] Trial 5439 finished with value: 0.9969187102729408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 15, 'rf_n_estimators': 63}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:21:49,331] Trial 5440 finished with value: 0.9972420084991263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:21:58,116] Trial 5441 finished with value: 0.9967568552601733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 33, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:22:02,056] Trial 5442 finished with value: 0.9973141335603488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:22:05,683] Trial 5443 finished with value: 0.9975142916571745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:22:09,108] Trial 5444 finished with value: 0.99735337545171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:22:12,026] Trial 5445 finished with value: 0.9973703770044112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:22:14,744] Trial 5446 finished with value: 0.9967486906834765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 12, 'rf_n_estimators': 60}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:22:15,535] Trial 5447 finished with value: 0.9782613973817976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 2}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:22:19,733] Trial 5448 finished with value: 0.997121764485561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:22:23,896] Trial 5449 finished with value: 0.9975920431511577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:22:25,740] Trial 5450 finished with value: 0.9971330518501874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 1, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:22:29,846] Trial 5451 finished with value: 0.9862007231986469 and parameters: {'classifier': 'SVC', 'svc_c': 0.40946262784380416, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:22:33,398] Trial 5452 finished with value: 0.9974972543041135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:22:44,546] Trial 5453 finished with value: 0.9969721527831931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 43, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:22:46,955] Trial 5454 finished with value: 0.997429649006556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:22:48,718] Trial 5455 finished with value: 0.9967381673454967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:22:52,287] Trial 5456 finished with value: 0.9976097069787739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:22:57,613] Trial 5457 finished with value: 0.9974245039109001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 99}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:23:04,542] Trial 5458 finished with value: 0.9969123338099508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 25, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:23:12,929] Trial 5459 finished with value: 0.9967836360556138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 35, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:23:15,577] Trial 5460 finished with value: 0.9972510434879354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:23:20,143] Trial 5461 finished with value: 0.9973826594793885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:23:24,231] Trial 5462 finished with value: 0.9974926751905616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:23:28,118] Trial 5463 finished with value: 0.99704047383404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:23:32,917] Trial 5464 finished with value: 0.9958567438930747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 22, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:23:36,457] Trial 5465 finished with value: 0.9972959371071694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:23:39,717] Trial 5466 finished with value: 0.9975574979940336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:23:42,258] Trial 5467 finished with value: 0.9973094526633277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:23:47,619] Trial 5468 finished with value: 0.9972371858923482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:23:50,504] Trial 5469 finished with value: 0.9976570748852742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:23:54,872] Trial 5470 finished with value: 0.9868067850112096 and parameters: {'classifier': 'SVC', 'svc_c': 986366.4645878101, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:24:01,794] Trial 5471 finished with value: 0.9974455823247674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:24:18,590] Trial 5472 finished with value: 0.9968116427912062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 61, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:24:20,386] Trial 5473 finished with value: 0.997221504255743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:24:31,540] Trial 5474 finished with value: 0.9970463999043849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 31, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:24:33,490] Trial 5475 finished with value: 0.9969343979397486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 3, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:24:37,180] Trial 5476 finished with value: 0.9974713443016404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:24:42,932] Trial 5477 finished with value: 0.9970217734146276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 19, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:24:47,028] Trial 5478 finished with value: 0.9975595126529239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:24:51,375] Trial 5479 finished with value: 0.9973161113715286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:25:00,592] Trial 5480 finished with value: 0.9954109938375287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 48, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:25:04,124] Trial 5481 finished with value: 0.9975969392629294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:25:09,405] Trial 5482 finished with value: 0.9972176012548338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:25:13,247] Trial 5483 finished with value: 0.9973179857806059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:25:15,634] Trial 5484 finished with value: 0.9975939483142673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:25:18,874] Trial 5485 finished with value: 0.9975436232282385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:25:20,379] Trial 5486 finished with value: 0.9898034435767729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:25:24,173] Trial 5487 finished with value: 0.9972396467544797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:25:27,681] Trial 5488 finished with value: 0.9975447530025305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:25:30,336] Trial 5489 finished with value: 0.9952062240640581 and parameters: {'classifier': 'SVC', 'svc_c': 2147.629993622287, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:25:42,053] Trial 5490 finished with value: 0.9968514617412009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 40, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:25:45,334] Trial 5491 finished with value: 0.9974615309723883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:25:52,293] Trial 5492 finished with value: 0.9919963677554332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 58, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:25:55,304] Trial 5493 finished with value: 0.9976161272400761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:25:58,216] Trial 5494 finished with value: 0.9967864756461952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:26:00,112] Trial 5495 finished with value: 0.9960095609654077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:26:02,311] Trial 5496 finished with value: 0.9972450876791713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:26:05,689] Trial 5497 finished with value: 0.9973688626618942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:26:08,317] Trial 5498 finished with value: 0.9974692189091908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:26:13,196] Trial 5499 finished with value: 0.9974391686649501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:26:16,331] Trial 5500 finished with value: 0.9972967720363011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:26:19,256] Trial 5501 finished with value: 0.9969846637076284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:26:20,502] Trial 5502 finished with value: 0.9973466124527449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 28}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:26:24,801] Trial 5503 finished with value: 0.9971580228549303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:26:27,763] Trial 5504 finished with value: 0.9974291920124263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:26:31,709] Trial 5505 finished with value: 0.9973158543262161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:26:38,435] Trial 5506 finished with value: 0.9972054363688035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:26:45,212] Trial 5507 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 4.356314189384917e-05, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:26:47,875] Trial 5508 finished with value: 0.9969003905179906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 83}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:26:52,615] Trial 5509 finished with value: 0.9973085326766039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:26:55,701] Trial 5510 finished with value: 0.9973527963618501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:26:57,923] Trial 5511 finished with value: 0.9971803898913167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:27:04,619] Trial 5512 finished with value: 0.9969610146819455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 26, 'rf_n_estimators': 107}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:27:06,944] Trial 5513 finished with value: 0.9956026416683694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 16}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:27:11,275] Trial 5514 finished with value: 0.9972591420815226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:27:14,855] Trial 5515 finished with value: 0.9976479111675124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:27:19,214] Trial 5516 finished with value: 0.9972607636029531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:27:21,910] Trial 5517 finished with value: 0.9975081067324562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:27:34,334] Trial 5518 finished with value: 0.9967453546802844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 46, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:27:37,343] Trial 5519 finished with value: 0.9974755295477605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:27:41,500] Trial 5520 finished with value: 0.9976660871180038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:27:43,650] Trial 5521 finished with value: 0.996832716634815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:27:44,681] Trial 5522 finished with value: 0.9954516472723247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 35}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:27:50,761] Trial 5523 finished with value: 0.9971728095142828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 20, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:27:54,920] Trial 5524 finished with value: 0.9975743637084907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:27:56,614] Trial 5525 finished with value: 0.989529223041639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:28:01,452] Trial 5526 finished with value: 0.9973887082167457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:28:04,694] Trial 5527 finished with value: 0.9970579237798979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:28:09,132] Trial 5528 finished with value: 0.9975483676645504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:28:12,579] Trial 5529 finished with value: 0.9976487120101316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:32:12,698] Trial 5530 finished with value: 0.9896096392820711 and parameters: {'classifier': 'SVC', 'svc_c': 9494122625.791851, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:32:15,760] Trial 5531 finished with value: 0.9976377480230442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:32:18,642] Trial 5532 finished with value: 0.9972685797609017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:32:22,814] Trial 5533 finished with value: 0.9970116543541131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:32:26,918] Trial 5534 finished with value: 0.9973557409414296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:32:30,073] Trial 5535 finished with value: 0.9970566420762426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:32:35,949] Trial 5536 finished with value: 0.9973803789520472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:32:39,617] Trial 5537 finished with value: 0.9974108814932072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:32:44,161] Trial 5538 finished with value: 0.9973560794262127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 101}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:32:47,770] Trial 5539 finished with value: 0.997134737513929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:32:51,521] Trial 5540 finished with value: 0.9974225965896127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:32:58,679] Trial 5541 finished with value: 0.9975593477744947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:33:14,593] Trial 5542 finished with value: 0.9965905584320417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 61, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:33:18,274] Trial 5543 finished with value: 0.9973436121414002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:33:25,584] Trial 5544 finished with value: 0.9966987792693338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 29, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:33:28,988] Trial 5545 finished with value: 0.9974302355548238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:33:35,851] Trial 5546 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 5.252139163552502e-06, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:33:40,095] Trial 5547 finished with value: 0.9975080870232157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:33:42,904] Trial 5548 finished with value: 0.9970358358149318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:33:47,048] Trial 5549 finished with value: 0.9975252549460278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:33:49,272] Trial 5550 finished with value: 0.9972588049932073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:33:50,544] Trial 5551 finished with value: 0.9968475049128008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 69}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:33:54,791] Trial 5552 finished with value: 0.9974407362954136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:33:57,977] Trial 5553 finished with value: 0.997506874698626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:34:17,748] Trial 5554 finished with value: 0.9964515901956336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 72, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:34:23,972] Trial 5555 finished with value: 0.9969437596068392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 24, 'rf_n_estimators': 105}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:34:28,577] Trial 5556 finished with value: 0.9972998079258403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:34:29,334] Trial 5557 finished with value: 0.9960202465793085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 8}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:34:31,237] Trial 5558 finished with value: 0.995686837988795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:34:35,351] Trial 5559 finished with value: 0.9975676264807066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:34:42,142] Trial 5560 finished with value: 0.9971741697057833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:34:46,683] Trial 5561 finished with value: 0.9973010759821953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:34:49,949] Trial 5562 finished with value: 0.9973513838662783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:34:58,069] Trial 5563 finished with value: 0.9850939635230724 and parameters: {'classifier': 'SVC', 'svc_c': 0.0003333572797928035, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:35:00,716] Trial 5564 finished with value: 0.9971700669782226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:35:04,151] Trial 5565 finished with value: 0.9969012032623251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:35:07,797] Trial 5566 finished with value: 0.9972422031794506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:35:11,212] Trial 5567 finished with value: 0.9964381416699357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:35:13,029] Trial 5568 finished with value: 0.9963882018503657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 46}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:35:19,362] Trial 5569 finished with value: 0.9970153374747991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 23, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:35:22,962] Trial 5570 finished with value: 0.9973417096442748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:35:25,124] Trial 5571 finished with value: 0.9962826825754955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:35:27,857] Trial 5572 finished with value: 0.997570614255578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:35:31,705] Trial 5573 finished with value: 0.9975324195247359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:35:36,270] Trial 5574 finished with value: 0.9971315970479848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 107}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:35:39,588] Trial 5575 finished with value: 0.99741917505276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:35:43,014] Trial 5576 finished with value: 0.9940151162339085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:35:48,474] Trial 5577 finished with value: 0.997048005144269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 17, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:35:51,837] Trial 5578 finished with value: 0.9975987858061238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:35:55,772] Trial 5579 finished with value: 0.9969741492880003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:35:59,330] Trial 5580 finished with value: 0.9975251846783006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 93}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:36:02,534] Trial 5581 finished with value: 0.9971993912178299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:36:06,446] Trial 5582 finished with value: 0.9867327158444649 and parameters: {'classifier': 'SVC', 'svc_c': 1658313075.524156, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:36:11,457] Trial 5583 finished with value: 0.9967766278178378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:36:15,140] Trial 5584 finished with value: 0.9972896357995443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:36:18,126] Trial 5585 finished with value: 0.9977463764385441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:36:22,250] Trial 5586 finished with value: 0.9974910851848732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:36:25,379] Trial 5587 finished with value: 0.9974015578481296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:36:26,928] Trial 5588 finished with value: 0.9967927475327801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:36:31,545] Trial 5589 finished with value: 0.9975787803874322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:36:34,693] Trial 5590 finished with value: 0.9973417180548202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:36:37,869] Trial 5591 finished with value: 0.9973837717978317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:36:41,974] Trial 5592 finished with value: 0.99748020758837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:36:44,709] Trial 5593 finished with value: 0.997545173371115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:36:56,181] Trial 5594 finished with value: 0.9969385331669264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 40, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:36:59,325] Trial 5595 finished with value: 0.9975228001140986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:37:03,083] Trial 5596 finished with value: 0.9972586741378148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:37:07,557] Trial 5597 finished with value: 0.9973250168696753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:37:09,769] Trial 5598 finished with value: 0.997192305063491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:37:12,876] Trial 5599 finished with value: 0.9975115215091347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:37:17,535] Trial 5600 finished with value: 0.9973134080000463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:37:21,583] Trial 5601 finished with value: 0.9974728158931959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:37:27,156] Trial 5602 finished with value: 0.9972786356947182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:37:32,604] Trial 5603 finished with value: 0.9857302661660103 and parameters: {'classifier': 'SVC', 'svc_c': 0.2304880253684461, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:37:37,733] Trial 5604 finished with value: 0.9974665303275732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:37:46,082] Trial 5605 finished with value: 0.9970997238418149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 29, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:37:48,760] Trial 5606 finished with value: 0.9974097341995901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:37:52,392] Trial 5607 finished with value: 0.9975843375998165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:37:56,752] Trial 5608 finished with value: 0.9976677494543834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:37:59,850] Trial 5609 finished with value: 0.9975562403159741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:38:05,069] Trial 5610 finished with value: 0.9971969091865142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:38:09,648] Trial 5611 finished with value: 0.9974657338330473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:38:12,487] Trial 5612 finished with value: 0.9975831613612279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:38:13,976] Trial 5613 finished with value: 0.9968660161108088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:38:24,736] Trial 5614 finished with value: 0.9969657057668347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 39, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:38:28,519] Trial 5615 finished with value: 0.9974452055005921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:38:32,474] Trial 5616 finished with value: 0.9972960380337151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:38:35,277] Trial 5617 finished with value: 0.997499599989379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:38:42,013] Trial 5618 finished with value: 0.9974712878716409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:38:46,337] Trial 5619 finished with value: 0.9972500964287766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:38:52,468] Trial 5620 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 1.1077528530293333e-08, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:39:01,326] Trial 5621 finished with value: 0.9969962604851147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 33, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:39:04,355] Trial 5622 finished with value: 0.997470064978328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:39:08,529] Trial 5623 finished with value: 0.9977612146402585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:39:13,719] Trial 5624 finished with value: 0.9969165051866055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:39:19,445] Trial 5625 finished with value: 0.9974082382967974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:39:24,334] Trial 5626 finished with value: 0.997483750110126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:39:28,799] Trial 5627 finished with value: 0.9974324535584875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:39:32,889] Trial 5628 finished with value: 0.9974100929331584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:39:37,134] Trial 5629 finished with value: 0.9975213517229533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:39:41,943] Trial 5630 finished with value: 0.9970537927421237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:39:47,751] Trial 5631 finished with value: 0.9972860656975467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:39:52,186] Trial 5632 finished with value: 0.9971774208100729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:39:56,780] Trial 5633 finished with value: 0.9970747217973984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:40:01,348] Trial 5634 finished with value: 0.9973400105236605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:40:05,970] Trial 5635 finished with value: 0.9973811162236378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:40:11,199] Trial 5636 finished with value: 0.9973711332552703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:40:16,375] Trial 5637 finished with value: 0.997246361987894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:40:22,736] Trial 5638 finished with value: 0.9970374674924928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 16, 'rf_n_estimators': 108}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:40:28,262] Trial 5639 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.567969107268211e-09, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:40:31,679] Trial 5640 finished with value: 0.9970407963546557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 87}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:40:35,810] Trial 5641 finished with value: 0.997099770083946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:40:51,722] Trial 5642 finished with value: 0.996531302171899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 54, 'rf_n_estimators': 103}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:40:55,725] Trial 5643 finished with value: 0.9974620450630135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:41:00,188] Trial 5644 finished with value: 0.9972410867350795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:41:05,522] Trial 5645 finished with value: 0.9949560826349914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 67, 'rf_n_estimators': 23}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:41:09,671] Trial 5646 finished with value: 0.9973248714465833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:41:15,259] Trial 5647 finished with value: 0.9973469702024381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:41:19,994] Trial 5648 finished with value: 0.997039351518156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:41:22,209] Trial 5649 finished with value: 0.9943926065562451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:41:26,617] Trial 5650 finished with value: 0.9972892142566573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:41:31,427] Trial 5651 finished with value: 0.9974677808646032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:41:38,201] Trial 5652 finished with value: 0.9973365079916677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:41:42,085] Trial 5653 finished with value: 0.9973374080152478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:41:46,754] Trial 5654 finished with value: 0.997157591441554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:41:50,557] Trial 5655 finished with value: 0.9971487663037891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:41:53,362] Trial 5656 finished with value: 0.9972911157699076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 74}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:41:57,431] Trial 5657 finished with value: 0.9973823784719559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 107}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:42:02,251] Trial 5658 finished with value: 0.986276263290451 and parameters: {'classifier': 'SVC', 'svc_c': 0.8711807947737849, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:42:07,713] Trial 5659 finished with value: 0.9956792917617495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 32, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:42:19,723] Trial 5660 finished with value: 0.9969691899860548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 36, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:42:24,780] Trial 5661 finished with value: 0.9973982820517481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:42:28,954] Trial 5662 finished with value: 0.9972883815809169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:42:34,203] Trial 5663 finished with value: 0.9976412791826293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:42:38,838] Trial 5664 finished with value: 0.9974950595325983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:42:44,435] Trial 5665 finished with value: 0.9976420136295463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:42:50,624] Trial 5666 finished with value: 0.9973541504279345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:42:54,092] Trial 5667 finished with value: 0.997114523323282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:42:59,237] Trial 5668 finished with value: 0.9976402269757831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:43:02,831] Trial 5669 finished with value: 0.9973662667232284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:43:09,425] Trial 5670 finished with value: 0.9968015395361697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 20, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:43:14,163] Trial 5671 finished with value: 0.9972365040034061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:43:17,917] Trial 5672 finished with value: 0.990680429149331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 38, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:43:21,813] Trial 5673 finished with value: 0.9975362461959776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:43:28,868] Trial 5674 finished with value: 0.9949426487087311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 45, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:43:33,098] Trial 5675 finished with value: 0.9974732338179617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:43:36,780] Trial 5676 finished with value: 0.9963533143681715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:44:27,987] Trial 5677 finished with value: 0.9899663537480121 and parameters: {'classifier': 'SVC', 'svc_c': 16751692.945216084, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:44:31,832] Trial 5678 finished with value: 0.9974865420621084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:44:35,591] Trial 5679 finished with value: 0.995723914275778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:44:39,456] Trial 5680 finished with value: 0.9968359903047569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:44:43,467] Trial 5681 finished with value: 0.9973908215805286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:44:47,888] Trial 5682 finished with value: 0.9974482845854231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:45:06,726] Trial 5683 finished with value: 0.9965108740994936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 55, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:45:10,271] Trial 5684 finished with value: 0.9971463848816399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 12, 'rf_n_estimators': 96}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:45:14,497] Trial 5685 finished with value: 0.9969617629983277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:45:22,974] Trial 5686 finished with value: 0.9973606406078469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 21, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:45:28,138] Trial 5687 finished with value: 0.9972714908887265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:45:33,747] Trial 5688 finished with value: 0.9965649589849931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:45:39,234] Trial 5689 finished with value: 0.9972133861433425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:45:44,920] Trial 5690 finished with value: 0.9970064919930355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 17, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:45:48,291] Trial 5691 finished with value: 0.997470169269092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:46:05,660] Trial 5692 finished with value: 0.9967878238090288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 50, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:46:10,321] Trial 5693 finished with value: 0.9969581372597783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:46:13,823] Trial 5694 finished with value: 0.9976275929400047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:46:18,291] Trial 5695 finished with value: 0.9972016071902674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:46:20,046] Trial 5696 finished with value: 0.9902823466696077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:46:24,026] Trial 5697 finished with value: 0.9872593112052143 and parameters: {'classifier': 'SVC', 'svc_c': 2.107714684972627, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:46:33,090] Trial 5698 finished with value: 0.9963886495770263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 44, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:46:36,253] Trial 5699 finished with value: 0.994049318304253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:46:37,689] Trial 5700 finished with value: 0.9949231872460356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 15, 'rf_n_estimators': 19}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:46:41,730] Trial 5701 finished with value: 0.9972315337201447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:46:45,653] Trial 5702 finished with value: 0.9973633035452353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:46:53,741] Trial 5703 finished with value: 0.9968231678410219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 27, 'rf_n_estimators': 104}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:46:55,563] Trial 5704 finished with value: 0.9971134771783761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:47:00,058] Trial 5705 finished with value: 0.9963649826829014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 18, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:47:05,169] Trial 5706 finished with value: 0.9975081524667808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:47:07,757] Trial 5707 finished with value: 0.9971183211765036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 65}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:47:11,313] Trial 5708 finished with value: 0.9977059642753208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:47:33,794] Trial 5709 finished with value: 0.9955361729687541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 67, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:47:38,977] Trial 5710 finished with value: 0.9969717395238998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 22, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:47:43,727] Trial 5711 finished with value: 0.9976420934503837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:47:45,814] Trial 5712 finished with value: 0.9970157323895817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:47:50,892] Trial 5713 finished with value: 0.9972057527005275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:47:53,240] Trial 5714 finished with value: 0.9972837080788283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:47:56,072] Trial 5715 finished with value: 0.9958046047952065 and parameters: {'classifier': 'SVC', 'svc_c': 7213.108199123204, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:48:14,164] Trial 5716 finished with value: 0.9967705733041813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 62, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:48:18,572] Trial 5717 finished with value: 0.9975525134604514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:48:22,577] Trial 5718 finished with value: 0.997011584721144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:48:24,368] Trial 5719 finished with value: 0.9953465477947566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:48:41,878] Trial 5720 finished with value: 0.9966872021693498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 55, 'rf_n_estimators': 107}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:48:44,243] Trial 5721 finished with value: 0.9966210709706426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 43}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:48:47,827] Trial 5722 finished with value: 0.9974205060136477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:48:51,328] Trial 5723 finished with value: 0.9973275426040898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:48:56,100] Trial 5724 finished with value: 0.9973268559861997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:49:14,679] Trial 5725 finished with value: 0.9965722704784747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 63, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:49:19,524] Trial 5726 finished with value: 0.9973918390661041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:49:23,498] Trial 5727 finished with value: 0.9973414363491536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:49:27,118] Trial 5728 finished with value: 0.9975107559908064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:49:31,014] Trial 5729 finished with value: 0.9967058944955958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 17, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:49:34,888] Trial 5730 finished with value: 0.9975803424002864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:49:38,606] Trial 5731 finished with value: 0.9966458271732276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:49:42,157] Trial 5732 finished with value: 0.997519612136507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:49:49,544] Trial 5733 finished with value: 0.9852065471166012 and parameters: {'classifier': 'SVC', 'svc_c': 3.604169380140425e-10, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:49:51,157] Trial 5734 finished with value: 0.9961651087990372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:49:54,930] Trial 5735 finished with value: 0.9966262060053818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 58}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:49:57,515] Trial 5736 finished with value: 0.9973330878195451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:50:00,576] Trial 5737 finished with value: 0.9971264274506645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:50:04,010] Trial 5738 finished with value: 0.9972918951894392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 81}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:50:10,043] Trial 5739 finished with value: 0.9964751699374644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 30, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:50:15,481] Trial 5740 finished with value: 0.9974274571549281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:50:19,839] Trial 5741 finished with value: 0.9972142362114562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:50:22,916] Trial 5742 finished with value: 0.9973934331342447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:50:24,756] Trial 5743 finished with value: 0.99720421379287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:50:27,130] Trial 5744 finished with value: 0.9973667525036402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:50:28,639] Trial 5745 finished with value: 0.9973428545892867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 78}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:50:33,011] Trial 5746 finished with value: 0.9973666597972124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:50:36,758] Trial 5747 finished with value: 0.9973709227377302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:50:40,824] Trial 5748 finished with value: 0.9974763890102949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:50:44,786] Trial 5749 finished with value: 0.9974777364114186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:50:47,728] Trial 5750 finished with value: 0.9952807566677278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 16, 'rf_n_estimators': 91}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:50:54,011] Trial 5751 finished with value: 0.9948633256487835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 43, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:50:56,230] Trial 5752 finished with value: 0.9946261645478036 and parameters: {'classifier': 'SVC', 'svc_c': 515.6296773946093, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:51:01,202] Trial 5753 finished with value: 0.99698968464459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:51:04,407] Trial 5754 finished with value: 0.9971896141650062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:51:11,360] Trial 5755 finished with value: 0.9956344137575662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 50, 'rf_n_estimators': 51}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:51:13,337] Trial 5756 finished with value: 0.9971243526484393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:51:17,649] Trial 5757 finished with value: 0.9974691781577176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:51:21,472] Trial 5758 finished with value: 0.9972450303287723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:51:24,963] Trial 5759 finished with value: 0.9972047974529884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 11, 'rf_n_estimators': 101}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:51:30,273] Trial 5760 finished with value: 0.9974657006034583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:51:35,107] Trial 5761 finished with value: 0.9970920019771894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:51:37,117] Trial 5762 finished with value: 0.9966850558933572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:51:40,712] Trial 5763 finished with value: 0.9976414027383033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:51:44,580] Trial 5764 finished with value: 0.9971905720467915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:51:46,502] Trial 5765 finished with value: 0.9911653590486291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 18, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:51:49,108] Trial 5766 finished with value: 0.9974569557943371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:51:57,087] Trial 5767 finished with value: 0.9895706306960679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 71, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:51:59,517] Trial 5768 finished with value: 0.9974628904339169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:52:02,825] Trial 5769 finished with value: 0.9968571619011205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:52:10,187] Trial 5770 finished with value: 0.9853941803243121 and parameters: {'classifier': 'SVC', 'svc_c': 0.05379930083582621, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:52:12,381] Trial 5771 finished with value: 0.9958835775003934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:52:17,277] Trial 5772 finished with value: 0.9974160078000218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:52:25,785] Trial 5773 finished with value: 0.9972450006855668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 22, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:52:44,039] Trial 5774 finished with value: 0.9965325990145363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 67, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:52:50,378] Trial 5775 finished with value: 0.997069450321395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 23, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:52:51,924] Trial 5776 finished with value: 0.996854823483836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 37}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:53:02,854] Trial 5777 finished with value: 0.9964594609110451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 36, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:53:08,024] Trial 5778 finished with value: 0.9973454902955506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:53:11,655] Trial 5779 finished with value: 0.997587886151775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:53:16,902] Trial 5780 finished with value: 0.9970418351046293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:53:28,810] Trial 5781 finished with value: 0.9965086218506277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 55, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:53:32,710] Trial 5782 finished with value: 0.9974565981398577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:53:41,090] Trial 5783 finished with value: 0.9966375763328984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 36, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:53:43,313] Trial 5784 finished with value: 0.997166344566007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:53:55,436] Trial 5785 finished with value: 0.9971504871331321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 39, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:53:59,007] Trial 5786 finished with value: 0.9975135494027324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:54:02,093] Trial 5787 finished with value: 0.9971080525034933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 39}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:54:05,547] Trial 5788 finished with value: 0.9973660074245242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:54:10,485] Trial 5789 finished with value: 0.9850765916524669 and parameters: {'classifier': 'SVC', 'svc_c': 9.23668786145056e-10, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:54:15,705] Trial 5790 finished with value: 0.9971596980769002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:54:20,267] Trial 5791 finished with value: 0.9972289267049491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:54:23,741] Trial 5792 finished with value: 0.9973319403672384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:54:26,905] Trial 5793 finished with value: 0.9967284168255635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:54:29,061] Trial 5794 finished with value: 0.9957908874494324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:54:35,280] Trial 5795 finished with value: 0.9968759132598745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 19, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:54:39,522] Trial 5796 finished with value: 0.9972715663932084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:54:43,590] Trial 5797 finished with value: 0.9975175618359464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:54:53,972] Trial 5798 finished with value: 0.9971180789210559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 32, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:54:56,060] Trial 5799 finished with value: 0.9971219518026908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 3, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:55:19,276] Trial 5800 finished with value: 0.9966797404603519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 65, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:55:26,007] Trial 5801 finished with value: 0.997292040009511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:55:28,279] Trial 5802 finished with value: 0.997364679764379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:55:31,447] Trial 5803 finished with value: 0.9970865266803441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:55:34,203] Trial 5804 finished with value: 0.9965283462936246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:55:36,756] Trial 5805 finished with value: 0.9971146720788543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:55:41,817] Trial 5806 finished with value: 0.9973991495439729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:55:58,793] Trial 5807 finished with value: 0.9967627403886178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 56, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:56:04,522] Trial 5808 finished with value: 0.996991627797975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:56:08,307] Trial 5809 finished with value: 0.9975464788464629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:56:15,489] Trial 5810 finished with value: 0.985383855665633 and parameters: {'classifier': 'SVC', 'svc_c': 0.009411559163111573, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:56:31,502] Trial 5811 finished with value: 0.9966482899713714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 45, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:56:35,528] Trial 5812 finished with value: 0.9974186857811785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:56:41,339] Trial 5813 finished with value: 0.9973546162769406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:56:44,683] Trial 5814 finished with value: 0.997614292217742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:56:47,924] Trial 5815 finished with value: 0.9976128840702634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:56:50,338] Trial 5816 finished with value: 0.9913833671158985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 27, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:56:54,579] Trial 5817 finished with value: 0.9974021218624833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:56:56,662] Trial 5818 finished with value: 0.9972240217700393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 108}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:57:00,865] Trial 5819 finished with value: 0.997361390384173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:57:06,110] Trial 5820 finished with value: 0.9970980664248108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:57:09,819] Trial 5821 finished with value: 0.9974607710716699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:57:12,194] Trial 5822 finished with value: 0.9973570370223569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:57:16,470] Trial 5823 finished with value: 0.9973361100617839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:57:32,773] Trial 5824 finished with value: 0.997121997060947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 53, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:57:39,107] Trial 5825 finished with value: 0.9965241467654461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 23, 'rf_n_estimators': 103}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:58:18,079] Trial 5826 finished with value: 0.9922849106560715 and parameters: {'classifier': 'SVC', 'svc_c': 4551680.845924707, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:58:21,607] Trial 5827 finished with value: 0.9974410108283133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:58:25,215] Trial 5828 finished with value: 0.9971065730726743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:58:28,267] Trial 5829 finished with value: 0.9942407723116927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 17, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:58:31,985] Trial 5830 finished with value: 0.9973808784114971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:58:33,989] Trial 5831 finished with value: 0.997391485791456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:58:36,937] Trial 5832 finished with value: 0.9973525328102667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:58:42,514] Trial 5833 finished with value: 0.9968574991798634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:58:56,773] Trial 5834 finished with value: 0.9969939184497089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 51, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:59:01,438] Trial 5835 finished with value: 0.9975604788183032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:59:04,270] Trial 5836 finished with value: 0.9966785585089398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:59:06,905] Trial 5837 finished with value: 0.9971385029944849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:59:10,234] Trial 5838 finished with value: 0.9972855941991933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:59:15,171] Trial 5839 finished with value: 0.99731192488763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:59:18,692] Trial 5840 finished with value: 0.9975934999211105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:59:23,577] Trial 5841 finished with value: 0.9973684941213126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 98}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:59:27,287] Trial 5842 finished with value: 0.996983569257627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 21, 'rf_n_estimators': 67}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:59:29,859] Trial 5843 finished with value: 0.9975235085994072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:59:32,268] Trial 5844 finished with value: 0.9961109598981785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:59:34,509] Trial 5845 finished with value: 0.9891194030585474 and parameters: {'classifier': 'SVC', 'svc_c': 6.504408638635897, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:59:45,142] Trial 5846 finished with value: 0.997112686206246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 29, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:59:48,867] Trial 5847 finished with value: 0.9975604152790124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:59:52,512] Trial 5848 finished with value: 0.9975355182235939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 08:59:57,302] Trial 5849 finished with value: 0.9972565592188746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:00:21,746] Trial 5850 finished with value: 0.996780008444528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 68, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:00:25,004] Trial 5851 finished with value: 0.9972122261228247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:00:38,682] Trial 5852 finished with value: 0.9969994788358839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 47, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:00:46,626] Trial 5853 finished with value: 0.9964231592829077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 34, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:00:49,402] Trial 5854 finished with value: 0.9973777178554575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:00:52,274] Trial 5855 finished with value: 0.9972220133317787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:00:53,245] Trial 5856 finished with value: 0.9968043813801425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:00:55,881] Trial 5857 finished with value: 0.9971845087417345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:00:58,833] Trial 5858 finished with value: 0.9968722026224225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:01:01,446] Trial 5859 finished with value: 0.9973503984677272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:01:02,166] Trial 5860 finished with value: 0.9964879441595803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 26}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:01:04,488] Trial 5861 finished with value: 0.9974412028743916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:01:06,593] Trial 5862 finished with value: 0.9971355229001874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:01:10,638] Trial 5863 finished with value: 0.9974399138392797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:01:11,446] Trial 5864 finished with value: 0.9926935268838086 and parameters: {'classifier': 'SVC', 'svc_c': 65.27601831183244, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:01:12,783] Trial 5865 finished with value: 0.993907901202642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:01:18,230] Trial 5866 finished with value: 0.9964828194079228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 28, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:01:21,033] Trial 5867 finished with value: 0.9968415319338287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:01:30,689] Trial 5868 finished with value: 0.9969101952145318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 44, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:01:33,382] Trial 5869 finished with value: 0.997535210524581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:01:36,315] Trial 5870 finished with value: 0.9975635583792029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:01:37,792] Trial 5871 finished with value: 0.9974398527755456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:01:41,909] Trial 5872 finished with value: 0.9971921579265519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 26, 'rf_n_estimators': 72}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:01:44,088] Trial 5873 finished with value: 0.9972779065162941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:01:45,392] Trial 5874 finished with value: 0.9971432546987778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 3, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:01:47,989] Trial 5875 finished with value: 0.9973753733127569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:01:48,458] Trial 5876 finished with value: 0.9905922028446285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 5}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:01:52,048] Trial 5877 finished with value: 0.9969945103299452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:02:09,903] Trial 5878 finished with value: 0.9963639112111453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 67, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:02:12,968] Trial 5879 finished with value: 0.9969959719240601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:02:16,108] Trial 5880 finished with value: 0.9969023341474442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 76}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:02:19,644] Trial 5881 finished with value: 0.9972327327148132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:02:23,112] Trial 5882 finished with value: 0.9972994192951633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:02:26,412] Trial 5883 finished with value: 0.9883401508491367 and parameters: {'classifier': 'SVC', 'svc_c': 36869.852997953276, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:02:28,775] Trial 5884 finished with value: 0.997213870654238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:02:33,449] Trial 5885 finished with value: 0.9973333090644981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:02:37,160] Trial 5886 finished with value: 0.9974221970093576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:02:43,372] Trial 5887 finished with value: 0.9968492943277619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 19, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:02:48,663] Trial 5888 finished with value: 0.9973025803272715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:02:59,712] Trial 5889 finished with value: 0.9967209876796588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 42, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:03:02,177] Trial 5890 finished with value: 0.9966303582440781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:03:11,504] Trial 5891 finished with value: 0.9969119533993919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 30, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:03:16,373] Trial 5892 finished with value: 0.99689972392672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:03:19,241] Trial 5893 finished with value: 0.9975004977595674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:03:20,954] Trial 5894 finished with value: 0.996104295858009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 3, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:03:26,062] Trial 5895 finished with value: 0.9972176406098391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:03:41,768] Trial 5896 finished with value: 0.9965465085333399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 62, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:03:45,656] Trial 5897 finished with value: 0.9975834697902126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:03:49,983] Trial 5898 finished with value: 0.9976509395669054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:03:54,239] Trial 5899 finished with value: 0.9971635887635012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:03:58,684] Trial 5900 finished with value: 0.9972070887077424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:04:05,353] Trial 5901 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.1508122429950604e-06, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:04:08,631] Trial 5902 finished with value: 0.9970192904629126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:04:11,903] Trial 5903 finished with value: 0.9974478390804161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:04:16,123] Trial 5904 finished with value: 0.9973460197155851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:04:20,374] Trial 5905 finished with value: 0.9907473851845155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 35, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:04:24,383] Trial 5906 finished with value: 0.9971908601952534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:04:36,425] Trial 5907 finished with value: 0.9969130687011983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 41, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:04:46,507] Trial 5908 finished with value: 0.9969106679189257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 38, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:04:49,415] Trial 5909 finished with value: 0.9971754071985336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:04:52,493] Trial 5910 finished with value: 0.9975775906284948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:04:55,236] Trial 5911 finished with value: 0.997348259174074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 31}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:04:57,867] Trial 5912 finished with value: 0.9972892994729389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:05:00,632] Trial 5913 finished with value: 0.9974308187071358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:05:11,885] Trial 5914 finished with value: 0.9966783079064223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 58, 'rf_n_estimators': 86}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:05:16,065] Trial 5915 finished with value: 0.9973082406561172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:05:19,176] Trial 5916 finished with value: 0.9976374956432043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:05:26,113] Trial 5917 finished with value: 0.9970403099394858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 26, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:05:33,451] Trial 5918 finished with value: 0.9972760963447417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 21, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:05:36,591] Trial 5919 finished with value: 0.9973304214227247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:05:45,121] Trial 5920 finished with value: 0.9972548856155381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 30, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:05:47,043] Trial 5921 finished with value: 0.9972280687975724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:05:50,658] Trial 5922 finished with value: 0.9866100072554329 and parameters: {'classifier': 'SVC', 'svc_c': 40665452.08339981, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:05:54,085] Trial 5923 finished with value: 0.9970382700489591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:05:58,865] Trial 5924 finished with value: 0.9975537448595234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:06:11,099] Trial 5925 finished with value: 0.9965151830282393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 48, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:06:11,800] Trial 5926 finished with value: 0.9967305389172707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 1, 'rf_n_estimators': 55}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:06:13,723] Trial 5927 finished with value: 0.9974975465785034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:06:16,160] Trial 5928 finished with value: 0.996534284233947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:06:18,414] Trial 5929 finished with value: 0.9973484760709338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:06:22,467] Trial 5930 finished with value: 0.9973946100710674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:06:24,979] Trial 5931 finished with value: 0.9944166254872395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 23, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:06:27,652] Trial 5932 finished with value: 0.9972123625323509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:06:28,795] Trial 5933 finished with value: 0.9951578387989338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:06:31,133] Trial 5934 finished with value: 0.997488635526223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:06:33,898] Trial 5935 finished with value: 0.997298910409555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:06:37,344] Trial 5936 finished with value: 0.9974954546378084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:06:39,654] Trial 5937 finished with value: 0.9973096290626174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:06:41,887] Trial 5938 finished with value: 0.9973662508225368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:06:42,739] Trial 5939 finished with value: 0.9935393239003366 and parameters: {'classifier': 'SVC', 'svc_c': 188.84088360594143, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:06:46,087] Trial 5940 finished with value: 0.9973334551223482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:06:48,400] Trial 5941 finished with value: 0.9969258073133819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:06:50,848] Trial 5942 finished with value: 0.9972338085029248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:06:54,178] Trial 5943 finished with value: 0.9973824423286256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:06:57,955] Trial 5944 finished with value: 0.9973420043624835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:07:01,200] Trial 5945 finished with value: 0.9974634077300708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:07:03,252] Trial 5946 finished with value: 0.9962075907498962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:07:12,810] Trial 5947 finished with value: 0.997172389653505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 32, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:07:15,611] Trial 5948 finished with value: 0.9971742112507043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:07:17,481] Trial 5949 finished with value: 0.9969945500658053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 95}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:07:22,629] Trial 5950 finished with value: 0.9975830133038895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:07:25,119] Trial 5951 finished with value: 0.9973968357553046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:07:27,724] Trial 5952 finished with value: 0.9971644671100904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:07:31,784] Trial 5953 finished with value: 0.9973565094431209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:07:34,242] Trial 5954 finished with value: 0.9972177691483642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:07:35,709] Trial 5955 finished with value: 0.9955749930315868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:07:40,221] Trial 5956 finished with value: 0.99710718650295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:07:42,097] Trial 5957 finished with value: 0.9852044160113281 and parameters: {'classifier': 'SVC', 'svc_c': 2.3732013122309726e-08, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:07:45,870] Trial 5958 finished with value: 0.9972122727140728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:07:48,248] Trial 5959 finished with value: 0.9975327069114881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:07:50,955] Trial 5960 finished with value: 0.997360015275856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:07:53,922] Trial 5961 finished with value: 0.9973895371474132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:07:56,297] Trial 5962 finished with value: 0.9970959159911524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:07:58,793] Trial 5963 finished with value: 0.9972629865259924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:08:00,641] Trial 5964 finished with value: 0.9973013265212368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:08:02,870] Trial 5965 finished with value: 0.9972952807989808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:08:04,419] Trial 5966 finished with value: 0.9975008397037826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:08:06,892] Trial 5967 finished with value: 0.9975972668933482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:08:09,536] Trial 5968 finished with value: 0.9974208871541785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:08:12,295] Trial 5969 finished with value: 0.9974618630778522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:08:16,266] Trial 5970 finished with value: 0.996341666143537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 20, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:08:21,113] Trial 5971 finished with value: 0.9973619116475653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:08:25,537] Trial 5972 finished with value: 0.9974413032613928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:08:27,341] Trial 5973 finished with value: 0.9974970959954311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 49}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:08:30,314] Trial 5974 finished with value: 0.9974218198360653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:08:34,175] Trial 5975 finished with value: 0.9974426069911558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 108}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:08:41,143] Trial 5976 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.3144690726419578e-07, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:08:44,473] Trial 5977 finished with value: 0.9972987012567446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:08:48,298] Trial 5978 finished with value: 0.9976252437000938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:08:52,820] Trial 5979 finished with value: 0.9974703584587585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:08:54,212] Trial 5980 finished with value: 0.9968676537550963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 61}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:08:56,710] Trial 5981 finished with value: 0.9971013049291512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:08:59,542] Trial 5982 finished with value: 0.9905509241413175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:09:02,390] Trial 5983 finished with value: 0.9975260559155985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:09:05,994] Trial 5984 finished with value: 0.9972341210895754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:09:16,727] Trial 5985 finished with value: 0.997138919744948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 38, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:09:19,798] Trial 5986 finished with value: 0.9974363911854537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:09:21,983] Trial 5987 finished with value: 0.9971728197021511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:09:26,305] Trial 5988 finished with value: 0.9974886650107391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:09:30,463] Trial 5989 finished with value: 0.9975901484615575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:09:35,782] Trial 5990 finished with value: 0.997403156835646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:09:38,797] Trial 5991 finished with value: 0.9967438428133241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:09:41,381] Trial 5992 finished with value: 0.9975547138495764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:09:44,716] Trial 5993 finished with value: 0.9973992433294895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:09:51,067] Trial 5994 finished with value: 0.9972107580859145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:09:58,570] Trial 5995 finished with value: 0.9853884445861983 and parameters: {'classifier': 'SVC', 'svc_c': 0.018339299279522252, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:10:00,010] Trial 5996 finished with value: 0.995975440271058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:10:03,665] Trial 5997 finished with value: 0.9973229613323603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:10:05,561] Trial 5998 finished with value: 0.9938846574382998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:10:10,638] Trial 5999 finished with value: 0.997431405128452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:10:14,660] Trial 6000 finished with value: 0.9972914620939539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:10:17,028] Trial 6001 finished with value: 0.9965026552509749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:10:28,842] Trial 6002 finished with value: 0.9967584404734376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 35, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:10:32,477] Trial 6003 finished with value: 0.997013485663112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:10:34,388] Trial 6004 finished with value: 0.9969844639175007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:10:37,529] Trial 6005 finished with value: 0.9974337529084193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:10:44,452] Trial 6006 finished with value: 0.9971147707837466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 21, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:10:47,488] Trial 6007 finished with value: 0.9970884066435554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 12, 'rf_n_estimators': 82}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:10:51,921] Trial 6008 finished with value: 0.9974161321174054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:11:09,002] Trial 6009 finished with value: 0.9968049996980556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 61, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:11:11,590] Trial 6010 finished with value: 0.9974839931272834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:11:14,660] Trial 6011 finished with value: 0.9974116837322944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:11:17,673] Trial 6012 finished with value: 0.9973868105437824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:11:19,952] Trial 6013 finished with value: 0.9975099638443737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:11:24,478] Trial 6014 finished with value: 0.9971959219789022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:11:28,269] Trial 6015 finished with value: 0.9974458663790392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:11:34,093] Trial 6016 finished with value: 0.9850769189972445 and parameters: {'classifier': 'SVC', 'svc_c': 0.00012162258532697142, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:11:36,720] Trial 6017 finished with value: 0.9954629983984072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:11:40,702] Trial 6018 finished with value: 0.997516341925997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:11:44,184] Trial 6019 finished with value: 0.9973930276507389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:11:46,905] Trial 6020 finished with value: 0.9973192395866407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:11:50,412] Trial 6021 finished with value: 0.997456508512007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:12:04,203] Trial 6022 finished with value: 0.9968001470037414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 44, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:12:07,742] Trial 6023 finished with value: 0.997677079986587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:12:11,298] Trial 6024 finished with value: 0.9966709870819958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:12:16,882] Trial 6025 finished with value: 0.9968704683044688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 27, 'rf_n_estimators': 100}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:12:19,432] Trial 6026 finished with value: 0.9975592513547317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:12:24,205] Trial 6027 finished with value: 0.9973400393099424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:12:26,087] Trial 6028 finished with value: 0.9973024582632792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:12:27,198] Trial 6029 finished with value: 0.996761619024871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:12:29,465] Trial 6030 finished with value: 0.9973674016073236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:12:32,202] Trial 6031 finished with value: 0.9973949034245462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:12:36,025] Trial 6032 finished with value: 0.9973754239029814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:12:37,705] Trial 6033 finished with value: 0.9867330436335733 and parameters: {'classifier': 'SVC', 'svc_c': 409206653.7971431, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:12:39,969] Trial 6034 finished with value: 0.9972730541710968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:12:42,267] Trial 6035 finished with value: 0.997039257129619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:12:48,970] Trial 6036 finished with value: 0.9971404211066609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 31, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:12:51,270] Trial 6037 finished with value: 0.9971432373381424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:12:54,384] Trial 6038 finished with value: 0.9975773469448413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:12:56,536] Trial 6039 finished with value: 0.9972776442659649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:13:05,151] Trial 6040 finished with value: 0.9971268718131069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 34, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:13:09,914] Trial 6041 finished with value: 0.9971006430668289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:13:14,474] Trial 6042 finished with value: 0.9965741675801559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 22, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:13:18,438] Trial 6043 finished with value: 0.9973721443297886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:13:22,383] Trial 6044 finished with value: 0.9970501600212346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:13:34,282] Trial 6045 finished with value: 0.9970364276951681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 40, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:13:39,088] Trial 6046 finished with value: 0.9975196932585985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:13:41,437] Trial 6047 finished with value: 0.9966051132777181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:13:44,067] Trial 6048 finished with value: 0.9974459012589997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:13:45,302] Trial 6049 finished with value: 0.9887167728540626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:13:48,520] Trial 6050 finished with value: 0.9969726597010511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:13:54,008] Trial 6051 finished with value: 0.9853523921641106 and parameters: {'classifier': 'SVC', 'svc_c': 0.0034524117992402953, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:14:04,359] Trial 6052 finished with value: 0.9967095676505789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 37, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:14:07,351] Trial 6053 finished with value: 0.9971430992782447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:14:11,018] Trial 6054 finished with value: 0.9977105077154645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:14:18,686] Trial 6055 finished with value: 0.997089732431164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 26, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:14:28,118] Trial 6056 finished with value: 0.9965142115626294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 32, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:14:38,093] Trial 6057 finished with value: 0.9970020801699939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 31, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:14:42,408] Trial 6058 finished with value: 0.9974788265768023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:14:47,168] Trial 6059 finished with value: 0.9972993750207824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:14:49,859] Trial 6060 finished with value: 0.997658725510366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:15:10,907] Trial 6061 finished with value: 0.99586367630899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 68, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:15:13,966] Trial 6062 finished with value: 0.9975522061740314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:15:19,934] Trial 6063 finished with value: 0.9974097094122842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:15:24,637] Trial 6064 finished with value: 0.9973667560265479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:15:28,396] Trial 6065 finished with value: 0.997098857682582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 90}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:15:31,757] Trial 6066 finished with value: 0.9970747670873924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:15:34,216] Trial 6067 finished with value: 0.9974425964541705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:15:39,036] Trial 6068 finished with value: 0.9973498369289303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:15:42,301] Trial 6069 finished with value: 0.9903218947365621 and parameters: {'classifier': 'SVC', 'svc_c': 12820.442218320568, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:15:45,312] Trial 6070 finished with value: 0.9973903384026251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:15:48,047] Trial 6071 finished with value: 0.9974083267503454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:15:53,096] Trial 6072 finished with value: 0.997426222105997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:15:57,548] Trial 6073 finished with value: 0.9971236438774898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:16:04,765] Trial 6074 finished with value: 0.9969773360278137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 23, 'rf_n_estimators': 108}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:16:08,509] Trial 6075 finished with value: 0.9973910504425793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:16:12,236] Trial 6076 finished with value: 0.9973142031615801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:16:15,278] Trial 6077 finished with value: 0.9973009349071966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:16:19,153] Trial 6078 finished with value: 0.9974154367081148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:16:21,835] Trial 6079 finished with value: 0.9965014330558963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:16:25,821] Trial 6080 finished with value: 0.9974871111227893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:16:27,362] Trial 6081 finished with value: 0.994153273249402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 4, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:16:32,528] Trial 6082 finished with value: 0.9968438011942128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:16:35,967] Trial 6083 finished with value: 0.9973693266066256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:16:41,348] Trial 6084 finished with value: 0.9968806231018673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:16:43,103] Trial 6085 finished with value: 0.9968842791818561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 70}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:16:46,253] Trial 6086 finished with value: 0.9974336872744267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:16:50,531] Trial 6087 finished with value: 0.9973003853335908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:17:01,412] Trial 6088 finished with value: 0.9926152516191383 and parameters: {'classifier': 'SVC', 'svc_c': 2216789.4271208723, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:17:03,760] Trial 6089 finished with value: 0.9972638447190102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:17:06,201] Trial 6090 finished with value: 0.9973803965348479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:17:10,543] Trial 6091 finished with value: 0.9971398140874427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:17:14,032] Trial 6092 finished with value: 0.9972787986688733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:17:16,661] Trial 6093 finished with value: 0.9975393507980863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:17:18,190] Trial 6094 finished with value: 0.9973943218908675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:17:19,017] Trial 6095 finished with value: 0.9875594948086027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:17:21,588] Trial 6096 finished with value: 0.9971650213174308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:17:23,841] Trial 6097 finished with value: 0.9946587941635223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:17:26,664] Trial 6098 finished with value: 0.997369255767616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:17:31,333] Trial 6099 finished with value: 0.9974505112535356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:17:33,462] Trial 6100 finished with value: 0.9965480621039107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:17:35,254] Trial 6101 finished with value: 0.9971224783663136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:17:39,030] Trial 6102 finished with value: 0.9976544326410015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:17:44,668] Trial 6103 finished with value: 0.9972559873017821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:17:51,438] Trial 6104 finished with value: 0.9967911736182106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 27, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:17:54,237] Trial 6105 finished with value: 0.9972960536805034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:17:55,985] Trial 6106 finished with value: 0.9966164034987562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:17:59,733] Trial 6107 finished with value: 0.9973530747032987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:18:05,848] Trial 6108 finished with value: 0.9854018819084147 and parameters: {'classifier': 'SVC', 'svc_c': 0.12302620633307254, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:18:09,743] Trial 6109 finished with value: 0.9975585228110657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:18:13,139] Trial 6110 finished with value: 0.9974760737259221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:18:16,257] Trial 6111 finished with value: 0.997093833444878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:18:19,841] Trial 6112 finished with value: 0.9974570989957755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:18:22,117] Trial 6113 finished with value: 0.9971903032267152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:18:25,741] Trial 6114 finished with value: 0.997431535476038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:18:31,040] Trial 6115 finished with value: 0.9975282944854262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:18:33,498] Trial 6116 finished with value: 0.9973982682457584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:18:38,419] Trial 6117 finished with value: 0.997175456773145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:18:40,779] Trial 6118 finished with value: 0.9960501263592482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:18:44,226] Trial 6119 finished with value: 0.9973110507304446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:18:49,337] Trial 6120 finished with value: 0.9973960827734499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:18:57,785] Trial 6121 finished with value: 0.9966837249642074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 26, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:19:09,778] Trial 6122 finished with value: 0.9970386091367623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 39, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:19:14,169] Trial 6123 finished with value: 0.9975127728078745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:19:16,871] Trial 6124 finished with value: 0.9974834652941444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:19:18,839] Trial 6125 finished with value: 0.9945765396952272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:19:24,179] Trial 6126 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 3.231448265822407e-07, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:19:31,162] Trial 6127 finished with value: 0.996146195037411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 33, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:19:35,738] Trial 6128 finished with value: 0.9973850070371904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:19:47,727] Trial 6129 finished with value: 0.9969479081956764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 43, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:19:49,821] Trial 6130 finished with value: 0.9973407078689633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 4, 'rf_n_estimators': 108}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:19:54,616] Trial 6131 finished with value: 0.9971473283544156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:19:59,319] Trial 6132 finished with value: 0.9972446499182134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:20:02,093] Trial 6133 finished with value: 0.9976594422157925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:20:06,714] Trial 6134 finished with value: 0.9975152404301805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:20:10,370] Trial 6135 finished with value: 0.9971488394279279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:20:14,600] Trial 6136 finished with value: 0.997449556894658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:20:34,446] Trial 6137 finished with value: 0.9965998123806745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 67, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:20:36,678] Trial 6138 finished with value: 0.9974162695742828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 104}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:20:39,818] Trial 6139 finished with value: 0.9975061879537841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:20:44,296] Trial 6140 finished with value: 0.9972651683484414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:20:47,240] Trial 6141 finished with value: 0.9968767760866268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:20:49,723] Trial 6142 finished with value: 0.9931691651933156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 63, 'rf_n_estimators': 11}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:20:52,394] Trial 6143 finished with value: 0.9973770751310932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:20:55,506] Trial 6144 finished with value: 0.9875184775621735 and parameters: {'classifier': 'SVC', 'svc_c': 69891.95355700757, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:21:00,004] Trial 6145 finished with value: 0.9970874613934572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:21:04,216] Trial 6146 finished with value: 0.9976513266424248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:21:07,383] Trial 6147 finished with value: 0.9954908556801932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:21:13,350] Trial 6148 finished with value: 0.9972234674040094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 21, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:21:17,679] Trial 6149 finished with value: 0.9976020324988445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:21:22,059] Trial 6150 finished with value: 0.9973034779705084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:21:23,103] Trial 6151 finished with value: 0.9969795402889633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:21:25,245] Trial 6152 finished with value: 0.9974283180139304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:21:29,039] Trial 6153 finished with value: 0.9972429643814236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:21:31,714] Trial 6154 finished with value: 0.9974343764948254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:21:34,066] Trial 6155 finished with value: 0.9974040615881742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:21:35,944] Trial 6156 finished with value: 0.9974586518046363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:21:37,182] Trial 6157 finished with value: 0.9962771889658777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:21:39,293] Trial 6158 finished with value: 0.9974968526291565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:21:53,389] Trial 6159 finished with value: 0.9968279988900832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 58, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:21:55,635] Trial 6160 finished with value: 0.9970364454683963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:21:57,946] Trial 6161 finished with value: 0.9975322370635059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:22:00,114] Trial 6162 finished with value: 0.997506154438554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:22:02,611] Trial 6163 finished with value: 0.9950543834401865 and parameters: {'classifier': 'SVC', 'svc_c': 335655.0924359457, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:22:04,456] Trial 6164 finished with value: 0.9965279179905634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:22:07,570] Trial 6165 finished with value: 0.9974664451747673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:22:09,236] Trial 6166 finished with value: 0.9975737292359824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:22:13,745] Trial 6167 finished with value: 0.9970714690427376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:22:17,248] Trial 6168 finished with value: 0.9975455043657521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:22:20,393] Trial 6169 finished with value: 0.9974390151486917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:22:22,529] Trial 6170 finished with value: 0.9974409269132861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:22:25,571] Trial 6171 finished with value: 0.9973786073737901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:22:40,151] Trial 6172 finished with value: 0.9966888221673608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 66, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:22:48,729] Trial 6173 finished with value: 0.9965971505223749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 36, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:22:50,585] Trial 6174 finished with value: 0.9974722561951976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:22:51,419] Trial 6175 finished with value: 0.9959315738491994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 21}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:22:53,927] Trial 6176 finished with value: 0.9974583041158601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:22:57,341] Trial 6177 finished with value: 0.9976791339687446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:22:58,474] Trial 6178 finished with value: 0.9904234807008215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:22:59,578] Trial 6179 finished with value: 0.9938283646735293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 101}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:23:01,022] Trial 6180 finished with value: 0.9973784939742467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:23:02,079] Trial 6181 finished with value: 0.996852854654484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 3, 'rf_n_estimators': 105}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:23:03,897] Trial 6182 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 1.2408026800814637e-05, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:23:05,920] Trial 6183 finished with value: 0.9974439970797652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:23:08,831] Trial 6184 finished with value: 0.9972905558814819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:23:10,172] Trial 6185 finished with value: 0.9971176992404689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:23:16,753] Trial 6186 finished with value: 0.99656136120754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 39, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:23:21,965] Trial 6187 finished with value: 0.9969630916423483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 26, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:23:26,110] Trial 6188 finished with value: 0.9975946747314935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:23:29,244] Trial 6189 finished with value: 0.9972385653170205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:23:31,019] Trial 6190 finished with value: 0.9968302550744496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 45}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:23:33,097] Trial 6191 finished with value: 0.9975660261284603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:23:45,277] Trial 6192 finished with value: 0.9964932393120626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 51, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:23:55,081] Trial 6193 finished with value: 0.9970297752710727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 43, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:23:57,868] Trial 6194 finished with value: 0.9976089865282743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:24:00,285] Trial 6195 finished with value: 0.9974424378598469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:24:02,538] Trial 6196 finished with value: 0.9971453087761493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:24:03,765] Trial 6197 finished with value: 0.9972667847600688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 85}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:24:05,864] Trial 6198 finished with value: 0.9972347778103569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:24:07,814] Trial 6199 finished with value: 0.9976519200778188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:24:09,597] Trial 6200 finished with value: 0.985335512802353 and parameters: {'classifier': 'SVC', 'svc_c': 0.002144446804446541, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:24:13,320] Trial 6201 finished with value: 0.997200040480203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:24:16,009] Trial 6202 finished with value: 0.9975120668933366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:24:19,388] Trial 6203 finished with value: 0.9974717612742688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:24:20,433] Trial 6204 finished with value: 0.9964538343195949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:24:26,059] Trial 6205 finished with value: 0.9972230997838273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 26, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:24:28,296] Trial 6206 finished with value: 0.9974139530561544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:24:30,566] Trial 6207 finished with value: 0.9972375340571932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:24:33,107] Trial 6208 finished with value: 0.9974986644193425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:24:35,564] Trial 6209 finished with value: 0.9972591404946272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:24:38,372] Trial 6210 finished with value: 0.9973956201934486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:24:40,208] Trial 6211 finished with value: 0.9973804029141674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:24:44,858] Trial 6212 finished with value: 0.9965467061652898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 22, 'rf_n_estimators': 108}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:24:45,852] Trial 6213 finished with value: 0.9907765471482018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:24:47,110] Trial 6214 finished with value: 0.9969774284486003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 33}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:24:49,498] Trial 6215 finished with value: 0.9957222188050229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:24:52,434] Trial 6216 finished with value: 0.997211048138651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:24:54,754] Trial 6217 finished with value: 0.9976233543742001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:24:59,590] Trial 6218 finished with value: 0.9972440284265093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 25, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:25:01,343] Trial 6219 finished with value: 0.9866067297452042 and parameters: {'classifier': 'SVC', 'svc_c': 3731518608.0165925, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:25:02,604] Trial 6220 finished with value: 0.9971668683366938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:25:05,010] Trial 6221 finished with value: 0.9974629110635567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:25:07,391] Trial 6222 finished with value: 0.9975669068553926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:25:12,740] Trial 6223 finished with value: 0.9972518034521297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 23, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:25:14,928] Trial 6224 finished with value: 0.9971501508065267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:25:17,863] Trial 6225 finished with value: 0.9970740002678102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:25:21,378] Trial 6226 finished with value: 0.9969224780703639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 19, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:25:24,343] Trial 6227 finished with value: 0.9973934045066523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:25:27,489] Trial 6228 finished with value: 0.9973858222888197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:25:28,798] Trial 6229 finished with value: 0.9960930049704747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:25:30,157] Trial 6230 finished with value: 0.9967431205537638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:25:35,870] Trial 6231 finished with value: 0.9970548831931486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 24, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:25:38,103] Trial 6232 finished with value: 0.9972278166398976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:25:41,592] Trial 6233 finished with value: 0.9970517195585319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:25:48,770] Trial 6234 finished with value: 0.9967805665873687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 32, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:25:50,905] Trial 6235 finished with value: 0.9974354060090679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:25:53,447] Trial 6236 finished with value: 0.9973451235322918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:25:56,235] Trial 6237 finished with value: 0.9972483403068803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:25:58,541] Trial 6238 finished with value: 0.9974319128714958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:26:00,775] Trial 6239 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 5.675630041793951e-09, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:26:01,644] Trial 6240 finished with value: 0.9968453510514483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 98}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:26:03,039] Trial 6241 finished with value: 0.9974768050942617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:26:04,820] Trial 6242 finished with value: 0.9969418566336453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:26:05,868] Trial 6243 finished with value: 0.9967868930314164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:26:07,872] Trial 6244 finished with value: 0.997360400796218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:26:11,080] Trial 6245 finished with value: 0.9975987429916867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:26:13,455] Trial 6246 finished with value: 0.9975783817275765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:26:17,151] Trial 6247 finished with value: 0.9974120706491244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:26:18,754] Trial 6248 finished with value: 0.997384673440045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:26:21,025] Trial 6249 finished with value: 0.9974682902897563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:26:23,832] Trial 6250 finished with value: 0.9975060561462544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:26:27,294] Trial 6251 finished with value: 0.9973564779273789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:26:29,594] Trial 6252 finished with value: 0.9974944465783914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:26:31,406] Trial 6253 finished with value: 0.9973635798237198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:26:34,495] Trial 6254 finished with value: 0.9975476558784995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:26:39,441] Trial 6255 finished with value: 0.9971888801306822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 23, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:26:41,277] Trial 6256 finished with value: 0.9852061372850018 and parameters: {'classifier': 'SVC', 'svc_c': 4.671217198873698e-08, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:26:54,003] Trial 6257 finished with value: 0.9961296805981137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 60, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:27:06,969] Trial 6258 finished with value: 0.9969310639677825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 53, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:27:11,601] Trial 6259 finished with value: 0.9970144944207631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 20, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:27:16,154] Trial 6260 finished with value: 0.9973668021099895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:27:18,893] Trial 6261 finished with value: 0.9970383761805216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:27:24,203] Trial 6262 finished with value: 0.9970036139361103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 24, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:27:26,879] Trial 6263 finished with value: 0.9969727803368374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:27:28,923] Trial 6264 finished with value: 0.9972740264618922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:27:31,216] Trial 6265 finished with value: 0.9974703958777513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:27:33,272] Trial 6266 finished with value: 0.9967085142059542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:27:35,583] Trial 6267 finished with value: 0.997472644095903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:27:45,940] Trial 6268 finished with value: 0.9965339973232634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 44, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:27:47,617] Trial 6269 finished with value: 0.994315371247589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:27:51,289] Trial 6270 finished with value: 0.9971610527777428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:27:53,327] Trial 6271 finished with value: 0.997492768404796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:27:55,637] Trial 6272 finished with value: 0.9974006017119291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:27:57,776] Trial 6273 finished with value: 0.9974505952320388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:28:00,063] Trial 6274 finished with value: 0.9973173068115515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:28:01,957] Trial 6275 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.5640684051431628e-06, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:28:04,537] Trial 6276 finished with value: 0.9969192420733183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:28:07,866] Trial 6277 finished with value: 0.9971521765102089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:28:09,675] Trial 6278 finished with value: 0.997520334142164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:28:11,351] Trial 6279 finished with value: 0.997516301174524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:28:25,546] Trial 6280 finished with value: 0.9970107878140254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 57, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:28:27,976] Trial 6281 finished with value: 0.9968887582257858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:28:38,330] Trial 6282 finished with value: 0.9967211271042862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 48, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:28:40,637] Trial 6283 finished with value: 0.9974713717549304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:28:42,581] Trial 6284 finished with value: 0.9951690265700068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 17, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:28:44,377] Trial 6285 finished with value: 0.9974406725656956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:28:47,575] Trial 6286 finished with value: 0.9974933316257019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:28:50,217] Trial 6287 finished with value: 0.99725334686657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:28:52,757] Trial 6288 finished with value: 0.9973859898014951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:28:55,811] Trial 6289 finished with value: 0.9970453395726343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:28:57,867] Trial 6290 finished with value: 0.9953631952476241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 28, 'rf_n_estimators': 64}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:29:00,698] Trial 6291 finished with value: 0.9974393429060621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:29:12,551] Trial 6292 finished with value: 0.9967570020479953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 55, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:29:13,824] Trial 6293 finished with value: 0.9972971162021698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:29:15,798] Trial 6294 finished with value: 0.9867336991483141 and parameters: {'classifier': 'SVC', 'svc_c': 154734281.14991403, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:29:24,480] Trial 6295 finished with value: 0.9970985603301271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 41, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:29:25,582] Trial 6296 finished with value: 0.9971080583432682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:29:26,652] Trial 6297 finished with value: 0.9969455624151973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:29:28,370] Trial 6298 finished with value: 0.9974353820152099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 80}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:29:31,153] Trial 6299 finished with value: 0.9973801713226566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:29:33,662] Trial 6300 finished with value: 0.9910013291957522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 32, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:29:36,378] Trial 6301 finished with value: 0.9974719027935981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:29:49,424] Trial 6302 finished with value: 0.9964022447001187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 56, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:29:50,958] Trial 6303 finished with value: 0.9973302252507187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 94}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:29:53,065] Trial 6304 finished with value: 0.9973739115282146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:30:01,949] Trial 6305 finished with value: 0.9969239554382189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 37, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:30:04,307] Trial 6306 finished with value: 0.9973617142060429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:30:06,116] Trial 6307 finished with value: 0.9970259057853941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 56}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:30:17,155] Trial 6308 finished with value: 0.9967818304225821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 48, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:30:19,967] Trial 6309 finished with value: 0.9972596241485991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:30:22,089] Trial 6310 finished with value: 0.9975612944190493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:30:24,758] Trial 6311 finished with value: 0.9971838844570947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:30:26,690] Trial 6312 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 2.8673894305264518e-05, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:30:30,021] Trial 6313 finished with value: 0.9973276977072437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:30:32,100] Trial 6314 finished with value: 0.9974692786716705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:30:34,493] Trial 6315 finished with value: 0.9975108969388535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:30:47,944] Trial 6316 finished with value: 0.9969290876800222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 54, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:30:50,830] Trial 6317 finished with value: 0.9972088377520851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:30:55,761] Trial 6318 finished with value: 0.9973535729567082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:31:01,723] Trial 6319 finished with value: 0.9973586063984055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:31:04,206] Trial 6320 finished with value: 0.9956529347625875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:31:07,897] Trial 6321 finished with value: 0.9970885085857142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:31:10,716] Trial 6322 finished with value: 0.9973883378988414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:31:12,128] Trial 6323 finished with value: 0.9900903180473533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 4, 'rf_n_estimators': 102}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:31:16,857] Trial 6324 finished with value: 0.9976745503484098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:31:20,961] Trial 6325 finished with value: 0.9973780608787614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:31:23,892] Trial 6326 finished with value: 0.9971785175134656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:31:28,111] Trial 6327 finished with value: 0.9970100519706406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 107}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:31:32,563] Trial 6328 finished with value: 0.9964735219148811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 20, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:31:36,169] Trial 6329 finished with value: 0.9974334142649465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:31:38,809] Trial 6330 finished with value: 0.9975079808916529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:31:42,290] Trial 6331 finished with value: 0.9909657666165285 and parameters: {'classifier': 'SVC', 'svc_c': 23.576799985998896, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:31:58,880] Trial 6332 finished with value: 0.9958762545812648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 58, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:32:02,283] Trial 6333 finished with value: 0.9968903622596293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 89}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:32:05,330] Trial 6334 finished with value: 0.9969948429432155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:32:11,585] Trial 6335 finished with value: 0.9973505576333331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:32:15,071] Trial 6336 finished with value: 0.9970824016092966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:32:22,086] Trial 6337 finished with value: 0.9961398960149154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 26, 'rf_n_estimators': 75}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:32:24,841] Trial 6338 finished with value: 0.9975925638432676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:32:43,825] Trial 6339 finished with value: 0.9961593287548046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 74, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:32:47,815] Trial 6340 finished with value: 0.997337021034942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:32:50,526] Trial 6341 finished with value: 0.9972199571914432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:33:01,799] Trial 6342 finished with value: 0.9964596344221852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 33, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:33:06,267] Trial 6343 finished with value: 0.997211532459119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:33:09,004] Trial 6344 finished with value: 0.9973627080786155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:33:29,989] Trial 6345 finished with value: 0.996158209739663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 70, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:33:32,097] Trial 6346 finished with value: 0.9973520518857547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:33:34,876] Trial 6347 finished with value: 0.9958873463769055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:33:44,729] Trial 6348 finished with value: 0.9969623797293456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 29, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:33:47,755] Trial 6349 finished with value: 0.9972860504316131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:33:51,713] Trial 6350 finished with value: 0.997346336364688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:34:16,985] Trial 6351 finished with value: 0.9907667539407834 and parameters: {'classifier': 'SVC', 'svc_c': 7764759.055798358, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:34:20,702] Trial 6352 finished with value: 0.9974157861107383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:34:23,896] Trial 6353 finished with value: 0.9974602669784854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:34:31,156] Trial 6354 finished with value: 0.9973190616004555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:34:38,909] Trial 6355 finished with value: 0.997292441684468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 29, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:34:41,623] Trial 6356 finished with value: 0.9974807061274206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:34:45,117] Trial 6357 finished with value: 0.9973624867384486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:34:50,626] Trial 6358 finished with value: 0.9972598980150026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 23, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:34:53,310] Trial 6359 finished with value: 0.9973461280053253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:34:58,247] Trial 6360 finished with value: 0.9969569300767298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 25, 'rf_n_estimators': 105}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:35:00,523] Trial 6361 finished with value: 0.9977226980235588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:35:02,884] Trial 6362 finished with value: 0.9974012382474013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:35:04,931] Trial 6363 finished with value: 0.9975070782338267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:35:07,984] Trial 6364 finished with value: 0.997478192104294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:35:09,279] Trial 6365 finished with value: 0.9972618161906545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 52}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:35:11,294] Trial 6366 finished with value: 0.9971978024181819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:35:12,533] Trial 6367 finished with value: 0.9940636765970684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 29, 'rf_n_estimators': 14}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:35:13,807] Trial 6368 finished with value: 0.997240218830262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:35:15,737] Trial 6369 finished with value: 0.9867327158444649 and parameters: {'classifier': 'SVC', 'svc_c': 932022618.9290468, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:35:18,191] Trial 6370 finished with value: 0.9974115242493093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:35:31,374] Trial 6371 finished with value: 0.9967870254102283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 54, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:35:42,687] Trial 6372 finished with value: 0.9965959126487699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 46, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:35:46,581] Trial 6373 finished with value: 0.9973782999921563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:35:48,948] Trial 6374 finished with value: 0.9972224580433382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:35:53,027] Trial 6375 finished with value: 0.9971211737161513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:35:55,712] Trial 6376 finished with value: 0.9972213386790796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:36:02,930] Trial 6377 finished with value: 0.9972095698503969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:36:06,124] Trial 6378 finished with value: 0.9975168964507163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:36:10,039] Trial 6379 finished with value: 0.9976442468991434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:36:13,085] Trial 6380 finished with value: 0.9975995083513253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:36:16,509] Trial 6381 finished with value: 0.9975959508810149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:36:19,488] Trial 6382 finished with value: 0.9975147639489755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:36:23,022] Trial 6383 finished with value: 0.9976120292732015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:36:29,074] Trial 6384 finished with value: 0.9972380999123455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:36:30,527] Trial 6385 finished with value: 0.9894979305122241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:36:37,232] Trial 6386 finished with value: 0.9971732978654652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:36:39,970] Trial 6387 finished with value: 0.9974580066364535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:36:42,930] Trial 6388 finished with value: 0.98936407160285 and parameters: {'classifier': 'SVC', 'svc_c': 3.511581784527074, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:36:46,264] Trial 6389 finished with value: 0.9975620239783284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:36:48,114] Trial 6390 finished with value: 0.9972446306533036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 3, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:36:52,387] Trial 6391 finished with value: 0.9972367309294446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:36:54,281] Trial 6392 finished with value: 0.9971873770551222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 42}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:36:58,842] Trial 6393 finished with value: 0.9973970462411069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:37:00,998] Trial 6394 finished with value: 0.9955708532024125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:37:05,966] Trial 6395 finished with value: 0.9972633929616354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:37:08,079] Trial 6396 finished with value: 0.9973055123069013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 67}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:37:15,358] Trial 6397 finished with value: 0.997419832281348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:37:16,388] Trial 6398 finished with value: 0.9869385084037416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:37:34,390] Trial 6399 finished with value: 0.9964551673117086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 64, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:37:37,331] Trial 6400 finished with value: 0.9962093467448406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:37:41,273] Trial 6401 finished with value: 0.9972057571120966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:37:50,336] Trial 6402 finished with value: 0.997073782450551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 24, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:37:54,543] Trial 6403 finished with value: 0.9974312347593647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:38:05,812] Trial 6404 finished with value: 0.9968815194755879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 41, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:38:09,398] Trial 6405 finished with value: 0.9968962353594067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:38:13,761] Trial 6406 finished with value: 0.9965135940699016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 20, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:38:17,495] Trial 6407 finished with value: 0.9975369764852284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:38:20,874] Trial 6408 finished with value: 0.9931219268726915 and parameters: {'classifier': 'SVC', 'svc_c': 1539.158244785325, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:38:38,293] Trial 6409 finished with value: 0.9960956241095508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 64, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:38:41,074] Trial 6410 finished with value: 0.9972893997329887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:38:44,013] Trial 6411 finished with value: 0.9974001458921022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:38:46,687] Trial 6412 finished with value: 0.9974209518042961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:38:50,649] Trial 6413 finished with value: 0.9974598688899121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:38:54,858] Trial 6414 finished with value: 0.9969148469126781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:38:59,862] Trial 6415 finished with value: 0.997286370191031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:39:07,142] Trial 6416 finished with value: 0.9971184018542645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 25, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:39:12,705] Trial 6417 finished with value: 0.9972358755293625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:39:26,835] Trial 6418 finished with value: 0.9967773892419759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 51, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:39:28,691] Trial 6419 finished with value: 0.9966864332868034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:39:31,421] Trial 6420 finished with value: 0.9975467910205209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:39:33,845] Trial 6421 finished with value: 0.9969335031211853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:39:36,475] Trial 6422 finished with value: 0.9973170268514697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:39:38,612] Trial 6423 finished with value: 0.9974146630014067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:39:40,920] Trial 6424 finished with value: 0.997505727722388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:39:42,490] Trial 6425 finished with value: 0.9973905479045523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:39:46,183] Trial 6426 finished with value: 0.9939752233663275 and parameters: {'classifier': 'SVC', 'svc_c': 686639.6878601435, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:39:49,894] Trial 6427 finished with value: 0.9967197171477468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:39:54,045] Trial 6428 finished with value: 0.9970882510008571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:39:58,121] Trial 6429 finished with value: 0.9971425554174626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:40:01,372] Trial 6430 finished with value: 0.9974230173073142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:40:10,309] Trial 6431 finished with value: 0.9971224039091829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 34, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:40:13,080] Trial 6432 finished with value: 0.9968441860163408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:40:15,152] Trial 6433 finished with value: 0.9974302205427937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:40:18,335] Trial 6434 finished with value: 0.9975325170553256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:40:20,950] Trial 6435 finished with value: 0.9966870144396273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:40:22,946] Trial 6436 finished with value: 0.9975646428635012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:40:24,529] Trial 6437 finished with value: 0.9970093415810578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:40:27,531] Trial 6438 finished with value: 0.9973125148318541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:40:29,196] Trial 6439 finished with value: 0.997268705887346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:40:30,385] Trial 6440 finished with value: 0.9973110104867778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 59}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:40:33,372] Trial 6441 finished with value: 0.9975514204703941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:40:35,790] Trial 6442 finished with value: 0.9973526585875939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:40:38,178] Trial 6443 finished with value: 0.9852111340376783 and parameters: {'classifier': 'SVC', 'svc_c': 0.00039017562409722305, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:40:49,533] Trial 6444 finished with value: 0.9963588716440318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 47, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:40:52,303] Trial 6445 finished with value: 0.9974828705574964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:40:53,695] Trial 6446 finished with value: 0.9969856088942507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 3, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:41:02,835] Trial 6447 finished with value: 0.9968682711526103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 39, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:41:07,343] Trial 6448 finished with value: 0.9973137316632266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:41:10,561] Trial 6449 finished with value: 0.99751055375686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:41:14,009] Trial 6450 finished with value: 0.997298830080911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:41:16,307] Trial 6451 finished with value: 0.9972863740630556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:41:17,450] Trial 6452 finished with value: 0.9951928384428931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:41:19,392] Trial 6453 finished with value: 0.9972600355670936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 102}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:41:22,272] Trial 6454 finished with value: 0.9977315005956715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:41:25,427] Trial 6455 finished with value: 0.9974168660565157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:41:28,373] Trial 6456 finished with value: 0.9973963050657537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:41:29,737] Trial 6457 finished with value: 0.9907653027884402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:41:37,766] Trial 6458 finished with value: 0.9972044049502866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 32, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:41:39,391] Trial 6459 finished with value: 0.9974511040224333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:41:41,542] Trial 6460 finished with value: 0.9971709888057451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:41:43,662] Trial 6461 finished with value: 0.9965020558805925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:41:46,802] Trial 6462 finished with value: 0.9973586553065209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:41:47,569] Trial 6463 finished with value: 0.9955403124488118 and parameters: {'classifier': 'SVC', 'svc_c': 4922.077465153785, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:41:49,947] Trial 6464 finished with value: 0.9975101665861268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:41:52,496] Trial 6465 finished with value: 0.9971615350352468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 127}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:41:53,767] Trial 6466 finished with value: 0.9972270069424022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:41:56,075] Trial 6467 finished with value: 0.9974566243871074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:41:58,850] Trial 6468 finished with value: 0.9966100421430104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:42:02,929] Trial 6469 finished with value: 0.9971756500887393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:42:05,461] Trial 6470 finished with value: 0.997296248646469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:42:06,616] Trial 6471 finished with value: 0.9970585155014448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:42:09,420] Trial 6472 finished with value: 0.9972941479461115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:42:13,885] Trial 6473 finished with value: 0.9971070252109042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:42:29,823] Trial 6474 finished with value: 0.9964823395625001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 63, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:42:32,652] Trial 6475 finished with value: 0.9975030392359839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:42:34,770] Trial 6476 finished with value: 0.997447229617379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:42:39,771] Trial 6477 finished with value: 0.9951574496921882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 42, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:42:42,006] Trial 6478 finished with value: 0.9974924435990508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:42:43,521] Trial 6479 finished with value: 0.9974469762854016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:42:47,337] Trial 6480 finished with value: 0.9975239229060513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:42:49,199] Trial 6481 finished with value: 0.9971665316927094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:42:53,903] Trial 6482 finished with value: 0.9972754423534202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 20, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:42:55,788] Trial 6483 finished with value: 0.9852070388002637 and parameters: {'classifier': 'SVC', 'svc_c': 2.0871186583223978e-10, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:42:58,230] Trial 6484 finished with value: 0.9973724807516078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:43:00,752] Trial 6485 finished with value: 0.997391712844446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:43:02,597] Trial 6486 finished with value: 0.9946063985916238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:43:06,097] Trial 6487 finished with value: 0.9973177365110809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:43:08,171] Trial 6488 finished with value: 0.9975434253741233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:43:10,467] Trial 6489 finished with value: 0.997103020394788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:43:12,907] Trial 6490 finished with value: 0.9972483904210362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:43:15,402] Trial 6491 finished with value: 0.9973985656616892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:43:20,734] Trial 6492 finished with value: 0.9973113440521854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 22, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:43:22,360] Trial 6493 finished with value: 0.9971102399752899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:43:25,535] Trial 6494 finished with value: 0.9973660477316667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:43:32,582] Trial 6495 finished with value: 0.9973782971357447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 29, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:43:34,614] Trial 6496 finished with value: 0.9974484091249721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:43:36,095] Trial 6497 finished with value: 0.9973845542324646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:43:38,691] Trial 6498 finished with value: 0.9968369272395233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:43:41,612] Trial 6499 finished with value: 0.9972072678682301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:43:42,504] Trial 6500 finished with value: 0.9909969106442742 and parameters: {'classifier': 'SVC', 'svc_c': 10.622283338737772, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:43:44,665] Trial 6501 finished with value: 0.9976383932864411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:43:54,003] Trial 6502 finished with value: 0.9970930191771239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 38, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:43:57,595] Trial 6503 finished with value: 0.9972288939196908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:44:00,475] Trial 6504 finished with value: 0.9972258713600729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:44:03,165] Trial 6505 finished with value: 0.9968754573130957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:44:13,894] Trial 6506 finished with value: 0.9966850123172102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 51, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:44:15,527] Trial 6507 finished with value: 0.9973366878503894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:44:17,483] Trial 6508 finished with value: 0.9956793817069793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:44:20,836] Trial 6509 finished with value: 0.9972717581853833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:44:23,124] Trial 6510 finished with value: 0.9975625523192738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:44:25,930] Trial 6511 finished with value: 0.9972783419286467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:44:30,442] Trial 6512 finished with value: 0.9968935323687792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:44:33,108] Trial 6513 finished with value: 0.9973198439081367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:44:36,622] Trial 6514 finished with value: 0.9971486653137674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:44:38,122] Trial 6515 finished with value: 0.9889256596688902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:44:50,482] Trial 6516 finished with value: 0.9964604935673403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 52, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:44:52,864] Trial 6517 finished with value: 0.9975145916756137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:44:54,851] Trial 6518 finished with value: 0.997507312745225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:44:56,805] Trial 6519 finished with value: 0.9852912681915891 and parameters: {'classifier': 'SVC', 'svc_c': 0.0012746628631114432, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:44:59,648] Trial 6520 finished with value: 0.9974839049276388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:45:01,960] Trial 6521 finished with value: 0.9977236836125373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:45:02,996] Trial 6522 finished with value: 0.9970836946433849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:45:05,460] Trial 6523 finished with value: 0.9971501550594063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:45:06,690] Trial 6524 finished with value: 0.994230812067667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:45:19,194] Trial 6525 finished with value: 0.996788025408217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 50, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:45:22,314] Trial 6526 finished with value: 0.9976591561620326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:45:32,194] Trial 6527 finished with value: 0.9971014668559551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 39, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:45:39,129] Trial 6528 finished with value: 0.9969631847613686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 31, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:45:41,174] Trial 6529 finished with value: 0.9975579635573982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:45:42,867] Trial 6530 finished with value: 0.997309443300645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:45:56,970] Trial 6531 finished with value: 0.9967071407480083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 59, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:45:59,202] Trial 6532 finished with value: 0.9970447217307895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:46:03,003] Trial 6533 finished with value: 0.9973222853784068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:46:04,529] Trial 6534 finished with value: 0.9972356264820026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:46:07,517] Trial 6535 finished with value: 0.996459699294468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 19, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:46:11,306] Trial 6536 finished with value: 0.9976559779597163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:46:13,829] Trial 6537 finished with value: 0.9976984917436965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:46:14,552] Trial 6538 finished with value: 0.994609121291492 and parameters: {'classifier': 'SVC', 'svc_c': 492.84633897989573, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:46:18,079] Trial 6539 finished with value: 0.9971169300405434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:46:20,857] Trial 6540 finished with value: 0.9974534184775977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:46:23,696] Trial 6541 finished with value: 0.9974396255003901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:46:26,455] Trial 6542 finished with value: 0.9975549211298501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:46:32,422] Trial 6543 finished with value: 0.9971437954175073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 27, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:46:34,947] Trial 6544 finished with value: 0.9970688328604053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:46:44,489] Trial 6545 finished with value: 0.9966740147831548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 46, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:46:46,837] Trial 6546 finished with value: 0.9972269956119693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:46:50,283] Trial 6547 finished with value: 0.9973700251897069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:46:57,135] Trial 6548 finished with value: 0.9970786904323002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 23, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:46:58,676] Trial 6549 finished with value: 0.9974846777774236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 38}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:47:01,700] Trial 6550 finished with value: 0.9969085048535798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:47:21,789] Trial 6551 finished with value: 0.9954890665826114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 68, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:47:25,943] Trial 6552 finished with value: 0.997628846206495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:47:29,822] Trial 6553 finished with value: 0.9975446799418677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:47:37,025] Trial 6554 finished with value: 0.9973692126675376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 21, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:47:41,002] Trial 6555 finished with value: 0.9974955224617167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 83}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:47:44,414] Trial 6556 finished with value: 0.9917236775587219 and parameters: {'classifier': 'SVC', 'svc_c': 78.75562549597696, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:47:46,482] Trial 6557 finished with value: 0.9973768489350268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:47:51,500] Trial 6558 finished with value: 0.9973485573834525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:47:53,612] Trial 6559 finished with value: 0.9960129837717765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 71}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:47:57,259] Trial 6560 finished with value: 0.9974751622449575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:48:00,763] Trial 6561 finished with value: 0.9975754837392454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:48:05,301] Trial 6562 finished with value: 0.997389630837716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:48:09,049] Trial 6563 finished with value: 0.9974987087889372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:48:12,424] Trial 6564 finished with value: 0.9969037021464698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:48:17,387] Trial 6565 finished with value: 0.9948708133828656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 35, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:48:20,299] Trial 6566 finished with value: 0.9973172206431328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:48:23,230] Trial 6567 finished with value: 0.9974518459594962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:48:27,376] Trial 6568 finished with value: 0.9971946298334754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:48:30,022] Trial 6569 finished with value: 0.9972511455570457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:48:39,845] Trial 6570 finished with value: 0.9970361149815657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 30, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:48:41,194] Trial 6571 finished with value: 0.9861758783520861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:49:02,559] Trial 6572 finished with value: 0.9962089196795579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 73, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:49:08,166] Trial 6573 finished with value: 0.997449483484878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:49:14,053] Trial 6574 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 7.82323754215799e-05, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:49:17,928] Trial 6575 finished with value: 0.9976592795907546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:49:22,002] Trial 6576 finished with value: 0.9974930016466779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:49:25,638] Trial 6577 finished with value: 0.9972717964612995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 78}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:49:28,766] Trial 6578 finished with value: 0.9973640825521742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:49:33,449] Trial 6579 finished with value: 0.9973527400588024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:49:37,019] Trial 6580 finished with value: 0.997469851667852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:49:41,383] Trial 6581 finished with value: 0.9971873485544814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:49:44,373] Trial 6582 finished with value: 0.9973357462501506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:50:05,082] Trial 6583 finished with value: 0.9966773747167291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 68, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:50:09,370] Trial 6584 finished with value: 0.9969356927194218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:50:13,204] Trial 6585 finished with value: 0.9970658053814118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:50:16,795] Trial 6586 finished with value: 0.9974973278091072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:50:21,019] Trial 6587 finished with value: 0.9969744657784138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:50:26,112] Trial 6588 finished with value: 0.9970500210726757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:50:30,482] Trial 6589 finished with value: 0.9973400498469278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:50:45,318] Trial 6590 finished with value: 0.9966304155627391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 54, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:50:47,516] Trial 6591 finished with value: 0.9970811233333353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 87}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:50:50,022] Trial 6592 finished with value: 0.9972274370227864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:50:51,504] Trial 6593 finished with value: 0.9863796627270056 and parameters: {'classifier': 'SVC', 'svc_c': 1.0388129785206828, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:50:53,707] Trial 6594 finished with value: 0.997530176257698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:50:56,402] Trial 6595 finished with value: 0.9973556723240735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:51:16,189] Trial 6596 finished with value: 0.9960465515917782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 74, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:51:20,589] Trial 6597 finished with value: 0.9964266163979548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:51:30,233] Trial 6598 finished with value: 0.9967984070047023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 31, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:51:33,646] Trial 6599 finished with value: 0.9973205655329389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:51:37,191] Trial 6600 finished with value: 0.9974302812574107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:51:45,636] Trial 6601 finished with value: 0.9973122079262889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 27, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:51:48,876] Trial 6602 finished with value: 0.996977213805132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:51:51,947] Trial 6603 finished with value: 0.9932579826800206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:51:54,974] Trial 6604 finished with value: 0.9971499974489578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:51:57,554] Trial 6605 finished with value: 0.9973845552798154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 98}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:52:14,097] Trial 6606 finished with value: 0.9965102135066873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 62, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:52:17,992] Trial 6607 finished with value: 0.9973537532914984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:52:20,849] Trial 6608 finished with value: 0.9969272838877891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 27}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:52:22,037] Trial 6609 finished with value: 0.996694460438361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 18}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:52:28,076] Trial 6610 finished with value: 0.997391053330729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:52:29,942] Trial 6611 finished with value: 0.9969859149746304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:52:35,585] Trial 6612 finished with value: 0.9853874614093007 and parameters: {'classifier': 'SVC', 'svc_c': 0.0358451982773004, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:52:39,882] Trial 6613 finished with value: 0.9972991415884729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:52:44,313] Trial 6614 finished with value: 0.9974292996356704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:52:50,577] Trial 6615 finished with value: 0.9974381661914048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 21, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:52:54,893] Trial 6616 finished with value: 0.9974168043580236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:52:58,118] Trial 6617 finished with value: 0.9973476364128536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:53:00,768] Trial 6618 finished with value: 0.9974677653765044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:53:03,502] Trial 6619 finished with value: 0.9972515961401182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:53:08,211] Trial 6620 finished with value: 0.9973034032594742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:53:11,817] Trial 6621 finished with value: 0.9972562085784729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:53:14,204] Trial 6622 finished with value: 0.9961761986586654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:53:20,197] Trial 6623 finished with value: 0.9974442258466022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:53:24,997] Trial 6624 finished with value: 0.9973339742275629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:53:27,499] Trial 6625 finished with value: 0.9974019020774741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:53:32,270] Trial 6626 finished with value: 0.9971238206576344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:53:33,757] Trial 6627 finished with value: 0.9966732628486509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:53:38,079] Trial 6628 finished with value: 0.9975995393909988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:53:42,735] Trial 6629 finished with value: 0.9972670067667315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:53:47,149] Trial 6630 finished with value: 0.9866106627066981 and parameters: {'classifier': 'SVC', 'svc_c': 28713821.430811852, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:53:51,243] Trial 6631 finished with value: 0.9974346163381922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:53:54,678] Trial 6632 finished with value: 0.9973191630030699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:54:01,526] Trial 6633 finished with value: 0.9972473610020073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:54:05,406] Trial 6634 finished with value: 0.9975593296204114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:54:09,063] Trial 6635 finished with value: 0.9975404323307592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:54:14,085] Trial 6636 finished with value: 0.9971157094323599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:54:17,732] Trial 6637 finished with value: 0.9972689633452513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:54:22,928] Trial 6638 finished with value: 0.9973797148045955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:54:26,293] Trial 6639 finished with value: 0.9966508509983392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 40, 'rf_n_estimators': 30}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:54:30,673] Trial 6640 finished with value: 0.9975540638572316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:54:34,119] Trial 6641 finished with value: 0.9973448602028737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:54:36,936] Trial 6642 finished with value: 0.9973683533636929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:54:42,253] Trial 6643 finished with value: 0.9974238437306869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:54:45,721] Trial 6644 finished with value: 0.9975057390528209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:54:49,203] Trial 6645 finished with value: 0.997741723661309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:54:52,318] Trial 6646 finished with value: 0.9976187647554006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:55:00,216] Trial 6647 finished with value: 0.9973112396662077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 25, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:55:04,634] Trial 6648 finished with value: 0.9976063568839509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:55:10,202] Trial 6649 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.5951559899957037e-09, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:55:13,424] Trial 6650 finished with value: 0.9976672364428469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:55:15,817] Trial 6651 finished with value: 0.9974287833233918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:55:18,144] Trial 6652 finished with value: 0.9973705571487739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:55:20,222] Trial 6653 finished with value: 0.9972848406143182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:55:22,893] Trial 6654 finished with value: 0.9975193376670832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:55:24,218] Trial 6655 finished with value: 0.99695477177207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:55:26,423] Trial 6656 finished with value: 0.9975145142033818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:55:28,925] Trial 6657 finished with value: 0.9974538087269081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:55:44,958] Trial 6658 finished with value: 0.9964008584200582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 58, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:55:47,883] Trial 6659 finished with value: 0.9973616797386754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:55:51,890] Trial 6660 finished with value: 0.9972101806146881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:56:01,280] Trial 6661 finished with value: 0.9965914165933217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 33, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:56:04,532] Trial 6662 finished with value: 0.9974922883372074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:56:08,166] Trial 6663 finished with value: 0.9975332369980188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:56:10,951] Trial 6664 finished with value: 0.997382827023802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:56:13,983] Trial 6665 finished with value: 0.9972418783737056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:56:18,463] Trial 6666 finished with value: 0.9974140544270308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:56:22,305] Trial 6667 finished with value: 0.9973755199736273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:56:28,104] Trial 6668 finished with value: 0.9852053994421291 and parameters: {'classifier': 'SVC', 'svc_c': 7.675862344408852e-07, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:56:31,533] Trial 6669 finished with value: 0.9974479493061686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:56:35,338] Trial 6670 finished with value: 0.9973919448168118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:56:39,107] Trial 6671 finished with value: 0.9974944820931099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:56:43,653] Trial 6672 finished with value: 0.9972547563787787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:56:46,209] Trial 6673 finished with value: 0.9974035356910473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:56:48,831] Trial 6674 finished with value: 0.9973740061389168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:56:52,160] Trial 6675 finished with value: 0.9973547645247063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:56:58,597] Trial 6676 finished with value: 0.9974743810163651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:57:03,029] Trial 6677 finished with value: 0.9973254183542047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:57:18,605] Trial 6678 finished with value: 0.9967885401336004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 52, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:57:22,074] Trial 6679 finished with value: 0.9974434663267386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:57:24,925] Trial 6680 finished with value: 0.9975233790770067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:57:28,589] Trial 6681 finished with value: 0.9973519740644057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:57:31,803] Trial 6682 finished with value: 0.9972835444381772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:57:38,299] Trial 6683 finished with value: 0.9973104603418897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:57:39,888] Trial 6684 finished with value: 0.9887920576461392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:57:43,579] Trial 6685 finished with value: 0.9969907412312677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:57:50,075] Trial 6686 finished with value: 0.9970877896268963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 19, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 09:59:58,143] Trial 6687 finished with value: 0.9899644457919666 and parameters: {'classifier': 'SVC', 'svc_c': 301617955.6308106, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:00:01,285] Trial 6688 finished with value: 0.9973581493090622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:00:04,895] Trial 6689 finished with value: 0.9975440935840271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:00:07,545] Trial 6690 finished with value: 0.9974061943438183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:00:15,441] Trial 6691 finished with value: 0.9969187952987949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 25, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:00:38,130] Trial 6692 finished with value: 0.9963367522267993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 67, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:00:41,806] Trial 6693 finished with value: 0.9976726976163234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:00:46,139] Trial 6694 finished with value: 0.9975177734643134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:00:49,099] Trial 6695 finished with value: 0.9976308643248172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:00:54,286] Trial 6696 finished with value: 0.9972048838118347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:00:57,120] Trial 6697 finished with value: 0.9971813818913526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:00:59,167] Trial 6698 finished with value: 0.9972888995118289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:01:01,591] Trial 6699 finished with value: 0.99694490775738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:01:10,673] Trial 6700 finished with value: 0.9970953675918492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 24, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:01:14,608] Trial 6701 finished with value: 0.9974807871225604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:01:21,708] Trial 6702 finished with value: 0.9953925358005158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 51, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:01:26,638] Trial 6703 finished with value: 0.997094582142115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:01:29,161] Trial 6704 finished with value: 0.9967363870710528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:01:32,979] Trial 6705 finished with value: 0.9973650709023508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:01:48,943] Trial 6706 finished with value: 0.997138419301623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 43, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:01:53,650] Trial 6707 finished with value: 0.9866083685003186 and parameters: {'classifier': 'SVC', 'svc_c': 79803922.84876128, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:01:57,342] Trial 6708 finished with value: 0.9975702833878927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:01:58,960] Trial 6709 finished with value: 0.9949107603318411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 1, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:02:01,934] Trial 6710 finished with value: 0.9975821110269179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:02:06,457] Trial 6711 finished with value: 0.9971274715960824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:02:08,976] Trial 6712 finished with value: 0.9955419331450566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:02:11,937] Trial 6713 finished with value: 0.9975938033037681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:02:13,658] Trial 6714 finished with value: 0.9943357712636841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:02:16,766] Trial 6715 finished with value: 0.9968097792364934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:02:20,466] Trial 6716 finished with value: 0.9972708580983273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:02:26,360] Trial 6717 finished with value: 0.9975336087758668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:02:30,251] Trial 6718 finished with value: 0.9970428062528599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:02:33,312] Trial 6719 finished with value: 0.997576533787914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:02:38,015] Trial 6720 finished with value: 0.9976267672466039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:02:39,926] Trial 6721 finished with value: 0.9972654265680566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:02:42,640] Trial 6722 finished with value: 0.9973678810718919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:02:49,561] Trial 6723 finished with value: 0.9973181139700142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:02:55,606] Trial 6724 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 8.92496213852071e-08, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:02:59,223] Trial 6725 finished with value: 0.9974681537532781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:03:03,714] Trial 6726 finished with value: 0.9971073610297031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:03:08,395] Trial 6727 finished with value: 0.9971027063481936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:03:22,794] Trial 6728 finished with value: 0.9961188408649341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 46, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:03:28,146] Trial 6729 finished with value: 0.9974634912959811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:03:36,197] Trial 6730 finished with value: 0.9971707814619956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 25, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:03:38,690] Trial 6731 finished with value: 0.9973982012470356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 4, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:03:40,494] Trial 6732 finished with value: 0.9971788612032656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:03:43,614] Trial 6733 finished with value: 0.9968817836936675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:03:51,946] Trial 6734 finished with value: 0.9972164151457559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 20, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:03:55,404] Trial 6735 finished with value: 0.9975657537220005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:03:57,378] Trial 6736 finished with value: 0.9905834212830104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:04:00,866] Trial 6737 finished with value: 0.9972108383828204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:04:06,053] Trial 6738 finished with value: 0.9968466941996924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 17, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:04:08,375] Trial 6739 finished with value: 0.9959851129061662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:04:12,234] Trial 6740 finished with value: 0.9968407965665126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:04:13,656] Trial 6741 finished with value: 0.9930120845774447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:04:27,735] Trial 6742 finished with value: 0.9968520457186986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 52, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:04:32,659] Trial 6743 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 6.486980694180023e-06, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:04:34,384] Trial 6744 finished with value: 0.9935002692626297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:04:37,681] Trial 6745 finished with value: 0.9974191427753082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:04:44,800] Trial 6746 finished with value: 0.9974443810767077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:04:48,656] Trial 6747 finished with value: 0.9971442489522051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:04:51,932] Trial 6748 finished with value: 0.9971851737461098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 94}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:04:56,279] Trial 6749 finished with value: 0.997444933824104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:04:59,486] Trial 6750 finished with value: 0.9973219530825156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:05:02,245] Trial 6751 finished with value: 0.9975248460348279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:05:04,679] Trial 6752 finished with value: 0.9971470873050081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 91}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:05:12,680] Trial 6753 finished with value: 0.9969229958108485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 33, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:05:16,091] Trial 6754 finished with value: 0.997354867165099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:05:17,898] Trial 6755 finished with value: 0.9976197349514941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:05:20,327] Trial 6756 finished with value: 0.9974243526480331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:05:23,018] Trial 6757 finished with value: 0.9973237307544509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:05:26,503] Trial 6758 finished with value: 0.9973064792022526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:05:29,547] Trial 6759 finished with value: 0.997360364424576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:05:33,970] Trial 6760 finished with value: 0.9975624422522108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:05:36,725] Trial 6761 finished with value: 0.9973765886524476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:05:42,844] Trial 6762 finished with value: 0.9850759360742503 and parameters: {'classifier': 'SVC', 'svc_c': 9.199279933436187e-10, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:05:47,211] Trial 6763 finished with value: 0.9973188907552997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:05:50,376] Trial 6764 finished with value: 0.9974976803537835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:05:51,155] Trial 6765 finished with value: 0.9918407417513379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 7}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:05:54,069] Trial 6766 finished with value: 0.9976084098187578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:05:59,091] Trial 6767 finished with value: 0.9965728288752188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 22, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:06:05,986] Trial 6768 finished with value: 0.9973688767217871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:06:09,786] Trial 6769 finished with value: 0.9975183539189031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:06:11,654] Trial 6770 finished with value: 0.9970038224224246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:06:15,391] Trial 6771 finished with value: 0.9975391037184768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:06:16,907] Trial 6772 finished with value: 0.9969087567890895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:06:28,701] Trial 6773 finished with value: 0.9955301028083091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 61, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:06:34,796] Trial 6774 finished with value: 0.9974231663802656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:06:37,842] Trial 6775 finished with value: 0.99432718257333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 24, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:06:48,427] Trial 6776 finished with value: 0.9967999189986142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 35, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:06:51,403] Trial 6777 finished with value: 0.9973763723903462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:07:00,235] Trial 6778 finished with value: 0.9967412196435338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 30, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:07:07,731] Trial 6779 finished with value: 0.9974093922871131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:07:11,837] Trial 6780 finished with value: 0.9866068935762825 and parameters: {'classifier': 'SVC', 'svc_c': 1514501214.9330978, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:07:15,615] Trial 6781 finished with value: 0.9973445965243383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:07:20,580] Trial 6782 finished with value: 0.9975564736848077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:07:24,133] Trial 6783 finished with value: 0.9975209881969612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:07:26,257] Trial 6784 finished with value: 0.9970410026193163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:07:32,000] Trial 6785 finished with value: 0.9972771122116839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:07:33,819] Trial 6786 finished with value: 0.9972005128672178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 48}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:07:37,955] Trial 6787 finished with value: 0.9977240036575964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:07:39,454] Trial 6788 finished with value: 0.9897503276813264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:07:42,804] Trial 6789 finished with value: 0.997316815064413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:07:49,648] Trial 6790 finished with value: 0.9974778441616147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:07:55,681] Trial 6791 finished with value: 0.9969272219988695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 18, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:07:57,388] Trial 6792 finished with value: 0.9958065032616177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:08:07,993] Trial 6793 finished with value: 0.9969696344119731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 38, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:08:12,702] Trial 6794 finished with value: 0.9969142026331563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:08:16,812] Trial 6795 finished with value: 0.9974685339416717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:08:19,948] Trial 6796 finished with value: 0.9954246970281959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:08:24,045] Trial 6797 finished with value: 0.9975395497947662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:08:26,407] Trial 6798 finished with value: 0.9972204633158537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 73}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:08:29,287] Trial 6799 finished with value: 0.9963158601461867 and parameters: {'classifier': 'SVC', 'svc_c': 26573.62407204822, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:08:32,286] Trial 6800 finished with value: 0.9971662844861481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:08:33,788] Trial 6801 finished with value: 0.9973842333939581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 24}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:08:52,181] Trial 6802 finished with value: 0.9965362885462796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 64, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:08:54,502] Trial 6803 finished with value: 0.9972024792844888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:08:57,454] Trial 6804 finished with value: 0.9973550864423016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:09:01,265] Trial 6805 finished with value: 0.9969998528036476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:09:05,067] Trial 6806 finished with value: 0.9973195536014972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:09:11,025] Trial 6807 finished with value: 0.9976731201430855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:09:13,176] Trial 6808 finished with value: 0.9968328465063324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 3, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:09:18,585] Trial 6809 finished with value: 0.9974748912984414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:09:21,618] Trial 6810 finished with value: 0.9976841880718198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:09:33,465] Trial 6811 finished with value: 0.9972095919717182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 43, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:09:37,800] Trial 6812 finished with value: 0.996314886903254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:09:43,028] Trial 6813 finished with value: 0.9972070802971968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:09:46,726] Trial 6814 finished with value: 0.9971691085886306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:09:48,668] Trial 6815 finished with value: 0.996752167190385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 4, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:09:52,291] Trial 6816 finished with value: 0.9975553318501108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:09:55,407] Trial 6817 finished with value: 0.9974143055056167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:10:02,099] Trial 6818 finished with value: 0.985405649388459 and parameters: {'classifier': 'SVC', 'svc_c': 0.1961874793399829, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:10:05,835] Trial 6819 finished with value: 0.9973639211966526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 100}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:10:07,357] Trial 6820 finished with value: 0.9972441830535944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 35}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:10:10,990] Trial 6821 finished with value: 0.997400149034155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:10:12,794] Trial 6822 finished with value: 0.9951833887348469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:10:17,271] Trial 6823 finished with value: 0.9974480945388332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:10:28,235] Trial 6824 finished with value: 0.9969971047451914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 35, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:10:30,030] Trial 6825 finished with value: 0.9959679798633143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 63}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:10:33,721] Trial 6826 finished with value: 0.9972225117121397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:10:36,104] Trial 6827 finished with value: 0.9972337031013341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:10:37,712] Trial 6828 finished with value: 0.9966681405725505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:10:43,880] Trial 6829 finished with value: 0.9975372988788925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:10:47,695] Trial 6830 finished with value: 0.9972745467731473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:10:51,090] Trial 6831 finished with value: 0.9974358799195021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:10:54,192] Trial 6832 finished with value: 0.9972960099774048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:10:58,438] Trial 6833 finished with value: 0.996386996381164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 20, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:11:16,368] Trial 6834 finished with value: 0.9968369664993147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 62, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:11:22,628] Trial 6835 finished with value: 0.9971620918133576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:11:30,271] Trial 6836 finished with value: 0.9929054511115948 and parameters: {'classifier': 'SVC', 'svc_c': 1676399.040796169, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:11:34,074] Trial 6837 finished with value: 0.9975823038981817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:11:54,573] Trial 6838 finished with value: 0.9955305182575179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 70, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:11:58,825] Trial 6839 finished with value: 0.9974195350875824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:12:02,414] Trial 6840 finished with value: 0.9967736770493666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:12:07,340] Trial 6841 finished with value: 0.9972516319404777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:12:10,917] Trial 6842 finished with value: 0.9973624637284657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:12:13,444] Trial 6843 finished with value: 0.9974088104677933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:12:17,407] Trial 6844 finished with value: 0.9974911319348109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:12:20,073] Trial 6845 finished with value: 0.9975308195850824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:12:24,402] Trial 6846 finished with value: 0.9973482297530339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:12:27,305] Trial 6847 finished with value: 0.9973928859092441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:12:31,996] Trial 6848 finished with value: 0.9972088273103137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:12:41,565] Trial 6849 finished with value: 0.9970640226948869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 34, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:12:54,783] Trial 6850 finished with value: 0.9960696360000872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 48, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:12:58,119] Trial 6851 finished with value: 0.9974212885752322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:13:03,613] Trial 6852 finished with value: 0.9974226756170023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:13:07,347] Trial 6853 finished with value: 0.9971841447396739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:13:10,320] Trial 6854 finished with value: 0.9974317638937582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:13:15,837] Trial 6855 finished with value: 0.9975737560862523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:13:18,858] Trial 6856 finished with value: 0.9871945192192507 and parameters: {'classifier': 'SVC', 'svc_c': 160992.9505634872, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:13:23,791] Trial 6857 finished with value: 0.9974551081403157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:13:26,946] Trial 6858 finished with value: 0.9973409204177298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:13:29,669] Trial 6859 finished with value: 0.9972902988679072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:13:33,013] Trial 6860 finished with value: 0.9974254474471512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:13:34,794] Trial 6861 finished with value: 0.9908788593075224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:13:38,506] Trial 6862 finished with value: 0.997350097687578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:13:43,664] Trial 6863 finished with value: 0.9974651317649424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:13:48,514] Trial 6864 finished with value: 0.9967949232615507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:13:51,304] Trial 6865 finished with value: 0.9976214536543972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 96}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:13:55,800] Trial 6866 finished with value: 0.9974126581495296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:13:58,264] Trial 6867 finished with value: 0.9973662145143706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:14:03,323] Trial 6868 finished with value: 0.9975518871445855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:14:06,787] Trial 6869 finished with value: 0.9975457682347147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:14:11,598] Trial 6870 finished with value: 0.9974454879997064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:14:17,237] Trial 6871 finished with value: 0.9973440473950633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:14:20,746] Trial 6872 finished with value: 0.9974478728812874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:14:23,059] Trial 6873 finished with value: 0.9960800459702616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:14:27,047] Trial 6874 finished with value: 0.9967667879556953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:14:32,280] Trial 6875 finished with value: 0.9853809054367062 and parameters: {'classifier': 'SVC', 'svc_c': 0.007132161572336875, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:14:33,754] Trial 6876 finished with value: 0.9970066789293105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 69}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:14:38,269] Trial 6877 finished with value: 0.9970593368150142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:14:40,983] Trial 6878 finished with value: 0.9944015977467419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 21, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:15:03,305] Trial 6879 finished with value: 0.9957166376939942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 67, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:15:12,362] Trial 6880 finished with value: 0.9970631727219871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 35, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:15:15,357] Trial 6881 finished with value: 0.9974831535961552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:15:17,304] Trial 6882 finished with value: 0.9970238186053851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 76}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:15:21,258] Trial 6883 finished with value: 0.9969604478429179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:15:23,447] Trial 6884 finished with value: 0.9965809210894867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:15:36,473] Trial 6885 finished with value: 0.9961669681960843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 53, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:15:42,067] Trial 6886 finished with value: 0.9967528635835508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 24, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:15:43,872] Trial 6887 finished with value: 0.9970095330875915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:15:47,343] Trial 6888 finished with value: 0.9972091992785891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:15:51,488] Trial 6889 finished with value: 0.997242968253448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:15:56,956] Trial 6890 finished with value: 0.9975138326318187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:16:00,455] Trial 6891 finished with value: 0.9972599317523981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:16:06,650] Trial 6892 finished with value: 0.9852073662085171 and parameters: {'classifier': 'SVC', 'svc_c': 1.2606468257437202e-08, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:16:08,787] Trial 6893 finished with value: 0.9971955587068133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:16:10,423] Trial 6894 finished with value: 0.9971009210274225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:16:16,649] Trial 6895 finished with value: 0.9975513420460246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:16:21,302] Trial 6896 finished with value: 0.9968880922375355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:16:39,891] Trial 6897 finished with value: 0.996452634499741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 61, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:16:42,103] Trial 6898 finished with value: 0.996922840580743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 81}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:16:46,547] Trial 6899 finished with value: 0.9975722278742696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 104}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:16:49,031] Trial 6900 finished with value: 0.9973405852019511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:16:53,062] Trial 6901 finished with value: 0.9973271534338682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:16:58,288] Trial 6902 finished with value: 0.9971385969386911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:17:01,402] Trial 6903 finished with value: 0.9973133729613964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:17:06,001] Trial 6904 finished with value: 0.9972482644850192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:17:09,085] Trial 6905 finished with value: 0.9972449554273108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:17:11,314] Trial 6906 finished with value: 0.9969815104830454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 57}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:17:16,580] Trial 6907 finished with value: 0.9974662935945213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:17:23,213] Trial 6908 finished with value: 0.997473752351894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:17:27,324] Trial 6909 finished with value: 0.9974238115167107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:17:30,270] Trial 6910 finished with value: 0.9974712814288456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:17:38,858] Trial 6911 finished with value: 0.9968527854975836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 29, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:17:44,833] Trial 6912 finished with value: 0.9850783943656113 and parameters: {'classifier': 'SVC', 'svc_c': 0.0002649263677916985, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:17:49,224] Trial 6913 finished with value: 0.9972732538025348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:17:53,468] Trial 6914 finished with value: 0.9973810643638971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:17:57,145] Trial 6915 finished with value: 0.9975447418625252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:18:00,699] Trial 6916 finished with value: 0.9972127611287308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:18:04,191] Trial 6917 finished with value: 0.9975589076966696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:18:07,351] Trial 6918 finished with value: 0.9910294513621141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:18:09,223] Trial 6919 finished with value: 0.997252349121973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 3, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:18:13,508] Trial 6920 finished with value: 0.9971281850325043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:18:15,913] Trial 6921 finished with value: 0.9947036556005181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:18:17,756] Trial 6922 finished with value: 0.9971060097565547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 2, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:18:19,675] Trial 6923 finished with value: 0.9961429364747131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:18:22,709] Trial 6924 finished with value: 0.99652791227774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 54}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:18:24,466] Trial 6925 finished with value: 0.9940288527493788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:18:31,155] Trial 6926 finished with value: 0.9973945082241223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:18:34,932] Trial 6927 finished with value: 0.9973932173164739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:18:38,021] Trial 6928 finished with value: 0.997365689981974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:18:42,045] Trial 6929 finished with value: 0.9975885784824886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:18:45,341] Trial 6930 finished with value: 0.9975200876338365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 84}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:18:54,566] Trial 6931 finished with value: 0.9970693127375663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 29, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:18:56,751] Trial 6932 finished with value: 0.9925240296368255 and parameters: {'classifier': 'SVC', 'svc_c': 262.1215044205388, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:19:01,632] Trial 6933 finished with value: 0.9970806832555104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:19:03,857] Trial 6934 finished with value: 0.9964384172501862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 11, 'rf_n_estimators': 45}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:19:16,420] Trial 6935 finished with value: 0.9970808449918868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 39, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:19:19,165] Trial 6936 finished with value: 0.9972016454979217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:19:34,281] Trial 6937 finished with value: 0.9966082200697425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 48, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:19:37,222] Trial 6938 finished with value: 0.9967285203863555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 100}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:19:40,064] Trial 6939 finished with value: 0.997273309661252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:19:44,371] Trial 6940 finished with value: 0.9975788402768636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:19:47,681] Trial 6941 finished with value: 0.9974582150592918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:19:51,671] Trial 6942 finished with value: 0.9975443239694974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:19:54,376] Trial 6943 finished with value: 0.9974627396153807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:19:58,611] Trial 6944 finished with value: 0.9973694586045827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:20:00,960] Trial 6945 finished with value: 0.9962444811479548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:20:10,559] Trial 6946 finished with value: 0.9971889881030434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 29, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:20:14,194] Trial 6947 finished with value: 0.9966016542901345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:20:15,399] Trial 6948 finished with value: 0.9923675762254821 and parameters: {'classifier': 'SVC', 'svc_c': 47.33269241331949, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:20:18,237] Trial 6949 finished with value: 0.9975437016526078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:20:22,740] Trial 6950 finished with value: 0.9970081522664511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:20:28,720] Trial 6951 finished with value: 0.997011171430113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 25, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:20:32,532] Trial 6952 finished with value: 0.997002394311802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:20:35,336] Trial 6953 finished with value: 0.9973637628244943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:20:37,591] Trial 6954 finished with value: 0.9973608361133569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:20:39,682] Trial 6955 finished with value: 0.997655996907247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:20:42,238] Trial 6956 finished with value: 0.9974189964318168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:20:45,143] Trial 6957 finished with value: 0.9975727855727796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:20:48,134] Trial 6958 finished with value: 0.997295557204417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 92}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:20:52,740] Trial 6959 finished with value: 0.9975381607852457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:20:55,005] Trial 6960 finished with value: 0.9956174048734083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:20:59,131] Trial 6961 finished with value: 0.9966240605228368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:21:02,980] Trial 6962 finished with value: 0.9973995975245368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:21:04,661] Trial 6963 finished with value: 0.9966833460135921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:21:07,125] Trial 6964 finished with value: 0.9944439365596379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:21:10,848] Trial 6965 finished with value: 0.9974700042954491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:21:13,181] Trial 6966 finished with value: 0.9971147030550519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 66}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:21:17,513] Trial 6967 finished with value: 0.9976687821741547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:21:24,871] Trial 6968 finished with value: 0.9853866426982396 and parameters: {'classifier': 'SVC', 'svc_c': 0.015883478266901067, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:21:27,960] Trial 6969 finished with value: 0.9975224114199458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:21:31,602] Trial 6970 finished with value: 0.9971882001777524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:21:34,504] Trial 6971 finished with value: 0.9976591182352331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 88}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:21:37,540] Trial 6972 finished with value: 0.9972411141883696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:21:42,749] Trial 6973 finished with value: 0.9972807873661553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:21:47,874] Trial 6974 finished with value: 0.9974438923446706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:21:49,764] Trial 6975 finished with value: 0.9968993143490241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 3, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:21:57,629] Trial 6976 finished with value: 0.9971404667775098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 23, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:21:59,369] Trial 6977 finished with value: 0.9892195821448446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 48, 'rf_n_estimators': 40}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:22:02,799] Trial 6978 finished with value: 0.9969105570584148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:22:07,653] Trial 6979 finished with value: 0.9973805789643402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:22:13,566] Trial 6980 finished with value: 0.9972845897578977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 21, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:22:16,813] Trial 6981 finished with value: 0.9975757951515934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:22:35,988] Trial 6982 finished with value: 0.9963871425977038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 64, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:22:38,838] Trial 6983 finished with value: 0.9970105277218737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:22:43,486] Trial 6984 finished with value: 0.9973568848073526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:22:53,730] Trial 6985 finished with value: 0.9967939293255026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 31, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:22:58,524] Trial 6986 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.725631016233696e-08, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:23:02,242] Trial 6987 finished with value: 0.9962724359285927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 17, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:23:06,609] Trial 6988 finished with value: 0.9973826344064415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:23:11,121] Trial 6989 finished with value: 0.9974537280808852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:23:15,012] Trial 6990 finished with value: 0.9973450804639515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:23:17,915] Trial 6991 finished with value: 0.9972053657836973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:23:25,094] Trial 6992 finished with value: 0.9972352540376584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 28, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:23:31,849] Trial 6993 finished with value: 0.9972089185885356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:23:34,721] Trial 6994 finished with value: 0.9972488371320839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:23:37,177] Trial 6995 finished with value: 0.9961053421298667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 21}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:23:40,352] Trial 6996 finished with value: 0.9974163984936628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:23:52,277] Trial 6997 finished with value: 0.9968561191521706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 40, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:23:56,004] Trial 6998 finished with value: 0.9974347782649958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:23:57,906] Trial 6999 finished with value: 0.9970659170036322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:23:59,882] Trial 7000 finished with value: 0.9824522324205699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 2}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:24:02,667] Trial 7001 finished with value: 0.9963967554068563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:24:05,154] Trial 7002 finished with value: 0.9975727499628476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:24:06,902] Trial 7003 finished with value: 0.9964907305891665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:24:10,529] Trial 7004 finished with value: 0.9867400897664108 and parameters: {'classifier': 'SVC', 'svc_c': 15944544.852345578, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:24:20,945] Trial 7005 finished with value: 0.9969195783364481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 36, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:24:25,304] Trial 7006 finished with value: 0.9969494981696269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:24:37,904] Trial 7007 finished with value: 0.9970050927639088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 44, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:24:41,902] Trial 7008 finished with value: 0.997694648219626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:24:44,036] Trial 7009 finished with value: 0.9951841847533043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:24:46,927] Trial 7010 finished with value: 0.9973490543990837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:24:51,024] Trial 7011 finished with value: 0.9975486438160832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:24:59,788] Trial 7012 finished with value: 0.997287066108128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 26, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:25:01,993] Trial 7013 finished with value: 0.9972234003735488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 62}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:25:12,766] Trial 7014 finished with value: 0.9971228801364843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 35, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:25:19,797] Trial 7015 finished with value: 0.9969182600707232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 29, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:25:24,911] Trial 7016 finished with value: 0.9971191903508377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:25:29,361] Trial 7017 finished with value: 0.9974553477615172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:25:35,959] Trial 7018 finished with value: 0.9971703663301659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:25:39,081] Trial 7019 finished with value: 0.9973558057184988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:25:44,109] Trial 7020 finished with value: 0.9975740683237859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:25:47,779] Trial 7021 finished with value: 0.9974924831127456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:25:53,153] Trial 7022 finished with value: 0.9972993743860242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:25:55,735] Trial 7023 finished with value: 0.9952440721534748 and parameters: {'classifier': 'SVC', 'svc_c': 3220.2981974553873, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:26:00,732] Trial 7024 finished with value: 0.992394678938518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 55, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:26:03,571] Trial 7025 finished with value: 0.997382718321469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:26:06,123] Trial 7026 finished with value: 0.997500411178556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:26:10,231] Trial 7027 finished with value: 0.9973137941551663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:26:22,422] Trial 7028 finished with value: 0.9972604258481419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 38, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:26:25,095] Trial 7029 finished with value: 0.9976389386389052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:26:28,279] Trial 7030 finished with value: 0.9973529565113314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:26:33,850] Trial 7031 finished with value: 0.9973658147754261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:26:37,578] Trial 7032 finished with value: 0.9974272392741934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:26:42,468] Trial 7033 finished with value: 0.9973565037620356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:26:55,193] Trial 7034 finished with value: 0.996638916592993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 40, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:26:58,782] Trial 7035 finished with value: 0.9971533008573189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:27:00,469] Trial 7036 finished with value: 0.9902078182870797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:27:20,385] Trial 7037 finished with value: 0.9967029701013255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 66, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:27:29,049] Trial 7038 finished with value: 0.9963149008996712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 28, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:27:34,033] Trial 7039 finished with value: 0.9971322810951045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:27:39,242] Trial 7040 finished with value: 0.9969838830185805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 16, 'rf_n_estimators': 102}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:27:43,160] Trial 7041 finished with value: 0.9973093889018716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:27:48,610] Trial 7042 finished with value: 0.9852049898009573 and parameters: {'classifier': 'SVC', 'svc_c': 3.6640843745384656e-07, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:27:50,985] Trial 7043 finished with value: 0.9972490570440448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:28:12,519] Trial 7044 finished with value: 0.9958378827528991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 74, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:28:15,639] Trial 7045 finished with value: 0.997739230680415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:28:18,452] Trial 7046 finished with value: 0.9975473605255325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:28:21,515] Trial 7047 finished with value: 0.997276001226233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:28:24,605] Trial 7048 finished with value: 0.9971839646587869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:28:28,674] Trial 7049 finished with value: 0.9976462567973478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:28:31,505] Trial 7050 finished with value: 0.9972216189565405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:28:34,167] Trial 7051 finished with value: 0.9974494272453058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:28:37,167] Trial 7052 finished with value: 0.9974107367366113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:28:40,425] Trial 7053 finished with value: 0.9972009812552564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:28:46,727] Trial 7054 finished with value: 0.9943646043909112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 45, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:28:49,779] Trial 7055 finished with value: 0.997519694432901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:28:52,365] Trial 7056 finished with value: 0.9967872883905299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:28:55,172] Trial 7057 finished with value: 0.9973491148915352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:28:57,911] Trial 7058 finished with value: 0.9974448129978906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:29:00,781] Trial 7059 finished with value: 0.9973674946628684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:29:05,350] Trial 7060 finished with value: 0.9974022065709583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:29:10,291] Trial 7061 finished with value: 0.9865397635221514 and parameters: {'classifier': 'SVC', 'svc_c': 0.6028872435357753, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:29:13,263] Trial 7062 finished with value: 0.9973882088842476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:29:16,017] Trial 7063 finished with value: 0.9974343690046791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 106}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:29:18,618] Trial 7064 finished with value: 0.9975375338980973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:29:22,843] Trial 7065 finished with value: 0.9974508274900457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:29:25,487] Trial 7066 finished with value: 0.9973077254864031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:29:27,643] Trial 7067 finished with value: 0.9961542875055819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:29:30,653] Trial 7068 finished with value: 0.9971692137045801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:29:33,879] Trial 7069 finished with value: 0.9976986059684254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:29:37,017] Trial 7070 finished with value: 0.9975061814792511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:29:41,285] Trial 7071 finished with value: 0.997374707134079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:29:44,680] Trial 7072 finished with value: 0.9974828225380424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:29:47,381] Trial 7073 finished with value: 0.9970567852142054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:29:49,583] Trial 7074 finished with value: 0.9975350522793743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:29:52,277] Trial 7075 finished with value: 0.9973235236011289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:29:55,675] Trial 7076 finished with value: 0.9969592775710557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:29:58,494] Trial 7077 finished with value: 0.9974982205012307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:30:01,422] Trial 7078 finished with value: 0.9973283514446617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:30:04,484] Trial 7079 finished with value: 0.9976287886339308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:30:10,215] Trial 7080 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 1.7841951042155612e-05, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:30:26,498] Trial 7081 finished with value: 0.9969133465665783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 49, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:30:29,570] Trial 7082 finished with value: 0.9970283831512375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:30:32,454] Trial 7083 finished with value: 0.9973971935367354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:30:35,014] Trial 7084 finished with value: 0.9974212027876684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:30:38,310] Trial 7085 finished with value: 0.9974206325844227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:30:42,664] Trial 7086 finished with value: 0.9975284850715606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:30:45,990] Trial 7087 finished with value: 0.9970919029231803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:30:49,213] Trial 7088 finished with value: 0.9975069863208467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:30:51,777] Trial 7089 finished with value: 0.9973075941232041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:30:55,423] Trial 7090 finished with value: 0.9972524422092556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:30:58,452] Trial 7091 finished with value: 0.9971951398616484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:31:03,013] Trial 7092 finished with value: 0.9974874611601708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:31:06,498] Trial 7093 finished with value: 0.9974010764475493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:31:09,488] Trial 7094 finished with value: 0.9971750572563657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:31:20,156] Trial 7095 finished with value: 0.9968132091204157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 31, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:31:21,590] Trial 7096 finished with value: 0.9932723303088992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 6, 'rf_n_estimators': 78}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:31:25,476] Trial 7097 finished with value: 0.9971819862128489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:31:28,760] Trial 7098 finished with value: 0.9972561436427142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:31:34,684] Trial 7099 finished with value: 0.9850770832726535 and parameters: {'classifier': 'SVC', 'svc_c': 1.1074010705421414e-10, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:31:38,048] Trial 7100 finished with value: 0.9974956269111702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:31:40,833] Trial 7101 finished with value: 0.9972040445346094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:31:43,297] Trial 7102 finished with value: 0.9974379228251303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 5, 'rf_n_estimators': 106}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:31:52,274] Trial 7103 finished with value: 0.9966702435897754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 31, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:31:54,842] Trial 7104 finished with value: 0.9974544695418794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:31:56,379] Trial 7105 finished with value: 0.9975582016869179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 50}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:31:59,903] Trial 7106 finished with value: 0.997427554971159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:32:03,277] Trial 7107 finished with value: 0.9969838578186819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:32:09,861] Trial 7108 finished with value: 0.9972079843832292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 18, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:32:22,977] Trial 7109 finished with value: 0.9965589463018985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 44, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:32:24,774] Trial 7110 finished with value: 0.9955028087156911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:32:28,048] Trial 7111 finished with value: 0.9975201642174074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:32:29,969] Trial 7112 finished with value: 0.9966505113709913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:32:38,624] Trial 7113 finished with value: 0.9972984741720167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 23, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:32:41,859] Trial 7114 finished with value: 0.9973665335755545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:32:47,457] Trial 7115 finished with value: 0.9967831792201737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 20, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:32:50,667] Trial 7116 finished with value: 0.9975154115927154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:32:54,264] Trial 7117 finished with value: 0.9974891046759713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:32:57,877] Trial 7118 finished with value: 0.9871291951155303 and parameters: {'classifier': 'SVC', 'svc_c': 1.9166998570237783, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:33:01,686] Trial 7119 finished with value: 0.9972860465913264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:33:05,478] Trial 7120 finished with value: 0.9973069894208532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:33:07,569] Trial 7121 finished with value: 0.9971555390462917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:33:15,030] Trial 7122 finished with value: 0.9971655489601425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 25, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:33:24,081] Trial 7123 finished with value: 0.9969846255586635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 32, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:33:28,548] Trial 7124 finished with value: 0.997518910347897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:33:32,025] Trial 7125 finished with value: 0.9976581732390382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:33:34,797] Trial 7126 finished with value: 0.997444216007851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:33:40,334] Trial 7127 finished with value: 0.9972170565688657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:33:42,696] Trial 7128 finished with value: 0.9974346280812179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:33:56,351] Trial 7129 finished with value: 0.9972640657417978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 42, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:33:59,706] Trial 7130 finished with value: 0.9975432044148115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:34:06,544] Trial 7131 finished with value: 0.9972595512783635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 24, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:34:10,949] Trial 7132 finished with value: 0.9971019845012261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:34:26,526] Trial 7133 finished with value: 0.996585790922271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 64, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:34:28,825] Trial 7134 finished with value: 0.9973375498519563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:34:32,603] Trial 7135 finished with value: 0.9972143158418662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 18, 'rf_n_estimators': 97}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:34:34,722] Trial 7136 finished with value: 0.9852347334570121 and parameters: {'classifier': 'SVC', 'svc_c': 0.0007092145671982118, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:34:36,246] Trial 7137 finished with value: 0.9962170997760914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:34:39,522] Trial 7138 finished with value: 0.9974029586006758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:34:44,102] Trial 7139 finished with value: 0.9972767467814173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:34:47,862] Trial 7140 finished with value: 0.9974673657962495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:34:49,452] Trial 7141 finished with value: 0.9886088371818692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:34:56,893] Trial 7142 finished with value: 0.9971590654769287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 20, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:35:03,725] Trial 7143 finished with value: 0.9971475599459261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:35:07,234] Trial 7144 finished with value: 0.9976277981255764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:35:29,979] Trial 7145 finished with value: 0.9965339815812615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 69, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:35:33,081] Trial 7146 finished with value: 0.9971289116084202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:35:35,097] Trial 7147 finished with value: 0.9964313113866069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:35:37,256] Trial 7148 finished with value: 0.9972863100476963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:35:39,403] Trial 7149 finished with value: 0.9966731339610088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:35:42,867] Trial 7150 finished with value: 0.9970561647698521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 3, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:35:46,431] Trial 7151 finished with value: 0.9973713066394588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:35:51,316] Trial 7152 finished with value: 0.9969609711057984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:35:54,896] Trial 7153 finished with value: 0.9973643974239542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:35:58,111] Trial 7154 finished with value: 0.9974471756946741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:36:02,047] Trial 7155 finished with value: 0.9868222023345217 and parameters: {'classifier': 'SVC', 'svc_c': 544240.8559281654, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:36:06,268] Trial 7156 finished with value: 0.9977023794151961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:36:19,827] Trial 7157 finished with value: 0.9968698571593224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 45, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:36:23,066] Trial 7158 finished with value: 0.9974578987910437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:36:36,785] Trial 7159 finished with value: 0.9966623157143926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 50, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:36:38,555] Trial 7160 finished with value: 0.9965167079077416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:36:41,929] Trial 7161 finished with value: 0.9960082024242783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:36:47,410] Trial 7162 finished with value: 0.9973521513206188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:36:51,178] Trial 7163 finished with value: 0.997396622952635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:36:53,726] Trial 7164 finished with value: 0.9972535034931435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:36:59,553] Trial 7165 finished with value: 0.9974279646440686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:37:04,234] Trial 7166 finished with value: 0.9973895159782288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:37:13,039] Trial 7167 finished with value: 0.9972473583042852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 26, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:37:16,340] Trial 7168 finished with value: 0.9970435521254234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:37:33,932] Trial 7169 finished with value: 0.9958047110537208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 67, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:37:38,471] Trial 7170 finished with value: 0.9975697096617394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 101}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:37:41,922] Trial 7171 finished with value: 0.9974216904723545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:37:47,967] Trial 7172 finished with value: 0.9965508868094134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 22, 'rf_n_estimators': 108}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:37:51,601] Trial 7173 finished with value: 0.997173722582143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:37:54,218] Trial 7174 finished with value: 0.9962134516305792 and parameters: {'classifier': 'SVC', 'svc_c': 13783.890644185201, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:37:58,978] Trial 7175 finished with value: 0.997482463550571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:38:02,002] Trial 7176 finished with value: 0.9974753789196518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:38:06,603] Trial 7177 finished with value: 0.9972497974259502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:38:12,018] Trial 7178 finished with value: 0.9974591250803125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:38:21,810] Trial 7179 finished with value: 0.9971257104913347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 40, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:38:27,166] Trial 7180 finished with value: 0.9973899947128251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:38:32,485] Trial 7181 finished with value: 0.9975921265583784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:38:36,859] Trial 7182 finished with value: 0.9973641726243555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:38:41,773] Trial 7183 finished with value: 0.9972484941722558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:38:44,165] Trial 7184 finished with value: 0.995645317791746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:38:45,793] Trial 7185 finished with value: 0.9933161789257916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:38:47,899] Trial 7186 finished with value: 0.9971214223191806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:38:50,304] Trial 7187 finished with value: 0.9967297833963832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:38:54,991] Trial 7188 finished with value: 0.9974191474725185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:38:59,047] Trial 7189 finished with value: 0.9976378207663283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:39:02,518] Trial 7190 finished with value: 0.997036214765547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 12, 'rf_n_estimators': 86}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:39:14,528] Trial 7191 finished with value: 0.9970035584899858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 39, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:39:21,061] Trial 7192 finished with value: 0.9853961476302446 and parameters: {'classifier': 'SVC', 'svc_c': 0.07530232311147478, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:39:25,485] Trial 7193 finished with value: 0.9976396191631172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:39:27,892] Trial 7194 finished with value: 0.9973663958647739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:39:30,278] Trial 7195 finished with value: 0.9971704252991979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:39:31,950] Trial 7196 finished with value: 0.9967462683194267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:39:35,432] Trial 7197 finished with value: 0.9975456031341201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:39:39,689] Trial 7198 finished with value: 0.9974556099483708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:39:41,587] Trial 7199 finished with value: 0.9899143288113971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:39:46,635] Trial 7200 finished with value: 0.9973737643277998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:39:49,469] Trial 7201 finished with value: 0.9956793531746007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 52, 'rf_n_estimators': 16}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:39:55,630] Trial 7202 finished with value: 0.9965127863084188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 28, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:39:58,861] Trial 7203 finished with value: 0.9975552380963321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:40:06,437] Trial 7204 finished with value: 0.9972827698110697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 19, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:40:09,302] Trial 7205 finished with value: 0.997376059962385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:40:14,684] Trial 7206 finished with value: 0.9971542337613709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:40:18,856] Trial 7207 finished with value: 0.9974793154357912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:40:22,356] Trial 7208 finished with value: 0.9972480478738008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:40:25,852] Trial 7209 finished with value: 0.9972041659003676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:40:27,767] Trial 7210 finished with value: 0.9951871252069554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:40:30,000] Trial 7211 finished with value: 0.9906406367004891 and parameters: {'classifier': 'SVC', 'svc_c': 7.635390424498727, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:40:34,619] Trial 7212 finished with value: 0.9975898002014988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:40:38,322] Trial 7213 finished with value: 0.9973960610647211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:40:41,977] Trial 7214 finished with value: 0.997554379649411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:40:56,346] Trial 7215 finished with value: 0.9970751687306115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 49, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:41:08,855] Trial 7216 finished with value: 0.9966641815542348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 47, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:41:11,173] Trial 7217 finished with value: 0.996654209027639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 72}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:41:15,177] Trial 7218 finished with value: 0.9973521331030599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:41:21,758] Trial 7219 finished with value: 0.9972497559762431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 21, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:41:26,037] Trial 7220 finished with value: 0.9973465808100513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:41:28,944] Trial 7221 finished with value: 0.9974320331264271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:41:33,861] Trial 7222 finished with value: 0.9974171136439319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:41:36,790] Trial 7223 finished with value: 0.9973970973074001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:41:46,313] Trial 7224 finished with value: 0.9968989339702032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 35, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:41:49,133] Trial 7225 finished with value: 0.9969485159766043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 60}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:41:54,971] Trial 7226 finished with value: 0.9972672518468532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:41:58,477] Trial 7227 finished with value: 0.9973718981388404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:42:01,938] Trial 7228 finished with value: 0.9974692923824467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:42:07,119] Trial 7229 finished with value: 0.9974125437343732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:42:11,748] Trial 7230 finished with value: 0.9879625365267959 and parameters: {'classifier': 'SVC', 'svc_c': 49298.82364148158, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:42:15,946] Trial 7231 finished with value: 0.9971989106741729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:42:20,280] Trial 7232 finished with value: 0.9974820570514521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:42:23,361] Trial 7233 finished with value: 0.9962054980157533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:42:40,149] Trial 7234 finished with value: 0.9968999981105027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 57, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:42:44,081] Trial 7235 finished with value: 0.9974483853215416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:42:53,645] Trial 7236 finished with value: 0.996397617789278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 35, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:42:57,478] Trial 7237 finished with value: 0.9974534950294306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:43:00,648] Trial 7238 finished with value: 0.9975800214030901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:43:12,416] Trial 7239 finished with value: 0.996352237532709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 40, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:43:15,665] Trial 7240 finished with value: 0.9952554057284947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:43:17,720] Trial 7241 finished with value: 0.9942616202131381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:43:22,172] Trial 7242 finished with value: 0.9892391922044229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 56, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:43:24,578] Trial 7243 finished with value: 0.9968527390015492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:43:32,473] Trial 7244 finished with value: 0.9970092705198829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 27, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:43:36,890] Trial 7245 finished with value: 0.9973905622818244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:43:46,763] Trial 7246 finished with value: 0.9971851289639223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 27, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:43:47,947] Trial 7247 finished with value: 0.9969256522419659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 11}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:43:50,999] Trial 7248 finished with value: 0.997397367619158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:48:18,297] Trial 7249 finished with value: 0.9896104580566082 and parameters: {'classifier': 'SVC', 'svc_c': 4581755000.438417, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:48:22,275] Trial 7250 finished with value: 0.9972652996799024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:48:31,704] Trial 7251 finished with value: 0.9959244478320488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 47, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:48:35,164] Trial 7252 finished with value: 0.9977260611309239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:48:39,761] Trial 7253 finished with value: 0.9976396667382406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:48:42,130] Trial 7254 finished with value: 0.9973379903106361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:48:44,520] Trial 7255 finished with value: 0.997073262488413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 42}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:48:51,379] Trial 7256 finished with value: 0.9974197394479685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 16, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:49:04,390] Trial 7257 finished with value: 0.9970040497610556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 39, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:49:18,184] Trial 7258 finished with value: 0.9964155456128089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 54, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:49:22,398] Trial 7259 finished with value: 0.9972692919912832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:49:26,404] Trial 7260 finished with value: 0.9974326063130361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:49:31,553] Trial 7261 finished with value: 0.9973883658916759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:49:35,960] Trial 7262 finished with value: 0.9976425970357615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:49:37,437] Trial 7263 finished with value: 0.9969476407720682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 108}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:49:39,619] Trial 7264 finished with value: 0.9971140254507276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:49:48,470] Trial 7265 finished with value: 0.9968524126406466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 29, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:49:51,456] Trial 7266 finished with value: 0.997218654509031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:49:54,647] Trial 7267 finished with value: 0.993099321738523 and parameters: {'classifier': 'SVC', 'svc_c': 1418.833746675305, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:49:59,305] Trial 7268 finished with value: 0.9974357862291994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:50:01,995] Trial 7269 finished with value: 0.9970776872287829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:50:07,107] Trial 7270 finished with value: 0.9972036040759296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 18, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:50:10,293] Trial 7271 finished with value: 0.9976309453199571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:50:15,370] Trial 7272 finished with value: 0.9974349364149889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:50:18,678] Trial 7273 finished with value: 0.9973012659653094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:50:20,583] Trial 7274 finished with value: 0.9971660862829159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 3, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:50:25,197] Trial 7275 finished with value: 0.9970180987997007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:50:28,727] Trial 7276 finished with value: 0.997504074812167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:50:33,648] Trial 7277 finished with value: 0.9975495274311651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:50:39,069] Trial 7278 finished with value: 0.9973585508570674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:51:00,256] Trial 7279 finished with value: 0.9958964905441162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 71, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:51:02,784] Trial 7280 finished with value: 0.997514212947164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:51:05,852] Trial 7281 finished with value: 0.9973915592964498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:51:08,390] Trial 7282 finished with value: 0.9913428453299428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 5}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:51:12,390] Trial 7283 finished with value: 0.9976108163138537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:51:17,033] Trial 7284 finished with value: 0.9975675990274167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:51:20,384] Trial 7285 finished with value: 0.9972495733563235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:51:25,299] Trial 7286 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.8048682740210678e-06, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:51:28,284] Trial 7287 finished with value: 0.9973124066373277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:51:32,851] Trial 7288 finished with value: 0.997554209756392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:51:34,891] Trial 7289 finished with value: 0.9929748586462283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:51:39,256] Trial 7290 finished with value: 0.997233457513406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:51:48,436] Trial 7291 finished with value: 0.9972813821662792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 32, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:51:51,166] Trial 7292 finished with value: 0.9973349787323343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:51:57,154] Trial 7293 finished with value: 0.9975347590528473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:51:58,395] Trial 7294 finished with value: 0.9866401455723669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:52:02,826] Trial 7295 finished with value: 0.9972664757280638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 104}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:52:06,889] Trial 7296 finished with value: 0.9972353822270666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:52:12,815] Trial 7297 finished with value: 0.9975900734014064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:52:21,315] Trial 7298 finished with value: 0.9971562453734224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 26, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:52:24,909] Trial 7299 finished with value: 0.99739315215855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:52:31,379] Trial 7300 finished with value: 0.9970934006032959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 21, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:52:34,706] Trial 7301 finished with value: 0.9969679103453636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:52:36,109] Trial 7302 finished with value: 0.9967637465120225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 33}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:52:40,976] Trial 7303 finished with value: 0.9963594449575922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:52:44,986] Trial 7304 finished with value: 0.9867022474532933 and parameters: {'classifier': 'SVC', 'svc_c': 4408253.6659211535, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:52:48,205] Trial 7305 finished with value: 0.9976276557493237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:52:51,208] Trial 7306 finished with value: 0.9975817594978548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 99}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:52:53,976] Trial 7307 finished with value: 0.9973999587336618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:53:01,149] Trial 7308 finished with value: 0.9968992261493793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 19, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:53:04,322] Trial 7309 finished with value: 0.9967748457343335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 92}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:53:07,885] Trial 7310 finished with value: 0.9974008979535576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:53:14,341] Trial 7311 finished with value: 0.9953704586899139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 37, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:53:17,072] Trial 7312 finished with value: 0.996725269885086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:53:20,329] Trial 7313 finished with value: 0.9973252437322381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:53:23,188] Trial 7314 finished with value: 0.9974306126963784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:53:27,290] Trial 7315 finished with value: 0.9976243111451586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:53:40,186] Trial 7316 finished with value: 0.9969835689085099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 41, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:53:45,015] Trial 7317 finished with value: 0.9970577272905129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:53:49,344] Trial 7318 finished with value: 0.9972971775198071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:53:59,109] Trial 7319 finished with value: 0.9970369440391847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 33, 'rf_n_estimators': 107}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:54:06,129] Trial 7320 finished with value: 0.9970520970809412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 25, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:54:08,838] Trial 7321 finished with value: 0.9972019162222723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:54:12,568] Trial 7322 finished with value: 0.9973003422969883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:54:15,802] Trial 7323 finished with value: 0.9974767485690487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:54:23,064] Trial 7324 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 4.645435540123751e-05, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:54:37,566] Trial 7325 finished with value: 0.9965025001478213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 45, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:54:41,684] Trial 7326 finished with value: 0.9971942303801719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:54:45,789] Trial 7327 finished with value: 0.997338940162731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:54:47,697] Trial 7328 finished with value: 0.997141988641911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 2, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:54:51,709] Trial 7329 finished with value: 0.9974633897346773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:54:54,172] Trial 7330 finished with value: 0.9954246479931291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:54:57,065] Trial 7331 finished with value: 0.9975488282450634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:55:01,913] Trial 7332 finished with value: 0.9974706313730248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:55:15,422] Trial 7333 finished with value: 0.9964625453913204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 45, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:55:31,246] Trial 7334 finished with value: 0.9963567883677853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 67, 'rf_n_estimators': 82}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:55:34,496] Trial 7335 finished with value: 0.9975336466391903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:55:36,456] Trial 7336 finished with value: 0.9972548123961854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:55:55,673] Trial 7337 finished with value: 0.9957994742355124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 64, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:55:59,356] Trial 7338 finished with value: 0.9974592159459417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:56:11,549] Trial 7339 finished with value: 0.9967462072874308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 36, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:56:16,508] Trial 7340 finished with value: 0.9973697105400924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:56:25,515] Trial 7341 finished with value: 0.9968737831702145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 30, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:56:30,752] Trial 7342 finished with value: 0.9852053993786534 and parameters: {'classifier': 'SVC', 'svc_c': 0.00014622111868319192, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:56:34,835] Trial 7343 finished with value: 0.9974693842954266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:56:38,083] Trial 7344 finished with value: 0.9974487581467407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:56:44,858] Trial 7345 finished with value: 0.9972946406771249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 17, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:56:53,279] Trial 7346 finished with value: 0.997205345027106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 31, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:56:56,070] Trial 7347 finished with value: 0.996464203950889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:57:02,763] Trial 7348 finished with value: 0.9971355475605415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 22, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:57:07,695] Trial 7349 finished with value: 0.9973195377325433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:57:11,882] Trial 7350 finished with value: 0.9976219958648086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:57:14,517] Trial 7351 finished with value: 0.9972838834307668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:57:18,191] Trial 7352 finished with value: 0.9975501559369467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:57:33,488] Trial 7353 finished with value: 0.9965321560168237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 54, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:57:36,984] Trial 7354 finished with value: 0.9976939153913423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:57:53,645] Trial 7355 finished with value: 0.996115240389759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 53, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:57:57,392] Trial 7356 finished with value: 0.9974247659708021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 95}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:58:00,728] Trial 7357 finished with value: 0.9967497537129494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:58:14,552] Trial 7358 finished with value: 0.9969436450012554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 46, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:58:20,192] Trial 7359 finished with value: 0.9972676015351176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:58:23,710] Trial 7360 finished with value: 0.9940929056864292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:58:29,640] Trial 7361 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.92605017077431e-07, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:58:34,280] Trial 7362 finished with value: 0.9969310530816803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 24, 'rf_n_estimators': 75}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:58:37,889] Trial 7363 finished with value: 0.9971104197705355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:58:39,675] Trial 7364 finished with value: 0.9971083781344238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 68}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:58:46,739] Trial 7365 finished with value: 0.9966174999165075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 27, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:58:48,693] Trial 7366 finished with value: 0.9974576413331384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:58:51,017] Trial 7367 finished with value: 0.9974259269434573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:58:58,400] Trial 7368 finished with value: 0.9970926241036516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 36, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:59:00,964] Trial 7369 finished with value: 0.9974794082691706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:59:06,251] Trial 7370 finished with value: 0.9971348852538883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:59:08,502] Trial 7371 finished with value: 0.9974425213305436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:59:09,989] Trial 7372 finished with value: 0.9957042390900135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 26}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:59:13,287] Trial 7373 finished with value: 0.9968925502074946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:59:17,610] Trial 7374 finished with value: 0.9973049439127166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:59:20,261] Trial 7375 finished with value: 0.9973482952600751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:59:24,757] Trial 7376 finished with value: 0.9973220837792187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:59:27,741] Trial 7377 finished with value: 0.9972828771486727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:59:32,345] Trial 7378 finished with value: 0.9976640183142433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:59:38,834] Trial 7379 finished with value: 0.9853433806296149 and parameters: {'classifier': 'SVC', 'svc_c': 0.0030417964130542755, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:59:42,626] Trial 7380 finished with value: 0.9974464356301477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:59:49,026] Trial 7381 finished with value: 0.9961728534514803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 71, 'rf_n_estimators': 29}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:59:52,205] Trial 7382 finished with value: 0.9976329036123239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 89}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 10:59:56,540] Trial 7383 finished with value: 0.9973601712359333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:00:00,706] Trial 7384 finished with value: 0.9973667310488148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:00:22,046] Trial 7385 finished with value: 0.9959127896099735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 72, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:00:31,405] Trial 7386 finished with value: 0.9970654063089631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 35, 'rf_n_estimators': 108}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:00:34,568] Trial 7387 finished with value: 0.9974587925622561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:00:41,655] Trial 7388 finished with value: 0.9971998114912005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 23, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:00:45,342] Trial 7389 finished with value: 0.9971231456875561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:00:48,349] Trial 7390 finished with value: 0.9974069431045315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:00:51,491] Trial 7391 finished with value: 0.9896805090773156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:00:56,091] Trial 7392 finished with value: 0.9974317082572064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:01:00,991] Trial 7393 finished with value: 0.9969023774379501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:01:06,341] Trial 7394 finished with value: 0.9971796430031402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 16, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:01:24,840] Trial 7395 finished with value: 0.9965977736009743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 69, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:01:27,722] Trial 7396 finished with value: 0.9956332126047199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:01:31,178] Trial 7397 finished with value: 0.9971203570363162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:01:37,602] Trial 7398 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 3.727375741109972e-09, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:01:39,571] Trial 7399 finished with value: 0.9969336991662398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:01:42,890] Trial 7400 finished with value: 0.9975446346201357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:01:44,402] Trial 7401 finished with value: 0.9971181865125623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 7, 'rf_n_estimators': 46}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:01:49,806] Trial 7402 finished with value: 0.9972624922080836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:02:02,652] Trial 7403 finished with value: 0.9963461627067917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 48, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:02:09,296] Trial 7404 finished with value: 0.9975931378233241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:02:12,157] Trial 7405 finished with value: 0.9973629246898339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:02:15,980] Trial 7406 finished with value: 0.9976834001147911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:02:20,532] Trial 7407 finished with value: 0.997557401479057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:02:23,536] Trial 7408 finished with value: 0.9972661967518572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:02:27,944] Trial 7409 finished with value: 0.9974498986484456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:02:34,876] Trial 7410 finished with value: 0.9969508266232198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 27, 'rf_n_estimators': 102}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:02:37,088] Trial 7411 finished with value: 0.9969731450053944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:02:43,388] Trial 7412 finished with value: 0.9973361977536223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:02:46,883] Trial 7413 finished with value: 0.997663869209554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:02:50,301] Trial 7414 finished with value: 0.9971455865463156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:02:51,692] Trial 7415 finished with value: 0.9931370975289865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:02:56,736] Trial 7416 finished with value: 0.9973153499791284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:03:00,581] Trial 7417 finished with value: 0.9909662604583686 and parameters: {'classifier': 'SVC', 'svc_c': 23.972072261167337, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:03:04,536] Trial 7418 finished with value: 0.9974438995809134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:03:07,890] Trial 7419 finished with value: 0.9972248744089235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:03:14,575] Trial 7420 finished with value: 0.9973719259412474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:03:16,479] Trial 7421 finished with value: 0.9971807713492268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 54}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:03:20,381] Trial 7422 finished with value: 0.9970086949529309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:03:22,580] Trial 7423 finished with value: 0.9971346842577202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:03:24,653] Trial 7424 finished with value: 0.9970731867935037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:03:28,469] Trial 7425 finished with value: 0.9973124893463146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:03:32,739] Trial 7426 finished with value: 0.9973667673887188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:03:37,618] Trial 7427 finished with value: 0.9974990153453853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:03:38,505] Trial 7428 finished with value: 0.9946512044555437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 9}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:03:42,916] Trial 7429 finished with value: 0.9972079554382575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:03:46,901] Trial 7430 finished with value: 0.9974583497867089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:03:51,992] Trial 7431 finished with value: 0.997354745418486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:03:56,481] Trial 7432 finished with value: 0.997304297221114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:03:58,831] Trial 7433 finished with value: 0.9975308106984683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:04:03,412] Trial 7434 finished with value: 0.9970641522490253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:04:05,825] Trial 7435 finished with value: 0.9932766319061882 and parameters: {'classifier': 'SVC', 'svc_c': 149.09838483169383, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:04:12,173] Trial 7436 finished with value: 0.9970004065983952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 25, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:04:16,527] Trial 7437 finished with value: 0.9973021699561279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:04:21,900] Trial 7438 finished with value: 0.9974908955191383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:04:24,816] Trial 7439 finished with value: 0.9967466632659475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:04:27,994] Trial 7440 finished with value: 0.9975787404611447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:04:31,580] Trial 7441 finished with value: 0.9976944960046216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:04:35,869] Trial 7442 finished with value: 0.9976047343151694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:04:38,445] Trial 7443 finished with value: 0.9975607026657646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:04:53,401] Trial 7444 finished with value: 0.9968899850228613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 52, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:05:11,401] Trial 7445 finished with value: 0.9962021334484445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 61, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:05:14,962] Trial 7446 finished with value: 0.9975578399382486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:05:19,780] Trial 7447 finished with value: 0.9974998469737747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:05:22,517] Trial 7448 finished with value: 0.9973878144137956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:05:25,857] Trial 7449 finished with value: 0.9973789257684779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:05:30,069] Trial 7450 finished with value: 0.9977077846030037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:05:34,037] Trial 7451 finished with value: 0.9971646570614667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:05:42,925] Trial 7452 finished with value: 0.9972427863952383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:05:47,089] Trial 7453 finished with value: 0.9971483930977351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:05:53,665] Trial 7454 finished with value: 0.9940186407285333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 46, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:06:00,118] Trial 7455 finished with value: 0.9854043378511707 and parameters: {'classifier': 'SVC', 'svc_c': 0.27509354643142453, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:06:03,708] Trial 7456 finished with value: 0.9973372405025721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:06:06,253] Trial 7457 finished with value: 0.9969627179602255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:06:13,543] Trial 7458 finished with value: 0.9974409125677518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 20, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:06:16,123] Trial 7459 finished with value: 0.9943156066793866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:06:21,303] Trial 7460 finished with value: 0.9974113330601547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:06:25,936] Trial 7461 finished with value: 0.9971961594101879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:06:39,793] Trial 7462 finished with value: 0.9965443427067964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 52, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:06:44,029] Trial 7463 finished with value: 0.997566283840269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:06:45,659] Trial 7464 finished with value: 0.9890711242106268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:06:48,275] Trial 7465 finished with value: 0.9963273232753448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:06:51,210] Trial 7466 finished with value: 0.9976722331003097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:06:55,208] Trial 7467 finished with value: 0.9972795982419761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:07:00,238] Trial 7468 finished with value: 0.9974540719928505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:07:02,776] Trial 7469 finished with value: 0.9972810245435378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 79}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:07:06,178] Trial 7470 finished with value: 0.9973635503709417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:07:09,917] Trial 7471 finished with value: 0.9968414575401735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:07:21,982] Trial 7472 finished with value: 0.9969642978097836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 40, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:07:29,315] Trial 7473 finished with value: 0.9850764277579126 and parameters: {'classifier': 'SVC', 'svc_c': 4.937606039860028e-10, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:07:32,246] Trial 7474 finished with value: 0.9973575566988538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:07:36,905] Trial 7475 finished with value: 0.9973792542875581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:07:38,444] Trial 7476 finished with value: 0.996970952963339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 37}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:07:42,753] Trial 7477 finished with value: 0.9976181960755746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:07:46,387] Trial 7478 finished with value: 0.9960489296814471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 51}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:07:48,189] Trial 7479 finished with value: 0.9968847151337531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:07:59,375] Trial 7480 finished with value: 0.9969046323527998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 37, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:08:04,243] Trial 7481 finished with value: 0.9971289415690047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:08:07,726] Trial 7482 finished with value: 0.9974917867830558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:08:11,450] Trial 7483 finished with value: 0.9972216480284638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:08:15,198] Trial 7484 finished with value: 0.9973747858123517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:08:20,135] Trial 7485 finished with value: 0.9971178686574188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:08:24,283] Trial 7486 finished with value: 0.9976320243453355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:08:27,213] Trial 7487 finished with value: 0.9973100011578446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:08:31,091] Trial 7488 finished with value: 0.996596608914984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:08:43,037] Trial 7489 finished with value: 0.9961068683423612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 41, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:08:47,204] Trial 7490 finished with value: 0.9975464266376052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:08:51,404] Trial 7491 finished with value: 0.9866070574708368 and parameters: {'classifier': 'SVC', 'svc_c': 630998535.6535605, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:08:57,425] Trial 7492 finished with value: 0.9972435834293086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 19, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:09:02,818] Trial 7493 finished with value: 0.997402472534623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:09:06,220] Trial 7494 finished with value: 0.9976556745135831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:09:08,742] Trial 7495 finished with value: 0.9972846132122113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:09:13,429] Trial 7496 finished with value: 0.9971749716909671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:09:16,005] Trial 7497 finished with value: 0.9970113724580189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:09:26,275] Trial 7498 finished with value: 0.9965696236004677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 28, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:09:29,579] Trial 7499 finished with value: 0.9972932656957596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:09:33,480] Trial 7500 finished with value: 0.9970617726041989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:09:35,363] Trial 7501 finished with value: 0.996904972265789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:09:40,166] Trial 7502 finished with value: 0.9975747619557535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:09:43,493] Trial 7503 finished with value: 0.9931200184088395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:09:48,300] Trial 7504 finished with value: 0.9974303442888948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:09:49,731] Trial 7505 finished with value: 0.9970533598053278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 65}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:09:53,493] Trial 7506 finished with value: 0.9973807904657553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:09:55,710] Trial 7507 finished with value: 0.9973546715643753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:10:00,551] Trial 7508 finished with value: 0.9974131318060607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:10:06,238] Trial 7509 finished with value: 0.997261000336005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:10:10,207] Trial 7510 finished with value: 0.9974366281724087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:10:15,478] Trial 7511 finished with value: 0.9974669351763209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:10:18,933] Trial 7512 finished with value: 0.9962836186216003 and parameters: {'classifier': 'SVC', 'svc_c': 92892.22391360378, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:10:24,397] Trial 7513 finished with value: 0.9976003777478247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:10:27,498] Trial 7514 finished with value: 0.9974896404118493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:10:31,679] Trial 7515 finished with value: 0.9973075915841716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:10:33,464] Trial 7516 finished with value: 0.996377855356006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 3, 'rf_n_estimators': 104}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:10:36,770] Trial 7517 finished with value: 0.9973442384890041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:10:41,702] Trial 7518 finished with value: 0.997104056954846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:10:44,380] Trial 7519 finished with value: 0.9973106081453249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:10:47,012] Trial 7520 finished with value: 0.9975360478657939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:10:48,999] Trial 7521 finished with value: 0.9910007311900996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 17, 'rf_n_estimators': 108}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:10:51,260] Trial 7522 finished with value: 0.9959665745087717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:10:56,672] Trial 7523 finished with value: 0.997388771629085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:10:59,433] Trial 7524 finished with value: 0.9965120152359567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:11:04,458] Trial 7525 finished with value: 0.9973821471026102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:11:07,141] Trial 7526 finished with value: 0.9956434421131526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:11:10,517] Trial 7527 finished with value: 0.9974041734008222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:11:15,432] Trial 7528 finished with value: 0.9974870582156976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:11:18,587] Trial 7529 finished with value: 0.9973408919488267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:11:24,461] Trial 7530 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 8.057587780644729e-07, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:11:27,597] Trial 7531 finished with value: 0.9974467091474343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:11:31,695] Trial 7532 finished with value: 0.997249057678803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:11:47,283] Trial 7533 finished with value: 0.9964423002244756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 56, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:11:52,639] Trial 7534 finished with value: 0.9974819911635562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:11:55,525] Trial 7535 finished with value: 0.9974578111309432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:11:58,792] Trial 7536 finished with value: 0.9972234015161136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:12:02,306] Trial 7537 finished with value: 0.9973239064237687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:12:06,851] Trial 7538 finished with value: 0.9976244081362039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:12:13,876] Trial 7539 finished with value: 0.9972052773936252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 23, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:12:17,676] Trial 7540 finished with value: 0.9972011752373465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:12:21,707] Trial 7541 finished with value: 0.9976444913127688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:12:33,286] Trial 7542 finished with value: 0.9967035235152183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 41, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:12:38,404] Trial 7543 finished with value: 0.9971486006953879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:12:43,435] Trial 7544 finished with value: 0.9974292530126844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:12:47,212] Trial 7545 finished with value: 0.997343785779492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:13:01,464] Trial 7546 finished with value: 0.9964842944271727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 50, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:13:07,814] Trial 7547 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.5440442294533616e-09, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:13:10,774] Trial 7548 finished with value: 0.997675782699619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:13:23,242] Trial 7549 finished with value: 0.9969181925641942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 44, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:13:29,087] Trial 7550 finished with value: 0.9973692941070084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:13:30,875] Trial 7551 finished with value: 0.9970036342166332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:13:47,585] Trial 7552 finished with value: 0.9967438135509733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 61, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:13:50,220] Trial 7553 finished with value: 0.9973541042175412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:13:59,454] Trial 7554 finished with value: 0.9967465012121918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 33, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:14:03,338] Trial 7555 finished with value: 0.997089733478515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:14:05,357] Trial 7556 finished with value: 0.9972607515108104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 57}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:14:10,552] Trial 7557 finished with value: 0.9973378437449796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:14:14,301] Trial 7558 finished with value: 0.9969169264438514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:14:18,145] Trial 7559 finished with value: 0.9973578631918262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 99}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:14:35,901] Trial 7560 finished with value: 0.9962445182813067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 67, 'rf_n_estimators': 106}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:14:38,741] Trial 7561 finished with value: 0.9974838224090794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:14:47,729] Trial 7562 finished with value: 0.9948418866288115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 50, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:14:53,833] Trial 7563 finished with value: 0.9972947809904138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 21, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:14:57,488] Trial 7564 finished with value: 0.9974874522735567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:15:02,917] Trial 7565 finished with value: 0.9971376512442623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:15:05,898] Trial 7566 finished with value: 0.9973628667046769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:15:08,908] Trial 7567 finished with value: 0.9928203307419933 and parameters: {'classifier': 'SVC', 'svc_c': 514.5501904144534, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:15:12,091] Trial 7568 finished with value: 0.9969228401998883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:15:33,824] Trial 7569 finished with value: 0.995924860710487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 61, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:15:37,643] Trial 7570 finished with value: 0.9974517639170055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:15:41,609] Trial 7571 finished with value: 0.9951369578265888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 34, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:15:45,641] Trial 7572 finished with value: 0.997552735911445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:16:02,261] Trial 7573 finished with value: 0.9960563620328807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 55, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:16:07,014] Trial 7574 finished with value: 0.997171272161783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:16:17,032] Trial 7575 finished with value: 0.9968885876027954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 38, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:16:29,981] Trial 7576 finished with value: 0.9971772278435956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 44, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:16:49,105] Trial 7577 finished with value: 0.9960680843337909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 69, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:16:50,712] Trial 7578 finished with value: 0.9931993098260931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:16:53,915] Trial 7579 finished with value: 0.9970316034062812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:16:58,662] Trial 7580 finished with value: 0.9974598651131009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:17:02,476] Trial 7581 finished with value: 0.9974691412782691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 102}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:17:07,733] Trial 7582 finished with value: 0.9970361181236186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 17, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:17:11,434] Trial 7583 finished with value: 0.9973106019881709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:17:16,058] Trial 7584 finished with value: 0.9973137961229166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:17:20,435] Trial 7585 finished with value: 0.9951967807035936 and parameters: {'classifier': 'SVC', 'svc_c': 236118.49832069877, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:17:23,421] Trial 7586 finished with value: 0.9974843856617231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 85}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:17:31,633] Trial 7587 finished with value: 0.997005355490307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 29, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:17:35,738] Trial 7588 finished with value: 0.9973493463878325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:17:39,956] Trial 7589 finished with value: 0.9975273095312058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:17:41,564] Trial 7590 finished with value: 0.9971027042534918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 2, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:17:45,148] Trial 7591 finished with value: 0.9974550669127739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:17:47,569] Trial 7592 finished with value: 0.9974021062791708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:17:50,476] Trial 7593 finished with value: 0.9974508984560068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:17:54,013] Trial 7594 finished with value: 0.9968432447652189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:17:55,729] Trial 7595 finished with value: 0.9964026743679101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:17:56,681] Trial 7596 finished with value: 0.9891919994594339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:17:58,067] Trial 7597 finished with value: 0.9971409765200416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:18:05,874] Trial 7598 finished with value: 0.9970803889816322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 34, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:18:08,546] Trial 7599 finished with value: 0.9970357141000564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:18:10,271] Trial 7600 finished with value: 0.9975695010484734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:18:14,077] Trial 7601 finished with value: 0.9972996252424449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:18:20,866] Trial 7602 finished with value: 0.9969033598531377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 24, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:18:25,685] Trial 7603 finished with value: 0.9866175447545539 and parameters: {'classifier': 'SVC', 'svc_c': 11677667.90705122, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:18:43,845] Trial 7604 finished with value: 0.9968715902394978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 57, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:18:45,465] Trial 7605 finished with value: 0.9969910485811636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 1, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:18:49,119] Trial 7606 finished with value: 0.9973415223906207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:18:52,003] Trial 7607 finished with value: 0.9970022446993062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:18:57,053] Trial 7608 finished with value: 0.9973934341181199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:19:01,785] Trial 7609 finished with value: 0.9974418365851899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:19:05,833] Trial 7610 finished with value: 0.9973520686116318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:19:08,902] Trial 7611 finished with value: 0.9973942439108289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:19:11,813] Trial 7612 finished with value: 0.9973541950196946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:19:15,447] Trial 7613 finished with value: 0.997403358530048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:19:20,250] Trial 7614 finished with value: 0.9974050951331309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:19:22,703] Trial 7615 finished with value: 0.9972283659278621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 4, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:19:30,005] Trial 7616 finished with value: 0.9968140960045021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 28, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:19:36,497] Trial 7617 finished with value: 0.9969500596132099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 23, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:19:42,192] Trial 7618 finished with value: 0.997324000685354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:20:06,685] Trial 7619 finished with value: 0.9960277827771753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 69, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:20:11,098] Trial 7620 finished with value: 0.9971720852869722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:20:14,718] Trial 7621 finished with value: 0.9975984668401537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:20:21,871] Trial 7622 finished with value: 0.9853840203853728 and parameters: {'classifier': 'SVC', 'svc_c': 0.04493529981335755, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:20:25,682] Trial 7623 finished with value: 0.997488856390321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:20:30,543] Trial 7624 finished with value: 0.9976237002856535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:20:37,104] Trial 7625 finished with value: 0.9973386534424749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:20:41,174] Trial 7626 finished with value: 0.9972059980028142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:20:44,930] Trial 7627 finished with value: 0.9973233633246962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:20:48,257] Trial 7628 finished with value: 0.9975943282170197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:20:53,109] Trial 7629 finished with value: 0.9974919078314349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:20:55,909] Trial 7630 finished with value: 0.994981647106866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 20, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:20:58,495] Trial 7631 finished with value: 0.9975296356341822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:21:02,287] Trial 7632 finished with value: 0.9963722461886673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:21:05,889] Trial 7633 finished with value: 0.9969884205237357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:21:10,285] Trial 7634 finished with value: 0.9971625946370256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:21:15,311] Trial 7635 finished with value: 0.9974970013212531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:21:17,039] Trial 7636 finished with value: 0.9962632641494024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 71}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:21:19,381] Trial 7637 finished with value: 0.9975324393609282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:21:23,292] Trial 7638 finished with value: 0.9973846338311364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:21:28,397] Trial 7639 finished with value: 0.9972876647168009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:21:32,386] Trial 7640 finished with value: 0.9972894484824145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:21:36,414] Trial 7641 finished with value: 0.9867325520133865 and parameters: {'classifier': 'SVC', 'svc_c': 8415777770.205259, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:21:51,268] Trial 7642 finished with value: 0.9963799200021007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 50, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:21:55,122] Trial 7643 finished with value: 0.9975442021594084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:22:03,046] Trial 7644 finished with value: 0.9971381718094205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:22:07,165] Trial 7645 finished with value: 0.9974418436627434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:22:12,609] Trial 7646 finished with value: 0.9975136561373151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:22:15,232] Trial 7647 finished with value: 0.9974189554899161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:22:18,715] Trial 7648 finished with value: 0.9972477901937301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:22:23,512] Trial 7649 finished with value: 0.9973761510819172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:22:32,773] Trial 7650 finished with value: 0.9971574046322308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 31, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:22:36,834] Trial 7651 finished with value: 0.997607718281492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:22:41,637] Trial 7652 finished with value: 0.9974945337941611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:22:46,571] Trial 7653 finished with value: 0.9973427132603847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:22:51,730] Trial 7654 finished with value: 0.9975004396157211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:22:54,664] Trial 7655 finished with value: 0.9975353035801257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:22:57,273] Trial 7656 finished with value: 0.9972417532628745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:23:00,952] Trial 7657 finished with value: 0.9975985027039892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:23:04,906] Trial 7658 finished with value: 0.9975550389092246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:23:13,950] Trial 7659 finished with value: 0.9970854604770807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 27, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:23:17,797] Trial 7660 finished with value: 0.9976771356231385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:23:20,806] Trial 7661 finished with value: 0.997326479891996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:23:27,796] Trial 7662 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 7.02071011036339e-08, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:23:29,536] Trial 7663 finished with value: 0.9969909336582007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:23:35,057] Trial 7664 finished with value: 0.9971520337848391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:23:37,358] Trial 7665 finished with value: 0.9956796434177644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:23:40,421] Trial 7666 finished with value: 0.9973518816436191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:23:43,756] Trial 7667 finished with value: 0.9974213960715247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 61}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:23:45,924] Trial 7668 finished with value: 0.9970020682365407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 3, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:23:50,902] Trial 7669 finished with value: 0.9976807485713114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:23:54,380] Trial 7670 finished with value: 0.9972614548863157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:23:56,952] Trial 7671 finished with value: 0.9974191444574171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:23:59,971] Trial 7672 finished with value: 0.9974392842861469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:24:03,833] Trial 7673 finished with value: 0.9973538644376504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:24:07,982] Trial 7674 finished with value: 0.9973187333670165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:24:13,134] Trial 7675 finished with value: 0.9973510630595096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:24:17,059] Trial 7676 finished with value: 0.9970228511070137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:24:24,577] Trial 7677 finished with value: 0.9968551215027873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 22, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:24:28,247] Trial 7678 finished with value: 0.9866100072554329 and parameters: {'classifier': 'SVC', 'svc_c': 40462076.50262793, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:24:31,543] Trial 7679 finished with value: 0.9969073754601426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:24:37,469] Trial 7680 finished with value: 0.9974682598213649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:24:42,141] Trial 7681 finished with value: 0.9970664215728853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:24:45,384] Trial 7682 finished with value: 0.9973855826358803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:24:47,208] Trial 7683 finished with value: 0.9897173648175791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:24:52,793] Trial 7684 finished with value: 0.9974399047622381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:24:54,668] Trial 7685 finished with value: 0.9972307828647299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 48}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:24:59,429] Trial 7686 finished with value: 0.9972451358890525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:25:01,512] Trial 7687 finished with value: 0.9939167704878367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:25:04,971] Trial 7688 finished with value: 0.9974603969134787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:25:10,328] Trial 7689 finished with value: 0.997383208164333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:25:12,704] Trial 7690 finished with value: 0.9975547437466853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:25:14,540] Trial 7691 finished with value: 0.9954989391347985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:25:18,460] Trial 7692 finished with value: 0.9971082585142508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:25:23,678] Trial 7693 finished with value: 0.9972299933525434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:25:37,555] Trial 7694 finished with value: 0.9962552440436604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 56, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:25:39,491] Trial 7695 finished with value: 0.9965564855032428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 4, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:25:42,589] Trial 7696 finished with value: 0.9975112893463414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:25:49,674] Trial 7697 finished with value: 0.9931766428347432 and parameters: {'classifier': 'SVC', 'svc_c': 1129084.8356110756, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:25:52,912] Trial 7698 finished with value: 0.9972670137490712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:25:57,383] Trial 7699 finished with value: 0.9974184611720073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:26:01,472] Trial 7700 finished with value: 0.9973318922208328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:26:04,395] Trial 7701 finished with value: 0.9975924759610018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:26:21,501] Trial 7702 finished with value: 0.9964101936812101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 62, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:26:27,342] Trial 7703 finished with value: 0.9971509479675488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:26:30,933] Trial 7704 finished with value: 0.9974388795326131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:26:34,895] Trial 7705 finished with value: 0.9970469515092167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 13, 'rf_n_estimators': 93}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:26:38,831] Trial 7706 finished with value: 0.9969708536871643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:26:47,350] Trial 7707 finished with value: 0.9969316112879968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 29, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:26:53,804] Trial 7708 finished with value: 0.997290121199101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 17, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:26:59,246] Trial 7709 finished with value: 0.9973066948613338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:27:19,400] Trial 7710 finished with value: 0.9962497238376762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 61, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:27:22,646] Trial 7711 finished with value: 0.9973426327095757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:27:24,667] Trial 7712 finished with value: 0.996051535807981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:27:30,214] Trial 7713 finished with value: 0.9975121314799783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:27:32,376] Trial 7714 finished with value: 0.9957936490599751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:27:34,132] Trial 7715 finished with value: 0.9961752204963572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 22, 'rf_n_estimators': 22}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:27:38,322] Trial 7716 finished with value: 0.9867332074646518 and parameters: {'classifier': 'SVC', 'svc_c': 197337013.79847234, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:27:41,542] Trial 7717 finished with value: 0.9976622315652665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:27:46,210] Trial 7718 finished with value: 0.9973466987481153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:27:51,332] Trial 7719 finished with value: 0.9972839016800638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:27:54,877] Trial 7720 finished with value: 0.9976123261495881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:28:17,336] Trial 7721 finished with value: 0.996364215958533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 70, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:28:31,723] Trial 7722 finished with value: 0.9963619062323166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 63, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:28:37,253] Trial 7723 finished with value: 0.9973748550962037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:28:41,350] Trial 7724 finished with value: 0.9973728903610416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:28:43,721] Trial 7725 finished with value: 0.997328819197942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:28:45,583] Trial 7726 finished with value: 0.9965048727785698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:28:49,197] Trial 7727 finished with value: 0.9975679250392022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:28:54,236] Trial 7728 finished with value: 0.9974679848123967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:29:02,021] Trial 7729 finished with value: 0.99703865315724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 27, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:29:03,074] Trial 7730 finished with value: 0.9948608156563713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 14}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:29:05,003] Trial 7731 finished with value: 0.9967440634235191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:29:11,001] Trial 7732 finished with value: 0.9974388481120847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:29:15,132] Trial 7733 finished with value: 0.9972310367679896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:29:17,887] Trial 7734 finished with value: 0.9896369242976477 and parameters: {'classifier': 'SVC', 'svc_c': 4.104403780480919, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:29:21,347] Trial 7735 finished with value: 0.997369549374998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:29:24,990] Trial 7736 finished with value: 0.9975599242618459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:29:29,210] Trial 7737 finished with value: 0.997265562914107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:29:34,371] Trial 7738 finished with value: 0.9973643145562777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:29:39,231] Trial 7739 finished with value: 0.9974215741846616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:29:41,763] Trial 7740 finished with value: 0.9974857216689381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:29:46,018] Trial 7741 finished with value: 0.9975367413708099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:29:51,580] Trial 7742 finished with value: 0.9973474389395935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:29:56,541] Trial 7743 finished with value: 0.9973804912407638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:29:58,147] Trial 7744 finished with value: 0.9894477997891405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:30:04,462] Trial 7745 finished with value: 0.9972371049606842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 20, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:30:05,683] Trial 7746 finished with value: 0.9885488272098999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 2, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:30:08,897] Trial 7747 finished with value: 0.9961827900825027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:30:13,934] Trial 7748 finished with value: 0.9969197309323071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:30:17,560] Trial 7749 finished with value: 0.9974196861917598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:30:20,329] Trial 7750 finished with value: 0.9974021244967296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:30:25,679] Trial 7751 finished with value: 0.9972949683392817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:30:29,934] Trial 7752 finished with value: 0.997415306677908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:30:35,557] Trial 7753 finished with value: 0.9852498088361088 and parameters: {'classifier': 'SVC', 'svc_c': 0.0009335563725530928, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:30:39,201] Trial 7754 finished with value: 0.9974832460804174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:30:43,517] Trial 7755 finished with value: 0.9972007750223334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:30:46,143] Trial 7756 finished with value: 0.9971901240662276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:30:50,797] Trial 7757 finished with value: 0.9976597948239445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:30:54,233] Trial 7758 finished with value: 0.9972736924838917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:30:59,838] Trial 7759 finished with value: 0.9964176273338978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 25, 'rf_n_estimators': 88}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:31:03,466] Trial 7760 finished with value: 0.9974300844506464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:31:07,528] Trial 7761 finished with value: 0.9975270001500837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:31:14,174] Trial 7762 finished with value: 0.997149096314551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:31:18,716] Trial 7763 finished with value: 0.997519295201763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:31:36,155] Trial 7764 finished with value: 0.9962410489789032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 69, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:31:40,174] Trial 7765 finished with value: 0.9973282982201908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:31:43,742] Trial 7766 finished with value: 0.9976421801583468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:31:59,492] Trial 7767 finished with value: 0.9966500965882785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 50, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:32:01,920] Trial 7768 finished with value: 0.9973240874250551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:32:20,138] Trial 7769 finished with value: 0.9964005110169231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 60, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:32:31,890] Trial 7770 finished with value: 0.9966605725098248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 45, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:32:41,701] Trial 7771 finished with value: 0.9969340910024455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 33, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:32:49,065] Trial 7772 finished with value: 0.9853881164162351 and parameters: {'classifier': 'SVC', 'svc_c': 0.01412289618622165, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:32:51,967] Trial 7773 finished with value: 0.9975980104173064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:32:56,280] Trial 7774 finished with value: 0.9975235176764486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:32:59,321] Trial 7775 finished with value: 0.9969331691749229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:33:02,711] Trial 7776 finished with value: 0.9974341898441915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:33:07,686] Trial 7777 finished with value: 0.9971938999885551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:33:11,209] Trial 7778 finished with value: 0.9954393820627688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 18, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:33:13,115] Trial 7779 finished with value: 0.9972780188050109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:33:15,956] Trial 7780 finished with value: 0.9976493566387702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:33:17,776] Trial 7781 finished with value: 0.9970702664934237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:33:23,160] Trial 7782 finished with value: 0.9976096614348767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:33:26,356] Trial 7783 finished with value: 0.9974349660264566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:33:38,596] Trial 7784 finished with value: 0.9962636046336737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 50, 'rf_n_estimators': 104}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:33:42,666] Trial 7785 finished with value: 0.9975360136523296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:33:45,692] Trial 7786 finished with value: 0.9976010268832463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 100}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:33:49,879] Trial 7787 finished with value: 0.9974731409528443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:33:54,402] Trial 7788 finished with value: 0.9976410908181487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:34:03,842] Trial 7789 finished with value: 0.9971677132950045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 30, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:34:07,774] Trial 7790 finished with value: 0.9867325520133865 and parameters: {'classifier': 'SVC', 'svc_c': 2074245576.0926502, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:34:11,642] Trial 7791 finished with value: 0.9973736738112876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:34:16,931] Trial 7792 finished with value: 0.9973121374998722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 81}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:34:19,213] Trial 7793 finished with value: 0.997172310372212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 43}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:34:29,050] Trial 7794 finished with value: 0.997084569213163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 36, 'rf_n_estimators': 96}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:34:30,959] Trial 7795 finished with value: 0.9973042366651866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:34:37,447] Trial 7796 finished with value: 0.9969086666534323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 22, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:34:48,215] Trial 7797 finished with value: 0.9968091282285353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 41, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:34:52,371] Trial 7798 finished with value: 0.9974075132443012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:34:56,477] Trial 7799 finished with value: 0.9972368400443705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:35:00,176] Trial 7800 finished with value: 0.9973800941678035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:35:03,226] Trial 7801 finished with value: 0.9974296512282095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:35:07,550] Trial 7802 finished with value: 0.9965566186437647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:35:10,308] Trial 7803 finished with value: 0.997369473933992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:35:12,997] Trial 7804 finished with value: 0.9974866579054705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 73}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:35:15,188] Trial 7805 finished with value: 0.9974388616324332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 77}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:35:22,327] Trial 7806 finished with value: 0.9972269994839941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:35:25,092] Trial 7807 finished with value: 0.9967187785943471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:35:29,495] Trial 7808 finished with value: 0.9972486280427496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:35:34,480] Trial 7809 finished with value: 0.9972819853452107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:35:41,023] Trial 7810 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 8.144779474021402e-09, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:35:46,820] Trial 7811 finished with value: 0.9973566474712806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:35:50,187] Trial 7812 finished with value: 0.9973018861240214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:35:54,040] Trial 7813 finished with value: 0.9975702532051426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:35:56,724] Trial 7814 finished with value: 0.9958113931210217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:36:00,589] Trial 7815 finished with value: 0.9973770376803626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:36:07,029] Trial 7816 finished with value: 0.9973717957840886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:36:11,112] Trial 7817 finished with value: 0.9969688128445003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:36:14,427] Trial 7818 finished with value: 0.9974426173694516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:36:17,345] Trial 7819 finished with value: 0.9972719074804998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:36:20,592] Trial 7820 finished with value: 0.9975719568642777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:36:23,658] Trial 7821 finished with value: 0.9930112965569401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:36:27,804] Trial 7822 finished with value: 0.9972790812314632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:36:31,394] Trial 7823 finished with value: 0.9974472396148198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:36:36,895] Trial 7824 finished with value: 0.9972853557205564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:36:41,560] Trial 7825 finished with value: 0.997394606484684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:36:46,825] Trial 7826 finished with value: 0.9975216085143628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:36:51,259] Trial 7827 finished with value: 0.9974308795487042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:36:57,521] Trial 7828 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 1.238925197190236e-05, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:37:01,022] Trial 7829 finished with value: 0.9974442282269452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:37:07,527] Trial 7830 finished with value: 0.9975845954703148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:37:11,452] Trial 7831 finished with value: 0.997433944732332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:37:16,417] Trial 7832 finished with value: 0.9971523412934244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:37:19,665] Trial 7833 finished with value: 0.9905344499774248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 48, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:37:21,953] Trial 7834 finished with value: 0.9974371461350585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:37:25,517] Trial 7835 finished with value: 0.9973655814065924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:37:31,195] Trial 7836 finished with value: 0.9973546158326098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:37:34,790] Trial 7837 finished with value: 0.9972638854070076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:37:39,427] Trial 7838 finished with value: 0.9963912006382909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 21, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:37:58,933] Trial 7839 finished with value: 0.9961543198782477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 73, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:38:06,648] Trial 7840 finished with value: 0.997030638224777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 25, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:38:11,606] Trial 7841 finished with value: 0.9974569418931335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:38:17,362] Trial 7842 finished with value: 0.997258658967095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:38:20,037] Trial 7843 finished with value: 0.9975378652101133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:38:23,986] Trial 7844 finished with value: 0.9973500487159869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:38:32,298] Trial 7845 finished with value: 0.9965085737676981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 34, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:38:38,898] Trial 7846 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 4.603414074233119e-06, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:38:42,733] Trial 7847 finished with value: 0.9975938142216082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:38:45,610] Trial 7848 finished with value: 0.9972461885719675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:38:47,461] Trial 7849 finished with value: 0.9973713338388456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:38:51,060] Trial 7850 finished with value: 0.9974299530557095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:38:56,617] Trial 7851 finished with value: 0.9905125699592284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 52, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:38:59,286] Trial 7852 finished with value: 0.9970645364363953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:39:01,090] Trial 7853 finished with value: 0.9970004198965782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:39:05,760] Trial 7854 finished with value: 0.9974702952051088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:39:12,689] Trial 7855 finished with value: 0.9972336796470205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:39:20,214] Trial 7856 finished with value: 0.997071605801381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 30, 'rf_n_estimators': 107}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:39:23,226] Trial 7857 finished with value: 0.9972318941358219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:39:28,465] Trial 7858 finished with value: 0.9974389518950421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:39:31,735] Trial 7859 finished with value: 0.99719370076971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:39:34,998] Trial 7860 finished with value: 0.9973175243431692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:39:37,977] Trial 7861 finished with value: 0.9971545598366326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:39:41,657] Trial 7862 finished with value: 0.9961549264531352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 40, 'rf_n_estimators': 40}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:39:43,879] Trial 7863 finished with value: 0.9970647927834738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:39:44,555] Trial 7864 finished with value: 0.9956027734758991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 6, 'rf_n_estimators': 17}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:39:46,906] Trial 7865 finished with value: 0.9852060554329386 and parameters: {'classifier': 'SVC', 'svc_c': 2.807520373112089e-10, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:39:49,214] Trial 7866 finished with value: 0.997449723264769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:39:51,609] Trial 7867 finished with value: 0.9973012605381272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:39:53,955] Trial 7868 finished with value: 0.9975374728661014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:39:57,177] Trial 7869 finished with value: 0.9974738363938728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:40:00,934] Trial 7870 finished with value: 0.9972473800447519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:40:05,355] Trial 7871 finished with value: 0.9974529887463307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:40:09,612] Trial 7872 finished with value: 0.997388824758342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:40:11,444] Trial 7873 finished with value: 0.9969779267020096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:40:17,648] Trial 7874 finished with value: 0.9963345547892998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 38, 'rf_n_estimators': 105}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:40:21,203] Trial 7875 finished with value: 0.9962702034524433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:40:23,883] Trial 7876 finished with value: 0.9975434211847194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:40:30,335] Trial 7877 finished with value: 0.9972141928892125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 20, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:40:33,507] Trial 7878 finished with value: 0.9974577811703585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:40:38,545] Trial 7879 finished with value: 0.9971972148225628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:40:40,714] Trial 7880 finished with value: 0.9969053948242891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 69}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:40:45,246] Trial 7881 finished with value: 0.997383812834946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:40:50,144] Trial 7882 finished with value: 0.9976186967728028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:40:53,913] Trial 7883 finished with value: 0.9973246054194429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:41:00,828] Trial 7884 finished with value: 0.9853850034353187 and parameters: {'classifier': 'SVC', 'svc_c': 0.11382113007965386, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:41:06,354] Trial 7885 finished with value: 0.997415911380259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:41:10,930] Trial 7886 finished with value: 0.9973943847001864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:41:13,503] Trial 7887 finished with value: 0.9974378455433256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:41:17,662] Trial 7888 finished with value: 0.9975128192404332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:41:26,701] Trial 7889 finished with value: 0.9933919150626505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 71, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:41:29,639] Trial 7890 finished with value: 0.9975228247744528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:41:38,935] Trial 7891 finished with value: 0.9971686273784776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 44, 'rf_n_estimators': 84}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:41:42,150] Trial 7892 finished with value: 0.9961029358569359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:41:45,284] Trial 7893 finished with value: 0.9972624987778302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:41:50,204] Trial 7894 finished with value: 0.9975646099830291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:41:53,181] Trial 7895 finished with value: 0.9971625937166263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 53}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:41:56,014] Trial 7896 finished with value: 0.9973610169242159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:41:59,178] Trial 7897 finished with value: 0.9941382702644721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 27, 'rf_n_estimators': 102}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:42:02,714] Trial 7898 finished with value: 0.997543276269434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:42:08,594] Trial 7899 finished with value: 0.9974350966914217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:42:12,489] Trial 7900 finished with value: 0.9974526689551748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:42:17,115] Trial 7901 finished with value: 0.9975037118891951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:42:19,547] Trial 7902 finished with value: 0.9927423859324156 and parameters: {'classifier': 'SVC', 'svc_c': 3846.5289319768194, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:42:22,902] Trial 7903 finished with value: 0.9973142111277947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:42:28,034] Trial 7904 finished with value: 0.9972455935496782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:42:31,141] Trial 7905 finished with value: 0.9972791459133187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:42:35,034] Trial 7906 finished with value: 0.9974227421079185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:42:41,087] Trial 7907 finished with value: 0.9973722980047367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:42:44,011] Trial 7908 finished with value: 0.9953164208082556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:42:56,649] Trial 7909 finished with value: 0.9970510953691057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 41, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:42:59,841] Trial 7910 finished with value: 0.9971588191907667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:43:02,615] Trial 7911 finished with value: 0.9970569731026174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:43:06,903] Trial 7912 finished with value: 0.9975776053548838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:43:11,835] Trial 7913 finished with value: 0.9976742897167137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:43:15,492] Trial 7914 finished with value: 0.9975207572084704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:43:25,742] Trial 7915 finished with value: 0.9970020512567602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 38, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:43:30,764] Trial 7916 finished with value: 0.9974282110889202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:43:34,746] Trial 7917 finished with value: 0.9972926513768225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:43:38,752] Trial 7918 finished with value: 0.997442894060529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:43:43,168] Trial 7919 finished with value: 0.9973181468187485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:43:46,496] Trial 7920 finished with value: 0.9969273847508591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 58}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:43:49,974] Trial 7921 finished with value: 0.9972603706559208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:43:56,235] Trial 7922 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.5910448144458587e-06, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:44:15,338] Trial 7923 finished with value: 0.9961170738886734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 61, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:44:23,677] Trial 7924 finished with value: 0.9969309777041501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 27, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:44:26,384] Trial 7925 finished with value: 0.9967091873034958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:44:29,113] Trial 7926 finished with value: 0.9973279094943001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 91}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:44:33,151] Trial 7927 finished with value: 0.9975593052456985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:44:37,513] Trial 7928 finished with value: 0.9960800786285685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:44:41,768] Trial 7929 finished with value: 0.9976841142811849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:44:49,198] Trial 7930 finished with value: 0.996950795742236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 25, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:44:52,922] Trial 7931 finished with value: 0.9974445888965259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:44:58,236] Trial 7932 finished with value: 0.9974066275027794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:45:01,958] Trial 7933 finished with value: 0.9972914344184985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:45:04,688] Trial 7934 finished with value: 0.9974029617427287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:45:09,638] Trial 7935 finished with value: 0.9975178126606292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:45:25,241] Trial 7936 finished with value: 0.9965289613425335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 59, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:45:28,904] Trial 7937 finished with value: 0.9914175466205905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 25, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:45:31,566] Trial 7938 finished with value: 0.9974530687893332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:45:35,359] Trial 7939 finished with value: 0.9975940631102785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:45:42,793] Trial 7940 finished with value: 0.9972636597504856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 22, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:45:45,285] Trial 7941 finished with value: 0.9918057816210735 and parameters: {'classifier': 'SVC', 'svc_c': 94.94135640426407, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:45:53,365] Trial 7942 finished with value: 0.9950844150860134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 47, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:45:56,405] Trial 7943 finished with value: 0.9974146818219856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:45:59,886] Trial 7944 finished with value: 0.9975430436305722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:46:01,388] Trial 7945 finished with value: 0.9968261656768097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 65}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:46:03,127] Trial 7946 finished with value: 0.9967795126666753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 32}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:46:06,509] Trial 7947 finished with value: 0.9939653849641287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:46:09,245] Trial 7948 finished with value: 0.9974758492754403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:46:13,001] Trial 7949 finished with value: 0.997355840217604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:46:17,059] Trial 7950 finished with value: 0.9972318164731623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 15, 'rf_n_estimators': 105}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:46:21,077] Trial 7951 finished with value: 0.9975830187945475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:46:25,948] Trial 7952 finished with value: 0.997041310794398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:46:31,399] Trial 7953 finished with value: 0.9968963619301818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 17, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:46:34,454] Trial 7954 finished with value: 0.9974526039242025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:46:37,368] Trial 7955 finished with value: 0.9973609839167921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:46:43,008] Trial 7956 finished with value: 0.9974398253539936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:46:49,121] Trial 7957 finished with value: 0.9972887014355485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:46:51,563] Trial 7958 finished with value: 0.9973064616829276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:46:54,268] Trial 7959 finished with value: 0.9958780187645894 and parameters: {'classifier': 'SVC', 'svc_c': 8117.746444092568, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:46:57,575] Trial 7960 finished with value: 0.9973972677082252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:47:01,962] Trial 7961 finished with value: 0.9974975946614334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:47:04,629] Trial 7962 finished with value: 0.9956160209102153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:47:06,690] Trial 7963 finished with value: 0.9972713305805558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:47:11,423] Trial 7964 finished with value: 0.9970417180234886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:47:15,739] Trial 7965 finished with value: 0.9973131154082772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:47:20,375] Trial 7966 finished with value: 0.997344833638245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:47:23,713] Trial 7967 finished with value: 0.9974745167276574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:47:41,706] Trial 7968 finished with value: 0.9962862012303452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 63, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:47:54,445] Trial 7969 finished with value: 0.9967409791019332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 36, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:47:57,280] Trial 7970 finished with value: 0.9975130053515228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:48:00,448] Trial 7971 finished with value: 0.9971234584011585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:48:04,516] Trial 7972 finished with value: 0.9974316984819308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:48:09,721] Trial 7973 finished with value: 0.9973342472370429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:48:11,612] Trial 7974 finished with value: 0.9970426749531368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 1, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:48:23,788] Trial 7975 finished with value: 0.9961230272218811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 50, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:48:28,196] Trial 7976 finished with value: 0.9973982918270236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:48:30,054] Trial 7977 finished with value: 0.9938154117987325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:48:32,873] Trial 7978 finished with value: 0.9901947310339828 and parameters: {'classifier': 'SVC', 'svc_c': 12.614639736279184, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:48:36,953] Trial 7979 finished with value: 0.9974074353594763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:48:40,553] Trial 7980 finished with value: 0.9975978526481684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:48:46,567] Trial 7981 finished with value: 0.9972915871413092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:48:51,956] Trial 7982 finished with value: 0.9973812826572245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:48:55,143] Trial 7983 finished with value: 0.9968803836710932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:48:59,363] Trial 7984 finished with value: 0.997371500748501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:49:02,919] Trial 7985 finished with value: 0.9972487648013927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:49:06,242] Trial 7986 finished with value: 0.9971862027842837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:49:09,709] Trial 7987 finished with value: 0.9975115396632176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:49:13,995] Trial 7988 finished with value: 0.9972676419374737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:49:16,395] Trial 7989 finished with value: 0.9961227757624402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:49:21,204] Trial 7990 finished with value: 0.9974628933538044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:49:27,296] Trial 7991 finished with value: 0.9973524080485524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 18, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:49:30,701] Trial 7992 finished with value: 0.9975615458150143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:49:35,107] Trial 7993 finished with value: 0.9973325620811079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:49:39,974] Trial 7994 finished with value: 0.997326087516246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:49:45,932] Trial 7995 finished with value: 0.997334622125206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:50:06,125] Trial 7996 finished with value: 0.9967562370057358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 63, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:50:12,726] Trial 7997 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 6.408435121445223e-05, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:50:16,431] Trial 7998 finished with value: 0.9971891971289019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:50:23,411] Trial 7999 finished with value: 0.9971019312767554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 24, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:50:27,665] Trial 8000 finished with value: 0.9970963968839263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:50:32,597] Trial 8001 finished with value: 0.9971857972055641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:50:39,431] Trial 8002 finished with value: 0.9974349146110465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 21, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:50:43,078] Trial 8003 finished with value: 0.9976039027819937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:50:46,748] Trial 8004 finished with value: 0.9972175194662464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:51:00,542] Trial 8005 finished with value: 0.9969770935502006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 39, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:51:02,629] Trial 8006 finished with value: 0.9954852896129328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:51:05,551] Trial 8007 finished with value: 0.9973503236297413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:51:08,644] Trial 8008 finished with value: 0.9973242106950878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:51:11,255] Trial 8009 finished with value: 0.9973161354288625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 36}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:51:15,400] Trial 8010 finished with value: 0.9974911509458174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:51:19,254] Trial 8011 finished with value: 0.9973305877928357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:51:28,604] Trial 8012 finished with value: 0.9959761586268557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 49, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:51:33,050] Trial 8013 finished with value: 0.9973861500144521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:51:38,657] Trial 8014 finished with value: 0.9971072823196927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:51:41,398] Trial 8015 finished with value: 0.9974217903515492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 98}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:51:47,349] Trial 8016 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 2.1276910688305207e-08, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:51:51,767] Trial 8017 finished with value: 0.9974775675657508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:51:54,536] Trial 8018 finished with value: 0.9972242954777532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:52:05,466] Trial 8019 finished with value: 0.9951007092959708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 56, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:52:09,262] Trial 8020 finished with value: 0.997444156626226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:52:12,575] Trial 8021 finished with value: 0.9969918796382707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:52:15,178] Trial 8022 finished with value: 0.9974930965430214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 4, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:52:18,408] Trial 8023 finished with value: 0.9899728655731774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 41, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:52:23,228] Trial 8024 finished with value: 0.9975894116025597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:52:34,780] Trial 8025 finished with value: 0.9969551993134216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 38, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:52:44,884] Trial 8026 finished with value: 0.9972906881333422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 33, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:52:47,703] Trial 8027 finished with value: 0.9973338768874006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:52:50,413] Trial 8028 finished with value: 0.9975748870983229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:52:57,093] Trial 8029 finished with value: 0.9953599920675748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 34, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:53:07,804] Trial 8030 finished with value: 0.9971614041798543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 34, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:53:09,974] Trial 8031 finished with value: 0.9971539352663514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 3, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:53:15,914] Trial 8032 finished with value: 0.9972749106799942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:54:23,172] Trial 8033 finished with value: 0.9899540089080464 and parameters: {'classifier': 'SVC', 'svc_c': 73682622.19711177, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:54:27,620] Trial 8034 finished with value: 0.9972911102792495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:54:33,406] Trial 8035 finished with value: 0.9973447713049947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:54:43,376] Trial 8036 finished with value: 0.9972780203284305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 30, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:54:46,810] Trial 8037 finished with value: 0.9968993220613358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:54:52,183] Trial 8038 finished with value: 0.9973828362595332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:54:56,630] Trial 8039 finished with value: 0.997672473768862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:55:01,013] Trial 8040 finished with value: 0.9972537815806887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:55:09,858] Trial 8041 finished with value: 0.997253390760096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 28, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:55:13,006] Trial 8042 finished with value: 0.9971127769766613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:55:18,237] Trial 8043 finished with value: 0.9972488236752111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:55:21,356] Trial 8044 finished with value: 0.9973624583012836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:55:23,474] Trial 8045 finished with value: 0.9967901373437938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:55:37,708] Trial 8046 finished with value: 0.9966312242128835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 45, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:55:41,280] Trial 8047 finished with value: 0.9973798569586831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:55:45,655] Trial 8048 finished with value: 0.9972979723322237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:55:49,674] Trial 8049 finished with value: 0.997354776934228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:55:53,063] Trial 8050 finished with value: 0.9974986011339549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:55:56,081] Trial 8051 finished with value: 0.9973632807256797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:56:00,074] Trial 8052 finished with value: 0.9867045414692454 and parameters: {'classifier': 'SVC', 'svc_c': 3478853.35956712, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:56:06,158] Trial 8053 finished with value: 0.9973773346519627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:56:11,510] Trial 8054 finished with value: 0.9969169811917418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 20, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:56:17,220] Trial 8055 finished with value: 0.9972707632971978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:56:20,362] Trial 8056 finished with value: 0.9971895035583986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:56:25,071] Trial 8057 finished with value: 0.997211660331148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:56:29,897] Trial 8058 finished with value: 0.9977195060469909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:56:32,169] Trial 8059 finished with value: 0.9966960123585604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:56:36,207] Trial 8060 finished with value: 0.9975752408173015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:56:38,175] Trial 8061 finished with value: 0.9972747800150293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 2, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:56:44,687] Trial 8062 finished with value: 0.9973023109041749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:56:48,810] Trial 8063 finished with value: 0.9973728528150971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:56:52,422] Trial 8064 finished with value: 0.9974104475725363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:56:54,964] Trial 8065 finished with value: 0.9916535228502709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 21, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:56:58,403] Trial 8066 finished with value: 0.9976044718109368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:57:02,866] Trial 8067 finished with value: 0.9973625827773566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:57:06,831] Trial 8068 finished with value: 0.9974268807945285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:57:12,679] Trial 8069 finished with value: 0.9970392569709295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:57:16,919] Trial 8070 finished with value: 0.9973723113663956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:57:19,580] Trial 8071 finished with value: 0.9963301124343911 and parameters: {'classifier': 'SVC', 'svc_c': 23011.497270138065, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:57:24,765] Trial 8072 finished with value: 0.997356382618443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:57:28,285] Trial 8073 finished with value: 0.9974448854237953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:57:31,760] Trial 8074 finished with value: 0.997624825521425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:57:36,533] Trial 8075 finished with value: 0.9973605934453165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:57:39,377] Trial 8076 finished with value: 0.9973551070084657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:57:43,678] Trial 8077 finished with value: 0.9974797926787057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:57:50,402] Trial 8078 finished with value: 0.9972916032006905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 23, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:57:54,405] Trial 8079 finished with value: 0.9976617730794551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 101}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:57:59,799] Trial 8080 finished with value: 0.9970712795356921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:58:12,592] Trial 8081 finished with value: 0.9968131054009342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 47, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:58:18,397] Trial 8082 finished with value: 0.9973028727603509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:58:20,628] Trial 8083 finished with value: 0.9950850803760298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 28, 'rf_n_estimators': 19}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:58:22,406] Trial 8084 finished with value: 0.9971653447901838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 2, 'rf_n_estimators': 107}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:58:26,210] Trial 8085 finished with value: 0.9975064111347495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:58:30,431] Trial 8086 finished with value: 0.9972337472805014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:58:34,444] Trial 8087 finished with value: 0.9972861886502002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:58:39,397] Trial 8088 finished with value: 0.9969509493219703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:58:44,176] Trial 8089 finished with value: 0.9861954760338806 and parameters: {'classifier': 'SVC', 'svc_c': 0.7797568424634218, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:58:47,629] Trial 8090 finished with value: 0.9973090161401483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:59:06,692] Trial 8091 finished with value: 0.9965628241981229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 65, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:59:12,149] Trial 8092 finished with value: 0.9974173476792617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:59:14,453] Trial 8093 finished with value: 0.9974932210825701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 74}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:59:29,759] Trial 8094 finished with value: 0.9968754700082587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 53, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:59:33,325] Trial 8095 finished with value: 0.9970955554802613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:59:42,313] Trial 8096 finished with value: 0.9971703976554803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 25, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:59:52,350] Trial 8097 finished with value: 0.9971973873180899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 29, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 11:59:55,844] Trial 8098 finished with value: 0.9973936874183593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:00:00,341] Trial 8099 finished with value: 0.9973627237254038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:00:04,566] Trial 8100 finished with value: 0.9975750278876804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:00:08,373] Trial 8101 finished with value: 0.9946788796569545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:00:12,190] Trial 8102 finished with value: 0.9972929870051942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:00:19,667] Trial 8103 finished with value: 0.9973360101508512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:00:30,238] Trial 8104 finished with value: 0.9970103332002388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 35, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:00:36,192] Trial 8105 finished with value: 0.9974232470262886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:00:38,394] Trial 8106 finished with value: 0.9960089526131973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:00:41,778] Trial 8107 finished with value: 0.9971684414578156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:00:43,966] Trial 8108 finished with value: 0.9950833291100335 and parameters: {'classifier': 'SVC', 'svc_c': 978.0426473417441, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:00:47,074] Trial 8109 finished with value: 0.9976621323525676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:00:52,141] Trial 8110 finished with value: 0.9975111232936097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:00:55,068] Trial 8111 finished with value: 0.9974942047672744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:00:58,100] Trial 8112 finished with value: 0.9972373221431851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:01:00,847] Trial 8113 finished with value: 0.9972084490579324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:01:14,311] Trial 8114 finished with value: 0.997176283672586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 43, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:01:19,958] Trial 8115 finished with value: 0.9972145457512679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:01:26,177] Trial 8116 finished with value: 0.9974521897445102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 19, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:01:28,146] Trial 8117 finished with value: 0.9970929663335079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:01:31,323] Trial 8118 finished with value: 0.9970625386938096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:01:35,431] Trial 8119 finished with value: 0.9973853383174686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:01:41,892] Trial 8120 finished with value: 0.9974739163099238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:01:45,651] Trial 8121 finished with value: 0.9972836682794921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:01:49,401] Trial 8122 finished with value: 0.9976113071088549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:01:54,365] Trial 8123 finished with value: 0.9972938273297701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:01:59,205] Trial 8124 finished with value: 0.996475020547134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:02:04,342] Trial 8125 finished with value: 0.9975074814004653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:02:06,792] Trial 8126 finished with value: 0.9958267396053242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:02:10,720] Trial 8127 finished with value: 0.9974484253747807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:02:13,208] Trial 8128 finished with value: 0.997539672303089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:02:18,110] Trial 8129 finished with value: 0.997484855954036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:02:23,910] Trial 8130 finished with value: 0.9853740228810438 and parameters: {'classifier': 'SVC', 'svc_c': 0.00678917391117186, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:02:28,053] Trial 8131 finished with value: 0.9970182799914146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:02:31,199] Trial 8132 finished with value: 0.9974965042104085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:02:39,990] Trial 8133 finished with value: 0.9969829416405068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 26, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:02:44,333] Trial 8134 finished with value: 0.9971438007494758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:02:47,858] Trial 8135 finished with value: 0.9974178580882896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:02:50,305] Trial 8136 finished with value: 0.9971911173357797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:02:53,178] Trial 8137 finished with value: 0.9975847829461341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:02:59,158] Trial 8138 finished with value: 0.9975019586237105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:03:03,237] Trial 8139 finished with value: 0.9974034859894844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 94}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:03:08,076] Trial 8140 finished with value: 0.9973317499715314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:03:12,523] Trial 8141 finished with value: 0.9975079353794937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:03:16,329] Trial 8142 finished with value: 0.9974695252434737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:03:19,734] Trial 8143 finished with value: 0.9971994046112269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:03:22,999] Trial 8144 finished with value: 0.9974201243970483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:03:25,026] Trial 8145 finished with value: 0.9974526139851192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 79}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:03:32,044] Trial 8146 finished with value: 0.9853260076799205 and parameters: {'classifier': 'SVC', 'svc_c': 0.0020252022188107528, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:03:34,592] Trial 8147 finished with value: 0.9971232932688259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 3, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:03:38,442] Trial 8148 finished with value: 0.9968649702515439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 87}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:03:43,561] Trial 8149 finished with value: 0.9975867290511445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:03:47,635] Trial 8150 finished with value: 0.9973441206461539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:03:51,278] Trial 8151 finished with value: 0.9975319505019393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:03:56,289] Trial 8152 finished with value: 0.9972852426066542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:04:03,869] Trial 8153 finished with value: 0.9969365877284124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 18, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:04:06,574] Trial 8154 finished with value: 0.9957109307739002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:04:08,198] Trial 8155 finished with value: 0.9953044453023193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 29}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:04:29,277] Trial 8156 finished with value: 0.9960554024055103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 73, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:04:33,914] Trial 8157 finished with value: 0.9975711554503762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:04:37,043] Trial 8158 finished with value: 0.997043097416423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:04:40,634] Trial 8159 finished with value: 0.9970684687313929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:04:44,560] Trial 8160 finished with value: 0.9974369519625407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:04:49,163] Trial 8161 finished with value: 0.9972246107303882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:04:53,507] Trial 8162 finished with value: 0.9970032402222498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:04:56,512] Trial 8163 finished with value: 0.9962232477261473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:05:00,953] Trial 8164 finished with value: 0.9974365507001766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:05:07,282] Trial 8165 finished with value: 0.9852049079806319 and parameters: {'classifier': 'SVC', 'svc_c': 1.9923248193189466e-07, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:05:10,534] Trial 8166 finished with value: 0.997466350976658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:05:16,762] Trial 8167 finished with value: 0.9974334804384837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:05:18,874] Trial 8168 finished with value: 0.997036794744068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:05:21,749] Trial 8169 finished with value: 0.997447060200429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 4, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:05:41,167] Trial 8170 finished with value: 0.9965160695632087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 62, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:05:44,030] Trial 8171 finished with value: 0.9960913210205802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 24}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:05:49,132] Trial 8172 finished with value: 0.9931515684596356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 50, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:05:52,406] Trial 8173 finished with value: 0.997432096665718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:05:55,056] Trial 8174 finished with value: 0.9968244062224335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:06:01,796] Trial 8175 finished with value: 0.9972043779730653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:06:07,547] Trial 8176 finished with value: 0.9974250024182129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:06:11,604] Trial 8177 finished with value: 0.9972498449375977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:06:14,335] Trial 8178 finished with value: 0.9973393203193867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:06:18,166] Trial 8179 finished with value: 0.9966490762462912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:06:20,056] Trial 8180 finished with value: 0.9900855587894384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:06:23,942] Trial 8181 finished with value: 0.9967618279872538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:06:26,544] Trial 8182 finished with value: 0.9956179848519294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:06:33,199] Trial 8183 finished with value: 0.985076919187672 and parameters: {'classifier': 'SVC', 'svc_c': 0.00022917176055626217, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:06:42,457] Trial 8184 finished with value: 0.997205022252587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 33, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:06:46,851] Trial 8185 finished with value: 0.9977875273967775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 104}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:06:53,440] Trial 8186 finished with value: 0.9974151767746529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 100}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:06:58,694] Trial 8187 finished with value: 0.9975739769503503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:07:03,279] Trial 8188 finished with value: 0.9975467954955658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 102}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:07:07,980] Trial 8189 finished with value: 0.9975081653523713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 101}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:07:13,727] Trial 8190 finished with value: 0.9973375513119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 103}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:07:18,551] Trial 8191 finished with value: 0.9973661618929199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 104}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:07:23,014] Trial 8192 finished with value: 0.9973911576214928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 102}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:07:28,016] Trial 8193 finished with value: 0.9973787944052788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 107}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:07:31,990] Trial 8194 finished with value: 0.9975280474692925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 103}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:07:37,567] Trial 8195 finished with value: 0.9974360290559293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 106}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:07:41,830] Trial 8196 finished with value: 0.9972300603512662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 104}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:07:46,050] Trial 8197 finished with value: 0.9973378080715715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 105}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:07:50,498] Trial 8198 finished with value: 0.9973282648319123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 106}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:07:57,145] Trial 8199 finished with value: 0.9971388886100607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 106}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:08:01,588] Trial 8200 finished with value: 0.9974269676929192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 100}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:08:06,031] Trial 8201 finished with value: 0.997012629882175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:08:11,076] Trial 8202 finished with value: 0.9866070574708368 and parameters: {'classifier': 'SVC', 'svc_c': 852497780.8588369, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:08:15,927] Trial 8203 finished with value: 0.9970226454136354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 102}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:08:21,728] Trial 8204 finished with value: 0.9971755156152254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 104}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:08:26,484] Trial 8205 finished with value: 0.9974266296207287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 105}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:08:31,066] Trial 8206 finished with value: 0.9972898502525851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 107}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:08:44,664] Trial 8207 finished with value: 0.9965265516419088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 53, 'rf_n_estimators': 104}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:08:49,174] Trial 8208 finished with value: 0.9973282358869405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 105}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:08:55,426] Trial 8209 finished with value: 0.997456538726495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 105}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:09:00,004] Trial 8210 finished with value: 0.9973063562178611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 107}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:09:04,535] Trial 8211 finished with value: 0.9975648859758725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 106}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:09:09,345] Trial 8212 finished with value: 0.9973597484552679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:09:13,967] Trial 8213 finished with value: 0.9975047987538362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 108}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:09:27,841] Trial 8214 finished with value: 0.9966637350018767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 55, 'rf_n_estimators': 99}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:09:35,598] Trial 8215 finished with value: 0.9971048469113629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 32, 'rf_n_estimators': 102}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:09:40,194] Trial 8216 finished with value: 0.9973141023619858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 102}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:09:44,703] Trial 8217 finished with value: 0.9975327928260036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:09:51,904] Trial 8218 finished with value: 0.9973597019592334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 107}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:09:57,397] Trial 8219 finished with value: 0.9975135059852751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 108}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:10:01,965] Trial 8220 finished with value: 0.9973936604094001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:10:17,026] Trial 8221 finished with value: 0.9966775470853046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 58, 'rf_n_estimators': 106}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:10:22,093] Trial 8222 finished with value: 0.9973449602724959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:10:28,912] Trial 8223 finished with value: 0.9850756087294726 and parameters: {'classifier': 'SVC', 'svc_c': 9.439799800369442e-10, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:10:33,121] Trial 8224 finished with value: 0.9974088577255374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 108}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:10:37,025] Trial 8225 finished with value: 0.997406870869054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 103}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:10:42,770] Trial 8226 finished with value: 0.9974173806549476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 107}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:10:47,642] Trial 8227 finished with value: 0.9974893131940235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 103}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:10:53,153] Trial 8228 finished with value: 0.9972826944018015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 108}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:10:57,893] Trial 8229 finished with value: 0.9975946435331303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 105}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:11:02,233] Trial 8230 finished with value: 0.9971894530951259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 108}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:11:05,417] Trial 8231 finished with value: 0.9974904862905593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 108}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:11:08,270] Trial 8232 finished with value: 0.997357355321831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:11:12,699] Trial 8233 finished with value: 0.997505381906148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 20, 'rf_n_estimators': 107}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:11:16,066] Trial 8234 finished with value: 0.9972845617333256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 108}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:11:20,236] Trial 8235 finished with value: 0.9972425630555835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:11:23,165] Trial 8236 finished with value: 0.9974718083733234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:11:26,726] Trial 8237 finished with value: 0.9974926309479187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 108}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:11:29,688] Trial 8238 finished with value: 0.9974515560971874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 105}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:11:32,630] Trial 8239 finished with value: 0.9972739540042493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:11:36,714] Trial 8240 finished with value: 0.9868413753313762 and parameters: {'classifier': 'SVC', 'svc_c': 486123.14678008173, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:11:41,253] Trial 8241 finished with value: 0.9972923918559532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 104}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:11:46,838] Trial 8242 finished with value: 0.9972169049251439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:11:51,625] Trial 8243 finished with value: 0.9974431401562636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 105}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:11:55,794] Trial 8244 finished with value: 0.9970799144364397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:11:59,998] Trial 8245 finished with value: 0.9975048005311592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 102}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:12:05,547] Trial 8246 finished with value: 0.9973894513915873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:12:09,156] Trial 8247 finished with value: 0.9974261000420047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:12:14,567] Trial 8248 finished with value: 0.9973769593512068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 108}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:12:19,375] Trial 8249 finished with value: 0.9973959556631304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:12:30,195] Trial 8250 finished with value: 0.9967970572232354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 46, 'rf_n_estimators': 105}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:12:35,577] Trial 8251 finished with value: 0.9973371677910263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 105}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:12:41,808] Trial 8252 finished with value: 0.9972082598047901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 21, 'rf_n_estimators': 105}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:12:44,269] Trial 8253 finished with value: 0.9972424397220752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 108}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:12:48,562] Trial 8254 finished with value: 0.9971637915369921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 99}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:12:50,972] Trial 8255 finished with value: 0.997360604521846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 102}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:12:58,702] Trial 8256 finished with value: 0.9972352737151611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 107}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:13:05,020] Trial 8257 finished with value: 0.9970569955095803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 24, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:13:09,422] Trial 8258 finished with value: 0.9975100225277647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:13:13,692] Trial 8259 finished with value: 0.988399698145891 and parameters: {'classifier': 'SVC', 'svc_c': 1.9296374426308411, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:13:17,336] Trial 8260 finished with value: 0.9973865131278514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 96}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:13:20,251] Trial 8261 finished with value: 0.9952962653644754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 1, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:13:23,360] Trial 8262 finished with value: 0.9973911953578648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:13:34,276] Trial 8263 finished with value: 0.997108134863363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 41, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:13:39,657] Trial 8264 finished with value: 0.9900438435946862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 69, 'rf_n_estimators': 99}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:13:45,436] Trial 8265 finished with value: 0.9974855563144404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:13:47,409] Trial 8266 finished with value: 0.9905097273852838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:14:00,695] Trial 8267 finished with value: 0.9968017304714211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 55, 'rf_n_estimators': 103}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:14:03,612] Trial 8268 finished with value: 0.9975475504769088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:14:12,651] Trial 8269 finished with value: 0.9967362044511333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 35, 'rf_n_estimators': 107}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:14:16,543] Trial 8270 finished with value: 0.9976567164056093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 105}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:14:21,579] Trial 8271 finished with value: 0.9973468996173319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:14:25,086] Trial 8272 finished with value: 0.9964560657483933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:14:29,367] Trial 8273 finished with value: 0.9972923716389062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:14:33,382] Trial 8274 finished with value: 0.9972700032695275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 103}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:14:49,568] Trial 8275 finished with value: 0.9957769353383568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 58, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:14:52,703] Trial 8276 finished with value: 0.99132875090609 and parameters: {'classifier': 'SVC', 'svc_c': 38.274203920246684, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:14:58,188] Trial 8277 finished with value: 0.9970880176954992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 22, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:15:02,286] Trial 8278 finished with value: 0.9972358590573887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:15:05,936] Trial 8279 finished with value: 0.9976432209712843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:15:20,893] Trial 8280 finished with value: 0.9956433794942612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 65, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:15:24,003] Trial 8281 finished with value: 0.9973764602408739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:15:25,814] Trial 8282 finished with value: 0.9970370570896113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:15:30,004] Trial 8283 finished with value: 0.9968040814569168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 15, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:15:36,882] Trial 8284 finished with value: 0.9973074204851123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:15:41,262] Trial 8285 finished with value: 0.9972154250817322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:15:46,022] Trial 8286 finished with value: 0.9972404375996581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 108}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:15:50,008] Trial 8287 finished with value: 0.9965482820793473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 19, 'rf_n_estimators': 101}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:15:54,466] Trial 8288 finished with value: 0.9972436176427729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:16:10,783] Trial 8289 finished with value: 0.9966877374291595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 59, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:16:12,982] Trial 8290 finished with value: 0.9945803608758109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:16:15,645] Trial 8291 finished with value: 0.997133844726592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:16:18,447] Trial 8292 finished with value: 0.9972202595584876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:16:24,538] Trial 8293 finished with value: 0.9972404400434769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 97}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:16:27,087] Trial 8294 finished with value: 0.9957257513293382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 13, 'rf_n_estimators': 108}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:16:29,645] Trial 8295 finished with value: 0.9936617271706988 and parameters: {'classifier': 'SVC', 'svc_c': 216.05915849790668, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:16:33,893] Trial 8296 finished with value: 0.997735064603991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:16:38,494] Trial 8297 finished with value: 0.9973804067544542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:16:43,353] Trial 8298 finished with value: 0.9974131002268426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:16:47,113] Trial 8299 finished with value: 0.9972104168716713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 106}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:16:51,218] Trial 8300 finished with value: 0.9973084574895011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:16:55,072] Trial 8301 finished with value: 0.9975817260143623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:17:00,376] Trial 8302 finished with value: 0.9973189891110749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:17:03,952] Trial 8303 finished with value: 0.9974527225605007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:17:10,526] Trial 8304 finished with value: 0.9971027017779349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 25, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:17:14,414] Trial 8305 finished with value: 0.9975360154613901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:17:18,226] Trial 8306 finished with value: 0.9973848226082099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:17:22,819] Trial 8307 finished with value: 0.9975657067181595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:17:27,009] Trial 8308 finished with value: 0.9973942320091137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:17:30,898] Trial 8309 finished with value: 0.9973862632870438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:17:34,785] Trial 8310 finished with value: 0.997297681390826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:17:39,950] Trial 8311 finished with value: 0.9974711413059842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:17:44,366] Trial 8312 finished with value: 0.9973781994782033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 103}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:17:48,800] Trial 8313 finished with value: 0.9974965836821288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:17:54,518] Trial 8314 finished with value: 0.9854659464615391 and parameters: {'classifier': 'SVC', 'svc_c': 0.3352677161493657, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:17:58,537] Trial 8315 finished with value: 0.9974615334479452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:18:03,757] Trial 8316 finished with value: 0.9972831722159984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 108}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:18:07,587] Trial 8317 finished with value: 0.9973125870038557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:18:16,921] Trial 8318 finished with value: 0.9967996187580095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 31, 'rf_n_estimators': 107}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:18:21,892] Trial 8319 finished with value: 0.9971302031508267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:18:28,044] Trial 8320 finished with value: 0.9972834274522503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:18:32,788] Trial 8321 finished with value: 0.9976180218979384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:18:36,853] Trial 8322 finished with value: 0.9972405457941846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:18:42,664] Trial 8323 finished with value: 0.9975568730428975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:18:46,573] Trial 8324 finished with value: 0.9974066339773126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 103}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:19:00,082] Trial 8325 finished with value: 0.9969252563433083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 44, 'rf_n_estimators': 106}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:19:04,090] Trial 8326 finished with value: 0.9976101544515315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:19:08,239] Trial 8327 finished with value: 0.9972969316779757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:19:12,701] Trial 8328 finished with value: 0.997030728709551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:19:19,207] Trial 8329 finished with value: 0.9972376683720175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 16, 'rf_n_estimators': 104}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:19:23,327] Trial 8330 finished with value: 0.9973953249674331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:19:26,664] Trial 8331 finished with value: 0.9971054774801086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:19:31,931] Trial 8332 finished with value: 0.9972755524204834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:20:50,166] Trial 8333 finished with value: 0.9900527872417975 and parameters: {'classifier': 'SVC', 'svc_c': 334154627.7929216, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:20:59,919] Trial 8334 finished with value: 0.9938470650294656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 61, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:21:04,141] Trial 8335 finished with value: 0.9967574906213429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 13, 'rf_n_estimators': 104}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:21:08,227] Trial 8336 finished with value: 0.9974270244085597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:21:11,588] Trial 8337 finished with value: 0.9972181265172023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 101}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:21:17,038] Trial 8338 finished with value: 0.9974010107183428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:21:26,966] Trial 8339 finished with value: 0.9970148345559173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 25, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:21:30,798] Trial 8340 finished with value: 0.9974850878311879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:21:36,584] Trial 8341 finished with value: 0.9969220985802044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 23, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:21:40,853] Trial 8342 finished with value: 0.9975753961426208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:21:44,707] Trial 8343 finished with value: 0.9974175798737926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 107}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:21:47,189] Trial 8344 finished with value: 0.9906437709458035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:21:51,189] Trial 8345 finished with value: 0.9973804403014223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:21:55,587] Trial 8346 finished with value: 0.9970416929505417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:21:59,622] Trial 8347 finished with value: 0.9973587939377008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:22:04,903] Trial 8348 finished with value: 0.9975800499672068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:22:10,069] Trial 8349 finished with value: 0.9971828314885386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:22:15,436] Trial 8350 finished with value: 0.9970552257721218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 16, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:22:17,833] Trial 8351 finished with value: 0.9975066267620928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:22:23,170] Trial 8352 finished with value: 0.9872479517003242 and parameters: {'classifier': 'SVC', 'svc_c': 140074.705533184, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:22:30,440] Trial 8353 finished with value: 0.9966221315562965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 29, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:22:32,122] Trial 8354 finished with value: 0.9968478498403792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 4, 'rf_n_estimators': 105}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:22:47,176] Trial 8355 finished with value: 0.996807009945377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 54, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:22:51,079] Trial 8356 finished with value: 0.9975365685579036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:22:55,845] Trial 8357 finished with value: 0.9959279063118259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 20, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:22:59,934] Trial 8358 finished with value: 0.9975596779756839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:23:02,268] Trial 8359 finished with value: 0.9969631431529719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 107}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:23:13,837] Trial 8360 finished with value: 0.9968320628021833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 39, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:23:17,356] Trial 8361 finished with value: 0.9972104765389376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:23:21,639] Trial 8362 finished with value: 0.9974175112246987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:23:23,686] Trial 8363 finished with value: 0.9973813197588384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 1, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:23:27,420] Trial 8364 finished with value: 0.9973578023185198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:23:31,909] Trial 8365 finished with value: 0.997423781238747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 103}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:23:37,507] Trial 8366 finished with value: 0.9974598748566388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:23:41,404] Trial 8367 finished with value: 0.9972561948359591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:23:45,725] Trial 8368 finished with value: 0.9973339183371079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 17, 'rf_n_estimators': 100}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:23:50,040] Trial 8369 finished with value: 0.9974947210160772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:23:56,342] Trial 8370 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 6.680404043016277e-07, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:24:04,903] Trial 8371 finished with value: 0.9973613183073852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 25, 'rf_n_estimators': 106}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:24:10,012] Trial 8372 finished with value: 0.9970626975737743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:24:15,095] Trial 8373 finished with value: 0.9975339722701211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:24:17,709] Trial 8374 finished with value: 0.9971199658983446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 4, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:24:21,638] Trial 8375 finished with value: 0.9974549628124375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:24:26,014] Trial 8376 finished with value: 0.9938767952921234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 38, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:24:28,688] Trial 8377 finished with value: 0.9975621346801495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 63}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:24:32,479] Trial 8378 finished with value: 0.9963513796888078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 19, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:24:40,658] Trial 8379 finished with value: 0.9969039596678511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 31, 'rf_n_estimators': 106}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:24:47,019] Trial 8380 finished with value: 0.9973334993015155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:24:49,389] Trial 8381 finished with value: 0.9955361414212739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:24:52,523] Trial 8382 finished with value: 0.9968685996082148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 103}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:25:06,137] Trial 8383 finished with value: 0.9959283011948706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 60, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:25:10,127] Trial 8384 finished with value: 0.9974393785159944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:25:16,502] Trial 8385 finished with value: 0.9969502125264481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 22, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:25:18,325] Trial 8386 finished with value: 0.9910222939244351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:25:23,087] Trial 8387 finished with value: 0.9975665509147604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:25:26,945] Trial 8388 finished with value: 0.9973314647112191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:25:34,414] Trial 8389 finished with value: 0.9853882814533539 and parameters: {'classifier': 'SVC', 'svc_c': 0.027770106586228506, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:25:39,553] Trial 8390 finished with value: 0.9968319416585905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 15, 'rf_n_estimators': 105}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:25:42,032] Trial 8391 finished with value: 0.997214964501219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:25:45,973] Trial 8392 finished with value: 0.9973601024598878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:25:49,597] Trial 8393 finished with value: 0.997586126253068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:25:54,475] Trial 8394 finished with value: 0.9973516000014282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:25:58,956] Trial 8395 finished with value: 0.9973649966039093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:26:07,022] Trial 8396 finished with value: 0.997048190049318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 28, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:26:10,675] Trial 8397 finished with value: 0.9974314704768035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:26:20,901] Trial 8398 finished with value: 0.9963635761857939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 39, 'rf_n_estimators': 108}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:26:23,411] Trial 8399 finished with value: 0.9971456033039306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:26:27,974] Trial 8400 finished with value: 0.9976233057517258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:26:33,832] Trial 8401 finished with value: 0.9973409462523865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 99}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:26:43,377] Trial 8402 finished with value: 0.9966110902239288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 32, 'rf_n_estimators': 89}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:26:45,723] Trial 8403 finished with value: 0.9972713087766133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 84}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:26:49,054] Trial 8404 finished with value: 0.9970549898325176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 101}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:26:51,039] Trial 8405 finished with value: 0.9968483034068149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:26:53,425] Trial 8406 finished with value: 0.9947734130455813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 15, 'rf_n_estimators': 107}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:26:58,655] Trial 8407 finished with value: 0.9972776474080177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:27:01,387] Trial 8408 finished with value: 0.9959603542915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:27:06,797] Trial 8409 finished with value: 0.9972249057025002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 17, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:27:10,749] Trial 8410 finished with value: 0.9971721919898172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:27:17,151] Trial 8411 finished with value: 0.9851013409361881 and parameters: {'classifier': 'SVC', 'svc_c': 0.0003831054400062123, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:27:21,932] Trial 8412 finished with value: 0.997599024538664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:27:26,062] Trial 8413 finished with value: 0.9968590605896971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:27:28,723] Trial 8414 finished with value: 0.996506116841067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 14, 'rf_n_estimators': 49}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:27:31,861] Trial 8415 finished with value: 0.9969388990732617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:27:34,626] Trial 8416 finished with value: 0.9956571218177684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:27:36,544] Trial 8417 finished with value: 0.9973732639479506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:27:38,148] Trial 8418 finished with value: 0.9966498784219026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:27:47,296] Trial 8419 finished with value: 0.9962033299992941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 39, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:27:54,712] Trial 8420 finished with value: 0.9966025473948507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 30, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:27:57,907] Trial 8421 finished with value: 0.9973848741188339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:28:00,575] Trial 8422 finished with value: 0.9971295606168898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 77}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:28:02,061] Trial 8423 finished with value: 0.996874144855408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 56}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:28:05,273] Trial 8424 finished with value: 0.9970461341311477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:28:07,794] Trial 8425 finished with value: 0.9975809734768384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:28:10,918] Trial 8426 finished with value: 0.9866188557840356 and parameters: {'classifier': 'SVC', 'svc_c': 10545008.27624831, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:28:15,138] Trial 8427 finished with value: 0.9974865799571698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:28:19,692] Trial 8428 finished with value: 0.9973223496476692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:28:23,659] Trial 8429 finished with value: 0.996123989007429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 22, 'rf_n_estimators': 103}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:28:29,670] Trial 8430 finished with value: 0.9960083305502109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 23, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:28:31,762] Trial 8431 finished with value: 0.9972800164523828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 3, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:28:47,285] Trial 8432 finished with value: 0.9966842670794049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 49, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:28:50,295] Trial 8433 finished with value: 0.9973913557295111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:28:55,468] Trial 8434 finished with value: 0.997293016870565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:29:00,244] Trial 8435 finished with value: 0.9973807667892766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:29:03,201] Trial 8436 finished with value: 0.9974898770814254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:29:06,906] Trial 8437 finished with value: 0.9974268649890505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:29:11,182] Trial 8438 finished with value: 0.9967935233341901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:29:15,495] Trial 8439 finished with value: 0.997531322599178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:29:21,515] Trial 8440 finished with value: 0.9973027740554586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:29:26,098] Trial 8441 finished with value: 0.9972859300814679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 12, 'rf_n_estimators': 104}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:29:28,905] Trial 8442 finished with value: 0.9973555186173878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:29:31,589] Trial 8443 finished with value: 0.9862908767243049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 2, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:29:37,260] Trial 8444 finished with value: 0.9944062147870932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 49, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:29:42,812] Trial 8445 finished with value: 0.997192409322517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:29:48,907] Trial 8446 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.0652289090092978e-05, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:29:52,359] Trial 8447 finished with value: 0.9972956469909571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 68}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:30:00,462] Trial 8448 finished with value: 0.9964477975791666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 29, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:30:03,452] Trial 8449 finished with value: 0.99750817674628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 71}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:30:05,356] Trial 8450 finished with value: 0.9969707565691676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:30:09,279] Trial 8451 finished with value: 0.9975148832835076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:30:13,551] Trial 8452 finished with value: 0.997475693696218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:30:18,499] Trial 8453 finished with value: 0.9976170325004109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:30:22,587] Trial 8454 finished with value: 0.9974097611133357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 24, 'rf_n_estimators': 60}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:30:32,781] Trial 8455 finished with value: 0.9947982486246728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 59, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:30:37,306] Trial 8456 finished with value: 0.9970884466967945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:30:41,694] Trial 8457 finished with value: 0.9974690305764478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:30:54,919] Trial 8458 finished with value: 0.9968664685029419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 51, 'rf_n_estimators': 107}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:31:03,884] Trial 8459 finished with value: 0.9970607246819702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 32, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:31:07,079] Trial 8460 finished with value: 0.9973420566982929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:31:12,665] Trial 8461 finished with value: 0.9975542661229158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:31:16,132] Trial 8462 finished with value: 0.994404855515992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:31:17,579] Trial 8463 finished with value: 0.9943629020965061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 1, 'rf_n_estimators': 96}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:31:23,562] Trial 8464 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 4.494537591597483e-09, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:31:29,471] Trial 8465 finished with value: 0.9971528026039095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 18, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:31:31,756] Trial 8466 finished with value: 0.9957960054091775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 11}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:31:34,968] Trial 8467 finished with value: 0.9977150673102037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:31:37,401] Trial 8468 finished with value: 0.9974103479472448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 105}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:31:40,920] Trial 8469 finished with value: 0.9968973572309601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 80}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:31:45,169] Trial 8470 finished with value: 0.9977083078024084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:31:55,238] Trial 8471 finished with value: 0.9966622057108051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 27, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:31:58,286] Trial 8472 finished with value: 0.9964240857759026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:32:01,461] Trial 8473 finished with value: 0.9973961329193437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:32:14,682] Trial 8474 finished with value: 0.9967752455684917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 54, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:32:18,498] Trial 8475 finished with value: 0.9972943592570994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:32:19,430] Trial 8476 finished with value: 0.9904826787536419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 4}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:32:25,269] Trial 8477 finished with value: 0.9967615586593709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 16, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:32:31,768] Trial 8478 finished with value: 0.9972425503921584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:32:36,720] Trial 8479 finished with value: 0.9974811882579729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:32:40,552] Trial 8480 finished with value: 0.9973029412507554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 106}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:32:44,202] Trial 8481 finished with value: 0.9972406207908598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 101}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:32:48,015] Trial 8482 finished with value: 0.9974965162708133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:32:54,219] Trial 8483 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 5.611761206524793e-08, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:32:57,790] Trial 8484 finished with value: 0.9972648811838546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 91}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:33:01,894] Trial 8485 finished with value: 0.997449183307749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:33:11,989] Trial 8486 finished with value: 0.9970170479575845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 33, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:33:17,102] Trial 8487 finished with value: 0.9971774269037512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:33:20,351] Trial 8488 finished with value: 0.9973067740791509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:33:23,589] Trial 8489 finished with value: 0.9897037777241774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:33:32,058] Trial 8490 finished with value: 0.9973718134621034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 26, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:33:40,040] Trial 8491 finished with value: 0.9971670928506514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 24, 'rf_n_estimators': 108}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:33:45,487] Trial 8492 finished with value: 0.9963942702652256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 17, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:33:50,420] Trial 8493 finished with value: 0.9967125999854725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 82}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:33:54,282] Trial 8494 finished with value: 0.9972182486764082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:33:58,694] Trial 8495 finished with value: 0.9974260033683385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:34:01,611] Trial 8496 finished with value: 0.9974381024299485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:34:10,530] Trial 8497 finished with value: 0.9967232511002676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 30, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:34:14,822] Trial 8498 finished with value: 0.9973094760224276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:34:17,431] Trial 8499 finished with value: 0.9962351395709597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:34:20,480] Trial 8500 finished with value: 0.9973742916848702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:34:26,701] Trial 8501 finished with value: 0.9852057276438302 and parameters: {'classifier': 'SVC', 'svc_c': 1.0906532305384036e-10, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:34:29,423] Trial 8502 finished with value: 0.993812466235278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 1, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:34:31,861] Trial 8503 finished with value: 0.997034726098997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:34:39,011] Trial 8504 finished with value: 0.9971759847967115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 21, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:34:43,358] Trial 8505 finished with value: 0.9975203417592619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:34:46,470] Trial 8506 finished with value: 0.9974623149621786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:34:51,418] Trial 8507 finished with value: 0.9970553188911423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:34:53,654] Trial 8508 finished with value: 0.9973391791174365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:34:56,711] Trial 8509 finished with value: 0.9975747462137515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:34:59,723] Trial 8510 finished with value: 0.9968910541460123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:35:09,258] Trial 8511 finished with value: 0.9969729854906713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 27, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:35:13,868] Trial 8512 finished with value: 0.9976319567753303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:35:16,013] Trial 8513 finished with value: 0.9962006997202124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 46}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:35:20,482] Trial 8514 finished with value: 0.9975067189924521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:35:23,477] Trial 8515 finished with value: 0.997530007538982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:35:27,754] Trial 8516 finished with value: 0.9973311112778814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:35:33,407] Trial 8517 finished with value: 0.9968604464571648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:35:36,632] Trial 8518 finished with value: 0.9975391150489097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:35:40,559] Trial 8519 finished with value: 0.9971918686355256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:35:44,820] Trial 8520 finished with value: 0.9898109477510909 and parameters: {'classifier': 'SVC', 'svc_c': 4.497501678589399, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:35:49,573] Trial 8521 finished with value: 0.9972166855209895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:35:55,476] Trial 8522 finished with value: 0.9972776955544232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:35:58,446] Trial 8523 finished with value: 0.9972336919295907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:36:00,847] Trial 8524 finished with value: 0.9973819707033206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 66}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:36:05,691] Trial 8525 finished with value: 0.9973608691842566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:36:09,882] Trial 8526 finished with value: 0.9974980239801076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:36:13,493] Trial 8527 finished with value: 0.997347943318419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:36:25,978] Trial 8528 finished with value: 0.9970518487000773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 39, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:36:31,574] Trial 8529 finished with value: 0.9974722575916656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:36:35,617] Trial 8530 finished with value: 0.9974667399881899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:36:40,662] Trial 8531 finished with value: 0.9975279499069648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:36:43,551] Trial 8532 finished with value: 0.9971540888778234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:36:58,207] Trial 8533 finished with value: 0.9967257789928601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 57, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:37:02,709] Trial 8534 finished with value: 0.997532074438468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:37:06,924] Trial 8535 finished with value: 0.9977843978169355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:37:08,969] Trial 8536 finished with value: 0.9933133976694842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:37:11,384] Trial 8537 finished with value: 0.9955046046686613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:37:16,263] Trial 8538 finished with value: 0.9974389747463354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:37:18,556] Trial 8539 finished with value: 0.9971964710447013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 2, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:37:24,989] Trial 8540 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 3.98732241589322e-05, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:37:28,409] Trial 8541 finished with value: 0.9973747633736512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:37:31,724] Trial 8542 finished with value: 0.9975951271553645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:37:36,842] Trial 8543 finished with value: 0.997648958867576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:37:39,561] Trial 8544 finished with value: 0.9964730313737832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:37:42,458] Trial 8545 finished with value: 0.9972608477084078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:37:45,588] Trial 8546 finished with value: 0.9972970259078231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:37:50,210] Trial 8547 finished with value: 0.9968225874499078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:37:53,693] Trial 8548 finished with value: 0.9970552087288654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:37:57,054] Trial 8549 finished with value: 0.9974419678849132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:38:00,886] Trial 8550 finished with value: 0.9973353434643671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:38:04,044] Trial 8551 finished with value: 0.9975669251046894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:38:06,827] Trial 8552 finished with value: 0.9892492322375478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:38:16,956] Trial 8553 finished with value: 0.9969090479843904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 31, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:38:20,368] Trial 8554 finished with value: 0.9975624450768846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:38:24,633] Trial 8555 finished with value: 0.9976527096852187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:38:29,542] Trial 8556 finished with value: 0.9974357281488286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:38:32,632] Trial 8557 finished with value: 0.9975316936153164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:38:34,992] Trial 8558 finished with value: 0.9970715005902177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 3, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:38:36,797] Trial 8559 finished with value: 0.9969950116936696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:38:44,235] Trial 8560 finished with value: 0.9931168277970014 and parameters: {'classifier': 'SVC', 'svc_c': 1165051.7927980735, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:38:49,191] Trial 8561 finished with value: 0.9969051749440659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:38:53,292] Trial 8562 finished with value: 0.9971495859987254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:38:56,568] Trial 8563 finished with value: 0.9974321333864772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:39:00,182] Trial 8564 finished with value: 0.9972671803413476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:39:04,237] Trial 8565 finished with value: 0.9973554538085807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:39:07,460] Trial 8566 finished with value: 0.9972605890127241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:39:10,082] Trial 8567 finished with value: 0.9954582706562345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:39:12,896] Trial 8568 finished with value: 0.9973579423779055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 108}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:39:25,184] Trial 8569 finished with value: 0.996876531101719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 47, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:39:29,205] Trial 8570 finished with value: 0.9975852837068383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:39:33,658] Trial 8571 finished with value: 0.9972075998467421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:39:37,481] Trial 8572 finished with value: 0.9975259190617415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:39:40,374] Trial 8573 finished with value: 0.9973167493986826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:39:56,402] Trial 8574 finished with value: 0.9964047804002362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 49, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:40:00,537] Trial 8575 finished with value: 0.9974308966871744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:40:06,246] Trial 8576 finished with value: 0.9853915585827276 and parameters: {'classifier': 'SVC', 'svc_c': 0.07645747331722368, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:40:10,064] Trial 8577 finished with value: 0.9975013819459319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:40:12,698] Trial 8578 finished with value: 0.9971753402315487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:40:19,607] Trial 8579 finished with value: 0.9970921068074977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 18, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:40:22,141] Trial 8580 finished with value: 0.9974030694611867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:40:24,895] Trial 8581 finished with value: 0.9975337629903592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:40:28,175] Trial 8582 finished with value: 0.997697949596761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:40:32,497] Trial 8583 finished with value: 0.9937898287919199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 27, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:40:39,011] Trial 8584 finished with value: 0.996774809172264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 21, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:40:42,396] Trial 8585 finished with value: 0.9972491690471204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:40:45,338] Trial 8586 finished with value: 0.9965977228837982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:40:48,525] Trial 8587 finished with value: 0.9974383181207678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:40:54,735] Trial 8588 finished with value: 0.9949465180991961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 63, 'rf_n_estimators': 34}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:40:56,623] Trial 8589 finished with value: 0.9969737089245343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:40:59,821] Trial 8590 finished with value: 0.9973724972870576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:41:02,826] Trial 8591 finished with value: 0.9975909283571577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:41:08,145] Trial 8592 finished with value: 0.9974412275982214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:41:16,999] Trial 8593 finished with value: 0.9972065014612403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 31, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:41:21,999] Trial 8594 finished with value: 0.9976167049969437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 17, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:41:25,434] Trial 8595 finished with value: 0.9963717470465965 and parameters: {'classifier': 'SVC', 'svc_c': 58787.12619137578, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:41:28,981] Trial 8596 finished with value: 0.9972110804161028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:41:31,929] Trial 8597 finished with value: 0.9904004327911061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:41:41,732] Trial 8598 finished with value: 0.9970093670031218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 33, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:41:44,743] Trial 8599 finished with value: 0.9972915274105674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:41:47,420] Trial 8600 finished with value: 0.997376897938356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:41:51,450] Trial 8601 finished with value: 0.9973203424154494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:42:04,571] Trial 8602 finished with value: 0.9971218424338617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 40, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:42:08,373] Trial 8603 finished with value: 0.9976053866243816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:42:09,518] Trial 8604 finished with value: 0.9947968743415415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 8}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:42:13,419] Trial 8605 finished with value: 0.9974199275268081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:42:17,137] Trial 8606 finished with value: 0.9962976610270228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:42:21,485] Trial 8607 finished with value: 0.9972699382068173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:42:31,063] Trial 8608 finished with value: 0.9969956904405587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 37, 'rf_n_estimators': 104}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:42:36,090] Trial 8609 finished with value: 0.9963875705199102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 22, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:42:41,514] Trial 8610 finished with value: 0.9975572806528431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:42:44,662] Trial 8611 finished with value: 0.9975440286800062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:42:47,759] Trial 8612 finished with value: 0.9974717607029863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 101}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:43:04,263] Trial 8613 finished with value: 0.9964417744543006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 58, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:43:09,094] Trial 8614 finished with value: 0.9867338629793926 and parameters: {'classifier': 'SVC', 'svc_c': 121918984.68235095, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:43:12,745] Trial 8615 finished with value: 0.9975249052895011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:43:18,571] Trial 8616 finished with value: 0.9973825446833772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:43:24,856] Trial 8617 finished with value: 0.9968923028739817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 20, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:43:28,811] Trial 8618 finished with value: 0.9973863221608624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:43:33,010] Trial 8619 finished with value: 0.9972177967603438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 97}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:43:35,485] Trial 8620 finished with value: 0.9970427846710829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:43:39,674] Trial 8621 finished with value: 0.9974914885102013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:43:43,182] Trial 8622 finished with value: 0.9973862583994061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:43:56,776] Trial 8623 finished with value: 0.9970029221449411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 42, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:44:00,484] Trial 8624 finished with value: 0.9971795415370502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 94}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:44:02,386] Trial 8625 finished with value: 0.9972521942092465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 51}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:44:11,293] Trial 8626 finished with value: 0.9962339567308861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 47, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:44:14,430] Trial 8627 finished with value: 0.9973870678747362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:44:19,515] Trial 8628 finished with value: 0.9973384714890514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:44:22,672] Trial 8629 finished with value: 0.997383257516779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 76}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:44:26,512] Trial 8630 finished with value: 0.9975333810563808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:44:31,957] Trial 8631 finished with value: 0.9973926143914458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 18, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:48:27,455] Trial 8632 finished with value: 0.9896112766407178 and parameters: {'classifier': 'SVC', 'svc_c': 3932096981.3949513, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:48:30,587] Trial 8633 finished with value: 0.9974476746780555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:48:46,763] Trial 8634 finished with value: 0.9965515197585022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 70, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:48:54,133] Trial 8635 finished with value: 0.9964233371421414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 41, 'rf_n_estimators': 107}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:48:55,358] Trial 8636 finished with value: 0.9969532774879107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:48:58,125] Trial 8637 finished with value: 0.9973682739871865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:49:07,221] Trial 8638 finished with value: 0.9968205269297411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 38, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:49:09,040] Trial 8639 finished with value: 0.9973087739164385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:49:11,966] Trial 8640 finished with value: 0.9975545076483917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:49:16,420] Trial 8641 finished with value: 0.9971246616804444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:49:18,236] Trial 8642 finished with value: 0.9968200782509432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:49:23,149] Trial 8643 finished with value: 0.9972323303416223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:49:27,186] Trial 8644 finished with value: 0.9973657726592228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:49:33,823] Trial 8645 finished with value: 0.9961643781289314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 25, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:49:48,043] Trial 8646 finished with value: 0.9968216532763394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 53, 'rf_n_estimators': 104}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:49:51,769] Trial 8647 finished with value: 0.9973455338399596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:49:56,249] Trial 8648 finished with value: 0.9974994399033736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:50:00,358] Trial 8649 finished with value: 0.9945066187364647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 36, 'rf_n_estimators': 87}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:50:06,603] Trial 8650 finished with value: 0.9970667591372689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 15, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:50:09,024] Trial 8651 finished with value: 0.9930965237880763 and parameters: {'classifier': 'SVC', 'svc_c': 2260.814181587237, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:50:14,895] Trial 8652 finished with value: 0.9973241742917077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:50:18,100] Trial 8653 finished with value: 0.9969561838867872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:50:23,407] Trial 8654 finished with value: 0.9973628840018365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:50:31,071] Trial 8655 finished with value: 0.9969174056862542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 27, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:50:34,455] Trial 8656 finished with value: 0.9973468987604083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:50:39,698] Trial 8657 finished with value: 0.9974481401779443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:50:43,142] Trial 8658 finished with value: 0.9972253845005724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:50:49,191] Trial 8659 finished with value: 0.9975570845125751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:50:54,082] Trial 8660 finished with value: 0.9972146254768915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:50:56,653] Trial 8661 finished with value: 0.9970836509085483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:51:00,099] Trial 8662 finished with value: 0.9973413413575964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:51:03,808] Trial 8663 finished with value: 0.9961787580035241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:51:07,103] Trial 8664 finished with value: 0.9972740922545743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 5, 'rf_n_estimators': 108}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:51:08,769] Trial 8665 finished with value: 0.9892643059662735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:51:19,766] Trial 8666 finished with value: 0.9970480046999383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 33, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:51:26,328] Trial 8667 finished with value: 0.9973247173907804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 22, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:51:31,374] Trial 8668 finished with value: 0.9975919148347977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:51:34,540] Trial 8669 finished with value: 0.9975704640717998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:51:39,714] Trial 8670 finished with value: 0.9974061623837454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:51:42,046] Trial 8671 finished with value: 0.9947030233496633 and parameters: {'classifier': 'SVC', 'svc_c': 559.7753473861901, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:51:47,544] Trial 8672 finished with value: 0.9972742165402201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:51:51,798] Trial 8673 finished with value: 0.9966179717005023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 19, 'rf_n_estimators': 101}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:51:55,245] Trial 8674 finished with value: 0.9973642289274034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:51:58,296] Trial 8675 finished with value: 0.9974490847932843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:52:02,316] Trial 8676 finished with value: 0.9974550864633249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:52:07,863] Trial 8677 finished with value: 0.9974688213918997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 104}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:52:10,906] Trial 8678 finished with value: 0.99765118975683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:52:12,860] Trial 8679 finished with value: 0.995204418208861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:52:16,891] Trial 8680 finished with value: 0.9973357562793295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:52:21,529] Trial 8681 finished with value: 0.9973938556927447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:52:26,941] Trial 8682 finished with value: 0.9970845112280061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 17, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:52:30,839] Trial 8683 finished with value: 0.9971766951228188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:52:34,861] Trial 8684 finished with value: 0.9975042936767767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:52:37,968] Trial 8685 finished with value: 0.9970082215820412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:52:40,344] Trial 8686 finished with value: 0.9945167393521368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:52:43,910] Trial 8687 finished with value: 0.9971726727556396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:52:47,745] Trial 8688 finished with value: 0.9867371402991937 and parameters: {'classifier': 'SVC', 'svc_c': 34317945.38499735, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:52:57,457] Trial 8689 finished with value: 0.9967532945525962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 35, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:53:02,065] Trial 8690 finished with value: 0.9974717831734248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:53:04,378] Trial 8691 finished with value: 0.9972605354391363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:53:06,857] Trial 8692 finished with value: 0.996681004708158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:53:09,700] Trial 8693 finished with value: 0.9968426484099376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:53:16,680] Trial 8694 finished with value: 0.9968581880828827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:53:27,774] Trial 8695 finished with value: 0.9967638849527748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 34, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:53:31,952] Trial 8696 finished with value: 0.997392477442375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:53:34,716] Trial 8697 finished with value: 0.997506734099696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 74}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:53:54,917] Trial 8698 finished with value: 0.9966544158953198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 64, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:54:00,000] Trial 8699 finished with value: 0.9975773670031988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:54:04,383] Trial 8700 finished with value: 0.9974333479961958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 106}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:54:08,002] Trial 8701 finished with value: 0.9975014152707345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:54:19,425] Trial 8702 finished with value: 0.9969355733848896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 42, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:54:37,946] Trial 8703 finished with value: 0.9958231128194237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 67, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:54:42,057] Trial 8704 finished with value: 0.9974588136044886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:54:45,356] Trial 8705 finished with value: 0.9971102432760323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:54:49,942] Trial 8706 finished with value: 0.9934761780961576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 36, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:54:52,553] Trial 8707 finished with value: 0.996132664945291 and parameters: {'classifier': 'SVC', 'svc_c': 11437.424875301065, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:54:55,780] Trial 8708 finished with value: 0.9971031413796912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 38}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:54:58,650] Trial 8709 finished with value: 0.9973214997382452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:55:02,014] Trial 8710 finished with value: 0.9975282789973274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:55:09,748] Trial 8711 finished with value: 0.9952361389143856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 67, 'rf_n_estimators': 62}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:55:13,672] Trial 8712 finished with value: 0.9974467908725462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:55:19,595] Trial 8713 finished with value: 0.9973474612830803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:55:21,858] Trial 8714 finished with value: 0.9971216414059558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 42}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:55:26,972] Trial 8715 finished with value: 0.9974398992398422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:55:31,912] Trial 8716 finished with value: 0.9972248929755994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:55:35,602] Trial 8717 finished with value: 0.9975195455186392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:55:37,952] Trial 8718 finished with value: 0.9973339431244135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 108}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:55:43,388] Trial 8719 finished with value: 0.9973651443756065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:55:47,102] Trial 8720 finished with value: 0.9975626091618662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 98}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:55:51,613] Trial 8721 finished with value: 0.9975279341332248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:55:54,998] Trial 8722 finished with value: 0.997247348465534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:55:57,753] Trial 8723 finished with value: 0.9973531689966219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:56:01,790] Trial 8724 finished with value: 0.9973801087037651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:56:06,457] Trial 8725 finished with value: 0.9975843427413574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:56:12,604] Trial 8726 finished with value: 0.985205317494852 and parameters: {'classifier': 'SVC', 'svc_c': 1.835369921989742e-06, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:56:15,426] Trial 8727 finished with value: 0.9973904032114324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:56:17,333] Trial 8728 finished with value: 0.9970181777001387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:56:20,398] Trial 8729 finished with value: 0.9973036569723067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:56:24,826] Trial 8730 finished with value: 0.997200127981614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:56:28,979] Trial 8731 finished with value: 0.9976877312918098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:56:35,930] Trial 8732 finished with value: 0.996434106829759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 35, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:56:38,790] Trial 8733 finished with value: 0.9974346946990856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:56:46,469] Trial 8734 finished with value: 0.997295411432208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:56:48,952] Trial 8735 finished with value: 0.9974600291980827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:57:02,746] Trial 8736 finished with value: 0.9968451683997909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 49, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:57:06,637] Trial 8737 finished with value: 0.99737326547137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:57:17,100] Trial 8738 finished with value: 0.9968889066639791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 44, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:57:22,824] Trial 8739 finished with value: 0.9973944165015697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:57:26,289] Trial 8740 finished with value: 0.9975111616647397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:57:31,661] Trial 8741 finished with value: 0.9974150818783093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:57:37,047] Trial 8742 finished with value: 0.9974190041123904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:57:42,668] Trial 8743 finished with value: 0.9975613965833734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:57:48,185] Trial 8744 finished with value: 0.9850769189972445 and parameters: {'classifier': 'SVC', 'svc_c': 0.0001034375172248401, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:57:51,864] Trial 8745 finished with value: 0.9975550759156248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:57:54,680] Trial 8746 finished with value: 0.9974256978592412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:57:58,135] Trial 8747 finished with value: 0.9969052282637506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:58:18,707] Trial 8748 finished with value: 0.9958528431138193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 73, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:58:21,057] Trial 8749 finished with value: 0.9918379539570213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 23, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:58:25,364] Trial 8750 finished with value: 0.9970422129444176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:58:28,662] Trial 8751 finished with value: 0.9974918637474813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:58:31,635] Trial 8752 finished with value: 0.9952867209187755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 55}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:58:34,779] Trial 8753 finished with value: 0.9972876502760529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:58:37,489] Trial 8754 finished with value: 0.9974693018720808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:58:41,923] Trial 8755 finished with value: 0.9973960766797716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:58:46,691] Trial 8756 finished with value: 0.9976754531014499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:58:49,799] Trial 8757 finished with value: 0.9974887765060081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:58:58,705] Trial 8758 finished with value: 0.9971636089170725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 26, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:59:01,035] Trial 8759 finished with value: 0.9974292061357951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 90}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:59:04,219] Trial 8760 finished with value: 0.9960355060382687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 15, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:59:08,517] Trial 8761 finished with value: 0.997115617900235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:59:11,660] Trial 8762 finished with value: 0.9967082676024132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:59:17,617] Trial 8763 finished with value: 0.9852061373802156 and parameters: {'classifier': 'SVC', 'svc_c': 1.5713187390009465e-08, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:59:22,960] Trial 8764 finished with value: 0.9975021743462676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:59:27,462] Trial 8765 finished with value: 0.997163868088825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:59:31,157] Trial 8766 finished with value: 0.997520095409624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:59:35,664] Trial 8767 finished with value: 0.9972300446727399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:59:42,731] Trial 8768 finished with value: 0.9968815388991872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 21, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:59:46,023] Trial 8769 finished with value: 0.9973499910799468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:59:50,471] Trial 8770 finished with value: 0.997343954529946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 12:59:55,161] Trial 8771 finished with value: 0.9974967390391858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:00:04,265] Trial 8772 finished with value: 0.9964682140354979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 28, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:00:08,409] Trial 8773 finished with value: 0.9974716084562442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:00:14,390] Trial 8774 finished with value: 0.9975536052127306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:00:17,918] Trial 8775 finished with value: 0.9974253457588959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:00:21,129] Trial 8776 finished with value: 0.9975588257493925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:00:25,009] Trial 8777 finished with value: 0.9932897945368154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 36, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:00:30,468] Trial 8778 finished with value: 0.9974623873880836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:00:33,040] Trial 8779 finished with value: 0.9973590668519673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:00:35,530] Trial 8780 finished with value: 0.9973560269634517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:00:41,731] Trial 8781 finished with value: 0.9972954515489229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 19, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:04:47,005] Trial 8782 finished with value: 0.9892308618288975 and parameters: {'classifier': 'SVC', 'svc_c': 9849645969.75305, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:04:50,491] Trial 8783 finished with value: 0.995845213765194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:04:56,663] Trial 8784 finished with value: 0.9962384037830051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 28, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:05:01,452] Trial 8785 finished with value: 0.9972434765995121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:05:05,237] Trial 8786 finished with value: 0.9972751473813083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:05:09,068] Trial 8787 finished with value: 0.9973264635152357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:05:12,645] Trial 8788 finished with value: 0.9974701584464656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:05:30,693] Trial 8789 finished with value: 0.9967611986245486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 65, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:05:33,643] Trial 8790 finished with value: 0.9972498319250557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:05:37,440] Trial 8791 finished with value: 0.9967893852823383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:05:42,313] Trial 8792 finished with value: 0.9971924314755763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:05:45,030] Trial 8793 finished with value: 0.9970901681291577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:05:48,351] Trial 8794 finished with value: 0.9976365015484663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:05:51,051] Trial 8795 finished with value: 0.9961729771658435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:05:55,089] Trial 8796 finished with value: 0.9974340986929212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:05:58,606] Trial 8797 finished with value: 0.9968585067632117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:06:02,542] Trial 8798 finished with value: 0.997187641939698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:06:08,065] Trial 8799 finished with value: 0.9975642276681955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:06:12,613] Trial 8800 finished with value: 0.9867083092031926 and parameters: {'classifier': 'SVC', 'svc_c': 2941303.2008659746, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:06:15,700] Trial 8801 finished with value: 0.9903165890788325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 14, 'rf_n_estimators': 101}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:06:23,614] Trial 8802 finished with value: 0.9973527072100682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 23, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:06:26,729] Trial 8803 finished with value: 0.9969968532857504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:06:35,860] Trial 8804 finished with value: 0.9970717996247819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 36, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:06:41,391] Trial 8805 finished with value: 0.9972459789748266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:06:43,244] Trial 8806 finished with value: 0.9961134761746964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:06:47,316] Trial 8807 finished with value: 0.9973354412488599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:06:51,291] Trial 8808 finished with value: 0.9971977740762306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:06:54,323] Trial 8809 finished with value: 0.9970721229071073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:06:58,046] Trial 8810 finished with value: 0.9970745419386767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:07:04,078] Trial 8811 finished with value: 0.9968146375801551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 32, 'rf_n_estimators': 85}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:07:07,471] Trial 8812 finished with value: 0.997346419359316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:07:11,316] Trial 8813 finished with value: 0.9973142070653426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:07:18,005] Trial 8814 finished with value: 0.9972107874117411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:07:21,155] Trial 8815 finished with value: 0.9973960255500027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:07:25,764] Trial 8816 finished with value: 0.9974597779608071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:07:29,118] Trial 8817 finished with value: 0.9975169194924373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:07:33,730] Trial 8818 finished with value: 0.9973854683794133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:07:40,051] Trial 8819 finished with value: 0.9853246964600113 and parameters: {'classifier': 'SVC', 'svc_c': 0.0018696331064143859, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:07:44,296] Trial 8820 finished with value: 0.997212062323484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:07:48,499] Trial 8821 finished with value: 0.9973522883331652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:07:51,417] Trial 8822 finished with value: 0.9971146885825662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:07:56,961] Trial 8823 finished with value: 0.9971431141950614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 103}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:07:59,602] Trial 8824 finished with value: 0.9973622242659538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:08:02,729] Trial 8825 finished with value: 0.9972911592508408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:08:06,496] Trial 8826 finished with value: 0.9973877444317097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:08:10,912] Trial 8827 finished with value: 0.9955828019215548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:08:15,125] Trial 8828 finished with value: 0.9971884133930149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:08:19,077] Trial 8829 finished with value: 0.9972570298920425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:08:22,738] Trial 8830 finished with value: 0.9975364283715665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:08:28,648] Trial 8831 finished with value: 0.9969649882044848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 20, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:08:33,364] Trial 8832 finished with value: 0.9975452483043146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:08:36,494] Trial 8833 finished with value: 0.9973988987510282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:08:42,506] Trial 8834 finished with value: 0.9971538895002888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 18, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:08:43,724] Trial 8835 finished with value: 0.9961662742784753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 2, 'rf_n_estimators': 25}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:08:46,509] Trial 8836 finished with value: 0.9914976363414306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 1, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:08:49,555] Trial 8837 finished with value: 0.9973904781128938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:08:54,401] Trial 8838 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 1.866630410264494e-09, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:09:02,815] Trial 8839 finished with value: 0.9969941014822212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 23, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:09:06,451] Trial 8840 finished with value: 0.9976444588131516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:09:08,317] Trial 8841 finished with value: 0.9972394486464613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 58}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:09:09,654] Trial 8842 finished with value: 0.9941300535741311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:09:12,306] Trial 8843 finished with value: 0.9971944259174199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:09:13,504] Trial 8844 finished with value: 0.9968425682717212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:09:29,103] Trial 8845 finished with value: 0.9964735377838349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 65, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:09:39,234] Trial 8846 finished with value: 0.9969992337875002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 43, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:09:43,042] Trial 8847 finished with value: 0.9974343763043977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:09:46,180] Trial 8848 finished with value: 0.9974378683628812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:09:49,487] Trial 8849 finished with value: 0.9971387488045784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:09:53,683] Trial 8850 finished with value: 0.9968040978336768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 23, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:09:55,878] Trial 8851 finished with value: 0.9973407876263248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:09:57,756] Trial 8852 finished with value: 0.9972324891263732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:10:01,410] Trial 8853 finished with value: 0.9973133721679487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 107}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:10:10,910] Trial 8854 finished with value: 0.996917133025891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 43, 'rf_n_estimators': 110}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:10:13,866] Trial 8855 finished with value: 0.9966148885214811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:10:16,032] Trial 8856 finished with value: 0.9970334197667255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 4, 'rf_n_estimators': 93}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:10:18,931] Trial 8857 finished with value: 0.9910170685953492 and parameters: {'classifier': 'SVC', 'svc_c': 10.925176214730588, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:10:23,905] Trial 8858 finished with value: 0.9974428550546407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:10:39,846] Trial 8859 finished with value: 0.9965031625814259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 48, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:10:43,748] Trial 8860 finished with value: 0.9973738875026186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:10:47,141] Trial 8861 finished with value: 0.9971858715674814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:10:53,361] Trial 8862 finished with value: 0.9973395079221579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:10:56,385] Trial 8863 finished with value: 0.9975356825307409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:10:58,763] Trial 8864 finished with value: 0.9971791784553887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:11:01,369] Trial 8865 finished with value: 0.9976216192627986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:11:05,313] Trial 8866 finished with value: 0.9974145224024765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:11:09,025] Trial 8867 finished with value: 0.997141819478864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:11:12,671] Trial 8868 finished with value: 0.9977914119262244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:11:16,067] Trial 8869 finished with value: 0.9972640868792443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:11:19,730] Trial 8870 finished with value: 0.997461293763268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:11:24,529] Trial 8871 finished with value: 0.9973836691574388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:11:28,160] Trial 8872 finished with value: 0.9975547469204761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:11:31,932] Trial 8873 finished with value: 0.9975843470894509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:11:35,305] Trial 8874 finished with value: 0.9975070989586804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:11:43,372] Trial 8875 finished with value: 0.9852062193274929 and parameters: {'classifier': 'SVC', 'svc_c': 6.401941293912765e-10, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:11:47,174] Trial 8876 finished with value: 0.9975969331375131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:11:50,295] Trial 8877 finished with value: 0.9973365135140636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:11:53,641] Trial 8878 finished with value: 0.9975841719596774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:11:56,667] Trial 8879 finished with value: 0.9974664409536257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:12:01,134] Trial 8880 finished with value: 0.9973416503261258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:12:04,628] Trial 8881 finished with value: 0.9973911571454241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:12:08,184] Trial 8882 finished with value: 0.9973367289192416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:12:26,598] Trial 8883 finished with value: 0.9967738321525204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 55, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:12:31,790] Trial 8884 finished with value: 0.997546568664741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:12:40,911] Trial 8885 finished with value: 0.9969271945138415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 29, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:12:44,603] Trial 8886 finished with value: 0.9973329254166726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:12:48,099] Trial 8887 finished with value: 0.9973692571006083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:12:52,947] Trial 8888 finished with value: 0.9971883764183526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:12:56,513] Trial 8889 finished with value: 0.9973251767017773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:13:15,183] Trial 8890 finished with value: 0.996361844406873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 63, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:13:19,067] Trial 8891 finished with value: 0.9976455100043848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:13:22,432] Trial 8892 finished with value: 0.9973042167020427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:13:41,787] Trial 8893 finished with value: 0.9967518441619628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 57, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:13:48,392] Trial 8894 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 5.182168993740835e-06, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:13:52,092] Trial 8895 finished with value: 0.997524648402878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:13:55,568] Trial 8896 finished with value: 0.9974839451078297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:14:00,403] Trial 8897 finished with value: 0.9970381271014236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:14:03,253] Trial 8898 finished with value: 0.9972116628384429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:14:07,153] Trial 8899 finished with value: 0.9976106273463529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:14:10,454] Trial 8900 finished with value: 0.9974545545677337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:14:14,385] Trial 8901 finished with value: 0.9973759458963455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:14:31,323] Trial 8902 finished with value: 0.9970555986925346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 47, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:14:38,820] Trial 8903 finished with value: 0.9972047672385006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 25, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:14:57,311] Trial 8904 finished with value: 0.9967464252951173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 54, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:15:00,173] Trial 8905 finished with value: 0.9974135374165182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:15:04,993] Trial 8906 finished with value: 0.9975314902705431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:15:25,076] Trial 8907 finished with value: 0.9965083495393817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 72, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:15:28,502] Trial 8908 finished with value: 0.9973060247154176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:15:32,272] Trial 8909 finished with value: 0.997274999990466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:15:37,223] Trial 8910 finished with value: 0.9973092913078062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:15:41,069] Trial 8911 finished with value: 0.9969353902889013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:15:44,559] Trial 8912 finished with value: 0.9974802655417893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:15:51,363] Trial 8913 finished with value: 0.9853741867121221 and parameters: {'classifier': 'SVC', 'svc_c': 0.006507559922067947, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:16:00,690] Trial 8914 finished with value: 0.9934667777722956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 67, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:16:05,210] Trial 8915 finished with value: 0.9972441035818741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:16:09,013] Trial 8916 finished with value: 0.9975184855677434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:16:12,308] Trial 8917 finished with value: 0.9973809238601806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:16:15,999] Trial 8918 finished with value: 0.997547677650704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:16:21,289] Trial 8919 finished with value: 0.9976126840897085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:16:24,254] Trial 8920 finished with value: 0.9975204122174164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:16:27,457] Trial 8921 finished with value: 0.9973867388478493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:16:30,477] Trial 8922 finished with value: 0.9975424766645932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:16:35,255] Trial 8923 finished with value: 0.9974178917304716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:16:38,692] Trial 8924 finished with value: 0.9975826902437294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:16:50,033] Trial 8925 finished with value: 0.997138147974252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 36, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:16:53,016] Trial 8926 finished with value: 0.9973210452196725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:17:12,235] Trial 8927 finished with value: 0.9967659341425085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 58, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:17:15,486] Trial 8928 finished with value: 0.9972163011431922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:17:18,704] Trial 8929 finished with value: 0.9970548329203032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:17:22,562] Trial 8930 finished with value: 0.9972081153338354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:17:25,909] Trial 8931 finished with value: 0.9975258618065567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:17:31,325] Trial 8932 finished with value: 0.9871267387919197 and parameters: {'classifier': 'SVC', 'svc_c': 0.9450341941266689, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:17:53,555] Trial 8933 finished with value: 0.9952360829604547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 70, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:17:56,557] Trial 8934 finished with value: 0.9972108085809254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:18:00,003] Trial 8935 finished with value: 0.9976017559664566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:18:04,500] Trial 8936 finished with value: 0.9973643505788029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:18:11,614] Trial 8937 finished with value: 0.9974357998447617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:18:15,369] Trial 8938 finished with value: 0.9976894672283968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:18:18,531] Trial 8939 finished with value: 0.997488213951598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:18:22,236] Trial 8940 finished with value: 0.9975028799751645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:18:23,782] Trial 8941 finished with value: 0.988012373102953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:18:26,914] Trial 8942 finished with value: 0.9974335306795913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:18:31,111] Trial 8943 finished with value: 0.9973976253627046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:18:42,543] Trial 8944 finished with value: 0.9971295898792404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 33, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:18:56,381] Trial 8945 finished with value: 0.9965143614925044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 37, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:18:59,299] Trial 8946 finished with value: 0.9971455502064114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:19:03,099] Trial 8947 finished with value: 0.9973362076875874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:19:06,336] Trial 8948 finished with value: 0.9974612797351128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:19:09,778] Trial 8949 finished with value: 0.9968513853797956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:19:12,135] Trial 8950 finished with value: 0.9913172815245641 and parameters: {'classifier': 'SVC', 'svc_c': 37.922243204038686, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:19:17,396] Trial 8951 finished with value: 0.9965765841679066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 19, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:19:33,021] Trial 8952 finished with value: 0.9968862960306621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 49, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:19:37,854] Trial 8953 finished with value: 0.99738590645775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:19:48,364] Trial 8954 finished with value: 0.9969459039468195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 40, 'rf_n_estimators': 125}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:20:03,781] Trial 8955 finished with value: 0.9971899808330512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 46, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:20:12,187] Trial 8956 finished with value: 0.9974179387660503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 27, 'rf_n_estimators': 126}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:20:15,117] Trial 8957 finished with value: 0.9976179179245536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:20:20,074] Trial 8958 finished with value: 0.9977579252600522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:20:24,128] Trial 8959 finished with value: 0.9974923849473979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:20:27,311] Trial 8960 finished with value: 0.9974049126084252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:20:30,731] Trial 8961 finished with value: 0.9975553940246714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:20:36,077] Trial 8962 finished with value: 0.9976722596649381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:20:39,589] Trial 8963 finished with value: 0.9975796014153605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:20:43,434] Trial 8964 finished with value: 0.997435084186686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:20:46,882] Trial 8965 finished with value: 0.99733901116043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:20:51,658] Trial 8966 finished with value: 0.9975856417421726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:20:55,362] Trial 8967 finished with value: 0.9973902807983231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:20:59,387] Trial 8968 finished with value: 0.9973947042374389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:21:18,722] Trial 8969 finished with value: 0.9956194911012801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 73, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:21:24,517] Trial 8970 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.1003764603157749e-07, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:21:42,361] Trial 8971 finished with value: 0.9965081350863411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 57, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:21:45,068] Trial 8972 finished with value: 0.9974496578212037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 70}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:21:48,952] Trial 8973 finished with value: 0.9973222780469503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:21:52,863] Trial 8974 finished with value: 0.99739383604698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:21:57,925] Trial 8975 finished with value: 0.9974056488009267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:22:01,843] Trial 8976 finished with value: 0.9976479553784176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:22:05,170] Trial 8977 finished with value: 0.9973706186251007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:22:08,899] Trial 8978 finished with value: 0.9976606981800048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:22:14,139] Trial 8979 finished with value: 0.9969360479300821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:22:17,741] Trial 8980 finished with value: 0.9975729608612426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:22:21,859] Trial 8981 finished with value: 0.9974331919409049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:22:24,229] Trial 8982 finished with value: 0.9974723037068453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:22:28,875] Trial 8983 finished with value: 0.9973155662094921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:22:32,949] Trial 8984 finished with value: 0.9974662397670301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:22:37,140] Trial 8985 finished with value: 0.9977342808998418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:22:40,480] Trial 8986 finished with value: 0.9971391571762337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:22:43,927] Trial 8987 finished with value: 0.9973453401752481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:22:48,214] Trial 8988 finished with value: 0.9918760845138145 and parameters: {'classifier': 'SVC', 'svc_c': 102.63512106153256, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:22:51,696] Trial 8989 finished with value: 0.9975649489121429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:22:55,724] Trial 8990 finished with value: 0.9973764736977468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:22:59,723] Trial 8991 finished with value: 0.9972778403744952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:23:04,692] Trial 8992 finished with value: 0.997486966810524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:23:08,266] Trial 8993 finished with value: 0.9974507798514466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:23:12,641] Trial 8994 finished with value: 0.9974160672451226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:23:27,581] Trial 8995 finished with value: 0.996323077155918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 46, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:23:33,173] Trial 8996 finished with value: 0.9973659442343507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:23:36,606] Trial 8997 finished with value: 0.9977435918497563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:23:40,019] Trial 8998 finished with value: 0.9975466507707078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:23:43,511] Trial 8999 finished with value: 0.9970919782372346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:23:46,937] Trial 9000 finished with value: 0.997446123106973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:23:51,518] Trial 9001 finished with value: 0.9975277172363651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:23:54,977] Trial 9002 finished with value: 0.9975384840040955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:23:58,786] Trial 9003 finished with value: 0.9975811729495869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:24:02,552] Trial 9004 finished with value: 0.9974331854981097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:24:07,144] Trial 9005 finished with value: 0.9974367114844158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:24:10,596] Trial 9006 finished with value: 0.9975206274956427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:24:14,235] Trial 9007 finished with value: 0.9974794056666619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:24:19,085] Trial 9008 finished with value: 0.9852270326346191 and parameters: {'classifier': 'SVC', 'svc_c': 0.000681879448457005, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:24:24,476] Trial 9009 finished with value: 0.997207853369147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:24:38,186] Trial 9010 finished with value: 0.9966841111193275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 42, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:24:41,578] Trial 9011 finished with value: 0.997211032015794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:24:44,859] Trial 9012 finished with value: 0.9972721204101211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:24:48,751] Trial 9013 finished with value: 0.997497385921216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:24:53,275] Trial 9014 finished with value: 0.9974689820809252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:24:56,282] Trial 9015 finished with value: 0.9974225464754568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:24:59,486] Trial 9016 finished with value: 0.9973451199776463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:25:03,432] Trial 9017 finished with value: 0.9974070866233489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:25:08,536] Trial 9018 finished with value: 0.9976185353220677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:25:17,179] Trial 9019 finished with value: 0.9969392599650077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 25, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:25:20,487] Trial 9020 finished with value: 0.997503312594581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:25:38,282] Trial 9021 finished with value: 0.9967033773621542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 62, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:25:43,341] Trial 9022 finished with value: 0.9970486119095839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:25:46,660] Trial 9023 finished with value: 0.9975943572254672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:26:09,067] Trial 9024 finished with value: 0.9959202340852876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 72, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:26:12,487] Trial 9025 finished with value: 0.9972147844203322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:26:17,199] Trial 9026 finished with value: 0.9866068935762825 and parameters: {'classifier': 'SVC', 'svc_c': 1173944163.880316, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:26:22,318] Trial 9027 finished with value: 0.9975735016751859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:26:25,700] Trial 9028 finished with value: 0.9971597268314444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:26:29,603] Trial 9029 finished with value: 0.9972272795392896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:26:33,304] Trial 9030 finished with value: 0.9974863365908955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:26:50,704] Trial 9031 finished with value: 0.9969571944852369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 60, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:26:52,546] Trial 9032 finished with value: 0.996945492560063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:26:56,287] Trial 9033 finished with value: 0.9974423647039702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:26:59,783] Trial 9034 finished with value: 0.9974122940205171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:27:03,282] Trial 9035 finished with value: 0.9969542318467882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 3, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:27:07,253] Trial 9036 finished with value: 0.9975720018368927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:27:09,450] Trial 9037 finished with value: 0.9942251890308627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:27:23,076] Trial 9038 finished with value: 0.996909622027923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 42, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:27:26,506] Trial 9039 finished with value: 0.9973177676459679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:27:46,460] Trial 9040 finished with value: 0.9966597021611882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 71, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:27:48,407] Trial 9041 finished with value: 0.9970215288105749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:27:52,242] Trial 9042 finished with value: 0.9974952243475518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:27:55,692] Trial 9043 finished with value: 0.9975345705614148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:28:01,056] Trial 9044 finished with value: 0.9972789092437427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:28:06,646] Trial 9045 finished with value: 0.9948683730868981 and parameters: {'classifier': 'SVC', 'svc_c': 403181.4477067007, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:28:10,455] Trial 9046 finished with value: 0.9970494735302959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:28:17,632] Trial 9047 finished with value: 0.9970805816307305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 21, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:28:22,008] Trial 9048 finished with value: 0.9975690677625607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:28:25,220] Trial 9049 finished with value: 0.9975291577882474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:28:27,462] Trial 9050 finished with value: 0.9954897996965358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:28:31,256] Trial 9051 finished with value: 0.9974328510123028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:28:39,518] Trial 9052 finished with value: 0.9973715250597381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:28:43,185] Trial 9053 finished with value: 0.9970904163195943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:28:46,098] Trial 9054 finished with value: 0.9965440129816755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:28:50,488] Trial 9055 finished with value: 0.9975209914342278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:28:54,283] Trial 9056 finished with value: 0.9971900337084051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:29:01,368] Trial 9057 finished with value: 0.9973337582193645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:29:04,648] Trial 9058 finished with value: 0.997298462048136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:29:08,452] Trial 9059 finished with value: 0.997312160224214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:29:16,353] Trial 9060 finished with value: 0.9965214558034853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 23, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:29:28,052] Trial 9061 finished with value: 0.9968392020857791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 36, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:29:31,290] Trial 9062 finished with value: 0.9974688786470848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:29:35,765] Trial 9063 finished with value: 0.9970478351560366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:29:41,506] Trial 9064 finished with value: 0.9852052355793127 and parameters: {'classifier': 'SVC', 'svc_c': 4.3448365098016314e-07, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:29:46,340] Trial 9065 finished with value: 0.9976978513679374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:29:49,532] Trial 9066 finished with value: 0.9976509603869727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:29:53,405] Trial 9067 finished with value: 0.997568829601303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:29:57,342] Trial 9068 finished with value: 0.9974261024858236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:30:00,927] Trial 9069 finished with value: 0.9974142666266802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:30:13,656] Trial 9070 finished with value: 0.9969306506767515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 38, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:30:15,174] Trial 9071 finished with value: 0.9910108870983249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:30:22,011] Trial 9072 finished with value: 0.9972917130138503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 24, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:30:25,893] Trial 9073 finished with value: 0.9973153435680712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:30:33,195] Trial 9074 finished with value: 0.9970899884291257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 18, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:30:35,033] Trial 9075 finished with value: 0.9963618194291396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:30:38,967] Trial 9076 finished with value: 0.9974097799973906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:30:45,926] Trial 9077 finished with value: 0.9973752827010309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:30:51,345] Trial 9078 finished with value: 0.9973691678853503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:30:53,900] Trial 9079 finished with value: 0.9965139365853992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:30:55,291] Trial 9080 finished with value: 0.9965029013784474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 2, 'rf_n_estimators': 44}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:30:59,337] Trial 9081 finished with value: 0.997384368470492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:31:04,143] Trial 9082 finished with value: 0.9856516086499826 and parameters: {'classifier': 'SVC', 'svc_c': 0.213580579643926, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:31:09,101] Trial 9083 finished with value: 0.9973190507778291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:31:12,640] Trial 9084 finished with value: 0.9973424411078282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:31:22,604] Trial 9085 finished with value: 0.9971072776542202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 37, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:31:26,249] Trial 9086 finished with value: 0.9975682388636313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:31:33,618] Trial 9087 finished with value: 0.9974398278295503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:31:37,213] Trial 9088 finished with value: 0.997545729419254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:31:40,999] Trial 9089 finished with value: 0.9975538122391011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:31:44,959] Trial 9090 finished with value: 0.9972082107062472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:31:49,731] Trial 9091 finished with value: 0.997453908542627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:31:53,170] Trial 9092 finished with value: 0.9968802825541201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:31:54,932] Trial 9093 finished with value: 0.9947802172720882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:31:56,662] Trial 9094 finished with value: 0.9907747496400745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:32:01,978] Trial 9095 finished with value: 0.9974028693219422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:32:05,074] Trial 9096 finished with value: 0.9975713104265783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:32:10,750] Trial 9097 finished with value: 0.9972249269668981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:32:14,168] Trial 9098 finished with value: 0.9974012690014339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:32:17,715] Trial 9099 finished with value: 0.9973246209075417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:32:22,521] Trial 9100 finished with value: 0.9975037859019952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:32:25,639] Trial 9101 finished with value: 0.9885291102253113 and parameters: {'classifier': 'SVC', 'svc_c': 31959.64629651172, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:32:41,856] Trial 9102 finished with value: 0.9965151477039482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 58, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:32:46,119] Trial 9103 finished with value: 0.9972601332881107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:32:49,584] Trial 9104 finished with value: 0.9957026224879585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:32:52,691] Trial 9105 finished with value: 0.9977988823314089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:32:56,814] Trial 9106 finished with value: 0.997662855278624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:33:00,557] Trial 9107 finished with value: 0.9975498309407742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:33:05,770] Trial 9108 finished with value: 0.9974665269950928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:33:09,875] Trial 9109 finished with value: 0.9972219819747261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:33:13,251] Trial 9110 finished with value: 0.9976005977549992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:33:28,595] Trial 9111 finished with value: 0.9969530138093753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 51, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:33:31,901] Trial 9112 finished with value: 0.9973936027098844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:33:41,421] Trial 9113 finished with value: 0.9973114390120047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 25, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:33:44,358] Trial 9114 finished with value: 0.9975434056014066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:33:48,127] Trial 9115 finished with value: 0.9974964006813543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:33:51,171] Trial 9116 finished with value: 0.9974247339789913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:33:55,701] Trial 9117 finished with value: 0.997513867511779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:33:59,913] Trial 9118 finished with value: 0.9974508634808328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:34:03,136] Trial 9119 finished with value: 0.9973927142706405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:34:06,584] Trial 9120 finished with value: 0.9973880122996488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:34:12,060] Trial 9121 finished with value: 0.9974860149589411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:34:14,274] Trial 9122 finished with value: 0.9950838180007601 and parameters: {'classifier': 'SVC', 'svc_c': 1014.5065289836464, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:34:17,796] Trial 9123 finished with value: 0.9977844140350062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:34:20,845] Trial 9124 finished with value: 0.9975286709922226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:34:24,224] Trial 9125 finished with value: 0.9975114803450685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:34:28,772] Trial 9126 finished with value: 0.9976348464483298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:34:31,981] Trial 9127 finished with value: 0.9975043580095152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:34:35,180] Trial 9128 finished with value: 0.9975123035946506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:34:38,452] Trial 9129 finished with value: 0.9972351489851846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:34:49,426] Trial 9130 finished with value: 0.9969450197921933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 32, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:34:52,777] Trial 9131 finished with value: 0.9976592785751416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:34:56,004] Trial 9132 finished with value: 0.9975717799571814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:34:59,158] Trial 9133 finished with value: 0.9973749221584022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:35:04,158] Trial 9134 finished with value: 0.9975270917139469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:35:07,172] Trial 9135 finished with value: 0.9975512189029437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:35:10,213] Trial 9136 finished with value: 0.997521907453713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:35:23,413] Trial 9137 finished with value: 0.9969871814440902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 45, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:35:28,319] Trial 9138 finished with value: 0.9976785372326084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:35:30,872] Trial 9139 finished with value: 0.9922230716284949 and parameters: {'classifier': 'SVC', 'svc_c': 5687.2165126663285, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:35:34,222] Trial 9140 finished with value: 0.9974011472865586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:35:44,121] Trial 9141 finished with value: 0.9971930580453456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 32, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:35:47,699] Trial 9142 finished with value: 0.997516974779872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:35:52,639] Trial 9143 finished with value: 0.9972557834809402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:35:56,089] Trial 9144 finished with value: 0.9974813090841868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:35:59,671] Trial 9145 finished with value: 0.997383952418263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:36:03,622] Trial 9146 finished with value: 0.9974135003466422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:36:07,981] Trial 9147 finished with value: 0.997599674848388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:36:10,823] Trial 9148 finished with value: 0.9974644055698817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:36:14,506] Trial 9149 finished with value: 0.997513124209986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:36:17,349] Trial 9150 finished with value: 0.9974528728077545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:36:22,534] Trial 9151 finished with value: 0.9974884596347398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:36:26,251] Trial 9152 finished with value: 0.9976669816191879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:36:29,416] Trial 9153 finished with value: 0.9975785890713259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:36:32,921] Trial 9154 finished with value: 0.9976248896637361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:36:55,256] Trial 9155 finished with value: 0.9967128015529226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 73, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:36:58,594] Trial 9156 finished with value: 0.997448263130598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:37:01,603] Trial 9157 finished with value: 0.9973324989226721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:37:07,656] Trial 9158 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 3.0275928633300543e-05, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:37:10,741] Trial 9159 finished with value: 0.9973161469814609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:37:15,956] Trial 9160 finished with value: 0.9972709599452724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:37:19,812] Trial 9161 finished with value: 0.9977352951164128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:37:23,172] Trial 9162 finished with value: 0.9972533700669803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:37:27,117] Trial 9163 finished with value: 0.9974406234354148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:37:32,043] Trial 9164 finished with value: 0.9975801003035282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:37:35,728] Trial 9165 finished with value: 0.9974122980512314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:37:38,955] Trial 9166 finished with value: 0.9971926157141294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:37:41,938] Trial 9167 finished with value: 0.9973055636588358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:37:46,830] Trial 9168 finished with value: 0.9974677738505257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:37:50,465] Trial 9169 finished with value: 0.9975656032843191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:37:53,964] Trial 9170 finished with value: 0.9974293399428129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:37:57,417] Trial 9171 finished with value: 0.9973181591647945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:38:06,396] Trial 9172 finished with value: 0.9971357423043417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 27, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:38:09,968] Trial 9173 finished with value: 0.997389835293316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:38:13,923] Trial 9174 finished with value: 0.9973548217798913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:38:15,994] Trial 9175 finished with value: 0.9971030846640506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:38:21,573] Trial 9176 finished with value: 0.9975885660412288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:38:27,767] Trial 9177 finished with value: 0.9852070388002637 and parameters: {'classifier': 'SVC', 'svc_c': 3.720860802386502e-10, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:38:31,175] Trial 9178 finished with value: 0.9973859870085593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:38:34,791] Trial 9179 finished with value: 0.9974223346566623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:38:36,471] Trial 9180 finished with value: 0.9967460895715319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:38:40,546] Trial 9181 finished with value: 0.9966318168548298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:38:44,297] Trial 9182 finished with value: 0.9976500931803889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:38:47,482] Trial 9183 finished with value: 0.9975589548592002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:38:51,097] Trial 9184 finished with value: 0.9976072379917381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:39:03,791] Trial 9185 finished with value: 0.9968753004008812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 44, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:39:07,108] Trial 9186 finished with value: 0.9974648755448156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:39:08,935] Trial 9187 finished with value: 0.9893743358642914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:39:12,253] Trial 9188 finished with value: 0.9968280560817925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:39:17,107] Trial 9189 finished with value: 0.9937206009573186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 32, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:39:20,736] Trial 9190 finished with value: 0.997538703344774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:39:27,056] Trial 9191 finished with value: 0.9966559206847267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 25, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:39:30,477] Trial 9192 finished with value: 0.9974846424531324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:39:47,139] Trial 9193 finished with value: 0.9961486112443065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 61, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:39:50,804] Trial 9194 finished with value: 0.9973529617480862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:39:54,111] Trial 9195 finished with value: 0.9886010928785431 and parameters: {'classifier': 'SVC', 'svc_c': 2.144717756205346, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:39:57,873] Trial 9196 finished with value: 0.9973227329463779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:40:01,164] Trial 9197 finished with value: 0.9975465647292406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:40:05,303] Trial 9198 finished with value: 0.997556122409648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:40:08,643] Trial 9199 finished with value: 0.9969562775136143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:40:12,126] Trial 9200 finished with value: 0.99750228123954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:40:20,229] Trial 9201 finished with value: 0.9972581622371052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 28, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:40:24,917] Trial 9202 finished with value: 0.997610777149276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:40:33,220] Trial 9203 finished with value: 0.9969199207884696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 31, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:40:37,098] Trial 9204 finished with value: 0.997466954314279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:40:40,126] Trial 9205 finished with value: 0.9972975805594939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:40:45,063] Trial 9206 finished with value: 0.9975321802843894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:40:54,022] Trial 9207 finished with value: 0.9971474910111912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 32, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:41:08,381] Trial 9208 finished with value: 0.9966345618029712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 57, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:41:15,081] Trial 9209 finished with value: 0.9974447336848596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:41:19,781] Trial 9210 finished with value: 0.9971953648516744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:41:23,660] Trial 9211 finished with value: 0.9974723500124524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:41:25,693] Trial 9212 finished with value: 0.9968950586764874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:41:26,928] Trial 9213 finished with value: 0.9927928499352654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:41:32,621] Trial 9214 finished with value: 0.9866190197420656 and parameters: {'classifier': 'SVC', 'svc_c': 10014219.543219538, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:41:36,439] Trial 9215 finished with value: 0.9975458531653553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:41:45,945] Trial 9216 finished with value: 0.9969890423645568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 31, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:41:48,935] Trial 9217 finished with value: 0.9973433339903792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:41:55,554] Trial 9218 finished with value: 0.9970133275448569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:42:00,070] Trial 9219 finished with value: 0.9967560229970257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:42:03,083] Trial 9220 finished with value: 0.9977843270414019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:42:05,852] Trial 9221 finished with value: 0.9975705351647125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:42:08,913] Trial 9222 finished with value: 0.9973723364710806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:42:13,081] Trial 9223 finished with value: 0.997370390461284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:42:16,111] Trial 9224 finished with value: 0.997530412609895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:42:19,128] Trial 9225 finished with value: 0.9974247149362467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:42:22,102] Trial 9226 finished with value: 0.9974534200644932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:42:26,859] Trial 9227 finished with value: 0.997378124862383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:42:29,669] Trial 9228 finished with value: 0.9977024710107972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:42:32,643] Trial 9229 finished with value: 0.9972655840832912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:42:35,745] Trial 9230 finished with value: 0.9974936141882921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:42:39,173] Trial 9231 finished with value: 0.9953116658984341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:42:42,115] Trial 9232 finished with value: 0.9973991509721788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:42:44,499] Trial 9233 finished with value: 0.9974132366998449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:42:51,105] Trial 9234 finished with value: 0.985075935820347 and parameters: {'classifier': 'SVC', 'svc_c': 0.0002032977124777893, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:42:55,643] Trial 9235 finished with value: 0.9976356689679396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:42:58,775] Trial 9236 finished with value: 0.9974485275391048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:43:14,058] Trial 9237 finished with value: 0.9968552561984666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 56, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:43:15,577] Trial 9238 finished with value: 0.9895088449564379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:43:19,824] Trial 9239 finished with value: 0.9975239474394537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:43:22,450] Trial 9240 finished with value: 0.9973140844935439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:43:25,883] Trial 9241 finished with value: 0.9966172270339793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:43:27,628] Trial 9242 finished with value: 0.9966056274000813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 3, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:43:30,732] Trial 9243 finished with value: 0.9970954018687893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:43:34,809] Trial 9244 finished with value: 0.9973354491833367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:43:37,929] Trial 9245 finished with value: 0.9975105948257124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:43:40,082] Trial 9246 finished with value: 0.9958411868594941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:43:42,942] Trial 9247 finished with value: 0.997259311371521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:43:59,855] Trial 9248 finished with value: 0.9968171389398567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 51, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:44:03,391] Trial 9249 finished with value: 0.9974471899767327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:44:10,354] Trial 9250 finished with value: 0.9969002828630086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 24, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:44:13,409] Trial 9251 finished with value: 0.9973820748036571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:44:18,026] Trial 9252 finished with value: 0.9867332074646518 and parameters: {'classifier': 'SVC', 'svc_c': 194654954.2916973, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:44:20,793] Trial 9253 finished with value: 0.997451994556379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:44:23,232] Trial 9254 finished with value: 0.9960291961296708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:44:26,905] Trial 9255 finished with value: 0.9976293755947916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:44:31,312] Trial 9256 finished with value: 0.9954272628475875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 19, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:44:40,205] Trial 9257 finished with value: 0.9963573131858233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 28, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:44:42,512] Trial 9258 finished with value: 0.9974437705663196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:44:45,278] Trial 9259 finished with value: 0.9972137063470911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:44:49,824] Trial 9260 finished with value: 0.997482723896626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:44:51,213] Trial 9261 finished with value: 0.9878053222308587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 1, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:44:54,282] Trial 9262 finished with value: 0.9975790068691399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:45:03,940] Trial 9263 finished with value: 0.996921337219542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 37, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:45:07,407] Trial 9264 finished with value: 0.9976942551773799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:45:11,589] Trial 9265 finished with value: 0.9973920350794206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:45:31,542] Trial 9266 finished with value: 0.9962102815849052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 65, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:45:34,975] Trial 9267 finished with value: 0.9972365216814206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:45:37,827] Trial 9268 finished with value: 0.9974437527613534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:45:41,478] Trial 9269 finished with value: 0.9961685078019756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:45:46,843] Trial 9270 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 7.282750004152589e-09, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:45:49,850] Trial 9271 finished with value: 0.9975068934874672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:45:53,154] Trial 9272 finished with value: 0.9975067284186104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:45:57,901] Trial 9273 finished with value: 0.9975881032390621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:46:00,929] Trial 9274 finished with value: 0.9974316210414367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:46:17,162] Trial 9275 finished with value: 0.996474954341859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 52, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:46:19,886] Trial 9276 finished with value: 0.9968883764504968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:46:40,973] Trial 9277 finished with value: 0.9964488401059511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 68, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:46:53,519] Trial 9278 finished with value: 0.9941045129056872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 71, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:47:00,325] Trial 9279 finished with value: 0.9968807535764048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 24, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:47:06,254] Trial 9280 finished with value: 0.9973419148298466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:47:09,668] Trial 9281 finished with value: 0.9973535143367931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:47:11,908] Trial 9282 finished with value: 0.9969092977934602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:47:30,614] Trial 9283 finished with value: 0.9958092956896686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 70, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:47:35,450] Trial 9284 finished with value: 0.9941142091855363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 43, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:47:40,247] Trial 9285 finished with value: 0.9975320416849476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:47:41,664] Trial 9286 finished with value: 0.9869832293687587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 2, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:47:44,642] Trial 9287 finished with value: 0.9974769041800089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:47:51,983] Trial 9288 finished with value: 0.9968063962294602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 30, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:47:58,833] Trial 9289 finished with value: 0.9853897557426317 and parameters: {'classifier': 'SVC', 'svc_c': 0.01877915699911404, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:48:02,804] Trial 9290 finished with value: 0.9973246349674346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:48:05,874] Trial 9291 finished with value: 0.997273511355654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:48:08,970] Trial 9292 finished with value: 0.9974370035366403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:48:12,030] Trial 9293 finished with value: 0.9974969889434693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:48:16,458] Trial 9294 finished with value: 0.9974049611356856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:48:17,821] Trial 9295 finished with value: 0.9931919206382137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 2, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:48:19,968] Trial 9296 finished with value: 0.9967822473952105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:48:22,907] Trial 9297 finished with value: 0.9976185610932484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:48:37,277] Trial 9298 finished with value: 0.9966260006293824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 43, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:48:40,068] Trial 9299 finished with value: 0.9975933144447792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:48:43,359] Trial 9300 finished with value: 0.9976610033082473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:48:46,892] Trial 9301 finished with value: 0.9973991095859475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:48:54,057] Trial 9302 finished with value: 0.9973591655885973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:48:55,830] Trial 9303 finished with value: 0.9972786918708145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 53}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:49:01,309] Trial 9304 finished with value: 0.9933115500154629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 47, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:49:03,897] Trial 9305 finished with value: 0.9966854858467897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:49:08,729] Trial 9306 finished with value: 0.9975077950344668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:49:23,253] Trial 9307 finished with value: 0.9968632125427525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 46, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:49:29,297] Trial 9308 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 4.9051610550493e-08, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:49:32,427] Trial 9309 finished with value: 0.9972601357319296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:49:35,291] Trial 9310 finished with value: 0.9973992905872336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:49:41,896] Trial 9311 finished with value: 0.997410236769355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:49:47,608] Trial 9312 finished with value: 0.997472471505162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:49:49,578] Trial 9313 finished with value: 0.9966734578780923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 4, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:49:52,095] Trial 9314 finished with value: 0.9970139181555769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:49:56,395] Trial 9315 finished with value: 0.9974228453195937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:49:59,682] Trial 9316 finished with value: 0.9973247126935703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:50:02,011] Trial 9317 finished with value: 0.996717585661619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:50:04,792] Trial 9318 finished with value: 0.9942857684443678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 19, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:50:09,971] Trial 9319 finished with value: 0.9974797185389538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:50:13,809] Trial 9320 finished with value: 0.9973466672323733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:50:15,602] Trial 9321 finished with value: 0.9970516623350846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 1, 'rf_n_estimators': 83}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:50:29,961] Trial 9322 finished with value: 0.9966858700658975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 59, 'rf_n_estimators': 113}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:50:40,661] Trial 9323 finished with value: 0.9968818920468836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 35, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:50:43,187] Trial 9324 finished with value: 0.9976284735399855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:50:45,223] Trial 9325 finished with value: 0.9956392282394398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:50:48,939] Trial 9326 finished with value: 0.987196977764515 and parameters: {'classifier': 'SVC', 'svc_c': 159669.2035708327, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:50:53,235] Trial 9327 finished with value: 0.9974749168791949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:50:54,949] Trial 9328 finished with value: 0.9880413649514553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:50:58,688] Trial 9329 finished with value: 0.9973325217422273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:51:01,123] Trial 9330 finished with value: 0.9971466054918349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:51:05,641] Trial 9331 finished with value: 0.9974106244161568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:51:08,675] Trial 9332 finished with value: 0.997316457663837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:51:11,839] Trial 9333 finished with value: 0.9971244338340067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:51:14,549] Trial 9334 finished with value: 0.997364984067436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:51:19,147] Trial 9335 finished with value: 0.9970445842421743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:51:22,155] Trial 9336 finished with value: 0.9973452899024027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:51:24,157] Trial 9337 finished with value: 0.9970902767045393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:51:31,547] Trial 9338 finished with value: 0.9970947804405611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:51:37,352] Trial 9339 finished with value: 0.9966448472653345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 21, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:51:39,841] Trial 9340 finished with value: 0.9945060336481406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:51:41,893] Trial 9341 finished with value: 0.9976418012394696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:51:46,020] Trial 9342 finished with value: 0.9975266230085292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:51:48,200] Trial 9343 finished with value: 0.997365296495397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:51:50,301] Trial 9344 finished with value: 0.997233431805701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:51:52,211] Trial 9345 finished with value: 0.985386970423872 and parameters: {'classifier': 'SVC', 'svc_c': 0.0662497321618419, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:51:54,555] Trial 9346 finished with value: 0.997521971278645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:51:59,348] Trial 9347 finished with value: 0.9968424352264131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 25, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:52:07,441] Trial 9348 finished with value: 0.9973238854450118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 33, 'rf_n_estimators': 116}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:52:09,442] Trial 9349 finished with value: 0.9974120251052271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:52:16,008] Trial 9350 finished with value: 0.9969238137284621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 28, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:52:18,959] Trial 9351 finished with value: 0.9974218842957554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:52:21,331] Trial 9352 finished with value: 0.9971789909478312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:52:23,507] Trial 9353 finished with value: 0.9974173500596045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:52:26,081] Trial 9354 finished with value: 0.9974009343251996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:52:29,018] Trial 9355 finished with value: 0.9969653520795939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:52:37,035] Trial 9356 finished with value: 0.9971598408657462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 32, 'rf_n_estimators': 117}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:52:40,660] Trial 9357 finished with value: 0.9960297494483497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 55, 'rf_n_estimators': 27}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:52:47,135] Trial 9358 finished with value: 0.9970615408222606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:52:50,201] Trial 9359 finished with value: 0.9977842828622346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 80}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:52:54,139] Trial 9360 finished with value: 0.9972590024347295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 89}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:52:56,751] Trial 9361 finished with value: 0.9974123481971251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 86}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:52:59,213] Trial 9362 finished with value: 0.9973785658606071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 80}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:53:01,684] Trial 9363 finished with value: 0.997501910445567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 91}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:53:05,068] Trial 9364 finished with value: 0.9867867896216969 and parameters: {'classifier': 'SVC', 'svc_c': 1202563.7247278825, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:53:11,134] Trial 9365 finished with value: 0.9971472176208561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 27, 'rf_n_estimators': 73}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:53:13,400] Trial 9366 finished with value: 0.9973229467329228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 77}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:53:15,612] Trial 9367 finished with value: 0.9973808010027408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 70}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:53:18,436] Trial 9368 finished with value: 0.9975311348377174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 90}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:53:22,655] Trial 9369 finished with value: 0.9974494725987757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:53:25,386] Trial 9370 finished with value: 0.9974104717250839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:53:27,838] Trial 9371 finished with value: 0.997186445230159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 73}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:53:30,050] Trial 9372 finished with value: 0.997468281752259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 74}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:53:41,003] Trial 9373 finished with value: 0.996695532989206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 43, 'rf_n_estimators': 90}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:53:43,207] Trial 9374 finished with value: 0.9977377144970995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 67}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:53:45,630] Trial 9375 finished with value: 0.9973515843863776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 80}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:53:48,668] Trial 9376 finished with value: 0.9975379429362489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:53:52,282] Trial 9377 finished with value: 0.9975261303092537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 63}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:53:54,298] Trial 9378 finished with value: 0.9976338038580691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 74}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:53:57,461] Trial 9379 finished with value: 0.9975939494885698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:54:00,195] Trial 9380 finished with value: 0.997492174271168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 76}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:54:03,385] Trial 9381 finished with value: 0.997319634279258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 44}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:54:05,668] Trial 9382 finished with value: 0.9937456298837426 and parameters: {'classifier': 'SVC', 'svc_c': 240.0010309807434, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:54:07,976] Trial 9383 finished with value: 0.9975343490625584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 114}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:54:10,903] Trial 9384 finished with value: 0.9971976156405965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 86}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:54:14,727] Trial 9385 finished with value: 0.9971861406731989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 82}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:54:16,909] Trial 9386 finished with value: 0.9972087317157362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 94}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:54:19,231] Trial 9387 finished with value: 0.9973984840317912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 71}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:54:21,743] Trial 9388 finished with value: 0.9973976740169167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 95}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:54:25,471] Trial 9389 finished with value: 0.9972230392278997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 80}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:54:27,637] Trial 9390 finished with value: 0.9973723090812664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 79}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:54:30,096] Trial 9391 finished with value: 0.9975766993328393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 90}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:54:32,749] Trial 9392 finished with value: 0.9974951537624456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 84}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:54:38,852] Trial 9393 finished with value: 0.9971563564560987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 24, 'rf_n_estimators': 78}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:54:40,642] Trial 9394 finished with value: 0.9972565369388637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 42}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:54:43,381] Trial 9395 finished with value: 0.9972546993140211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 85}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:54:56,858] Trial 9396 finished with value: 0.9962350909484853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 67, 'rf_n_estimators': 96}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:54:59,729] Trial 9397 finished with value: 0.997522764345477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:55:04,925] Trial 9398 finished with value: 0.9943879090920361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 41, 'rf_n_estimators': 69}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:55:07,230] Trial 9399 finished with value: 0.9973891963140248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 91}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:55:08,877] Trial 9400 finished with value: 0.9964425939905474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 4, 'rf_n_estimators': 79}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:55:11,925] Trial 9401 finished with value: 0.9903722008433223 and parameters: {'classifier': 'SVC', 'svc_c': 14.305765478080586, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:55:14,841] Trial 9402 finished with value: 0.9965195366756966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 87}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:55:17,734] Trial 9403 finished with value: 0.9974431532957572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 95}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:55:19,263] Trial 9404 finished with value: 0.9955160912838706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 3, 'rf_n_estimators': 75}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:55:24,467] Trial 9405 finished with value: 0.9971978016882099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 22, 'rf_n_estimators': 95}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:55:27,842] Trial 9406 finished with value: 0.9974622346335349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 56}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:55:30,636] Trial 9407 finished with value: 0.9971646111367146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 7, 'rf_n_estimators': 99}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:55:33,255] Trial 9408 finished with value: 0.997351389103033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 98}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:55:40,177] Trial 9409 finished with value: 0.9962523246639797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 27, 'rf_n_estimators': 87}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:55:44,042] Trial 9410 finished with value: 0.9971900836638713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 88}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:55:47,391] Trial 9411 finished with value: 0.9965134678799816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 18, 'rf_n_estimators': 53}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:55:49,372] Trial 9412 finished with value: 0.9966559364584667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 84}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:55:51,251] Trial 9413 finished with value: 0.9963097968728677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 82}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:55:55,372] Trial 9414 finished with value: 0.9974232483910184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 94}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:55:59,108] Trial 9415 finished with value: 0.9972848809849366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 66}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:56:05,879] Trial 9416 finished with value: 0.9970115818964702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 33, 'rf_n_estimators': 84}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:56:07,961] Trial 9417 finished with value: 0.9972946558795827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 73}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:56:10,608] Trial 9418 finished with value: 0.9970023382626575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 47}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:56:23,788] Trial 9419 finished with value: 0.9968534016573193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 62, 'rf_n_estimators': 95}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:56:29,278] Trial 9420 finished with value: 0.9853523921641106 and parameters: {'classifier': 'SVC', 'svc_c': 0.0035137163099104845, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:56:30,951] Trial 9421 finished with value: 0.9969838324918318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 59}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:56:36,013] Trial 9422 finished with value: 0.9973335911192818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:56:38,563] Trial 9423 finished with value: 0.9955564801514699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 19, 'rf_n_estimators': 82}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:56:40,012] Trial 9424 finished with value: 0.9972618336147655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 92}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:56:42,209] Trial 9425 finished with value: 0.9974772109586224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:56:43,510] Trial 9426 finished with value: 0.9975862182295238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 76}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:56:45,967] Trial 9427 finished with value: 0.997259224885723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 96}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:56:47,599] Trial 9428 finished with value: 0.9968419917208942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 98}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:56:50,249] Trial 9429 finished with value: 0.9974170722894385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:56:51,969] Trial 9430 finished with value: 0.9969703349310669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 7, 'rf_n_estimators': 86}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:56:54,161] Trial 9431 finished with value: 0.9973871349051967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 65}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:56:55,731] Trial 9432 finished with value: 0.9977481049167229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 67}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:56:57,156] Trial 9433 finished with value: 0.9970301448590053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 61}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:56:58,737] Trial 9434 finished with value: 0.9972199384660779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 65}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:57:00,120] Trial 9435 finished with value: 0.9962268266830213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 70}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:57:07,634] Trial 9436 finished with value: 0.9963158424046964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 66, 'rf_n_estimators': 62}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:57:14,505] Trial 9437 finished with value: 0.9965022723965973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 58, 'rf_n_estimators': 64}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:57:16,628] Trial 9438 finished with value: 0.9973181256813021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 57}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:57:18,397] Trial 9439 finished with value: 0.9973873011166181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 49}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:57:19,432] Trial 9440 finished with value: 0.9969897476125986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 65}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:57:21,408] Trial 9441 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 1.8686874704634452e-05, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:57:23,025] Trial 9442 finished with value: 0.9974944534655172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 61}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:57:25,141] Trial 9443 finished with value: 0.9975108917655745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 67}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:57:27,017] Trial 9444 finished with value: 0.9973907715933241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 62}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:57:29,305] Trial 9445 finished with value: 0.9974712884111853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 61}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:57:30,461] Trial 9446 finished with value: 0.9885838768093252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 6, 'rf_n_estimators': 63}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:57:36,293] Trial 9447 finished with value: 0.9963305842183857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 24, 'rf_n_estimators': 71}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:57:38,736] Trial 9448 finished with value: 0.9975617912759907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 72}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:57:40,546] Trial 9449 finished with value: 0.997373580025771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 55}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:57:42,344] Trial 9450 finished with value: 0.9970539757111604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 58}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:57:45,872] Trial 9451 finished with value: 0.9972210228551623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 69}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:57:49,718] Trial 9452 finished with value: 0.9969179353919299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 21, 'rf_n_estimators': 69}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:57:52,144] Trial 9453 finished with value: 0.9975761281774567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 78}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:57:54,410] Trial 9454 finished with value: 0.9974230834808512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 52}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:57:56,507] Trial 9455 finished with value: 0.9972972215085466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 58}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:57:59,800] Trial 9456 finished with value: 0.9974417506706743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 60}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:58:01,362] Trial 9457 finished with value: 0.9967925845586252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 72}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:58:05,431] Trial 9458 finished with value: 0.9862908474302164 and parameters: {'classifier': 'SVC', 'svc_c': 0.46840827577640454, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:58:07,837] Trial 9459 finished with value: 0.9974060226417389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 69}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:58:11,994] Trial 9460 finished with value: 0.997287837529707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 74}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:58:18,349] Trial 9461 finished with value: 0.9958648663853064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 43, 'rf_n_estimators': 63}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:58:25,790] Trial 9462 finished with value: 0.996753763892772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 44, 'rf_n_estimators': 77}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:58:35,902] Trial 9463 finished with value: 0.9967608204673811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 55, 'rf_n_estimators': 82}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:58:41,517] Trial 9464 finished with value: 0.9967545889514146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 16, 'rf_n_estimators': 85}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:58:45,195] Trial 9465 finished with value: 0.9973667941120369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 63}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:58:47,252] Trial 9466 finished with value: 0.9954915908570819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 90}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:58:49,803] Trial 9467 finished with value: 0.9975289045514836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 98}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:58:55,274] Trial 9468 finished with value: 0.9970943030072189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 25, 'rf_n_estimators': 69}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:58:57,828] Trial 9469 finished with value: 0.9975616087830228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 91}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:59:00,076] Trial 9470 finished with value: 0.9970497948131333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 72}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:59:02,296] Trial 9471 finished with value: 0.9970559460004559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 52}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:59:06,097] Trial 9472 finished with value: 0.9973982679283792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 67}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:59:09,055] Trial 9473 finished with value: 0.9973361798217045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 77}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:59:12,210] Trial 9474 finished with value: 0.9975672803470877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:59:14,341] Trial 9475 finished with value: 0.9973685727361093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 68}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:59:22,126] Trial 9476 finished with value: 0.985205317494852 and parameters: {'classifier': 'SVC', 'svc_c': 1.4071924977610077e-06, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:59:24,792] Trial 9477 finished with value: 0.9975187711454349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 76}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:59:28,085] Trial 9478 finished with value: 0.9959117862160288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 27, 'rf_n_estimators': 64}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:59:30,581] Trial 9479 finished with value: 0.9978213931087785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 80}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:59:33,718] Trial 9480 finished with value: 0.9974926711598474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:59:37,594] Trial 9481 finished with value: 0.997544097773431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 79}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:59:40,349] Trial 9482 finished with value: 0.997473755366995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 87}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:59:50,340] Trial 9483 finished with value: 0.9969890283998774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 36, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:59:53,148] Trial 9484 finished with value: 0.9974744861323147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 74}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:59:57,029] Trial 9485 finished with value: 0.9973068883038799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 81}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 13:59:59,954] Trial 9486 finished with value: 0.997409729089787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 83}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:00:02,419] Trial 9487 finished with value: 0.9975472395088913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 78}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:00:04,875] Trial 9488 finished with value: 0.9973090433712729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 77}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:00:08,357] Trial 9489 finished with value: 0.9975983047229224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 68}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:00:10,992] Trial 9490 finished with value: 0.9973925282865026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 80}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:00:13,126] Trial 9491 finished with value: 0.9974023664982741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 59}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:00:15,892] Trial 9492 finished with value: 0.9973761406401457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 81}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:00:19,725] Trial 9493 finished with value: 0.9975290964388721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 70}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:00:22,702] Trial 9494 finished with value: 0.9975593819562208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 93}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:00:25,131] Trial 9495 finished with value: 0.9971265694778003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 68}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:00:28,057] Trial 9496 finished with value: 0.9963014331725395 and parameters: {'classifier': 'SVC', 'svc_c': 19257.968491681106, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:00:31,886] Trial 9497 finished with value: 0.9970431837435315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 66}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:00:34,165] Trial 9498 finished with value: 0.9968572435310187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 74}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:00:36,835] Trial 9499 finished with value: 0.9974669901781145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 76}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:00:39,395] Trial 9500 finished with value: 0.9974906088623579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 83}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:00:43,462] Trial 9501 finished with value: 0.9973803619405288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 78}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:00:45,769] Trial 9502 finished with value: 0.9975041580289603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 57}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:00:55,656] Trial 9503 finished with value: 0.9965113565791629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 56, 'rf_n_estimators': 82}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:01:03,569] Trial 9504 finished with value: 0.9967115327983337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 48, 'rf_n_estimators': 67}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:01:07,432] Trial 9505 finished with value: 0.9974491972724283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 75}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:01:09,922] Trial 9506 finished with value: 0.9972283500589084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 72}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:01:12,925] Trial 9507 finished with value: 0.9974347183120887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 83}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:01:15,204] Trial 9508 finished with value: 0.9975345761155485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 60}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:01:18,495] Trial 9509 finished with value: 0.9973276978024573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 55}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:01:21,226] Trial 9510 finished with value: 0.9972385762348607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 76}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:01:23,760] Trial 9511 finished with value: 0.9973542674455995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 70}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:01:26,047] Trial 9512 finished with value: 0.9972006461029532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 66}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:01:29,101] Trial 9513 finished with value: 0.997323128718084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 87}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:01:34,407] Trial 9514 finished with value: 0.9867325520133865 and parameters: {'classifier': 'SVC', 'svc_c': 2914741481.0533023, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:01:36,487] Trial 9515 finished with value: 0.9975961183619525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 78}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:01:37,973] Trial 9516 finished with value: 0.997439162825175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 64}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:01:39,969] Trial 9517 finished with value: 0.9974872618461119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 80}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:01:42,634] Trial 9518 finished with value: 0.9975208412187117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 85}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:01:44,069] Trial 9519 finished with value: 0.9975122313591731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 63}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:01:45,938] Trial 9520 finished with value: 0.9975463486575666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 76}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:01:47,630] Trial 9521 finished with value: 0.9974124403322705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 67}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:01:48,975] Trial 9522 finished with value: 0.9892168666177436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 55}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:01:50,884] Trial 9523 finished with value: 0.997287260312384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 65}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:01:52,383] Trial 9524 finished with value: 0.9972805082947348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 73}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:01:54,296] Trial 9525 finished with value: 0.99738759199454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 88}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:01:56,832] Trial 9526 finished with value: 0.9972812650534006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 81}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:01:58,717] Trial 9527 finished with value: 0.997686570509582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 92}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:02:00,564] Trial 9528 finished with value: 0.9973451489860937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 65}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:02:01,872] Trial 9529 finished with value: 0.9971792480883576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 48}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:02:04,251] Trial 9530 finished with value: 0.9971416771660869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 96}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:02:05,819] Trial 9531 finished with value: 0.9976498339134228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 52}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:02:07,520] Trial 9532 finished with value: 0.9966931348729174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 75}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:03:21,395] Trial 9533 finished with value: 0.9901139499980419 and parameters: {'classifier': 'SVC', 'svc_c': 58086056.26231247, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:03:25,138] Trial 9534 finished with value: 0.9977374694487158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 73}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:03:27,670] Trial 9535 finished with value: 0.9975360027662271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 70}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:03:30,195] Trial 9536 finished with value: 0.9973806932525449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 84}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:03:33,190] Trial 9537 finished with value: 0.9968392243657901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 71}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:03:37,327] Trial 9538 finished with value: 0.9973775292053354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 73}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:03:43,915] Trial 9539 finished with value: 0.9969894947249518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 41, 'rf_n_estimators': 67}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:03:52,456] Trial 9540 finished with value: 0.9969492189077792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 42, 'rf_n_estimators': 85}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:03:54,762] Trial 9541 finished with value: 0.9973192802746379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 80}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:03:58,790] Trial 9542 finished with value: 0.9973759141584381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 74}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:04:01,032] Trial 9543 finished with value: 0.9972305468616499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 71}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:04:02,945] Trial 9544 finished with value: 0.9963424676209146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 92}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:04:05,925] Trial 9545 finished with value: 0.9966688464236126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 15, 'rf_n_estimators': 81}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:04:10,897] Trial 9546 finished with value: 0.9973004948293717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 69}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:04:12,822] Trial 9547 finished with value: 0.9971521041160419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 56}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:04:15,478] Trial 9548 finished with value: 0.9970776184844753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 93}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:04:17,558] Trial 9549 finished with value: 0.9974119224013585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 59}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:04:33,484] Trial 9550 finished with value: 0.9965464586413496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 54, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:04:37,630] Trial 9551 finished with value: 0.9965312616743293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 23, 'rf_n_estimators': 61}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:04:43,527] Trial 9552 finished with value: 0.9852517740473391 and parameters: {'classifier': 'SVC', 'svc_c': 0.0010035165172479906, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:04:46,196] Trial 9553 finished with value: 0.9934593006704127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 30, 'rf_n_estimators': 76}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:04:48,878] Trial 9554 finished with value: 0.9973674846019517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 87}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:04:53,400] Trial 9555 finished with value: 0.9973840640404835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 77}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:05:05,440] Trial 9556 finished with value: 0.9959635611848846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 70, 'rf_n_estimators': 81}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:05:07,511] Trial 9557 finished with value: 0.9974569502719411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 58}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:05:16,828] Trial 9558 finished with value: 0.9967806854140943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 43, 'rf_n_estimators': 90}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:05:21,736] Trial 9559 finished with value: 0.9976223431092542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 99}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:05:23,571] Trial 9560 finished with value: 0.9976140278092349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 47}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:05:24,963] Trial 9561 finished with value: 0.9933661353442873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 76}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:05:26,691] Trial 9562 finished with value: 0.9971030194743887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 84}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:05:34,289] Trial 9563 finished with value: 0.9957064551894025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 32, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:05:35,969] Trial 9564 finished with value: 0.9954798665249452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 70}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:05:40,546] Trial 9565 finished with value: 0.9969636264260889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 20, 'rf_n_estimators': 86}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:05:43,842] Trial 9566 finished with value: 0.9969640536183236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 90}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:05:47,375] Trial 9567 finished with value: 0.9961918957833698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 88}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:05:53,942] Trial 9568 finished with value: 0.9964631176257921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 46, 'rf_n_estimators': 61}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:05:55,364] Trial 9569 finished with value: 0.9895174238397787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 68}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:05:57,345] Trial 9570 finished with value: 0.9951804859540917 and parameters: {'classifier': 'SVC', 'svc_c': 2454.202863024627, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:06:00,290] Trial 9571 finished with value: 0.9963358386511327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 3, 'rf_n_estimators': 66}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:06:02,588] Trial 9572 finished with value: 0.9965019575565552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 64}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:06:06,543] Trial 9573 finished with value: 0.9962381879652341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 29, 'rf_n_estimators': 78}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:06:08,941] Trial 9574 finished with value: 0.9974785478544989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 71}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:06:12,002] Trial 9575 finished with value: 0.9967081093254686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 92}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:06:18,210] Trial 9576 finished with value: 0.9970130322553659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 28, 'rf_n_estimators': 80}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:06:20,360] Trial 9577 finished with value: 0.9973546618525756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 50}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:06:23,779] Trial 9578 finished with value: 0.9974062237013827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 79}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:06:30,470] Trial 9579 finished with value: 0.9966345500282073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 35, 'rf_n_estimators': 55}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:06:32,975] Trial 9580 finished with value: 0.9972938220930155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 73}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:06:36,274] Trial 9581 finished with value: 0.9973977664377034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 83}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:06:40,001] Trial 9582 finished with value: 0.9972162825130404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 18, 'rf_n_estimators': 73}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:06:43,648] Trial 9583 finished with value: 0.996682444276165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 89}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:06:45,547] Trial 9584 finished with value: 0.9974420935035511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 62}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:06:58,074] Trial 9585 finished with value: 0.9963112091145363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 63, 'rf_n_estimators': 93}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:07:00,820] Trial 9586 finished with value: 0.9972777742326958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 65}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:07:06,277] Trial 9587 finished with value: 0.9971217870194753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 87}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:07:08,473] Trial 9588 finished with value: 0.9973254558049357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 56}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:07:13,598] Trial 9589 finished with value: 0.9852047440543399 and parameters: {'classifier': 'SVC', 'svc_c': 2.9491871891779525e-07, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:07:15,990] Trial 9590 finished with value: 0.997326667843884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 50}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:07:19,877] Trial 9591 finished with value: 0.9975156376618303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 83}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:07:22,684] Trial 9592 finished with value: 0.9974147575486331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 77}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:07:24,611] Trial 9593 finished with value: 0.9974802274245622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 49}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:07:30,140] Trial 9594 finished with value: 0.9971355628582127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 22, 'rf_n_estimators': 86}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:07:33,707] Trial 9595 finished with value: 0.9974833192997701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 63}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:07:36,302] Trial 9596 finished with value: 0.9969419583219009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 78}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:07:39,444] Trial 9597 finished with value: 0.9967776132163891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 15, 'rf_n_estimators': 60}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:07:44,634] Trial 9598 finished with value: 0.9963433343831675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 30, 'rf_n_estimators': 53}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:07:48,746] Trial 9599 finished with value: 0.9965626620174156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 10, 'rf_n_estimators': 67}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:07:59,065] Trial 9600 finished with value: 0.9972443127664223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 35, 'rf_n_estimators': 121}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:08:02,176] Trial 9601 finished with value: 0.9974431099417757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 71}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:08:05,138] Trial 9602 finished with value: 0.9975536803680956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 94}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:08:08,346] Trial 9603 finished with value: 0.9969407637070636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 54}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:08:11,435] Trial 9604 finished with value: 0.9972942555693557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 95}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:08:13,957] Trial 9605 finished with value: 0.9974725798583782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 82}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:08:16,825] Trial 9606 finished with value: 0.9972463215855377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 74}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:08:20,096] Trial 9607 finished with value: 0.9975371618028702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 46}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:08:22,777] Trial 9608 finished with value: 0.9972238421017451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 66}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:10:26,592] Trial 9609 finished with value: 0.9903791096144964 and parameters: {'classifier': 'SVC', 'svc_c': 523149407.44405603, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:10:33,145] Trial 9610 finished with value: 0.9965387126559143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 41, 'rf_n_estimators': 88}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:10:37,387] Trial 9611 finished with value: 0.9968374006738889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 18, 'rf_n_estimators': 71}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:10:38,972] Trial 9612 finished with value: 0.9940144358049103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 63}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:10:41,045] Trial 9613 finished with value: 0.9971462964915677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 59}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:10:43,375] Trial 9614 finished with value: 0.9973504888255498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 65}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:10:47,084] Trial 9615 finished with value: 0.9973889279382794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 60}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:10:50,284] Trial 9616 finished with value: 0.9971728292235232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 15, 'rf_n_estimators': 81}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:10:52,026] Trial 9617 finished with value: 0.9974292690720655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 36}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:10:54,343] Trial 9618 finished with value: 0.9968605306895711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 59}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:10:58,897] Trial 9619 finished with value: 0.997432331589709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 93}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:11:01,462] Trial 9620 finished with value: 0.9952715624498368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 17, 'rf_n_estimators': 83}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:11:03,786] Trial 9621 finished with value: 0.9974363697941039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 75}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:11:06,176] Trial 9622 finished with value: 0.9975172048797011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 69}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:11:09,118] Trial 9623 finished with value: 0.9897995858975955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 88}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:11:11,743] Trial 9624 finished with value: 0.9973148338255394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 71}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:11:14,326] Trial 9625 finished with value: 0.996993221390047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 85}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:11:18,227] Trial 9626 finished with value: 0.9867043776381669 and parameters: {'classifier': 'SVC', 'svc_c': 3519170.501976359, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:11:21,067] Trial 9627 finished with value: 0.9973774281201001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 79}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:11:25,045] Trial 9628 finished with value: 0.9973983045221865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 68}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:11:26,598] Trial 9629 finished with value: 0.9960395037768316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 58}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:11:30,350] Trial 9630 finished with value: 0.9965240742760656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 15, 'rf_n_estimators': 74}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:11:32,920] Trial 9631 finished with value: 0.9971203745239032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 64}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:11:36,591] Trial 9632 finished with value: 0.9973229193431085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 79}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:11:38,339] Trial 9633 finished with value: 0.9972574206174213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 72}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:11:40,174] Trial 9634 finished with value: 0.9966017124974568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 88}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:11:46,585] Trial 9635 finished with value: 0.9970245233138826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 36, 'rf_n_estimators': 70}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:11:54,495] Trial 9636 finished with value: 0.9969966779338116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 45, 'rf_n_estimators': 82}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:11:56,206] Trial 9637 finished with value: 0.9972412924919337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 52}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:11:58,201] Trial 9638 finished with value: 0.9971469264255551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 90}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:11:59,875] Trial 9639 finished with value: 0.9973895619029811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 79}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:12:03,450] Trial 9640 finished with value: 0.9972449750730753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 20, 'rf_n_estimators': 75}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:12:04,451] Trial 9641 finished with value: 0.9971504246094544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 75}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:12:06,133] Trial 9642 finished with value: 0.9973604718573931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 54}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:12:14,232] Trial 9643 finished with value: 0.9964522748140355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 58, 'rf_n_estimators': 80}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:12:15,874] Trial 9644 finished with value: 0.996929329205498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 3, 'rf_n_estimators': 89}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:12:17,893] Trial 9645 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.7558683897802687e-09, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:12:19,356] Trial 9646 finished with value: 0.9973106840941375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 77}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:12:21,496] Trial 9647 finished with value: 0.9972529151992906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 86}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:12:24,569] Trial 9648 finished with value: 0.9971513980745522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 72}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:12:26,595] Trial 9649 finished with value: 0.9972632936219851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 85}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:12:28,111] Trial 9650 finished with value: 0.9973783785752152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 66}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:12:30,043] Trial 9651 finished with value: 0.9975655455213275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 62}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:12:33,468] Trial 9652 finished with value: 0.9969494513879512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 26, 'rf_n_estimators': 57}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:12:37,242] Trial 9653 finished with value: 0.996904120261663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 24, 'rf_n_estimators': 76}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:12:38,343] Trial 9654 finished with value: 0.9968759458864432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 59}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:12:40,026] Trial 9655 finished with value: 0.9964719092165888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 93}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:12:42,239] Trial 9656 finished with value: 0.996323748380923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 71}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:12:44,120] Trial 9657 finished with value: 0.9976047726228238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 67}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:12:47,405] Trial 9658 finished with value: 0.9972832552106264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 83}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:12:49,131] Trial 9659 finished with value: 0.996813779069758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 78}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:12:53,113] Trial 9660 finished with value: 0.9976137391529664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 96}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:12:55,516] Trial 9661 finished with value: 0.9971626398635438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 53}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:12:59,779] Trial 9662 finished with value: 0.9973180715999078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 72}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:13:01,811] Trial 9663 finished with value: 0.9974727115072183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 67}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:13:09,036] Trial 9664 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 3.7918515563829445e-06, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:13:10,734] Trial 9665 finished with value: 0.9897032037441208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 92}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:13:14,046] Trial 9666 finished with value: 0.997314425073029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 81}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:13:19,019] Trial 9667 finished with value: 0.9973993492071488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 23, 'rf_n_estimators': 80}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:13:25,463] Trial 9668 finished with value: 0.9965621687468578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 33, 'rf_n_estimators': 66}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:13:28,593] Trial 9669 finished with value: 0.9974376129996775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 88}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:13:33,082] Trial 9670 finished with value: 0.997333907641433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 96}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:13:36,717] Trial 9671 finished with value: 0.9953903246522403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 29, 'rf_n_estimators': 83}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:13:40,949] Trial 9672 finished with value: 0.9972884682571422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 85}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:13:43,710] Trial 9673 finished with value: 0.9970603176433069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 76}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:13:45,212] Trial 9674 finished with value: 0.9969914742499787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 63}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:13:47,548] Trial 9675 finished with value: 0.9966859996835115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 61}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:13:50,818] Trial 9676 finished with value: 0.9971948075340192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 69}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:13:53,237] Trial 9677 finished with value: 0.9972486449273162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 45}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:13:57,256] Trial 9678 finished with value: 0.9974707904116792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 79}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:13:58,723] Trial 9679 finished with value: 0.9949220829890209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 3, 'rf_n_estimators': 81}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:14:04,226] Trial 9680 finished with value: 0.9971891404767371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 89}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:14:05,575] Trial 9681 finished with value: 0.9939967695652131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 73}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:14:11,562] Trial 9682 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 3.2642398418699215e-08, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:14:14,036] Trial 9683 finished with value: 0.997609106402351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 66}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:14:18,479] Trial 9684 finished with value: 0.9975174630358404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 91}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:14:21,944] Trial 9685 finished with value: 0.9972667252514924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 94}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:14:24,398] Trial 9686 finished with value: 0.9972935433389741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 77}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:14:29,941] Trial 9687 finished with value: 0.9966057813924083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 37, 'rf_n_estimators': 75}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:14:35,871] Trial 9688 finished with value: 0.9933856370189115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 54, 'rf_n_estimators': 74}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:14:42,355] Trial 9689 finished with value: 0.996969724674582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 39, 'rf_n_estimators': 67}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:14:45,003] Trial 9690 finished with value: 0.996692958378414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 85}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:14:48,033] Trial 9691 finished with value: 0.996763457189258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 55}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:14:52,968] Trial 9692 finished with value: 0.9969400610615301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 30, 'rf_n_estimators': 49}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:14:54,690] Trial 9693 finished with value: 0.9972717929701297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 4, 'rf_n_estimators': 63}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:14:56,655] Trial 9694 finished with value: 0.9964502404776425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 78}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:15:00,124] Trial 9695 finished with value: 0.9972035557390965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 86}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:15:03,550] Trial 9696 finished with value: 0.9972830617046046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 57}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:15:06,852] Trial 9697 finished with value: 0.9973066976542696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:15:09,759] Trial 9698 finished with value: 0.9969222438446069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 68}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:15:15,607] Trial 9699 finished with value: 0.9967309700767437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 37, 'rf_n_estimators': 71}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:15:26,919] Trial 9700 finished with value: 0.9964024485844362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 67, 'rf_n_estimators': 61}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:15:30,554] Trial 9701 finished with value: 0.9883220227911478 and parameters: {'classifier': 'SVC', 'svc_c': 3.908149988064559, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:15:32,869] Trial 9702 finished with value: 0.9972414445482484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 97}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:15:43,191] Trial 9703 finished with value: 0.9966776039596348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 48, 'rf_n_estimators': 89}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:15:45,549] Trial 9704 finished with value: 0.9974352033625286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 84}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:15:49,019] Trial 9705 finished with value: 0.9970838409868762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 51}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:15:51,436] Trial 9706 finished with value: 0.9973407638228942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 65}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:15:59,156] Trial 9707 finished with value: 0.996198369903901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 38, 'rf_n_estimators': 70}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:16:01,245] Trial 9708 finished with value: 0.9969547676144042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 73}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:16:05,111] Trial 9709 finished with value: 0.996330885601555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 14, 'rf_n_estimators': 79}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:16:08,806] Trial 9710 finished with value: 0.9975105230028277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 90}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:16:11,464] Trial 9711 finished with value: 0.9975509409423502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 82}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:16:12,740] Trial 9712 finished with value: 0.9905384030924899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 13, 'rf_n_estimators': 41}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:16:16,997] Trial 9713 finished with value: 0.9972276878157312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 70}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:16:19,706] Trial 9714 finished with value: 0.9973712861367705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 84}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:16:23,395] Trial 9715 finished with value: 0.9968556395606508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 22, 'rf_n_estimators': 64}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:16:40,242] Trial 9716 finished with value: 0.9951166037669837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 71, 'rf_n_estimators': 97}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:16:43,601] Trial 9717 finished with value: 0.9971779926002139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 61}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:16:45,873] Trial 9718 finished with value: 0.9963346244222687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 56}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:16:47,808] Trial 9719 finished with value: 0.99727695787024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 51}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:16:53,730] Trial 9720 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 7.908848367116192e-05, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:16:57,965] Trial 9721 finished with value: 0.9972499521165111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 65}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:17:01,997] Trial 9722 finished with value: 0.9974489356251192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 94}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:17:04,387] Trial 9723 finished with value: 0.9974325359183572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 87}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:17:06,686] Trial 9724 finished with value: 0.9967824339506306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 7, 'rf_n_estimators': 74}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:17:10,143] Trial 9725 finished with value: 0.9969747623374211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 39}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:17:13,236] Trial 9726 finished with value: 0.9942316502975412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 28, 'rf_n_estimators': 69}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:17:15,560] Trial 9727 finished with value: 0.997503603123386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 59}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:17:17,418] Trial 9728 finished with value: 0.9969324217789399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 81}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:17:20,272] Trial 9729 finished with value: 0.9961576045295054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 1, 'rf_n_estimators': 89}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:17:23,811] Trial 9730 finished with value: 0.9971179653628229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 78}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:17:26,884] Trial 9731 finished with value: 0.9974576008038305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 94}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:17:29,628] Trial 9732 finished with value: 0.9975332733696606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 68}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:17:32,291] Trial 9733 finished with value: 0.9935819845038768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 58}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:17:34,951] Trial 9734 finished with value: 0.9973956877951915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 86}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:17:51,148] Trial 9735 finished with value: 0.995364493835846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 71, 'rf_n_estimators': 92}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:18:00,833] Trial 9736 finished with value: 0.9966073060814832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 49, 'rf_n_estimators': 76}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:18:05,224] Trial 9737 finished with value: 0.9973591466410664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 89}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:18:09,255] Trial 9738 finished with value: 0.9975765801252588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 98}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:18:14,152] Trial 9739 finished with value: 0.9853907392369085 and parameters: {'classifier': 'SVC', 'svc_c': 0.009728403724127956, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:18:16,121] Trial 9740 finished with value: 0.9970753842310032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 4, 'rf_n_estimators': 85}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:18:20,723] Trial 9741 finished with value: 0.9974941497337427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 87}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:18:23,678] Trial 9742 finished with value: 0.9974701022386313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 82}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:18:27,339] Trial 9743 finished with value: 0.9968968539946991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 20, 'rf_n_estimators': 75}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:18:30,609] Trial 9744 finished with value: 0.9972305906599622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 55}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:18:35,109] Trial 9745 finished with value: 0.9973499795590864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 97}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:18:38,328] Trial 9746 finished with value: 0.997540334324101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 78}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:18:40,874] Trial 9747 finished with value: 0.997080981433151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 64}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:18:50,846] Trial 9748 finished with value: 0.9962254730295298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 39, 'rf_n_estimators': 91}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:18:56,240] Trial 9749 finished with value: 0.9970722957517516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 19, 'rf_n_estimators': 68}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:18:58,498] Trial 9750 finished with value: 0.9972735180840905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 53}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:19:02,288] Trial 9751 finished with value: 0.9971645820965293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 83}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:19:04,538] Trial 9752 finished with value: 0.9972118794496613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 75}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:19:07,536] Trial 9753 finished with value: 0.9968773508283931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 46}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:19:10,825] Trial 9754 finished with value: 0.9974066093486963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 95}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:19:14,155] Trial 9755 finished with value: 0.9973064814556439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:19:16,305] Trial 9756 finished with value: 0.9962857857176605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 61}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:19:56,053] Trial 9757 finished with value: 0.9898994878167469 and parameters: {'classifier': 'SVC', 'svc_c': 17101842.529083468, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:19:59,045] Trial 9758 finished with value: 0.9972594931979928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 82}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:20:05,124] Trial 9759 finished with value: 0.996551846658949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 29, 'rf_n_estimators': 76}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:20:15,575] Trial 9760 finished with value: 0.9965904967652874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 63, 'rf_n_estimators': 78}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:20:18,827] Trial 9761 finished with value: 0.9970715626060889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 70}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:20:22,976] Trial 9762 finished with value: 0.9975226454870133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:20:25,091] Trial 9763 finished with value: 0.9967644648995581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 58}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:20:26,802] Trial 9764 finished with value: 0.9954318067638002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 73}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:20:30,766] Trial 9765 finished with value: 0.9973153982524857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 91}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:20:32,478] Trial 9766 finished with value: 0.990224130397217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:20:34,972] Trial 9767 finished with value: 0.997187434088142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 63}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:20:37,303] Trial 9768 finished with value: 0.9974029752948151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 92}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:20:40,751] Trial 9769 finished with value: 0.9976700004654706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 79}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:20:43,067] Trial 9770 finished with value: 0.9975453025126605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 39}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:20:45,495] Trial 9771 finished with value: 0.9970457868549643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 48}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:20:48,306] Trial 9772 finished with value: 0.9972381307298536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 10, 'rf_n_estimators': 74}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:20:53,726] Trial 9773 finished with value: 0.9974387839697737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 97}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:20:58,528] Trial 9774 finished with value: 0.9969216460611197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 23, 'rf_n_estimators': 70}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:21:01,851] Trial 9775 finished with value: 0.9967124730973183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 18, 'rf_n_estimators': 81}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:21:05,437] Trial 9776 finished with value: 0.9873126835112153 and parameters: {'classifier': 'SVC', 'svc_c': 103095.9988681093, 'svc_kernel': 'sigmoid'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:21:11,789] Trial 9777 finished with value: 0.9965875048327502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 37, 'rf_n_estimators': 51}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:21:14,844] Trial 9778 finished with value: 0.9972165631396184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 84}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:21:17,448] Trial 9779 finished with value: 0.9974603063334907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 91}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:21:23,573] Trial 9780 finished with value: 0.9970336040370164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 43, 'rf_n_estimators': 58}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:21:26,885] Trial 9781 finished with value: 0.9974559469414723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 68}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:21:29,124] Trial 9782 finished with value: 0.9972283421244316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 50}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:21:38,585] Trial 9783 finished with value: 0.9963978637897989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 52, 'rf_n_estimators': 63}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:21:42,163] Trial 9784 finished with value: 0.9969276358611828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 14, 'rf_n_estimators': 81}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:21:46,037] Trial 9785 finished with value: 0.9973723510070421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 74}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:21:48,624] Trial 9786 finished with value: 0.9963654347259175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 87}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:21:50,966] Trial 9787 finished with value: 0.9974905898513513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 54}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:21:52,022] Trial 9788 finished with value: 0.9945702958014769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 1, 'rf_n_estimators': 33}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:21:55,659] Trial 9789 finished with value: 0.9974520698069577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 71}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:21:57,597] Trial 9790 finished with value: 0.9970964125941905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 42}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:22:00,360] Trial 9791 finished with value: 0.9973580574912958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 68}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:22:11,359] Trial 9792 finished with value: 0.9962802239032795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 52, 'rf_n_estimators': 96}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:22:16,120] Trial 9793 finished with value: 0.9969985431388958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 60}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:22:19,454] Trial 9794 finished with value: 0.9974304459454125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 97}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:22:21,875] Trial 9795 finished with value: 0.9945090050779896 and parameters: {'classifier': 'SVC', 'svc_c': 450.21994719436816, 'svc_kernel': 'rbf'}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:22:32,169] Trial 9796 finished with value: 0.9963500334619869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 62, 'rf_n_estimators': 73}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:22:35,003] Trial 9797 finished with value: 0.9971743936167204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 93}. Best is trial 4216 with value: 0.9978440308060398.
[I 2023-09-08 14:22:40,091] Trial 9798 finished with value: 0.9978647723537574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 87}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:22:44,163] Trial 9799 finished with value: 0.9971575394231237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 17, 'rf_n_estimators': 78}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:22:48,664] Trial 9800 finished with value: 0.9973047065131687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 86}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:22:52,477] Trial 9801 finished with value: 0.997330757178048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 87}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:22:57,356] Trial 9802 finished with value: 0.9974131006076976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 78}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:23:01,770] Trial 9803 finished with value: 0.9971483973188767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 87}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:23:05,579] Trial 9804 finished with value: 0.997388901976671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 81}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:23:09,701] Trial 9805 finished with value: 0.9973414174333607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 97}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:23:15,101] Trial 9806 finished with value: 0.9971577457195222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 18, 'rf_n_estimators': 80}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:23:18,590] Trial 9807 finished with value: 0.997502067865588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 78}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:23:22,468] Trial 9808 finished with value: 0.9973097357019864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 17, 'rf_n_estimators': 78}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:23:26,249] Trial 9809 finished with value: 0.9974415073996137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 84}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:23:31,757] Trial 9810 finished with value: 0.9972660817971564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 82}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:23:35,590] Trial 9811 finished with value: 0.9971666699430344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 18, 'rf_n_estimators': 83}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:23:39,645] Trial 9812 finished with value: 0.9973565126169118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 85}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:23:43,777] Trial 9813 finished with value: 0.9972230383709763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 84}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:23:50,469] Trial 9814 finished with value: 0.9852055640666552 and parameters: {'classifier': 'SVC', 'svc_c': 2.688682671002662e-10, 'svc_kernel': 'sigmoid'}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:23:53,954] Trial 9815 finished with value: 0.9973999152844665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 76}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:23:57,378] Trial 9816 finished with value: 0.9969756222442859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 76}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:24:00,939] Trial 9817 finished with value: 0.997160542305239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 80}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:24:05,890] Trial 9818 finished with value: 0.9973038939909996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 81}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:24:10,198] Trial 9819 finished with value: 0.9972302391308988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 16, 'rf_n_estimators': 91}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:24:13,823] Trial 9820 finished with value: 0.9972928913471409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 83}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:24:17,579] Trial 9821 finished with value: 0.997226672900926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 81}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:24:22,437] Trial 9822 finished with value: 0.9971709266946601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 15, 'rf_n_estimators': 82}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:24:26,377] Trial 9823 finished with value: 0.9971589880999102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 87}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:24:30,052] Trial 9824 finished with value: 0.997303846161973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 77}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:24:35,004] Trial 9825 finished with value: 0.9972255012960719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 17, 'rf_n_estimators': 96}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:24:40,754] Trial 9826 finished with value: 0.9972415416662451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 76}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:24:44,653] Trial 9827 finished with value: 0.99745431846944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 17, 'rf_n_estimators': 79}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:24:48,960] Trial 9828 finished with value: 0.9972185205750616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 89}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:24:53,379] Trial 9829 finished with value: 0.9972723790423291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 84}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:24:58,368] Trial 9830 finished with value: 0.9969988398565928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 88}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:25:02,071] Trial 9831 finished with value: 0.9973237388158794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 83}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:25:06,969] Trial 9832 finished with value: 0.9970428677926625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 19, 'rf_n_estimators': 94}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:25:11,265] Trial 9833 finished with value: 0.9855237948281065 and parameters: {'classifier': 'SVC', 'svc_c': 0.18920526944143246, 'svc_kernel': 'rbf'}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:25:15,926] Trial 9834 finished with value: 0.9972772045055187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 81}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:25:20,164] Trial 9835 finished with value: 0.9972706522462594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 18, 'rf_n_estimators': 81}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:25:24,467] Trial 9836 finished with value: 0.9972277320266363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 86}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:25:28,003] Trial 9837 finished with value: 0.9971332278368844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 82}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:25:32,551] Trial 9838 finished with value: 0.9972988325247298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 83}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:25:36,139] Trial 9839 finished with value: 0.9974813966173355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 88}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:25:40,400] Trial 9840 finished with value: 0.9973251831128347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 86}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:25:44,921] Trial 9841 finished with value: 0.997415674361566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 86}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:25:49,744] Trial 9842 finished with value: 0.9975726145371963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 84}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:25:52,853] Trial 9843 finished with value: 0.9971172949947414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 76}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:25:56,147] Trial 9844 finished with value: 0.9972188674069145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 81}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:26:00,391] Trial 9845 finished with value: 0.9964968027808375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 18, 'rf_n_estimators': 74}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:26:05,903] Trial 9846 finished with value: 0.9971555300009879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 76}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:26:08,780] Trial 9847 finished with value: 0.9971873114846055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 66}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:26:12,016] Trial 9848 finished with value: 0.9970426445164836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 79}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:26:15,751] Trial 9849 finished with value: 0.9965769484238707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 17, 'rf_n_estimators': 72}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:26:20,653] Trial 9850 finished with value: 0.9971551673636574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 79}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:26:24,121] Trial 9851 finished with value: 0.9868285939682312 and parameters: {'classifier': 'SVC', 'svc_c': 510148.4481861228, 'svc_kernel': 'sigmoid'}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:26:27,140] Trial 9852 finished with value: 0.9972937348772457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 73}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:26:31,917] Trial 9853 finished with value: 0.9970658947553591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 20, 'rf_n_estimators': 79}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:26:36,667] Trial 9854 finished with value: 0.9975096794092471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 75}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:26:40,623] Trial 9855 finished with value: 0.9971602520620753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 17, 'rf_n_estimators': 92}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:26:44,232] Trial 9856 finished with value: 0.9971153213412274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 16, 'rf_n_estimators': 88}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:26:46,188] Trial 9857 finished with value: 0.9946659105006113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 15, 'rf_n_estimators': 76}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:26:52,193] Trial 9858 finished with value: 0.9971075724676428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 85}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:26:55,978] Trial 9859 finished with value: 0.9973616317509593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 82}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:27:00,719] Trial 9860 finished with value: 0.9972914213107428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 78}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:27:04,703] Trial 9861 finished with value: 0.9974896756091888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 91}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:27:09,257] Trial 9862 finished with value: 0.9972119680936369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 79}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:27:13,166] Trial 9863 finished with value: 0.9973120110560489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 79}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:27:16,686] Trial 9864 finished with value: 0.9974096589807493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 83}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:27:19,839] Trial 9865 finished with value: 0.9974265985175794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 74}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:27:24,578] Trial 9866 finished with value: 0.9973106121125634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 77}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:27:28,058] Trial 9867 finished with value: 0.99728753262363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 77}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:27:30,100] Trial 9868 finished with value: 0.9945466272252429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 17, 'rf_n_estimators': 88}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:27:34,163] Trial 9869 finished with value: 0.9974535251169669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 88}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:27:35,119] Trial 9870 finished with value: 0.9926346950229646 and parameters: {'classifier': 'SVC', 'svc_c': 61.058072214868695, 'svc_kernel': 'rbf'}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:27:36,934] Trial 9871 finished with value: 0.9964383338747033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 15, 'rf_n_estimators': 73}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:27:48,276] Trial 9872 finished with value: 0.9963353508077569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 71, 'rf_n_estimators': 85}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:27:51,955] Trial 9873 finished with value: 0.996980639690078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 25, 'rf_n_estimators': 84}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:27:54,666] Trial 9874 finished with value: 0.9969774718343197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 16, 'rf_n_estimators': 73}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:27:57,471] Trial 9875 finished with value: 0.9973684738090519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 92}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:28:00,030] Trial 9876 finished with value: 0.9974151014923361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 91}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:28:08,329] Trial 9877 finished with value: 0.9936379327853997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 72, 'rf_n_estimators': 121}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:28:11,231] Trial 9878 finished with value: 0.9971785178308447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 19, 'rf_n_estimators': 79}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:28:14,775] Trial 9879 finished with value: 0.9972148710013437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 80}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:28:18,524] Trial 9880 finished with value: 0.9965945317958917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 20, 'rf_n_estimators': 89}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:28:27,491] Trial 9881 finished with value: 0.996334764640344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 59, 'rf_n_estimators': 84}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:28:30,000] Trial 9882 finished with value: 0.9971572805370125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 81}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:28:32,282] Trial 9883 finished with value: 0.9956152415224214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 16, 'rf_n_estimators': 81}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:28:36,628] Trial 9884 finished with value: 0.9971336620749343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 82}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:28:41,483] Trial 9885 finished with value: 0.9972193732139458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 77}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:28:45,331] Trial 9886 finished with value: 0.9972425146870124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 16, 'rf_n_estimators': 85}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:28:48,456] Trial 9887 finished with value: 0.9972055607496629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 73}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:28:53,395] Trial 9888 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 8.381826272204312e-09, 'svc_kernel': 'sigmoid'}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:28:59,117] Trial 9889 finished with value: 0.996808337700736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 20, 'rf_n_estimators': 71}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:29:01,792] Trial 9890 finished with value: 0.9968937143856785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 87}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:29:06,134] Trial 9891 finished with value: 0.9967154053308516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 17, 'rf_n_estimators': 84}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:29:08,697] Trial 9892 finished with value: 0.9952129932201772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 19, 'rf_n_estimators': 85}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:29:13,306] Trial 9893 finished with value: 0.9967673789790082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 15, 'rf_n_estimators': 80}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:29:16,725] Trial 9894 finished with value: 0.9973324774361086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 72}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:29:22,298] Trial 9895 finished with value: 0.9972990684008582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 23, 'rf_n_estimators': 89}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:29:25,079] Trial 9896 finished with value: 0.9976578952784446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 76}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:29:31,161] Trial 9897 finished with value: 0.9968787866830651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 90}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:29:34,066] Trial 9898 finished with value: 0.9971669489827167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 79}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:29:37,185] Trial 9899 finished with value: 0.9976534310243798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 78}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:29:42,128] Trial 9900 finished with value: 0.9972101944206778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 89}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:29:46,944] Trial 9901 finished with value: 0.9971247226172267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 76}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:29:48,797] Trial 9902 finished with value: 0.9971662757264856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 4, 'rf_n_estimators': 77}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:29:51,737] Trial 9903 finished with value: 0.9969876422150307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 94}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:29:55,042] Trial 9904 finished with value: 0.997433646396002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 87}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:30:01,180] Trial 9905 finished with value: 0.9971848193923729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 93}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:30:04,798] Trial 9906 finished with value: 0.9969557708179214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 16, 'rf_n_estimators': 85}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:30:06,259] Trial 9907 finished with value: 0.9955416688317632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 3, 'rf_n_estimators': 81}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:30:12,241] Trial 9908 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 6.841769149695933e-06, 'svc_kernel': 'rbf'}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:30:17,621] Trial 9909 finished with value: 0.9967960988971193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 14, 'rf_n_estimators': 81}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:30:19,800] Trial 9910 finished with value: 0.9909777027674593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 27, 'rf_n_estimators': 74}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:30:21,549] Trial 9911 finished with value: 0.9969984781079235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 3, 'rf_n_estimators': 90}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:30:25,074] Trial 9912 finished with value: 0.997011545620042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 13, 'rf_n_estimators': 71}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:30:29,690] Trial 9913 finished with value: 0.9973675943198979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 80}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:30:32,067] Trial 9914 finished with value: 0.9961315506590974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 99}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:30:35,156] Trial 9915 finished with value: 0.9970464882944573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 75}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:30:38,873] Trial 9916 finished with value: 0.9973179738788907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 92}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:30:44,890] Trial 9917 finished with value: 0.9971855692956506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 89}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:30:48,115] Trial 9918 finished with value: 0.99736803125567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 13, 'rf_n_estimators': 71}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:30:52,391] Trial 9919 finished with value: 0.9970421856498173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 18, 'rf_n_estimators': 84}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:30:54,120] Trial 9920 finished with value: 0.9963363303030572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 2, 'rf_n_estimators': 85}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:31:01,269] Trial 9921 finished with value: 0.996083813069451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 41, 'rf_n_estimators': 76}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:31:08,867] Trial 9922 finished with value: 0.996909435091648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 33, 'rf_n_estimators': 86}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:31:11,604] Trial 9923 finished with value: 0.9970975159625438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 79}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:31:15,420] Trial 9924 finished with value: 0.9966360999489187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 16, 'rf_n_estimators': 79}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:31:20,595] Trial 9925 finished with value: 0.997189835060842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 86}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:31:33,428] Trial 9926 finished with value: 0.9965612275592117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 55, 'rf_n_estimators': 94}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:31:45,262] Trial 9927 finished with value: 0.9966176101422602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 61, 'rf_n_estimators': 83}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:31:50,458] Trial 9928 finished with value: 0.9852058091150387 and parameters: {'classifier': 'SVC', 'svc_c': 1.734441851960072e-07, 'svc_kernel': 'sigmoid'}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:31:58,489] Trial 9929 finished with value: 0.9970436021126275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 32, 'rf_n_estimators': 77}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:32:01,784] Trial 9930 finished with value: 0.9973958627027995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 79}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:32:04,934] Trial 9931 finished with value: 0.9974955165584659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 75}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:32:07,092] Trial 9932 finished with value: 0.9907224946353681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 24, 'rf_n_estimators': 98}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:32:13,716] Trial 9933 finished with value: 0.9969799125111419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 27, 'rf_n_estimators': 83}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:32:18,649] Trial 9934 finished with value: 0.9972721377707566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 20, 'rf_n_estimators': 83}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:32:22,273] Trial 9935 finished with value: 0.9973467443237506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 94}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:32:28,816] Trial 9936 finished with value: 0.9962611716056872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 31, 'rf_n_estimators': 75}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:32:31,944] Trial 9937 finished with value: 0.9966647023415584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 99}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:32:35,788] Trial 9938 finished with value: 0.9973401766716061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 73}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:32:38,809] Trial 9939 finished with value: 0.9967746658121359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 13, 'rf_n_estimators': 69}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:32:43,411] Trial 9940 finished with value: 0.9965215194697278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 24, 'rf_n_estimators': 72}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:32:48,246] Trial 9941 finished with value: 0.9972422778904848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 82}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:32:50,005] Trial 9942 finished with value: 0.9945506955171742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 83}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:32:52,272] Trial 9943 finished with value: 0.9972184465305234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 4, 'rf_n_estimators': 90}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:32:57,429] Trial 9944 finished with value: 0.98538795283906 and parameters: {'classifier': 'SVC', 'svc_c': 0.03652815327357741, 'svc_kernel': 'rbf'}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:33:02,396] Trial 9945 finished with value: 0.9973507785609069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 86}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:33:12,022] Trial 9946 finished with value: 0.9960283300339139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 54, 'rf_n_estimators': 70}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:33:15,570] Trial 9947 finished with value: 0.9975663899718316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 93}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:33:20,138] Trial 9948 finished with value: 0.9973775165736484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 95}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:33:26,103] Trial 9949 finished with value: 0.9975165210547469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 18, 'rf_n_estimators': 87}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:33:31,221] Trial 9950 finished with value: 0.9965691236966872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 19, 'rf_n_estimators': 92}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:33:34,182] Trial 9951 finished with value: 0.9969565951783301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 13, 'rf_n_estimators': 62}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:33:45,975] Trial 9952 finished with value: 0.9968650718445856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 53, 'rf_n_estimators': 77}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:33:47,572] Trial 9953 finished with value: 0.9966529531586404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 74}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:33:52,446] Trial 9954 finished with value: 0.9971548797547397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 21, 'rf_n_estimators': 80}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:33:56,585] Trial 9955 finished with value: 0.9977854044481468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 100}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:34:02,116] Trial 9956 finished with value: 0.9971053085074891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 103}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:34:06,017] Trial 9957 finished with value: 0.9969479347285669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 91}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:34:08,510] Trial 9958 finished with value: 0.9957355751638374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 15, 'rf_n_estimators': 97}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:34:13,644] Trial 9959 finished with value: 0.997457837981213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 100}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:34:17,478] Trial 9960 finished with value: 0.996140889062302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 15, 'rf_n_estimators': 86}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:34:21,618] Trial 9961 finished with value: 0.9972770308674271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 89}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:34:25,978] Trial 9962 finished with value: 0.9970884142289153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 16, 'rf_n_estimators': 101}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:34:29,892] Trial 9963 finished with value: 0.9974347563658398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 99}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:34:34,760] Trial 9964 finished with value: 0.9866068935762825 and parameters: {'classifier': 'SVC', 'svc_c': 1960790764.153136, 'svc_kernel': 'sigmoid'}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:34:38,537] Trial 9965 finished with value: 0.9971675511142974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 81}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:34:43,610] Trial 9966 finished with value: 0.9972629243514316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 99}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:34:47,810] Trial 9967 finished with value: 0.9973417893698983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 92}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:34:50,557] Trial 9968 finished with value: 0.9909101561532928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 14, 'rf_n_estimators': 93}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:34:54,891] Trial 9969 finished with value: 0.9974802022881396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 97}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:34:58,818] Trial 9970 finished with value: 0.996783006248578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 16, 'rf_n_estimators': 97}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:35:02,899] Trial 9971 finished with value: 0.9969042985652271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 93}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:35:08,317] Trial 9972 finished with value: 0.9971357101538413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 96}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:35:12,331] Trial 9973 finished with value: 0.9972235323080304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 94}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:35:17,143] Trial 9974 finished with value: 0.9974149150638677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 100}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:35:21,487] Trial 9975 finished with value: 0.9975691130208166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 87}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:35:25,263] Trial 9976 finished with value: 0.99616579113231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 15, 'rf_n_estimators': 94}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:35:28,012] Trial 9977 finished with value: 0.9954561199686728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 14, 'rf_n_estimators': 101}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:35:33,013] Trial 9978 finished with value: 0.997484269469244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 101}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:35:37,695] Trial 9979 finished with value: 0.9976715220442305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 100}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:35:43,256] Trial 9980 finished with value: 0.9972662316318175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 103}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:35:46,499] Trial 9981 finished with value: 0.9970036995332467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 14, 'rf_n_estimators': 79}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:35:49,125] Trial 9982 finished with value: 0.9964022028060807 and parameters: {'classifier': 'SVC', 'svc_c': 46735.27264851334, 'svc_kernel': 'rbf'}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:35:53,602] Trial 9983 finished with value: 0.9972597637319162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 102}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:35:58,893] Trial 9984 finished with value: 0.997093372451772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 100}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:36:02,694] Trial 9985 finished with value: 0.9972654839184553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 100}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:36:06,873] Trial 9986 finished with value: 0.997102420770502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 99}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:36:11,483] Trial 9987 finished with value: 0.9971773098226105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 18, 'rf_n_estimators': 100}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:36:17,747] Trial 9988 finished with value: 0.9971650531505519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 16, 'rf_n_estimators': 99}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:36:21,662] Trial 9989 finished with value: 0.9974032020304261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 93}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:36:24,942] Trial 9990 finished with value: 0.9974690753903732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 98}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:36:28,344] Trial 9991 finished with value: 0.9971409439886866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 90}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:36:34,177] Trial 9992 finished with value: 0.9975229760373198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 103}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:36:36,323] Trial 9993 finished with value: 0.9910196542826708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 17, 'rf_n_estimators': 101}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:36:40,197] Trial 9994 finished with value: 0.9976803775234351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 89}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:36:44,446] Trial 9995 finished with value: 0.996841515303165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 18, 'rf_n_estimators': 121}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:36:49,109] Trial 9996 finished with value: 0.996249074289662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 16, 'rf_n_estimators': 100}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:36:53,344] Trial 9997 finished with value: 0.9975365134291586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 14, 'rf_n_estimators': 96}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:36:57,277] Trial 9998 finished with value: 0.9970432917793683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 13, 'rf_n_estimators': 97}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:37:13,516] Trial 9999 finished with value: 0.9964955522438071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 73, 'rf_n_estimators': 91}. Best is trial 9798 with value: 0.9978647723537574.
[I 2023-09-08 14:37:13,519] A new study created in memory with name: no-name-902c35b3-9422-4942-8496-be43363b2559
[I 2023-09-08 14:37:19,270] Trial 0 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.4326583954542657e-07, 'svc_kernel': 'rbf'}. Best is trial 0 with value: 0.9850754448349184.
[I 2023-09-08 14:37:20,909] Trial 1 finished with value: 0.9946127267812565 and parameters: {'classifier': 'SVC', 'svc_c': 500.72679892266785, 'svc_kernel': 'rbf'}. Best is trial 1 with value: 0.9946127267812565.
[I 2023-09-08 14:37:24,215] Trial 2 finished with value: 0.986704541532721 and parameters: {'classifier': 'SVC', 'svc_c': 3492214.5534253907, 'svc_kernel': 'sigmoid'}. Best is trial 1 with value: 0.9946127267812565.
[I 2023-09-08 14:37:26,534] Trial 3 finished with value: 0.9925840556047003 and parameters: {'classifier': 'SVC', 'svc_c': 57.144912452672386, 'svc_kernel': 'rbf'}. Best is trial 1 with value: 0.9946127267812565.
[I 2023-09-08 14:37:29,352] Trial 4 finished with value: 0.9963773053063317 and parameters: {'classifier': 'SVC', 'svc_c': 52534.95314939827, 'svc_kernel': 'rbf'}. Best is trial 4 with value: 0.9963773053063317.
[I 2023-09-08 14:37:34,194] Trial 5 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.2571299181785434e-06, 'svc_kernel': 'rbf'}. Best is trial 4 with value: 0.9963773053063317.
[I 2023-09-08 14:37:34,715] Trial 6 finished with value: 0.9958203388628349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 2, 'rf_n_estimators': 28}. Best is trial 4 with value: 0.9963773053063317.
[I 2023-09-08 14:37:40,426] Trial 7 finished with value: 0.9935827312016258 and parameters: {'classifier': 'SVC', 'svc_c': 915588.5857001737, 'svc_kernel': 'rbf'}. Best is trial 4 with value: 0.9963773053063317.
[I 2023-09-08 14:37:42,549] Trial 8 finished with value: 0.9915276947740516 and parameters: {'classifier': 'SVC', 'svc_c': 51.31525489478831, 'svc_kernel': 'sigmoid'}. Best is trial 4 with value: 0.9963773053063317.
[I 2023-09-08 14:37:55,389] Trial 9 finished with value: 0.9965238821030357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 42, 'rf_n_estimators': 116}. Best is trial 9 with value: 0.9965238821030357.
[I 2023-09-08 14:38:15,126] Trial 10 finished with value: 0.9959194454300251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 68, 'rf_n_estimators': 125}. Best is trial 9 with value: 0.9965238821030357.
[I 2023-09-08 14:38:17,982] Trial 11 finished with value: 0.9906362221162496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 39, 'rf_n_estimators': 121}. Best is trial 9 with value: 0.9965238821030357.
[I 2023-09-08 14:38:19,945] Trial 12 finished with value: 0.9975801954220368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 79}. Best is trial 12 with value: 0.9975801954220368.
[I 2023-09-08 14:38:21,710] Trial 13 finished with value: 0.9974373918182003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 81}. Best is trial 12 with value: 0.9975801954220368.
[I 2023-09-08 14:38:23,080] Trial 14 finished with value: 0.9973927027815179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 68}. Best is trial 12 with value: 0.9975801954220368.
[I 2023-09-08 14:38:24,456] Trial 15 finished with value: 0.9973168700662067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 72}. Best is trial 12 with value: 0.9975801954220368.
[I 2023-09-08 14:38:26,970] Trial 16 finished with value: 0.9973469112968818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 86}. Best is trial 12 with value: 0.9975801954220368.
[I 2023-09-08 14:38:27,387] Trial 17 finished with value: 0.9900403249080986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 2, 'rf_n_estimators': 30}. Best is trial 12 with value: 0.9975801954220368.
[I 2023-09-08 14:38:31,306] Trial 18 finished with value: 0.9971309032255896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 92}. Best is trial 12 with value: 0.9975801954220368.
[I 2023-09-08 14:38:31,899] Trial 19 finished with value: 0.9943923590323046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 3, 'rf_n_estimators': 51}. Best is trial 12 with value: 0.9975801954220368.
[I 2023-09-08 14:38:32,871] Trial 20 finished with value: 0.9970197926835603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 95}. Best is trial 12 with value: 0.9975801954220368.
[I 2023-09-08 14:38:33,865] Trial 21 finished with value: 0.9968443468640559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 59}. Best is trial 12 with value: 0.9975801954220368.
[I 2023-09-08 14:38:36,353] Trial 22 finished with value: 0.9965790628350043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 14, 'rf_n_estimators': 75}. Best is trial 12 with value: 0.9975801954220368.
[I 2023-09-08 14:38:37,222] Trial 23 finished with value: 0.9969837739988682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 50}. Best is trial 12 with value: 0.9975801954220368.
[I 2023-09-08 14:38:38,857] Trial 24 finished with value: 0.9961290327004705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 12 with value: 0.9975801954220368.
[I 2023-09-08 14:38:39,316] Trial 25 finished with value: 0.99001309133967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 4}. Best is trial 12 with value: 0.9975801954220368.
[I 2023-09-08 14:38:40,703] Trial 26 finished with value: 0.997075741695055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 5, 'rf_n_estimators': 78}. Best is trial 12 with value: 0.9975801954220368.
[I 2023-09-08 14:38:42,050] Trial 27 finished with value: 0.9965955388396956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 63}. Best is trial 12 with value: 0.9975801954220368.
[I 2023-09-08 14:38:47,935] Trial 28 finished with value: 0.9969569256334226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 24, 'rf_n_estimators': 109}. Best is trial 12 with value: 0.9975801954220368.
[I 2023-09-08 14:38:50,330] Trial 29 finished with value: 0.9972380470052536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 84}. Best is trial 12 with value: 0.9975801954220368.
[I 2023-09-08 14:38:51,086] Trial 30 finished with value: 0.996871142195458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 45}. Best is trial 12 with value: 0.9975801954220368.
[I 2023-09-08 14:38:53,822] Trial 31 finished with value: 0.9972822193805403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 89}. Best is trial 12 with value: 0.9975801954220368.
[I 2023-09-08 14:38:56,016] Trial 32 finished with value: 0.9975450933915883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 71}. Best is trial 12 with value: 0.9975801954220368.
[I 2023-09-08 14:38:57,470] Trial 33 finished with value: 0.9970706755315751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 69}. Best is trial 12 with value: 0.9975801954220368.
[I 2023-09-08 14:38:58,376] Trial 34 finished with value: 0.9971476691560658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 61}. Best is trial 12 with value: 0.9975801954220368.
[I 2023-09-08 14:39:02,940] Trial 35 finished with value: 0.9866070574708368 and parameters: {'classifier': 'SVC', 'svc_c': 567509438.6647555, 'svc_kernel': 'sigmoid'}. Best is trial 12 with value: 0.9975801954220368.
[I 2023-09-08 14:39:07,379] Trial 36 finished with value: 0.9971246744708212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 20, 'rf_n_estimators': 100}. Best is trial 12 with value: 0.9975801954220368.
[I 2023-09-08 14:39:13,434] Trial 37 finished with value: 0.9852784868919201 and parameters: {'classifier': 'SVC', 'svc_c': 0.0011757936069649855, 'svc_kernel': 'sigmoid'}. Best is trial 12 with value: 0.9975801954220368.
[I 2023-09-08 14:39:16,182] Trial 38 finished with value: 0.9972871494518731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 80}. Best is trial 12 with value: 0.9975801954220368.
[I 2023-09-08 14:39:21,405] Trial 39 finished with value: 0.9853940174453711 and parameters: {'classifier': 'SVC', 'svc_c': 0.025417726238725742, 'svc_kernel': 'sigmoid'}. Best is trial 12 with value: 0.9975801954220368.
[I 2023-09-08 14:39:22,825] Trial 40 finished with value: 0.997090916540754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 67}. Best is trial 12 with value: 0.9975801954220368.
[I 2023-09-08 14:39:25,202] Trial 41 finished with value: 0.9974769408055542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 85}. Best is trial 12 with value: 0.9975801954220368.
[I 2023-09-08 14:39:27,126] Trial 42 finished with value: 0.9972920120484146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 79}. Best is trial 12 with value: 0.9975801954220368.
[I 2023-09-08 14:39:29,515] Trial 43 finished with value: 0.9966665045786343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 56}. Best is trial 12 with value: 0.9975801954220368.
[I 2023-09-08 14:39:31,125] Trial 44 finished with value: 0.997268904185792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 72}. Best is trial 12 with value: 0.9975801954220368.
[I 2023-09-08 14:39:36,131] Trial 45 finished with value: 0.9852067108842036 and parameters: {'classifier': 'SVC', 'svc_c': 1.2621026710939174e-10, 'svc_kernel': 'sigmoid'}. Best is trial 12 with value: 0.9975801954220368.
[I 2023-09-08 14:39:37,871] Trial 46 finished with value: 0.9972076755099136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 5, 'rf_n_estimators': 95}. Best is trial 12 with value: 0.9975801954220368.
[I 2023-09-08 14:39:40,303] Trial 47 finished with value: 0.9968100243483526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 37}. Best is trial 12 with value: 0.9975801954220368.
[I 2023-09-08 14:39:43,121] Trial 48 finished with value: 0.9974481287205598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 12 with value: 0.9975801954220368.
[I 2023-09-08 14:39:51,342] Trial 49 finished with value: 0.996583925304594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 30, 'rf_n_estimators': 108}. Best is trial 12 with value: 0.9975801954220368.
[I 2023-09-08 14:43:05,045] Trial 50 finished with value: 0.9897207536961252 and parameters: {'classifier': 'SVC', 'svc_c': 1236321871.3365307, 'svc_kernel': 'rbf'}. Best is trial 12 with value: 0.9975801954220368.
[I 2023-09-08 14:43:08,331] Trial 51 finished with value: 0.997487543742206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 12 with value: 0.9975801954220368.
[I 2023-09-08 14:43:13,005] Trial 52 finished with value: 0.997332160374413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 12 with value: 0.9975801954220368.
[I 2023-09-08 14:43:16,414] Trial 53 finished with value: 0.9974044437443181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 12 with value: 0.9975801954220368.
[I 2023-09-08 14:43:19,898] Trial 54 finished with value: 0.9974449097350324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 12 with value: 0.9975801954220368.
[I 2023-09-08 14:43:24,411] Trial 55 finished with value: 0.9971871791057935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 113}. Best is trial 12 with value: 0.9975801954220368.
[I 2023-09-08 14:43:27,810] Trial 56 finished with value: 0.9976877524292562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 56 with value: 0.9976877524292562.
[I 2023-09-08 14:43:31,976] Trial 57 finished with value: 0.9976302499424046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 56 with value: 0.9976877524292562.
[I 2023-09-08 14:43:37,385] Trial 58 finished with value: 0.9973957617762537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 117}. Best is trial 56 with value: 0.9976877524292562.
[I 2023-09-08 14:43:41,160] Trial 59 finished with value: 0.9972785156619522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 56 with value: 0.9976877524292562.
[I 2023-09-08 14:43:43,956] Trial 60 finished with value: 0.9973576295056136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 56 with value: 0.9976877524292562.
[I 2023-09-08 14:43:46,673] Trial 61 finished with value: 0.9974290157718261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 56 with value: 0.9976877524292562.
[I 2023-09-08 14:43:51,063] Trial 62 finished with value: 0.997313580622525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 56 with value: 0.9976877524292562.
[I 2023-09-08 14:43:54,056] Trial 63 finished with value: 0.997395055131744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 56 with value: 0.9976877524292562.
[I 2023-09-08 14:43:58,903] Trial 64 finished with value: 0.9968443473401245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 17, 'rf_n_estimators': 121}. Best is trial 56 with value: 0.9976877524292562.
[I 2023-09-08 14:44:01,342] Trial 65 finished with value: 0.9972080739793419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 98}. Best is trial 56 with value: 0.9976877524292562.
[I 2023-09-08 14:44:05,050] Trial 66 finished with value: 0.9974191154489697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 105}. Best is trial 56 with value: 0.9976877524292562.
[I 2023-09-08 14:44:07,688] Trial 67 finished with value: 0.9972225852806093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 90}. Best is trial 56 with value: 0.9976877524292562.
[I 2023-09-08 14:44:11,198] Trial 68 finished with value: 0.9966284983074867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 26, 'rf_n_estimators': 74}. Best is trial 56 with value: 0.9976877524292562.
[I 2023-09-08 14:44:13,135] Trial 69 finished with value: 0.9972615999920288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 84}. Best is trial 56 with value: 0.9976877524292562.
[I 2023-09-08 14:44:17,819] Trial 70 finished with value: 0.9854045027613377 and parameters: {'classifier': 'SVC', 'svc_c': 0.1724221528676744, 'svc_kernel': 'sigmoid'}. Best is trial 56 with value: 0.9976877524292562.
[I 2023-09-08 14:44:20,846] Trial 71 finished with value: 0.9974370279748291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 56 with value: 0.9976877524292562.
[I 2023-09-08 14:44:23,989] Trial 72 finished with value: 0.9974837422708629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 56 with value: 0.9976877524292562.
[I 2023-09-08 14:44:28,329] Trial 73 finished with value: 0.9972262074010372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 56 with value: 0.9976877524292562.
[I 2023-09-08 14:44:31,633] Trial 74 finished with value: 0.9973761836767482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 108}. Best is trial 56 with value: 0.9976877524292562.
[I 2023-09-08 14:44:36,224] Trial 75 finished with value: 0.9969691534239854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 19, 'rf_n_estimators': 124}. Best is trial 56 with value: 0.9976877524292562.
[I 2023-09-08 14:44:38,179] Trial 76 finished with value: 0.9974986181772113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 100}. Best is trial 56 with value: 0.9976877524292562.
[I 2023-09-08 14:44:40,556] Trial 77 finished with value: 0.9973277084029184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 99}. Best is trial 56 with value: 0.9976877524292562.
[I 2023-09-08 14:44:42,705] Trial 78 finished with value: 0.997331250702509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 93}. Best is trial 56 with value: 0.9976877524292562.
[I 2023-09-08 14:44:45,917] Trial 79 finished with value: 0.9974316404967739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 87}. Best is trial 56 with value: 0.9976877524292562.
[I 2023-09-08 14:44:46,353] Trial 80 finished with value: 0.9941516251950807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 10}. Best is trial 56 with value: 0.9976877524292562.
[I 2023-09-08 14:44:49,601] Trial 81 finished with value: 0.9970460190494954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 56 with value: 0.9976877524292562.
[I 2023-09-08 14:44:51,926] Trial 82 finished with value: 0.997267736865555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 56 with value: 0.9976877524292562.
[I 2023-09-08 14:44:55,070] Trial 83 finished with value: 0.997379396695549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 56 with value: 0.9976877524292562.
[I 2023-09-08 14:44:58,735] Trial 84 finished with value: 0.9974999505663048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 56 with value: 0.9976877524292562.
[I 2023-09-08 14:45:02,328] Trial 85 finished with value: 0.9972107559594748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 77}. Best is trial 56 with value: 0.9976877524292562.
[I 2023-09-08 14:45:07,602] Trial 86 finished with value: 0.9850769189972445 and parameters: {'classifier': 'SVC', 'svc_c': 0.00013342266222881325, 'svc_kernel': 'rbf'}. Best is trial 56 with value: 0.9976877524292562.
[I 2023-09-08 14:45:11,376] Trial 87 finished with value: 0.9972493204686769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 56 with value: 0.9976877524292562.
[I 2023-09-08 14:45:13,685] Trial 88 finished with value: 0.997598337127326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 56 with value: 0.9976877524292562.
[I 2023-09-08 14:45:15,696] Trial 89 finished with value: 0.9972760634960074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 56 with value: 0.9976877524292562.
[I 2023-09-08 14:45:18,317] Trial 90 finished with value: 0.9974983484684735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 127}. Best is trial 56 with value: 0.9976877524292562.
[I 2023-09-08 14:45:20,805] Trial 91 finished with value: 0.9974002247290642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 56 with value: 0.9976877524292562.
[I 2023-09-08 14:45:23,754] Trial 92 finished with value: 0.9975783316451584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 56 with value: 0.9976877524292562.
[I 2023-09-08 14:45:26,074] Trial 93 finished with value: 0.997674125282615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 56 with value: 0.9976877524292562.
[I 2023-09-08 14:45:28,328] Trial 94 finished with value: 0.9974806376052784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 56 with value: 0.9976877524292562.
[I 2023-09-08 14:45:30,839] Trial 95 finished with value: 0.9972463292343735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 56 with value: 0.9976877524292562.
[I 2023-09-08 14:45:32,876] Trial 96 finished with value: 0.9973252122164956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 56 with value: 0.9976877524292562.
[I 2023-09-08 14:45:35,647] Trial 97 finished with value: 0.997002911227101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 56 with value: 0.9976877524292562.
[I 2023-09-08 14:45:38,135] Trial 98 finished with value: 0.9975033086273427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 56 with value: 0.9976877524292562.
[I 2023-09-08 14:45:41,887] Trial 99 finished with value: 0.9867325520133865 and parameters: {'classifier': 'SVC', 'svc_c': 7049817634.359619, 'svc_kernel': 'sigmoid'}. Best is trial 56 with value: 0.9976877524292562.
[I 2023-09-08 14:45:44,933] Trial 100 finished with value: 0.997612008167493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 56 with value: 0.9976877524292562.
[I 2023-09-08 14:45:47,694] Trial 101 finished with value: 0.9973426176658075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 56 with value: 0.9976877524292562.
[I 2023-09-08 14:45:50,437] Trial 102 finished with value: 0.9975953026659927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 56 with value: 0.9976877524292562.
[I 2023-09-08 14:45:53,433] Trial 103 finished with value: 0.9975089621325383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 56 with value: 0.9976877524292562.
[I 2023-09-08 14:45:56,316] Trial 104 finished with value: 0.9975781587687765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 56 with value: 0.9976877524292562.
[I 2023-09-08 14:45:59,669] Trial 105 finished with value: 0.997445809917302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 56 with value: 0.9976877524292562.
[I 2023-09-08 14:46:02,514] Trial 106 finished with value: 0.9975607251679409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 56 with value: 0.9976877524292562.
[I 2023-09-08 14:46:04,285] Trial 107 finished with value: 0.9970052111780415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 66}. Best is trial 56 with value: 0.9976877524292562.
[I 2023-09-08 14:46:07,760] Trial 108 finished with value: 0.9974721335599233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 56 with value: 0.9976877524292562.
[I 2023-09-08 14:46:10,765] Trial 109 finished with value: 0.9977045070292992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 109 with value: 0.9977045070292992.
[I 2023-09-08 14:46:13,782] Trial 110 finished with value: 0.9974528310724063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 109 with value: 0.9977045070292992.
[I 2023-09-08 14:46:15,511] Trial 111 finished with value: 0.9970193452742787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 70}. Best is trial 109 with value: 0.9977045070292992.
[I 2023-09-08 14:46:18,382] Trial 112 finished with value: 0.9975330353988304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 109 with value: 0.9977045070292992.
[I 2023-09-08 14:46:21,192] Trial 113 finished with value: 0.997369447178936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 109 with value: 0.9977045070292992.
[I 2023-09-08 14:46:24,218] Trial 114 finished with value: 0.9975453278712485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 109 with value: 0.9977045070292992.
[I 2023-09-08 14:46:26,482] Trial 115 finished with value: 0.9973508994505965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 109 with value: 0.9977045070292992.
[I 2023-09-08 14:46:29,036] Trial 116 finished with value: 0.99728531957108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 109 with value: 0.9977045070292992.
[I 2023-09-08 14:46:32,058] Trial 117 finished with value: 0.9974833606542634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 109 with value: 0.9977045070292992.
[I 2023-09-08 14:46:35,834] Trial 118 finished with value: 0.9975516172771582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 109 with value: 0.9977045070292992.
[I 2023-09-08 14:46:39,275] Trial 119 finished with value: 0.9977554896930331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:46:42,783] Trial 120 finished with value: 0.9871100215473936 and parameters: {'classifier': 'SVC', 'svc_c': 1.8934857284456552, 'svc_kernel': 'sigmoid'}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:46:46,543] Trial 121 finished with value: 0.9972761821640433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:46:49,840] Trial 122 finished with value: 0.9973079878319463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:46:52,853] Trial 123 finished with value: 0.9974627976957514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:46:57,084] Trial 124 finished with value: 0.9968102762521243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:47:00,368] Trial 125 finished with value: 0.997293460090443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:47:02,945] Trial 126 finished with value: 0.9974082841580736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:47:04,512] Trial 127 finished with value: 0.9968910191391003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 44}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:47:07,929] Trial 128 finished with value: 0.997558769700248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:47:10,458] Trial 129 finished with value: 0.9974792411373498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:47:13,079] Trial 130 finished with value: 0.9976585213086694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:47:16,062] Trial 131 finished with value: 0.9975272234897385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:47:18,902] Trial 132 finished with value: 0.9976851613147523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:47:21,616] Trial 133 finished with value: 0.9975410560441168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:47:24,044] Trial 134 finished with value: 0.9974680741228682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:47:26,145] Trial 135 finished with value: 0.997568239974458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:47:28,174] Trial 136 finished with value: 0.9974886787215151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:47:30,346] Trial 137 finished with value: 0.9973049293767549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:47:32,654] Trial 138 finished with value: 0.9974983392644804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:47:36,078] Trial 139 finished with value: 0.9976358222937707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:47:39,724] Trial 140 finished with value: 0.9976416109707142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:47:43,511] Trial 141 finished with value: 0.9972015189906225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:47:46,467] Trial 142 finished with value: 0.997722783049413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:47:50,096] Trial 143 finished with value: 0.9974012567506015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:47:51,197] Trial 144 finished with value: 0.9958933898457701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 24}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:47:54,178] Trial 145 finished with value: 0.9975032390261115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:47:56,279] Trial 146 finished with value: 0.9955820975621742 and parameters: {'classifier': 'SVC', 'svc_c': 5349.671329505002, 'svc_kernel': 'rbf'}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:47:59,751] Trial 147 finished with value: 0.9974716591734203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:48:02,537] Trial 148 finished with value: 0.9974664193718485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:48:05,706] Trial 149 finished with value: 0.9973249524417231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:48:08,407] Trial 150 finished with value: 0.9975346836753171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:48:10,928] Trial 151 finished with value: 0.9974495667016714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:48:14,712] Trial 152 finished with value: 0.9975413914820609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:48:17,708] Trial 153 finished with value: 0.9974045248664095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:48:20,641] Trial 154 finished with value: 0.9974741016910414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:48:23,386] Trial 155 finished with value: 0.9973676161238404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:48:27,173] Trial 156 finished with value: 0.9974597187696098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:48:30,696] Trial 157 finished with value: 0.9974443388018148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:48:33,483] Trial 158 finished with value: 0.997544435242601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:48:36,731] Trial 159 finished with value: 0.9972758470117405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:48:40,014] Trial 160 finished with value: 0.9972246845210231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:48:42,325] Trial 161 finished with value: 0.9975308196168203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:48:45,280] Trial 162 finished with value: 0.9975751332257953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:48:48,507] Trial 163 finished with value: 0.9973844430863125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:48:51,297] Trial 164 finished with value: 0.9974118448973884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:48:54,445] Trial 165 finished with value: 0.9974065671055415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:48:57,975] Trial 166 finished with value: 0.9972041728509694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:49:00,783] Trial 167 finished with value: 0.9973540905385031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:49:02,118] Trial 168 finished with value: 0.9975334143811835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 59}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:49:04,444] Trial 169 finished with value: 0.9889638976585 and parameters: {'classifier': 'SVC', 'svc_c': 5.635547341436989, 'svc_kernel': 'sigmoid'}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:49:08,902] Trial 170 finished with value: 0.9972261945789226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 125}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:49:11,347] Trial 171 finished with value: 0.9970894961741807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:49:15,631] Trial 172 finished with value: 0.9975235248174777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:49:17,979] Trial 173 finished with value: 0.9970182971298844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:49:21,462] Trial 174 finished with value: 0.9972922485910388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:49:23,146] Trial 175 finished with value: 0.9973423900732731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 82}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:49:23,823] Trial 176 finished with value: 0.9862168710016371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:49:26,727] Trial 177 finished with value: 0.9972144385723544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:49:29,374] Trial 178 finished with value: 0.9974662458289706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:49:32,067] Trial 179 finished with value: 0.9974467780504316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:49:34,556] Trial 180 finished with value: 0.9973231509663573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:49:37,285] Trial 181 finished with value: 0.9973633837469276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:49:40,721] Trial 182 finished with value: 0.997271886501743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:49:43,768] Trial 183 finished with value: 0.9974542541684394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:49:46,976] Trial 184 finished with value: 0.9971705582492922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:49:49,759] Trial 185 finished with value: 0.9974397202697819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:49:50,844] Trial 186 finished with value: 0.9935478917706236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:49:54,737] Trial 187 finished with value: 0.9975221281273838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:49:57,695] Trial 188 finished with value: 0.9973889118154223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:50:01,063] Trial 189 finished with value: 0.9974068086310175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:50:04,564] Trial 190 finished with value: 0.997092592778337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:50:07,499] Trial 191 finished with value: 0.9975879163027871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:50:10,748] Trial 192 finished with value: 0.9971429881955688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:50:13,780] Trial 193 finished with value: 0.9973472139813052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:50:16,533] Trial 194 finished with value: 0.9974911651644001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:50:18,915] Trial 195 finished with value: 0.9973936937342028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:50:22,426] Trial 196 finished with value: 0.9975553390863535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:50:25,124] Trial 197 finished with value: 0.997314519715469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:50:28,188] Trial 198 finished with value: 0.9974583969175015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:50:33,881] Trial 199 finished with value: 0.9850738059528523 and parameters: {'classifier': 'SVC', 'svc_c': 1.6099442504160276e-10, 'svc_kernel': 'rbf'}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:50:37,248] Trial 200 finished with value: 0.9971009634610049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:50:40,568] Trial 201 finished with value: 0.9975263758654437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:50:43,619] Trial 202 finished with value: 0.9976644315735363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:50:46,333] Trial 203 finished with value: 0.9973787592396773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:50:49,111] Trial 204 finished with value: 0.9973592161470838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:50:50,406] Trial 205 finished with value: 0.9973542628118649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 51}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:50:53,546] Trial 206 finished with value: 0.9974466397683687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:50:57,028] Trial 207 finished with value: 0.9974102785999172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:51:00,146] Trial 208 finished with value: 0.9976467853604586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:51:03,242] Trial 209 finished with value: 0.9976123810879058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:51:04,432] Trial 210 finished with value: 0.9966033483009458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:51:07,763] Trial 211 finished with value: 0.9975836732301994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:51:10,706] Trial 212 finished with value: 0.9975463680811659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:51:14,125] Trial 213 finished with value: 0.9975392473642458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:51:16,696] Trial 214 finished with value: 0.9973557616662831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 95}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:51:20,251] Trial 215 finished with value: 0.9974320965705042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:51:31,634] Trial 216 finished with value: 0.9967842474229256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 49, 'rf_n_estimators': 122}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:51:34,935] Trial 217 finished with value: 0.9973304828038377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:51:37,856] Trial 218 finished with value: 0.9975310983708616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:51:41,252] Trial 219 finished with value: 0.9975098642825581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:51:44,064] Trial 220 finished with value: 0.9974048847425423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:51:47,541] Trial 221 finished with value: 0.9975215111742005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:51:50,270] Trial 222 finished with value: 0.997503845664475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:51:52,875] Trial 223 finished with value: 0.9977234526875226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:51:55,308] Trial 224 finished with value: 0.9974914153225868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:51:58,248] Trial 225 finished with value: 0.997242094350166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:52:00,959] Trial 226 finished with value: 0.9976749120336034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:52:03,676] Trial 227 finished with value: 0.997410277203449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:52:05,656] Trial 228 finished with value: 0.9974362630595213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:52:08,425] Trial 229 finished with value: 0.9975795712008727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:52:11,115] Trial 230 finished with value: 0.997470203958625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:52:14,187] Trial 231 finished with value: 0.997463130562925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:52:16,815] Trial 232 finished with value: 0.9973437224306286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:52:19,353] Trial 233 finished with value: 0.9976210925722242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:52:21,593] Trial 234 finished with value: 0.9974872432159602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:52:23,814] Trial 235 finished with value: 0.9974497146003202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:52:25,886] Trial 236 finished with value: 0.9975431110736256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:52:28,989] Trial 237 finished with value: 0.9971616525924561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:53:31,570] Trial 238 finished with value: 0.9913268004847243 and parameters: {'classifier': 'SVC', 'svc_c': 6046995.880218542, 'svc_kernel': 'rbf'}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:53:34,394] Trial 239 finished with value: 0.9975748976670459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:53:37,200] Trial 240 finished with value: 0.997558346760893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:53:40,064] Trial 241 finished with value: 0.9973287038941242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:53:43,365] Trial 242 finished with value: 0.9973709750735397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:53:45,110] Trial 243 finished with value: 0.9963995985520834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:53:47,446] Trial 244 finished with value: 0.9976091966966977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:53:50,027] Trial 245 finished with value: 0.997346848455825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:53:52,298] Trial 246 finished with value: 0.9974755868029456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:53:55,125] Trial 247 finished with value: 0.9974289131949092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:54:01,582] Trial 248 finished with value: 0.9970312026199855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 121}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:54:05,651] Trial 249 finished with value: 0.9972194251371623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:54:08,470] Trial 250 finished with value: 0.9976229261980903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:54:11,510] Trial 251 finished with value: 0.9974221713016526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:54:14,211] Trial 252 finished with value: 0.9975217817081238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:54:18,386] Trial 253 finished with value: 0.9975332552473155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:54:21,202] Trial 254 finished with value: 0.9970576646398834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:54:22,059] Trial 255 finished with value: 0.9970499386810677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 30}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:54:24,955] Trial 256 finished with value: 0.9975242570427411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:54:27,336] Trial 257 finished with value: 0.9973792184237227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:54:30,784] Trial 258 finished with value: 0.9973604275195361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:54:34,286] Trial 259 finished with value: 0.9963354446250113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 18, 'rf_n_estimators': 119}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:54:36,770] Trial 260 finished with value: 0.9974828218398084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 88}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:54:37,554] Trial 261 finished with value: 0.997257844381962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 23}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:54:39,979] Trial 262 finished with value: 0.9891266062940268 and parameters: {'classifier': 'SVC', 'svc_c': 21264.24788324017, 'svc_kernel': 'sigmoid'}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:54:44,012] Trial 263 finished with value: 0.9974582823436556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:54:45,246] Trial 264 finished with value: 0.9970110753594671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 54}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:54:52,254] Trial 265 finished with value: 0.9971651096440274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 25, 'rf_n_estimators': 128}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:55:01,030] Trial 266 finished with value: 0.9968782985223102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 33, 'rf_n_estimators': 125}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:55:01,788] Trial 267 finished with value: 0.9970918408438333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 74}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:55:04,204] Trial 268 finished with value: 0.9974571020108768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:55:06,042] Trial 269 finished with value: 0.9974544463414691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:55:08,849] Trial 270 finished with value: 0.9975463429764811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:55:11,209] Trial 271 finished with value: 0.9975269538762147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:55:13,209] Trial 272 finished with value: 0.997435574061288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:55:18,340] Trial 273 finished with value: 0.9956284441110741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 70, 'rf_n_estimators': 40}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:55:20,432] Trial 274 finished with value: 0.997287692773111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:55:22,219] Trial 275 finished with value: 0.9973186416762019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:55:25,116] Trial 276 finished with value: 0.997273550425018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:55:26,895] Trial 277 finished with value: 0.9974103586746575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:55:27,786] Trial 278 finished with value: 0.9972383915202392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 62}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:55:30,330] Trial 279 finished with value: 0.9975538288062887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:55:32,504] Trial 280 finished with value: 0.9974597140089236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:55:34,514] Trial 281 finished with value: 0.997604563279586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:55:36,332] Trial 282 finished with value: 0.9853945084307997 and parameters: {'classifier': 'SVC', 'svc_c': 0.03218595819677048, 'svc_kernel': 'sigmoid'}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:55:38,279] Trial 283 finished with value: 0.997333954581798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:55:40,802] Trial 284 finished with value: 0.9975423489829914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:55:42,862] Trial 285 finished with value: 0.997500549111502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:55:45,349] Trial 286 finished with value: 0.9976031087630246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:55:47,999] Trial 287 finished with value: 0.9974158904332401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:55:51,368] Trial 288 finished with value: 0.9971873424608032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:55:53,893] Trial 289 finished with value: 0.9975866085423098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:55:56,953] Trial 290 finished with value: 0.9971550760854354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 106}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:55:59,909] Trial 291 finished with value: 0.9973169078977925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:56:03,406] Trial 292 finished with value: 0.9973969802579973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:56:06,719] Trial 293 finished with value: 0.9974159877416643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:56:10,646] Trial 294 finished with value: 0.9974851592414798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:56:16,148] Trial 295 finished with value: 0.9965360737441219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 23, 'rf_n_estimators': 103}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:56:19,048] Trial 296 finished with value: 0.9972886361506728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:56:19,293] Trial 297 finished with value: 0.9802361006587814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 2}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:56:23,507] Trial 298 finished with value: 0.997364894503061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:56:28,639] Trial 299 finished with value: 0.9976578446564822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 120}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:56:35,371] Trial 300 finished with value: 0.9974251838955678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 21, 'rf_n_estimators': 120}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:56:40,690] Trial 301 finished with value: 0.9969266812484019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 17, 'rf_n_estimators': 121}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:56:42,766] Trial 302 finished with value: 0.9947631680173119 and parameters: {'classifier': 'SVC', 'svc_c': 613.3320495808895, 'svc_kernel': 'rbf'}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:56:48,860] Trial 303 finished with value: 0.9971980460383595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 20, 'rf_n_estimators': 119}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:56:55,970] Trial 304 finished with value: 0.9973426969153625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 23, 'rf_n_estimators': 123}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:57:00,993] Trial 305 finished with value: 0.9974543684566441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 116}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:57:03,692] Trial 306 finished with value: 0.997391053330729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:57:08,774] Trial 307 finished with value: 0.9974245958556182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:57:11,223] Trial 308 finished with value: 0.9974050546672989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:57:13,847] Trial 309 finished with value: 0.997426896409579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:57:18,976] Trial 310 finished with value: 0.9974542495347049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 121}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:57:23,540] Trial 311 finished with value: 0.997448590983182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 124}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:57:25,626] Trial 312 finished with value: 0.9957275871768578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:57:29,981] Trial 313 finished with value: 0.997557170649256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:57:33,244] Trial 314 finished with value: 0.9974461120939191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:57:37,282] Trial 315 finished with value: 0.9971526368050809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:57:38,442] Trial 316 finished with value: 0.9970252280858558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:57:46,042] Trial 317 finished with value: 0.9966737388220493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 26, 'rf_n_estimators': 122}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:57:46,580] Trial 318 finished with value: 0.9955102341482608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 10}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:57:48,880] Trial 319 finished with value: 0.9974753664783919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:57:51,588] Trial 320 finished with value: 0.9972752979142033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:57:55,577] Trial 321 finished with value: 0.9866083685003186 and parameters: {'classifier': 'SVC', 'svc_c': 65039466.71669197, 'svc_kernel': 'sigmoid'}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:57:58,031] Trial 322 finished with value: 0.9974450268161731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:58:08,634] Trial 323 finished with value: 0.9968670502587859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 52, 'rf_n_estimators': 115}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:58:11,325] Trial 324 finished with value: 0.9973712910878842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:58:14,376] Trial 325 finished with value: 0.9974933013477382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:58:15,430] Trial 326 finished with value: 0.9896730758372208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:58:18,563] Trial 327 finished with value: 0.9975028777852487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:58:22,927] Trial 328 finished with value: 0.9971983095899434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:58:26,375] Trial 329 finished with value: 0.9975228907258246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:58:37,654] Trial 330 finished with value: 0.9953246398472015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 63, 'rf_n_estimators': 120}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:58:39,063] Trial 331 finished with value: 0.9971324482586632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 117}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:58:42,121] Trial 332 finished with value: 0.997634002632584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:58:44,328] Trial 333 finished with value: 0.9974874009850984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:58:46,810] Trial 334 finished with value: 0.9974984439360993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:58:49,442] Trial 335 finished with value: 0.9973595011217551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:58:53,600] Trial 336 finished with value: 0.9974381810447454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:58:58,690] Trial 337 finished with value: 0.9975373204289317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 18, 'rf_n_estimators': 116}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:59:03,146] Trial 338 finished with value: 0.9973706094528455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:59:06,217] Trial 339 finished with value: 0.9973363446683959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 14:59:08,097] Trial 340 finished with value: 0.9965675508929445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 15:03:13,576] Trial 341 finished with value: 0.9896094754509929 and parameters: {'classifier': 'SVC', 'svc_c': 9851599265.560783, 'svc_kernel': 'rbf'}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 15:03:15,990] Trial 342 finished with value: 0.9973364871398626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 15:03:19,624] Trial 343 finished with value: 0.9977041700044599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 15:03:23,212] Trial 344 finished with value: 0.9974193284738048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 15:03:26,767] Trial 345 finished with value: 0.9972089407415949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 15:03:30,933] Trial 346 finished with value: 0.9974293673008892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 15:03:35,638] Trial 347 finished with value: 0.9972993764172502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 15:03:39,208] Trial 348 finished with value: 0.997464573177771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 15:03:42,084] Trial 349 finished with value: 0.9972321108422543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 15:03:43,665] Trial 350 finished with value: 0.9975417235240488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 3, 'rf_n_estimators': 118}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 15:03:46,475] Trial 351 finished with value: 0.9974755896276193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 15:03:56,287] Trial 352 finished with value: 0.9972312795312438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 33, 'rf_n_estimators': 126}. Best is trial 119 with value: 0.9977554896930331.
[I 2023-09-08 15:04:00,564] Trial 353 finished with value: 0.9977700557739286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:04:05,089] Trial 354 finished with value: 0.9975121815623962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 112}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:04:09,512] Trial 355 finished with value: 0.997333383553367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:04:14,352] Trial 356 finished with value: 0.9971052246876755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 17, 'rf_n_estimators': 115}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:04:17,561] Trial 357 finished with value: 0.9977029314326208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:04:20,560] Trial 358 finished with value: 0.9975982866323152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:04:23,609] Trial 359 finished with value: 0.9973779712509107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:04:24,857] Trial 360 finished with value: 0.9935756509822758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:04:28,529] Trial 361 finished with value: 0.997397917795784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:04:34,803] Trial 362 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.17844537913132e-08, 'svc_kernel': 'rbf'}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:04:38,530] Trial 363 finished with value: 0.9975983903517968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:04:41,299] Trial 364 finished with value: 0.9973748492246908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:04:44,280] Trial 365 finished with value: 0.9974583472159385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:04:47,637] Trial 366 finished with value: 0.9974193795400979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:04:48,945] Trial 367 finished with value: 0.9967896403281628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:04:55,134] Trial 368 finished with value: 0.9973128087566151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 20, 'rf_n_estimators': 126}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:04:57,997] Trial 369 finished with value: 0.9974690694236465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:05:02,660] Trial 370 finished with value: 0.9975068398821416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:05:05,978] Trial 371 finished with value: 0.9973733155220502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:05:08,903] Trial 372 finished with value: 0.9973776436839676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:05:22,014] Trial 373 finished with value: 0.9967758295459892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 44, 'rf_n_estimators': 123}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:05:25,923] Trial 374 finished with value: 0.9974557939012824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:05:27,940] Trial 375 finished with value: 0.9972788861068081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:05:30,600] Trial 376 finished with value: 0.9975044265316574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:05:35,039] Trial 377 finished with value: 0.9971929616255828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 118}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:05:38,430] Trial 378 finished with value: 0.9973425132480918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:05:40,566] Trial 379 finished with value: 0.9972921658503141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:05:45,402] Trial 380 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 4.313960167183321e-05, 'svc_kernel': 'sigmoid'}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:05:47,632] Trial 381 finished with value: 0.9973592046579615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 98}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:05:53,718] Trial 382 finished with value: 0.997420458946331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 126}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:05:56,439] Trial 383 finished with value: 0.997207306651953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:05:58,985] Trial 384 finished with value: 0.9966865328803571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:06:02,478] Trial 385 finished with value: 0.9976657184187326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:06:03,887] Trial 386 finished with value: 0.9972341258819993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 46}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:06:06,732] Trial 387 finished with value: 0.9970613161496137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 91}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:06:10,484] Trial 388 finished with value: 0.9972708407059541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:06:14,986] Trial 389 finished with value: 0.9976178998022083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:06:19,103] Trial 390 finished with value: 0.9976513745349272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:06:23,601] Trial 391 finished with value: 0.9972181299448963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:06:28,602] Trial 392 finished with value: 0.9970347889717917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:06:33,430] Trial 393 finished with value: 0.9972396959482364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:06:38,109] Trial 394 finished with value: 0.9975307489682383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:06:42,047] Trial 395 finished with value: 0.9975461659424333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:06:45,353] Trial 396 finished with value: 0.9972390164713753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:06:49,692] Trial 397 finished with value: 0.997315732230486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 122}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:06:52,675] Trial 398 finished with value: 0.9972760180155861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:06:56,662] Trial 399 finished with value: 0.9975502779374631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 124}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:07:00,121] Trial 400 finished with value: 0.9974198578621015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:07:01,866] Trial 401 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 4.560342283822547e-07, 'svc_kernel': 'rbf'}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:07:03,645] Trial 402 finished with value: 0.9974619954566643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 65}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:07:06,550] Trial 403 finished with value: 0.9972050626549431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:07:10,078] Trial 404 finished with value: 0.9971295429706132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:07:12,642] Trial 405 finished with value: 0.9976990290029941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:07:15,174] Trial 406 finished with value: 0.9975608948070563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:07:18,483] Trial 407 finished with value: 0.9974295231974907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:07:22,162] Trial 408 finished with value: 0.9973581716208111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 114}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:07:24,988] Trial 409 finished with value: 0.9975518720056037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:07:27,529] Trial 410 finished with value: 0.997239411386158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:07:30,669] Trial 411 finished with value: 0.9976673456529866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:07:33,184] Trial 412 finished with value: 0.9976085041120809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:07:36,186] Trial 413 finished with value: 0.9973757482009199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:07:37,803] Trial 414 finished with value: 0.9974809490176265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 78}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:07:40,339] Trial 415 finished with value: 0.9971582496540171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:07:43,571] Trial 416 finished with value: 0.9970780609743813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:07:50,663] Trial 417 finished with value: 0.997338924357253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 28, 'rf_n_estimators': 122}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:07:53,715] Trial 418 finished with value: 0.9973961262543831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:07:59,864] Trial 419 finished with value: 0.9972762863913315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 22, 'rf_n_estimators': 121}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:08:05,167] Trial 420 finished with value: 0.9946513919948387 and parameters: {'classifier': 'SVC', 'svc_c': 454824.4361115007, 'svc_kernel': 'rbf'}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:08:09,005] Trial 421 finished with value: 0.9975008924204469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:08:15,510] Trial 422 finished with value: 0.9951361240400217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 41, 'rf_n_estimators': 123}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:08:19,161] Trial 423 finished with value: 0.9974274353827237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:08:22,879] Trial 424 finished with value: 0.9974177730941735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:08:25,729] Trial 425 finished with value: 0.9971437251815182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:08:28,956] Trial 426 finished with value: 0.9973271122698023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:08:32,661] Trial 427 finished with value: 0.9970167762176206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:08:37,969] Trial 428 finished with value: 0.9972398765686677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 118}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:08:43,055] Trial 429 finished with value: 0.9973193721241421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:08:47,172] Trial 430 finished with value: 0.9968955305874335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 20, 'rf_n_estimators': 124}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:08:50,400] Trial 431 finished with value: 0.997515480337023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:08:54,024] Trial 432 finished with value: 0.9972066197801595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:08:58,368] Trial 433 finished with value: 0.997323685464457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:09:00,910] Trial 434 finished with value: 0.9974267901828027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:09:04,374] Trial 435 finished with value: 0.997589509926597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:09:18,379] Trial 436 finished with value: 0.996586472112979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 56, 'rf_n_estimators': 118}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:09:21,571] Trial 437 finished with value: 0.9972829563982276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:09:25,388] Trial 438 finished with value: 0.9969015761827379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:09:27,879] Trial 439 finished with value: 0.9975680860138688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:09:33,621] Trial 440 finished with value: 0.9852050719703996 and parameters: {'classifier': 'SVC', 'svc_c': 4.4596856748987923e-08, 'svc_kernel': 'sigmoid'}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:09:34,612] Trial 441 finished with value: 0.9900488898584981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:09:38,208] Trial 442 finished with value: 0.9974035243923524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:09:41,066] Trial 443 finished with value: 0.9975454332728394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:09:44,642] Trial 444 finished with value: 0.9972252986812705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:09:45,749] Trial 445 finished with value: 0.9968222174493825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 94}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:09:49,627] Trial 446 finished with value: 0.9974993259008101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:09:55,621] Trial 447 finished with value: 0.9966908831953342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 26, 'rf_n_estimators': 82}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:09:57,991] Trial 448 finished with value: 0.9973506696681466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:10:02,315] Trial 449 finished with value: 0.9972101059671298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:10:06,091] Trial 450 finished with value: 0.9965549243790502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 17, 'rf_n_estimators': 124}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:10:08,990] Trial 451 finished with value: 0.99726381120378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:10:11,755] Trial 452 finished with value: 0.9974627570394917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 353 with value: 0.9977700557739286.
[I 2023-09-08 15:10:15,898] Trial 453 finished with value: 0.997802029716217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:10:20,500] Trial 454 finished with value: 0.9973775777960717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:10:25,514] Trial 455 finished with value: 0.9976440023903043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 113}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:10:36,131] Trial 456 finished with value: 0.9969266226919627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 35, 'rf_n_estimators': 109}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:10:40,799] Trial 457 finished with value: 0.9973961481535394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 112}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:10:43,281] Trial 458 finished with value: 0.9957681821821659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:10:49,617] Trial 459 finished with value: 0.9970882542698615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 108}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:11:36,061] Trial 460 finished with value: 0.9897465753402641 and parameters: {'classifier': 'SVC', 'svc_c': 27624461.746113736, 'svc_kernel': 'rbf'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:11:39,599] Trial 461 finished with value: 0.997538448521115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:11:41,850] Trial 462 finished with value: 0.9969251528142539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 24, 'rf_n_estimators': 31}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:11:46,325] Trial 463 finished with value: 0.9974603845356947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:11:48,148] Trial 464 finished with value: 0.9944459319536186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:11:48,827] Trial 465 finished with value: 0.9952454317736928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 13}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:11:54,937] Trial 466 finished with value: 0.9972412879851508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 112}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:11:59,291] Trial 467 finished with value: 0.9977162386928926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:12:03,799] Trial 468 finished with value: 0.9972238564155412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 101}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:12:08,900] Trial 469 finished with value: 0.9973837186050987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 105}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:12:26,023] Trial 470 finished with value: 0.9965213689685705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 70, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:12:30,441] Trial 471 finished with value: 0.9970265148358384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:12:34,692] Trial 472 finished with value: 0.9977332318350483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:12:39,321] Trial 473 finished with value: 0.9974591711320162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 110}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:12:44,527] Trial 474 finished with value: 0.9973862380554074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:12:48,999] Trial 475 finished with value: 0.9972715602360541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:13:06,518] Trial 476 finished with value: 0.9964148163709089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 60, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:13:20,885] Trial 477 finished with value: 0.9969129444155528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 49, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:13:25,262] Trial 478 finished with value: 0.9974624677802032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:13:30,529] Trial 479 finished with value: 0.9973397431952659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:13:32,906] Trial 480 finished with value: 0.9918313698646409 and parameters: {'classifier': 'SVC', 'svc_c': 26.02911842084436, 'svc_kernel': 'rbf'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:13:36,732] Trial 481 finished with value: 0.9973887728986014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:13:40,537] Trial 482 finished with value: 0.9974055064881497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:13:45,983] Trial 483 finished with value: 0.9973380425194941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:13:50,952] Trial 484 finished with value: 0.9970250861539336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 16, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:13:56,778] Trial 485 finished with value: 0.9963019647507517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 23, 'rf_n_estimators': 114}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:14:00,580] Trial 486 finished with value: 0.9975024975968552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:14:04,071] Trial 487 finished with value: 0.9976329502035721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:14:07,853] Trial 488 finished with value: 0.9974467398697288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:14:27,752] Trial 489 finished with value: 0.9966180224494163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 70, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:14:31,628] Trial 490 finished with value: 0.9975565509348746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:14:42,708] Trial 491 finished with value: 0.9966648999100326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 37, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:14:47,315] Trial 492 finished with value: 0.9972067280381619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:14:51,045] Trial 493 finished with value: 0.9974270686829406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:14:57,076] Trial 494 finished with value: 0.9972619807834424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:15:00,726] Trial 495 finished with value: 0.9975453545310909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:15:02,891] Trial 496 finished with value: 0.9973952566357184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:15:04,026] Trial 497 finished with value: 0.9967144036824918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 111}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:15:06,485] Trial 498 finished with value: 0.9972110977132624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 85}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:15:08,406] Trial 499 finished with value: 0.9928101744211751 and parameters: {'classifier': 'SVC', 'svc_c': 743.7478164686077, 'svc_kernel': 'sigmoid'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:15:12,778] Trial 500 finished with value: 0.9972443807490201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:15:17,874] Trial 501 finished with value: 0.9964332460659704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 30, 'rf_n_estimators': 58}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:15:18,778] Trial 502 finished with value: 0.9955858144837317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:15:32,003] Trial 503 finished with value: 0.9967031590688267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 46, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:15:35,223] Trial 504 finished with value: 0.9971490665761316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:15:40,471] Trial 505 finished with value: 0.9974348535790504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:15:43,087] Trial 506 finished with value: 0.9966144357802311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:15:46,154] Trial 507 finished with value: 0.9976068422835077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:15:50,464] Trial 508 finished with value: 0.9975484536425415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:15:51,712] Trial 509 finished with value: 0.9968120453548246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 3, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:15:56,174] Trial 510 finished with value: 0.9967992317777036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:16:00,517] Trial 511 finished with value: 0.9973160387869343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:16:02,502] Trial 512 finished with value: 0.9972226350773861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:16:08,939] Trial 513 finished with value: 0.9973482065843613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 113}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:16:19,559] Trial 514 finished with value: 0.9958549829787545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 61, 'rf_n_estimators': 70}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:16:22,930] Trial 515 finished with value: 0.9973905848474768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:16:26,415] Trial 516 finished with value: 0.9967798757800747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:16:29,454] Trial 517 finished with value: 0.9972938886474073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:16:34,559] Trial 518 finished with value: 0.9949181953809969 and parameters: {'classifier': 'SVC', 'svc_c': 394326.846540256, 'svc_kernel': 'rbf'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:16:38,231] Trial 519 finished with value: 0.9973286213120889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:16:43,374] Trial 520 finished with value: 0.9971795417909534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 19, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:16:46,349] Trial 521 finished with value: 0.9973204371848411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:16:50,837] Trial 522 finished with value: 0.9974809254998371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:17:00,147] Trial 523 finished with value: 0.9963987364870407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 34, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:17:05,193] Trial 524 finished with value: 0.9973555201725453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:17:08,541] Trial 525 finished with value: 0.9971046646405602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:17:12,290] Trial 526 finished with value: 0.9975432970577632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:17:14,751] Trial 527 finished with value: 0.997296804948511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:17:19,030] Trial 528 finished with value: 0.9970092624267166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:17:23,255] Trial 529 finished with value: 0.997521587821247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:17:26,288] Trial 530 finished with value: 0.9974372670247482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:17:29,831] Trial 531 finished with value: 0.9975659471328086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:17:31,934] Trial 532 finished with value: 0.9962940530934395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:17:37,471] Trial 533 finished with value: 0.9974728844153383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 18, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:17:40,756] Trial 534 finished with value: 0.9971732019535087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:17:43,766] Trial 535 finished with value: 0.9972966076656783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:18:02,386] Trial 536 finished with value: 0.9958500447190417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 74, 'rf_n_estimators': 113}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:18:07,132] Trial 537 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 4.6608647619042095e-06, 'svc_kernel': 'sigmoid'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:18:11,569] Trial 538 finished with value: 0.9972424755859105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:18:20,351] Trial 539 finished with value: 0.9966567326038757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 38, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:18:24,175] Trial 540 finished with value: 0.9974768781866626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:18:30,503] Trial 541 finished with value: 0.9973606861200062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 21, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:18:34,313] Trial 542 finished with value: 0.997448261702392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:18:35,389] Trial 543 finished with value: 0.9895911468094288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:18:38,926] Trial 544 finished with value: 0.9975088024908638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:18:50,377] Trial 545 finished with value: 0.9971049618660638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 45, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:18:52,738] Trial 546 finished with value: 0.9973590434928673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:19:07,189] Trial 547 finished with value: 0.9963006086534413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 54, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:19:08,460] Trial 548 finished with value: 0.9966819670967264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 110}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:19:10,552] Trial 549 finished with value: 0.9968064483748423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:19:12,364] Trial 550 finished with value: 0.9945558409302091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:19:14,748] Trial 551 finished with value: 0.9969737404720141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 54}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:19:18,191] Trial 552 finished with value: 0.9976125101342376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:19:24,706] Trial 553 finished with value: 0.9971938397817447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 24, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:19:28,001] Trial 554 finished with value: 0.997482586027156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:19:32,251] Trial 555 finished with value: 0.997499557777962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:19:38,017] Trial 556 finished with value: 0.9853568162379845 and parameters: {'classifier': 'SVC', 'svc_c': 0.0045034328841542575, 'svc_kernel': 'rbf'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:19:44,024] Trial 557 finished with value: 0.9969373099244967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 19, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:19:44,756] Trial 558 finished with value: 0.9962783308640505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 17}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:19:47,401] Trial 559 finished with value: 0.9974958404120736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:19:52,093] Trial 560 finished with value: 0.9974820907571097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:19:55,325] Trial 561 finished with value: 0.9975879373450197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:20:02,133] Trial 562 finished with value: 0.9958178911401973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 66, 'rf_n_estimators': 39}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:20:04,241] Trial 563 finished with value: 0.9954950666657565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:20:08,439] Trial 564 finished with value: 0.9968199754201231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 17, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:20:16,248] Trial 565 finished with value: 0.996923925921965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 28, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:20:19,569] Trial 566 finished with value: 0.9975509105374347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:20:20,665] Trial 567 finished with value: 0.9964412202152224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 33}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:20:24,979] Trial 568 finished with value: 0.997014025271015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:20:27,308] Trial 569 finished with value: 0.9976176384088026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:20:29,285] Trial 570 finished with value: 0.9970311918290969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:20:33,424] Trial 571 finished with value: 0.9972422601172566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:20:36,007] Trial 572 finished with value: 0.9974477425337017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:20:40,753] Trial 573 finished with value: 0.9974247290596155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:20:43,128] Trial 574 finished with value: 0.9972002109127662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 75}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:20:47,373] Trial 575 finished with value: 0.9856683229746211 and parameters: {'classifier': 'SVC', 'svc_c': 0.41493858997686756, 'svc_kernel': 'sigmoid'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:20:49,947] Trial 576 finished with value: 0.9974313795794366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:20:52,937] Trial 577 finished with value: 0.9975207825670588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:20:56,197] Trial 578 finished with value: 0.997084452258974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:20:59,905] Trial 579 finished with value: 0.9974086499691953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:21:02,646] Trial 580 finished with value: 0.9973867984516397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:21:07,981] Trial 581 finished with value: 0.997376250961112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:21:12,022] Trial 582 finished with value: 0.9975649081924075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:21:17,327] Trial 583 finished with value: 0.9974848915639681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:21:21,226] Trial 584 finished with value: 0.9974494643469196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:21:29,794] Trial 585 finished with value: 0.9968150365573899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 32, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:21:35,315] Trial 586 finished with value: 0.9971104512228021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 20, 'rf_n_estimators': 114}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:21:37,094] Trial 587 finished with value: 0.9972132976897946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:21:40,461] Trial 588 finished with value: 0.9972558078556532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:21:43,253] Trial 589 finished with value: 0.9974704889015581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:21:46,382] Trial 590 finished with value: 0.997516806061156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:21:50,671] Trial 591 finished with value: 0.9973747628341066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:21:53,234] Trial 592 finished with value: 0.9972428255598161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:22:00,159] Trial 593 finished with value: 0.9966570852755035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 22, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:22:02,222] Trial 594 finished with value: 0.9931889528264861 and parameters: {'classifier': 'SVC', 'svc_c': 132.06681164700478, 'svc_kernel': 'rbf'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:22:05,529] Trial 595 finished with value: 0.9972205404072308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:22:09,611] Trial 596 finished with value: 0.9974004914227006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:22:15,115] Trial 597 finished with value: 0.997094392159001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 18, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:22:22,194] Trial 598 finished with value: 0.9965282033778274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 30, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:22:26,524] Trial 599 finished with value: 0.9975236179682363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:22:29,673] Trial 600 finished with value: 0.9966856645312087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:22:32,402] Trial 601 finished with value: 0.9977181774029704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:22:35,012] Trial 602 finished with value: 0.9973464612850919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:22:37,947] Trial 603 finished with value: 0.9976227914071972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:22:39,673] Trial 604 finished with value: 0.9971699905533412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:22:41,600] Trial 605 finished with value: 0.9953452765328729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:22:44,440] Trial 606 finished with value: 0.9975196724702692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:22:46,682] Trial 607 finished with value: 0.9975640970984442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:22:49,610] Trial 608 finished with value: 0.9973483621953217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:22:52,530] Trial 609 finished with value: 0.9971058077447736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:22:55,058] Trial 610 finished with value: 0.9974376177921016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:22:58,167] Trial 611 finished with value: 0.9974355118232513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:23:00,456] Trial 612 finished with value: 0.9975197441344642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:23:03,643] Trial 613 finished with value: 0.9882284471890926 and parameters: {'classifier': 'SVC', 'svc_c': 3.68744057292531, 'svc_kernel': 'sigmoid'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:23:05,996] Trial 614 finished with value: 0.9975313588438683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:23:10,601] Trial 615 finished with value: 0.9971043133336625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:23:12,009] Trial 616 finished with value: 0.9968496968279045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:23:13,515] Trial 617 finished with value: 0.9976787530821171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 48}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:23:14,329] Trial 618 finished with value: 0.9973465660519244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 24}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:23:15,734] Trial 619 finished with value: 0.9964324608066638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 52}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:23:20,610] Trial 620 finished with value: 0.9959297041373324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 43, 'rf_n_estimators': 41}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:23:24,002] Trial 621 finished with value: 0.9974766985501065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:23:25,051] Trial 622 finished with value: 0.9971903746687448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 4, 'rf_n_estimators': 56}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:23:27,438] Trial 623 finished with value: 0.9966682183621618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 27, 'rf_n_estimators': 35}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:23:28,969] Trial 624 finished with value: 0.9970117758785607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 46}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:23:35,038] Trial 625 finished with value: 0.997259707206703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 20, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:23:36,385] Trial 626 finished with value: 0.9971347923570332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 108}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:23:39,991] Trial 627 finished with value: 0.9971801559512009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:23:42,691] Trial 628 finished with value: 0.9971195265822294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:23:45,351] Trial 629 finished with value: 0.9975296157027763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:23:47,691] Trial 630 finished with value: 0.9974108937123015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:23:52,499] Trial 631 finished with value: 0.997516608810061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 18, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:23:54,111] Trial 632 finished with value: 0.9964654475690553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 48}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:23:57,508] Trial 633 finished with value: 0.9963003192989389 and parameters: {'classifier': 'SVC', 'svc_c': 74715.44882284297, 'svc_kernel': 'rbf'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:23:59,596] Trial 634 finished with value: 0.9969640640918329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:24:03,096] Trial 635 finished with value: 0.9972834966091506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:24:07,020] Trial 636 finished with value: 0.9972645384779297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:24:11,189] Trial 637 finished with value: 0.9973970642999763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:24:12,670] Trial 638 finished with value: 0.9970034016095094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 25}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:24:15,390] Trial 639 finished with value: 0.9972251928988248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:24:18,695] Trial 640 finished with value: 0.9974764514070209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:24:21,451] Trial 641 finished with value: 0.9971218534151777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:24:22,512] Trial 642 finished with value: 0.9969694219901585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 27}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:24:25,553] Trial 643 finished with value: 0.9972794666248738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 88}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:24:32,082] Trial 644 finished with value: 0.9972072267993778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:24:33,840] Trial 645 finished with value: 0.9969769071852079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 60}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:24:34,317] Trial 646 finished with value: 0.9930896501825038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 6}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:24:36,858] Trial 647 finished with value: 0.9963635291184771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 51, 'rf_n_estimators': 20}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:24:38,555] Trial 648 finished with value: 0.9971205507327655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:24:44,139] Trial 649 finished with value: 0.9974065290835284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:24:57,437] Trial 650 finished with value: 0.9966933224439506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 48, 'rf_n_estimators': 114}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:24:58,157] Trial 651 finished with value: 0.9904140235026294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 14, 'rf_n_estimators': 42}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:25:03,580] Trial 652 finished with value: 0.9852260486960116 and parameters: {'classifier': 'SVC', 'svc_c': 0.0007838348775074912, 'svc_kernel': 'sigmoid'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:25:09,379] Trial 653 finished with value: 0.9965047073605963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 37, 'rf_n_estimators': 67}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:25:10,407] Trial 654 finished with value: 0.9965415235236894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 38}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:25:24,666] Trial 655 finished with value: 0.9966786605463124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 43, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:25:25,377] Trial 656 finished with value: 0.9965937271129856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 49}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:25:28,360] Trial 657 finished with value: 0.9974311934366092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:25:30,976] Trial 658 finished with value: 0.9974233480480478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:25:44,116] Trial 659 finished with value: 0.9963212814251133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 63, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:25:58,078] Trial 660 finished with value: 0.9968249797898973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 52, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:26:12,918] Trial 661 finished with value: 0.9962746181001588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 60, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:26:14,480] Trial 662 finished with value: 0.9970744985529573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 72}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:26:16,544] Trial 663 finished with value: 0.9972522077930708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 62}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:26:18,012] Trial 664 finished with value: 0.9976069409884002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:26:22,872] Trial 665 finished with value: 0.9973819009751379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 24, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:26:24,726] Trial 666 finished with value: 0.9966726710953662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:26:27,603] Trial 667 finished with value: 0.9974607952876933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:26:30,959] Trial 668 finished with value: 0.9973380726070303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:26:32,742] Trial 669 finished with value: 0.9971867051636211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:26:36,594] Trial 670 finished with value: 0.9972399910473001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:26:38,327] Trial 671 finished with value: 0.9866082045422887 and parameters: {'classifier': 'SVC', 'svc_c': 155336916.12810034, 'svc_kernel': 'sigmoid'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:26:41,199] Trial 672 finished with value: 0.9973291572701322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:26:43,575] Trial 673 finished with value: 0.9973010751887476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:26:44,431] Trial 674 finished with value: 0.9933558448990724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 25, 'rf_n_estimators': 43}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:26:47,192] Trial 675 finished with value: 0.9973154984490596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:26:51,964] Trial 676 finished with value: 0.9976074887212071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 20, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:26:55,463] Trial 677 finished with value: 0.9970294335172852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 28, 'rf_n_estimators': 65}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:26:56,883] Trial 678 finished with value: 0.9973613056756979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 81}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:26:58,774] Trial 679 finished with value: 0.9971035869799122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:27:00,959] Trial 680 finished with value: 0.9974587760902821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:27:21,031] Trial 681 finished with value: 0.9968457932874509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 73, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:27:25,708] Trial 682 finished with value: 0.9971547631179298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:27:29,478] Trial 683 finished with value: 0.9972006828871881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 108}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:27:32,151] Trial 684 finished with value: 0.9975546832542336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:27:35,625] Trial 685 finished with value: 0.9972149879555327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:27:42,232] Trial 686 finished with value: 0.9974158475235892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:27:46,518] Trial 687 finished with value: 0.9973907358247026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:27:49,314] Trial 688 finished with value: 0.9970002982769168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:27:53,277] Trial 689 finished with value: 0.9974956759144993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:28:04,395] Trial 690 finished with value: 0.9926152539042677 and parameters: {'classifier': 'SVC', 'svc_c': 2256071.727312205, 'svc_kernel': 'rbf'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:28:06,344] Trial 691 finished with value: 0.9963655887182444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:28:09,345] Trial 692 finished with value: 0.9975939032781765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:28:12,613] Trial 693 finished with value: 0.9972311159858065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:28:15,061] Trial 694 finished with value: 0.997482806161282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:28:18,077] Trial 695 finished with value: 0.9975240973058529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:28:22,489] Trial 696 finished with value: 0.9975042004625426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:28:25,109] Trial 697 finished with value: 0.997507820075676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:28:29,971] Trial 698 finished with value: 0.9974200834551477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:28:33,592] Trial 699 finished with value: 0.9973237178688605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:28:36,063] Trial 700 finished with value: 0.9975099430877824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:28:38,005] Trial 701 finished with value: 0.9965770386547416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:28:40,369] Trial 702 finished with value: 0.9969170388277817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:28:42,969] Trial 703 finished with value: 0.9973270352101631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 92}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:28:46,947] Trial 704 finished with value: 0.9975163106324203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:28:49,576] Trial 705 finished with value: 0.9972578830387331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:28:51,590] Trial 706 finished with value: 0.9960783971859685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:28:54,354] Trial 707 finished with value: 0.9972876575440338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:29:04,231] Trial 708 finished with value: 0.9970461280057316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 34, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:29:10,268] Trial 709 finished with value: 0.9854000794491737 and parameters: {'classifier': 'SVC', 'svc_c': 0.12400895840713311, 'svc_kernel': 'sigmoid'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:29:15,808] Trial 710 finished with value: 0.9968505212835268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 21, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:29:17,288] Trial 711 finished with value: 0.9964429742424167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 4, 'rf_n_estimators': 114}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:29:20,360] Trial 712 finished with value: 0.9973139601126846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:29:24,056] Trial 713 finished with value: 0.9974843097446486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:29:28,265] Trial 714 finished with value: 0.9971909087225139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:29:34,414] Trial 715 finished with value: 0.9941230736783065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 57, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:29:34,921] Trial 716 finished with value: 0.9865635827582322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:29:39,807] Trial 717 finished with value: 0.9976933154496774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:29:44,349] Trial 718 finished with value: 0.9974015566738271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:29:48,168] Trial 719 finished with value: 0.9968544685270788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:30:03,653] Trial 720 finished with value: 0.996637856737311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 45, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:30:07,930] Trial 721 finished with value: 0.9975601913363373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:30:10,642] Trial 722 finished with value: 0.997464467871394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:30:14,566] Trial 723 finished with value: 0.9968719895975875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:30:17,831] Trial 724 finished with value: 0.997460999457652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:30:20,768] Trial 725 finished with value: 0.9972395533180801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:30:24,823] Trial 726 finished with value: 0.9972625311504958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:30:28,396] Trial 727 finished with value: 0.9970608040902146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:30:33,493] Trial 728 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 4.0558778619971454e-06, 'svc_kernel': 'rbf'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:30:36,055] Trial 729 finished with value: 0.9972953814398853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:30:40,684] Trial 730 finished with value: 0.99705181210627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:30:52,001] Trial 731 finished with value: 0.9969487570894874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 39, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:30:54,994] Trial 732 finished with value: 0.997324776867619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:30:59,384] Trial 733 finished with value: 0.9975307266882273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:31:02,912] Trial 734 finished with value: 0.9973373703106138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:31:05,239] Trial 735 finished with value: 0.9972276946076434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 96}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:31:07,023] Trial 736 finished with value: 0.9967930573899707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:31:08,922] Trial 737 finished with value: 0.9971825845041425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 75}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:31:10,872] Trial 738 finished with value: 0.9969365318696951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:31:13,261] Trial 739 finished with value: 0.9975298823964128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:31:16,995] Trial 740 finished with value: 0.9961686059990614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 38, 'rf_n_estimators': 35}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:31:21,832] Trial 741 finished with value: 0.9970694625722274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:31:26,172] Trial 742 finished with value: 0.9972948128870108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:31:33,523] Trial 743 finished with value: 0.9967373436833219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 26, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:31:36,655] Trial 744 finished with value: 0.9973781817684508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:31:41,183] Trial 745 finished with value: 0.9971401984017642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:31:44,291] Trial 746 finished with value: 0.9974354589478974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:31:46,980] Trial 747 finished with value: 0.9904410250034785 and parameters: {'classifier': 'SVC', 'svc_c': 15.3438882527719, 'svc_kernel': 'sigmoid'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:31:51,040] Trial 748 finished with value: 0.9973759523708786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:31:54,879] Trial 749 finished with value: 0.9975729103344939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:31:56,492] Trial 750 finished with value: 0.9943928598564845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:32:06,625] Trial 751 finished with value: 0.9969960915759711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 40, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:32:09,837] Trial 752 finished with value: 0.9973732600441879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:32:11,184] Trial 753 finished with value: 0.9970889424111714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 53}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:32:12,791] Trial 754 finished with value: 0.9960934581243174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:32:16,119] Trial 755 finished with value: 0.9974993055568113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:32:18,982] Trial 756 finished with value: 0.9972592694140073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 58}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:32:21,281] Trial 757 finished with value: 0.9974722986922558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:32:25,523] Trial 758 finished with value: 0.9973652864979562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:32:28,785] Trial 759 finished with value: 0.9973640835360493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:32:32,226] Trial 760 finished with value: 0.9972002202119729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:32:36,247] Trial 761 finished with value: 0.9974932272714621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:32:39,919] Trial 762 finished with value: 0.9976762807308631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:32:43,943] Trial 763 finished with value: 0.9972834400521996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:32:47,068] Trial 764 finished with value: 0.99676970666888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:32:50,716] Trial 765 finished with value: 0.9972256980393602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:32:54,476] Trial 766 finished with value: 0.9973368706289986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:32:56,873] Trial 767 finished with value: 0.9957238195063861 and parameters: {'classifier': 'SVC', 'svc_c': 6624.0347386371495, 'svc_kernel': 'rbf'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:32:57,991] Trial 768 finished with value: 0.9971029473976009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 1, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:33:03,154] Trial 769 finished with value: 0.9977422248346057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:33:08,304] Trial 770 finished with value: 0.9972510362199546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:33:09,719] Trial 771 finished with value: 0.9970555427386035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:33:10,859] Trial 772 finished with value: 0.9969640804685933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 15, 'rf_n_estimators': 29}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:33:18,214] Trial 773 finished with value: 0.9972742707485661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:33:23,363] Trial 774 finished with value: 0.9973327536193795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:33:25,374] Trial 775 finished with value: 0.997308880143215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:33:29,398] Trial 776 finished with value: 0.9974854695112633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:33:32,929] Trial 777 finished with value: 0.9974508046704901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:33:38,695] Trial 778 finished with value: 0.9970229568577214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:33:47,988] Trial 779 finished with value: 0.9968580123183512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 36, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:33:51,786] Trial 780 finished with value: 0.9975773153973613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:33:55,964] Trial 781 finished with value: 0.9973408540220272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:33:59,394] Trial 782 finished with value: 0.9972296957779231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:34:02,938] Trial 783 finished with value: 0.9974842083102963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:34:05,222] Trial 784 finished with value: 0.9973095682210488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:34:06,489] Trial 785 finished with value: 0.9973381161831772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 50}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:34:12,978] Trial 786 finished with value: 0.9970148311282235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 19, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:34:14,577] Trial 787 finished with value: 0.9972331957074072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 45}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:34:19,844] Trial 788 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 2.472055108970029e-09, 'svc_kernel': 'sigmoid'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:34:25,142] Trial 789 finished with value: 0.9974275186629927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:34:31,302] Trial 790 finished with value: 0.9973939345931827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 25, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:34:36,094] Trial 791 finished with value: 0.9973112429352122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:34:37,793] Trial 792 finished with value: 0.9973161827183447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 114}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:34:40,527] Trial 793 finished with value: 0.9974252179820802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:34:44,221] Trial 794 finished with value: 0.9975188699455408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:34:48,687] Trial 795 finished with value: 0.9969019219037641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:34:51,576] Trial 796 finished with value: 0.9976592613731957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:34:54,202] Trial 797 finished with value: 0.9972780448300949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:34:55,034] Trial 798 finished with value: 0.9937089080139726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 68}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:34:57,337] Trial 799 finished with value: 0.9972926513133468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:35:00,061] Trial 800 finished with value: 0.9976023570189483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:35:02,684] Trial 801 finished with value: 0.9974545139114741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:35:05,419] Trial 802 finished with value: 0.9972313131099498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:35:07,698] Trial 803 finished with value: 0.9972880106282543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:35:10,756] Trial 804 finished with value: 0.9973549174696824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:35:14,029] Trial 805 finished with value: 0.9878525219581874 and parameters: {'classifier': 'SVC', 'svc_c': 1.458440266454625, 'svc_kernel': 'rbf'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:35:15,350] Trial 806 finished with value: 0.9966136171009078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 56}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:35:30,653] Trial 807 finished with value: 0.9948709881635222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 72, 'rf_n_estimators': 84}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:35:33,072] Trial 808 finished with value: 0.9972959508814213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:35:35,598] Trial 809 finished with value: 0.9975040081942992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:35:38,066] Trial 810 finished with value: 0.9973130474891553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 79}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:35:40,964] Trial 811 finished with value: 0.9976370928574205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:35:44,662] Trial 812 finished with value: 0.9974212959066889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:35:57,430] Trial 813 finished with value: 0.9969293921417686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 41, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:35:59,989] Trial 814 finished with value: 0.9975335897013843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 72}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:36:13,774] Trial 815 finished with value: 0.9971273097327543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 59, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:36:17,293] Trial 816 finished with value: 0.9974906160033871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:36:19,678] Trial 817 finished with value: 0.9973858152112661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:36:20,840] Trial 818 finished with value: 0.9897741472665241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:36:23,280] Trial 819 finished with value: 0.9974076604764539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:36:25,148] Trial 820 finished with value: 0.9950459358248308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:36:29,070] Trial 821 finished with value: 0.997202494677374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:36:32,414] Trial 822 finished with value: 0.997555358509953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:36:36,575] Trial 823 finished with value: 0.9973045667711622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:36:40,583] Trial 824 finished with value: 0.9867327158444649 and parameters: {'classifier': 'SVC', 'svc_c': 989025833.5891207, 'svc_kernel': 'sigmoid'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:36:43,340] Trial 825 finished with value: 0.9974884593490986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:36:46,171] Trial 826 finished with value: 0.9973834948845889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:36:48,841] Trial 827 finished with value: 0.996823019212401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:36:53,080] Trial 828 finished with value: 0.9976036835047911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:36:53,876] Trial 829 finished with value: 0.9963885688992655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 19}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:36:56,515] Trial 830 finished with value: 0.9974671747023085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:36:58,719] Trial 831 finished with value: 0.9968668588792037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 64}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:37:02,110] Trial 832 finished with value: 0.9974286678926223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:37:05,087] Trial 833 finished with value: 0.9976187247338993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:37:07,372] Trial 834 finished with value: 0.9974819434297433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:37:10,186] Trial 835 finished with value: 0.9972685831885958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:37:17,704] Trial 836 finished with value: 0.9972268125477189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 27, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:37:21,898] Trial 837 finished with value: 0.9971952328219794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:37:26,411] Trial 838 finished with value: 0.9967975014269884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:37:29,125] Trial 839 finished with value: 0.9975820446946914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:37:32,414] Trial 840 finished with value: 0.9972721537983998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:37:35,348] Trial 841 finished with value: 0.9975879985357053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:37:36,955] Trial 842 finished with value: 0.996913165247913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:38:04,364] Trial 843 finished with value: 0.9901063071925439 and parameters: {'classifier': 'SVC', 'svc_c': 14381408.804691944, 'svc_kernel': 'rbf'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:38:08,120] Trial 844 finished with value: 0.9972774781814949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:38:14,161] Trial 845 finished with value: 0.9948621883843453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 45, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:38:30,437] Trial 846 finished with value: 0.9959124816570574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 61, 'rf_n_estimators': 109}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:38:33,739] Trial 847 finished with value: 0.9975601659460113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:38:35,175] Trial 848 finished with value: 0.9971233609657825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:38:38,779] Trial 849 finished with value: 0.9975369081217758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:38:41,360] Trial 850 finished with value: 0.9973791232100003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:38:45,999] Trial 851 finished with value: 0.9972021081731368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:38:58,402] Trial 852 finished with value: 0.9967144836302807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 47, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:39:11,727] Trial 853 finished with value: 0.9967651118768018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 49, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:39:15,921] Trial 854 finished with value: 0.9971993526880102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:39:19,269] Trial 855 finished with value: 0.9967623817502633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:39:21,847] Trial 856 finished with value: 0.9968833825542323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:39:24,488] Trial 857 finished with value: 0.9973290312071638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 100}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:39:27,305] Trial 858 finished with value: 0.9973107768323032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:39:30,619] Trial 859 finished with value: 0.9976144867393769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:39:33,966] Trial 860 finished with value: 0.9974840222626827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:39:39,035] Trial 861 finished with value: 0.9971761827460405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:39:41,548] Trial 862 finished with value: 0.9975018898794028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:39:43,657] Trial 863 finished with value: 0.997319436647308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:39:49,503] Trial 864 finished with value: 0.9853838557291087 and parameters: {'classifier': 'SVC', 'svc_c': 0.009545874373535197, 'svc_kernel': 'sigmoid'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:39:52,653] Trial 865 finished with value: 0.9976109410438302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:39:55,646] Trial 866 finished with value: 0.9976593862301236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:39:59,376] Trial 867 finished with value: 0.9972390534460375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:40:03,062] Trial 868 finished with value: 0.9975581574760128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:40:04,570] Trial 869 finished with value: 0.9941728260537951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:40:07,674] Trial 870 finished with value: 0.9974614314105726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:40:10,945] Trial 871 finished with value: 0.9969326792685832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:40:11,686] Trial 872 finished with value: 0.9954816827267003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 32}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:40:16,376] Trial 873 finished with value: 0.9967774450689552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:40:20,158] Trial 874 finished with value: 0.9972048000237589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:40:24,129] Trial 875 finished with value: 0.9972098746929982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:40:28,671] Trial 876 finished with value: 0.9973672246050138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:40:31,688] Trial 877 finished with value: 0.9974627593563591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:40:34,814] Trial 878 finished with value: 0.9971546480680152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:40:35,862] Trial 879 finished with value: 0.9896556069755698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:40:50,493] Trial 880 finished with value: 0.9962970214447114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 67, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:40:57,929] Trial 881 finished with value: 0.9971819952898903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 23, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:41:00,258] Trial 882 finished with value: 0.9972832668584385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:41:04,672] Trial 883 finished with value: 0.9973487196911116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:41:09,841] Trial 884 finished with value: 0.9850769189972445 and parameters: {'classifier': 'SVC', 'svc_c': 0.0001095295561816192, 'svc_kernel': 'rbf'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:41:15,041] Trial 885 finished with value: 0.9975918697669691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:41:19,948] Trial 886 finished with value: 0.9973375748931653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:41:22,110] Trial 887 finished with value: 0.9959028995067234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 20, 'rf_n_estimators': 37}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:41:23,939] Trial 888 finished with value: 0.9971686719067617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:41:27,641] Trial 889 finished with value: 0.9974109593462943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:41:30,772] Trial 890 finished with value: 0.9972961347708571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:41:31,420] Trial 891 finished with value: 0.9959860857047681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 13}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:41:33,449] Trial 892 finished with value: 0.9974963755449316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:41:41,347] Trial 893 finished with value: 0.9963965011227417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 41, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:41:42,505] Trial 894 finished with value: 0.9949201525625369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 4, 'rf_n_estimators': 90}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:41:46,943] Trial 895 finished with value: 0.9970571796846572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:41:50,701] Trial 896 finished with value: 0.9973527373928182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:42:09,234] Trial 897 finished with value: 0.996768231395727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 60, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:42:17,781] Trial 898 finished with value: 0.9971031787034704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 32, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:42:32,207] Trial 899 finished with value: 0.9963761470948743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 55, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:42:34,543] Trial 900 finished with value: 0.9919545785161429 and parameters: {'classifier': 'SVC', 'svc_c': 112.59902226239363, 'svc_kernel': 'sigmoid'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:42:44,042] Trial 901 finished with value: 0.9967547368818014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 31, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:42:48,552] Trial 902 finished with value: 0.9973076054218991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:42:52,413] Trial 903 finished with value: 0.9971433733033379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:42:54,038] Trial 904 finished with value: 0.9970844531793733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:43:06,639] Trial 905 finished with value: 0.9968515376582756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 54, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:43:09,567] Trial 906 finished with value: 0.9974804118218046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:43:12,028] Trial 907 finished with value: 0.9975069915576014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:43:17,984] Trial 908 finished with value: 0.9974467305387839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:43:21,231] Trial 909 finished with value: 0.9973223495841936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:43:22,717] Trial 910 finished with value: 0.9976747493450896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 48}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:43:24,323] Trial 911 finished with value: 0.9970971929975972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 45}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:43:26,142] Trial 912 finished with value: 0.9971973304437598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 48}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:43:34,283] Trial 913 finished with value: 0.9971678815059141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 28, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:43:35,989] Trial 914 finished with value: 0.9972536810032597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 52}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:43:37,844] Trial 915 finished with value: 0.9968234981374248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 50}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:43:39,736] Trial 916 finished with value: 0.997413600860595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 51}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:43:41,728] Trial 917 finished with value: 0.9971040530510833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 47}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:43:43,376] Trial 918 finished with value: 0.9972983280189527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 47}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:43:45,039] Trial 919 finished with value: 0.9970282784796186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 55}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:43:49,554] Trial 920 finished with value: 0.9867332074646518 and parameters: {'classifier': 'SVC', 'svc_c': 214649223.96669927, 'svc_kernel': 'sigmoid'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:43:52,086] Trial 921 finished with value: 0.9967479467151875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 24, 'rf_n_estimators': 41}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:43:54,312] Trial 922 finished with value: 0.9967726416001353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 57}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:43:58,765] Trial 923 finished with value: 0.9972999922278688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:43:59,831] Trial 924 finished with value: 0.996748566016976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 45}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:44:01,492] Trial 925 finished with value: 0.9974984843701934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 43}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:44:02,263] Trial 926 finished with value: 0.9961884662803021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 4, 'rf_n_estimators': 52}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:44:03,877] Trial 927 finished with value: 0.9974980341997138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 50}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:44:08,278] Trial 928 finished with value: 0.9959390166424046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 36, 'rf_n_estimators': 48}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:44:11,489] Trial 929 finished with value: 0.9976368358121078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:44:13,687] Trial 930 finished with value: 0.9970024794963458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 43}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:44:15,499] Trial 931 finished with value: 0.9972915659403871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 62}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:44:18,012] Trial 932 finished with value: 0.9971552058934771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 16, 'rf_n_estimators': 54}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:44:19,838] Trial 933 finished with value: 0.9913628317058899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:44:23,855] Trial 934 finished with value: 0.997311479350885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:44:27,626] Trial 935 finished with value: 0.9970728510064427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:44:34,415] Trial 936 finished with value: 0.9971294197640566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:44:37,709] Trial 937 finished with value: 0.9975292595082408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:44:42,581] Trial 938 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.0196162226199632e-07, 'svc_kernel': 'rbf'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:44:45,612] Trial 939 finished with value: 0.9974699513883573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:44:47,240] Trial 940 finished with value: 0.9970011848436241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 47}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:45:05,034] Trial 941 finished with value: 0.9968333846225536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 65, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:45:08,584] Trial 942 finished with value: 0.9970876766716835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 86}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:45:12,620] Trial 943 finished with value: 0.9971177460856203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:45:15,978] Trial 944 finished with value: 0.997387176005787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:45:20,970] Trial 945 finished with value: 0.9974294459474239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:45:25,623] Trial 946 finished with value: 0.9976710058906414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:45:30,260] Trial 947 finished with value: 0.9973081015806068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:45:33,318] Trial 948 finished with value: 0.9944434989891078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 28, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:45:42,392] Trial 949 finished with value: 0.996944389096496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 31, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:45:47,290] Trial 950 finished with value: 0.9971935851167751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:45:52,251] Trial 951 finished with value: 0.9974079323116314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:45:56,844] Trial 952 finished with value: 0.9975054199281613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:46:07,364] Trial 953 finished with value: 0.9971664160080366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 36, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:46:11,609] Trial 954 finished with value: 0.9973299585570822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:46:16,976] Trial 955 finished with value: 0.9968258999670484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:46:21,061] Trial 956 finished with value: 0.9975945473037949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:50:24,431] Trial 957 finished with value: 0.989608817587647 and parameters: {'classifier': 'SVC', 'svc_c': 2636243832.720893, 'svc_kernel': 'rbf'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:50:27,521] Trial 958 finished with value: 0.995522005293811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 20, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:50:32,726] Trial 959 finished with value: 0.9972456520426419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 18, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:50:36,030] Trial 960 finished with value: 0.9970479856889316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:50:37,265] Trial 961 finished with value: 0.9974566853238896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 27}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:50:41,860] Trial 962 finished with value: 0.9973430472383851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:50:43,636] Trial 963 finished with value: 0.997219366295082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 49}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:50:46,000] Trial 964 finished with value: 0.9971519504410941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:50:49,981] Trial 965 finished with value: 0.9971460198957041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:50:53,841] Trial 966 finished with value: 0.9969599407028943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:50:55,371] Trial 967 finished with value: 0.9962625396681886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 35}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:50:56,593] Trial 968 finished with value: 0.9966579753016428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:50:59,374] Trial 969 finished with value: 0.997353990754522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:51:00,746] Trial 970 finished with value: 0.9968285823915121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 40}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:51:04,861] Trial 971 finished with value: 0.997418953807807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:51:07,681] Trial 972 finished with value: 0.9976602553727197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:51:09,868] Trial 973 finished with value: 0.9969470573975908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 17, 'rf_n_estimators': 44}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:51:15,778] Trial 974 finished with value: 0.9972801859962845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:51:21,907] Trial 975 finished with value: 0.9969402311449761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:51:25,444] Trial 976 finished with value: 0.9971084545275671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:51:29,866] Trial 977 finished with value: 0.9859388686409248 and parameters: {'classifier': 'SVC', 'svc_c': 0.5728252228728411, 'svc_kernel': 'sigmoid'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:51:41,170] Trial 978 finished with value: 0.9967707750303211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 49, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:51:45,647] Trial 979 finished with value: 0.9972091680484882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:51:48,726] Trial 980 finished with value: 0.9974378809310923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:52:04,496] Trial 981 finished with value: 0.9964222729701037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 51, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:52:14,716] Trial 982 finished with value: 0.997142307956998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 43, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:52:18,124] Trial 983 finished with value: 0.997357551525575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:52:21,163] Trial 984 finished with value: 0.9976900067093478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:52:24,310] Trial 985 finished with value: 0.9970681173610192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:52:28,728] Trial 986 finished with value: 0.9975865643948806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:52:33,802] Trial 987 finished with value: 0.9963626906029619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 25, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:52:37,710] Trial 988 finished with value: 0.996981819642002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:52:41,174] Trial 989 finished with value: 0.9973433773443606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:52:45,407] Trial 990 finished with value: 0.9972052126800318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:52:48,923] Trial 991 finished with value: 0.9974776429115432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:52:52,530] Trial 992 finished with value: 0.9973256292208621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:52:54,639] Trial 993 finished with value: 0.9971143419728787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 69}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:52:58,005] Trial 994 finished with value: 0.9974737610798184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:53:03,521] Trial 995 finished with value: 0.9971298142027706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:53:08,429] Trial 996 finished with value: 0.9853835285112827 and parameters: {'classifier': 'SVC', 'svc_c': 0.09906720536940221, 'svc_kernel': 'rbf'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:53:11,856] Trial 997 finished with value: 0.9973984321403124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:53:12,930] Trial 998 finished with value: 0.9970108082849757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:53:17,750] Trial 999 finished with value: 0.9973707009214947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:53:18,846] Trial 1000 finished with value: 0.9918037206248381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 58, 'rf_n_estimators': 8}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:53:20,791] Trial 1001 finished with value: 0.9971663036241063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:53:23,835] Trial 1002 finished with value: 0.9973978116959593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:53:25,367] Trial 1003 finished with value: 0.9968780421434938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:53:28,959] Trial 1004 finished with value: 0.9968492895353379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:53:33,737] Trial 1005 finished with value: 0.9974503961084072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:53:36,161] Trial 1006 finished with value: 0.997062798151203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 12, 'rf_n_estimators': 76}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:53:40,412] Trial 1007 finished with value: 0.9973454078087292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:53:45,367] Trial 1008 finished with value: 0.9974820130627123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:53:49,634] Trial 1009 finished with value: 0.9973832903972512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:53:57,355] Trial 1010 finished with value: 0.9970930577704195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 29, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:54:02,675] Trial 1011 finished with value: 0.9974738021169328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:54:05,720] Trial 1012 finished with value: 0.997739013275749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:54:07,439] Trial 1013 finished with value: 0.9960767905496167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:54:15,627] Trial 1014 finished with value: 0.9968982860408221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 32, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:54:21,430] Trial 1015 finished with value: 0.9852063832220469 and parameters: {'classifier': 'SVC', 'svc_c': 9.751778786515815e-10, 'svc_kernel': 'sigmoid'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:54:23,984] Trial 1016 finished with value: 0.9975904507016503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:54:33,046] Trial 1017 finished with value: 0.9967882028231198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 36, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:54:35,816] Trial 1018 finished with value: 0.9975205538002218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:54:36,652] Trial 1019 finished with value: 0.9939318434865902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 50}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:54:39,671] Trial 1020 finished with value: 0.9976055954915508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:54:42,222] Trial 1021 finished with value: 0.997587174810055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:54:45,566] Trial 1022 finished with value: 0.9974965861576855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:54:48,595] Trial 1023 finished with value: 0.9975503416989192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:54:51,031] Trial 1024 finished with value: 0.997572697341397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:54:53,497] Trial 1025 finished with value: 0.9974585419597387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:54:56,577] Trial 1026 finished with value: 0.9973787099189692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:54:58,530] Trial 1027 finished with value: 0.9973756198845599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:55:02,373] Trial 1028 finished with value: 0.9974197943545485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:55:05,573] Trial 1029 finished with value: 0.9976123454779736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:55:10,504] Trial 1030 finished with value: 0.9969342689568924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 19, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:55:13,443] Trial 1031 finished with value: 0.9956150330995831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 23, 'rf_n_estimators': 47}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:55:17,927] Trial 1032 finished with value: 0.9970916182976258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 17, 'rf_n_estimators': 112}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:55:20,482] Trial 1033 finished with value: 0.9974612098799785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:55:25,628] Trial 1034 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 5.628557167095566e-07, 'svc_kernel': 'rbf'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:55:26,022] Trial 1035 finished with value: 0.9889305947548124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 3}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:55:34,399] Trial 1036 finished with value: 0.9971143573340259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 31, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:55:43,633] Trial 1037 finished with value: 0.9971187942617524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 38, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:55:44,578] Trial 1038 finished with value: 0.9962434011704396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 21}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:55:45,834] Trial 1039 finished with value: 0.9974143073464155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 53}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:55:49,614] Trial 1040 finished with value: 0.99734309630519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:55:52,829] Trial 1041 finished with value: 0.997241916363981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 21, 'rf_n_estimators': 59}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:55:56,252] Trial 1042 finished with value: 0.9975242236862004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:56:00,862] Trial 1043 finished with value: 0.9972775783463309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:56:03,378] Trial 1044 finished with value: 0.9976570902464216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:56:06,396] Trial 1045 finished with value: 0.9972065415144796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:56:26,617] Trial 1046 finished with value: 0.9966574550221257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 70, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:56:30,083] Trial 1047 finished with value: 0.9971652078728509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:56:38,105] Trial 1048 finished with value: 0.9971375522219911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 25, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:56:41,311] Trial 1049 finished with value: 0.9973998686614806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:56:43,831] Trial 1050 finished with value: 0.9977162187932246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:56:46,553] Trial 1051 finished with value: 0.997184630393134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:56:49,107] Trial 1052 finished with value: 0.9974385000107154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:56:51,157] Trial 1053 finished with value: 0.9931081613170359 and parameters: {'classifier': 'SVC', 'svc_c': 1905.2371725456492, 'svc_kernel': 'sigmoid'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:56:53,472] Trial 1054 finished with value: 0.997349767391175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:56:56,111] Trial 1055 finished with value: 0.9975539045646739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:56:58,740] Trial 1056 finished with value: 0.9974431755757683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:57:00,729] Trial 1057 finished with value: 0.996350344810859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:57:02,247] Trial 1058 finished with value: 0.9953724969618077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:57:05,200] Trial 1059 finished with value: 0.9975277939786253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:57:08,249] Trial 1060 finished with value: 0.9902386387151211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 50, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:57:10,946] Trial 1061 finished with value: 0.9974140850541117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:57:13,239] Trial 1062 finished with value: 0.9975473129504092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:57:24,403] Trial 1063 finished with value: 0.9965701610184547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 55, 'rf_n_estimators': 95}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:57:32,535] Trial 1064 finished with value: 0.9970781062326375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 33, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:57:35,985] Trial 1065 finished with value: 0.997275102535645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:57:36,670] Trial 1066 finished with value: 0.9958167362929581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 16}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:57:38,491] Trial 1067 finished with value: 0.9971732324536379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:57:40,635] Trial 1068 finished with value: 0.9968255331720517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:57:43,780] Trial 1069 finished with value: 0.9973531844847208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:57:46,402] Trial 1070 finished with value: 0.9975718855809376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:57:48,832] Trial 1071 finished with value: 0.9974754762598139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:57:51,974] Trial 1072 finished with value: 0.9962837824526787 and parameters: {'classifier': 'SVC', 'svc_c': 92797.87777548564, 'svc_kernel': 'rbf'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:57:54,545] Trial 1073 finished with value: 0.9975296730849129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:57:55,931] Trial 1074 finished with value: 0.9971618965300127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 2, 'rf_n_estimators': 111}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:57:57,521] Trial 1075 finished with value: 0.9972300802191963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:57:58,544] Trial 1076 finished with value: 0.9974040495912452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 44}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:58:01,604] Trial 1077 finished with value: 0.9973981737937456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:58:04,812] Trial 1078 finished with value: 0.9974265472608588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:58:21,725] Trial 1079 finished with value: 0.996216669060949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 62, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:58:25,094] Trial 1080 finished with value: 0.9975748182905395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:58:42,616] Trial 1081 finished with value: 0.9965287198170576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 64, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:58:45,379] Trial 1082 finished with value: 0.9972104324549838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:58:48,975] Trial 1083 finished with value: 0.9973539161387017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:58:51,526] Trial 1084 finished with value: 0.9975061795749767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:58:54,579] Trial 1085 finished with value: 0.9973238037516382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:58:56,981] Trial 1086 finished with value: 0.997085360502672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:58:58,944] Trial 1087 finished with value: 0.9974228738519725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 39}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:59:02,079] Trial 1088 finished with value: 0.9974968489158216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:59:08,201] Trial 1089 finished with value: 0.9969869558193057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 20, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:59:13,044] Trial 1090 finished with value: 0.9971996879037889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 18, 'rf_n_estimators': 114}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:59:15,856] Trial 1091 finished with value: 0.9900261140696013 and parameters: {'classifier': 'SVC', 'svc_c': 14876.0827908754, 'svc_kernel': 'sigmoid'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:59:19,505] Trial 1092 finished with value: 0.9976326227635806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:59:22,297] Trial 1093 finished with value: 0.9973249467923756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:59:27,434] Trial 1094 finished with value: 0.9976393847151948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:59:30,843] Trial 1095 finished with value: 0.9974073707410968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:59:33,347] Trial 1096 finished with value: 0.9968471544945644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:59:36,268] Trial 1097 finished with value: 0.9973374812663383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:59:38,927] Trial 1098 finished with value: 0.9974312599592633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:59:43,407] Trial 1099 finished with value: 0.9973091122425322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:59:45,853] Trial 1100 finished with value: 0.9971229679870123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 72}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:59:47,887] Trial 1101 finished with value: 0.9973702960727472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 50}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:59:48,885] Trial 1102 finished with value: 0.9957528570257375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 1, 'rf_n_estimators': 109}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:59:57,702] Trial 1103 finished with value: 0.9966432950594939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 34, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 15:59:59,151] Trial 1104 finished with value: 0.9896096181446249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:00:01,462] Trial 1105 finished with value: 0.9975545347208268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:00:03,306] Trial 1106 finished with value: 0.9957908648203043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:00:04,910] Trial 1107 finished with value: 0.9971214384420376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 47}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:00:06,923] Trial 1108 finished with value: 0.9974473699941436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:00:09,519] Trial 1109 finished with value: 0.9964326893513356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:00:21,299] Trial 1110 finished with value: 0.9928583534533767 and parameters: {'classifier': 'SVC', 'svc_c': 3025286.5121955993, 'svc_kernel': 'rbf'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:00:24,661] Trial 1111 finished with value: 0.9973157835506825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:00:31,612] Trial 1112 finished with value: 0.9962342504334818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 70, 'rf_n_estimators': 55}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:00:35,164] Trial 1113 finished with value: 0.9974394863931417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:00:38,359] Trial 1114 finished with value: 0.9970040895921296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:00:40,270] Trial 1115 finished with value: 0.9975432612256657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:00:43,234] Trial 1116 finished with value: 0.99721624839479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:00:44,685] Trial 1117 finished with value: 0.9970850805743282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 81}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:00:50,094] Trial 1118 finished with value: 0.9972519698222406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 24, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:00:52,859] Trial 1119 finished with value: 0.9975611617545961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:00:55,230] Trial 1120 finished with value: 0.9973740024573194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:00:57,561] Trial 1121 finished with value: 0.9972688980921136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:01:00,230] Trial 1122 finished with value: 0.9975395950530223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:01:03,999] Trial 1123 finished with value: 0.9975524125656436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:01:13,568] Trial 1124 finished with value: 0.9965321246597711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 44, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:01:15,563] Trial 1125 finished with value: 0.9975181098226568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:01:16,405] Trial 1126 finished with value: 0.9971045796464443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:01:18,132] Trial 1127 finished with value: 0.9969501916429051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:01:20,359] Trial 1128 finished with value: 0.9976389306409525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:01:23,342] Trial 1129 finished with value: 0.9972554804473998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:01:24,351] Trial 1130 finished with value: 0.9894620648042459 and parameters: {'classifier': 'SVC', 'svc_c': 8.265040621445477, 'svc_kernel': 'sigmoid'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:01:27,887] Trial 1131 finished with value: 0.9964813462612098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 38, 'rf_n_estimators': 45}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:01:31,128] Trial 1132 finished with value: 0.9975000208657699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:01:32,655] Trial 1133 finished with value: 0.9972540419267436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 114}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:01:35,729] Trial 1134 finished with value: 0.9972135932966647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 60}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:01:40,733] Trial 1135 finished with value: 0.9969654173009938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 21, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:01:43,721] Trial 1136 finished with value: 0.996572757814044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:01:47,260] Trial 1137 finished with value: 0.9972241443418378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:02:00,857] Trial 1138 finished with value: 0.9969556170794975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 50, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:02:03,620] Trial 1139 finished with value: 0.9971850669480512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:02:04,852] Trial 1140 finished with value: 0.9971424157071939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 112}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:02:06,865] Trial 1141 finished with value: 0.9974909101503137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:02:08,495] Trial 1142 finished with value: 0.9969020075643763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 52}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:02:12,529] Trial 1143 finished with value: 0.9975114527648269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 106}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:02:14,134] Trial 1144 finished with value: 0.9941420979195889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:02:17,533] Trial 1145 finished with value: 0.9974978524684556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:02:21,399] Trial 1146 finished with value: 0.997156561387767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:02:26,097] Trial 1147 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 2.9482350036014497e-05, 'svc_kernel': 'rbf'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:02:28,726] Trial 1148 finished with value: 0.9974107863429605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:02:34,548] Trial 1149 finished with value: 0.9972453732886004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 19, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:02:36,595] Trial 1150 finished with value: 0.9962430759838395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:02:39,174] Trial 1151 finished with value: 0.9971113425819332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 66}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:02:41,834] Trial 1152 finished with value: 0.9973530933969262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:02:43,980] Trial 1153 finished with value: 0.9973584672594192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:02:46,817] Trial 1154 finished with value: 0.9965364915101979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 26, 'rf_n_estimators': 42}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:02:50,613] Trial 1155 finished with value: 0.9972260780690642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:02:51,785] Trial 1156 finished with value: 0.9971645086867493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 36}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:02:57,498] Trial 1157 finished with value: 0.9970699334675605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:02:59,329] Trial 1158 finished with value: 0.99721915565059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:03:04,159] Trial 1159 finished with value: 0.9975689745483264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:03:08,000] Trial 1160 finished with value: 0.9976225269669522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:03:10,576] Trial 1161 finished with value: 0.9976347047703108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:03:14,080] Trial 1162 finished with value: 0.9972881315179439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:03:16,684] Trial 1163 finished with value: 0.9973411785103933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:03:19,855] Trial 1164 finished with value: 0.9973282170663614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:03:26,709] Trial 1165 finished with value: 0.9970049532440677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:03:32,104] Trial 1166 finished with value: 0.9852809448659019 and parameters: {'classifier': 'SVC', 'svc_c': 0.0011631214068569813, 'svc_kernel': 'sigmoid'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:03:34,489] Trial 1167 finished with value: 0.9971555640240249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:03:35,380] Trial 1168 finished with value: 0.9970547843295668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 32}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:03:39,398] Trial 1169 finished with value: 0.9969126341140314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 16, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:03:42,798] Trial 1170 finished with value: 0.9977330384559782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:03:45,771] Trial 1171 finished with value: 0.997505262254237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:03:48,847] Trial 1172 finished with value: 0.9975405293852803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:03:52,333] Trial 1173 finished with value: 0.9974585556387767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:03:56,440] Trial 1174 finished with value: 0.9974937108302203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:03:59,678] Trial 1175 finished with value: 0.9954392492078883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 28, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:04:03,268] Trial 1176 finished with value: 0.9972645886555614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:04:06,310] Trial 1177 finished with value: 0.9974776640172518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:04:08,463] Trial 1178 finished with value: 0.9972200716065998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:04:11,329] Trial 1179 finished with value: 0.9970331138450356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:04:14,528] Trial 1180 finished with value: 0.9972975290488701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:04:18,119] Trial 1181 finished with value: 0.9976643266162762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:04:20,400] Trial 1182 finished with value: 0.9969352721604098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:04:23,149] Trial 1183 finished with value: 0.9972647781943449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:04:24,855] Trial 1184 finished with value: 0.9973170516387754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 49}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:04:27,376] Trial 1185 finished with value: 0.9920493168681762 and parameters: {'classifier': 'SVC', 'svc_c': 33.055390294946164, 'svc_kernel': 'rbf'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:04:29,343] Trial 1186 finished with value: 0.9975694173238736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:04:39,635] Trial 1187 finished with value: 0.9971294793043709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 39, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:04:42,836] Trial 1188 finished with value: 0.9973333481656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:04:45,238] Trial 1189 finished with value: 0.9975290588611897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 98}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:04:52,534] Trial 1190 finished with value: 0.9971425842037446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 30, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:04:54,617] Trial 1191 finished with value: 0.9943651822112547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:04:55,713] Trial 1192 finished with value: 0.9971276208277233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 113}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:04:57,658] Trial 1193 finished with value: 0.9974374630698026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:05:12,736] Trial 1194 finished with value: 0.9970136624749945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 56, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:05:13,775] Trial 1195 finished with value: 0.9889378880942111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:05:15,337] Trial 1196 finished with value: 0.9968038810320312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:05:18,961] Trial 1197 finished with value: 0.997434947396305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:05:21,295] Trial 1198 finished with value: 0.9973774332616411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:05:24,820] Trial 1199 finished with value: 0.9972680233953838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:05:28,922] Trial 1200 finished with value: 0.997593184192407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:05:34,039] Trial 1201 finished with value: 0.9970288340199511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 20, 'rf_n_estimators': 111}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:05:36,107] Trial 1202 finished with value: 0.9961735837407311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:05:39,542] Trial 1203 finished with value: 0.9975129898951617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:05:44,759] Trial 1204 finished with value: 0.9852073662085171 and parameters: {'classifier': 'SVC', 'svc_c': 1.5811698620485667e-08, 'svc_kernel': 'sigmoid'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:05:47,504] Trial 1205 finished with value: 0.997441286757681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:05:51,793] Trial 1206 finished with value: 0.9973645503689305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:05:56,632] Trial 1207 finished with value: 0.9948064790257899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 58, 'rf_n_estimators': 63}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:05:59,909] Trial 1208 finished with value: 0.9972104496569297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:06:02,304] Trial 1209 finished with value: 0.9971860435552019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:06:05,535] Trial 1210 finished with value: 0.9974077662906374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:06:11,201] Trial 1211 finished with value: 0.9970908983231951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 19, 'rf_n_estimators': 114}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:06:15,262] Trial 1212 finished with value: 0.9976226014240832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 103}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:06:18,324] Trial 1213 finished with value: 0.9974104050437402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:06:23,160] Trial 1214 finished with value: 0.9973770403463466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:06:24,485] Trial 1215 finished with value: 0.997229367227105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 45}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:06:28,351] Trial 1216 finished with value: 0.9971338620237514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:06:37,707] Trial 1217 finished with value: 0.9971906922382471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 32, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:06:38,420] Trial 1218 finished with value: 0.9962053528148266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 29}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:06:42,262] Trial 1219 finished with value: 0.9973596744742056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:06:45,499] Trial 1220 finished with value: 0.9971465982555919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:06:49,306] Trial 1221 finished with value: 0.9977219750340266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:06:52,836] Trial 1222 finished with value: 0.9974907760893924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:06:56,542] Trial 1223 finished with value: 0.9970613951452654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:06:58,659] Trial 1224 finished with value: 0.993975009516307 and parameters: {'classifier': 'SVC', 'svc_c': 301.4033299011266, 'svc_kernel': 'rbf'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:07:02,541] Trial 1225 finished with value: 0.9974044213690932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:07:05,007] Trial 1226 finished with value: 0.9972943969299957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 88}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:07:07,967] Trial 1227 finished with value: 0.997554580232986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 83}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:07:12,056] Trial 1228 finished with value: 0.9973808305189946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:07:15,486] Trial 1229 finished with value: 0.9974663364406964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:07:18,110] Trial 1230 finished with value: 0.9975046948121893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 78}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:07:38,561] Trial 1231 finished with value: 0.9963282046687731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 72, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:07:42,284] Trial 1232 finished with value: 0.9976099208605325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:07:46,460] Trial 1233 finished with value: 0.9974011614416654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:07:53,457] Trial 1234 finished with value: 0.9970934796306854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 26, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:07:57,983] Trial 1235 finished with value: 0.9972092971900337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:07:59,513] Trial 1236 finished with value: 0.9969154526623801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:08:01,119] Trial 1237 finished with value: 0.996618210147401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 51}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:08:04,901] Trial 1238 finished with value: 0.9973716062135676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:08:08,866] Trial 1239 finished with value: 0.9972708507668707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:08:13,020] Trial 1240 finished with value: 0.9973439613853339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:08:19,478] Trial 1241 finished with value: 0.9971594867659124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 21, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:08:24,945] Trial 1242 finished with value: 0.9852054002990526 and parameters: {'classifier': 'SVC', 'svc_c': 1.6739818347161726e-10, 'svc_kernel': 'sigmoid'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:08:29,890] Trial 1243 finished with value: 0.9974225211486067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 113}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:08:33,946] Trial 1244 finished with value: 0.9970050914626546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:08:49,400] Trial 1245 finished with value: 0.9962969382279182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 69, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:08:51,223] Trial 1246 finished with value: 0.995451714397999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:08:55,658] Trial 1247 finished with value: 0.9965277352119544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 35, 'rf_n_estimators': 54}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:08:57,123] Trial 1248 finished with value: 0.9973254256539237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 40}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:09:00,749] Trial 1249 finished with value: 0.9972999525872224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:09:05,294] Trial 1250 finished with value: 0.997005655572222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:09:11,033] Trial 1251 finished with value: 0.9971058522730578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 18, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:09:27,222] Trial 1252 finished with value: 0.9963692523201176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 63, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:09:29,453] Trial 1253 finished with value: 0.9944812121289418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 23, 'rf_n_estimators': 93}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:09:32,696] Trial 1254 finished with value: 0.9973885233116969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:09:37,298] Trial 1255 finished with value: 0.9975380898510225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:09:40,037] Trial 1256 finished with value: 0.9976937825364618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:09:42,590] Trial 1257 finished with value: 0.9967445061355903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:09:45,198] Trial 1258 finished with value: 0.9974298153131911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:09:48,182] Trial 1259 finished with value: 0.997277476150269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:09:51,016] Trial 1260 finished with value: 0.9974581740539152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:09:53,537] Trial 1261 finished with value: 0.9975703766021269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:10:01,027] Trial 1262 finished with value: 0.9970922683851846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 31, 'rf_n_estimators': 109}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:10:26,644] Trial 1263 finished with value: 0.9906613680920762 and parameters: {'classifier': 'SVC', 'svc_c': 9007650.731456289, 'svc_kernel': 'rbf'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:10:29,483] Trial 1264 finished with value: 0.9975771329678692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:10:32,695] Trial 1265 finished with value: 0.9974257361034198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:10:35,460] Trial 1266 finished with value: 0.9974078252596695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:10:38,683] Trial 1267 finished with value: 0.9973273989583206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:10:41,530] Trial 1268 finished with value: 0.9975721500529205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:10:45,525] Trial 1269 finished with value: 0.9974492671275628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:10:50,024] Trial 1270 finished with value: 0.9973916525741598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:10:51,857] Trial 1271 finished with value: 0.9974817123777769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 111}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:10:56,284] Trial 1272 finished with value: 0.9975302245945311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:11:00,980] Trial 1273 finished with value: 0.9972461395686384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 114}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:11:02,743] Trial 1274 finished with value: 0.9963626254450378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:11:03,918] Trial 1275 finished with value: 0.9969298482789748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:11:07,403] Trial 1276 finished with value: 0.9974428391539489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:11:09,552] Trial 1277 finished with value: 0.9965922635828585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:11:17,850] Trial 1278 finished with value: 0.9963039891849177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 45, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:11:21,524] Trial 1279 finished with value: 0.9974097910739204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:11:24,060] Trial 1280 finished with value: 0.9930885012067775 and parameters: {'classifier': 'SVC', 'svc_c': 2016.464089512214, 'svc_kernel': 'sigmoid'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:11:36,641] Trial 1281 finished with value: 0.9970684195693743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 37, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:11:38,220] Trial 1282 finished with value: 0.9953086486073087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:11:42,327] Trial 1283 finished with value: 0.9973206362449968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:11:45,714] Trial 1284 finished with value: 0.997358678253028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:11:48,453] Trial 1285 finished with value: 0.9976759539573677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:11:51,720] Trial 1286 finished with value: 0.9973834933929074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:11:54,545] Trial 1287 finished with value: 0.9973058536480964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:11:57,351] Trial 1288 finished with value: 0.9974054027369302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:12:00,553] Trial 1289 finished with value: 0.9972077600914369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:12:03,560] Trial 1290 finished with value: 0.9974096544739665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:12:08,492] Trial 1291 finished with value: 0.9973279856335401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 110}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:12:11,801] Trial 1292 finished with value: 0.9973511128562865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 102}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:12:15,181] Trial 1293 finished with value: 0.9975144565990796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:12:18,680] Trial 1294 finished with value: 0.9971989166726374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:12:22,487] Trial 1295 finished with value: 0.9971407917736824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:12:23,483] Trial 1296 finished with value: 0.9894468492705498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:12:27,642] Trial 1297 finished with value: 0.9972900888581734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 105}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:12:30,311] Trial 1298 finished with value: 0.9973087904836263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:12:34,736] Trial 1299 finished with value: 0.9972676314322264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 16, 'rf_n_estimators': 108}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:12:37,722] Trial 1300 finished with value: 0.9973910163878045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:12:41,472] Trial 1301 finished with value: 0.9885186684537537 and parameters: {'classifier': 'SVC', 'svc_c': 2.057857246802569, 'svc_kernel': 'rbf'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:12:45,314] Trial 1302 finished with value: 0.9974444590250084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:12:48,144] Trial 1303 finished with value: 0.9972998761306032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:12:51,872] Trial 1304 finished with value: 0.9973486750041377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:12:56,632] Trial 1305 finished with value: 0.9963571804261564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 24, 'rf_n_estimators': 113}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:13:05,618] Trial 1306 finished with value: 0.9971523724283117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 30, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:13:11,063] Trial 1307 finished with value: 0.9972194556372914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:13:14,105] Trial 1308 finished with value: 0.9972198945408138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:13:18,753] Trial 1309 finished with value: 0.9975122503384418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:13:19,959] Trial 1310 finished with value: 0.9967970344354177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:13:23,451] Trial 1311 finished with value: 0.9971275187268748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:13:43,933] Trial 1312 finished with value: 0.9965157891270583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 68, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:13:47,182] Trial 1313 finished with value: 0.9968524520591276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:13:51,000] Trial 1314 finished with value: 0.9967903150443377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:13:53,963] Trial 1315 finished with value: 0.9975688084955946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:13:59,931] Trial 1316 finished with value: 0.9973681279610741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 21, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:14:03,369] Trial 1317 finished with value: 0.9976535783200083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:14:04,426] Trial 1318 finished with value: 0.997426665230661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 24}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:14:07,951] Trial 1319 finished with value: 0.9867905596407734 and parameters: {'classifier': 'SVC', 'svc_c': 1055634.2875826408, 'svc_kernel': 'sigmoid'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:14:11,689] Trial 1320 finished with value: 0.9974692135137465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:14:14,577] Trial 1321 finished with value: 0.9974711561910627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:14:25,356] Trial 1322 finished with value: 0.9970689342312818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 39, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:14:28,076] Trial 1323 finished with value: 0.9974623449227634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:14:37,245] Trial 1324 finished with value: 0.9963503517614608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 43, 'rf_n_estimators': 111}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:14:38,190] Trial 1325 finished with value: 0.9945829809987621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 16, 'rf_n_estimators': 14}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:14:51,298] Trial 1326 finished with value: 0.9970020580804103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 49, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:14:54,486] Trial 1327 finished with value: 0.9973588097431786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:14:58,678] Trial 1328 finished with value: 0.997425110009719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:15:02,087] Trial 1329 finished with value: 0.9971624618456207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:15:05,922] Trial 1330 finished with value: 0.9973115048364246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:15:09,252] Trial 1331 finished with value: 0.9974281045765027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:15:12,274] Trial 1332 finished with value: 0.9974708756914366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:15:13,915] Trial 1333 finished with value: 0.9973604693818361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:15:15,397] Trial 1334 finished with value: 0.9937475846214637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:15:17,518] Trial 1335 finished with value: 0.9971236815503858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:15:22,336] Trial 1336 finished with value: 0.99724768523647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:15:26,240] Trial 1337 finished with value: 0.9973609011443293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:15:30,612] Trial 1338 finished with value: 0.9952529833961826 and parameters: {'classifier': 'SVC', 'svc_c': 211801.30198900987, 'svc_kernel': 'rbf'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:15:32,828] Trial 1339 finished with value: 0.9972758481543051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:15:34,057] Trial 1340 finished with value: 0.9899939903243897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:15:40,338] Trial 1341 finished with value: 0.9972514261201478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:15:42,723] Trial 1342 finished with value: 0.9962432964670828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:15:45,368] Trial 1343 finished with value: 0.9974676946961845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:15:51,892] Trial 1344 finished with value: 0.9969045675439929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 22, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:15:54,227] Trial 1345 finished with value: 0.9966737503111718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:16:07,213] Trial 1346 finished with value: 0.9967320889966717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 53, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:16:10,004] Trial 1347 finished with value: 0.9974752620924142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:16:15,719] Trial 1348 finished with value: 0.9971459946005918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:16:20,476] Trial 1349 finished with value: 0.9972893126441704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:16:24,509] Trial 1350 finished with value: 0.9975604047737651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:16:27,522] Trial 1351 finished with value: 0.9975164718609902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:16:29,857] Trial 1352 finished with value: 0.9969465802498899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:16:34,049] Trial 1353 finished with value: 0.997564717320632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:16:44,243] Trial 1354 finished with value: 0.9964353937384312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 42, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:16:45,600] Trial 1355 finished with value: 0.9970348988801655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:16:48,487] Trial 1356 finished with value: 0.9867368125100854 and parameters: {'classifier': 'SVC', 'svc_c': 37030771.9485566, 'svc_kernel': 'sigmoid'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:16:59,396] Trial 1357 finished with value: 0.9968728239236991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 47, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:17:02,297] Trial 1358 finished with value: 0.9975994403052516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:17:05,188] Trial 1359 finished with value: 0.997683050616954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:17:08,060] Trial 1360 finished with value: 0.997634497839154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:17:11,456] Trial 1361 finished with value: 0.9972494227282146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:17:14,418] Trial 1362 finished with value: 0.9975261603967901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:17:17,246] Trial 1363 finished with value: 0.9973170716653951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:17:23,613] Trial 1364 finished with value: 0.9968749613130776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 34, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:17:26,513] Trial 1365 finished with value: 0.9971312908089156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:17:37,906] Trial 1366 finished with value: 0.996680804822817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 57, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:17:40,125] Trial 1367 finished with value: 0.9970873669414444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 74}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:17:43,212] Trial 1368 finished with value: 0.9976298792436452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:17:46,003] Trial 1369 finished with value: 0.9976994494985302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:17:49,788] Trial 1370 finished with value: 0.9973094043899704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 113}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:17:54,664] Trial 1371 finished with value: 0.9972703019232368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 17, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:17:56,745] Trial 1372 finished with value: 0.9958614579562092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:18:01,442] Trial 1373 finished with value: 0.9974275613504785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:18:03,717] Trial 1374 finished with value: 0.9972221473926998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 67}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:18:08,091] Trial 1375 finished with value: 0.9972368600075142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:18:12,306] Trial 1376 finished with value: 0.9974659418750308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:18:17,336] Trial 1377 finished with value: 0.9853887726292099 and parameters: {'classifier': 'SVC', 'svc_c': 0.02860967392617851, 'svc_kernel': 'rbf'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:18:20,716] Trial 1378 finished with value: 0.9977110737293066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:18:23,451] Trial 1379 finished with value: 0.9969530851244534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:18:28,245] Trial 1380 finished with value: 0.9972193858773709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 114}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:18:40,261] Trial 1381 finished with value: 0.9964913652203643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 53, 'rf_n_estimators': 112}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:18:43,872] Trial 1382 finished with value: 0.9972023817538992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:18:47,643] Trial 1383 finished with value: 0.9972759376552043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:18:51,424] Trial 1384 finished with value: 0.9970600631370267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:18:55,945] Trial 1385 finished with value: 0.9974492314858926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:18:57,793] Trial 1386 finished with value: 0.9946730490542351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:18:59,311] Trial 1387 finished with value: 0.9968948151515233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:19:00,929] Trial 1388 finished with value: 0.9974690970673641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 114}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:19:04,223] Trial 1389 finished with value: 0.9973792699026086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:19:07,986] Trial 1390 finished with value: 0.9971984877348179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:19:09,666] Trial 1391 finished with value: 0.9973168533403296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:19:14,898] Trial 1392 finished with value: 0.9971610292282155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 112}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:19:17,823] Trial 1393 finished with value: 0.99730938255429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:19:21,491] Trial 1394 finished with value: 0.9976574518681393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:19:27,467] Trial 1395 finished with value: 0.9852042524341531 and parameters: {'classifier': 'SVC', 'svc_c': 2.1606558894098217e-07, 'svc_kernel': 'sigmoid'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:19:32,497] Trial 1396 finished with value: 0.9968284379205571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 21, 'rf_n_estimators': 114}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:19:37,080] Trial 1397 finished with value: 0.997410015841781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:19:41,831] Trial 1398 finished with value: 0.9972560046941553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:19:45,195] Trial 1399 finished with value: 0.997348795989041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:19:49,081] Trial 1400 finished with value: 0.996761299328929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:19:51,750] Trial 1401 finished with value: 0.9966208230341094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:19:53,677] Trial 1402 finished with value: 0.9973139629056206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:19:57,728] Trial 1403 finished with value: 0.9974453094422392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:20:01,917] Trial 1404 finished with value: 0.9974685080435393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:20:05,564] Trial 1405 finished with value: 0.9975069104355098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:20:08,719] Trial 1406 finished with value: 0.9974236645067234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:20:11,758] Trial 1407 finished with value: 0.9965090427904945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:20:16,338] Trial 1408 finished with value: 0.9973249070882534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:20:18,241] Trial 1409 finished with value: 0.9973192644691601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:20:32,934] Trial 1410 finished with value: 0.9961611790430721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 68, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:20:36,805] Trial 1411 finished with value: 0.9974648818289212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:20:40,184] Trial 1412 finished with value: 0.9973168791749861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:20:43,985] Trial 1413 finished with value: 0.9970453125001991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:20:46,139] Trial 1414 finished with value: 0.9963322424923131 and parameters: {'classifier': 'SVC', 'svc_c': 25455.03472715548, 'svc_kernel': 'rbf'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:20:54,206] Trial 1415 finished with value: 0.9972488335457003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 31, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:20:58,650] Trial 1416 finished with value: 0.9971066729518693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:21:06,538] Trial 1417 finished with value: 0.9967540766698502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 29, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:21:12,587] Trial 1418 finished with value: 0.9965458681893189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 20, 'rf_n_estimators': 111}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:21:15,402] Trial 1419 finished with value: 0.997424143431747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:21:19,399] Trial 1420 finished with value: 0.9971947080356793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:21:24,777] Trial 1421 finished with value: 0.9969910009425647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 18, 'rf_n_estimators': 113}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:21:26,598] Trial 1422 finished with value: 0.9971289653724353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:21:28,067] Trial 1423 finished with value: 0.9902262461730805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:21:32,975] Trial 1424 finished with value: 0.9974143581905431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:21:52,792] Trial 1425 finished with value: 0.9968255067661129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 66, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:21:55,849] Trial 1426 finished with value: 0.9973106311235699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:22:11,865] Trial 1427 finished with value: 0.9957725762002415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 56, 'rf_n_estimators': 108}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:22:15,568] Trial 1428 finished with value: 0.9975140312159058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:22:18,755] Trial 1429 finished with value: 0.9975417404720913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:22:21,119] Trial 1430 finished with value: 0.9955985180572656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:22:33,722] Trial 1431 finished with value: 0.9968821953343273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 45, 'rf_n_estimators': 114}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:22:41,803] Trial 1432 finished with value: 0.9969511660918782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 28, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:22:45,596] Trial 1433 finished with value: 0.9867325520133865 and parameters: {'classifier': 'SVC', 'svc_c': 2397588028.1491084, 'svc_kernel': 'sigmoid'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:22:49,529] Trial 1434 finished with value: 0.9974373498289487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:22:54,887] Trial 1435 finished with value: 0.9966764407970637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 27, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:22:57,528] Trial 1436 finished with value: 0.9972638332616258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:22:58,845] Trial 1437 finished with value: 0.9968501989850765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:23:03,300] Trial 1438 finished with value: 0.9971326822305171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:23:06,820] Trial 1439 finished with value: 0.9975451370946867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:23:13,434] Trial 1440 finished with value: 0.9968775376694546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 24, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:23:17,193] Trial 1441 finished with value: 0.9977064753508448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:23:21,909] Trial 1442 finished with value: 0.997269837438961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 107}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:23:24,733] Trial 1443 finished with value: 0.9974536233775283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:23:28,420] Trial 1444 finished with value: 0.9968685789785748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 103}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:23:32,104] Trial 1445 finished with value: 0.997307403124477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 105}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:23:35,376] Trial 1446 finished with value: 0.9973555865682476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:23:41,794] Trial 1447 finished with value: 0.9972756821015732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 22, 'rf_n_estimators': 112}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:23:48,216] Trial 1448 finished with value: 0.9971933841206071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 26, 'rf_n_estimators': 109}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:23:51,386] Trial 1449 finished with value: 0.9973603190076306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:23:55,302] Trial 1450 finished with value: 0.9972688836831036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:23:58,019] Trial 1451 finished with value: 0.9973330784568625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:26:16,358] Trial 1452 finished with value: 0.9911343319750724 and parameters: {'classifier': 'SVC', 'svc_c': 429919239.25402206, 'svc_kernel': 'rbf'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:26:21,430] Trial 1453 finished with value: 0.9973377620833436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:26:22,874] Trial 1454 finished with value: 0.9973255149643951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 3, 'rf_n_estimators': 100}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:26:34,119] Trial 1455 finished with value: 0.9967993888486077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 43, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:26:35,338] Trial 1456 finished with value: 0.9958764388198177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 90}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:26:39,984] Trial 1457 finished with value: 0.9972572174313377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:26:42,939] Trial 1458 finished with value: 0.9974992384946129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:26:45,537] Trial 1459 finished with value: 0.9969655959536751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:26:48,294] Trial 1460 finished with value: 0.9966960411448423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:26:52,801] Trial 1461 finished with value: 0.9974165812087961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:26:55,815] Trial 1462 finished with value: 0.9974913452452872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:26:57,252] Trial 1463 finished with value: 0.9967710597193514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 4, 'rf_n_estimators': 111}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:27:18,146] Trial 1464 finished with value: 0.9959446257780055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 74, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:27:23,403] Trial 1465 finished with value: 0.997636191881703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:27:26,376] Trial 1466 finished with value: 0.9974466819163097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:27:36,645] Trial 1467 finished with value: 0.9971347059664489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 39, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:27:40,769] Trial 1468 finished with value: 0.9970155702723504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:27:44,725] Trial 1469 finished with value: 0.997276007383387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:27:48,139] Trial 1470 finished with value: 0.9975618149842077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:27:51,942] Trial 1471 finished with value: 0.9867341907685009 and parameters: {'classifier': 'SVC', 'svc_c': 111070212.5595783, 'svc_kernel': 'sigmoid'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:28:12,349] Trial 1472 finished with value: 0.9959672561755482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 74, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:28:18,001] Trial 1473 finished with value: 0.9936584478514096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 52, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:28:21,357] Trial 1474 finished with value: 0.9973550341699681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:28:24,933] Trial 1475 finished with value: 0.9973349707343816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:28:30,053] Trial 1476 finished with value: 0.9973181611960206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:28:32,898] Trial 1477 finished with value: 0.9959576452389323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:28:36,390] Trial 1478 finished with value: 0.9973337993516926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:28:40,556] Trial 1479 finished with value: 0.9972176045555762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:28:42,026] Trial 1480 finished with value: 0.9935508909711418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:28:45,060] Trial 1481 finished with value: 0.9972852158198604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:28:49,840] Trial 1482 finished with value: 0.9973865707004156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 106}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:28:53,312] Trial 1483 finished with value: 0.9971991323634565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:28:57,257] Trial 1484 finished with value: 0.9974482883304964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:29:00,797] Trial 1485 finished with value: 0.9972688797158652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:29:02,840] Trial 1486 finished with value: 0.997544564542836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:29:06,092] Trial 1487 finished with value: 0.9974428672102592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:29:07,611] Trial 1488 finished with value: 0.9971401626648803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 2, 'rf_n_estimators': 109}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:29:12,232] Trial 1489 finished with value: 0.9859750846401879 and parameters: {'classifier': 'SVC', 'svc_c': 0.3150010326610966, 'svc_kernel': 'rbf'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:29:14,736] Trial 1490 finished with value: 0.9974454714325188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 96}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:29:25,215] Trial 1491 finished with value: 0.9965749830539506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 38, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:29:29,049] Trial 1492 finished with value: 0.9973842039411798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:29:33,446] Trial 1493 finished with value: 0.9969920383278082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:29:34,790] Trial 1494 finished with value: 0.9902312874857792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:29:45,584] Trial 1495 finished with value: 0.9972142687110735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 34, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:29:49,939] Trial 1496 finished with value: 0.9974161510966741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:29:50,483] Trial 1497 finished with value: 0.9935420285730734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 10}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:30:08,942] Trial 1498 finished with value: 0.9966092028975231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 63, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:30:13,583] Trial 1499 finished with value: 0.9972222284830535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 20, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:30:15,942] Trial 1500 finished with value: 0.9972077557750816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:30:18,924] Trial 1501 finished with value: 0.9972966707923763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:30:21,533] Trial 1502 finished with value: 0.9972309707214042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:30:23,972] Trial 1503 finished with value: 0.9973805898187044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:30:29,121] Trial 1504 finished with value: 0.997273992248428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:30:32,611] Trial 1505 finished with value: 0.9972377272775738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:30:40,360] Trial 1506 finished with value: 0.996988477651969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 27, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:30:41,332] Trial 1507 finished with value: 0.9945743065843198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:30:47,011] Trial 1508 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 1.7765528616821813e-06, 'svc_kernel': 'sigmoid'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:30:50,905] Trial 1509 finished with value: 0.9972942872755254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:30:53,484] Trial 1510 finished with value: 0.9971282091215761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:30:58,525] Trial 1511 finished with value: 0.9972719329977776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 17, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:31:00,236] Trial 1512 finished with value: 0.9972290885048016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:31:03,728] Trial 1513 finished with value: 0.9972478767747418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:31:08,808] Trial 1514 finished with value: 0.997418386143594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:31:12,980] Trial 1515 finished with value: 0.9970411475980776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 111}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:31:15,945] Trial 1516 finished with value: 0.9975505050856667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:31:18,602] Trial 1517 finished with value: 0.997335119077361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:31:22,583] Trial 1518 finished with value: 0.9974694461208703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:31:26,003] Trial 1519 finished with value: 0.9967405042710995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:31:29,437] Trial 1520 finished with value: 0.997551742197562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:31:33,507] Trial 1521 finished with value: 0.9976684552737076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:31:44,347] Trial 1522 finished with value: 0.997248095163283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 42, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:31:45,845] Trial 1523 finished with value: 0.9935368889998135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:31:49,957] Trial 1524 finished with value: 0.9974515976103704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:31:54,662] Trial 1525 finished with value: 0.997251211000611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:31:57,344] Trial 1526 finished with value: 0.9903959749480987 and parameters: {'classifier': 'SVC', 'svc_c': 6.361744562368393, 'svc_kernel': 'rbf'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:32:04,330] Trial 1527 finished with value: 0.9973634419225119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:32:06,731] Trial 1528 finished with value: 0.9965404541148971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:32:09,723] Trial 1529 finished with value: 0.9977648103864851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:32:12,599] Trial 1530 finished with value: 0.9970561822574391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:32:15,485] Trial 1531 finished with value: 0.9971983635761238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:32:19,040] Trial 1532 finished with value: 0.9975184929309379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:32:22,324] Trial 1533 finished with value: 0.9972094586090311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 105}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:32:26,276] Trial 1534 finished with value: 0.997304868344759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:32:37,880] Trial 1535 finished with value: 0.9961035220878247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 56, 'rf_n_estimators': 108}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:32:41,171] Trial 1536 finished with value: 0.9971640077038799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 110}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:32:43,880] Trial 1537 finished with value: 0.9974320416004484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:32:46,752] Trial 1538 finished with value: 0.9973193180744858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 103}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:32:50,180] Trial 1539 finished with value: 0.9972447717917782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 113}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:32:51,616] Trial 1540 finished with value: 0.9960534045359729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:32:57,164] Trial 1541 finished with value: 0.9971404572561374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 27, 'rf_n_estimators': 109}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:32:59,616] Trial 1542 finished with value: 0.9973193120442833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:33:02,851] Trial 1543 finished with value: 0.9973528374624405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:33:05,664] Trial 1544 finished with value: 0.9974766950589365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:33:07,895] Trial 1545 finished with value: 0.9975508940971985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:33:09,944] Trial 1546 finished with value: 0.9853614048411706 and parameters: {'classifier': 'SVC', 'svc_c': 0.004414418682444065, 'svc_kernel': 'sigmoid'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:33:12,242] Trial 1547 finished with value: 0.9977836428355925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:33:14,368] Trial 1548 finished with value: 0.9974304286165151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:33:16,690] Trial 1549 finished with value: 0.997555926174166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:33:19,033] Trial 1550 finished with value: 0.997489704681112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:33:21,193] Trial 1551 finished with value: 0.9972326713337001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:33:23,102] Trial 1552 finished with value: 0.9974414473514926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:33:25,263] Trial 1553 finished with value: 0.9972386892852872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:33:27,638] Trial 1554 finished with value: 0.9974791828982895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:33:29,373] Trial 1555 finished with value: 0.9975569607664738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:33:31,693] Trial 1556 finished with value: 0.9973495745833872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:33:39,240] Trial 1557 finished with value: 0.9963210910611443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 43, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:33:47,009] Trial 1558 finished with value: 0.9970647051551113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 29, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:33:53,747] Trial 1559 finished with value: 0.9973409296534609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:33:55,636] Trial 1560 finished with value: 0.996811039517061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:33:58,849] Trial 1561 finished with value: 0.9973467198220859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:34:14,681] Trial 1562 finished with value: 0.9966878044278821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 48, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:34:18,210] Trial 1563 finished with value: 0.997506594135524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:34:23,365] Trial 1564 finished with value: 0.9975631246172215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:34:28,097] Trial 1565 finished with value: 0.9973341182224491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:34:31,494] Trial 1566 finished with value: 0.9973394294025746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:38:53,822] Trial 1567 finished with value: 0.9896098030496739 and parameters: {'classifier': 'SVC', 'svc_c': 9117687278.863989, 'svc_kernel': 'rbf'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:39:02,822] Trial 1568 finished with value: 0.9968856932008476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 34, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:39:04,702] Trial 1569 finished with value: 0.9880095089789691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:39:08,165] Trial 1570 finished with value: 0.9968985175053814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:39:10,734] Trial 1571 finished with value: 0.9971148186445111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:39:14,909] Trial 1572 finished with value: 0.9974441279986336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:39:19,697] Trial 1573 finished with value: 0.9963325456845432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 24, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:39:22,543] Trial 1574 finished with value: 0.9974791552545721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:39:33,721] Trial 1575 finished with value: 0.9973385049725438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 35, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:39:40,418] Trial 1576 finished with value: 0.9965135978784506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 21, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:39:44,557] Trial 1577 finished with value: 0.9976488140475043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:39:48,864] Trial 1578 finished with value: 0.9975321713977755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:39:50,335] Trial 1579 finished with value: 0.9972818248148747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:39:53,774] Trial 1580 finished with value: 0.9974671364581299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:39:56,762] Trial 1581 finished with value: 0.9975286274478136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:40:01,633] Trial 1582 finished with value: 0.9972321478486541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:40:05,518] Trial 1583 finished with value: 0.9975600927901346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:40:05,950] Trial 1584 finished with value: 0.991823453986187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 6}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:40:09,253] Trial 1585 finished with value: 0.9973591045883392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:40:14,953] Trial 1586 finished with value: 0.9852217873741272 and parameters: {'classifier': 'SVC', 'svc_c': 0.0005623123561187525, 'svc_kernel': 'sigmoid'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:40:19,759] Trial 1587 finished with value: 0.9969691858601268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:40:21,581] Trial 1588 finished with value: 0.9966814664629741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:40:40,445] Trial 1589 finished with value: 0.9964256520416361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 73, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:40:41,779] Trial 1590 finished with value: 0.9966135461032088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:40:45,030] Trial 1591 finished with value: 0.9972822424857369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:40:48,105] Trial 1592 finished with value: 0.9974841607986488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:40:53,205] Trial 1593 finished with value: 0.9973244394936627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:40:55,475] Trial 1594 finished with value: 0.9954418819942644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:40:59,331] Trial 1595 finished with value: 0.9974595387521986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:41:00,694] Trial 1596 finished with value: 0.9969055393904576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 114}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:41:04,388] Trial 1597 finished with value: 0.9975957132275638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:41:13,352] Trial 1598 finished with value: 0.996837527244664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 40, 'rf_n_estimators': 104}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:41:15,839] Trial 1599 finished with value: 0.9972815149894219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:41:19,566] Trial 1600 finished with value: 0.9973402489705592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:41:21,428] Trial 1601 finished with value: 0.9969649713833939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:41:23,305] Trial 1602 finished with value: 0.9972235801687946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:41:25,764] Trial 1603 finished with value: 0.9928152895562463 and parameters: {'classifier': 'SVC', 'svc_c': 71.71526304761805, 'svc_kernel': 'rbf'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:41:40,406] Trial 1604 finished with value: 0.9963093348324107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 54, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:41:42,631] Trial 1605 finished with value: 0.9973881175425499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 85}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:41:47,791] Trial 1606 finished with value: 0.9976117003732664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:41:52,077] Trial 1607 finished with value: 0.9972718439412093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:41:55,150] Trial 1608 finished with value: 0.9975808939733802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:42:05,254] Trial 1609 finished with value: 0.9970548303495326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 29, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:42:09,036] Trial 1610 finished with value: 0.9969392400336018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:42:12,723] Trial 1611 finished with value: 0.997713141549192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:42:16,207] Trial 1612 finished with value: 0.9972873406410275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:42:19,703] Trial 1613 finished with value: 0.9972906627430164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:42:22,617] Trial 1614 finished with value: 0.9972635276890527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:42:25,323] Trial 1615 finished with value: 0.997609300511393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:42:29,161] Trial 1616 finished with value: 0.9973745077565441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:42:30,273] Trial 1617 finished with value: 0.9928961250226983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:42:31,684] Trial 1618 finished with value: 0.9971132335581984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:42:35,414] Trial 1619 finished with value: 0.9974495531813227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:42:48,482] Trial 1620 finished with value: 0.9970947036030869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 51, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:42:54,613] Trial 1621 finished with value: 0.9969907663676905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 26, 'rf_n_estimators': 114}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:42:55,987] Trial 1622 finished with value: 0.99164430876445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 15, 'rf_n_estimators': 107}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:42:58,586] Trial 1623 finished with value: 0.9974815954553259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:43:03,520] Trial 1624 finished with value: 0.9853909032584144 and parameters: {'classifier': 'SVC', 'svc_c': 0.07309749565653084, 'svc_kernel': 'sigmoid'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:43:07,721] Trial 1625 finished with value: 0.997080352673466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:43:11,134] Trial 1626 finished with value: 0.9974077021165885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:43:12,688] Trial 1627 finished with value: 0.9955489521737212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:43:17,592] Trial 1628 finished with value: 0.9973165000339436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:43:20,693] Trial 1629 finished with value: 0.9973868435194682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:43:23,470] Trial 1630 finished with value: 0.9960940461960052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 17, 'rf_n_estimators': 110}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:43:26,512] Trial 1631 finished with value: 0.997000640221132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:43:28,074] Trial 1632 finished with value: 0.9971230386673322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 3, 'rf_n_estimators': 101}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:43:30,254] Trial 1633 finished with value: 0.9974002068288845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:43:36,391] Trial 1634 finished with value: 0.9973584066717538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 25, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:43:38,949] Trial 1635 finished with value: 0.9974012281230089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:43:42,453] Trial 1636 finished with value: 0.9973131441628214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:43:47,155] Trial 1637 finished with value: 0.9974834185442067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:43:49,748] Trial 1638 finished with value: 0.9975040498661717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:43:53,355] Trial 1639 finished with value: 0.9976687834754087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:43:59,030] Trial 1640 finished with value: 0.9968827358943675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 21, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:44:49,339] Trial 1641 finished with value: 0.9897249523039046 and parameters: {'classifier': 'SVC', 'svc_c': 23163083.75824261, 'svc_kernel': 'rbf'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:44:54,395] Trial 1642 finished with value: 0.9974954815198159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:44:55,630] Trial 1643 finished with value: 0.9970405366116211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:45:12,848] Trial 1644 finished with value: 0.9961113018423936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 60, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:45:15,935] Trial 1645 finished with value: 0.9975114496545121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:45:19,491] Trial 1646 finished with value: 0.9973500277689679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:45:22,849] Trial 1647 finished with value: 0.9974535663445087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:45:26,866] Trial 1648 finished with value: 0.997469496298502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:45:29,429] Trial 1649 finished with value: 0.9972950720270254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:45:32,439] Trial 1650 finished with value: 0.9975637712453483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:45:37,341] Trial 1651 finished with value: 0.9970718802390669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 22, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:45:40,831] Trial 1652 finished with value: 0.99754826892792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:45:48,281] Trial 1653 finished with value: 0.9965488134671321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 30, 'rf_n_estimators': 107}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:45:52,212] Trial 1654 finished with value: 0.9974190723488915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:45:58,067] Trial 1655 finished with value: 0.9957348565541363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 35, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:46:03,100] Trial 1656 finished with value: 0.9973266039237384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:46:06,354] Trial 1657 finished with value: 0.9966601159917636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 15, 'rf_n_estimators': 110}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:46:08,217] Trial 1658 finished with value: 0.9972847750755395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:46:11,511] Trial 1659 finished with value: 0.997479128880371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:46:14,822] Trial 1660 finished with value: 0.9866282509028808 and parameters: {'classifier': 'SVC', 'svc_c': 1.3103094134435533, 'svc_kernel': 'sigmoid'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:46:18,702] Trial 1661 finished with value: 0.9974485593722262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:46:21,661] Trial 1662 finished with value: 0.9973880481634843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:46:36,651] Trial 1663 finished with value: 0.9961659191312907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 68, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:46:39,438] Trial 1664 finished with value: 0.99743893342358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:46:42,319] Trial 1665 finished with value: 0.9974917494910146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:46:45,980] Trial 1666 finished with value: 0.9973919990568957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:46:57,595] Trial 1667 finished with value: 0.9968368872814977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 44, 'rf_n_estimators': 114}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:47:02,593] Trial 1668 finished with value: 0.9974061001457089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:47:06,765] Trial 1669 finished with value: 0.9972024186333477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:47:10,012] Trial 1670 finished with value: 0.9973367289827175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:47:13,759] Trial 1671 finished with value: 0.9975701635772919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:47:17,295] Trial 1672 finished with value: 0.9972839104397262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:47:20,446] Trial 1673 finished with value: 0.9970731320456133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:47:23,026] Trial 1674 finished with value: 0.9975547400016122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:47:28,073] Trial 1675 finished with value: 0.9973515917495722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:47:36,152] Trial 1676 finished with value: 0.9970958335360688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 31, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:47:38,833] Trial 1677 finished with value: 0.997341887947839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:47:42,187] Trial 1678 finished with value: 0.9972439172168815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:48:06,902] Trial 1679 finished with value: 0.9908408482439507 and parameters: {'classifier': 'SVC', 'svc_c': 7006822.004466935, 'svc_kernel': 'rbf'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:48:10,559] Trial 1680 finished with value: 0.9974087074148077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:48:19,655] Trial 1681 finished with value: 0.9966526460309098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 36, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:48:22,940] Trial 1682 finished with value: 0.9971918027158916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 15, 'rf_n_estimators': 80}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:48:26,162] Trial 1683 finished with value: 0.9975487711803058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:48:30,184] Trial 1684 finished with value: 0.996975285124233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:48:33,144] Trial 1685 finished with value: 0.997180708190791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:48:36,875] Trial 1686 finished with value: 0.9973120914799064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:48:55,207] Trial 1687 finished with value: 0.9966635692982618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 63, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:49:03,943] Trial 1688 finished with value: 0.9966158114280925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 32, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:49:07,248] Trial 1689 finished with value: 0.9974553656934347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 93}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:49:10,237] Trial 1690 finished with value: 0.9975080151051173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:49:16,883] Trial 1691 finished with value: 0.9970326494242355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 23, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:49:20,173] Trial 1692 finished with value: 0.9969108865296322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:49:25,637] Trial 1693 finished with value: 0.9973366167574768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:49:29,894] Trial 1694 finished with value: 0.9975148802684064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 111}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:49:33,643] Trial 1695 finished with value: 0.9966312397327203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:49:36,105] Trial 1696 finished with value: 0.9962699096863719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:49:38,898] Trial 1697 finished with value: 0.9970179512501689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:49:42,649] Trial 1698 finished with value: 0.9974822550007811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:49:45,396] Trial 1699 finished with value: 0.9909669161635369 and parameters: {'classifier': 'SVC', 'svc_c': 24.960257742832685, 'svc_kernel': 'sigmoid'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:49:47,953] Trial 1700 finished with value: 0.9972678130682708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:49:51,496] Trial 1701 finished with value: 0.9968656612810033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:49:53,154] Trial 1702 finished with value: 0.9969199616351565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:49:55,722] Trial 1703 finished with value: 0.9976406336018536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:49:58,754] Trial 1704 finished with value: 0.9975349679834921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:50:09,690] Trial 1705 finished with value: 0.9968873037727001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 41, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:50:13,076] Trial 1706 finished with value: 0.9975288147649435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:50:19,173] Trial 1707 finished with value: 0.9973858382212492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 20, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:50:24,022] Trial 1708 finished with value: 0.996423833173897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:50:26,598] Trial 1709 finished with value: 0.9968426355560851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:50:36,259] Trial 1710 finished with value: 0.9967301825640457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 39, 'rf_n_estimators': 97}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:50:36,908] Trial 1711 finished with value: 0.9894776027633441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 3, 'rf_n_estimators': 70}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:50:52,952] Trial 1712 finished with value: 0.99617007041785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 62, 'rf_n_estimators': 112}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:50:56,702] Trial 1713 finished with value: 0.9972537888169315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:50:59,908] Trial 1714 finished with value: 0.9976165875032104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:51:04,818] Trial 1715 finished with value: 0.9965606034332612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:51:08,987] Trial 1716 finished with value: 0.9952231599827668 and parameters: {'classifier': 'SVC', 'svc_c': 221956.29183049302, 'svc_kernel': 'rbf'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:51:11,132] Trial 1717 finished with value: 0.9955809946064139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:51:13,179] Trial 1718 finished with value: 0.9974800293482818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:51:15,887] Trial 1719 finished with value: 0.9971435072373076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:51:19,600] Trial 1720 finished with value: 0.9972008346578617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:51:24,600] Trial 1721 finished with value: 0.9974136116197458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:51:25,562] Trial 1722 finished with value: 0.9852948914545817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 1, 'rf_n_estimators': 114}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:51:26,987] Trial 1723 finished with value: 0.9970444448492847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 111}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:51:29,916] Trial 1724 finished with value: 0.9973726320779507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:51:33,163] Trial 1725 finished with value: 0.9974283439120629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:51:37,814] Trial 1726 finished with value: 0.997357148485888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:51:41,681] Trial 1727 finished with value: 0.997505514062795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:51:44,283] Trial 1728 finished with value: 0.9975539531554102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:51:46,799] Trial 1729 finished with value: 0.9973922663535523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:51:49,156] Trial 1730 finished with value: 0.997066977621024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:51:50,759] Trial 1731 finished with value: 0.9974650347104214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 87}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:51:53,912] Trial 1732 finished with value: 0.9971434242426794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:51:58,088] Trial 1733 finished with value: 0.9971091207697208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:52:00,466] Trial 1734 finished with value: 0.9975581988305061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:52:02,315] Trial 1735 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 1.101923834156224e-05, 'svc_kernel': 'sigmoid'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:52:05,362] Trial 1736 finished with value: 0.9973633206519675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:52:09,288] Trial 1737 finished with value: 0.9971615856254713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:52:11,643] Trial 1738 finished with value: 0.9972806464498462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:52:13,594] Trial 1739 finished with value: 0.9975296824793336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:52:24,593] Trial 1740 finished with value: 0.99718009863254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 49, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:52:29,666] Trial 1741 finished with value: 0.9973763135482656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:52:35,120] Trial 1742 finished with value: 0.994898760768571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 54, 'rf_n_estimators': 114}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:52:44,774] Trial 1743 finished with value: 0.996645070065445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 50, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:52:47,475] Trial 1744 finished with value: 0.9974517017741826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:52:49,731] Trial 1745 finished with value: 0.9973869336551254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:52:52,909] Trial 1746 finished with value: 0.99752455585514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:52:55,472] Trial 1747 finished with value: 0.9976496289500164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:52:59,498] Trial 1748 finished with value: 0.9968283106832864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:53:15,374] Trial 1749 finished with value: 0.9966724801918527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 59, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:53:16,854] Trial 1750 finished with value: 0.9939150020833702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:53:23,445] Trial 1751 finished with value: 0.9972040484383721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 24, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:53:26,471] Trial 1752 finished with value: 0.9971644804082738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:53:30,364] Trial 1753 finished with value: 0.9974033223488333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:53:36,188] Trial 1754 finished with value: 0.9850834751602665 and parameters: {'classifier': 'SVC', 'svc_c': 0.00030412110554142887, 'svc_kernel': 'rbf'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:53:40,760] Trial 1755 finished with value: 0.9972279806296654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:53:54,762] Trial 1756 finished with value: 0.9964893032719916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 49, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:53:58,554] Trial 1757 finished with value: 0.9977008818620322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:54:01,942] Trial 1758 finished with value: 0.9975071564360306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:54:15,528] Trial 1759 finished with value: 0.9968864896001599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 47, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:54:18,938] Trial 1760 finished with value: 0.9975076556733152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:54:22,022] Trial 1761 finished with value: 0.9973873331401668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:54:25,538] Trial 1762 finished with value: 0.9974269636939428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:54:28,979] Trial 1763 finished with value: 0.9971859677968168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:54:31,466] Trial 1764 finished with value: 0.9976309307839956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:54:34,559] Trial 1765 finished with value: 0.9974211255058636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:54:37,630] Trial 1766 finished with value: 0.9970535385849607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:54:40,942] Trial 1767 finished with value: 0.9969450217599437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:54:44,000] Trial 1768 finished with value: 0.9967786764997651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:54:46,416] Trial 1769 finished with value: 0.997545467327614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:54:50,568] Trial 1770 finished with value: 0.9970773684849784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:54:53,040] Trial 1771 finished with value: 0.9975352222358689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:54:55,359] Trial 1772 finished with value: 0.9921200901801815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 26, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:54:57,792] Trial 1773 finished with value: 0.9926436541264371 and parameters: {'classifier': 'SVC', 'svc_c': 312.66400540949473, 'svc_kernel': 'sigmoid'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:55:01,475] Trial 1774 finished with value: 0.9974285312926684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:55:04,648] Trial 1775 finished with value: 0.9971681678453154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:55:08,345] Trial 1776 finished with value: 0.9974550660241125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:55:11,698] Trial 1777 finished with value: 0.9975024769989532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:55:15,058] Trial 1778 finished with value: 0.9977853631253911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:55:17,339] Trial 1779 finished with value: 0.9974088958110263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:55:21,135] Trial 1780 finished with value: 0.9973384275955253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:55:22,430] Trial 1781 finished with value: 0.9970718784617442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:55:25,904] Trial 1782 finished with value: 0.9975989547470053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:55:28,838] Trial 1783 finished with value: 0.9975185700540531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:55:31,949] Trial 1784 finished with value: 0.9975634138765103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:55:35,583] Trial 1785 finished with value: 0.9972709019283776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:55:39,326] Trial 1786 finished with value: 0.9974411553310061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:55:42,673] Trial 1787 finished with value: 0.9973772812370645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:55:44,859] Trial 1788 finished with value: 0.9968669409851704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:55:46,958] Trial 1789 finished with value: 0.9976195206888807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:55:48,857] Trial 1790 finished with value: 0.9972858452777792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:55:52,023] Trial 1791 finished with value: 0.9973687799211693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:55:56,002] Trial 1792 finished with value: 0.9971608313741003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:56:01,313] Trial 1793 finished with value: 0.9853351851401962 and parameters: {'classifier': 'SVC', 'svc_c': 0.0021059269949810075, 'svc_kernel': 'rbf'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:56:04,447] Trial 1794 finished with value: 0.9974658577061001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:56:08,221] Trial 1795 finished with value: 0.997236538724677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:56:24,837] Trial 1796 finished with value: 0.996719185061728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 59, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:56:28,833] Trial 1797 finished with value: 0.9973164431278754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:56:31,626] Trial 1798 finished with value: 0.9973963846009499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:56:34,732] Trial 1799 finished with value: 0.9968843289786329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:56:38,132] Trial 1800 finished with value: 0.9976108507812214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:56:41,759] Trial 1801 finished with value: 0.9973510131675191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:56:44,483] Trial 1802 finished with value: 0.9975738191494744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:56:50,510] Trial 1803 finished with value: 0.9969926300176172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 20, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:56:54,021] Trial 1804 finished with value: 0.9976528017568883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:56:56,868] Trial 1805 finished with value: 0.9976421569579363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:56:59,246] Trial 1806 finished with value: 0.9966841941139556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:57:03,313] Trial 1807 finished with value: 0.9974876544757653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:57:05,760] Trial 1808 finished with value: 0.9974782890636013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:57:09,994] Trial 1809 finished with value: 0.9970344137027739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:57:14,302] Trial 1810 finished with value: 0.9972520329489387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:57:19,415] Trial 1811 finished with value: 0.9852053993786534 and parameters: {'classifier': 'SVC', 'svc_c': 0.00016542115338253854, 'svc_kernel': 'sigmoid'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:57:23,095] Trial 1812 finished with value: 0.9975088951972916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:57:33,849] Trial 1813 finished with value: 0.9971317128596091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 39, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:57:46,108] Trial 1814 finished with value: 0.9960751483985462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 46, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:57:49,094] Trial 1815 finished with value: 0.9971707295705169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:57:53,401] Trial 1816 finished with value: 0.9971750514165908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 114}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:57:57,353] Trial 1817 finished with value: 0.9975751729616554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:58:00,815] Trial 1818 finished with value: 0.9974812642067855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:58:04,521] Trial 1819 finished with value: 0.9977588142388406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:58:07,778] Trial 1820 finished with value: 0.9975111142800439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:58:11,684] Trial 1821 finished with value: 0.9973201762357659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:58:15,858] Trial 1822 finished with value: 0.9973618552175658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:58:17,537] Trial 1823 finished with value: 0.994061619726761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:58:24,370] Trial 1824 finished with value: 0.9972059389385685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 26, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:58:27,781] Trial 1825 finished with value: 0.997262137029161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:58:29,664] Trial 1826 finished with value: 0.9952727105051636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:58:32,312] Trial 1827 finished with value: 0.997399016784306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:58:35,245] Trial 1828 finished with value: 0.9976584748443728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:58:37,701] Trial 1829 finished with value: 0.9971776861707173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:58:40,434] Trial 1830 finished with value: 0.9975426999090343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:58:45,703] Trial 1831 finished with value: 0.9853843470319165 and parameters: {'classifier': 'SVC', 'svc_c': 0.013459287839493397, 'svc_kernel': 'rbf'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:58:49,337] Trial 1832 finished with value: 0.9969432183485653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:58:54,175] Trial 1833 finished with value: 0.9970664599440154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 18, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:58:57,257] Trial 1834 finished with value: 0.9976988849128943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:59:01,094] Trial 1835 finished with value: 0.99744853610834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:59:03,090] Trial 1836 finished with value: 0.9975045390425396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 78}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:59:07,937] Trial 1837 finished with value: 0.9973767344881325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 113}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:59:17,069] Trial 1838 finished with value: 0.9969433003275804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 30, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:59:27,144] Trial 1839 finished with value: 0.9969496560657166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 39, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:59:29,414] Trial 1840 finished with value: 0.9960345965250542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:59:32,858] Trial 1841 finished with value: 0.9975490012166591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:59:36,144] Trial 1842 finished with value: 0.9969478820119027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:59:38,014] Trial 1843 finished with value: 0.9973212052422018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:59:41,814] Trial 1844 finished with value: 0.9974507188194505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:59:45,340] Trial 1845 finished with value: 0.9975154203523777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 16:59:51,233] Trial 1846 finished with value: 0.9975050716363647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:00:07,307] Trial 1847 finished with value: 0.9961519949813117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 73, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:00:17,039] Trial 1848 finished with value: 0.995441087086634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 58, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:00:21,226] Trial 1849 finished with value: 0.9975305381650569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:00:25,857] Trial 1850 finished with value: 0.9852040884126473 and parameters: {'classifier': 'SVC', 'svc_c': 3.554210855733102e-08, 'svc_kernel': 'sigmoid'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:00:28,245] Trial 1851 finished with value: 0.9976589725582378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:00:29,739] Trial 1852 finished with value: 0.9968195669215162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:00:33,962] Trial 1853 finished with value: 0.9972844572521339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:00:40,335] Trial 1854 finished with value: 0.9970120357168092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 29, 'rf_n_estimators': 91}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:00:44,712] Trial 1855 finished with value: 0.9971946158370582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:00:46,427] Trial 1856 finished with value: 0.9916245134189677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 19, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:00:48,983] Trial 1857 finished with value: 0.9976835418562858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:00:54,896] Trial 1858 finished with value: 0.9972835715740881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 24, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:00:58,683] Trial 1859 finished with value: 0.9971057384291838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:01:04,130] Trial 1860 finished with value: 0.9967368316239228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:01:08,146] Trial 1861 finished with value: 0.9973986650965533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:01:12,643] Trial 1862 finished with value: 0.9972986340675946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:01:16,330] Trial 1863 finished with value: 0.9973518919584391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:01:18,056] Trial 1864 finished with value: 0.9973054640018063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:01:20,134] Trial 1865 finished with value: 0.9947052960060035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:01:23,414] Trial 1866 finished with value: 0.9970993441612278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:01:25,380] Trial 1867 finished with value: 0.9972085229437809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:01:36,141] Trial 1868 finished with value: 0.992642301710724 and parameters: {'classifier': 'SVC', 'svc_c': 2314911.3586260253, 'svc_kernel': 'rbf'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:01:39,957] Trial 1869 finished with value: 0.9974542200184509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:01:50,614] Trial 1870 finished with value: 0.9967980140259319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 44, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:01:53,457] Trial 1871 finished with value: 0.9975875125331282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:01:57,839] Trial 1872 finished with value: 0.9975714137334671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:02:02,379] Trial 1873 finished with value: 0.9973537836329379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:02:07,608] Trial 1874 finished with value: 0.9966804312359082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:02:10,009] Trial 1875 finished with value: 0.9974765668695283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:02:13,798] Trial 1876 finished with value: 0.9961001054068719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 22, 'rf_n_estimators': 112}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:02:16,176] Trial 1877 finished with value: 0.9974626527487279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:02:19,426] Trial 1878 finished with value: 0.9973925234940788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:02:21,018] Trial 1879 finished with value: 0.9969562171481141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:02:23,295] Trial 1880 finished with value: 0.9957108651716456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:02:43,727] Trial 1881 finished with value: 0.9960155593981818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 64, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:02:47,185] Trial 1882 finished with value: 0.9976611944021881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:02:56,281] Trial 1883 finished with value: 0.9969680491352331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 32, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:02:59,914] Trial 1884 finished with value: 0.9974818738285123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:03:03,282] Trial 1885 finished with value: 0.9975766283034023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:03:08,009] Trial 1886 finished with value: 0.9973851598869526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:03:12,688] Trial 1887 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 4.470978548695994e-05, 'svc_kernel': 'sigmoid'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:03:15,663] Trial 1888 finished with value: 0.9974561345442433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:03:19,016] Trial 1889 finished with value: 0.9975334583699232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:03:20,130] Trial 1890 finished with value: 0.9953952269529039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 2, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:03:22,439] Trial 1891 finished with value: 0.9962104967996558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:03:25,216] Trial 1892 finished with value: 0.9977262205186951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:03:27,761] Trial 1893 finished with value: 0.9974227293810176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:03:30,322] Trial 1894 finished with value: 0.997347301927047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:03:32,870] Trial 1895 finished with value: 0.9975101467181968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:03:35,568] Trial 1896 finished with value: 0.9974568404587812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:03:54,983] Trial 1897 finished with value: 0.9960936316354577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 73, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:03:57,682] Trial 1898 finished with value: 0.9974285804864252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:04:00,893] Trial 1899 finished with value: 0.9974968240967779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:04:03,104] Trial 1900 finished with value: 0.9975702172778314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:04:05,473] Trial 1901 finished with value: 0.9972733077887156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:04:08,045] Trial 1902 finished with value: 0.9974253761003352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:04:11,022] Trial 1903 finished with value: 0.997533995914862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:04:13,430] Trial 1904 finished with value: 0.9973106929807516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:04:15,814] Trial 1905 finished with value: 0.9973412880379119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:04:19,848] Trial 1906 finished with value: 0.9857679555658896 and parameters: {'classifier': 'SVC', 'svc_c': 0.23699362198677087, 'svc_kernel': 'rbf'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:04:22,875] Trial 1907 finished with value: 0.9974555294292994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:04:24,676] Trial 1908 finished with value: 0.9974336324313225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:04:27,478] Trial 1909 finished with value: 0.9977594827978615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:04:29,953] Trial 1910 finished with value: 0.9975351039804257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:04:34,152] Trial 1911 finished with value: 0.9974950971737565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:04:37,038] Trial 1912 finished with value: 0.9972327382689469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:04:39,370] Trial 1913 finished with value: 0.9969665691966076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:04:42,066] Trial 1914 finished with value: 0.9974843536064366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:04:44,545] Trial 1915 finished with value: 0.9974554237738055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:04:46,971] Trial 1916 finished with value: 0.997412022724884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:04:49,267] Trial 1917 finished with value: 0.9973320457053534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:04:51,795] Trial 1918 finished with value: 0.9971215422884708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:04:54,712] Trial 1919 finished with value: 0.9974111979518826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:04:57,767] Trial 1920 finished with value: 0.9975561963272345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:04:59,213] Trial 1921 finished with value: 0.9972409122400642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 74}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:04:59,626] Trial 1922 finished with value: 0.9825187014058265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 2}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:05:01,835] Trial 1923 finished with value: 0.9955785528505027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:05:04,375] Trial 1924 finished with value: 0.9975233388333401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:05:06,468] Trial 1925 finished with value: 0.9973411819698251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:05:09,721] Trial 1926 finished with value: 0.9883257283187966 and parameters: {'classifier': 'SVC', 'svc_c': 37391.51837851219, 'svc_kernel': 'sigmoid'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:05:12,578] Trial 1927 finished with value: 0.9974565441219392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:05:14,897] Trial 1928 finished with value: 0.9974382880014936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:05:17,565] Trial 1929 finished with value: 0.9974322645909863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:05:20,181] Trial 1930 finished with value: 0.9976395265519032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:05:23,021] Trial 1931 finished with value: 0.9973667495202769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:05:28,553] Trial 1932 finished with value: 0.9973196291694548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:05:32,028] Trial 1933 finished with value: 0.9973160866476988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:05:35,077] Trial 1934 finished with value: 0.9974553685181086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:05:38,372] Trial 1935 finished with value: 0.9975775829796593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:05:43,902] Trial 1936 finished with value: 0.9972801018590918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 20, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:05:46,339] Trial 1937 finished with value: 0.9973595973510904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:05:48,637] Trial 1938 finished with value: 0.9971818871271018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:05:51,638] Trial 1939 finished with value: 0.9974490585777729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:05:54,539] Trial 1940 finished with value: 0.9974658493907684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:05:56,632] Trial 1941 finished with value: 0.9973629569672857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:05:58,048] Trial 1942 finished with value: 0.9963939227351388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:06:03,246] Trial 1943 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 3.9445623483926195e-09, 'svc_kernel': 'rbf'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:06:08,379] Trial 1944 finished with value: 0.9971140787386741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 18, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:06:09,650] Trial 1945 finished with value: 0.9956425168579361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 3, 'rf_n_estimators': 111}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:06:28,086] Trial 1946 finished with value: 0.9966176883444643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 68, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:06:30,054] Trial 1947 finished with value: 0.9969824744902468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:06:32,153] Trial 1948 finished with value: 0.9963185108010046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:06:33,736] Trial 1949 finished with value: 0.9936530913495519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:06:35,824] Trial 1950 finished with value: 0.9975972835557497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 83}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:06:47,267] Trial 1951 finished with value: 0.9969400766448427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 40, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:07:08,468] Trial 1952 finished with value: 0.9962885322209591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 73, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:07:11,261] Trial 1953 finished with value: 0.997441031140574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:07:15,541] Trial 1954 finished with value: 0.9968752663461063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 17, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:07:18,942] Trial 1955 finished with value: 0.9974114644233537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:07:21,709] Trial 1956 finished with value: 0.9971860131820245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:07:26,015] Trial 1957 finished with value: 0.9972945350533688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 112}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:07:33,106] Trial 1958 finished with value: 0.9973388491066745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 23, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:07:34,753] Trial 1959 finished with value: 0.9974947493897665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 99}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:07:48,509] Trial 1960 finished with value: 0.996454735041409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 54, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:07:50,374] Trial 1961 finished with value: 0.9954299030606343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:07:53,721] Trial 1962 finished with value: 0.9907489880757945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 45, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:07:58,318] Trial 1963 finished with value: 0.9860363651440688 and parameters: {'classifier': 'SVC', 'svc_c': 0.6476479024352071, 'svc_kernel': 'sigmoid'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:08:00,910] Trial 1964 finished with value: 0.9975348740075481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:08:03,589] Trial 1965 finished with value: 0.9973018043354337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:08:07,486] Trial 1966 finished with value: 0.9974510745379174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:08:17,038] Trial 1967 finished with value: 0.9969993008814367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 39, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:08:20,241] Trial 1968 finished with value: 0.9975360666228972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:08:25,896] Trial 1969 finished with value: 0.9972918682122179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:08:39,317] Trial 1970 finished with value: 0.9967760637717463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 48, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:08:43,623] Trial 1971 finished with value: 0.9973403729705637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:08:46,010] Trial 1972 finished with value: 0.9973090292796419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:08:49,731] Trial 1973 finished with value: 0.9973341125413636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:08:51,327] Trial 1974 finished with value: 0.9972089329023316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:08:55,241] Trial 1975 finished with value: 0.9972848538172879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:08:57,773] Trial 1976 finished with value: 0.99646642623917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:08:59,309] Trial 1977 finished with value: 0.9956824444467882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 25, 'rf_n_estimators': 20}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:09:01,927] Trial 1978 finished with value: 0.9973128839437181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:09:05,168] Trial 1979 finished with value: 0.9971662727113845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:09:08,061] Trial 1980 finished with value: 0.9974623347348951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:09:13,494] Trial 1981 finished with value: 0.9938519864680876 and parameters: {'classifier': 'SVC', 'svc_c': 728762.9503457871, 'svc_kernel': 'rbf'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:09:22,329] Trial 1982 finished with value: 0.9970831809336146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 33, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:09:26,790] Trial 1983 finished with value: 0.9968378261205385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 19, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:09:31,322] Trial 1984 finished with value: 0.9971236832959708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 109}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:09:32,584] Trial 1985 finished with value: 0.9891023315872359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:09:35,470] Trial 1986 finished with value: 0.9974427965934152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:09:43,589] Trial 1987 finished with value: 0.997070337332433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 27, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:09:49,501] Trial 1988 finished with value: 0.9973787471157967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 22, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:09:56,269] Trial 1989 finished with value: 0.9967155670037523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 28, 'rf_n_estimators': 113}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:09:58,873] Trial 1990 finished with value: 0.9976125612322685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:10:01,500] Trial 1991 finished with value: 0.997310161180374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:10:06,197] Trial 1992 finished with value: 0.9972303415173883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:10:09,394] Trial 1993 finished with value: 0.99762789438665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:10:13,749] Trial 1994 finished with value: 0.997158393045883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:10:17,530] Trial 1995 finished with value: 0.9973490953092464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:10:20,686] Trial 1996 finished with value: 0.9974013218767878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:10:21,847] Trial 1997 finished with value: 0.9971878999371478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:10:38,097] Trial 1998 finished with value: 0.9955595289900753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 61, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:10:40,176] Trial 1999 finished with value: 0.9973752787020547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:10:44,454] Trial 2000 finished with value: 0.986735501671031 and parameters: {'classifier': 'SVC', 'svc_c': 49804708.477253705, 'svc_kernel': 'sigmoid'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:10:47,006] Trial 2001 finished with value: 0.9974791424959332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:10:50,830] Trial 2002 finished with value: 0.9974115802984541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:10:55,043] Trial 2003 finished with value: 0.9973461155005898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:10:56,691] Trial 2004 finished with value: 0.9973706967320911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:10:59,219] Trial 2005 finished with value: 0.9975112510069493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:11:00,502] Trial 2006 finished with value: 0.9944593679111051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 2, 'rf_n_estimators': 114}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:11:03,782] Trial 2007 finished with value: 0.9973280626297036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:11:07,067] Trial 2008 finished with value: 0.9976142408658077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:11:10,440] Trial 2009 finished with value: 0.9969420539164782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:11:12,526] Trial 2010 finished with value: 0.9970450285411411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:11:14,654] Trial 2011 finished with value: 0.9973806750032481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:11:17,234] Trial 2012 finished with value: 0.997475267710024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:11:21,740] Trial 2013 finished with value: 0.9973679226802886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:11:30,403] Trial 2014 finished with value: 0.996982535173126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 38, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:11:33,589] Trial 2015 finished with value: 0.9975843262059078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:11:35,176] Trial 2016 finished with value: 0.9964913499861687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:11:49,659] Trial 2017 finished with value: 0.9963776632464523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 64, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:11:51,664] Trial 2018 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.8500724577836065e-07, 'svc_kernel': 'rbf'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:11:54,958] Trial 2019 finished with value: 0.9973934733144355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:11:57,330] Trial 2020 finished with value: 0.9967131925322047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:12:01,056] Trial 2021 finished with value: 0.9971574427494576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:12:03,050] Trial 2022 finished with value: 0.9972502843171887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:12:05,853] Trial 2023 finished with value: 0.9973810778842456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:12:11,564] Trial 2024 finished with value: 0.9973303106256899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 25, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:12:13,483] Trial 2025 finished with value: 0.9972902750962146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:12:16,035] Trial 2026 finished with value: 0.9974491259890884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:12:17,062] Trial 2027 finished with value: 0.9943754009922747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:12:19,283] Trial 2028 finished with value: 0.9975222527304085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:12:22,891] Trial 2029 finished with value: 0.9971620023441964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:12:24,892] Trial 2030 finished with value: 0.9974940975883609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:12:28,160] Trial 2031 finished with value: 0.9974870194637125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:12:30,851] Trial 2032 finished with value: 0.9975649694148311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:12:32,004] Trial 2033 finished with value: 0.9955327508606189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 17, 'rf_n_estimators': 27}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:12:35,216] Trial 2034 finished with value: 0.9974317592282858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:12:37,971] Trial 2035 finished with value: 0.9974599362060138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:12:40,167] Trial 2036 finished with value: 0.997538232735082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:12:41,606] Trial 2037 finished with value: 0.9867330436335733 and parameters: {'classifier': 'SVC', 'svc_c': 348210092.527116, 'svc_kernel': 'sigmoid'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:12:53,860] Trial 2038 finished with value: 0.9965543709016819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 44, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:12:56,363] Trial 2039 finished with value: 0.9973724647239646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:12:58,508] Trial 2040 finished with value: 0.9972478919454616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:13:04,589] Trial 2041 finished with value: 0.9972490056603727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:13:07,761] Trial 2042 finished with value: 0.9972939730385035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:13:10,100] Trial 2043 finished with value: 0.9974628476512177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:13:11,777] Trial 2044 finished with value: 0.9953398298636201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:13:15,770] Trial 2045 finished with value: 0.997336655414248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:13:20,046] Trial 2046 finished with value: 0.9969617745191881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 16, 'rf_n_estimators': 107}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:13:21,642] Trial 2047 finished with value: 0.9968080693249904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:13:25,102] Trial 2048 finished with value: 0.9970236890512468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:13:28,919] Trial 2049 finished with value: 0.9976077882635779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:13:34,821] Trial 2050 finished with value: 0.9976829636550875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:13:39,738] Trial 2051 finished with value: 0.9973738803298516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:13:42,226] Trial 2052 finished with value: 0.9974551987837795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:13:45,313] Trial 2053 finished with value: 0.9971247034475305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:13:58,626] Trial 2054 finished with value: 0.9969666354970963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 48, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:14:01,355] Trial 2055 finished with value: 0.9975667443573064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:14:06,683] Trial 2056 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 8.798579238039626e-07, 'svc_kernel': 'rbf'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:14:10,085] Trial 2057 finished with value: 0.9971404363725944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:14:15,106] Trial 2058 finished with value: 0.9966003422133017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 24, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:14:18,947] Trial 2059 finished with value: 0.9971698939748889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:14:26,586] Trial 2060 finished with value: 0.9940221170450143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 62, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:14:41,623] Trial 2061 finished with value: 0.9967291367999943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 50, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:14:46,185] Trial 2062 finished with value: 0.9973599730644391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:14:50,929] Trial 2063 finished with value: 0.9974259027909098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:14:54,922] Trial 2064 finished with value: 0.9974433827290903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:14:58,646] Trial 2065 finished with value: 0.9971548552848132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:15:01,740] Trial 2066 finished with value: 0.9971874068252795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:15:04,328] Trial 2067 finished with value: 0.9975127072373576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:15:06,747] Trial 2068 finished with value: 0.9975381693544808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 89}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:15:09,267] Trial 2069 finished with value: 0.9972971814870454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:15:13,634] Trial 2070 finished with value: 0.997400653603408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:15:18,508] Trial 2071 finished with value: 0.9972901579833359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:15:22,348] Trial 2072 finished with value: 0.9973533673585435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:15:26,041] Trial 2073 finished with value: 0.9974120527172067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:15:29,366] Trial 2074 finished with value: 0.9975573797068523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 95}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:15:32,555] Trial 2075 finished with value: 0.986732879739019 and parameters: {'classifier': 'SVC', 'svc_c': 848401726.3831389, 'svc_kernel': 'sigmoid'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:15:37,873] Trial 2076 finished with value: 0.9970906649543614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 16, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:15:39,058] Trial 2077 finished with value: 0.9969606328114428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:15:51,092] Trial 2078 finished with value: 0.9964079909752179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 44, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:15:53,293] Trial 2079 finished with value: 0.9975849635030899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:15:56,221] Trial 2080 finished with value: 0.997357649246592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:15:58,957] Trial 2081 finished with value: 0.9971799501308709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:16:02,302] Trial 2082 finished with value: 0.9973151060415716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:16:05,486] Trial 2083 finished with value: 0.9973124102871869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 64}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:16:08,213] Trial 2084 finished with value: 0.9973981153642578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:16:11,917] Trial 2085 finished with value: 0.9972751846098737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:16:13,084] Trial 2086 finished with value: 0.9972404144309858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 61}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:16:16,961] Trial 2087 finished with value: 0.9972976500655113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 14, 'rf_n_estimators': 108}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:16:25,939] Trial 2088 finished with value: 0.9971376702552689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 30, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:16:42,704] Trial 2089 finished with value: 0.9964771151220754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 58, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:16:46,843] Trial 2090 finished with value: 0.9971655687645967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:17:07,103] Trial 2091 finished with value: 0.9965973915400442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 64, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:17:08,352] Trial 2092 finished with value: 0.9898398346740711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:17:10,699] Trial 2093 finished with value: 0.9974759086888031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:17:23,372] Trial 2094 finished with value: 0.9968753126517136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 42, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:17:25,178] Trial 2095 finished with value: 0.9961313529001963 and parameters: {'classifier': 'SVC', 'svc_c': 11273.012632318303, 'svc_kernel': 'rbf'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:17:28,223] Trial 2096 finished with value: 0.9975139615511989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:17:32,664] Trial 2097 finished with value: 0.997054436101246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:17:37,657] Trial 2098 finished with value: 0.9972467791826877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:17:40,909] Trial 2099 finished with value: 0.9965598999625422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:17:47,945] Trial 2100 finished with value: 0.997138818913616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 21, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:17:51,573] Trial 2101 finished with value: 0.9970829273794717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:17:54,948] Trial 2102 finished with value: 0.9974098320792968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:18:13,739] Trial 2103 finished with value: 0.9963428023923625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 73, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:18:19,712] Trial 2104 finished with value: 0.9972863645099453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 22, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:18:23,183] Trial 2105 finished with value: 0.9973825760086918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:18:24,960] Trial 2106 finished with value: 0.9972022511841478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 76}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:18:28,426] Trial 2107 finished with value: 0.997347691541599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:18:29,328] Trial 2108 finished with value: 0.98852321519464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:18:32,239] Trial 2109 finished with value: 0.9975068285517086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:18:37,321] Trial 2110 finished with value: 0.9973589719873616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:18:44,692] Trial 2111 finished with value: 0.9970525086898632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 29, 'rf_n_estimators': 114}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:18:46,610] Trial 2112 finished with value: 0.9930629543494417 and parameters: {'classifier': 'SVC', 'svc_c': 1258.3714658515823, 'svc_kernel': 'sigmoid'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:18:51,621] Trial 2113 finished with value: 0.9976926356554374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:18:54,223] Trial 2114 finished with value: 0.9974604901594507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:18:57,497] Trial 2115 finished with value: 0.9975242926526732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:19:03,285] Trial 2116 finished with value: 0.9974344805634239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:19:05,801] Trial 2117 finished with value: 0.9974125215178379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:19:15,237] Trial 2118 finished with value: 0.9958854822191722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 56, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:19:17,660] Trial 2119 finished with value: 0.9975706604659712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:19:20,490] Trial 2120 finished with value: 0.997535528792317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:19:23,208] Trial 2121 finished with value: 0.9973743381174289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:19:27,279] Trial 2122 finished with value: 0.997443839342365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:19:29,221] Trial 2123 finished with value: 0.9972968426848832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 4, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:19:34,630] Trial 2124 finished with value: 0.9940063276582132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 54, 'rf_n_estimators': 102}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:19:36,627] Trial 2125 finished with value: 0.9973687311082676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:19:39,490] Trial 2126 finished with value: 0.9974942438049005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:19:43,829] Trial 2127 finished with value: 0.9974888734970532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:19:47,858] Trial 2128 finished with value: 0.9974558747059948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 106}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:19:50,031] Trial 2129 finished with value: 0.99642491880076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:19:53,421] Trial 2130 finished with value: 0.9974612329534372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:19:59,289] Trial 2131 finished with value: 0.9853856593309146 and parameters: {'classifier': 'SVC', 'svc_c': 0.044599098276243296, 'svc_kernel': 'rbf'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:20:03,205] Trial 2132 finished with value: 0.9973547551620237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:20:04,838] Trial 2133 finished with value: 0.9968394391679479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:20:18,518] Trial 2134 finished with value: 0.9969912492599526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 40, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:20:21,744] Trial 2135 finished with value: 0.9974837947653619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:20:24,428] Trial 2136 finished with value: 0.9974222534393572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:20:27,727] Trial 2137 finished with value: 0.9972052971980793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:20:28,413] Trial 2138 finished with value: 0.9960031663165969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 16}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:20:34,674] Trial 2139 finished with value: 0.9966737987432186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 19, 'rf_n_estimators': 112}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:20:35,912] Trial 2140 finished with value: 0.9889775485450959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:20:40,054] Trial 2141 finished with value: 0.9974457186073423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:20:43,715] Trial 2142 finished with value: 0.997226297695384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:20:46,900] Trial 2143 finished with value: 0.9973572779130745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:20:52,358] Trial 2144 finished with value: 0.9965417299470395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 23, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:20:56,836] Trial 2145 finished with value: 0.9973941705962627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:21:01,398] Trial 2146 finished with value: 0.9970624896587424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 17, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:21:13,555] Trial 2147 finished with value: 0.9967725473385501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 38, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:21:17,278] Trial 2148 finished with value: 0.9974218283418246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:21:21,156] Trial 2149 finished with value: 0.9974548780404865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:21:23,876] Trial 2150 finished with value: 0.9927396000423735 and parameters: {'classifier': 'SVC', 'svc_c': 3854.513724560083, 'svc_kernel': 'sigmoid'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:21:32,805] Trial 2151 finished with value: 0.9971085840817056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 36, 'rf_n_estimators': 114}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:21:34,319] Trial 2152 finished with value: 0.9938763324264808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:21:37,764] Trial 2153 finished with value: 0.9964017789145886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:21:41,083] Trial 2154 finished with value: 0.9974804925947791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:21:45,933] Trial 2155 finished with value: 0.9972883602213051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:21:50,038] Trial 2156 finished with value: 0.9971539759226108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:21:52,632] Trial 2157 finished with value: 0.9974905925808114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:21:55,595] Trial 2158 finished with value: 0.997430224890887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:21:59,970] Trial 2159 finished with value: 0.997543857295306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:22:03,008] Trial 2160 finished with value: 0.9974480159240366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 86}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:22:16,075] Trial 2161 finished with value: 0.9967943566446887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 51, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:22:22,299] Trial 2162 finished with value: 0.9972812682589293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 21, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:22:26,076] Trial 2163 finished with value: 0.9974707977748737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:22:28,798] Trial 2164 finished with value: 0.9972716230136353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:22:30,993] Trial 2165 finished with value: 0.9973425805007178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:22:34,246] Trial 2166 finished with value: 0.9973516790605558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:22:36,698] Trial 2167 finished with value: 0.9972262743045462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:22:39,957] Trial 2168 finished with value: 0.9974788878309636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:22:42,236] Trial 2169 finished with value: 0.9972844351308124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:22:44,616] Trial 2170 finished with value: 0.9913402374895618 and parameters: {'classifier': 'SVC', 'svc_c': 15.940380219214653, 'svc_kernel': 'rbf'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:22:46,005] Trial 2171 finished with value: 0.9969056619305182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 71}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:22:48,824] Trial 2172 finished with value: 0.9971326147557257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:22:50,452] Trial 2173 finished with value: 0.9964628725456706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 33}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:22:53,179] Trial 2174 finished with value: 0.9973984603870502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:22:56,848] Trial 2175 finished with value: 0.9971396609837768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:23:02,510] Trial 2176 finished with value: 0.997202003818897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:23:05,990] Trial 2177 finished with value: 0.9977232897768435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:23:09,123] Trial 2178 finished with value: 0.9977163073419862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:23:13,106] Trial 2179 finished with value: 0.997681494697778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:23:23,662] Trial 2180 finished with value: 0.9973448221173845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 32, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:23:33,706] Trial 2181 finished with value: 0.9970829287759396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 34, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:23:36,947] Trial 2182 finished with value: 0.9976039357576796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:23:37,598] Trial 2183 finished with value: 0.993876712043592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 11}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:23:40,859] Trial 2184 finished with value: 0.9972198823217195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:23:43,742] Trial 2185 finished with value: 0.9974890955989296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:23:47,121] Trial 2186 finished with value: 0.9971593934247265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:23:50,252] Trial 2187 finished with value: 0.9969935789175747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:23:52,909] Trial 2188 finished with value: 0.9972193713731471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:23:56,227] Trial 2189 finished with value: 0.9974913802521991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:23:59,637] Trial 2190 finished with value: 0.9973306353362211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:24:03,060] Trial 2191 finished with value: 0.9875232279017364 and parameters: {'classifier': 'SVC', 'svc_c': 69172.33923691788, 'svc_kernel': 'sigmoid'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:24:06,284] Trial 2192 finished with value: 0.9975752336127965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:24:09,090] Trial 2193 finished with value: 0.9970536992422482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:24:17,671] Trial 2194 finished with value: 0.9968897835506246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 29, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:24:20,652] Trial 2195 finished with value: 0.9971773752344378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:24:23,404] Trial 2196 finished with value: 0.9977379307909389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:24:26,028] Trial 2197 finished with value: 0.9970827415222855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:24:28,474] Trial 2198 finished with value: 0.9973727244987373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:24:30,439] Trial 2199 finished with value: 0.9974199136573426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:24:32,983] Trial 2200 finished with value: 0.9973733998814082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:24:35,455] Trial 2201 finished with value: 0.9974013079755841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:24:38,242] Trial 2202 finished with value: 0.9971445935941423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:24:46,170] Trial 2203 finished with value: 0.9971871436862888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 25, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:25:02,586] Trial 2204 finished with value: 0.996951598044799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 51, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:25:05,404] Trial 2205 finished with value: 0.997437365507475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:25:07,781] Trial 2206 finished with value: 0.99717675364752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:25:10,279] Trial 2207 finished with value: 0.9971079498313626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:25:13,454] Trial 2208 finished with value: 0.9974009035711672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:25:16,182] Trial 2209 finished with value: 0.9935412903810836 and parameters: {'classifier': 'SVC', 'svc_c': 189.2719089537314, 'svc_kernel': 'rbf'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:25:18,414] Trial 2210 finished with value: 0.9970012851671498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:25:20,809] Trial 2211 finished with value: 0.9972247775448299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:25:24,281] Trial 2212 finished with value: 0.9974302364752233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:25:30,619] Trial 2213 finished with value: 0.9971988376452477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:25:39,887] Trial 2214 finished with value: 0.9970771721542827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 28, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:25:41,314] Trial 2215 finished with value: 0.9969811354679305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:25:42,882] Trial 2216 finished with value: 0.9973442041168504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:25:45,458] Trial 2217 finished with value: 0.9974925332269016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:25:46,990] Trial 2218 finished with value: 0.9969752150469331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:25:49,138] Trial 2219 finished with value: 0.9973212406617066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:25:52,062] Trial 2220 finished with value: 0.996935774222368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:25:54,897] Trial 2221 finished with value: 0.9973857900113675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:25:57,547] Trial 2222 finished with value: 0.9973840045319071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:26:17,208] Trial 2223 finished with value: 0.99609833481249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 65, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:26:37,977] Trial 2224 finished with value: 0.9959103321120603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 73, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:26:43,307] Trial 2225 finished with value: 0.9974195878677223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:26:44,519] Trial 2226 finished with value: 0.9948885673461393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:26:48,199] Trial 2227 finished with value: 0.987594426501702 and parameters: {'classifier': 'SVC', 'svc_c': 2.5957291347693774, 'svc_kernel': 'sigmoid'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:26:51,864] Trial 2228 finished with value: 0.9973822958264447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:26:59,187] Trial 2229 finished with value: 0.9967368301322411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 20, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:27:04,177] Trial 2230 finished with value: 0.9974952399626021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:27:06,738] Trial 2231 finished with value: 0.9966636108114448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:27:08,665] Trial 2232 finished with value: 0.9970206174565618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:27:14,172] Trial 2233 finished with value: 0.9968678405644197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 24, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:27:17,001] Trial 2234 finished with value: 0.9971418562630988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:27:26,478] Trial 2235 finished with value: 0.9963861172093892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 53, 'rf_n_estimators': 68}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:27:29,805] Trial 2236 finished with value: 0.9972519876272067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:27:36,532] Trial 2237 finished with value: 0.9971574704249129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 27, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:27:39,099] Trial 2238 finished with value: 0.9973748682991732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:27:40,269] Trial 2239 finished with value: 0.9896173920594187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:27:43,518] Trial 2240 finished with value: 0.9973353393384389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:27:47,226] Trial 2241 finished with value: 0.9973935239046602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:27:52,042] Trial 2242 finished with value: 0.9973605879229205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:27:56,976] Trial 2243 finished with value: 0.9972086720167325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 17, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:28:00,283] Trial 2244 finished with value: 0.9971745270746215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:28:03,871] Trial 2245 finished with value: 0.9973829385190709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:28:09,189] Trial 2246 finished with value: 0.9850760999688043 and parameters: {'classifier': 'SVC', 'svc_c': 1.5356111785542767e-10, 'svc_kernel': 'rbf'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:28:15,256] Trial 2247 finished with value: 0.996924472258304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 21, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:28:16,396] Trial 2248 finished with value: 0.9960222203280362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 58}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:28:31,970] Trial 2249 finished with value: 0.9960938019728071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 56, 'rf_n_estimators': 105}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:28:34,749] Trial 2250 finished with value: 0.9974343208265356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:28:38,823] Trial 2251 finished with value: 0.9973284394856169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:28:41,216] Trial 2252 finished with value: 0.997381405292499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 82}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:28:44,530] Trial 2253 finished with value: 0.9974745100944347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:28:48,840] Trial 2254 finished with value: 0.9970503118236461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:28:51,782] Trial 2255 finished with value: 0.9973196656363105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:29:05,271] Trial 2256 finished with value: 0.9957117805246348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 45, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:29:10,984] Trial 2257 finished with value: 0.9971964691721649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:29:19,853] Trial 2258 finished with value: 0.997398400402405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 28, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:29:22,649] Trial 2259 finished with value: 0.9973504410917369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:29:25,496] Trial 2260 finished with value: 0.9976478226504885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:29:26,135] Trial 2261 finished with value: 0.9962697196397818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 22}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:29:29,606] Trial 2262 finished with value: 0.997525518624563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:29:35,221] Trial 2263 finished with value: 0.9973311460943659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:29:37,367] Trial 2264 finished with value: 0.9956755071114974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:29:40,058] Trial 2265 finished with value: 0.9971590661116867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:29:46,222] Trial 2266 finished with value: 0.9852051536002978 and parameters: {'classifier': 'SVC', 'svc_c': 2.3505911634356034e-06, 'svc_kernel': 'sigmoid'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:29:49,269] Trial 2267 finished with value: 0.9975482030717622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:29:51,754] Trial 2268 finished with value: 0.9975881683017723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:29:55,989] Trial 2269 finished with value: 0.9969417636733144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:29:59,135] Trial 2270 finished with value: 0.9971638596148037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:30:14,511] Trial 2271 finished with value: 0.9956215643483478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 67, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:30:17,314] Trial 2272 finished with value: 0.9974777543433363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:30:18,245] Trial 2273 finished with value: 0.993132845474571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 2, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:30:21,912] Trial 2274 finished with value: 0.9976464583330601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:30:24,017] Trial 2275 finished with value: 0.9971670414987172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 112}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:30:27,854] Trial 2276 finished with value: 0.9973923706443163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 108}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:30:33,337] Trial 2277 finished with value: 0.9925837854516318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 58, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:30:37,543] Trial 2278 finished with value: 0.9974970419775127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:30:39,179] Trial 2279 finished with value: 0.9973669294107363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:30:50,945] Trial 2280 finished with value: 0.9967415664436489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 42, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:30:55,287] Trial 2281 finished with value: 0.9972336321988488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:30:59,692] Trial 2282 finished with value: 0.9970413142538298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:31:01,268] Trial 2283 finished with value: 0.9948377268364931 and parameters: {'classifier': 'SVC', 'svc_c': 694.2792679862607, 'svc_kernel': 'rbf'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:31:04,276] Trial 2284 finished with value: 0.9975215674772482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:31:06,765] Trial 2285 finished with value: 0.9969279558427658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:31:09,845] Trial 2286 finished with value: 0.9975735983171141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:31:15,430] Trial 2287 finished with value: 0.9973366038718862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:31:16,695] Trial 2288 finished with value: 0.9898205834115369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:31:20,607] Trial 2289 finished with value: 0.9971354079772242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:31:23,195] Trial 2290 finished with value: 0.997066915256036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:31:27,013] Trial 2291 finished with value: 0.9975689058992326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:31:30,708] Trial 2292 finished with value: 0.9975820817963053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:31:32,961] Trial 2293 finished with value: 0.9975317121819921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:31:40,221] Trial 2294 finished with value: 0.9973449620815567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 22, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:31:47,552] Trial 2295 finished with value: 0.9973892632810096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 25, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:31:50,498] Trial 2296 finished with value: 0.9973254599626015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:31:53,186] Trial 2297 finished with value: 0.9973765121323526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:31:55,463] Trial 2298 finished with value: 0.9945067432760136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 18, 'rf_n_estimators': 113}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:32:06,455] Trial 2299 finished with value: 0.996420729365236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 35, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:32:10,476] Trial 2300 finished with value: 0.9974858641404047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:32:16,053] Trial 2301 finished with value: 0.9974330906017662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:32:18,693] Trial 2302 finished with value: 0.9917643213769319 and parameters: {'classifier': 'SVC', 'svc_c': 87.58615743138944, 'svc_kernel': 'sigmoid'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:32:22,857] Trial 2303 finished with value: 0.9972818636303357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 14, 'rf_n_estimators': 110}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:32:25,447] Trial 2304 finished with value: 0.997361388352947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:32:29,085] Trial 2305 finished with value: 0.9973267284950253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:32:35,513] Trial 2306 finished with value: 0.9971135702339207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:32:39,407] Trial 2307 finished with value: 0.9971642570368809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:32:43,586] Trial 2308 finished with value: 0.9972059703590969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:32:49,302] Trial 2309 finished with value: 0.9970263675719476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 17, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:32:52,278] Trial 2310 finished with value: 0.9970161721182897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:32:55,060] Trial 2311 finished with value: 0.9972761714048929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:32:56,360] Trial 2312 finished with value: 0.996634091891513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:33:04,420] Trial 2313 finished with value: 0.9972491760611977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 30, 'rf_n_estimators': 92}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:33:14,475] Trial 2314 finished with value: 0.997125742610097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 32, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:33:18,886] Trial 2315 finished with value: 0.9972737073054946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:33:20,746] Trial 2316 finished with value: 0.9967715628603985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:33:32,838] Trial 2317 finished with value: 0.9970253116200283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 43, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:33:36,592] Trial 2318 finished with value: 0.9971590861383065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:33:39,148] Trial 2319 finished with value: 0.9967474486522057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:33:42,106] Trial 2320 finished with value: 0.9971794117290086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:33:47,332] Trial 2321 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.0801287349333112e-05, 'svc_kernel': 'rbf'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:33:52,322] Trial 2322 finished with value: 0.9951360253668673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 34, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:33:54,136] Trial 2323 finished with value: 0.9973285340328434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 114}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:34:02,993] Trial 2324 finished with value: 0.9964590664405931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 36, 'rf_n_estimators': 107}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:34:07,436] Trial 2325 finished with value: 0.9975163815031677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:34:10,684] Trial 2326 finished with value: 0.9972515040684486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:34:20,748] Trial 2327 finished with value: 0.9972031512712037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 32, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:34:28,993] Trial 2328 finished with value: 0.9970178994856417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 31, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:34:35,262] Trial 2329 finished with value: 0.9973467766012023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:34:38,762] Trial 2330 finished with value: 0.9974778245475878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:34:44,439] Trial 2331 finished with value: 0.9970540904436959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:34:47,783] Trial 2332 finished with value: 0.9971552670206868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:34:51,281] Trial 2333 finished with value: 0.9974661989520813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:34:55,705] Trial 2334 finished with value: 0.9976437889211386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:34:58,409] Trial 2335 finished with value: 0.9974678869961658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:35:01,539] Trial 2336 finished with value: 0.9974393828323497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:35:05,745] Trial 2337 finished with value: 0.9975561293919876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:35:08,803] Trial 2338 finished with value: 0.9973987122908216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:35:12,651] Trial 2339 finished with value: 0.9976941174665993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:35:18,334] Trial 2340 finished with value: 0.9852063832220469 and parameters: {'classifier': 'SVC', 'svc_c': 5.76014950960846e-10, 'svc_kernel': 'sigmoid'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:35:21,047] Trial 2341 finished with value: 0.9974029449533757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:35:24,944] Trial 2342 finished with value: 0.9974789833620653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:35:27,650] Trial 2343 finished with value: 0.996312654681008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:35:30,029] Trial 2344 finished with value: 0.9974613493363439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:35:42,471] Trial 2345 finished with value: 0.9970065708299978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 38, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:35:47,363] Trial 2346 finished with value: 0.9974668713831268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:35:50,877] Trial 2347 finished with value: 0.9974072671168287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:36:03,090] Trial 2348 finished with value: 0.9952800575768399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 64, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:36:05,776] Trial 2349 finished with value: 0.9972025891611245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:36:10,915] Trial 2350 finished with value: 0.9972447511304002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:36:14,875] Trial 2351 finished with value: 0.9973827018812328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:36:22,137] Trial 2352 finished with value: 0.9973291294042497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:36:24,942] Trial 2353 finished with value: 0.9971044058179249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:36:26,928] Trial 2354 finished with value: 0.997468171970837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 103}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:36:31,341] Trial 2355 finished with value: 0.9974800468993447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:36:33,606] Trial 2356 finished with value: 0.9973833423204678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:36:36,828] Trial 2357 finished with value: 0.9974331762306404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:40:40,040] Trial 2358 finished with value: 0.9896112766407178 and parameters: {'classifier': 'SVC', 'svc_c': 3928885419.2962947, 'svc_kernel': 'rbf'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:40:50,118] Trial 2359 finished with value: 0.996964674633959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 32, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:40:52,774] Trial 2360 finished with value: 0.9967365300185881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:40:55,799] Trial 2361 finished with value: 0.9973848300031425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:40:59,295] Trial 2362 finished with value: 0.9973714088989967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:41:00,553] Trial 2363 finished with value: 0.9970232136491307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:41:06,717] Trial 2364 finished with value: 0.9971547820019847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:41:08,951] Trial 2365 finished with value: 0.9972372332453062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:41:13,366] Trial 2366 finished with value: 0.997478775573985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:41:15,095] Trial 2367 finished with value: 0.9954603214328638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:41:18,374] Trial 2368 finished with value: 0.9970392033656039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:41:19,531] Trial 2369 finished with value: 0.987686624297718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 4, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:41:22,341] Trial 2370 finished with value: 0.9974652135852681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:41:25,207] Trial 2371 finished with value: 0.9959355024625999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 17, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:41:27,707] Trial 2372 finished with value: 0.9974081095043689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 80}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:41:30,430] Trial 2373 finished with value: 0.9975572227946379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:41:32,201] Trial 2374 finished with value: 0.9972295891068161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:41:34,508] Trial 2375 finished with value: 0.9968477076228158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:41:37,429] Trial 2376 finished with value: 0.9973661379625378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:41:42,247] Trial 2377 finished with value: 0.9852051536320356 and parameters: {'classifier': 'SVC', 'svc_c': 5.302904571120495e-07, 'svc_kernel': 'sigmoid'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:41:45,640] Trial 2378 finished with value: 0.9974039227348289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:41:51,333] Trial 2379 finished with value: 0.9971542310953869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:41:55,553] Trial 2380 finished with value: 0.997408473728595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:41:59,446] Trial 2381 finished with value: 0.9972288144797085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:42:03,482] Trial 2382 finished with value: 0.9971711583496469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:42:08,255] Trial 2383 finished with value: 0.9972410230370995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 110}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:42:08,862] Trial 2384 finished with value: 0.9928480228914466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 7}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:42:11,103] Trial 2385 finished with value: 0.9971965357265568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 73}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:42:13,319] Trial 2386 finished with value: 0.9972713167110903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:42:16,678] Trial 2387 finished with value: 0.9974856784419083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:42:20,276] Trial 2388 finished with value: 0.9973596724429795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:42:27,789] Trial 2389 finished with value: 0.9973572145324733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 25, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:42:30,771] Trial 2390 finished with value: 0.9975234224627263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:42:33,528] Trial 2391 finished with value: 0.9975772827707924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:42:38,079] Trial 2392 finished with value: 0.9975401831881857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:42:42,544] Trial 2393 finished with value: 0.9971602485391675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:42:43,549] Trial 2394 finished with value: 0.9876779679104071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:42:48,783] Trial 2395 finished with value: 0.997104264108168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:43:57,235] Trial 2396 finished with value: 0.990344262344231 and parameters: {'classifier': 'SVC', 'svc_c': 104696849.66311291, 'svc_kernel': 'rbf'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:44:03,237] Trial 2397 finished with value: 0.9971479340089037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 22, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:44:05,690] Trial 2398 finished with value: 0.9974555166071849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:44:09,363] Trial 2399 finished with value: 0.997391492678582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:44:12,352] Trial 2400 finished with value: 0.9975433384757325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:44:16,438] Trial 2401 finished with value: 0.9971966792453744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 105}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:44:20,206] Trial 2402 finished with value: 0.99724639147241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:44:38,386] Trial 2403 finished with value: 0.9968592128681771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 59, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:44:40,301] Trial 2404 finished with value: 0.99718152480715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 2, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:44:43,123] Trial 2405 finished with value: 0.9972787015508763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:44:45,711] Trial 2406 finished with value: 0.9974637211419072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:44:50,300] Trial 2407 finished with value: 0.9968437392735553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:44:53,451] Trial 2408 finished with value: 0.9973982177507476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:45:04,774] Trial 2409 finished with value: 0.9968970418513735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 36, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:45:08,834] Trial 2410 finished with value: 0.99734746963015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:45:15,003] Trial 2411 finished with value: 0.9975264915818545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:45:18,901] Trial 2412 finished with value: 0.9972634034034069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:45:22,141] Trial 2413 finished with value: 0.9973776267041873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:45:26,432] Trial 2414 finished with value: 0.9975066373308161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:45:31,363] Trial 2415 finished with value: 0.9854023734651257 and parameters: {'classifier': 'SVC', 'svc_c': 0.1380880945904148, 'svc_kernel': 'sigmoid'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:45:41,537] Trial 2416 finished with value: 0.996995861158763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 37, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:45:43,246] Trial 2417 finished with value: 0.9960077958616838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:45:46,165] Trial 2418 finished with value: 0.9974188104794169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:45:48,203] Trial 2419 finished with value: 0.9964983123309304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:45:51,744] Trial 2420 finished with value: 0.9975374494752635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:45:56,501] Trial 2421 finished with value: 0.997344545204142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:45:58,497] Trial 2422 finished with value: 0.9973386826730876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 111}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:46:02,723] Trial 2423 finished with value: 0.997200073392413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:46:13,180] Trial 2424 finished with value: 0.9968384054325637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 32, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:46:16,243] Trial 2425 finished with value: 0.9973533297173853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:46:19,615] Trial 2426 finished with value: 0.9972355815093877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:46:24,079] Trial 2427 finished with value: 0.9973328862520946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:46:26,832] Trial 2428 finished with value: 0.9973080700966025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:46:32,396] Trial 2429 finished with value: 0.9973104783372834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:46:46,058] Trial 2430 finished with value: 0.9968209565657946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 58, 'rf_n_estimators': 114}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:46:54,941] Trial 2431 finished with value: 0.9973886748919432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 28, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:46:57,456] Trial 2432 finished with value: 0.9971592274672084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:46:58,840] Trial 2433 finished with value: 0.9908185614092565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 101}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:47:01,953] Trial 2434 finished with value: 0.990643256537799 and parameters: {'classifier': 'SVC', 'svc_c': 7.519844278278626, 'svc_kernel': 'rbf'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:47:05,265] Trial 2435 finished with value: 0.9975367630795388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:47:08,401] Trial 2436 finished with value: 0.9974399560824344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:47:13,496] Trial 2437 finished with value: 0.9972467026308549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:47:16,463] Trial 2438 finished with value: 0.9977313597111003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:47:19,222] Trial 2439 finished with value: 0.9972234416645666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:47:21,707] Trial 2440 finished with value: 0.9972916395405945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:47:24,246] Trial 2441 finished with value: 0.9974645796523042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:47:26,971] Trial 2442 finished with value: 0.997265173966051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:47:31,466] Trial 2443 finished with value: 0.9974327140314939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:47:34,293] Trial 2444 finished with value: 0.9973467749190933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:47:37,235] Trial 2445 finished with value: 0.997482097168167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:47:39,922] Trial 2446 finished with value: 0.9974560406000371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:47:42,836] Trial 2447 finished with value: 0.9974913705086613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:47:44,386] Trial 2448 finished with value: 0.9940040287863612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:47:46,762] Trial 2449 finished with value: 0.9973117845743412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:48:07,941] Trial 2450 finished with value: 0.9959475588684624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 68, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:48:10,655] Trial 2451 finished with value: 0.9973937653031841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:48:16,314] Trial 2452 finished with value: 0.9853876259386128 and parameters: {'classifier': 'SVC', 'svc_c': 0.014230354361597232, 'svc_kernel': 'sigmoid'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:48:19,639] Trial 2453 finished with value: 0.9976179445843959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:48:22,655] Trial 2454 finished with value: 0.9973841814072654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:48:26,269] Trial 2455 finished with value: 0.9973003829849857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:48:47,746] Trial 2456 finished with value: 0.9963751557295967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 73, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:48:50,213] Trial 2457 finished with value: 0.9976518150570829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:48:52,371] Trial 2458 finished with value: 0.995655617250527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:48:55,458] Trial 2459 finished with value: 0.9973784951802872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:49:03,131] Trial 2460 finished with value: 0.9954795139802691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 41, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:49:05,883] Trial 2461 finished with value: 0.9977623923705288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:49:07,698] Trial 2462 finished with value: 0.996919068276537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 77}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:49:09,435] Trial 2463 finished with value: 0.996956101590393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 65}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:49:11,436] Trial 2464 finished with value: 0.9973376389720006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:49:14,160] Trial 2465 finished with value: 0.9973971270775572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:49:16,995] Trial 2466 finished with value: 0.997235761495061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:49:19,996] Trial 2467 finished with value: 0.9976869144215472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:49:22,635] Trial 2468 finished with value: 0.9971443884403085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:49:25,404] Trial 2469 finished with value: 0.9974442968760392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:49:28,026] Trial 2470 finished with value: 0.9975409233796636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:49:30,136] Trial 2471 finished with value: 0.997407093827854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:49:36,521] Trial 2472 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 8.243280491117662e-08, 'svc_kernel': 'rbf'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:49:39,729] Trial 2473 finished with value: 0.9974984938598278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:49:43,427] Trial 2474 finished with value: 0.997215278738241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:49:45,862] Trial 2475 finished with value: 0.9972344294868223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:49:48,928] Trial 2476 finished with value: 0.9973663199476993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:49:51,565] Trial 2477 finished with value: 0.9973336943626948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:49:54,592] Trial 2478 finished with value: 0.9973932563541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:49:57,505] Trial 2479 finished with value: 0.9972606078650412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:49:58,598] Trial 2480 finished with value: 0.9972310367679894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 37}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:50:01,848] Trial 2481 finished with value: 0.9973706667397685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:50:02,551] Trial 2482 finished with value: 0.9960534372577555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 25}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:50:05,595] Trial 2483 finished with value: 0.9975088238187375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:50:08,281] Trial 2484 finished with value: 0.9971456376760842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:50:10,590] Trial 2485 finished with value: 0.9973879098179456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:50:13,537] Trial 2486 finished with value: 0.9975003306912228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:50:15,419] Trial 2487 finished with value: 0.9969679057433668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:50:18,498] Trial 2488 finished with value: 0.9971984016298748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:50:21,149] Trial 2489 finished with value: 0.997187915330033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:50:28,120] Trial 2490 finished with value: 0.9852066289686645 and parameters: {'classifier': 'SVC', 'svc_c': 1.0155866682018821e-08, 'svc_kernel': 'sigmoid'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:50:31,385] Trial 2491 finished with value: 0.9974811835925005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:50:34,830] Trial 2492 finished with value: 0.9974255537056654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:50:37,006] Trial 2493 finished with value: 0.9973907306196859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:50:40,135] Trial 2494 finished with value: 0.9971046507393568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:50:42,583] Trial 2495 finished with value: 0.997292264301303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:50:46,033] Trial 2496 finished with value: 0.9968748960916778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:50:48,856] Trial 2497 finished with value: 0.9975787850211667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:50:51,751] Trial 2498 finished with value: 0.9971972769336478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:50:53,884] Trial 2499 finished with value: 0.9973179021829576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:50:55,081] Trial 2500 finished with value: 0.9953767535547438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 1, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:50:57,124] Trial 2501 finished with value: 0.9962127160728357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:50:59,516] Trial 2502 finished with value: 0.9974349491736278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:51:00,935] Trial 2503 finished with value: 0.9897385831321429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:51:03,805] Trial 2504 finished with value: 0.9974862962520149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:51:07,048] Trial 2505 finished with value: 0.9971528567805176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:51:09,559] Trial 2506 finished with value: 0.9974630932708837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:51:15,066] Trial 2507 finished with value: 0.9971332151417215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 113}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:51:21,466] Trial 2508 finished with value: 0.9973857440866155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 23, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:51:42,911] Trial 2509 finished with value: 0.9920641464689175 and parameters: {'classifier': 'SVC', 'svc_c': 4880692.3262777105, 'svc_kernel': 'rbf'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:51:45,710] Trial 2510 finished with value: 0.9977392435025295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:51:48,597] Trial 2511 finished with value: 0.99738520406612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:51:51,359] Trial 2512 finished with value: 0.9975482078959241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:51:54,034] Trial 2513 finished with value: 0.997379798973526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:51:56,833] Trial 2514 finished with value: 0.9974133974840841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:51:59,307] Trial 2515 finished with value: 0.997494534143278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:52:02,077] Trial 2516 finished with value: 0.9975457312283146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:52:04,653] Trial 2517 finished with value: 0.9975617874039661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:52:06,619] Trial 2518 finished with value: 0.9973696516662738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:52:07,410] Trial 2519 finished with value: 0.9971044481562935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 30}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:52:15,504] Trial 2520 finished with value: 0.9971934543565962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 39, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:52:17,026] Trial 2521 finished with value: 0.9974516490575184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:52:27,372] Trial 2522 finished with value: 0.9966739764437625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 47, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:52:28,967] Trial 2523 finished with value: 0.9974782907457106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:52:30,887] Trial 2524 finished with value: 0.9975482495677966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:52:31,434] Trial 2525 finished with value: 0.9969267086064783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 18}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:52:33,531] Trial 2526 finished with value: 0.9975645886868931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:52:35,026] Trial 2527 finished with value: 0.9967178260127922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:52:39,674] Trial 2528 finished with value: 0.9853310883476242 and parameters: {'classifier': 'SVC', 'svc_c': 0.002303024168110174, 'svc_kernel': 'sigmoid'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:52:47,769] Trial 2529 finished with value: 0.9970599996612118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 30, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:52:50,376] Trial 2530 finished with value: 0.9975217142015945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:52:51,962] Trial 2531 finished with value: 0.9936062796498799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:52:53,903] Trial 2532 finished with value: 0.9970707045082846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:52:55,351] Trial 2533 finished with value: 0.995273260586576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:53:00,536] Trial 2534 finished with value: 0.997063807607088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 19, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:53:03,135] Trial 2535 finished with value: 0.9975554025304306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:53:05,952] Trial 2536 finished with value: 0.9974503718923838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:53:08,791] Trial 2537 finished with value: 0.9968969607927578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:53:11,015] Trial 2538 finished with value: 0.9969403957695023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:53:29,582] Trial 2539 finished with value: 0.9967496824296092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 62, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:53:38,976] Trial 2540 finished with value: 0.9969788599234408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 35, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:53:41,678] Trial 2541 finished with value: 0.997434875287779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:53:44,310] Trial 2542 finished with value: 0.99724003836852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:53:52,114] Trial 2543 finished with value: 0.9966302111388771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 27, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:53:54,865] Trial 2544 finished with value: 0.9974866528908812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:54:00,241] Trial 2545 finished with value: 0.9975514876912821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:54:02,830] Trial 2546 finished with value: 0.9969687228357947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:54:08,977] Trial 2547 finished with value: 0.9972381849064615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 20, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:54:44,796] Trial 2548 finished with value: 0.9902906838687832 and parameters: {'classifier': 'SVC', 'svc_c': 11417051.556588052, 'svc_kernel': 'rbf'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:54:47,274] Trial 2549 finished with value: 0.9973737365888686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:55:03,077] Trial 2550 finished with value: 0.996651123341323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 59, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:55:06,229] Trial 2551 finished with value: 0.9974442006149657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:55:08,917] Trial 2552 finished with value: 0.9974207149760305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:55:11,991] Trial 2553 finished with value: 0.9973731760022089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:55:16,608] Trial 2554 finished with value: 0.9970763830229513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:55:21,426] Trial 2555 finished with value: 0.9972663449361473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 24, 'rf_n_estimators': 94}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:55:26,396] Trial 2556 finished with value: 0.9969774314319634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 21, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:55:29,321] Trial 2557 finished with value: 0.997373645247171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:55:30,842] Trial 2558 finished with value: 0.9938078124424298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:55:33,152] Trial 2559 finished with value: 0.9975100339851494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:55:34,876] Trial 2560 finished with value: 0.9972415973662728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:55:37,074] Trial 2561 finished with value: 0.9973355740402647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:55:43,869] Trial 2562 finished with value: 0.9975727957923858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 23, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:55:45,310] Trial 2563 finished with value: 0.9969318020010828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:55:48,660] Trial 2564 finished with value: 0.9974830543199807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:55:49,803] Trial 2565 finished with value: 0.988379909243204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:55:52,320] Trial 2566 finished with value: 0.9925247581487536 and parameters: {'classifier': 'SVC', 'svc_c': 4524.004041955671, 'svc_kernel': 'sigmoid'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:55:54,345] Trial 2567 finished with value: 0.997233878770652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:56:01,144] Trial 2568 finished with value: 0.9971590250428345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 25, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:56:09,686] Trial 2569 finished with value: 0.9972895197022787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 33, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:56:12,979] Trial 2570 finished with value: 0.9976202010861411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:56:14,859] Trial 2571 finished with value: 0.9954210995363844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:56:26,153] Trial 2572 finished with value: 0.9952634013643099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 63, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:56:30,270] Trial 2573 finished with value: 0.9973454169492464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 18, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:56:31,973] Trial 2574 finished with value: 0.9974270571303423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:56:33,896] Trial 2575 finished with value: 0.9975987881229912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:56:36,216] Trial 2576 finished with value: 0.9972046247352959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:56:46,306] Trial 2577 finished with value: 0.9971539211429826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 47, 'rf_n_estimators': 112}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:56:49,047] Trial 2578 finished with value: 0.9972416225661714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:56:51,686] Trial 2579 finished with value: 0.9974417564469736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:56:56,778] Trial 2580 finished with value: 0.997313157651432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:56:59,740] Trial 2581 finished with value: 0.997457357088439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:57:02,106] Trial 2582 finished with value: 0.996663896452612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:57:04,758] Trial 2583 finished with value: 0.9970449208226831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:57:07,763] Trial 2584 finished with value: 0.9975290225212857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:57:15,524] Trial 2585 finished with value: 0.9973232261534601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 28, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:57:18,771] Trial 2586 finished with value: 0.9924398411556629 and parameters: {'classifier': 'SVC', 'svc_c': 51.248173505779604, 'svc_kernel': 'rbf'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:57:22,122] Trial 2587 finished with value: 0.9973719396520234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:57:28,325] Trial 2588 finished with value: 0.9971851471497434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 21, 'rf_n_estimators': 110}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:57:29,826] Trial 2589 finished with value: 0.9953119364323575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 32, 'rf_n_estimators': 14}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:57:32,025] Trial 2590 finished with value: 0.9963631632121418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:57:35,010] Trial 2591 finished with value: 0.9965547182730791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:57:37,638] Trial 2592 finished with value: 0.9975767842634798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:57:40,334] Trial 2593 finished with value: 0.9975368114481097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:57:42,202] Trial 2594 finished with value: 0.9970286916754358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:57:45,518] Trial 2595 finished with value: 0.9970602155741964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:57:48,278] Trial 2596 finished with value: 0.9973963552433855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:57:49,916] Trial 2597 finished with value: 0.9949490771266754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:58:09,893] Trial 2598 finished with value: 0.9962135401476031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 73, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:58:12,859] Trial 2599 finished with value: 0.9969617090756229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:58:16,669] Trial 2600 finished with value: 0.9974006405908659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 88}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:58:29,100] Trial 2601 finished with value: 0.9968590925497699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 48, 'rf_n_estimators': 112}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:58:31,409] Trial 2602 finished with value: 0.9973008118593293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:58:36,969] Trial 2603 finished with value: 0.9852190025631741 and parameters: {'classifier': 'SVC', 'svc_c': 0.0007108461423638063, 'svc_kernel': 'sigmoid'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:58:39,702] Trial 2604 finished with value: 0.9975567738619366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:58:41,242] Trial 2605 finished with value: 0.9969456543281773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:58:42,514] Trial 2606 finished with value: 0.9897053841383641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 74, 'rf_n_estimators': 4}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:58:46,398] Trial 2607 finished with value: 0.9971284846383508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 19, 'rf_n_estimators': 84}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:58:49,158] Trial 2608 finished with value: 0.9970995595981437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:59:00,404] Trial 2609 finished with value: 0.9965155421109243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 45, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:59:03,723] Trial 2610 finished with value: 0.9969271587134819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:59:07,391] Trial 2611 finished with value: 0.9975553514641375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:59:09,142] Trial 2612 finished with value: 0.9972664784892619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:59:13,127] Trial 2613 finished with value: 0.9969085655999348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 15, 'rf_n_estimators': 109}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:59:14,117] Trial 2614 finished with value: 0.9961440241328021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 2, 'rf_n_estimators': 69}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:59:24,287] Trial 2615 finished with value: 0.9970302393110179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 37, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:59:27,083] Trial 2616 finished with value: 0.9975055114920245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:59:30,265] Trial 2617 finished with value: 0.997412513583361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:59:33,465] Trial 2618 finished with value: 0.997370015573121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:59:37,592] Trial 2619 finished with value: 0.9969523330947357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:59:48,612] Trial 2620 finished with value: 0.9967321321919637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 39, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:59:51,630] Trial 2621 finished with value: 0.9973460454232902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 61}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:59:53,013] Trial 2622 finished with value: 0.9934571102469906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 17:59:59,932] Trial 2623 finished with value: 0.9972443266358879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 25, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:00:03,555] Trial 2624 finished with value: 0.9953881646654715 and parameters: {'classifier': 'SVC', 'svc_c': 173218.4684724292, 'svc_kernel': 'rbf'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:00:05,585] Trial 2625 finished with value: 0.9972823167524405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:00:06,650] Trial 2626 finished with value: 0.9882152624688817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:00:09,154] Trial 2627 finished with value: 0.9969132547805498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:00:12,162] Trial 2628 finished with value: 0.9970609300579693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:00:16,350] Trial 2629 finished with value: 0.9974560917615439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:00:20,154] Trial 2630 finished with value: 0.9973501304410987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:00:25,727] Trial 2631 finished with value: 0.9971823925850162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:00:28,362] Trial 2632 finished with value: 0.997452265947226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:00:30,793] Trial 2633 finished with value: 0.9972973336068359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:00:33,182] Trial 2634 finished with value: 0.9973724032476378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:00:35,281] Trial 2635 finished with value: 0.9973763870532594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:00:38,297] Trial 2636 finished with value: 0.9975209844201501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:00:41,379] Trial 2637 finished with value: 0.9972076610056898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:00:47,296] Trial 2638 finished with value: 0.9967223209256756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 22, 'rf_n_estimators': 106}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:00:50,138] Trial 2639 finished with value: 0.9975600767942292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:00:54,005] Trial 2640 finished with value: 0.9974272450187547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:00:55,420] Trial 2641 finished with value: 0.9867238837560982 and parameters: {'classifier': 'SVC', 'svc_c': 1049266.0050592911, 'svc_kernel': 'sigmoid'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:01:04,043] Trial 2642 finished with value: 0.9967589669101088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 35, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:01:07,045] Trial 2643 finished with value: 0.9974154160149992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 110}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:01:08,942] Trial 2644 finished with value: 0.9972597358660332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:01:10,919] Trial 2645 finished with value: 0.9972948492269148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:01:13,276] Trial 2646 finished with value: 0.9973904987107959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:01:15,990] Trial 2647 finished with value: 0.9975060471644266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:01:20,126] Trial 2648 finished with value: 0.9972586196755655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:01:23,197] Trial 2649 finished with value: 0.9974042917197412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:01:29,094] Trial 2650 finished with value: 0.997008965201213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 21, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:01:31,729] Trial 2651 finished with value: 0.9970243095273378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:01:38,272] Trial 2652 finished with value: 0.9960415955270991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 27, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:01:40,987] Trial 2653 finished with value: 0.9974356885081822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:01:43,757] Trial 2654 finished with value: 0.9974433248074092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:01:48,006] Trial 2655 finished with value: 0.9974492789975402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:01:51,370] Trial 2656 finished with value: 0.9973153534385603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:01:56,730] Trial 2657 finished with value: 0.9972481381998856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 112}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:01:58,072] Trial 2658 finished with value: 0.9970300222554687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:04:52,530] Trial 2659 finished with value: 0.9897181317006374 and parameters: {'classifier': 'SVC', 'svc_c': 1287872183.799329, 'svc_kernel': 'rbf'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:04:54,749] Trial 2660 finished with value: 0.997431747770901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:04:57,323] Trial 2661 finished with value: 0.9975267049558063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:05:01,887] Trial 2662 finished with value: 0.9974715842402208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:05:03,414] Trial 2663 finished with value: 0.9969846040403624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:05:14,607] Trial 2664 finished with value: 0.9965986951111178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 47, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:05:17,589] Trial 2665 finished with value: 0.9972429056980325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:05:20,753] Trial 2666 finished with value: 0.9974578392189914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:05:24,357] Trial 2667 finished with value: 0.9974280994666995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:05:29,940] Trial 2668 finished with value: 0.9973804670882163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:05:40,092] Trial 2669 finished with value: 0.9972177155430385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 34, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:05:48,611] Trial 2670 finished with value: 0.9969093781538417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 26, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:05:51,555] Trial 2671 finished with value: 0.9975260603589057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:06:10,181] Trial 2672 finished with value: 0.9956733615020008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 67, 'rf_n_estimators': 113}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:06:14,217] Trial 2673 finished with value: 0.9973869319095406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:06:16,593] Trial 2674 finished with value: 0.9962832307208954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:06:26,190] Trial 2675 finished with value: 0.992978342928924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 69, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:06:28,464] Trial 2676 finished with value: 0.9976226118658548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:06:30,974] Trial 2677 finished with value: 0.9975378798095509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:06:33,811] Trial 2678 finished with value: 0.9899815434470517 and parameters: {'classifier': 'SVC', 'svc_c': 15170.065310298114, 'svc_kernel': 'sigmoid'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:06:43,190] Trial 2679 finished with value: 0.9966241453265255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 29, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:06:45,244] Trial 2680 finished with value: 0.9970974353482588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 34}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:06:58,099] Trial 2681 finished with value: 0.9969272498647523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 45, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:07:18,741] Trial 2682 finished with value: 0.9960813861986183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 68, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:07:22,316] Trial 2683 finished with value: 0.9972994609670357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:07:34,486] Trial 2684 finished with value: 0.9971035421977246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 42, 'rf_n_estimators': 114}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:07:36,081] Trial 2685 finished with value: 0.9971587461935792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:07:39,374] Trial 2686 finished with value: 0.9975271977502956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:07:43,314] Trial 2687 finished with value: 0.9972145207417968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:07:45,145] Trial 2688 finished with value: 0.9973022495230618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:07:46,453] Trial 2689 finished with value: 0.996237817932971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 3, 'rf_n_estimators': 97}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:07:51,077] Trial 2690 finished with value: 0.9972958631578449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:07:58,513] Trial 2691 finished with value: 0.9973536196749079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 26, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:08:00,775] Trial 2692 finished with value: 0.9972229023105669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:08:07,475] Trial 2693 finished with value: 0.9967520601066853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 19, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:08:10,460] Trial 2694 finished with value: 0.9972338874985764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:08:15,307] Trial 2695 finished with value: 0.9974234311696276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:08:16,504] Trial 2696 finished with value: 0.9882695910062967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:08:17,606] Trial 2697 finished with value: 0.9937400782572299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 57}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:08:30,343] Trial 2698 finished with value: 0.9968615449378802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 48, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:08:36,392] Trial 2699 finished with value: 0.9853841842164511 and parameters: {'classifier': 'SVC', 'svc_c': 0.04688767313324058, 'svc_kernel': 'rbf'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:08:42,166] Trial 2700 finished with value: 0.9971998366593612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 23, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:08:46,375] Trial 2701 finished with value: 0.9975632161493465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:08:49,920] Trial 2702 finished with value: 0.9976076739753731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:08:52,250] Trial 2703 finished with value: 0.9969429376267737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:08:55,083] Trial 2704 finished with value: 0.9974823388840705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:08:59,115] Trial 2705 finished with value: 0.9975200925214743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:09:04,339] Trial 2706 finished with value: 0.9971836642277546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:09:16,683] Trial 2707 finished with value: 0.9969228408029084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 45, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:09:18,273] Trial 2708 finished with value: 0.9956932702787641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:09:21,430] Trial 2709 finished with value: 0.9973038284839585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:09:38,746] Trial 2710 finished with value: 0.9961754503422832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 60, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:09:41,593] Trial 2711 finished with value: 0.9974138041101547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:09:44,487] Trial 2712 finished with value: 0.9973900334965481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:09:49,107] Trial 2713 finished with value: 0.9973736919653705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:09:52,178] Trial 2714 finished with value: 0.9971891486016414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:09:55,543] Trial 2715 finished with value: 0.9974455912748574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:09:56,997] Trial 2716 finished with value: 0.9966357939954906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:10:02,054] Trial 2717 finished with value: 0.9852053993786534 and parameters: {'classifier': 'SVC', 'svc_c': 8.360060409956475e-05, 'svc_kernel': 'sigmoid'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:10:12,828] Trial 2718 finished with value: 0.9967216588411879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 42, 'rf_n_estimators': 114}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:10:14,877] Trial 2719 finished with value: 0.9973068271449321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:10:18,325] Trial 2720 finished with value: 0.9974010472169365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:10:24,184] Trial 2721 finished with value: 0.9973453696280264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:10:27,087] Trial 2722 finished with value: 0.9972160500963442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:10:29,397] Trial 2723 finished with value: 0.997163137482195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:10:32,135] Trial 2724 finished with value: 0.9963423645679289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:10:39,727] Trial 2725 finished with value: 0.9968466593197322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 41, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:10:41,808] Trial 2726 finished with value: 0.9970728422150423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 91}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:10:43,796] Trial 2727 finished with value: 0.997232548603212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:10:46,999] Trial 2728 finished with value: 0.9977496048819677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:10:49,552] Trial 2729 finished with value: 0.9965755520194178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:10:53,007] Trial 2730 finished with value: 0.9975036538405622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:10:56,654] Trial 2731 finished with value: 0.9974220081688082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:11:00,761] Trial 2732 finished with value: 0.9973723376136453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:11:05,089] Trial 2733 finished with value: 0.9975904200428317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:11:10,717] Trial 2734 finished with value: 0.9972131283680582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 17, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:11:16,506] Trial 2735 finished with value: 0.9850939653638711 and parameters: {'classifier': 'SVC', 'svc_c': 0.0003508236849856657, 'svc_kernel': 'rbf'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:11:20,992] Trial 2736 finished with value: 0.9973045323672705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:11:25,466] Trial 2737 finished with value: 0.9975381303168546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:11:30,408] Trial 2738 finished with value: 0.9976084462538756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:11:34,245] Trial 2739 finished with value: 0.9975315645372466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:11:40,014] Trial 2740 finished with value: 0.9973809332863391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:11:45,071] Trial 2741 finished with value: 0.9973619164717272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:11:49,477] Trial 2742 finished with value: 0.9969817193819522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:11:52,298] Trial 2743 finished with value: 0.9964233251452121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:11:56,332] Trial 2744 finished with value: 0.9974925583315862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:12:01,228] Trial 2745 finished with value: 0.9974156711877753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:12:05,040] Trial 2746 finished with value: 0.9973023619069922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:12:10,180] Trial 2747 finished with value: 0.9973415002058234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:12:15,609] Trial 2748 finished with value: 0.9969540061902661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 17, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:12:25,996] Trial 2749 finished with value: 0.9967445877654884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 30, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:12:30,019] Trial 2750 finished with value: 0.9974948585364304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:12:35,355] Trial 2751 finished with value: 0.996997078815321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 20, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:12:40,572] Trial 2752 finished with value: 0.997163497294852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:12:49,339] Trial 2753 finished with value: 0.9972303249819388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 33, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:12:53,784] Trial 2754 finished with value: 0.9976398078132392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:12:57,747] Trial 2755 finished with value: 0.9867330436335733 and parameters: {'classifier': 'SVC', 'svc_c': 272709802.0717, 'svc_kernel': 'sigmoid'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:13:03,540] Trial 2756 finished with value: 0.9973490612227338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 18, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:13:05,954] Trial 2757 finished with value: 0.9955406774347476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:13:10,954] Trial 2758 finished with value: 0.9970744743369339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:13:15,521] Trial 2759 finished with value: 0.9970126500992219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:13:19,787] Trial 2760 finished with value: 0.9973788027523485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:13:23,284] Trial 2761 finished with value: 0.9973526704575715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:13:26,673] Trial 2762 finished with value: 0.9973282341413557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:13:32,370] Trial 2763 finished with value: 0.9974258840338064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:13:36,254] Trial 2764 finished with value: 0.9973183341041404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:13:41,156] Trial 2765 finished with value: 0.997578351735254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:13:45,289] Trial 2766 finished with value: 0.9972498945122091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:13:49,586] Trial 2767 finished with value: 0.9975602537648013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:13:51,741] Trial 2768 finished with value: 0.9917622050615238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 23, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:14:10,334] Trial 2769 finished with value: 0.9962528921060274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 68, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:14:11,973] Trial 2770 finished with value: 0.9972587860456764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:14:16,468] Trial 2771 finished with value: 0.997413918144456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:14:22,252] Trial 2772 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.5780262513118347e-07, 'svc_kernel': 'rbf'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:14:27,474] Trial 2773 finished with value: 0.9972510864293241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:14:29,408] Trial 2774 finished with value: 0.9942500224517765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:14:34,294] Trial 2775 finished with value: 0.9968040015726037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 20, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:14:37,934] Trial 2776 finished with value: 0.9967660658230866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:14:43,019] Trial 2777 finished with value: 0.99721196288862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:14:45,210] Trial 2778 finished with value: 0.9974798559640933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:14:50,159] Trial 2779 finished with value: 0.9973576543246572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:14:52,468] Trial 2780 finished with value: 0.9974846403266927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 79}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:15:00,038] Trial 2781 finished with value: 0.9955255093174852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 50, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:15:03,779] Trial 2782 finished with value: 0.9976672747822392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:15:07,956] Trial 2783 finished with value: 0.9975431107245086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:15:14,456] Trial 2784 finished with value: 0.9964272700084212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 22, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:15:18,472] Trial 2785 finished with value: 0.9970581008456837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:15:19,652] Trial 2786 finished with value: 0.9964914213647226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 2, 'rf_n_estimators': 104}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:15:23,468] Trial 2787 finished with value: 0.9973562238336916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:15:25,986] Trial 2788 finished with value: 0.9974127518080945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:15:27,733] Trial 2789 finished with value: 0.9973399791666079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:15:28,480] Trial 2790 finished with value: 0.9946425038890654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 12, 'rf_n_estimators': 10}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:15:32,878] Trial 2791 finished with value: 0.9972465723467446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:15:34,668] Trial 2792 finished with value: 0.9971869393893781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:15:45,651] Trial 2793 finished with value: 0.9963065622405519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 57, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:15:50,029] Trial 2794 finished with value: 0.9863234569875775 and parameters: {'classifier': 'SVC', 'svc_c': 0.9642830576736183, 'svc_kernel': 'sigmoid'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:16:02,293] Trial 2795 finished with value: 0.99706105259803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 38, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:16:06,436] Trial 2796 finished with value: 0.997292355611263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:16:12,438] Trial 2797 finished with value: 0.9972374451275764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:16:15,619] Trial 2798 finished with value: 0.9971953819901445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:16:24,052] Trial 2799 finished with value: 0.99699695294278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 27, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:16:40,599] Trial 2800 finished with value: 0.9966725193564305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 57, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:16:46,269] Trial 2801 finished with value: 0.9973086515668053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:16:50,822] Trial 2802 finished with value: 0.9970189440119146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:16:53,313] Trial 2803 finished with value: 0.9975540238357302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:16:56,819] Trial 2804 finished with value: 0.9967008385834598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:16:58,419] Trial 2805 finished with value: 0.9971475141798636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:17:00,811] Trial 2806 finished with value: 0.997406859538621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:17:04,916] Trial 2807 finished with value: 0.9973177205469131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:17:08,581] Trial 2808 finished with value: 0.9973626324471819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:17:11,709] Trial 2809 finished with value: 0.9974116001981219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:17:17,868] Trial 2810 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.1443697520288804e-06, 'svc_kernel': 'rbf'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:17:18,983] Trial 2811 finished with value: 0.9947076724770393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 3, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:17:29,061] Trial 2812 finished with value: 0.9971194405725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 36, 'rf_n_estimators': 113}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:17:41,838] Trial 2813 finished with value: 0.9963313548782549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 48, 'rf_n_estimators': 99}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:17:44,095] Trial 2814 finished with value: 0.9972367079511996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:17:47,924] Trial 2815 finished with value: 0.9977375331149583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:17:52,439] Trial 2816 finished with value: 0.9975112531333892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:17:56,276] Trial 2817 finished with value: 0.9974919459169237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:17:58,869] Trial 2818 finished with value: 0.9970874286716745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:18:02,791] Trial 2819 finished with value: 0.997524383613516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:18:06,676] Trial 2820 finished with value: 0.9973209652718835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:18:10,005] Trial 2821 finished with value: 0.9974314688264322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:18:13,634] Trial 2822 finished with value: 0.9976328193164417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:18:17,085] Trial 2823 finished with value: 0.9973745989712902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:18:20,793] Trial 2824 finished with value: 0.9975013510649479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:18:24,605] Trial 2825 finished with value: 0.9974280866763228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:18:27,869] Trial 2826 finished with value: 0.997566817513183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:18:50,287] Trial 2827 finished with value: 0.9965657770930338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 73, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:18:53,829] Trial 2828 finished with value: 0.9974612195283025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:18:58,588] Trial 2829 finished with value: 0.9854126935535463 and parameters: {'classifier': 'SVC', 'svc_c': 0.30171994099424027, 'svc_kernel': 'sigmoid'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:19:01,939] Trial 2830 finished with value: 0.9971868284653916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:19:05,298] Trial 2831 finished with value: 0.9969080673465255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:19:15,019] Trial 2832 finished with value: 0.9969321870136384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 34, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:19:18,330] Trial 2833 finished with value: 0.997155523494717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:19:19,849] Trial 2834 finished with value: 0.9897351416638842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:19:22,997] Trial 2835 finished with value: 0.996818595202003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:19:27,495] Trial 2836 finished with value: 0.9972248556518202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:19:31,493] Trial 2837 finished with value: 0.9975247208605209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:19:47,398] Trial 2838 finished with value: 0.9963670263185014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 62, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:19:49,763] Trial 2839 finished with value: 0.996629786549151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:19:52,594] Trial 2840 finished with value: 0.9974072962204898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:19:55,250] Trial 2841 finished with value: 0.9971497821707315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:19:57,724] Trial 2842 finished with value: 0.9973874692957899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:19:58,974] Trial 2843 finished with value: 0.993989290717745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:20:01,000] Trial 2844 finished with value: 0.9955490918522519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:20:03,108] Trial 2845 finished with value: 0.9961181484390068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:20:06,249] Trial 2846 finished with value: 0.99748038732014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:20:09,740] Trial 2847 finished with value: 0.9972456902550823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:20:13,185] Trial 2848 finished with value: 0.9976834553704879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:20:15,652] Trial 2849 finished with value: 0.994596668542641 and parameters: {'classifier': 'SVC', 'svc_c': 483.0552145403303, 'svc_kernel': 'rbf'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:20:19,470] Trial 2850 finished with value: 0.997329404318004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:20:22,340] Trial 2851 finished with value: 0.9972885097068493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:20:25,608] Trial 2852 finished with value: 0.9975202818380925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:20:29,634] Trial 2853 finished with value: 0.9975550000302881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:20:32,525] Trial 2854 finished with value: 0.997367764752461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:20:35,387] Trial 2855 finished with value: 0.9975213004344949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:20:38,962] Trial 2856 finished with value: 0.9976517956017456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:20:48,783] Trial 2857 finished with value: 0.9971489058236305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 36, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:20:51,400] Trial 2858 finished with value: 0.9974593038599454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:20:55,052] Trial 2859 finished with value: 0.9973011651657152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:20:59,432] Trial 2860 finished with value: 0.9972769263862357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:21:02,260] Trial 2861 finished with value: 0.9973158518189215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:21:05,649] Trial 2862 finished with value: 0.9973283672501395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:21:08,811] Trial 2863 finished with value: 0.9975406033980804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:21:12,138] Trial 2864 finished with value: 0.9974551112188927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:21:23,917] Trial 2865 finished with value: 0.9968846625440405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 41, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:21:26,908] Trial 2866 finished with value: 0.997536501559181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:21:29,582] Trial 2867 finished with value: 0.988327690800567 and parameters: {'classifier': 'SVC', 'svc_c': 37942.84723074027, 'svc_kernel': 'sigmoid'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:21:32,180] Trial 2868 finished with value: 0.9974092193472551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:21:45,107] Trial 2869 finished with value: 0.995810605862227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 63, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:21:48,937] Trial 2870 finished with value: 0.9974534151451175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:21:50,999] Trial 2871 finished with value: 0.9975521828149315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 109}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:21:53,073] Trial 2872 finished with value: 0.9970063831637508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:21:56,554] Trial 2873 finished with value: 0.9976102099928695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:22:00,034] Trial 2874 finished with value: 0.9975124468913027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:22:02,997] Trial 2875 finished with value: 0.9965823549446703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:22:07,137] Trial 2876 finished with value: 0.9974422149962607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:22:08,338] Trial 2877 finished with value: 0.9967493070971155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:22:11,461] Trial 2878 finished with value: 0.9970726125912818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:22:14,245] Trial 2879 finished with value: 0.9974032854376471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:22:18,192] Trial 2880 finished with value: 0.997274590031915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:22:21,753] Trial 2881 finished with value: 0.9972361878621099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:22:25,328] Trial 2882 finished with value: 0.9974853188196787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:22:34,740] Trial 2883 finished with value: 0.9970862235198522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 33, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:22:37,587] Trial 2884 finished with value: 0.9975509670943858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:22:40,171] Trial 2885 finished with value: 0.997307146555233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:23:25,401] Trial 2886 finished with value: 0.9897269225297244 and parameters: {'classifier': 'SVC', 'svc_c': 32251326.40706619, 'svc_kernel': 'rbf'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:23:29,067] Trial 2887 finished with value: 0.9974473434929911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:23:32,209] Trial 2888 finished with value: 0.9976244610750334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:23:34,884] Trial 2889 finished with value: 0.9977182558590775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 86}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:23:37,919] Trial 2890 finished with value: 0.9972934084211295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 85}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:23:40,568] Trial 2891 finished with value: 0.9974847673100605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 79}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:23:43,496] Trial 2892 finished with value: 0.9974965667340862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 88}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:23:47,482] Trial 2893 finished with value: 0.9970698603751597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 26, 'rf_n_estimators': 63}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:23:50,316] Trial 2894 finished with value: 0.9974317668136456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 94}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:23:53,058] Trial 2895 finished with value: 0.9971561332751332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 88}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:23:55,962] Trial 2896 finished with value: 0.9974311999428803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 100}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:23:59,212] Trial 2897 finished with value: 0.9973422604873968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 87}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:24:01,599] Trial 2898 finished with value: 0.9973075809837103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 76}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:24:04,187] Trial 2899 finished with value: 0.9973714556489345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 82}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:24:08,526] Trial 2900 finished with value: 0.9975460706969729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 98}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:24:12,548] Trial 2901 finished with value: 0.9976345402092605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:24:14,791] Trial 2902 finished with value: 0.9973123639181041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:24:16,474] Trial 2903 finished with value: 0.997280959322138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 108}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:24:19,550] Trial 2904 finished with value: 0.9971663639896061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 11, 'rf_n_estimators': 92}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:24:22,715] Trial 2905 finished with value: 0.9973246830821024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:24:26,347] Trial 2906 finished with value: 0.9866067297452042 and parameters: {'classifier': 'SVC', 'svc_c': 8981173816.850224, 'svc_kernel': 'sigmoid'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:24:29,610] Trial 2907 finished with value: 0.9974256315904905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 97}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:24:31,809] Trial 2908 finished with value: 0.9975853488647624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 73}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:24:33,572] Trial 2909 finished with value: 0.9972728595859861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 5, 'rf_n_estimators': 104}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:24:34,872] Trial 2910 finished with value: 0.9972936707984106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 65}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:24:38,894] Trial 2911 finished with value: 0.9965567898697755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 30, 'rf_n_estimators': 59}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:24:46,080] Trial 2912 finished with value: 0.9970204344875252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 48, 'rf_n_estimators': 70}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:24:48,774] Trial 2913 finished with value: 0.9972062142331778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 95}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:24:52,254] Trial 2914 finished with value: 0.9974988390095717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 104}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:24:54,597] Trial 2915 finished with value: 0.996926633927182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 73}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:24:56,856] Trial 2916 finished with value: 0.997556956513594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 92}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:25:01,389] Trial 2917 finished with value: 0.9973859472409613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 23, 'rf_n_estimators': 83}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:25:02,576] Trial 2918 finished with value: 0.9970700130662324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 89}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:25:04,490] Trial 2919 finished with value: 0.9975106028554027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 85}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:25:07,749] Trial 2920 finished with value: 0.9975399201126706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 103}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:25:09,839] Trial 2921 finished with value: 0.9973681268185094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 67}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:25:10,720] Trial 2922 finished with value: 0.9962507397363565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 1, 'rf_n_estimators': 81}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:25:14,920] Trial 2923 finished with value: 0.99731253961916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 104}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:25:20,605] Trial 2924 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 2.1660004949597717e-05, 'svc_kernel': 'rbf'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:25:23,704] Trial 2925 finished with value: 0.9971161992117481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 93}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:25:26,342] Trial 2926 finished with value: 0.9973464157729325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 96}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:25:30,959] Trial 2927 finished with value: 0.9944430204132012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 37, 'rf_n_estimators': 112}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:25:32,585] Trial 2928 finished with value: 0.9945957209756756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 100}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:25:34,781] Trial 2929 finished with value: 0.997508870314772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 70}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:25:36,145] Trial 2930 finished with value: 0.9901918268250216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:25:40,985] Trial 2931 finished with value: 0.9970973393093508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 24, 'rf_n_estimators': 90}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:25:42,710] Trial 2932 finished with value: 0.9973885816459709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:25:48,367] Trial 2933 finished with value: 0.9970783291279616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 30, 'rf_n_estimators': 105}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:25:54,162] Trial 2934 finished with value: 0.9972224076752791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 26, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:25:56,012] Trial 2935 finished with value: 0.9971800426786092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:25:58,418] Trial 2936 finished with value: 0.9974986479473685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:26:00,562] Trial 2937 finished with value: 0.997417139383375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 79}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:26:02,740] Trial 2938 finished with value: 0.9973588980062994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:26:03,809] Trial 2939 finished with value: 0.9968124643269412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 4, 'rf_n_estimators': 110}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:26:09,329] Trial 2940 finished with value: 0.996732153710265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 21, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:26:11,573] Trial 2941 finished with value: 0.9974096260050636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:26:14,181] Trial 2942 finished with value: 0.9973813976119251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:26:17,452] Trial 2943 finished with value: 0.9974332291059943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:26:19,978] Trial 2944 finished with value: 0.9975614961451892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:26:25,291] Trial 2945 finished with value: 0.9852051536002978 and parameters: {'classifier': 'SVC', 'svc_c': 3.1781926146207104e-06, 'svc_kernel': 'sigmoid'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:26:29,300] Trial 2946 finished with value: 0.997295891975865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:26:30,926] Trial 2947 finished with value: 0.9969797960012837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 76}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:26:34,954] Trial 2948 finished with value: 0.9972105982855504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:26:36,802] Trial 2949 finished with value: 0.9969442645252092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 61}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:26:40,712] Trial 2950 finished with value: 0.9972541225727665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:26:58,688] Trial 2951 finished with value: 0.9958314981650048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 70, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:27:00,808] Trial 2952 finished with value: 0.9971421523142997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:27:03,289] Trial 2953 finished with value: 0.9960563584782349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:27:05,387] Trial 2954 finished with value: 0.9970012616810981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 84}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:27:08,406] Trial 2955 finished with value: 0.9975637944774965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:27:11,171] Trial 2956 finished with value: 0.9946397648124371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 32, 'rf_n_estimators': 74}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:27:13,965] Trial 2957 finished with value: 0.9976283873398287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:27:17,326] Trial 2958 finished with value: 0.9976138990485444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:27:19,097] Trial 2959 finished with value: 0.9976343553042115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 55}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:27:22,777] Trial 2960 finished with value: 0.9973280700881119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:27:28,149] Trial 2961 finished with value: 0.9850752810038399 and parameters: {'classifier': 'SVC', 'svc_c': 8.470533169140374e-10, 'svc_kernel': 'rbf'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:27:32,011] Trial 2962 finished with value: 0.9971576145784886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:27:34,220] Trial 2963 finished with value: 0.9972264338192692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:27:37,183] Trial 2964 finished with value: 0.9970983187729132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:27:40,413] Trial 2965 finished with value: 0.9974209153691782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 102}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:27:50,284] Trial 2966 finished with value: 0.9967986345972367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 35, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:28:06,744] Trial 2967 finished with value: 0.9966825934443303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 58, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:28:08,549] Trial 2968 finished with value: 0.9972328255481925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 99}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:28:11,461] Trial 2969 finished with value: 0.9974592227378537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:28:25,590] Trial 2970 finished with value: 0.9969107423760567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 52, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:28:29,041] Trial 2971 finished with value: 0.9974869247895345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:28:38,503] Trial 2972 finished with value: 0.9970333811416922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 41, 'rf_n_estimators': 106}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:28:41,422] Trial 2973 finished with value: 0.9973720621603462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:28:44,489] Trial 2974 finished with value: 0.9975950025523398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:28:50,290] Trial 2975 finished with value: 0.9972592313285183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:28:59,406] Trial 2976 finished with value: 0.9943039564870019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 64, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:29:03,596] Trial 2977 finished with value: 0.9959414613499412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 27, 'rf_n_estimators': 95}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:29:06,904] Trial 2978 finished with value: 0.9975360184130156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:29:09,526] Trial 2979 finished with value: 0.9887824950780942 and parameters: {'classifier': 'SVC', 'svc_c': 4.947878437534646, 'svc_kernel': 'sigmoid'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:29:12,966] Trial 2980 finished with value: 0.9975365722077632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:29:17,908] Trial 2981 finished with value: 0.9972838233191702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:29:20,532] Trial 2982 finished with value: 0.9971225420008182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:29:23,477] Trial 2983 finished with value: 0.9974814155966042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:29:25,072] Trial 2984 finished with value: 0.9973110819922836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 101}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:29:28,793] Trial 2985 finished with value: 0.9975906262440164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:29:30,532] Trial 2986 finished with value: 0.9911367123498706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:29:34,832] Trial 2987 finished with value: 0.9970817720244259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:29:43,964] Trial 2988 finished with value: 0.9966869118309724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 43, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:29:47,218] Trial 2989 finished with value: 0.997393841220259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:29:50,622] Trial 2990 finished with value: 0.9974292276223585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:30:10,213] Trial 2991 finished with value: 0.99622905795313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 73, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:30:22,018] Trial 2992 finished with value: 0.9960059878483088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 47, 'rf_n_estimators': 109}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:30:25,203] Trial 2993 finished with value: 0.9975416146947641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:30:26,827] Trial 2994 finished with value: 0.9939839586858142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:30:29,547] Trial 2995 finished with value: 0.997492839053378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:30:40,405] Trial 2996 finished with value: 0.9959642873482076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 66, 'rf_n_estimators': 67}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:30:51,370] Trial 2997 finished with value: 0.9968072149405213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 40, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:30:55,223] Trial 2998 finished with value: 0.9974620060253874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:30:58,484] Trial 2999 finished with value: 0.9971534517075931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 15, 'rf_n_estimators': 77}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:31:04,608] Trial 3000 finished with value: 0.9946420506400089 and parameters: {'classifier': 'SVC', 'svc_c': 457895.16016414063, 'svc_kernel': 'rbf'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:31:06,468] Trial 3001 finished with value: 0.9951594186167542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:31:17,973] Trial 3002 finished with value: 0.9963288761476815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 52, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:31:21,586] Trial 3003 finished with value: 0.9974457692293046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:31:24,316] Trial 3004 finished with value: 0.9972990824607512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 86}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:31:27,402] Trial 3005 finished with value: 0.9973732935594182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:31:42,948] Trial 3006 finished with value: 0.9969265648020195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 53, 'rf_n_estimators': 114}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:31:45,576] Trial 3007 finished with value: 0.9975271648698235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:31:49,963] Trial 3008 finished with value: 0.9970039215081715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:31:56,046] Trial 3009 finished with value: 0.9972835478658713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 19, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:31:58,506] Trial 3010 finished with value: 0.9970704487642261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:32:01,190] Trial 3011 finished with value: 0.997572476413823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:32:07,617] Trial 3012 finished with value: 0.9972145174727922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 24, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:32:10,192] Trial 3013 finished with value: 0.99667202218211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:32:11,498] Trial 3014 finished with value: 0.99726575124685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 40}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:32:16,475] Trial 3015 finished with value: 0.9973826348190343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:32:18,147] Trial 3016 finished with value: 0.9969435756539275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 111}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:32:22,958] Trial 3017 finished with value: 0.9969923085126146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:32:25,419] Trial 3018 finished with value: 0.9974299584511538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:32:28,668] Trial 3019 finished with value: 0.9974727618435396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:32:34,158] Trial 3020 finished with value: 0.9853741867121221 and parameters: {'classifier': 'SVC', 'svc_c': 0.006669547374390106, 'svc_kernel': 'sigmoid'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:32:39,998] Trial 3021 finished with value: 0.9970858942390621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 22, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:32:42,184] Trial 3022 finished with value: 0.9975398993243411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:32:44,710] Trial 3023 finished with value: 0.997519458493297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:32:45,898] Trial 3024 finished with value: 0.9955207992533269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 4, 'rf_n_estimators': 113}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:32:54,394] Trial 3025 finished with value: 0.9968810491515371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 30, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:32:56,196] Trial 3026 finished with value: 0.9973605532016497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 71}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:33:05,171] Trial 3027 finished with value: 0.9972362636839707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 29, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:33:09,719] Trial 3028 finished with value: 0.997478597936917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:33:13,454] Trial 3029 finished with value: 0.9975162659454466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:33:17,331] Trial 3030 finished with value: 0.9970965785517087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:33:19,277] Trial 3031 finished with value: 0.9975003163456885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 91}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:33:20,958] Trial 3032 finished with value: 0.9968715294931431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 1, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:33:22,534] Trial 3033 finished with value: 0.9936179099108587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:33:26,714] Trial 3034 finished with value: 0.9975286964460244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:33:32,175] Trial 3035 finished with value: 0.9973492301636152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:33:36,798] Trial 3036 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 7.870155374485343e-06, 'svc_kernel': 'rbf'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:33:53,701] Trial 3037 finished with value: 0.996690536776074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 59, 'rf_n_estimators': 111}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:33:56,816] Trial 3038 finished with value: 0.9974676679411285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:34:02,128] Trial 3039 finished with value: 0.9970460750986399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:34:06,447] Trial 3040 finished with value: 0.9974305712784091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:34:09,453] Trial 3041 finished with value: 0.9974687411902076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:34:12,024] Trial 3042 finished with value: 0.9973679738735334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:34:14,581] Trial 3043 finished with value: 0.9972896240247806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 82}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:34:18,024] Trial 3044 finished with value: 0.9969988335090112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:34:19,277] Trial 3045 finished with value: 0.996838483539554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:34:25,092] Trial 3046 finished with value: 0.9969377277857866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 19, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:34:43,437] Trial 3047 finished with value: 0.9962333151173487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 66, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:34:45,320] Trial 3048 finished with value: 0.9975208803198137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:34:47,971] Trial 3049 finished with value: 0.9975211251777698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:34:50,701] Trial 3050 finished with value: 0.9971251397485444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:34:52,279] Trial 3051 finished with value: 0.9971890013694886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:34:59,808] Trial 3052 finished with value: 0.9969512499434298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 26, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:35:02,334] Trial 3053 finished with value: 0.9966198491246808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:35:07,842] Trial 3054 finished with value: 0.9852061368089332 and parameters: {'classifier': 'SVC', 'svc_c': 2.87636347927667e-08, 'svc_kernel': 'sigmoid'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:35:09,538] Trial 3055 finished with value: 0.9955548812591672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:35:14,066] Trial 3056 finished with value: 0.9971747364178593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:35:19,009] Trial 3057 finished with value: 0.9974273039560487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 21, 'rf_n_estimators': 109}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:35:23,547] Trial 3058 finished with value: 0.9971645627681437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:35:26,943] Trial 3059 finished with value: 0.9972477163396194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:35:39,236] Trial 3060 finished with value: 0.996921752637013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 45, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:35:42,755] Trial 3061 finished with value: 0.9972825527872583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:35:44,140] Trial 3062 finished with value: 0.9965653421250119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:35:46,204] Trial 3063 finished with value: 0.9970868895715782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:35:49,659] Trial 3064 finished with value: 0.9970561748307688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:36:02,641] Trial 3065 finished with value: 0.9969455596539993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 37, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:36:05,577] Trial 3066 finished with value: 0.9974822607453423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:36:09,435] Trial 3067 finished with value: 0.9975149909067519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:36:12,228] Trial 3068 finished with value: 0.997442729753382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:36:16,386] Trial 3069 finished with value: 0.9974795081166272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:36:18,036] Trial 3070 finished with value: 0.9973039008781255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:36:19,471] Trial 3071 finished with value: 0.9900590800119254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:36:22,481] Trial 3072 finished with value: 0.9973565992931371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:36:25,382] Trial 3073 finished with value: 0.9974739645515432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:36:28,226] Trial 3074 finished with value: 0.9973354564830554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:36:32,831] Trial 3075 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 4.681252098131014e-09, 'svc_kernel': 'rbf'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:36:36,578] Trial 3076 finished with value: 0.996905865116602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:36:42,258] Trial 3077 finished with value: 0.9972805309556008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:36:44,715] Trial 3078 finished with value: 0.9975245885451846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:36:47,491] Trial 3079 finished with value: 0.9974362365901063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:36:50,846] Trial 3080 finished with value: 0.9974653369187765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:36:54,814] Trial 3081 finished with value: 0.9973869621557663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:36:59,045] Trial 3082 finished with value: 0.9950318049658603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 27, 'rf_n_estimators': 114}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:37:03,189] Trial 3083 finished with value: 0.9976778912392397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:37:09,014] Trial 3084 finished with value: 0.9968592813585815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:37:12,024] Trial 3085 finished with value: 0.9975869464240726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:37:16,261] Trial 3086 finished with value: 0.9974983533878493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:37:20,054] Trial 3087 finished with value: 0.9972404792715306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:37:34,975] Trial 3088 finished with value: 0.9967222700815478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 54, 'rf_n_estimators': 122}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:37:37,821] Trial 3089 finished with value: 0.9973161062617256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:37:44,017] Trial 3090 finished with value: 0.9966950851673314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 22, 'rf_n_estimators': 112}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:37:47,521] Trial 3091 finished with value: 0.9972172386492408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:37:49,883] Trial 3092 finished with value: 0.9930937431030512 and parameters: {'classifier': 'SVC', 'svc_c': 1814.1945728709265, 'svc_kernel': 'sigmoid'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:37:55,510] Trial 3093 finished with value: 0.9970919961056764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 17, 'rf_n_estimators': 120}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:37:58,167] Trial 3094 finished with value: 0.9973248838878431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:38:01,809] Trial 3095 finished with value: 0.9975872686273094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:38:04,422] Trial 3096 finished with value: 0.9974530522538836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:38:06,750] Trial 3097 finished with value: 0.9974876601885886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:38:11,005] Trial 3098 finished with value: 0.997375950212701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:38:13,423] Trial 3099 finished with value: 0.9970200750557231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:38:16,906] Trial 3100 finished with value: 0.9973277839708761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:38:40,419] Trial 3101 finished with value: 0.9965928086179434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 73, 'rf_n_estimators': 118}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:39:01,964] Trial 3102 finished with value: 0.9956925453214818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 74, 'rf_n_estimators': 115}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:39:02,713] Trial 3103 finished with value: 0.9966259247123078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 28}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:39:06,195] Trial 3104 finished with value: 0.9972851413627296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:39:07,135] Trial 3105 finished with value: 0.9903470882557742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:39:08,300] Trial 3106 finished with value: 0.9972056463150615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:39:10,158] Trial 3107 finished with value: 0.9976162786616327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:39:12,525] Trial 3108 finished with value: 0.9977957916305037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:39:14,854] Trial 3109 finished with value: 0.9975072006786737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:39:17,487] Trial 3110 finished with value: 0.9973099330482951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:39:23,607] Trial 3111 finished with value: 0.9926419495469027 and parameters: {'classifier': 'SVC', 'svc_c': 2030252.8681513662, 'svc_kernel': 'rbf'}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:39:26,524] Trial 3112 finished with value: 0.9975605807287241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 453 with value: 0.997802029716217.
[I 2023-09-08 18:39:29,330] Trial 3113 finished with value: 0.9978259245837312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:39:32,433] Trial 3114 finished with value: 0.9976195939717093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:39:35,463] Trial 3115 finished with value: 0.9974261956048441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:39:38,569] Trial 3116 finished with value: 0.9975254366772859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:39:51,081] Trial 3117 finished with value: 0.9967293445245989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 47, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:39:54,056] Trial 3118 finished with value: 0.9972241766827655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:39:59,438] Trial 3119 finished with value: 0.9973139828687643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 19, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:40:03,670] Trial 3120 finished with value: 0.9972750629584745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:40:05,751] Trial 3121 finished with value: 0.9968098598507783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:40:08,734] Trial 3122 finished with value: 0.9973465261891126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:40:17,255] Trial 3123 finished with value: 0.9971394862665964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 32, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:40:20,358] Trial 3124 finished with value: 0.9974664423183558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:40:28,093] Trial 3125 finished with value: 0.9970404543152269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 25, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:40:31,287] Trial 3126 finished with value: 0.997371022585187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:40:34,247] Trial 3127 finished with value: 0.9973446887546974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:40:39,169] Trial 3128 finished with value: 0.9972562102288441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:40:56,499] Trial 3129 finished with value: 0.9958384231225116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 64, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:41:01,715] Trial 3130 finished with value: 0.9852053993786534 and parameters: {'classifier': 'SVC', 'svc_c': 0.0001535179583985185, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:41:04,880] Trial 3131 finished with value: 0.9972737870628562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:41:08,198] Trial 3132 finished with value: 0.997422260358221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:41:12,622] Trial 3133 finished with value: 0.9973872256438742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:41:13,796] Trial 3134 finished with value: 0.9968183922380848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:41:15,502] Trial 3135 finished with value: 0.9972542871338167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:41:18,198] Trial 3136 finished with value: 0.9975992616208327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:41:21,311] Trial 3137 finished with value: 0.997270019900191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:41:23,890] Trial 3138 finished with value: 0.9974227083387849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:41:26,149] Trial 3139 finished with value: 0.9942037483922572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 15, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:41:29,465] Trial 3140 finished with value: 0.9974319542259894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:41:32,012] Trial 3141 finished with value: 0.9973318221752709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:41:35,435] Trial 3142 finished with value: 0.9974154511488628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:41:38,976] Trial 3143 finished with value: 0.9975654881074529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:41:42,337] Trial 3144 finished with value: 0.9969559978709115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:41:49,152] Trial 3145 finished with value: 0.996875225689847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 24, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:41:50,700] Trial 3146 finished with value: 0.9970283260864798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:41:54,092] Trial 3147 finished with value: 0.9963678032307383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:42:04,715] Trial 3148 finished with value: 0.9968729472572075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 41, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:42:10,004] Trial 3149 finished with value: 0.9853366605720387 and parameters: {'classifier': 'SVC', 'svc_c': 0.0024313183563351532, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:42:12,795] Trial 3150 finished with value: 0.9975923861109858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:42:18,433] Trial 3151 finished with value: 0.9966291810533523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 20, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:42:34,205] Trial 3152 finished with value: 0.9966947477933751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 57, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:42:41,912] Trial 3153 finished with value: 0.9971111628819012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 28, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:42:44,571] Trial 3154 finished with value: 0.9975118947151885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:42:47,251] Trial 3155 finished with value: 0.9974802298366433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:42:52,425] Trial 3156 finished with value: 0.9973872731872596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:42:55,753] Trial 3157 finished with value: 0.9975334310435849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:43:07,899] Trial 3158 finished with value: 0.9962872196680578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 40, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:43:12,410] Trial 3159 finished with value: 0.9972921829887843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:43:16,740] Trial 3160 finished with value: 0.9973457634319822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:43:20,353] Trial 3161 finished with value: 0.9974401954497326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:43:23,238] Trial 3162 finished with value: 0.9975944765599992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:43:25,923] Trial 3163 finished with value: 0.9976337279409946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:43:29,705] Trial 3164 finished with value: 0.9975272567193277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:43:32,728] Trial 3165 finished with value: 0.9972479842392964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:43:39,691] Trial 3166 finished with value: 0.9942168544341956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 52, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:43:43,182] Trial 3167 finished with value: 0.9972635799296482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:43:45,538] Trial 3168 finished with value: 0.9925222280662459 and parameters: {'classifier': 'SVC', 'svc_c': 258.54265748220155, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:43:48,244] Trial 3169 finished with value: 0.9972020075004943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:43:51,248] Trial 3170 finished with value: 0.9968291534199433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:43:54,229] Trial 3171 finished with value: 0.9965948700267715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:43:56,912] Trial 3172 finished with value: 0.9971357771208261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:44:03,829] Trial 3173 finished with value: 0.997371894488981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:44:07,031] Trial 3174 finished with value: 0.9974199390794065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:44:09,717] Trial 3175 finished with value: 0.9974282157226546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:44:12,008] Trial 3176 finished with value: 0.9972517694290929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:44:17,882] Trial 3177 finished with value: 0.9973365488066168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:44:21,394] Trial 3178 finished with value: 0.9976000768089861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:44:38,769] Trial 3179 finished with value: 0.9963696076577296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 59, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:44:43,089] Trial 3180 finished with value: 0.997132420519732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:44:46,145] Trial 3181 finished with value: 0.9970495543032705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:44:49,298] Trial 3182 finished with value: 0.994349660851082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 31, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:44:51,230] Trial 3183 finished with value: 0.9972545979114068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:44:54,187] Trial 3184 finished with value: 0.9972974311056877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:44:56,465] Trial 3185 finished with value: 0.9956135607145796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:45:00,188] Trial 3186 finished with value: 0.9972599484465375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:45:06,130] Trial 3187 finished with value: 0.9850762638633584 and parameters: {'classifier': 'SVC', 'svc_c': 4.2369776619169974e-10, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:45:11,935] Trial 3188 finished with value: 0.9974563848928574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:45:13,213] Trial 3189 finished with value: 0.989452251157615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:45:16,155] Trial 3190 finished with value: 0.9974115655720649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:45:17,972] Trial 3191 finished with value: 0.9970750518081605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 38}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:45:22,521] Trial 3192 finished with value: 0.9975368552781599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:45:23,151] Trial 3193 finished with value: 0.9914361095513877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 5}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:45:26,147] Trial 3194 finished with value: 0.9972002626772932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:45:27,406] Trial 3195 finished with value: 0.9969821063305201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:45:31,122] Trial 3196 finished with value: 0.9971844956022409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:45:35,631] Trial 3197 finished with value: 0.9972256690626508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:45:37,935] Trial 3198 finished with value: 0.9972971723465281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:45:41,373] Trial 3199 finished with value: 0.9975730767680807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:45:45,414] Trial 3200 finished with value: 0.9973712478608543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:45:49,553] Trial 3201 finished with value: 0.9977920994962517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:45:53,947] Trial 3202 finished with value: 0.9968679424431027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 109}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:45:58,330] Trial 3203 finished with value: 0.9976993199761296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:46:03,827] Trial 3204 finished with value: 0.9970594632588377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 19, 'rf_n_estimators': 109}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:46:08,265] Trial 3205 finished with value: 0.997173555164681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 16, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:46:11,900] Trial 3206 finished with value: 0.9867341907685009 and parameters: {'classifier': 'SVC', 'svc_c': 87237687.19895673, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:46:23,517] Trial 3207 finished with value: 0.9966606865123883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 43, 'rf_n_estimators': 109}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:46:28,619] Trial 3208 finished with value: 0.9970183387065433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 17, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:46:33,736] Trial 3209 finished with value: 0.9969837135698923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 106}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:46:38,062] Trial 3210 finished with value: 0.9972272989946266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 106}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:46:42,837] Trial 3211 finished with value: 0.9972845908369866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:46:47,992] Trial 3212 finished with value: 0.997221028091917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 19, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:46:52,740] Trial 3213 finished with value: 0.9974981081490384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 107}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:46:57,348] Trial 3214 finished with value: 0.9971267497491146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:47:02,695] Trial 3215 finished with value: 0.9973886506124439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 21, 'rf_n_estimators': 108}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:47:08,075] Trial 3216 finished with value: 0.9975940441310098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 18, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:47:09,621] Trial 3217 finished with value: 0.9970136177562829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:47:14,142] Trial 3218 finished with value: 0.997145559981687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:47:19,071] Trial 3219 finished with value: 0.9970604844577484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 16, 'rf_n_estimators': 108}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:47:21,542] Trial 3220 finished with value: 0.99735481603533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:47:31,660] Trial 3221 finished with value: 0.9962872828899695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 34, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:47:34,427] Trial 3222 finished with value: 0.9973679937097254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:47:39,252] Trial 3223 finished with value: 0.9971794851070506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:47:44,355] Trial 3224 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.766795667920155e-09, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:47:48,284] Trial 3225 finished with value: 0.9971629709533945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:47:51,353] Trial 3226 finished with value: 0.9974369360301112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:47:53,467] Trial 3227 finished with value: 0.9974747292446858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:47:58,308] Trial 3228 finished with value: 0.9974703708682803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:48:01,274] Trial 3229 finished with value: 0.9973304958798558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:48:04,708] Trial 3230 finished with value: 0.9970168798418885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:48:06,216] Trial 3231 finished with value: 0.9951895442067871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:48:11,465] Trial 3232 finished with value: 0.997123655493564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 17, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:48:17,433] Trial 3233 finished with value: 0.9974557437553887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 21, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:48:20,635] Trial 3234 finished with value: 0.9975621091628719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:48:22,967] Trial 3235 finished with value: 0.997233176918566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:48:25,919] Trial 3236 finished with value: 0.997487578749118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:48:29,835] Trial 3237 finished with value: 0.9971568079913081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 13, 'rf_n_estimators': 108}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:48:37,070] Trial 3238 finished with value: 0.9971925735027124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 28, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:48:40,071] Trial 3239 finished with value: 0.9973277861290538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:48:42,853] Trial 3240 finished with value: 0.997266160792808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:48:55,124] Trial 3241 finished with value: 0.9967361060318822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 48, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:48:59,993] Trial 3242 finished with value: 0.9975310081082528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:49:02,259] Trial 3243 finished with value: 0.9910478643947741 and parameters: {'classifier': 'SVC', 'svc_c': 28.042761488183753, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:49:20,439] Trial 3244 finished with value: 0.9962001284061403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 61, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:49:22,839] Trial 3245 finished with value: 0.9964629199303666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 24}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:49:28,093] Trial 3246 finished with value: 0.9966421331664392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:49:34,171] Trial 3247 finished with value: 0.9968411304175612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 19, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:49:36,887] Trial 3248 finished with value: 0.9973319004726887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:49:40,043] Trial 3249 finished with value: 0.9971929131617981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:49:49,501] Trial 3250 finished with value: 0.9971181730874275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 38, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:49:52,528] Trial 3251 finished with value: 0.9963989500196822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:49:54,851] Trial 3252 finished with value: 0.9975180167036365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:49:58,425] Trial 3253 finished with value: 0.9973858739581329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:50:01,081] Trial 3254 finished with value: 0.9974046111617799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:50:08,523] Trial 3255 finished with value: 0.9965844084190216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 34, 'rf_n_estimators': 109}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:50:10,098] Trial 3256 finished with value: 0.9937062106092167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:50:13,830] Trial 3257 finished with value: 0.9969563305793955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:50:21,517] Trial 3258 finished with value: 0.9969526851633433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 24, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:50:33,655] Trial 3259 finished with value: 0.9972729403906985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 42, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:50:35,672] Trial 3260 finished with value: 0.9971004748241814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:50:38,793] Trial 3261 finished with value: 0.9969607069829324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:50:40,324] Trial 3262 finished with value: 0.9970758566497558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:50:46,781] Trial 3263 finished with value: 0.9853836925327886 and parameters: {'classifier': 'SVC', 'svc_c': 0.08582479606984006, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:50:50,206] Trial 3264 finished with value: 0.9967203631411156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 16, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:50:51,938] Trial 3265 finished with value: 0.9972562579309191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 3, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:50:54,483] Trial 3266 finished with value: 0.9969627945755343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:50:58,410] Trial 3267 finished with value: 0.9976077550022509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:51:02,352] Trial 3268 finished with value: 0.9972959052105722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:51:21,468] Trial 3269 finished with value: 0.9957208018978818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 68, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:51:24,025] Trial 3270 finished with value: 0.9973898371023767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:51:26,900] Trial 3271 finished with value: 0.9973471404445737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:51:30,088] Trial 3272 finished with value: 0.9962623631736851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:51:33,503] Trial 3273 finished with value: 0.9974947245072471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:51:34,833] Trial 3274 finished with value: 0.9952580932944991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 21}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:51:36,392] Trial 3275 finished with value: 0.9970453509348051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:51:39,371] Trial 3276 finished with value: 0.9911482800236957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 24, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:51:46,574] Trial 3277 finished with value: 0.9969109693655708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 31, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:51:48,983] Trial 3278 finished with value: 0.997566633338106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:51:50,938] Trial 3279 finished with value: 0.9975277958828999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:51:52,921] Trial 3280 finished with value: 0.9853902474262942 and parameters: {'classifier': 'SVC', 'svc_c': 0.018252457789081813, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:51:57,406] Trial 3281 finished with value: 0.9972118491082217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 20, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:52:11,933] Trial 3282 finished with value: 0.9969891572875196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 59, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:52:15,359] Trial 3283 finished with value: 0.997550113979433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:52:20,299] Trial 3284 finished with value: 0.9975654770626612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:52:22,906] Trial 3285 finished with value: 0.9975519638868459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:52:30,636] Trial 3286 finished with value: 0.9950417037335594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 47, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:52:34,702] Trial 3287 finished with value: 0.9974891944942494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:52:38,096] Trial 3288 finished with value: 0.997117000879553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:52:41,690] Trial 3289 finished with value: 0.9973228870656566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:52:46,814] Trial 3290 finished with value: 0.9970315693515065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:52:52,001] Trial 3291 finished with value: 0.9974291403748508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:52:55,896] Trial 3292 finished with value: 0.9975296239863701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:52:59,926] Trial 3293 finished with value: 0.9972615534325184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:53:02,628] Trial 3294 finished with value: 0.9973109467887976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:53:04,243] Trial 3295 finished with value: 0.9968962790942432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 4, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:53:07,457] Trial 3296 finished with value: 0.9972331275661199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:53:10,393] Trial 3297 finished with value: 0.9971831597854534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:53:14,949] Trial 3298 finished with value: 0.9972854178316415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:53:20,878] Trial 3299 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 4.881508310374825e-05, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:53:29,597] Trial 3300 finished with value: 0.9968738775270135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 29, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:53:32,987] Trial 3301 finished with value: 0.9974151772824592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:53:33,925] Trial 3302 finished with value: 0.9957912403432255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 17}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:53:36,855] Trial 3303 finished with value: 0.9971507938482699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:53:39,030] Trial 3304 finished with value: 0.9973341151121341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:53:41,903] Trial 3305 finished with value: 0.9972739635573595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:53:46,532] Trial 3306 finished with value: 0.9973545077332969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:53:50,950] Trial 3307 finished with value: 0.9975661393375764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:53:54,209] Trial 3308 finished with value: 0.9974500221089055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:53:58,535] Trial 3309 finished with value: 0.9972189528136234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:54:01,272] Trial 3310 finished with value: 0.9976486302215442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:54:03,855] Trial 3311 finished with value: 0.9974028724005192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:54:07,637] Trial 3312 finished with value: 0.9974610259588047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:54:11,815] Trial 3313 finished with value: 0.9974129695936155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:54:18,080] Trial 3314 finished with value: 0.9970390720024049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 22, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:54:23,414] Trial 3315 finished with value: 0.9970292574353744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 17, 'rf_n_estimators': 107}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:54:24,640] Trial 3316 finished with value: 0.9970085211561496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 42}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:54:26,946] Trial 3317 finished with value: 0.997390885215033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:54:29,017] Trial 3318 finished with value: 0.9963792269414152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:54:33,626] Trial 3319 finished with value: 0.9852060554329386 and parameters: {'classifier': 'SVC', 'svc_c': 1.0495843583717095e-10, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:54:34,208] Trial 3320 finished with value: 0.9950196116426652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 12}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:54:37,736] Trial 3321 finished with value: 0.9974544530699054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:54:39,448] Trial 3322 finished with value: 0.9969758001669954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 3, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:54:44,590] Trial 3323 finished with value: 0.9973355068828526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:54:49,525] Trial 3324 finished with value: 0.9949243031191242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 35, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:54:51,240] Trial 3325 finished with value: 0.9970982863050338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:54:54,011] Trial 3326 finished with value: 0.9972284029977381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:54:56,187] Trial 3327 finished with value: 0.9942659025137793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:54:58,802] Trial 3328 finished with value: 0.9976180627446255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:54:59,966] Trial 3329 finished with value: 0.9965724590016453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 32}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:55:04,832] Trial 3330 finished with value: 0.997264984649433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:55:10,073] Trial 3331 finished with value: 0.9974875973157938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:55:12,568] Trial 3332 finished with value: 0.9955621540958779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:55:16,698] Trial 3333 finished with value: 0.9974710173377176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:55:20,106] Trial 3334 finished with value: 0.9975276412240768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:55:26,237] Trial 3335 finished with value: 0.9972251721104956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:55:29,478] Trial 3336 finished with value: 0.9975798138689131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:55:31,838] Trial 3337 finished with value: 0.9975483508751971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:55:52,586] Trial 3338 finished with value: 0.9963286940355683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 66, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:55:56,422] Trial 3339 finished with value: 0.9962110263466419 and parameters: {'classifier': 'SVC', 'svc_c': 108067.21083312223, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:56:00,839] Trial 3340 finished with value: 0.997462422648899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:56:03,393] Trial 3341 finished with value: 0.997256092989014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:56:06,251] Trial 3342 finished with value: 0.9970154950217719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:56:09,632] Trial 3343 finished with value: 0.9975856506922622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:56:10,991] Trial 3344 finished with value: 0.9902427173218721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:56:14,031] Trial 3345 finished with value: 0.997463714286519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:56:16,257] Trial 3346 finished with value: 0.9975134347654105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:56:20,533] Trial 3347 finished with value: 0.9970873728446953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:56:25,003] Trial 3348 finished with value: 0.9975407751001599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:56:34,560] Trial 3349 finished with value: 0.9965608005256664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 45, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:56:38,585] Trial 3350 finished with value: 0.9971322795082092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:56:45,897] Trial 3351 finished with value: 0.9945331179531903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 50, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:56:47,967] Trial 3352 finished with value: 0.9972054926718514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:56:51,272] Trial 3353 finished with value: 0.9975317545520986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:57:13,565] Trial 3354 finished with value: 0.9964583956599187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 66, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:57:19,682] Trial 3355 finished with value: 0.9852062190101137 and parameters: {'classifier': 'SVC', 'svc_c': 7.05953549046518e-08, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:57:22,451] Trial 3356 finished with value: 0.9976779626177935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:57:28,870] Trial 3357 finished with value: 0.9966977012278306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 22, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:57:33,559] Trial 3358 finished with value: 0.9975688964095982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:57:44,841] Trial 3359 finished with value: 0.9966730732146538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 40, 'rf_n_estimators': 109}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:57:49,876] Trial 3360 finished with value: 0.9975406671912745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:57:52,725] Trial 3361 finished with value: 0.9971269615044335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:57:55,768] Trial 3362 finished with value: 0.9970064931990761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:57:59,369] Trial 3363 finished with value: 0.9974709367234326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:58:03,425] Trial 3364 finished with value: 0.99729468974393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:58:05,975] Trial 3365 finished with value: 0.9974914882562981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:58:08,414] Trial 3366 finished with value: 0.997393597346178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:58:11,994] Trial 3367 finished with value: 0.9974200752350296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:58:14,628] Trial 3368 finished with value: 0.9975934905584278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:58:21,737] Trial 3369 finished with value: 0.9973885737432319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:58:24,809] Trial 3370 finished with value: 0.9971597366701959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:58:31,599] Trial 3371 finished with value: 0.9969486154114685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 28, 'rf_n_estimators': 105}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:58:35,972] Trial 3372 finished with value: 0.9976525162109348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:58:39,533] Trial 3373 finished with value: 0.9972864257323691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:58:41,455] Trial 3374 finished with value: 0.9957872360349159 and parameters: {'classifier': 'SVC', 'svc_c': 7063.185807927947, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:58:43,414] Trial 3375 finished with value: 0.9944483992268075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:58:45,581] Trial 3376 finished with value: 0.9975174716685514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:58:59,255] Trial 3377 finished with value: 0.9966654054631606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 53, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:59:02,049] Trial 3378 finished with value: 0.9972447372291969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:59:06,913] Trial 3379 finished with value: 0.9974892424184897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:59:10,072] Trial 3380 finished with value: 0.9970582194502439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:59:18,707] Trial 3381 finished with value: 0.9969974098734338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 36, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:59:20,171] Trial 3382 finished with value: 0.9966999699486704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:59:24,438] Trial 3383 finished with value: 0.9970269688148669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:59:28,693] Trial 3384 finished with value: 0.9974416520609958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:59:33,144] Trial 3385 finished with value: 0.9975058823812111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:59:36,772] Trial 3386 finished with value: 0.9974426977615712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:59:39,472] Trial 3387 finished with value: 0.9971331180237245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:59:41,239] Trial 3388 finished with value: 0.9973985703906374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:59:48,495] Trial 3389 finished with value: 0.9968572232504957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 25, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:59:52,614] Trial 3390 finished with value: 0.9973641287625674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 18:59:55,283] Trial 3391 finished with value: 0.9971251643771608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:00:00,551] Trial 3392 finished with value: 0.9968181881633397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 17, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:00:05,982] Trial 3393 finished with value: 0.9852068747152819 and parameters: {'classifier': 'SVC', 'svc_c': 1.1695982485541598e-08, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:00:10,336] Trial 3394 finished with value: 0.9975958448446661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:00:32,645] Trial 3395 finished with value: 0.9958981974722558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 73, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:00:35,989] Trial 3396 finished with value: 0.9974828170791223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:00:52,199] Trial 3397 finished with value: 0.9966193375730882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 57, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:00:54,660] Trial 3398 finished with value: 0.9972227886888582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:01:03,158] Trial 3399 finished with value: 0.9968482029563378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 34, 'rf_n_estimators': 108}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:01:08,998] Trial 3400 finished with value: 0.9965363737625612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 32, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:01:12,108] Trial 3401 finished with value: 0.9956115833477305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:01:15,184] Trial 3402 finished with value: 0.9971653888423994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:01:29,857] Trial 3403 finished with value: 0.9968688859476159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 49, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:01:31,559] Trial 3404 finished with value: 0.997172200622528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:01:35,689] Trial 3405 finished with value: 0.9974505547979446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:01:39,019] Trial 3406 finished with value: 0.9971537397925793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:01:44,704] Trial 3407 finished with value: 0.9970358313716247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 19, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:01:48,903] Trial 3408 finished with value: 0.99742229844371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:01:52,676] Trial 3409 finished with value: 0.9974684224464028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:01:56,177] Trial 3410 finished with value: 0.9976272465842205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:01:59,310] Trial 3411 finished with value: 0.9884210010737157 and parameters: {'classifier': 'SVC', 'svc_c': 1.9554303202057521, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:02:01,453] Trial 3412 finished with value: 0.9969353974299305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:02:03,781] Trial 3413 finished with value: 0.9962691663845789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:02:05,626] Trial 3414 finished with value: 0.9908081573740706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:02:09,019] Trial 3415 finished with value: 0.9972642805439557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:02:20,661] Trial 3416 finished with value: 0.9969751823251508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 38, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:02:25,785] Trial 3417 finished with value: 0.9975328125669821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:02:28,456] Trial 3418 finished with value: 0.9973315122546045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:02:30,697] Trial 3419 finished with value: 0.9974818306649581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:02:34,859] Trial 3420 finished with value: 0.9971240943970864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:02:37,742] Trial 3421 finished with value: 0.9974673310749785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:02:45,020] Trial 3422 finished with value: 0.9971322418035751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 25, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:02:51,878] Trial 3423 finished with value: 0.9972521169591797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:02:55,308] Trial 3424 finished with value: 0.9975837294062958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:02:57,807] Trial 3425 finished with value: 0.9975415680083022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:02:59,674] Trial 3426 finished with value: 0.9971491785792072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:03:03,147] Trial 3427 finished with value: 0.9974691418812892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:03:15,835] Trial 3428 finished with value: 0.9961094104852736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 54, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:03:18,548] Trial 3429 finished with value: 0.9973911396260992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:03:20,559] Trial 3430 finished with value: 0.9852530853307244 and parameters: {'classifier': 'SVC', 'svc_c': 0.0010338502126120263, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:03:22,745] Trial 3431 finished with value: 0.9972618940120034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:03:24,186] Trial 3432 finished with value: 0.9972963463674861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:03:32,860] Trial 3433 finished with value: 0.9968710300019552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 37, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:03:36,737] Trial 3434 finished with value: 0.9975775133149524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:03:40,243] Trial 3435 finished with value: 0.9975181448295688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:03:43,035] Trial 3436 finished with value: 0.997401704921593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:03:47,564] Trial 3437 finished with value: 0.9970484313526283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:03:50,497] Trial 3438 finished with value: 0.9974143364183387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:03:58,061] Trial 3439 finished with value: 0.9969294038213184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 28, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:04:02,577] Trial 3440 finished with value: 0.9972046427941651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:04:04,991] Trial 3441 finished with value: 0.9970904550398414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:04:08,711] Trial 3442 finished with value: 0.99749812677919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:04:12,311] Trial 3443 finished with value: 0.9971570418679483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:04:15,190] Trial 3444 finished with value: 0.9972764090583439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:04:17,242] Trial 3445 finished with value: 0.9973900547609461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:04:22,763] Trial 3446 finished with value: 0.9975322025009247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:04:25,994] Trial 3447 finished with value: 0.9974974272439714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:04:28,312] Trial 3448 finished with value: 0.9946921796492454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:08:07,523] Trial 3449 finished with value: 0.9896107845127243 and parameters: {'classifier': 'SVC', 'svc_c': 3029000951.360664, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:08:13,349] Trial 3450 finished with value: 0.9973403315208568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 23, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:08:18,796] Trial 3451 finished with value: 0.9973662214649724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:08:21,770] Trial 3452 finished with value: 0.9971040293111285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:08:24,295] Trial 3453 finished with value: 0.9962434517606639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:08:26,871] Trial 3454 finished with value: 0.9971930954326008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:08:29,871] Trial 3455 finished with value: 0.997195288141152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:08:30,544] Trial 3456 finished with value: 0.9892799035926377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 13, 'rf_n_estimators': 36}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:08:31,010] Trial 3457 finished with value: 0.991498181630419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 1, 'rf_n_estimators': 8}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:08:34,848] Trial 3458 finished with value: 0.997181426356161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:08:42,298] Trial 3459 finished with value: 0.9961076241806275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 45, 'rf_n_estimators': 107}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:08:45,593] Trial 3460 finished with value: 0.9975302171361228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:08:49,721] Trial 3461 finished with value: 0.9973736695266702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:08:53,423] Trial 3462 finished with value: 0.997514370049806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:08:56,940] Trial 3463 finished with value: 0.9975752981677003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:09:00,619] Trial 3464 finished with value: 0.9973701518874335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:09:15,160] Trial 3465 finished with value: 0.9965906319052976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 53, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:09:18,688] Trial 3466 finished with value: 0.9973717309435438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:09:24,437] Trial 3467 finished with value: 0.9972750009426031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:09:27,716] Trial 3468 finished with value: 0.9866070574708368 and parameters: {'classifier': 'SVC', 'svc_c': 516482251.0156663, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:09:46,071] Trial 3469 finished with value: 0.9964610182266886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 56, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:09:54,804] Trial 3470 finished with value: 0.996962452663057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 28, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:09:58,047] Trial 3471 finished with value: 0.996583685905558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:10:05,686] Trial 3472 finished with value: 0.9970271995177162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 31, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:10:08,233] Trial 3473 finished with value: 0.9975486831393505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:10:11,453] Trial 3474 finished with value: 0.9974835788841153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:10:14,101] Trial 3475 finished with value: 0.9973526196134436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:10:17,479] Trial 3476 finished with value: 0.9971799323576427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:10:23,012] Trial 3477 finished with value: 0.9971874290418147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 20, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:10:26,693] Trial 3478 finished with value: 0.9974049055626096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:10:40,283] Trial 3479 finished with value: 0.9968490551826291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 48, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:10:44,235] Trial 3480 finished with value: 0.9975043916834351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:10:47,148] Trial 3481 finished with value: 0.9969785418143943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:10:50,664] Trial 3482 finished with value: 0.9974206928229711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 105}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:10:55,685] Trial 3483 finished with value: 0.9976075215699414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:10:57,641] Trial 3484 finished with value: 0.995534136918514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:11:01,034] Trial 3485 finished with value: 0.9972872755465795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:11:03,291] Trial 3486 finished with value: 0.9911001520260495 and parameters: {'classifier': 'SVC', 'svc_c': 11.74341490504629, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:11:06,786] Trial 3487 finished with value: 0.9971339543493244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:11:13,850] Trial 3488 finished with value: 0.9967285444436894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 23, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:11:18,887] Trial 3489 finished with value: 0.9974491091362593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:11:22,935] Trial 3490 finished with value: 0.9973151166737706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:11:25,851] Trial 3491 finished with value: 0.9974964003957131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:11:29,849] Trial 3492 finished with value: 0.997319991997213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:11:33,048] Trial 3493 finished with value: 0.9972842772664606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:11:35,801] Trial 3494 finished with value: 0.9973935569438218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 56}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:11:38,181] Trial 3495 finished with value: 0.997450174292172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:11:42,095] Trial 3496 finished with value: 0.9976364360096874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:12:03,110] Trial 3497 finished with value: 0.9961525219575273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 74, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:12:06,845] Trial 3498 finished with value: 0.9976484821324679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:12:09,496] Trial 3499 finished with value: 0.9973562344658907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:12:14,640] Trial 3500 finished with value: 0.9974072172248382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:12:19,650] Trial 3501 finished with value: 0.9970852497056372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:12:23,467] Trial 3502 finished with value: 0.9973181787153456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:12:26,243] Trial 3503 finished with value: 0.9973339712441995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:12:40,049] Trial 3504 finished with value: 0.9970363080432568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 44, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:12:43,563] Trial 3505 finished with value: 0.9866167255991621 and parameters: {'classifier': 'SVC', 'svc_c': 12452588.630513052, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:12:59,860] Trial 3506 finished with value: 0.9964354808272492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 62, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:13:03,927] Trial 3507 finished with value: 0.9974642638918628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:13:07,587] Trial 3508 finished with value: 0.9973584465980414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:13:10,006] Trial 3509 finished with value: 0.9967480349783081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:13:12,967] Trial 3510 finished with value: 0.9966354301203815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 19, 'rf_n_estimators': 52}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:13:23,550] Trial 3511 finished with value: 0.9970348769175333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 38, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:13:26,892] Trial 3512 finished with value: 0.9974166935927266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:13:30,927] Trial 3513 finished with value: 0.9974899645193606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:13:36,011] Trial 3514 finished with value: 0.9971792354249325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:13:38,347] Trial 3515 finished with value: 0.99743128852338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:13:41,106] Trial 3516 finished with value: 0.9973857824577457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:13:42,882] Trial 3517 finished with value: 0.9943642412140362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:13:53,136] Trial 3518 finished with value: 0.9968578261120481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 40, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:13:54,911] Trial 3519 finished with value: 0.9954333648411536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:13:57,078] Trial 3520 finished with value: 0.9973179632784296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 4, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:14:00,258] Trial 3521 finished with value: 0.9972926761323904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:14:07,952] Trial 3522 finished with value: 0.9972542229597678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 26, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:14:09,827] Trial 3523 finished with value: 0.996884198948426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:14:17,155] Trial 3524 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.381265726404295e-06, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:14:21,275] Trial 3525 finished with value: 0.9976901844416298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:14:22,928] Trial 3526 finished with value: 0.9969582740501594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 1, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:14:26,660] Trial 3527 finished with value: 0.9976268470357034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:14:30,796] Trial 3528 finished with value: 0.9970133440485688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 108}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:14:33,578] Trial 3529 finished with value: 0.9974035173782747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:14:36,147] Trial 3530 finished with value: 0.9974654337511321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:14:45,184] Trial 3531 finished with value: 0.9971415442477305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 29, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:14:48,297] Trial 3532 finished with value: 0.9975617168505977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:14:51,087] Trial 3533 finished with value: 0.9976196336123557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:14:56,719] Trial 3534 finished with value: 0.9972258175960577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 21, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:14:59,287] Trial 3535 finished with value: 0.9964189221770466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:15:04,495] Trial 3536 finished with value: 0.9972229587405664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 18, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:15:08,751] Trial 3537 finished with value: 0.9969655244164315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:15:11,985] Trial 3538 finished with value: 0.9976749121288172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:15:16,437] Trial 3539 finished with value: 0.9971084079997948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:15:20,386] Trial 3540 finished with value: 0.9974227181775364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:15:24,123] Trial 3541 finished with value: 0.9974302346979004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:15:26,056] Trial 3542 finished with value: 0.9921775894932425 and parameters: {'classifier': 'SVC', 'svc_c': 154.07694953933753, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:15:27,615] Trial 3543 finished with value: 0.9897446392326946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:15:31,931] Trial 3544 finished with value: 0.9973771858329146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:15:34,506] Trial 3545 finished with value: 0.997183666862001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:15:38,185] Trial 3546 finished with value: 0.9970764928678492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:15:41,930] Trial 3547 finished with value: 0.9973590080098867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 103}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:15:45,240] Trial 3548 finished with value: 0.9973050263678003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:15:50,842] Trial 3549 finished with value: 0.9969096453235471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:15:54,280] Trial 3550 finished with value: 0.9973372949965594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:15:58,387] Trial 3551 finished with value: 0.9974201517868625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:16:03,587] Trial 3552 finished with value: 0.9926731643184441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 62, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:16:05,822] Trial 3553 finished with value: 0.9972208964748148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 107}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:16:08,594] Trial 3554 finished with value: 0.9975660664356027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:16:10,138] Trial 3555 finished with value: 0.9944152559647943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:16:12,934] Trial 3556 finished with value: 0.9975382560624438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:16:15,602] Trial 3557 finished with value: 0.9973802396226334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:16:20,316] Trial 3558 finished with value: 0.9970485351355859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:16:23,561] Trial 3559 finished with value: 0.9974493416799074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:16:28,348] Trial 3560 finished with value: 0.9973546355101123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:16:34,326] Trial 3561 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.952730790503213e-07, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:16:37,221] Trial 3562 finished with value: 0.9973543326035235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:16:40,530] Trial 3563 finished with value: 0.9973764471013803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:16:44,117] Trial 3564 finished with value: 0.9974259890862802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:16:47,135] Trial 3565 finished with value: 0.9972926553757988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:16:53,154] Trial 3566 finished with value: 0.997359499122267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 20, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:16:58,171] Trial 3567 finished with value: 0.9975099598136596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:17:01,409] Trial 3568 finished with value: 0.9968834859563347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:17:04,104] Trial 3569 finished with value: 0.9972910379168206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:17:06,813] Trial 3570 finished with value: 0.9974426552645133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:17:11,757] Trial 3571 finished with value: 0.9971337279628303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 15, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:17:15,200] Trial 3572 finished with value: 0.9971419568722656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:17:21,772] Trial 3573 finished with value: 0.9971302608186047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 24, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:17:25,071] Trial 3574 finished with value: 0.9971940672155896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:17:28,424] Trial 3575 finished with value: 0.9975509112356687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:17:32,441] Trial 3576 finished with value: 0.9974099288799145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:17:39,053] Trial 3577 finished with value: 0.9972119895167245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:17:42,083] Trial 3578 finished with value: 0.9973698383486456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:17:46,484] Trial 3579 finished with value: 0.9972140069685507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:17:51,282] Trial 3580 finished with value: 0.9856185070915796 and parameters: {'classifier': 'SVC', 'svc_c': 0.39439596232699814, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:18:01,533] Trial 3581 finished with value: 0.9969107890625185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 34, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:18:05,407] Trial 3582 finished with value: 0.9976111189982774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:18:10,278] Trial 3583 finished with value: 0.997556678426049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:18:13,375] Trial 3584 finished with value: 0.9974322424379269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:18:17,094] Trial 3585 finished with value: 0.997577525407095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:18:18,696] Trial 3586 finished with value: 0.9970217893153194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:18:23,042] Trial 3587 finished with value: 0.9973399582513268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:18:29,141] Trial 3588 finished with value: 0.9965165443623044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 26, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:18:33,922] Trial 3589 finished with value: 0.9974199726581127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:18:36,495] Trial 3590 finished with value: 0.9974062750215791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:18:39,578] Trial 3591 finished with value: 0.9974122799288861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:18:41,875] Trial 3592 finished with value: 0.9973031497370695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:18:44,767] Trial 3593 finished with value: 0.9976092471917083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:18:48,274] Trial 3594 finished with value: 0.9968638757063291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:18:51,167] Trial 3595 finished with value: 0.9957784321932867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 21, 'rf_n_estimators': 106}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:18:52,665] Trial 3596 finished with value: 0.9971371691771855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:18:56,272] Trial 3597 finished with value: 0.9976495211046066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:19:01,460] Trial 3598 finished with value: 0.9970165086670607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:19:05,181] Trial 3599 finished with value: 0.9925266965097143 and parameters: {'classifier': 'SVC', 'svc_c': 54.7457239364564, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:19:06,857] Trial 3600 finished with value: 0.9973008023062192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:19:12,494] Trial 3601 finished with value: 0.9958442556929813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 37, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:19:16,145] Trial 3602 finished with value: 0.9971594133561325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:19:19,293] Trial 3603 finished with value: 0.997353868055772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:19:24,855] Trial 3604 finished with value: 0.9973619480509451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:19:28,084] Trial 3605 finished with value: 0.9973868934431968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:19:28,952] Trial 3606 finished with value: 0.9964175062855186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 15}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:19:31,639] Trial 3607 finished with value: 0.9975334299010203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:19:35,332] Trial 3608 finished with value: 0.9975928030518761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:19:39,127] Trial 3609 finished with value: 0.9974875848110584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:19:44,741] Trial 3610 finished with value: 0.9974589297652301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:20:05,495] Trial 3611 finished with value: 0.9965387717518981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 64, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:20:08,777] Trial 3612 finished with value: 0.9975728578082571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:20:12,452] Trial 3613 finished with value: 0.9976508753928565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:20:16,452] Trial 3614 finished with value: 0.9966564407738164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:20:24,636] Trial 3615 finished with value: 0.9965299042757644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 28, 'rf_n_estimators': 109}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:20:27,227] Trial 3616 finished with value: 0.9971954185839519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:20:30,496] Trial 3617 finished with value: 0.9886594164250612 and parameters: {'classifier': 'SVC', 'svc_c': 28076.44573321491, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:20:34,048] Trial 3618 finished with value: 0.9974369686884179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:20:37,132] Trial 3619 finished with value: 0.9974479796476082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:20:44,442] Trial 3620 finished with value: 0.9973146377170091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:20:46,732] Trial 3621 finished with value: 0.9972253218499428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:20:49,715] Trial 3622 finished with value: 0.9977705189886882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:20:52,355] Trial 3623 finished with value: 0.9973539319441795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:20:58,698] Trial 3624 finished with value: 0.9972233311214348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 22, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:21:01,144] Trial 3625 finished with value: 0.9975575021516994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:21:09,474] Trial 3626 finished with value: 0.9968098776557444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 36, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:21:13,865] Trial 3627 finished with value: 0.9971505514976085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 14, 'rf_n_estimators': 108}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:21:29,894] Trial 3628 finished with value: 0.9960112176207018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 62, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:21:33,109] Trial 3629 finished with value: 0.9974476945459855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:21:36,654] Trial 3630 finished with value: 0.9971552434711594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:21:41,646] Trial 3631 finished with value: 0.9973740162633092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:21:44,719] Trial 3632 finished with value: 0.9970786787844882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:21:46,989] Trial 3633 finished with value: 0.9974417806312591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:21:54,087] Trial 3634 finished with value: 0.9965951186932765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 42, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:21:56,516] Trial 3635 finished with value: 0.9972122861392076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:21:57,964] Trial 3636 finished with value: 0.9967383550434814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 25, 'rf_n_estimators': 26}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:21:59,862] Trial 3637 finished with value: 0.9975826961787181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:22:01,596] Trial 3638 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 5.931676006362063e-06, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:22:05,102] Trial 3639 finished with value: 0.9973243567212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 17, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:22:06,739] Trial 3640 finished with value: 0.9972945757731041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:22:10,032] Trial 3641 finished with value: 0.997653789694472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 105}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:22:12,459] Trial 3642 finished with value: 0.9975501379415532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:22:13,394] Trial 3643 finished with value: 0.9965708825480432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:22:14,312] Trial 3644 finished with value: 0.9915707262985163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:22:16,394] Trial 3645 finished with value: 0.9972327580416632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:22:17,856] Trial 3646 finished with value: 0.9966159775125621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:22:19,170] Trial 3647 finished with value: 0.9955316097558938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:22:21,158] Trial 3648 finished with value: 0.9973256958387299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:22:28,446] Trial 3649 finished with value: 0.9966910644505237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 29, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:22:33,755] Trial 3650 finished with value: 0.9969899016684014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 18, 'rf_n_estimators': 109}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:22:37,964] Trial 3651 finished with value: 0.997300589313122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:22:42,275] Trial 3652 finished with value: 0.997148177756033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:22:45,013] Trial 3653 finished with value: 0.9974360334357605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:22:48,599] Trial 3654 finished with value: 0.997441326176162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:22:52,314] Trial 3655 finished with value: 0.9973782730466728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:22:54,375] Trial 3656 finished with value: 0.9927924790143408 and parameters: {'classifier': 'SVC', 'svc_c': 638.6831841946764, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:22:55,442] Trial 3657 finished with value: 0.9970312132839223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 30}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:22:57,209] Trial 3658 finished with value: 0.9968095090199491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 3, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:23:01,390] Trial 3659 finished with value: 0.9972307602356018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:23:03,213] Trial 3660 finished with value: 0.9970486329518167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:23:04,168] Trial 3661 finished with value: 0.9913876109819336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:23:08,273] Trial 3662 finished with value: 0.9973874369548622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:23:10,912] Trial 3663 finished with value: 0.9973577969865514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:23:13,326] Trial 3664 finished with value: 0.9973223769422699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:23:16,290] Trial 3665 finished with value: 0.9972092137193371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:23:25,971] Trial 3666 finished with value: 0.9958960965497331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 53, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:23:28,903] Trial 3667 finished with value: 0.9973864408923742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:23:30,876] Trial 3668 finished with value: 0.9972750042750834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:23:35,818] Trial 3669 finished with value: 0.9968870863997719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 16, 'rf_n_estimators': 109}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:23:39,870] Trial 3670 finished with value: 0.9974458091873301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:23:43,680] Trial 3671 finished with value: 0.9970302439764905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:23:48,635] Trial 3672 finished with value: 0.9971273511189854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:23:51,576] Trial 3673 finished with value: 0.9971704179677413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:23:57,493] Trial 3674 finished with value: 0.9850800333746288 and parameters: {'classifier': 'SVC', 'svc_c': 0.0002892126346037606, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:24:02,518] Trial 3675 finished with value: 0.9973535373150381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:24:14,936] Trial 3676 finished with value: 0.9966390881681207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 44, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:24:16,572] Trial 3677 finished with value: 0.9940313430325505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:24:33,164] Trial 3678 finished with value: 0.9963695013040016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 56, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:24:36,228] Trial 3679 finished with value: 0.997601101340377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:24:37,634] Trial 3680 finished with value: 0.9892005166760205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:24:39,982] Trial 3681 finished with value: 0.9974749896542167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:24:43,273] Trial 3682 finished with value: 0.9974721575855193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 107}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:24:45,683] Trial 3683 finished with value: 0.9956423218919705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:24:50,905] Trial 3684 finished with value: 0.9974128536233017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:24:54,788] Trial 3685 finished with value: 0.9963461262716738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 22, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:24:59,702] Trial 3686 finished with value: 0.9975369773104141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:25:02,903] Trial 3687 finished with value: 0.9971744237042568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:25:12,786] Trial 3688 finished with value: 0.9938511769927576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 68, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:25:24,684] Trial 3689 finished with value: 0.9967809740703627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 39, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:25:27,653] Trial 3690 finished with value: 0.997551065862754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:25:33,946] Trial 3691 finished with value: 0.9962860259418821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 31, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:25:43,911] Trial 3692 finished with value: 0.9972347785720667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 40, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:25:51,854] Trial 3693 finished with value: 0.9853740228810438 and parameters: {'classifier': 'SVC', 'svc_c': 0.006761768156770999, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:25:54,613] Trial 3694 finished with value: 0.9975687199468327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:25:57,427] Trial 3695 finished with value: 0.9970155737635205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:26:05,628] Trial 3696 finished with value: 0.9960482338595638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 50, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:26:08,478] Trial 3697 finished with value: 0.997307121164907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:26:22,857] Trial 3698 finished with value: 0.9966431428127517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 45, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:26:27,202] Trial 3699 finished with value: 0.9974968279688025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:26:35,872] Trial 3700 finished with value: 0.997090346813577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 35, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:26:39,599] Trial 3701 finished with value: 0.9974328661830225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:26:42,694] Trial 3702 finished with value: 0.9974515442272099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:26:51,098] Trial 3703 finished with value: 0.9968847068818972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 34, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:26:54,211] Trial 3704 finished with value: 0.9974214404411194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:27:15,387] Trial 3705 finished with value: 0.9961387264095491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 71, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:27:20,401] Trial 3706 finished with value: 0.9970406467421599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:27:23,673] Trial 3707 finished with value: 0.9974463533020158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:27:26,721] Trial 3708 finished with value: 0.9974756428203523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:27:29,715] Trial 3709 finished with value: 0.9964154794392718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:27:36,087] Trial 3710 finished with value: 0.996849619800003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 20, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:27:39,939] Trial 3711 finished with value: 0.9975131270029219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:27:45,076] Trial 3712 finished with value: 0.9949614615120735 and parameters: {'classifier': 'SVC', 'svc_c': 384158.0263132395, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:27:48,311] Trial 3713 finished with value: 0.9971957679230993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:27:54,585] Trial 3714 finished with value: 0.9971332823943473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 23, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:27:56,127] Trial 3715 finished with value: 0.9938098234514608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:27:58,861] Trial 3716 finished with value: 0.997358510200808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:28:03,775] Trial 3717 finished with value: 0.9973830590279057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 108}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:28:08,274] Trial 3718 finished with value: 0.9971349182295741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:28:11,994] Trial 3719 finished with value: 0.9973226358283811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:28:24,070] Trial 3720 finished with value: 0.9964757375064637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 48, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:28:27,667] Trial 3721 finished with value: 0.9971106527585144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:28:35,504] Trial 3722 finished with value: 0.9969155932295722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 25, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:28:38,150] Trial 3723 finished with value: 0.9974299805089993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:28:41,539] Trial 3724 finished with value: 0.9975369297352907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:28:45,076] Trial 3725 finished with value: 0.9974432643149574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:28:50,275] Trial 3726 finished with value: 0.9968030238228883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 18, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:28:51,786] Trial 3727 finished with value: 0.9973470225065095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 45}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:28:59,423] Trial 3728 finished with value: 0.9967031365983882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 33, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:29:02,968] Trial 3729 finished with value: 0.9975112518956107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:29:08,727] Trial 3730 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 1.9858195392858386e-05, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:29:13,358] Trial 3731 finished with value: 0.9969676511736111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:29:15,785] Trial 3732 finished with value: 0.9975584242331251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:29:18,355] Trial 3733 finished with value: 0.9976306804353815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:29:36,404] Trial 3734 finished with value: 0.9966230967695385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 66, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:29:38,261] Trial 3735 finished with value: 0.9974108001806883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 64}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:29:42,518] Trial 3736 finished with value: 0.9973476498697265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:29:45,750] Trial 3737 finished with value: 0.9975622677571955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:29:49,778] Trial 3738 finished with value: 0.9969970647871659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:29:50,965] Trial 3739 finished with value: 0.9968674699608743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:29:54,265] Trial 3740 finished with value: 0.9974442203559443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:29:59,316] Trial 3741 finished with value: 0.9974073882921594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:30:02,615] Trial 3742 finished with value: 0.997511907251662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:30:05,546] Trial 3743 finished with value: 0.9971252163638532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:30:08,102] Trial 3744 finished with value: 0.9974376707626691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:30:12,326] Trial 3745 finished with value: 0.9974840774549038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:30:17,071] Trial 3746 finished with value: 0.997276397061415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:30:19,536] Trial 3747 finished with value: 0.9973311589164807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:30:22,390] Trial 3748 finished with value: 0.9973125431738055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:30:24,821] Trial 3749 finished with value: 0.9952193312485611 and parameters: {'classifier': 'SVC', 'svc_c': 3135.8569758524545, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:30:27,040] Trial 3750 finished with value: 0.9974494758360422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:30:42,043] Trial 3751 finished with value: 0.9967349391242384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 51, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:30:49,607] Trial 3752 finished with value: 0.9965291912836731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 57, 'rf_n_estimators': 59}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:30:53,056] Trial 3753 finished with value: 0.997643663207287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:30:58,672] Trial 3754 finished with value: 0.997109976106327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:31:01,527] Trial 3755 finished with value: 0.9890762897454951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:31:02,702] Trial 3756 finished with value: 0.9930519100337105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:31:11,733] Trial 3757 finished with value: 0.996700019142427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 32, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:31:14,996] Trial 3758 finished with value: 0.9975504317076247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:31:18,528] Trial 3759 finished with value: 0.9974380932259553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:31:21,245] Trial 3760 finished with value: 0.9975599131218402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:31:24,951] Trial 3761 finished with value: 0.9973887555062281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:31:27,736] Trial 3762 finished with value: 0.9974766966458319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:31:37,051] Trial 3763 finished with value: 0.9929930985803411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 60, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:31:42,083] Trial 3764 finished with value: 0.9970426521018435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 19, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:31:45,282] Trial 3765 finished with value: 0.9972921457602187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:31:46,378] Trial 3766 finished with value: 0.9888417820287932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 2, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:31:51,161] Trial 3767 finished with value: 0.9972866396458654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:31:56,019] Trial 3768 finished with value: 0.9852051536637735 and parameters: {'classifier': 'SVC', 'svc_c': 5.077845748583051e-07, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:31:59,889] Trial 3769 finished with value: 0.9971706939923225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:32:05,383] Trial 3770 finished with value: 0.997526977394004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:32:09,727] Trial 3771 finished with value: 0.9976074241663033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:32:12,860] Trial 3772 finished with value: 0.9975476989468399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:32:17,490] Trial 3773 finished with value: 0.997299677609992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 17, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:32:33,566] Trial 3774 finished with value: 0.996815931471167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 52, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:32:36,451] Trial 3775 finished with value: 0.9971496381123695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:32:43,335] Trial 3776 finished with value: 0.9972032976464328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:32:46,884] Trial 3777 finished with value: 0.9975748194648419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:32:49,939] Trial 3778 finished with value: 0.9965107895814459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:32:54,036] Trial 3779 finished with value: 0.9973602624824173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:32:57,170] Trial 3780 finished with value: 0.9969681488240002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:33:01,499] Trial 3781 finished with value: 0.9976861927967451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:33:12,306] Trial 3782 finished with value: 0.9965623090601466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 41, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:33:15,994] Trial 3783 finished with value: 0.9974352794700306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:33:18,416] Trial 3784 finished with value: 0.9974281335532122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:33:21,215] Trial 3785 finished with value: 0.9973163780651652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:33:26,122] Trial 3786 finished with value: 0.9969605105570231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:33:32,560] Trial 3787 finished with value: 0.985385004070077 and parameters: {'classifier': 'SVC', 'svc_c': 0.023723382395073354, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:33:35,897] Trial 3788 finished with value: 0.9978011647312868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:33:37,617] Trial 3789 finished with value: 0.9969918293019496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 103}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:33:40,440] Trial 3790 finished with value: 0.997354939876645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:33:44,380] Trial 3791 finished with value: 0.9973772950113161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:33:49,226] Trial 3792 finished with value: 0.9973857554487865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 109}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:33:51,451] Trial 3793 finished with value: 0.9974009363564257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:33:55,691] Trial 3794 finished with value: 0.9976975656315566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:33:58,728] Trial 3795 finished with value: 0.9975674353550278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:34:00,608] Trial 3796 finished with value: 0.9972270136708387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 105}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:34:04,657] Trial 3797 finished with value: 0.9974483748162942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:34:06,195] Trial 3798 finished with value: 0.9968411783735394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:34:10,352] Trial 3799 finished with value: 0.9975101937220376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:34:12,992] Trial 3800 finished with value: 0.9975396638925434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:34:16,612] Trial 3801 finished with value: 0.9973855110034231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:34:20,052] Trial 3802 finished with value: 0.9974118098904766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:34:23,743] Trial 3803 finished with value: 0.9968483106747957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:34:25,972] Trial 3804 finished with value: 0.9971497942311363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:34:30,856] Trial 3805 finished with value: 0.9971695505072543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 105}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:34:34,977] Trial 3806 finished with value: 0.9867327158444649 and parameters: {'classifier': 'SVC', 'svc_c': 1451237305.1234052, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:34:37,889] Trial 3807 finished with value: 0.997282109757808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:34:40,753] Trial 3808 finished with value: 0.9974069880454084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:34:44,034] Trial 3809 finished with value: 0.9971911112103636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:34:48,034] Trial 3810 finished with value: 0.9974002199683781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:34:51,084] Trial 3811 finished with value: 0.9975255071989163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:34:53,406] Trial 3812 finished with value: 0.9973826781412781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:34:57,154] Trial 3813 finished with value: 0.9972880638209872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:35:00,037] Trial 3814 finished with value: 0.9974651794670174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:35:05,966] Trial 3815 finished with value: 0.9974082976149464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:35:09,737] Trial 3816 finished with value: 0.9971358460238232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:35:12,861] Trial 3817 finished with value: 0.9955253720827733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 21, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:35:18,414] Trial 3818 finished with value: 0.9972533497229815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 18, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:35:22,272] Trial 3819 finished with value: 0.9887915989064245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 59, 'rf_n_estimators': 104}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:35:25,641] Trial 3820 finished with value: 0.9973561947617684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:35:39,668] Trial 3821 finished with value: 0.9959556676181798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 50, 'rf_n_estimators': 107}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:35:42,530] Trial 3822 finished with value: 0.9977192779149119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:35:44,413] Trial 3823 finished with value: 0.9971892743789686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:35:47,568] Trial 3824 finished with value: 0.9975700966420451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:35:49,244] Trial 3825 finished with value: 0.9962615474459874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 1, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:35:52,993] Trial 3826 finished with value: 0.9976364998346194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:36:09,874] Trial 3827 finished with value: 0.9925135395601726 and parameters: {'classifier': 'SVC', 'svc_c': 4239275.775674129, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:36:14,683] Trial 3828 finished with value: 0.9973354986309966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 109}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:36:16,983] Trial 3829 finished with value: 0.9972638593184477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:36:20,185] Trial 3830 finished with value: 0.9973845401090958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:36:23,026] Trial 3831 finished with value: 0.9970951518058162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:36:29,227] Trial 3832 finished with value: 0.9969583022334212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 23, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:36:33,318] Trial 3833 finished with value: 0.9972555649019714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:36:37,849] Trial 3834 finished with value: 0.9966009487247135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 24, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:36:38,797] Trial 3835 finished with value: 0.9958916629544867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 19}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:36:47,595] Trial 3836 finished with value: 0.9965699123519499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 33, 'rf_n_estimators': 107}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:36:49,498] Trial 3837 finished with value: 0.9963605686064684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:36:53,701] Trial 3838 finished with value: 0.9976865740959654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:36:57,210] Trial 3839 finished with value: 0.9974901481231551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:37:00,248] Trial 3840 finished with value: 0.9974777970625599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:37:02,759] Trial 3841 finished with value: 0.9972075697592059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:37:12,370] Trial 3842 finished with value: 0.9970455393627619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 36, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:37:18,128] Trial 3843 finished with value: 0.9852055637492761 and parameters: {'classifier': 'SVC', 'svc_c': 2.514768067774985e-10, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:37:24,527] Trial 3844 finished with value: 0.9972554094497007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 25, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:37:27,074] Trial 3845 finished with value: 0.99725742655241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:37:32,453] Trial 3846 finished with value: 0.9973975510007874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:37:37,093] Trial 3847 finished with value: 0.9970527335846754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:37:39,309] Trial 3848 finished with value: 0.9972261878822241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 108}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:37:42,560] Trial 3849 finished with value: 0.9975992220119242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:37:46,607] Trial 3850 finished with value: 0.9975996448560652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:37:50,584] Trial 3851 finished with value: 0.9975984308176288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:37:53,284] Trial 3852 finished with value: 0.9972569413432807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:37:58,116] Trial 3853 finished with value: 0.9972001697804379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:38:05,920] Trial 3854 finished with value: 0.9967928428734542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 27, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:38:24,273] Trial 3855 finished with value: 0.9960420199581358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 71, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:38:37,323] Trial 3856 finished with value: 0.996731134637794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 47, 'rf_n_estimators': 109}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:38:41,272] Trial 3857 finished with value: 0.9973285352388838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:38:42,726] Trial 3858 finished with value: 0.9937544528950677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:38:45,045] Trial 3859 finished with value: 0.9974300168806415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:38:48,083] Trial 3860 finished with value: 0.9972575448078532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:38:52,493] Trial 3861 finished with value: 0.9973350874029295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:38:57,823] Trial 3862 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.3551145196673152e-09, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:39:05,840] Trial 3863 finished with value: 0.9971521932678241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 26, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:39:07,060] Trial 3864 finished with value: 0.9945521724406982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 3, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:39:10,792] Trial 3865 finished with value: 0.9967995792125768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:39:15,785] Trial 3866 finished with value: 0.9973182529185731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:39:20,063] Trial 3867 finished with value: 0.9974405252065912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:39:22,167] Trial 3868 finished with value: 0.9975758944595059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:39:28,010] Trial 3869 finished with value: 0.9975180778308461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 19, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:39:29,709] Trial 3870 finished with value: 0.9972755619101177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 107}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:39:32,524] Trial 3871 finished with value: 0.9975099950427367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:39:40,380] Trial 3872 finished with value: 0.9972217174075294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 30, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:39:44,013] Trial 3873 finished with value: 0.9971483251468752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:39:53,102] Trial 3874 finished with value: 0.9971337535753216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 28, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:40:07,310] Trial 3875 finished with value: 0.9960268519678249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 65, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:40:10,498] Trial 3876 finished with value: 0.9975716232988704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:40:12,208] Trial 3877 finished with value: 0.9970959995253249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 1, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:40:16,891] Trial 3878 finished with value: 0.9971070561871019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:40:18,443] Trial 3879 finished with value: 0.993735243590047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:40:22,305] Trial 3880 finished with value: 0.9971058300565225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 15, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:40:28,034] Trial 3881 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 4.893702425471128e-09, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:40:31,591] Trial 3882 finished with value: 0.9972936343315548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:40:33,610] Trial 3883 finished with value: 0.9954723753949072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:40:38,183] Trial 3884 finished with value: 0.9972723246752936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:40:49,042] Trial 3885 finished with value: 0.9969416413236809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 47, 'rf_n_estimators': 103}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:40:51,417] Trial 3886 finished with value: 0.9884768791509874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:40:55,044] Trial 3887 finished with value: 0.9974055935452298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:40:59,425] Trial 3888 finished with value: 0.9971724672844265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:41:00,957] Trial 3889 finished with value: 0.997173013525552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 2, 'rf_n_estimators': 109}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:41:05,226] Trial 3890 finished with value: 0.9974258486777775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:41:08,605] Trial 3891 finished with value: 0.9974510412131146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:41:18,786] Trial 3892 finished with value: 0.9973811287601112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 32, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:41:21,726] Trial 3893 finished with value: 0.9973924768393547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:41:27,602] Trial 3894 finished with value: 0.9973096490257611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:41:30,718] Trial 3895 finished with value: 0.9973586858383879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:41:33,513] Trial 3896 finished with value: 0.9973013010991728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:41:36,578] Trial 3897 finished with value: 0.9970702770621468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:41:42,619] Trial 3898 finished with value: 0.9971680296267283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:41:45,701] Trial 3899 finished with value: 0.9976246452501106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:43:03,456] Trial 3900 finished with value: 0.9899128061218102 and parameters: {'classifier': 'SVC', 'svc_c': 202912474.2137303, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:43:18,197] Trial 3901 finished with value: 0.9965171394798072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 68, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:43:21,780] Trial 3902 finished with value: 0.997430017039331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:43:25,937] Trial 3903 finished with value: 0.9974665631128317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:43:28,519] Trial 3904 finished with value: 0.9975588261937233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:43:36,815] Trial 3905 finished with value: 0.9967174575356866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 40, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:43:39,508] Trial 3906 finished with value: 0.997474028376475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:43:42,673] Trial 3907 finished with value: 0.9973394918627765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:43:54,978] Trial 3908 finished with value: 0.9962277094094417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 51, 'rf_n_estimators': 109}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:43:58,976] Trial 3909 finished with value: 0.997379423799722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:44:02,308] Trial 3910 finished with value: 0.9975902013369113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:44:06,372] Trial 3911 finished with value: 0.9975312844502131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:44:08,780] Trial 3912 finished with value: 0.9967207545329905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:44:12,278] Trial 3913 finished with value: 0.9975854972394798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:44:15,117] Trial 3914 finished with value: 0.997443312842218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:44:17,920] Trial 3915 finished with value: 0.9972941716543283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:44:23,286] Trial 3916 finished with value: 0.9971353834438218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 18, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:44:42,977] Trial 3917 finished with value: 0.996545110097661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 57, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:44:46,289] Trial 3918 finished with value: 0.9975132107275217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:44:49,371] Trial 3919 finished with value: 0.9971560041018498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:44:53,142] Trial 3920 finished with value: 0.9863162470236616 and parameters: {'classifier': 'SVC', 'svc_c': 0.951671790759851, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:44:56,201] Trial 3921 finished with value: 0.997340247351926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:45:02,116] Trial 3922 finished with value: 0.9973795916297767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:45:06,477] Trial 3923 finished with value: 0.9964752879390045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 21, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:45:11,947] Trial 3924 finished with value: 0.9972766867650343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:45:14,790] Trial 3925 finished with value: 0.9973415676806147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:45:17,566] Trial 3926 finished with value: 0.9975073603838239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:45:19,705] Trial 3927 finished with value: 0.9954385043509378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:45:23,543] Trial 3928 finished with value: 0.9974907334653826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:45:26,648] Trial 3929 finished with value: 0.9972595060518454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:45:28,214] Trial 3930 finished with value: 0.9907985276486135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:45:30,983] Trial 3931 finished with value: 0.9975719033541656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:45:34,597] Trial 3932 finished with value: 0.9974974567284874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:45:38,726] Trial 3933 finished with value: 0.9972919748198491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:45:41,495] Trial 3934 finished with value: 0.9973223224482828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:45:43,533] Trial 3935 finished with value: 0.9971694556109109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:45:47,633] Trial 3936 finished with value: 0.9971798823387005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:45:49,703] Trial 3937 finished with value: 0.9971999466312105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:45:52,646] Trial 3938 finished with value: 0.9975305534309903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:45:58,683] Trial 3939 finished with value: 0.9855229754822873 and parameters: {'classifier': 'SVC', 'svc_c': 0.18919454235105515, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:46:01,945] Trial 3940 finished with value: 0.99647432564565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 15, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:46:05,038] Trial 3941 finished with value: 0.997334903005687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:46:16,400] Trial 3942 finished with value: 0.9968786144414413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 37, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:46:26,785] Trial 3943 finished with value: 0.9971047602668754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 41, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:46:28,522] Trial 3944 finished with value: 0.996831955496318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 53}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:46:31,438] Trial 3945 finished with value: 0.9973602800334801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:46:32,965] Trial 3946 finished with value: 0.9971259865476538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 62}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:46:34,455] Trial 3947 finished with value: 0.9966057201065089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:46:35,101] Trial 3948 finished with value: 0.9863733662118047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 3}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:46:40,426] Trial 3949 finished with value: 0.997378694176967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 18, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:46:44,379] Trial 3950 finished with value: 0.9972528572141336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:46:52,260] Trial 3951 finished with value: 0.9971077567696714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 23, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:46:56,479] Trial 3952 finished with value: 0.9971629568300258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 101}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:46:59,838] Trial 3953 finished with value: 0.9968510399126728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:47:03,497] Trial 3954 finished with value: 0.9974584712794187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 106}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:47:07,161] Trial 3955 finished with value: 0.9886592697959286 and parameters: {'classifier': 'SVC', 'svc_c': 4.667102784656202, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:47:21,289] Trial 3956 finished with value: 0.9935556580365817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 74, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:47:23,819] Trial 3957 finished with value: 0.9962503854778332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:47:26,377] Trial 3958 finished with value: 0.9973288946072101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:47:29,479] Trial 3959 finished with value: 0.9975200053374426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:47:32,907] Trial 3960 finished with value: 0.9971318822130835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:47:36,501] Trial 3961 finished with value: 0.9973233931583292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:47:42,121] Trial 3962 finished with value: 0.9967626043916842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 20, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:47:52,704] Trial 3963 finished with value: 0.9967465262851386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 44, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:47:57,588] Trial 3964 finished with value: 0.9973966038781527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:48:00,752] Trial 3965 finished with value: 0.9973791458391283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:48:20,183] Trial 3966 finished with value: 0.9961463456972578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 65, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:48:22,371] Trial 3967 finished with value: 0.9973691898162445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:48:26,318] Trial 3968 finished with value: 0.9974896008346787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:48:30,342] Trial 3969 finished with value: 0.9974548983527473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:48:32,953] Trial 3970 finished with value: 0.9972549966347383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:48:34,556] Trial 3971 finished with value: 0.9970526330072468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:48:38,070] Trial 3972 finished with value: 0.9974373849310744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:48:39,526] Trial 3973 finished with value: 0.9926330464608369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:48:44,230] Trial 3974 finished with value: 0.9975652698776011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:48:47,081] Trial 3975 finished with value: 0.9963371780543038 and parameters: {'classifier': 'SVC', 'svc_c': 64124.0094428883, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:48:51,168] Trial 3976 finished with value: 0.9952965725874195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 27, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:48:51,892] Trial 3977 finished with value: 0.9959111568850615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 8}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:48:56,077] Trial 3978 finished with value: 0.9961903516706955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 32, 'rf_n_estimators': 49}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:48:59,580] Trial 3979 finished with value: 0.9973976792854095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:49:02,488] Trial 3980 finished with value: 0.9975792352233842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:49:06,427] Trial 3981 finished with value: 0.9967705661314143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:49:08,891] Trial 3982 finished with value: 0.9975201708506299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:49:12,004] Trial 3983 finished with value: 0.997363519743861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:49:13,242] Trial 3984 finished with value: 0.9968905320574343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 35}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:49:19,537] Trial 3985 finished with value: 0.9973877752809558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:49:21,839] Trial 3986 finished with value: 0.997302200773636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:49:25,113] Trial 3987 finished with value: 0.997363278948357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:49:28,843] Trial 3988 finished with value: 0.9970101593082438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:49:32,664] Trial 3989 finished with value: 0.9974052476337764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:49:38,931] Trial 3990 finished with value: 0.9972453570070537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:49:43,312] Trial 3991 finished with value: 0.9974447422223567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:49:46,231] Trial 3992 finished with value: 0.9973877323713047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:49:51,546] Trial 3993 finished with value: 0.9852053993786534 and parameters: {'classifier': 'SVC', 'svc_c': 7.809650161393727e-05, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:50:08,657] Trial 3994 finished with value: 0.9965640303338205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 61, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:50:13,479] Trial 3995 finished with value: 0.9973336613870089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:50:16,592] Trial 3996 finished with value: 0.996433707916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:50:18,302] Trial 3997 finished with value: 0.996752447436108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 106}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:50:21,804] Trial 3998 finished with value: 0.9974893069099177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:50:34,183] Trial 3999 finished with value: 0.9967395910445499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 44, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:50:37,365] Trial 4000 finished with value: 0.9975387230222766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:50:41,576] Trial 4001 finished with value: 0.9971955607063014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:50:45,840] Trial 4002 finished with value: 0.9975012970152913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:50:49,602] Trial 4003 finished with value: 0.99745168209668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:50:52,859] Trial 4004 finished with value: 0.9969816082992762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:50:56,733] Trial 4005 finished with value: 0.9975325976061348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:51:01,048] Trial 4006 finished with value: 0.997308707171619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:51:05,073] Trial 4007 finished with value: 0.9973924609069251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:51:11,685] Trial 4008 finished with value: 0.9972317924158284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 22, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:51:15,480] Trial 4009 finished with value: 0.9973566980615051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:51:18,731] Trial 4010 finished with value: 0.9974125932137708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:51:22,409] Trial 4011 finished with value: 0.9973860319494362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:51:29,233] Trial 4012 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 4.375091190660144e-08, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:51:31,779] Trial 4013 finished with value: 0.9976558443748638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:51:37,921] Trial 4014 finished with value: 0.9970222136828801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 20, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:51:42,034] Trial 4015 finished with value: 0.9973544034425329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:51:45,335] Trial 4016 finished with value: 0.9973442222391955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:51:49,732] Trial 4017 finished with value: 0.9968837781989867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:51:52,218] Trial 4018 finished with value: 0.9975673524873515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:51:54,748] Trial 4019 finished with value: 0.9972109484181457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:51:57,663] Trial 4020 finished with value: 0.9970348030951607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:51:58,959] Trial 4021 finished with value: 0.9954816733640176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 2, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:52:01,324] Trial 4022 finished with value: 0.9973196132687633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 40}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:52:04,076] Trial 4023 finished with value: 0.9972597165693857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:52:06,815] Trial 4024 finished with value: 0.9973952843746495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:52:10,723] Trial 4025 finished with value: 0.9971977592228899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:52:15,810] Trial 4026 finished with value: 0.9971657154254672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 18, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:52:17,262] Trial 4027 finished with value: 0.9955751234743867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:52:19,468] Trial 4028 finished with value: 0.9971110549412779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:52:22,723] Trial 4029 finished with value: 0.9973633622921021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:52:27,666] Trial 4030 finished with value: 0.997343384771031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:52:30,614] Trial 4031 finished with value: 0.9973404849419013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:52:34,595] Trial 4032 finished with value: 0.9867371402357179 and parameters: {'classifier': 'SVC', 'svc_c': 31080953.182219863, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:52:37,241] Trial 4033 finished with value: 0.9971595775045898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 67}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:52:42,002] Trial 4034 finished with value: 0.9932476281559705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 34, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:52:43,042] Trial 4035 finished with value: 0.9960395311983836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 23}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:52:46,191] Trial 4036 finished with value: 0.9976956542160792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:52:50,555] Trial 4037 finished with value: 0.9973238464073857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:52:54,613] Trial 4038 finished with value: 0.9974305521404508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 14, 'rf_n_estimators': 104}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:52:58,073] Trial 4039 finished with value: 0.9970794230384183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:53:00,137] Trial 4040 finished with value: 0.9971224490404872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 3, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:53:09,100] Trial 4041 finished with value: 0.9968674003596432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 30, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:53:11,526] Trial 4042 finished with value: 0.9976406362678379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:53:14,762] Trial 4043 finished with value: 0.9975549918736459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:53:18,717] Trial 4044 finished with value: 0.9908882383669863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 43, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:53:24,550] Trial 4045 finished with value: 0.9973237189796872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 19, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:53:28,874] Trial 4046 finished with value: 0.9973692001310642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:53:37,679] Trial 4047 finished with value: 0.9971363518625925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 30, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:53:42,764] Trial 4048 finished with value: 0.9975466496281431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:53:49,912] Trial 4049 finished with value: 0.9972837504171967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 23, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:53:53,423] Trial 4050 finished with value: 0.9972750540718603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:54:01,270] Trial 4051 finished with value: 0.992931342959985 and parameters: {'classifier': 'SVC', 'svc_c': 1650063.1661089845, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:54:03,853] Trial 4052 finished with value: 0.9974151241849399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:54:05,112] Trial 4053 finished with value: 0.9931702969036201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 3, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:54:07,565] Trial 4054 finished with value: 0.997625721768194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:54:19,695] Trial 4055 finished with value: 0.9968251405741363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 39, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:54:23,837] Trial 4056 finished with value: 0.9969861131778625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:54:27,386] Trial 4057 finished with value: 0.9974927565982944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:54:32,229] Trial 4058 finished with value: 0.9975175397146249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:54:34,952] Trial 4059 finished with value: 0.9973989435014775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:54:38,421] Trial 4060 finished with value: 0.9975032586718763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:54:42,256] Trial 4061 finished with value: 0.9974992000600068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:54:49,708] Trial 4062 finished with value: 0.9970634411612084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 25, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:54:53,718] Trial 4063 finished with value: 0.9972229941283333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:54:58,914] Trial 4064 finished with value: 0.9973022002340916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:55:12,756] Trial 4065 finished with value: 0.9964936553325536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 50, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:55:32,090] Trial 4066 finished with value: 0.9961069439737944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 57, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:55:35,298] Trial 4067 finished with value: 0.9974324005244442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:55:40,181] Trial 4068 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 3.409787355748447e-06, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:55:42,864] Trial 4069 finished with value: 0.9975846323815011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:55:45,362] Trial 4070 finished with value: 0.9974799984990357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:55:50,174] Trial 4071 finished with value: 0.9955336436796939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 30, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:55:55,351] Trial 4072 finished with value: 0.9972971563188847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:56:02,842] Trial 4073 finished with value: 0.9947445996593326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 54, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:56:04,538] Trial 4074 finished with value: 0.9968461671917388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:56:07,759] Trial 4075 finished with value: 0.9973629457003286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:56:11,747] Trial 4076 finished with value: 0.996993253318382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:56:15,565] Trial 4077 finished with value: 0.9970494966672305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:56:17,170] Trial 4078 finished with value: 0.9973020375138401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:56:19,023] Trial 4079 finished with value: 0.9972234525189307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:56:32,175] Trial 4080 finished with value: 0.9964253017186137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 53, 'rf_n_estimators': 107}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:56:34,959] Trial 4081 finished with value: 0.997445147928028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:56:38,392] Trial 4082 finished with value: 0.9973395779994574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:56:40,045] Trial 4083 finished with value: 0.9967537749058258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 43}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:56:42,636] Trial 4084 finished with value: 0.9971281726229825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:56:55,281] Trial 4085 finished with value: 0.9968075770700455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 60, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:56:56,100] Trial 4086 finished with value: 0.9950852930517478 and parameters: {'classifier': 'SVC', 'svc_c': 1014.3991706986267, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:56:57,551] Trial 4087 finished with value: 0.9972244966643489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:57:04,100] Trial 4088 finished with value: 0.997170682185821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 27, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:57:05,862] Trial 4089 finished with value: 0.9970483801911215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:57:15,883] Trial 4090 finished with value: 0.9969309071825195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 45, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:57:28,199] Trial 4091 finished with value: 0.9969560912755732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 37, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:57:31,239] Trial 4092 finished with value: 0.9975718919919947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:57:34,550] Trial 4093 finished with value: 0.9973888336449561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:57:39,260] Trial 4094 finished with value: 0.9969699194501201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:57:42,951] Trial 4095 finished with value: 0.9974556855480663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:57:48,673] Trial 4096 finished with value: 0.996852578502951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 17, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:57:55,434] Trial 4097 finished with value: 0.9970170732209587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 21, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:57:59,153] Trial 4098 finished with value: 0.9969363520427116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:58:20,414] Trial 4099 finished with value: 0.9962690188985229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 66, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:58:23,318] Trial 4100 finished with value: 0.9973288048206698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:58:26,237] Trial 4101 finished with value: 0.9974678628436182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:58:31,665] Trial 4102 finished with value: 0.9973382382789073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:58:35,673] Trial 4103 finished with value: 0.997475693410577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:58:38,096] Trial 4104 finished with value: 0.9971440036181805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:58:40,538] Trial 4105 finished with value: 0.9913027962801187 and parameters: {'classifier': 'SVC', 'svc_c': 8421.242494464921, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:58:42,843] Trial 4106 finished with value: 0.9969427800480629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:58:45,502] Trial 4107 finished with value: 0.9972014495163432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:58:50,002] Trial 4108 finished with value: 0.9970895351165933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 19, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:58:53,556] Trial 4109 finished with value: 0.997535882828675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:58:58,345] Trial 4110 finished with value: 0.9975240994640305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:59:01,569] Trial 4111 finished with value: 0.9974529336810612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:59:04,601] Trial 4112 finished with value: 0.9973304266594796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:59:06,393] Trial 4113 finished with value: 0.9971700452377559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:59:11,148] Trial 4114 finished with value: 0.9972520700822903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:59:18,898] Trial 4115 finished with value: 0.997247645468872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 27, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:59:22,995] Trial 4116 finished with value: 0.997360703068049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:59:26,338] Trial 4117 finished with value: 0.9971426441249139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:59:27,383] Trial 4118 finished with value: 0.9901703483230926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:59:33,620] Trial 4119 finished with value: 0.9970535269688865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 23, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:59:36,266] Trial 4120 finished with value: 0.9974461992779508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:59:38,997] Trial 4121 finished with value: 0.9969107102572942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:59:43,467] Trial 4122 finished with value: 0.9976059431803271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:59:45,873] Trial 4123 finished with value: 0.997505361339984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:59:50,775] Trial 4124 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.3888761335343712e-08, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:59:54,927] Trial 4125 finished with value: 0.9975575304619128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 19:59:59,994] Trial 4126 finished with value: 0.9925963661042498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 58, 'rf_n_estimators': 108}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:00:04,541] Trial 4127 finished with value: 0.9972839881975993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:00:08,166] Trial 4128 finished with value: 0.9969590795265132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:00:10,603] Trial 4129 finished with value: 0.9974007854426756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 75}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:00:14,279] Trial 4130 finished with value: 0.9974428267444272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:00:16,841] Trial 4131 finished with value: 0.9972600708913846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:00:21,405] Trial 4132 finished with value: 0.9972452982284494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:00:24,137] Trial 4133 finished with value: 0.9967782651130085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:00:28,651] Trial 4134 finished with value: 0.9973781543468988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:00:34,728] Trial 4135 finished with value: 0.9974647277413805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:00:37,487] Trial 4136 finished with value: 0.9954439335008657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:00:40,361] Trial 4137 finished with value: 0.9976096493109962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:00:42,580] Trial 4138 finished with value: 0.996307412213452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:00:46,473] Trial 4139 finished with value: 0.9972689433821076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:00:49,553] Trial 4140 finished with value: 0.9974362986694535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:00:55,545] Trial 4141 finished with value: 0.9972322290976973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 18, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:01:07,855] Trial 4142 finished with value: 0.9971748275373914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 43, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:01:11,820] Trial 4143 finished with value: 0.9971979044872922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:01:17,049] Trial 4144 finished with value: 0.9853502640104629 and parameters: {'classifier': 'SVC', 'svc_c': 0.003387029873032665, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:01:21,136] Trial 4145 finished with value: 0.9974477756998148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:01:23,312] Trial 4146 finished with value: 0.9972958883894814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 57}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:01:24,666] Trial 4147 finished with value: 0.9926916692006085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:01:27,225] Trial 4148 finished with value: 0.9969028572516351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:01:30,146] Trial 4149 finished with value: 0.9974050970691432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:01:32,687] Trial 4150 finished with value: 0.9976023410547809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:01:37,733] Trial 4151 finished with value: 0.9973745820549856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:01:40,438] Trial 4152 finished with value: 0.9972953321191772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:01:55,640] Trial 4153 finished with value: 0.9957000809480662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 71, 'rf_n_estimators': 103}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:02:09,688] Trial 4154 finished with value: 0.9965709138733579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 48, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:02:12,423] Trial 4155 finished with value: 0.9975464846227622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:02:27,357] Trial 4156 finished with value: 0.9963920331870796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 51, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:02:31,662] Trial 4157 finished with value: 0.9973882627752145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:02:35,082] Trial 4158 finished with value: 0.9974829877655886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:02:38,786] Trial 4159 finished with value: 0.9974028614826791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:02:42,288] Trial 4160 finished with value: 0.99749049492327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:06:28,043] Trial 4161 finished with value: 0.9896112767676692 and parameters: {'classifier': 'SVC', 'svc_c': 4038179254.511355, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:06:30,866] Trial 4162 finished with value: 0.9972958967682889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:06:34,660] Trial 4163 finished with value: 0.9971819143264886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:06:36,970] Trial 4164 finished with value: 0.9972997915490799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 107}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:06:40,080] Trial 4165 finished with value: 0.9970088879511464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:06:42,827] Trial 4166 finished with value: 0.9976545592752525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:06:47,677] Trial 4167 finished with value: 0.9972059947972856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:06:51,320] Trial 4168 finished with value: 0.9973119759539232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:06:54,440] Trial 4169 finished with value: 0.9973947419103352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:06:56,150] Trial 4170 finished with value: 0.9920543224439907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 17, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:06:57,515] Trial 4171 finished with value: 0.9952406794029042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 1, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:07:06,402] Trial 4172 finished with value: 0.9969169226353025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 31, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:07:09,602] Trial 4173 finished with value: 0.9972936453446088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:07:14,566] Trial 4174 finished with value: 0.997286545796873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 20, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:07:23,300] Trial 4175 finished with value: 0.9966412681497712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 29, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:07:25,966] Trial 4176 finished with value: 0.9953511171965088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:07:28,265] Trial 4177 finished with value: 0.9961716155143994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:07:31,506] Trial 4178 finished with value: 0.9968815831735682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:07:34,897] Trial 4179 finished with value: 0.9975386996949146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:07:40,765] Trial 4180 finished with value: 0.9852070388002637 and parameters: {'classifier': 'SVC', 'svc_c': 3.1890907151352337e-10, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:07:44,704] Trial 4181 finished with value: 0.9972783435155422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:07:48,668] Trial 4182 finished with value: 0.997375355793432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:07:52,012] Trial 4183 finished with value: 0.9973616361942663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:07:55,232] Trial 4184 finished with value: 0.9972710245953899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:08:00,698] Trial 4185 finished with value: 0.997337447433729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:08:04,143] Trial 4186 finished with value: 0.9973651340925246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:08:06,511] Trial 4187 finished with value: 0.9974162589738215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:08:09,232] Trial 4188 finished with value: 0.9974442202924685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:08:11,734] Trial 4189 finished with value: 0.9967533525694913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:08:17,636] Trial 4190 finished with value: 0.9971407350897795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 24, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:08:19,896] Trial 4191 finished with value: 0.997303515167336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:08:24,423] Trial 4192 finished with value: 0.9976439809354787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:08:28,477] Trial 4193 finished with value: 0.9975122166962597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:08:31,658] Trial 4194 finished with value: 0.9969245623939612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:08:36,292] Trial 4195 finished with value: 0.9971738802243294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 18, 'rf_n_estimators': 105}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:08:42,002] Trial 4196 finished with value: 0.9966922143149114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:08:49,301] Trial 4197 finished with value: 0.9969973118032996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 26, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:08:53,921] Trial 4198 finished with value: 0.9975514033953998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:08:56,609] Trial 4199 finished with value: 0.9914315148862611 and parameters: {'classifier': 'SVC', 'svc_c': 17.787230136086023, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:09:02,817] Trial 4200 finished with value: 0.9972406446577663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:09:06,865] Trial 4201 finished with value: 0.9930872290879703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 43, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:09:10,254] Trial 4202 finished with value: 0.9971476780744178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:09:13,394] Trial 4203 finished with value: 0.9972756583298805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:09:16,676] Trial 4204 finished with value: 0.9975385252316373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:09:19,394] Trial 4205 finished with value: 0.9974976337625353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:09:23,773] Trial 4206 finished with value: 0.9975688148431759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:09:28,257] Trial 4207 finished with value: 0.9971663299030936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:09:32,514] Trial 4208 finished with value: 0.9969295707309739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:09:34,916] Trial 4209 finished with value: 0.9975353957787468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:09:38,013] Trial 4210 finished with value: 0.9975602079670006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:09:41,443] Trial 4211 finished with value: 0.9974439424270886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:09:44,351] Trial 4212 finished with value: 0.9975059988593316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:09:45,966] Trial 4213 finished with value: 0.9964875161421599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:09:50,280] Trial 4214 finished with value: 0.9973453648673404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:09:55,436] Trial 4215 finished with value: 0.9970650676654903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 19, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:10:00,220] Trial 4216 finished with value: 0.9972649088910478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 98}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:10:04,090] Trial 4217 finished with value: 0.996502920738571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:10:10,361] Trial 4218 finished with value: 0.9853953279670463 and parameters: {'classifier': 'SVC', 'svc_c': 0.05543389927621133, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:10:12,110] Trial 4219 finished with value: 0.9909347350361887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:10:13,916] Trial 4220 finished with value: 0.9971499811039354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:10:16,793] Trial 4221 finished with value: 0.9975996441895694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:10:18,385] Trial 4222 finished with value: 0.9970838568875676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:10:19,882] Trial 4223 finished with value: 0.9972521438411874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 81}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:10:22,901] Trial 4224 finished with value: 0.9975193826079601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:10:25,273] Trial 4225 finished with value: 0.9964997299045676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:10:28,296] Trial 4226 finished with value: 0.9970682920464619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:10:31,210] Trial 4227 finished with value: 0.996603745437382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 71}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:10:35,181] Trial 4228 finished with value: 0.9975563758368392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:10:38,259] Trial 4229 finished with value: 0.9974920555079184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:10:42,763] Trial 4230 finished with value: 0.9975764551413793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:10:45,494] Trial 4231 finished with value: 0.9974846466425363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:10:49,114] Trial 4232 finished with value: 0.9973457167455204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:10:52,592] Trial 4233 finished with value: 0.9975772077106413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:10:56,218] Trial 4234 finished with value: 0.9960309324153748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 51, 'rf_n_estimators': 31}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:11:00,894] Trial 4235 finished with value: 0.9972061267952427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 17, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:11:06,355] Trial 4236 finished with value: 0.9852655400473256 and parameters: {'classifier': 'SVC', 'svc_c': 0.0008767333638270913, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:11:10,416] Trial 4237 finished with value: 0.9973439392640125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:11:14,179] Trial 4238 finished with value: 0.9976804850197277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:11:16,620] Trial 4239 finished with value: 0.9973471357473634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:11:19,606] Trial 4240 finished with value: 0.9975230312612787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:11:21,794] Trial 4241 finished with value: 0.997374338752187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:11:24,701] Trial 4242 finished with value: 0.9971626749339314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:11:28,097] Trial 4243 finished with value: 0.9975810980798632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:11:29,849] Trial 4244 finished with value: 0.9971381880274914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 3, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:11:33,873] Trial 4245 finished with value: 0.9976792810422078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:11:37,397] Trial 4246 finished with value: 0.9972348309396138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:11:43,987] Trial 4247 finished with value: 0.9974613144563836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:11:49,589] Trial 4248 finished with value: 0.9971899015200204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 19, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:12:04,743] Trial 4249 finished with value: 0.9964375581050312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 52, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:12:12,524] Trial 4250 finished with value: 0.9973122820977786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 25, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:12:14,352] Trial 4251 finished with value: 0.9955974818780624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:12:28,485] Trial 4252 finished with value: 0.9969018771215766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 46, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:12:32,190] Trial 4253 finished with value: 0.9971676026249212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:12:35,947] Trial 4254 finished with value: 0.9973992844935555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:12:39,837] Trial 4255 finished with value: 0.9869347732646251 and parameters: {'classifier': 'SVC', 'svc_c': 351469.69194405625, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:12:42,874] Trial 4256 finished with value: 0.9975497506438683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:12:49,248] Trial 4257 finished with value: 0.9972122718571491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:13:05,342] Trial 4258 finished with value: 0.9959903229375807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 72, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:13:09,938] Trial 4259 finished with value: 0.9970722648072917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 21, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:13:11,507] Trial 4260 finished with value: 0.9973789526504856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:13:13,448] Trial 4261 finished with value: 0.9974351912703859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:13:15,930] Trial 4262 finished with value: 0.9974282690106012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:13:18,620] Trial 4263 finished with value: 0.9969768156848205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:13:21,841] Trial 4264 finished with value: 0.9975985606574084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:13:24,320] Trial 4265 finished with value: 0.9972802731168405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:13:27,244] Trial 4266 finished with value: 0.9974314468003246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:13:30,639] Trial 4267 finished with value: 0.9972587633530727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:13:49,953] Trial 4268 finished with value: 0.9966059371303202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 70, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:13:55,025] Trial 4269 finished with value: 0.9974566905606442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:14:05,826] Trial 4270 finished with value: 0.9963909030001945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 36, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:14:11,610] Trial 4271 finished with value: 0.997250936912042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:14:15,805] Trial 4272 finished with value: 0.9970113731562528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:14:34,409] Trial 4273 finished with value: 0.9908544532692704 and parameters: {'classifier': 'SVC', 'svc_c': 6950007.552408851, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:14:36,769] Trial 4274 finished with value: 0.9968244681430908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:14:45,410] Trial 4275 finished with value: 0.9971013013745056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 29, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:14:49,006] Trial 4276 finished with value: 0.9974362149765913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:14:53,882] Trial 4277 finished with value: 0.9968931936618306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:14:57,147] Trial 4278 finished with value: 0.9965984092477852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:14:58,581] Trial 4279 finished with value: 0.9967883163178768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:15:01,087] Trial 4280 finished with value: 0.9975575942233689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:15:02,757] Trial 4281 finished with value: 0.9876899888650268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 56, 'rf_n_estimators': 38}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:15:04,210] Trial 4282 finished with value: 0.9938897694947939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:15:25,016] Trial 4283 finished with value: 0.9963541263507962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 67, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:15:28,794] Trial 4284 finished with value: 0.9974842927331301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:15:44,324] Trial 4285 finished with value: 0.9967280039788632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 58, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:15:46,176] Trial 4286 finished with value: 0.9966917506240831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:15:52,121] Trial 4287 finished with value: 0.9971377474418598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:15:58,054] Trial 4288 finished with value: 0.9969873019529247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:16:01,333] Trial 4289 finished with value: 0.9974770973051759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:16:04,274] Trial 4290 finished with value: 0.9962569436086056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:16:07,494] Trial 4291 finished with value: 0.997413137169767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:16:12,144] Trial 4292 finished with value: 0.996847760085577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 18, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:16:14,899] Trial 4293 finished with value: 0.9867219222899407 and parameters: {'classifier': 'SVC', 'svc_c': 930312.790266481, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:16:17,850] Trial 4294 finished with value: 0.997487368866336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:16:26,318] Trial 4295 finished with value: 0.9963412558993451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 30, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:16:28,793] Trial 4296 finished with value: 0.996186688195774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:16:32,225] Trial 4297 finished with value: 0.9971279502672029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:16:36,389] Trial 4298 finished with value: 0.9973148512179127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:16:46,628] Trial 4299 finished with value: 0.9972363602306853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 40, 'rf_n_estimators': 109}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:16:51,254] Trial 4300 finished with value: 0.9974716573643597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:16:54,692] Trial 4301 finished with value: 0.9975831673596923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:16:58,026] Trial 4302 finished with value: 0.9973374225194714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:17:10,783] Trial 4303 finished with value: 0.9969010025835363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 40, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:17:23,355] Trial 4304 finished with value: 0.9968031968579597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 51, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:17:26,609] Trial 4305 finished with value: 0.9974524890964532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:17:30,405] Trial 4306 finished with value: 0.9971816313830434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:17:35,706] Trial 4307 finished with value: 0.9972936076399748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:17:42,211] Trial 4308 finished with value: 0.997318261202167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:17:43,729] Trial 4309 finished with value: 0.9951921662340126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:17:46,540] Trial 4310 finished with value: 0.9972605637810877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 90}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:17:50,183] Trial 4311 finished with value: 0.9957480439720694 and parameters: {'classifier': 'SVC', 'svc_c': 137593.85367985096, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:17:53,091] Trial 4312 finished with value: 0.997736898229857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:17:55,898] Trial 4313 finished with value: 0.9973606029032128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:17:59,046] Trial 4314 finished with value: 0.9969762679837514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:18:02,271] Trial 4315 finished with value: 0.9972484109872002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:18:05,343] Trial 4316 finished with value: 0.9972763304752851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:18:09,385] Trial 4317 finished with value: 0.9974083182763241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:18:11,968] Trial 4318 finished with value: 0.9970628800667422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:18:14,969] Trial 4319 finished with value: 0.9973976209193975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:18:18,508] Trial 4320 finished with value: 0.9973153699422722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:18:21,397] Trial 4321 finished with value: 0.9971724908974298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:18:24,948] Trial 4322 finished with value: 0.9974500561954183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:18:27,683] Trial 4323 finished with value: 0.9972691422835736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:18:30,375] Trial 4324 finished with value: 0.9973278681080688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 101}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:18:38,734] Trial 4325 finished with value: 0.9967355021864547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 33, 'rf_n_estimators': 109}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:18:41,687] Trial 4326 finished with value: 0.9973859545089421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:18:45,790] Trial 4327 finished with value: 0.9971852555981732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:18:50,155] Trial 4328 finished with value: 0.9974888997760406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:18:54,183] Trial 4329 finished with value: 0.9973464412267342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:19:00,417] Trial 4330 finished with value: 0.9970440076278715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 23, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:19:05,387] Trial 4331 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 3.08899564328435e-05, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:19:14,389] Trial 4332 finished with value: 0.9966749445451542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 35, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:19:24,834] Trial 4333 finished with value: 0.9967938815599519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 42, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:19:28,350] Trial 4334 finished with value: 0.9973641882394061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:19:31,520] Trial 4335 finished with value: 0.9974619452790326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:19:35,843] Trial 4336 finished with value: 0.9970475403108762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:19:40,130] Trial 4337 finished with value: 0.9976265823098172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:19:49,966] Trial 4338 finished with value: 0.99694987578725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 31, 'rf_n_estimators': 106}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:19:55,245] Trial 4339 finished with value: 0.997416400524889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:19:58,202] Trial 4340 finished with value: 0.9974584326543853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:20:00,072] Trial 4341 finished with value: 0.9974191432513767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:20:03,415] Trial 4342 finished with value: 0.9970972019794252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:20:06,925] Trial 4343 finished with value: 0.9974031030398928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:20:08,896] Trial 4344 finished with value: 0.9973076319230519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:20:12,719] Trial 4345 finished with value: 0.9977622808752599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:20:16,230] Trial 4346 finished with value: 0.9976230449296022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:20:19,899] Trial 4347 finished with value: 0.9970682173036899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:20:24,153] Trial 4348 finished with value: 0.9973461367015121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:20:27,481] Trial 4349 finished with value: 0.9975468564640861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:21:31,050] Trial 4350 finished with value: 0.9901591881957371 and parameters: {'classifier': 'SVC', 'svc_c': 60547900.35071559, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:21:34,065] Trial 4351 finished with value: 0.9975201390809847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:21:38,162] Trial 4352 finished with value: 0.997311398101842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:21:41,903] Trial 4353 finished with value: 0.9973204971060105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:21:45,810] Trial 4354 finished with value: 0.9975190792570405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:21:48,884] Trial 4355 finished with value: 0.9976323452155799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:21:52,470] Trial 4356 finished with value: 0.9974686828559336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:21:55,827] Trial 4357 finished with value: 0.9976449087614657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:22:00,590] Trial 4358 finished with value: 0.9971961922589223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:22:04,514] Trial 4359 finished with value: 0.9969894066522587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:22:07,921] Trial 4360 finished with value: 0.9976484556630529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:22:12,174] Trial 4361 finished with value: 0.9972023223405365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:22:15,027] Trial 4362 finished with value: 0.9971815388353051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:22:18,508] Trial 4363 finished with value: 0.997266923962531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:22:22,027] Trial 4364 finished with value: 0.9972943553215988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:22:25,095] Trial 4365 finished with value: 0.9972993647694383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:22:35,954] Trial 4366 finished with value: 0.9972624567568408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 37, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:22:40,017] Trial 4367 finished with value: 0.9970959277024402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:22:45,201] Trial 4368 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 2.5802868560375295e-09, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:22:48,622] Trial 4369 finished with value: 0.9968843135222719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:22:51,585] Trial 4370 finished with value: 0.9965938610469552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 106}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:22:54,978] Trial 4371 finished with value: 0.9975379552822948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:22:58,426] Trial 4372 finished with value: 0.997399016022596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:23:02,165] Trial 4373 finished with value: 0.9973284970581812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:23:04,030] Trial 4374 finished with value: 0.9972642831464641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 1, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:23:08,381] Trial 4375 finished with value: 0.9971403244329947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:23:11,630] Trial 4376 finished with value: 0.9972551732244556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:23:17,345] Trial 4377 finished with value: 0.9975841797354649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:23:20,339] Trial 4378 finished with value: 0.9972142136458041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:23:23,885] Trial 4379 finished with value: 0.9974157061312113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:23:27,223] Trial 4380 finished with value: 0.9971753149046986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:23:30,906] Trial 4381 finished with value: 0.9973078813512668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:23:33,750] Trial 4382 finished with value: 0.9973319442392633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:23:38,533] Trial 4383 finished with value: 0.9970690721642276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:23:41,934] Trial 4384 finished with value: 0.9976108944843199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:23:46,190] Trial 4385 finished with value: 0.997215498269347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:23:49,494] Trial 4386 finished with value: 0.9973412751205837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:23:55,139] Trial 4387 finished with value: 0.9850765916524669 and parameters: {'classifier': 'SVC', 'svc_c': 7.664362781380018e-10, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:23:58,827] Trial 4388 finished with value: 0.9973682241904095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:24:02,654] Trial 4389 finished with value: 0.9970693505691518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:24:07,626] Trial 4390 finished with value: 0.9974871621573446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 16, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:24:11,289] Trial 4391 finished with value: 0.9975841902089743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:24:14,175] Trial 4392 finished with value: 0.9943396264990425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 28, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:24:16,704] Trial 4393 finished with value: 0.9971360195984391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:24:24,478] Trial 4394 finished with value: 0.9971737925324909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 32, 'rf_n_estimators': 104}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:24:32,742] Trial 4395 finished with value: 0.9965581721825975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 27, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:24:35,914] Trial 4396 finished with value: 0.997396116352156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:24:41,182] Trial 4397 finished with value: 0.9971845668221052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:24:42,657] Trial 4398 finished with value: 0.9910478881029912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:24:46,035] Trial 4399 finished with value: 0.9970303385871926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:24:53,891] Trial 4400 finished with value: 0.9973263083803441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 25, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:24:59,036] Trial 4401 finished with value: 0.9970342627890237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:25:03,351] Trial 4402 finished with value: 0.9974118045585082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:25:09,407] Trial 4403 finished with value: 0.9973467469579967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:25:12,046] Trial 4404 finished with value: 0.9964916674287192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:25:15,737] Trial 4405 finished with value: 0.9974198385337156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:25:18,138] Trial 4406 finished with value: 0.9899723664945824 and parameters: {'classifier': 'SVC', 'svc_c': 15239.572633665162, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:25:22,196] Trial 4407 finished with value: 0.9973433378941418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:25:26,360] Trial 4408 finished with value: 0.9973788312847273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:25:29,702] Trial 4409 finished with value: 0.9975140126809677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:25:33,883] Trial 4410 finished with value: 0.997266255784365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:25:38,076] Trial 4411 finished with value: 0.9973062825224398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 17, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:25:41,084] Trial 4412 finished with value: 0.9975338583310333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:25:44,941] Trial 4413 finished with value: 0.997325168608611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:26:00,483] Trial 4414 finished with value: 0.9960944529807652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 63, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:26:02,238] Trial 4415 finished with value: 0.9971957725885717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:26:05,552] Trial 4416 finished with value: 0.9970781174043809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:26:10,754] Trial 4417 finished with value: 0.9973396229085966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:26:15,047] Trial 4418 finished with value: 0.9974979267034213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:26:19,547] Trial 4419 finished with value: 0.9974842290034119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:26:24,805] Trial 4420 finished with value: 0.9973167924670229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:26:25,668] Trial 4421 finished with value: 0.9963199736963738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 13}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:26:27,621] Trial 4422 finished with value: 0.995650970535232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:26:34,760] Trial 4423 finished with value: 0.9969540171398442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 21, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:26:38,426] Trial 4424 finished with value: 0.9975454329871982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:28:45,759] Trial 4425 finished with value: 0.990390585216652 and parameters: {'classifier': 'SVC', 'svc_c': 652033014.0236359, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:28:47,927] Trial 4426 finished with value: 0.9973077575416897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:28:49,392] Trial 4427 finished with value: 0.9968880177486666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:28:50,563] Trial 4428 finished with value: 0.9974152714488307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 3, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:28:52,597] Trial 4429 finished with value: 0.9971597230228957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 103}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:28:57,214] Trial 4430 finished with value: 0.9972547476508541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:28:59,003] Trial 4431 finished with value: 0.9971732584152462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 107}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:29:01,784] Trial 4432 finished with value: 0.9966442252975618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:29:21,455] Trial 4433 finished with value: 0.9954535795078693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 72, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:29:24,376] Trial 4434 finished with value: 0.9975372930073796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:29:27,401] Trial 4435 finished with value: 0.9962709476111598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:29:37,030] Trial 4436 finished with value: 0.9972428625662163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 33, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:29:40,490] Trial 4437 finished with value: 0.9972925733333082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:29:53,236] Trial 4438 finished with value: 0.9966846658344742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 49, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:29:56,554] Trial 4439 finished with value: 0.9973877696316084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:29:59,957] Trial 4440 finished with value: 0.9963134221353483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 15, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:30:03,227] Trial 4441 finished with value: 0.9972741810255016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:30:04,824] Trial 4442 finished with value: 0.9891841984404671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:30:07,665] Trial 4443 finished with value: 0.9917580942725346 and parameters: {'classifier': 'SVC', 'svc_c': 86.89821995822965, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:30:21,864] Trial 4444 finished with value: 0.996287749564161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 47, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:30:27,123] Trial 4445 finished with value: 0.9967379618108079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:30:30,431] Trial 4446 finished with value: 0.997502041840504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:30:48,390] Trial 4447 finished with value: 0.9963788507202601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 62, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:30:51,538] Trial 4448 finished with value: 0.9970868725917977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 94}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:30:55,761] Trial 4449 finished with value: 0.9971113281729234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 16, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:30:58,282] Trial 4450 finished with value: 0.9939736814753067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 40, 'rf_n_estimators': 55}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:31:00,708] Trial 4451 finished with value: 0.9963741370062427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:31:03,615] Trial 4452 finished with value: 0.9975432607178591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:31:06,251] Trial 4453 finished with value: 0.9945268780584161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 20, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:31:10,280] Trial 4454 finished with value: 0.9972483096797996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:31:14,488] Trial 4455 finished with value: 0.9971290854686772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:31:15,843] Trial 4456 finished with value: 0.9966650102309988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 47}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:31:22,383] Trial 4457 finished with value: 0.9972286323041196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 23, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:31:23,705] Trial 4458 finished with value: 0.9969055030822913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 28}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:31:28,484] Trial 4459 finished with value: 0.9970824333789419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:31:34,151] Trial 4460 finished with value: 0.9975467417315506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:31:52,664] Trial 4461 finished with value: 0.9965934857779372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 62, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:31:56,986] Trial 4462 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 9.605479442122879e-08, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:31:59,958] Trial 4463 finished with value: 0.9970450147986271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:32:03,578] Trial 4464 finished with value: 0.9972627050424911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:32:08,000] Trial 4465 finished with value: 0.9974076779957789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:32:12,166] Trial 4466 finished with value: 0.997412056367066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:32:15,301] Trial 4467 finished with value: 0.9972801965967456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:32:19,423] Trial 4468 finished with value: 0.9974891504737716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:32:24,437] Trial 4469 finished with value: 0.9974183518031782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:32:26,933] Trial 4470 finished with value: 0.9971196230337301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 79}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:32:29,615] Trial 4471 finished with value: 0.9974305275753105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:32:33,410] Trial 4472 finished with value: 0.9974059389806148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 100}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:32:37,007] Trial 4473 finished with value: 0.9969884467709851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:32:42,103] Trial 4474 finished with value: 0.9975013091074342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:32:44,989] Trial 4475 finished with value: 0.9974749641052011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:32:55,024] Trial 4476 finished with value: 0.9972467213244823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 38, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:32:57,864] Trial 4477 finished with value: 0.9972002836243122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:33:00,150] Trial 4478 finished with value: 0.9973164181818802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:33:05,264] Trial 4479 finished with value: 0.9974181164348564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:33:12,341] Trial 4480 finished with value: 0.9970611555558019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 24, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:33:16,855] Trial 4481 finished with value: 0.9975417249205168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:33:23,136] Trial 4482 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 1.1613038648996806e-08, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:33:28,587] Trial 4483 finished with value: 0.9974371251563018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:33:30,385] Trial 4484 finished with value: 0.9971085298416217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 3, 'rf_n_estimators': 108}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:33:33,434] Trial 4485 finished with value: 0.997429174937432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:33:36,958] Trial 4486 finished with value: 0.9976065680362493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:33:41,352] Trial 4487 finished with value: 0.9971317052425114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:33:46,125] Trial 4488 finished with value: 0.9974145957487807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:33:52,893] Trial 4489 finished with value: 0.9974232979338921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 27, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:33:54,454] Trial 4490 finished with value: 0.9971912470486076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 2, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:33:57,625] Trial 4491 finished with value: 0.9972841931927438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:34:01,749] Trial 4492 finished with value: 0.9973799361447622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:34:04,271] Trial 4493 finished with value: 0.9967928201808501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 1, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:34:06,135] Trial 4494 finished with value: 0.9964357288272582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 51}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:34:08,155] Trial 4495 finished with value: 0.9915185056977016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 20, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:34:22,749] Trial 4496 finished with value: 0.9967219301050831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 56, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:34:26,122] Trial 4497 finished with value: 0.9972742791908495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:34:29,675] Trial 4498 finished with value: 0.9973304007296092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:34:32,585] Trial 4499 finished with value: 0.9974028257775331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:34:35,112] Trial 4500 finished with value: 0.9957424760322725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 17, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:34:38,157] Trial 4501 finished with value: 0.9974353568470491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:34:50,662] Trial 4502 finished with value: 0.9959123988845947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 52, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:34:56,876] Trial 4503 finished with value: 0.9850759363281534 and parameters: {'classifier': 'SVC', 'svc_c': 1.0970594663691368e-10, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:34:58,637] Trial 4504 finished with value: 0.9944638759634822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:35:09,982] Trial 4505 finished with value: 0.9969650810378642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 44, 'rf_n_estimators': 107}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:35:13,205] Trial 4506 finished with value: 0.996565084476679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:35:15,753] Trial 4507 finished with value: 0.9965870064523892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:35:18,610] Trial 4508 finished with value: 0.9974364614214428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:35:20,924] Trial 4509 finished with value: 0.9973866828621806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:35:22,368] Trial 4510 finished with value: 0.9974225629474308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 60}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:35:27,580] Trial 4511 finished with value: 0.997319733015888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:35:32,116] Trial 4512 finished with value: 0.9968697922870396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:35:36,530] Trial 4513 finished with value: 0.997368840477097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:35:40,581] Trial 4514 finished with value: 0.9972620874228116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:35:42,822] Trial 4515 finished with value: 0.9963379595685374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:35:47,733] Trial 4516 finished with value: 0.9974630805439827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 15, 'rf_n_estimators': 108}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:35:51,311] Trial 4517 finished with value: 0.9974285596346198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:35:58,562] Trial 4518 finished with value: 0.9970758590618368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 29, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:36:02,623] Trial 4519 finished with value: 0.9876193332689202 and parameters: {'classifier': 'SVC', 'svc_c': 2.623722098998202, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:36:06,073] Trial 4520 finished with value: 0.9975196999870349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:36:15,723] Trial 4521 finished with value: 0.9970619722038988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 37, 'rf_n_estimators': 102}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:36:18,533] Trial 4522 finished with value: 0.9972437049537564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:36:34,470] Trial 4523 finished with value: 0.996105930931526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 65, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:36:37,756] Trial 4524 finished with value: 0.9972698481346359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:36:45,131] Trial 4525 finished with value: 0.9972842249941273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 26, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:36:48,902] Trial 4526 finished with value: 0.9974543967985955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:36:59,696] Trial 4527 finished with value: 0.9972008341183173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 37, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:37:02,273] Trial 4528 finished with value: 0.9967181599273167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 68}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:37:15,161] Trial 4529 finished with value: 0.9964413739219081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 45, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:37:18,806] Trial 4530 finished with value: 0.99729149157847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 104}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:37:22,190] Trial 4531 finished with value: 0.9972752315502388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 65}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:37:36,718] Trial 4532 finished with value: 0.996602653970744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 55, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:37:41,013] Trial 4533 finished with value: 0.9975078603510804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:37:46,830] Trial 4534 finished with value: 0.9974546113468502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 109}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:37:50,005] Trial 4535 finished with value: 0.9974358237751438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:37:53,789] Trial 4536 finished with value: 0.9976161352697668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:37:58,816] Trial 4537 finished with value: 0.9850767551026903 and parameters: {'classifier': 'SVC', 'svc_c': 0.00018977543179190208, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:38:01,682] Trial 4538 finished with value: 0.9973803508957371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:38:03,383] Trial 4539 finished with value: 0.9970988672356921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 1, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:38:07,137] Trial 4540 finished with value: 0.9976036843617145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:38:11,409] Trial 4541 finished with value: 0.9973048524123294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:38:16,086] Trial 4542 finished with value: 0.9970638629262608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:38:21,134] Trial 4543 finished with value: 0.9971584570612424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 18, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:38:24,986] Trial 4544 finished with value: 0.9973447033541348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 106}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:38:28,583] Trial 4545 finished with value: 0.997398386691629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:38:32,507] Trial 4546 finished with value: 0.9975610695559748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:38:37,013] Trial 4547 finished with value: 0.9970907906047369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:38:39,509] Trial 4548 finished with value: 0.996206173144521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:38:43,854] Trial 4549 finished with value: 0.9967400477213005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 21, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:38:52,597] Trial 4550 finished with value: 0.9972819595105541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 24, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:38:56,457] Trial 4551 finished with value: 0.9976835354134904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:39:00,037] Trial 4552 finished with value: 0.997427211281359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:39:02,959] Trial 4553 finished with value: 0.9971168620896834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:39:05,637] Trial 4554 finished with value: 0.997118767316269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:39:24,844] Trial 4555 finished with value: 0.9962684018501258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 74, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:39:30,288] Trial 4556 finished with value: 0.9853754978685556 and parameters: {'classifier': 'SVC', 'svc_c': 0.006482331927945629, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:39:34,641] Trial 4557 finished with value: 0.997603354509642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:39:37,787] Trial 4558 finished with value: 0.9969519062198803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:39:43,119] Trial 4559 finished with value: 0.997424609915511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 17, 'rf_n_estimators': 96}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:39:46,964] Trial 4560 finished with value: 0.9973450122591884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:39:49,827] Trial 4561 finished with value: 0.9972444420666573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:39:52,331] Trial 4562 finished with value: 0.9969859177040904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:39:54,143] Trial 4563 finished with value: 0.9971931567502379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:39:57,842] Trial 4564 finished with value: 0.997110105755679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:40:11,767] Trial 4565 finished with value: 0.9967661940124949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 50, 'rf_n_estimators': 109}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:40:17,252] Trial 4566 finished with value: 0.9949435839931263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 42, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:40:25,448] Trial 4567 finished with value: 0.9969307905139716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 32, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:40:26,359] Trial 4568 finished with value: 0.9972366681836017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 21}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:40:30,304] Trial 4569 finished with value: 0.9964704804712085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:40:34,966] Trial 4570 finished with value: 0.9974650897756909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:40:41,099] Trial 4571 finished with value: 0.99727364306797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:40:42,913] Trial 4572 finished with value: 0.9971261080721016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 3, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:40:53,844] Trial 4573 finished with value: 0.9969450729531882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 36, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:46:41,569] Trial 4574 finished with value: 0.9892302063141566 and parameters: {'classifier': 'SVC', 'svc_c': 8634388397.90628, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:46:49,659] Trial 4575 finished with value: 0.9971234677003653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:46:52,842] Trial 4576 finished with value: 0.9973210205275804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:46:55,657] Trial 4577 finished with value: 0.9946531576063693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:47:15,331] Trial 4578 finished with value: 0.9962990220754468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 68, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:47:19,349] Trial 4579 finished with value: 0.9974625297960743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 4, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:47:37,767] Trial 4580 finished with value: 0.9963606626141503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 63, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:47:42,362] Trial 4581 finished with value: 0.9974846284249774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:47:47,423] Trial 4582 finished with value: 0.9975028161502326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:47:57,039] Trial 4583 finished with value: 0.997262956121077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 33, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:48:00,034] Trial 4584 finished with value: 0.997403541657774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:48:03,874] Trial 4585 finished with value: 0.9971859142549669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:48:06,321] Trial 4586 finished with value: 0.9974859887434295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:48:08,498] Trial 4587 finished with value: 0.9974814101059462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 73}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:48:11,252] Trial 4588 finished with value: 0.9905873246012985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:48:14,308] Trial 4589 finished with value: 0.9970277883193757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:48:18,453] Trial 4590 finished with value: 0.9971803392058787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:48:20,644] Trial 4591 finished with value: 0.9975185463775741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:48:23,389] Trial 4592 finished with value: 0.9974173961430463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:48:29,175] Trial 4593 finished with value: 0.9973669301724462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 25, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:48:31,113] Trial 4594 finished with value: 0.9852051536320358 and parameters: {'classifier': 'SVC', 'svc_c': 7.028100299300233e-07, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:48:33,300] Trial 4595 finished with value: 0.9972363470277159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:48:34,905] Trial 4596 finished with value: 0.9976102109767445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:48:37,639] Trial 4597 finished with value: 0.9968842218314573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:48:39,740] Trial 4598 finished with value: 0.9974430221547235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:48:42,277] Trial 4599 finished with value: 0.9962451095585229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 19, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:48:44,741] Trial 4600 finished with value: 0.9974285756622633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:48:46,671] Trial 4601 finished with value: 0.9974924882860247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:48:50,175] Trial 4602 finished with value: 0.9972071467563751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:49:06,307] Trial 4603 finished with value: 0.9966706302209642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 60, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:49:10,124] Trial 4604 finished with value: 0.9975440422955687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:49:13,469] Trial 4605 finished with value: 0.9974564449727162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:49:17,915] Trial 4606 finished with value: 0.9973264958561634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:49:22,762] Trial 4607 finished with value: 0.9973318426144834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:49:26,223] Trial 4608 finished with value: 0.9973932748890381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:49:28,387] Trial 4609 finished with value: 0.9955311025206566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:49:32,986] Trial 4610 finished with value: 0.9975327098631134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:49:37,247] Trial 4611 finished with value: 0.9972501079813748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 17, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:49:43,219] Trial 4612 finished with value: 0.9851665617647577 and parameters: {'classifier': 'SVC', 'svc_c': 0.0005121629585218278, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:49:45,859] Trial 4613 finished with value: 0.9975439412420712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:49:50,919] Trial 4614 finished with value: 0.9970720210284244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 21, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:49:53,745] Trial 4615 finished with value: 0.9974215737720687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:49:58,869] Trial 4616 finished with value: 0.9976495616973905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:50:00,868] Trial 4617 finished with value: 0.997101700224789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 1, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:50:14,347] Trial 4618 finished with value: 0.9966666613638971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 48, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:50:17,915] Trial 4619 finished with value: 0.9974553089777941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:50:20,211] Trial 4620 finished with value: 0.9963487905737923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:50:21,946] Trial 4621 finished with value: 0.9973139203450865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:50:26,821] Trial 4622 finished with value: 0.997284300498609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:50:30,031] Trial 4623 finished with value: 0.9974661277639547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:50:32,826] Trial 4624 finished with value: 0.9974909652473208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:50:41,059] Trial 4625 finished with value: 0.9969119231849041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 32, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:50:43,927] Trial 4626 finished with value: 0.9944042890578194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:50:48,099] Trial 4627 finished with value: 0.9973223373650993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:50:51,054] Trial 4628 finished with value: 0.9971004538136867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:50:52,965] Trial 4629 finished with value: 0.9972423047090166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:50:58,972] Trial 4630 finished with value: 0.9854017183312397 and parameters: {'classifier': 'SVC', 'svc_c': 0.13305222363966396, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:51:01,802] Trial 4631 finished with value: 0.9975436662648409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 87}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:51:07,056] Trial 4632 finished with value: 0.9973422422063619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:51:11,241] Trial 4633 finished with value: 0.997603682140061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:51:14,069] Trial 4634 finished with value: 0.997174370130669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 83}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:51:16,709] Trial 4635 finished with value: 0.9976914649392445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:51:19,868] Trial 4636 finished with value: 0.9974443953905038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 78}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:51:24,315] Trial 4637 finished with value: 0.9974174425756049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:51:31,885] Trial 4638 finished with value: 0.9969551119707004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 29, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:51:35,854] Trial 4639 finished with value: 0.9974734694084488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:51:39,854] Trial 4640 finished with value: 0.9972308830930414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:51:42,649] Trial 4641 finished with value: 0.9974516063700328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:51:45,142] Trial 4642 finished with value: 0.997333528976459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:51:48,206] Trial 4643 finished with value: 0.9973896640673051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:51:51,609] Trial 4644 finished with value: 0.9975953024120896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:51:55,808] Trial 4645 finished with value: 0.9974777348562611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:52:01,331] Trial 4646 finished with value: 0.9967528800872628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:52:04,454] Trial 4647 finished with value: 0.9968102177908987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:52:12,359] Trial 4648 finished with value: 0.9972134110258621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 23, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:52:56,344] Trial 4649 finished with value: 0.9895677647312855 and parameters: {'classifier': 'SVC', 'svc_c': 19959777.77151983, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:52:58,118] Trial 4650 finished with value: 0.9911122374720972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:53:02,492] Trial 4651 finished with value: 0.9973077245660038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:53:05,742] Trial 4652 finished with value: 0.9975000850080811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:53:14,599] Trial 4653 finished with value: 0.9971316926425621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 28, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:53:18,049] Trial 4654 finished with value: 0.9972934480935137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:53:22,031] Trial 4655 finished with value: 0.9972512816491931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:53:24,949] Trial 4656 finished with value: 0.9975168129800197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:53:28,974] Trial 4657 finished with value: 0.9974287211170932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:53:33,705] Trial 4658 finished with value: 0.9971476087905659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 16, 'rf_n_estimators': 108}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:53:37,525] Trial 4659 finished with value: 0.9974181033588384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:53:43,509] Trial 4660 finished with value: 0.9970651582772163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 19, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:53:44,202] Trial 4661 finished with value: 0.9927540268255933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 6}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:53:47,333] Trial 4662 finished with value: 0.9973708504705149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:53:49,688] Trial 4663 finished with value: 0.9965240023262293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 17}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:53:52,448] Trial 4664 finished with value: 0.9973259495515622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:53:57,025] Trial 4665 finished with value: 0.9970408935678662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:54:00,661] Trial 4666 finished with value: 0.9973607281727337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:54:04,578] Trial 4667 finished with value: 0.9974941485911781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:54:10,042] Trial 4668 finished with value: 0.9852046621388005 and parameters: {'classifier': 'SVC', 'svc_c': 2.0026060010124302e-07, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:54:30,548] Trial 4669 finished with value: 0.9957833515372068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 72, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:54:34,262] Trial 4670 finished with value: 0.9976693207664443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:54:36,986] Trial 4671 finished with value: 0.99738247441565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:54:48,526] Trial 4672 finished with value: 0.9971055241348327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 34, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:54:53,320] Trial 4673 finished with value: 0.9967875535924845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 18, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:54:55,122] Trial 4674 finished with value: 0.9943536475131153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 14, 'rf_n_estimators': 102}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:54:57,698] Trial 4675 finished with value: 0.9973368518401573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:54:59,218] Trial 4676 finished with value: 0.9953052264356979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:55:03,082] Trial 4677 finished with value: 0.9970353224225406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:55:08,392] Trial 4678 finished with value: 0.9976844189968345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:55:23,819] Trial 4679 finished with value: 0.996831970254445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 57, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:55:26,815] Trial 4680 finished with value: 0.9965933539069317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:55:31,437] Trial 4681 finished with value: 0.9972272639242389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:55:34,520] Trial 4682 finished with value: 0.9967907396658018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:55:40,382] Trial 4683 finished with value: 0.9962637905225978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 34, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:55:41,921] Trial 4684 finished with value: 0.9972497006570703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 42}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:55:45,042] Trial 4685 finished with value: 0.9975142837861734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:55:47,102] Trial 4686 finished with value: 0.995188356066483 and parameters: {'classifier': 'SVC', 'svc_c': 2827.442414045907, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:55:51,113] Trial 4687 finished with value: 0.9974286552609352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:55:54,261] Trial 4688 finished with value: 0.9962276443149936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:55:56,605] Trial 4689 finished with value: 0.9971387123694607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 4, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:56:03,022] Trial 4690 finished with value: 0.9967544730763143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 21, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:56:06,389] Trial 4691 finished with value: 0.9975203180827829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:56:08,052] Trial 4692 finished with value: 0.9974309896475054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:56:10,601] Trial 4693 finished with value: 0.9972364697264661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:56:12,820] Trial 4694 finished with value: 0.9975533901566696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:56:16,323] Trial 4695 finished with value: 0.9974214578652306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:56:18,203] Trial 4696 finished with value: 0.9962146359623345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:56:29,608] Trial 4697 finished with value: 0.9971733149087214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 40, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:56:33,762] Trial 4698 finished with value: 0.9970758806436141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:56:36,435] Trial 4699 finished with value: 0.9968766098752054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:56:39,740] Trial 4700 finished with value: 0.9975425568980233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:56:43,110] Trial 4701 finished with value: 0.9972906302116612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:56:45,929] Trial 4702 finished with value: 0.9974650459773787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:56:51,337] Trial 4703 finished with value: 0.9971350771730147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 17, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:56:53,898] Trial 4704 finished with value: 0.9972653693446095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:56:55,658] Trial 4705 finished with value: 0.9973475487844912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 76}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:56:59,645] Trial 4706 finished with value: 0.9974005591513954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:57:04,273] Trial 4707 finished with value: 0.9859064227876905 and parameters: {'classifier': 'SVC', 'svc_c': 0.5424153453697895, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:57:16,693] Trial 4708 finished with value: 0.9970084858001208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 38, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:57:17,670] Trial 4709 finished with value: 0.9873814067448256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 2, 'rf_n_estimators': 105}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:57:32,665] Trial 4710 finished with value: 0.9961893127620324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 54, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:57:35,708] Trial 4711 finished with value: 0.9974029296239664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:57:38,466] Trial 4712 finished with value: 0.9968674567896425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:57:42,558] Trial 4713 finished with value: 0.9974304256966274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:57:45,899] Trial 4714 finished with value: 0.997177958608915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:57:49,239] Trial 4715 finished with value: 0.9975351477787381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:57:59,011] Trial 4716 finished with value: 0.9971168556468882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 39, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:58:06,353] Trial 4717 finished with value: 0.9970479529036732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 22, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:58:10,249] Trial 4718 finished with value: 0.9975281344628968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:58:11,710] Trial 4719 finished with value: 0.9970008714000501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:58:14,574] Trial 4720 finished with value: 0.9971699922037125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:58:17,022] Trial 4721 finished with value: 0.9975041813563222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:58:22,550] Trial 4722 finished with value: 0.995841359450235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 29, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:58:25,637] Trial 4723 finished with value: 0.9971147558669301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:58:31,175] Trial 4724 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.3977067483735798e-05, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:58:36,011] Trial 4725 finished with value: 0.9969442904868174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:58:38,369] Trial 4726 finished with value: 0.9976622599072177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 26}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:58:45,103] Trial 4727 finished with value: 0.9972906369083597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:58:46,781] Trial 4728 finished with value: 0.9974661581053943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 109}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:58:49,076] Trial 4729 finished with value: 0.9974610726452666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:58:53,122] Trial 4730 finished with value: 0.9973036405003327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:59:08,156] Trial 4731 finished with value: 0.9968639712374304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 54, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:59:11,355] Trial 4732 finished with value: 0.9973192822106505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 98}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:59:13,960] Trial 4733 finished with value: 0.9972919957033922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:59:18,666] Trial 4734 finished with value: 0.9975050302818714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:59:22,350] Trial 4735 finished with value: 0.9972637524886512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 93}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:59:28,938] Trial 4736 finished with value: 0.9972973998438488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 24, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:59:33,439] Trial 4737 finished with value: 0.9971375522537289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:59:36,476] Trial 4738 finished with value: 0.997434948729297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:59:40,679] Trial 4739 finished with value: 0.9967349751785011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:59:43,289] Trial 4740 finished with value: 0.9974717814595779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 20:59:46,501] Trial 4741 finished with value: 0.9973170302156878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:00:01,679] Trial 4742 finished with value: 0.9964019775938894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 58, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:00:04,922] Trial 4743 finished with value: 0.9972037069702256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 69}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:00:08,087] Trial 4744 finished with value: 0.9867336991483141 and parameters: {'classifier': 'SVC', 'svc_c': 157479172.13361776, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:00:11,452] Trial 4745 finished with value: 0.9971690365753186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:00:14,653] Trial 4746 finished with value: 0.9975039743616897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:00:19,653] Trial 4747 finished with value: 0.9974870626272668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 107}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:00:23,308] Trial 4748 finished with value: 0.9974227040224295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:00:27,107] Trial 4749 finished with value: 0.9972659174582713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:00:30,725] Trial 4750 finished with value: 0.9973861403026524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:00:35,667] Trial 4751 finished with value: 0.9974962792203824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:00:40,243] Trial 4752 finished with value: 0.9972192314407131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:00:45,944] Trial 4753 finished with value: 0.9972508976839883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:00:53,116] Trial 4754 finished with value: 0.9969843293170353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 31, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:00:55,482] Trial 4755 finished with value: 0.9970488576879394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:00:56,925] Trial 4756 finished with value: 0.9930005924398392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:00:58,430] Trial 4757 finished with value: 0.9968482952501727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:01:11,469] Trial 4758 finished with value: 0.9968304727647569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 44, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:01:14,417] Trial 4759 finished with value: 0.9973030726139541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:01:16,879] Trial 4760 finished with value: 0.9968145595366407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 58}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:01:20,079] Trial 4761 finished with value: 0.9974695066767979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:01:25,624] Trial 4762 finished with value: 0.9853886080998976 and parameters: {'classifier': 'SVC', 'svc_c': 0.014245173096241466, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:01:32,372] Trial 4763 finished with value: 0.9968826695304028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 20, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:01:54,826] Trial 4764 finished with value: 0.9955632917411711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 74, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:01:58,803] Trial 4765 finished with value: 0.9973355732785549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:02:02,888] Trial 4766 finished with value: 0.9972668865118002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 109}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:02:05,839] Trial 4767 finished with value: 0.9975584507660158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:02:08,689] Trial 4768 finished with value: 0.997448810165171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:02:12,364] Trial 4769 finished with value: 0.9972590076080086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:02:16,849] Trial 4770 finished with value: 0.9974576138481105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:02:21,467] Trial 4771 finished with value: 0.9972976595868835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:02:25,650] Trial 4772 finished with value: 0.9971445126942161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:02:26,933] Trial 4773 finished with value: 0.9972100309069786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 32}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:02:30,445] Trial 4774 finished with value: 0.9976975658537218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:02:32,048] Trial 4775 finished with value: 0.9899585703118462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:02:34,241] Trial 4776 finished with value: 0.9972607991494096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:02:36,048] Trial 4777 finished with value: 0.9969363886365187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:02:44,641] Trial 4778 finished with value: 0.9965248905433076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 41, 'rf_n_estimators': 90}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:02:50,553] Trial 4779 finished with value: 0.997099295729181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 16, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:02:53,391] Trial 4780 finished with value: 0.9927039684649389 and parameters: {'classifier': 'SVC', 'svc_c': 387.55949829938095, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:02:55,604] Trial 4781 finished with value: 0.9968011523336985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:02:57,711] Trial 4782 finished with value: 0.9949435966882891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 27, 'rf_n_estimators': 45}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:02:59,862] Trial 4783 finished with value: 0.9972177055773357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 63}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:03:02,307] Trial 4784 finished with value: 0.9975962905401007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:03:04,641] Trial 4785 finished with value: 0.9955029312240139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:03:07,656] Trial 4786 finished with value: 0.9975096695070199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:03:14,164] Trial 4787 finished with value: 0.9970218162608028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 22, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:03:18,424] Trial 4788 finished with value: 0.9969281715335852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:03:22,242] Trial 4789 finished with value: 0.9972282167914349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:03:25,069] Trial 4790 finished with value: 0.9973688799590535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:03:29,925] Trial 4791 finished with value: 0.9975400968610773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:03:38,361] Trial 4792 finished with value: 0.9938690335329481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 58, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:03:42,391] Trial 4793 finished with value: 0.9973357705296498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:03:45,433] Trial 4794 finished with value: 0.9973106796190926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:03:47,787] Trial 4795 finished with value: 0.9944185943800674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 17, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:03:52,980] Trial 4796 finished with value: 0.997613001595735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:03:55,707] Trial 4797 finished with value: 0.9975088411158971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:03:58,148] Trial 4798 finished with value: 0.9973066367492253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:04:04,474] Trial 4799 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.5803948725496394e-06, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:04:07,531] Trial 4800 finished with value: 0.9973528568860398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:04:14,575] Trial 4801 finished with value: 0.9971726165160675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 25, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:04:17,923] Trial 4802 finished with value: 0.9971579181515736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:04:37,738] Trial 4803 finished with value: 0.9966513575988181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 68, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:04:40,749] Trial 4804 finished with value: 0.9973868214298847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:04:56,996] Trial 4805 finished with value: 0.99625320329621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 63, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:05:02,285] Trial 4806 finished with value: 0.9973279702406551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 18, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:05:07,159] Trial 4807 finished with value: 0.9972564586414459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:05:09,545] Trial 4808 finished with value: 0.997515735128944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:05:18,429] Trial 4809 finished with value: 0.9961678652045632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 34, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:05:22,393] Trial 4810 finished with value: 0.997501841161715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:05:25,287] Trial 4811 finished with value: 0.9976270194994926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:05:31,908] Trial 4812 finished with value: 0.9973727739146593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 20, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:05:35,602] Trial 4813 finished with value: 0.9973809778780991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:05:39,653] Trial 4814 finished with value: 0.9974735489753828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:05:43,184] Trial 4815 finished with value: 0.9966788182519745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:05:44,340] Trial 4816 finished with value: 0.9972515616727508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 35}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:05:49,764] Trial 4817 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 5.8283330307296405e-06, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:05:51,532] Trial 4818 finished with value: 0.9971182722049124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:05:54,796] Trial 4819 finished with value: 0.9974299123677121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:05:58,360] Trial 4820 finished with value: 0.997388505792372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:06:02,255] Trial 4821 finished with value: 0.9975947795300639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:06:05,359] Trial 4822 finished with value: 0.9974976814011344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:06:10,528] Trial 4823 finished with value: 0.9973759535134432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:06:14,261] Trial 4824 finished with value: 0.9966013870252156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 103}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:06:19,467] Trial 4825 finished with value: 0.9973887533480502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:06:30,878] Trial 4826 finished with value: 0.9972208063708955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 37, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:06:33,835] Trial 4827 finished with value: 0.9972123546613499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:06:40,382] Trial 4828 finished with value: 0.997126494512863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 28, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:06:43,589] Trial 4829 finished with value: 0.9972410314476449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:06:47,545] Trial 4830 finished with value: 0.9972838735602777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:06:50,234] Trial 4831 finished with value: 0.9974442444767538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:06:53,077] Trial 4832 finished with value: 0.9937037193739076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:06:57,076] Trial 4833 finished with value: 0.9974611878221329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:07:00,101] Trial 4834 finished with value: 0.9972191315615183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:07:03,327] Trial 4835 finished with value: 0.9973785401211642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:07:08,524] Trial 4836 finished with value: 0.9853030668856427 and parameters: {'classifier': 'SVC', 'svc_c': 0.0013305914304654947, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:07:15,629] Trial 4837 finished with value: 0.9967996012704224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 27, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:07:17,960] Trial 4838 finished with value: 0.9974158276239212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:07:22,126] Trial 4839 finished with value: 0.9971647910906499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:07:27,013] Trial 4840 finished with value: 0.99736540595944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:07:32,193] Trial 4841 finished with value: 0.997448218126245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:07:36,468] Trial 4842 finished with value: 0.9966249502315968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:07:39,441] Trial 4843 finished with value: 0.9969070170756914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:07:42,681] Trial 4844 finished with value: 0.9974857601035442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:07:46,642] Trial 4845 finished with value: 0.9970457545140364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:07:58,547] Trial 4846 finished with value: 0.9966586799466643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 48, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:08:01,429] Trial 4847 finished with value: 0.9973205965091365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:08:03,239] Trial 4848 finished with value: 0.9968877183015096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:08:05,543] Trial 4849 finished with value: 0.9974360903735665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 53}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:08:13,384] Trial 4850 finished with value: 0.9974946935310492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 22, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:08:17,838] Trial 4851 finished with value: 0.9974119044059649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:08:25,814] Trial 4852 finished with value: 0.9952367837017136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 49, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:08:29,475] Trial 4853 finished with value: 0.9975246392940985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:08:31,247] Trial 4854 finished with value: 0.9973596199167426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:08:33,784] Trial 4855 finished with value: 0.9913382541877239 and parameters: {'classifier': 'SVC', 'svc_c': 38.63969890889738, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:08:36,275] Trial 4856 finished with value: 0.9974707310300542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:08:40,196] Trial 4857 finished with value: 0.9971807367549076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:08:42,186] Trial 4858 finished with value: 0.9969485666303047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:08:44,431] Trial 4859 finished with value: 0.9974280053638038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:08:46,711] Trial 4860 finished with value: 0.9973913987978517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:08:53,931] Trial 4861 finished with value: 0.9972252754808603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 35, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:08:56,256] Trial 4862 finished with value: 0.9973778151638818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:09:07,584] Trial 4863 finished with value: 0.996029751003507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 49, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:09:13,512] Trial 4864 finished with value: 0.9968155629623233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 30, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:09:14,775] Trial 4865 finished with value: 0.9973457828873196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:09:15,662] Trial 4866 finished with value: 0.9936722212145903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 25, 'rf_n_estimators': 10}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:09:18,995] Trial 4867 finished with value: 0.99707052909287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:09:22,860] Trial 4868 finished with value: 0.9971237061472641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:09:25,589] Trial 4869 finished with value: 0.9972779502828687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:09:28,292] Trial 4870 finished with value: 0.9904197031281227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 53, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:09:30,561] Trial 4871 finished with value: 0.99734300029802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:09:32,842] Trial 4872 finished with value: 0.9974211757469712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:09:34,013] Trial 4873 finished with value: 0.9964138303058617 and parameters: {'classifier': 'SVC', 'svc_c': 43750.49398007873, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:09:36,986] Trial 4874 finished with value: 0.9975283567552008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:09:50,021] Trial 4875 finished with value: 0.9962856759679765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 47, 'rf_n_estimators': 106}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:09:52,543] Trial 4876 finished with value: 0.9969131941928845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 85}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:09:56,964] Trial 4877 finished with value: 0.9975444563165716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:10:14,867] Trial 4878 finished with value: 0.9966983278928135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 63, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:10:20,608] Trial 4879 finished with value: 0.9970755853223849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 19, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:10:23,822] Trial 4880 finished with value: 0.9975229062139231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:10:26,695] Trial 4881 finished with value: 0.9972884794288857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:10:31,738] Trial 4882 finished with value: 0.9976166420289353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:10:36,146] Trial 4883 finished with value: 0.9974600199940896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:10:40,213] Trial 4884 finished with value: 0.9971348859838601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:10:42,005] Trial 4885 finished with value: 0.9945177214816835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:10:45,965] Trial 4886 finished with value: 0.9975106027284513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:10:48,409] Trial 4887 finished with value: 0.9965776214579365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:10:52,523] Trial 4888 finished with value: 0.9971618615865768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:10:55,232] Trial 4889 finished with value: 0.9975493548086863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:10:57,604] Trial 4890 finished with value: 0.9974223345614487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:11:00,470] Trial 4891 finished with value: 0.996181819283389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:11:07,401] Trial 4892 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 4.349013014795557e-05, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:11:10,414] Trial 4893 finished with value: 0.9955722371338677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:11:16,793] Trial 4894 finished with value: 0.9971894658220267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 21, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:11:19,886] Trial 4895 finished with value: 0.9972939188301574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:11:23,094] Trial 4896 finished with value: 0.9975326966918819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:11:28,301] Trial 4897 finished with value: 0.997586364604753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:11:31,027] Trial 4898 finished with value: 0.997464960475456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:11:33,571] Trial 4899 finished with value: 0.997539568044063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:11:37,643] Trial 4900 finished with value: 0.9973494585813353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:11:42,957] Trial 4901 finished with value: 0.9975811346419325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:11:49,278] Trial 4902 finished with value: 0.9972123207335267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 18, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:11:52,307] Trial 4903 finished with value: 0.9973889666267884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:12:03,874] Trial 4904 finished with value: 0.9970987559943265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 44, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:12:07,185] Trial 4905 finished with value: 0.9972842351502575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:12:08,774] Trial 4906 finished with value: 0.9909720355832256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:12:13,109] Trial 4907 finished with value: 0.9972171625417389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:12:16,645] Trial 4908 finished with value: 0.9972627089145156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:12:21,071] Trial 4909 finished with value: 0.9977135093280638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:12:23,928] Trial 4910 finished with value: 0.9976622377858962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:12:26,753] Trial 4911 finished with value: 0.9910673762890047 and parameters: {'classifier': 'SVC', 'svc_c': 11.457047598045976, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:12:36,769] Trial 4912 finished with value: 0.9968808002946045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 32, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:12:39,987] Trial 4913 finished with value: 0.9970100869140768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:12:42,296] Trial 4914 finished with value: 0.9972682329290489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 72}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:12:46,869] Trial 4915 finished with value: 0.9968582601914086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:12:51,463] Trial 4916 finished with value: 0.9972565356058715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:12:55,987] Trial 4917 finished with value: 0.9973095288343056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:12:59,650] Trial 4918 finished with value: 0.9970971335842345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:13:03,626] Trial 4919 finished with value: 0.9976013737785748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 100}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:13:07,977] Trial 4920 finished with value: 0.9974149887275511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:13:11,154] Trial 4921 finished with value: 0.9974956938781548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:13:28,751] Trial 4922 finished with value: 0.9956869652578041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 73, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:13:30,517] Trial 4923 finished with value: 0.9964513196617103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:13:34,206] Trial 4924 finished with value: 0.997019110223336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:13:37,586] Trial 4925 finished with value: 0.9974855265125452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:13:41,808] Trial 4926 finished with value: 0.9973157616515262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:13:44,343] Trial 4927 finished with value: 0.9975030573900671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:13:46,800] Trial 4928 finished with value: 0.9974579466518082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:13:52,531] Trial 4929 finished with value: 0.9952501687833347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 40, 'rf_n_estimators': 49}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:13:54,679] Trial 4930 finished with value: 0.9924920747690197 and parameters: {'classifier': 'SVC', 'svc_c': 247.5429469267624, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:13:56,083] Trial 4931 finished with value: 0.9927915455390061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:13:59,627] Trial 4932 finished with value: 0.9974333144809654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 105}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:14:03,073] Trial 4933 finished with value: 0.9974347131070719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:14:07,108] Trial 4934 finished with value: 0.9970568060025347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:14:07,760] Trial 4935 finished with value: 0.9803494892208574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 22, 'rf_n_estimators': 2}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:14:09,214] Trial 4936 finished with value: 0.9970520034223762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 1, 'rf_n_estimators': 109}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:14:13,402] Trial 4937 finished with value: 0.9970732018690097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:14:17,961] Trial 4938 finished with value: 0.9972046320032768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:14:21,511] Trial 4939 finished with value: 0.997243259163108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:14:24,529] Trial 4940 finished with value: 0.9974698361797532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:14:32,091] Trial 4941 finished with value: 0.9967220560411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 19, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:14:35,397] Trial 4942 finished with value: 0.9972273469823428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:14:38,621] Trial 4943 finished with value: 0.9973172313070696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:14:42,011] Trial 4944 finished with value: 0.9972969401837348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:14:44,556] Trial 4945 finished with value: 0.9974937506930321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:14:47,828] Trial 4946 finished with value: 0.9974732191550483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:14:59,231] Trial 4947 finished with value: 0.9969888726302276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 39, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:18:14,473] Trial 4948 finished with value: 0.9897210828817015 and parameters: {'classifier': 'SVC', 'svc_c': 1517748505.242945, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:18:18,016] Trial 4949 finished with value: 0.997156441355001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:18:22,618] Trial 4950 finished with value: 0.9971063926109326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:18:37,820] Trial 4951 finished with value: 0.9966335725006573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 56, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:18:43,900] Trial 4952 finished with value: 0.9972249881258458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:18:50,108] Trial 4953 finished with value: 0.9974030536557087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 24, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:18:52,510] Trial 4954 finished with value: 0.9962890651956394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:18:58,006] Trial 4955 finished with value: 0.9969214541737311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 17, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:19:01,496] Trial 4956 finished with value: 0.9975405622022765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:19:06,353] Trial 4957 finished with value: 0.9973202184789206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:19:09,622] Trial 4958 finished with value: 0.9972984497973038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:19:13,376] Trial 4959 finished with value: 0.9974523404678327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:19:15,069] Trial 4960 finished with value: 0.9964847292999809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:19:18,116] Trial 4961 finished with value: 0.9976196834726082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:19:20,655] Trial 4962 finished with value: 0.9973378665962729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 103}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:19:22,545] Trial 4963 finished with value: 0.9970749324418904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:19:25,682] Trial 4964 finished with value: 0.9974882954862823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:19:29,866] Trial 4965 finished with value: 0.9972664484969392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:19:33,887] Trial 4966 finished with value: 0.9974708608380959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:19:41,096] Trial 4967 finished with value: 0.9852066289686644 and parameters: {'classifier': 'SVC', 'svc_c': 4.642351395700595e-09, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:19:44,887] Trial 4968 finished with value: 0.9974705222898369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:19:48,704] Trial 4969 finished with value: 0.9966566588449787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:19:55,334] Trial 4970 finished with value: 0.9972065843923926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 25, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:19:59,370] Trial 4971 finished with value: 0.9974527487125364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:20:16,892] Trial 4972 finished with value: 0.9959852474748937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 57, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:20:22,723] Trial 4973 finished with value: 0.9969952583606864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:20:27,174] Trial 4974 finished with value: 0.9975931605159282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:20:30,934] Trial 4975 finished with value: 0.997503131498081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:20:34,279] Trial 4976 finished with value: 0.997422855793103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:20:37,124] Trial 4977 finished with value: 0.9974641589980786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:20:38,814] Trial 4978 finished with value: 0.9941140739185746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:20:42,389] Trial 4979 finished with value: 0.9974905372933766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:20:45,583] Trial 4980 finished with value: 0.9975766109745049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:20:50,082] Trial 4981 finished with value: 0.997235702462553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:21:02,077] Trial 4982 finished with value: 0.9967069209312612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 44, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:21:04,106] Trial 4983 finished with value: 0.9973077976266668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:21:07,327] Trial 4984 finished with value: 0.997437079453715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:21:09,436] Trial 4985 finished with value: 0.9970340369103363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 66}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:21:12,917] Trial 4986 finished with value: 0.9904360175551273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 46, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:21:24,650] Trial 4987 finished with value: 0.9928476951658142 and parameters: {'classifier': 'SVC', 'svc_c': 3307874.153504429, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:21:30,526] Trial 4988 finished with value: 0.9974153308621935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:21:33,395] Trial 4989 finished with value: 0.9973958266485367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:21:35,894] Trial 4990 finished with value: 0.9971542992049364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 80}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:21:47,875] Trial 4991 finished with value: 0.9963871457714945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 41, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:21:52,811] Trial 4992 finished with value: 0.9975122032711251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:22:09,369] Trial 4993 finished with value: 0.9963824265033433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 65, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:22:14,043] Trial 4994 finished with value: 0.9974421851943656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:22:25,977] Trial 4995 finished with value: 0.9967914437712792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 50, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:22:29,008] Trial 4996 finished with value: 0.9976084223869691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:22:32,953] Trial 4997 finished with value: 0.997440407268527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:22:36,897] Trial 4998 finished with value: 0.9970655371643556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:22:40,409] Trial 4999 finished with value: 0.9969784522500195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:22:43,942] Trial 5000 finished with value: 0.9974333175595426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:22:45,707] Trial 5001 finished with value: 0.9944828444729991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:22:47,498] Trial 5002 finished with value: 0.9972981772004165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:22:52,463] Trial 5003 finished with value: 0.9970956477106205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:22:57,042] Trial 5004 finished with value: 0.9852053993786534 and parameters: {'classifier': 'SVC', 'svc_c': 9.675966852805075e-05, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:23:00,812] Trial 5005 finished with value: 0.9976774920081016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:23:04,639] Trial 5006 finished with value: 0.9972443605002352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:23:07,745] Trial 5007 finished with value: 0.9952105287399241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 22, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:23:09,474] Trial 5008 finished with value: 0.9971475163697793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 109}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:23:13,590] Trial 5009 finished with value: 0.9971808692924092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:23:16,519] Trial 5010 finished with value: 0.9975867055016171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:23:20,216] Trial 5011 finished with value: 0.9974627169862527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:23:24,378] Trial 5012 finished with value: 0.9974032885796998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:23:26,833] Trial 5013 finished with value: 0.9975808801673905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:23:30,047] Trial 5014 finished with value: 0.9968308434317782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:23:32,920] Trial 5015 finished with value: 0.9974360424175884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:23:38,897] Trial 5016 finished with value: 0.9973411557225756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 19, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:23:44,971] Trial 5017 finished with value: 0.9974998695394272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:23:46,846] Trial 5018 finished with value: 0.997519498927391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 106}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:23:50,303] Trial 5019 finished with value: 0.9972139654553677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:23:54,544] Trial 5020 finished with value: 0.9972273199099077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:23:55,672] Trial 5021 finished with value: 0.9968691095411741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 61}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:23:59,558] Trial 5022 finished with value: 0.9973468528356562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:24:05,465] Trial 5023 finished with value: 0.9853848397946678 and parameters: {'classifier': 'SVC', 'svc_c': 0.05696570351718835, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:24:07,594] Trial 5024 finished with value: 0.9964731610231352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:24:18,176] Trial 5025 finished with value: 0.9967458153242735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 30, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:24:21,762] Trial 5026 finished with value: 0.9972622410660216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:24:25,416] Trial 5027 finished with value: 0.997076796472672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:24:28,777] Trial 5028 finished with value: 0.9975292742028917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:24:31,237] Trial 5029 finished with value: 0.9973143509015392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:24:35,921] Trial 5030 finished with value: 0.9972610984696147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:24:46,390] Trial 5031 finished with value: 0.9972030946825147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 35, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:24:49,429] Trial 5032 finished with value: 0.9973038077273669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:24:52,915] Trial 5033 finished with value: 0.9973001498065796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:24:56,192] Trial 5034 finished with value: 0.9973550921551251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:24:58,615] Trial 5035 finished with value: 0.9974135715982445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:25:05,428] Trial 5036 finished with value: 0.9971412330258098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 20, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:25:07,603] Trial 5037 finished with value: 0.9965870055319899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 29, 'rf_n_estimators': 23}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:25:10,132] Trial 5038 finished with value: 0.9913991594860628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 27, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:25:16,963] Trial 5039 finished with value: 0.9973804171327499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 24, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:25:24,227] Trial 5040 finished with value: 0.9961011028975658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 34, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:25:28,030] Trial 5041 finished with value: 0.9973313138609449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:25:30,860] Trial 5042 finished with value: 0.9931043996767667 and parameters: {'classifier': 'SVC', 'svc_c': 1439.8201463766154, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:25:36,091] Trial 5043 finished with value: 0.9971567346767417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:25:39,533] Trial 5044 finished with value: 0.9969656546688038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:25:42,806] Trial 5045 finished with value: 0.9972707148334129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:25:45,637] Trial 5046 finished with value: 0.99742209398811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:25:50,187] Trial 5047 finished with value: 0.9972818938130855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:26:03,056] Trial 5048 finished with value: 0.9970724871313336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 46, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:26:06,430] Trial 5049 finished with value: 0.9972166110955966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:26:09,230] Trial 5050 finished with value: 0.9973855873965665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:26:29,022] Trial 5051 finished with value: 0.9964175234874645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 63, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:26:39,790] Trial 5052 finished with value: 0.9972189454821668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 36, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:26:43,264] Trial 5053 finished with value: 0.9973978434973426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:26:46,203] Trial 5054 finished with value: 0.9975187197935006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:26:50,014] Trial 5055 finished with value: 0.9974788382563521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:26:55,006] Trial 5056 finished with value: 0.9974007556407805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:26:56,866] Trial 5057 finished with value: 0.997115709781477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:27:14,519] Trial 5058 finished with value: 0.9966334090504337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 67, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:27:18,971] Trial 5059 finished with value: 0.9966472270688503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:27:23,251] Trial 5060 finished with value: 0.9952531470368337 and parameters: {'classifier': 'SVC', 'svc_c': 211807.91485621402, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:27:26,685] Trial 5061 finished with value: 0.997610285592565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:27:29,843] Trial 5062 finished with value: 0.9975261585242535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:27:31,616] Trial 5063 finished with value: 0.9950935187556543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:27:34,561] Trial 5064 finished with value: 0.9973050600417199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:27:38,561] Trial 5065 finished with value: 0.9976300479306234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:27:42,274] Trial 5066 finished with value: 0.9974073657582453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:27:48,091] Trial 5067 finished with value: 0.9971981397604003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 107}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:27:49,799] Trial 5068 finished with value: 0.9969037440087698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:27:53,246] Trial 5069 finished with value: 0.9974548030755491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:27:56,528] Trial 5070 finished with value: 0.9975218922829935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:27:59,928] Trial 5071 finished with value: 0.9970066725182533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:28:03,277] Trial 5072 finished with value: 0.9974675730765231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:28:09,211] Trial 5073 finished with value: 0.9971053955963073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 21, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:28:14,749] Trial 5074 finished with value: 0.9973363490482273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:28:26,392] Trial 5075 finished with value: 0.9968928405141341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 38, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:28:27,933] Trial 5076 finished with value: 0.9973386499195671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 1, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:28:32,659] Trial 5077 finished with value: 0.9974576774508771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:28:35,073] Trial 5078 finished with value: 0.9973248440567692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:28:47,993] Trial 5079 finished with value: 0.9964168054490461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 59, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:28:52,634] Trial 5080 finished with value: 0.9863981802725951 and parameters: {'classifier': 'SVC', 'svc_c': 1.057180723552112, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:28:54,351] Trial 5081 finished with value: 0.9972556100015381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:28:58,764] Trial 5082 finished with value: 0.9974340410251434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:29:02,977] Trial 5083 finished with value: 0.9973087560479966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:29:05,658] Trial 5084 finished with value: 0.9974315184010439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:29:09,962] Trial 5085 finished with value: 0.9972788362148178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:29:13,599] Trial 5086 finished with value: 0.9970508802813067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:29:17,985] Trial 5087 finished with value: 0.9971235532340259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:29:21,445] Trial 5088 finished with value: 0.9974019424163544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:29:24,269] Trial 5089 finished with value: 0.997380719309367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:29:26,497] Trial 5090 finished with value: 0.9974562483246415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:29:30,356] Trial 5091 finished with value: 0.9974096671373918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:29:33,984] Trial 5092 finished with value: 0.9974092050969348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:29:37,242] Trial 5093 finished with value: 0.9968913086205543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:29:42,337] Trial 5094 finished with value: 0.9975927725834849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:29:44,043] Trial 5095 finished with value: 0.9944622500622203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 96}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:29:50,929] Trial 5096 finished with value: 0.9975008200262799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:29:53,804] Trial 5097 finished with value: 0.997585228578093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:29:59,568] Trial 5098 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 4.906773688525715e-08, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:30:06,638] Trial 5099 finished with value: 0.9974848365621747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:30:10,173] Trial 5100 finished with value: 0.9973948260157899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:30:13,206] Trial 5101 finished with value: 0.9974434761972278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:30:17,848] Trial 5102 finished with value: 0.9973299860738479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 106}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:30:19,458] Trial 5103 finished with value: 0.9970768437621541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 39}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:30:22,816] Trial 5104 finished with value: 0.9974207229105073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:30:25,479] Trial 5105 finished with value: 0.9971911474867919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:30:28,889] Trial 5106 finished with value: 0.9975801782518289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:30:33,841] Trial 5107 finished with value: 0.997312004168923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:30:36,871] Trial 5108 finished with value: 0.9965587408941614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:30:38,701] Trial 5109 finished with value: 0.9908745330816172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:30:41,892] Trial 5110 finished with value: 0.9976172725024672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:30:45,538] Trial 5111 finished with value: 0.9974910202173767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:30:49,047] Trial 5112 finished with value: 0.9972118223849037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:30:52,734] Trial 5113 finished with value: 0.9973619855651518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 108}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:30:57,355] Trial 5114 finished with value: 0.9970212242853526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 16, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:31:00,204] Trial 5115 finished with value: 0.9970613519817112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:31:08,932] Trial 5116 finished with value: 0.9967465698295476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 26, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:31:12,543] Trial 5117 finished with value: 0.9895071254600869 and parameters: {'classifier': 'SVC', 'svc_c': 18312.186301949187, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:31:15,155] Trial 5118 finished with value: 0.997389756773733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:31:33,303] Trial 5119 finished with value: 0.996504235068795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 62, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:31:35,069] Trial 5120 finished with value: 0.9970294240276508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 2, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:31:37,848] Trial 5121 finished with value: 0.9973010374523756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:31:39,743] Trial 5122 finished with value: 0.9973998069947262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:31:47,687] Trial 5123 finished with value: 0.9974095234281467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:31:50,569] Trial 5124 finished with value: 0.9975118814804812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:31:54,754] Trial 5125 finished with value: 0.9976062314557407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:31:58,834] Trial 5126 finished with value: 0.997417305975651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:32:10,166] Trial 5127 finished with value: 0.996824723950625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 42, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:32:12,054] Trial 5128 finished with value: 0.9955202678020664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:32:14,797] Trial 5129 finished with value: 0.9972058635293003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:32:24,763] Trial 5130 finished with value: 0.9956943397192943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 56, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:32:29,734] Trial 5131 finished with value: 0.9975195258093986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:32:34,374] Trial 5132 finished with value: 0.9972262823977126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:32:37,996] Trial 5133 finished with value: 0.9959599223703174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 18, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:32:39,892] Trial 5134 finished with value: 0.9971069582439195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 75}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:32:44,634] Trial 5135 finished with value: 0.9971932275257717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:32:50,902] Trial 5136 finished with value: 0.9853466564259966 and parameters: {'classifier': 'SVC', 'svc_c': 0.0030436939461636952, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:32:54,614] Trial 5137 finished with value: 0.9972715583635178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:32:58,069] Trial 5138 finished with value: 0.9973398001965478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:33:06,325] Trial 5139 finished with value: 0.9969896933407769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 25, 'rf_n_estimators': 108}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:33:09,081] Trial 5140 finished with value: 0.997283358263612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 88}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:33:11,427] Trial 5141 finished with value: 0.9961314084097963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:33:15,861] Trial 5142 finished with value: 0.9971295897840268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:33:17,508] Trial 5143 finished with value: 0.9970103064451828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 55}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:33:20,336] Trial 5144 finished with value: 0.9976857631924295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:33:24,173] Trial 5145 finished with value: 0.9970768856561919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:33:27,441] Trial 5146 finished with value: 0.9974273592752215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:33:31,705] Trial 5147 finished with value: 0.9972093793594762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:33:37,850] Trial 5148 finished with value: 0.9971068172006587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:33:41,012] Trial 5149 finished with value: 0.997384739994437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:33:43,853] Trial 5150 finished with value: 0.9973231471895462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:33:47,166] Trial 5151 finished with value: 0.9974294408693588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:33:53,847] Trial 5152 finished with value: 0.9973143441096269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 20, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:33:58,689] Trial 5153 finished with value: 0.9974982644899705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:34:04,039] Trial 5154 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 4.5539404908130815e-10, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:34:08,052] Trial 5155 finished with value: 0.9972427539590969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:34:14,075] Trial 5156 finished with value: 0.9975885477284562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:34:16,629] Trial 5157 finished with value: 0.9964719068362458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 24, 'rf_n_estimators': 29}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:34:20,904] Trial 5158 finished with value: 0.9972386522788871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:34:35,904] Trial 5159 finished with value: 0.9965941159975659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 53, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:34:39,312] Trial 5160 finished with value: 0.99690578824739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:34:44,202] Trial 5161 finished with value: 0.997371403947883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:34:48,095] Trial 5162 finished with value: 0.9975491906602291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:34:52,753] Trial 5163 finished with value: 0.9974472661794485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:34:55,862] Trial 5164 finished with value: 0.9974113309971909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:34:58,487] Trial 5165 finished with value: 0.9971753553387926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:34:59,559] Trial 5166 finished with value: 0.9923043893841887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:35:03,762] Trial 5167 finished with value: 0.9973779709970074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:35:07,763] Trial 5168 finished with value: 0.9973312228366263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:35:10,987] Trial 5169 finished with value: 0.9975184562736549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:35:15,963] Trial 5170 finished with value: 0.99750575514394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:35:19,534] Trial 5171 finished with value: 0.997333665481199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:35:22,180] Trial 5172 finished with value: 0.9969350000078533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:35:25,540] Trial 5173 finished with value: 0.9898178292276646 and parameters: {'classifier': 'SVC', 'svc_c': 4.55488868334581, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:35:27,685] Trial 5174 finished with value: 0.9954697481309269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:35:30,937] Trial 5175 finished with value: 0.9976597782250188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 102}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:35:36,689] Trial 5176 finished with value: 0.9970176916340857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 19, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:35:39,573] Trial 5177 finished with value: 0.9974204374597676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:35:41,341] Trial 5178 finished with value: 0.9973351291700157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:35:44,333] Trial 5179 finished with value: 0.9969769946548809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:35:47,780] Trial 5180 finished with value: 0.9973051704896382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:35:53,719] Trial 5181 finished with value: 0.9971802744605474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:36:06,048] Trial 5182 finished with value: 0.99657128847588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 42, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:36:24,037] Trial 5183 finished with value: 0.9966141470922247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 57, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:36:26,859] Trial 5184 finished with value: 0.9973613191008329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:36:30,657] Trial 5185 finished with value: 0.9970749697339315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 15, 'rf_n_estimators': 92}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:36:35,144] Trial 5186 finished with value: 0.9973238238099956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:36:39,380] Trial 5187 finished with value: 0.9973178765387285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:36:43,660] Trial 5188 finished with value: 0.9970181790331308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:36:47,046] Trial 5189 finished with value: 0.9974341993973016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:36:49,658] Trial 5190 finished with value: 0.9972994205964175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 99}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:36:53,162] Trial 5191 finished with value: 0.9867356655655852 and parameters: {'classifier': 'SVC', 'svc_c': 48606642.529254876, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:36:56,737] Trial 5192 finished with value: 0.9971993970576049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:36:58,289] Trial 5193 finished with value: 0.9968651728346073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:37:01,464] Trial 5194 finished with value: 0.9974054149560246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:37:07,008] Trial 5195 finished with value: 0.9975182623233022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:37:07,998] Trial 5196 finished with value: 0.995998871542958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 15}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:37:11,193] Trial 5197 finished with value: 0.9975766531859219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:37:14,901] Trial 5198 finished with value: 0.9974463756772406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:37:17,332] Trial 5199 finished with value: 0.9968076231534871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:37:22,474] Trial 5200 finished with value: 0.9974140207531109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:37:33,404] Trial 5201 finished with value: 0.9968423051327303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 37, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:37:36,186] Trial 5202 finished with value: 0.9909013858268939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 82}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:37:38,568] Trial 5203 finished with value: 0.9975060530676774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:37:40,626] Trial 5204 finished with value: 0.9974717441992745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:37:45,215] Trial 5205 finished with value: 0.9972273140066571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 18, 'rf_n_estimators': 106}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:37:47,319] Trial 5206 finished with value: 0.9968217275430429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:37:53,933] Trial 5207 finished with value: 0.9965952140339507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 20, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:37:56,252] Trial 5208 finished with value: 0.9975442855348916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:37:59,836] Trial 5209 finished with value: 0.9961630156205638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 22, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:38:03,241] Trial 5210 finished with value: 0.9957718335014688 and parameters: {'classifier': 'SVC', 'svc_c': 6944.817538642582, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:38:06,743] Trial 5211 finished with value: 0.9972669714424406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:38:10,434] Trial 5212 finished with value: 0.9974212340812452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:38:15,688] Trial 5213 finished with value: 0.9974023647844271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:38:23,710] Trial 5214 finished with value: 0.9972407135925015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 30, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:38:25,711] Trial 5215 finished with value: 0.9939437941100072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:38:29,439] Trial 5216 finished with value: 0.9972599301655029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:38:33,844] Trial 5217 finished with value: 0.9975750168111506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:38:38,209] Trial 5218 finished with value: 0.9975469890015877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:38:40,980] Trial 5219 finished with value: 0.9974152681480883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:38:43,158] Trial 5220 finished with value: 0.9974846750479637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:38:45,817] Trial 5221 finished with value: 0.997365734129403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:38:48,835] Trial 5222 finished with value: 0.9975895453461018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:38:52,648] Trial 5223 finished with value: 0.9975055290748251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:38:55,946] Trial 5224 finished with value: 0.9974495369315141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:39:00,591] Trial 5225 finished with value: 0.997360675265642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:39:05,175] Trial 5226 finished with value: 0.9975232025825033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:39:08,975] Trial 5227 finished with value: 0.9972787271316297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:39:11,808] Trial 5228 finished with value: 0.9974883847650161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:39:17,681] Trial 5229 finished with value: 0.9852080208663345 and parameters: {'classifier': 'SVC', 'svc_c': 0.0002784297652121638, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:39:23,444] Trial 5230 finished with value: 0.9971300859109964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 23, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:39:27,870] Trial 5231 finished with value: 0.9970059043339408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:39:30,839] Trial 5232 finished with value: 0.997102352534001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:39:34,256] Trial 5233 finished with value: 0.9960244946347476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 17, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:39:40,746] Trial 5234 finished with value: 0.9972522666351514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:39:43,700] Trial 5235 finished with value: 0.9974893216997825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:39:46,724] Trial 5236 finished with value: 0.9974122915132225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:40:08,626] Trial 5237 finished with value: 0.9966307872453736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 64, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:40:12,909] Trial 5238 finished with value: 0.9973301085504329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:40:16,670] Trial 5239 finished with value: 0.9966776982529578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:40:30,818] Trial 5240 finished with value: 0.996451557473851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 57, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:40:34,605] Trial 5241 finished with value: 0.9971664496502187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:40:38,975] Trial 5242 finished with value: 0.9973424026097465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:40:42,099] Trial 5243 finished with value: 0.9971511362368158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:40:46,466] Trial 5244 finished with value: 0.9974114685810197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:40:52,181] Trial 5245 finished with value: 0.9974668655433518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:40:54,268] Trial 5246 finished with value: 0.9955557969612737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:43:06,670] Trial 5247 finished with value: 0.9897371370578648 and parameters: {'classifier': 'SVC', 'svc_c': 628657906.3743169, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:43:11,857] Trial 5248 finished with value: 0.9973734012778762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:43:14,244] Trial 5249 finished with value: 0.9975455260427428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:43:19,536] Trial 5250 finished with value: 0.9975193444907333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:43:28,609] Trial 5251 finished with value: 0.996217105996721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 43, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:43:31,880] Trial 5252 finished with value: 0.9974305764199501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:43:35,043] Trial 5253 finished with value: 0.9965148056962573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:43:38,347] Trial 5254 finished with value: 0.997583688813512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:43:41,277] Trial 5255 finished with value: 0.9973793426776304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:43:42,224] Trial 5256 finished with value: 0.9857118753816233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 1, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:43:45,354] Trial 5257 finished with value: 0.9954625298834171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 29, 'rf_n_estimators': 19}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:43:54,346] Trial 5258 finished with value: 0.9970703067370902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 30, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:43:57,778] Trial 5259 finished with value: 0.9973135511380088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:43:59,757] Trial 5260 finished with value: 0.9973073119097308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:44:01,694] Trial 5261 finished with value: 0.9944139164981475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:44:05,890] Trial 5262 finished with value: 0.9971952654802861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:44:09,840] Trial 5263 finished with value: 0.9971150657875966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 108}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:44:11,637] Trial 5264 finished with value: 0.9971877419458445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:44:17,509] Trial 5265 finished with value: 0.9968364188934594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 20, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:44:23,984] Trial 5266 finished with value: 0.9854053212184958 and parameters: {'classifier': 'SVC', 'svc_c': 0.2595867967986824, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:44:26,911] Trial 5267 finished with value: 0.9974860709763478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:44:31,935] Trial 5268 finished with value: 0.9974898867614872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:44:35,097] Trial 5269 finished with value: 0.9976575978307757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:44:37,956] Trial 5270 finished with value: 0.9973057038134353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:44:41,437] Trial 5271 finished with value: 0.9974203009867654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:44:44,341] Trial 5272 finished with value: 0.9971503966483578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:44:49,427] Trial 5273 finished with value: 0.9972758017534845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:44:54,219] Trial 5274 finished with value: 0.9970015184090317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 17, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:45:02,859] Trial 5275 finished with value: 0.9972145216304583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 26, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:45:06,070] Trial 5276 finished with value: 0.9969139715811902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:45:11,163] Trial 5277 finished with value: 0.9970882427807389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:45:14,333] Trial 5278 finished with value: 0.9973185862300774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:45:16,925] Trial 5279 finished with value: 0.9976574994432625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:45:20,999] Trial 5280 finished with value: 0.9977025182368034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:45:26,774] Trial 5281 finished with value: 0.9972418367970469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:45:33,729] Trial 5282 finished with value: 0.9970428160598734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 23, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:45:36,555] Trial 5283 finished with value: 0.9973141014098487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:45:39,280] Trial 5284 finished with value: 0.9975025658333564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:45:42,721] Trial 5285 finished with value: 0.9974021475701885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:45:47,576] Trial 5286 finished with value: 0.9974295663927828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:45:56,381] Trial 5287 finished with value: 0.9927325662238443 and parameters: {'classifier': 'SVC', 'svc_c': 1895136.4450718523, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:45:59,615] Trial 5288 finished with value: 0.9976395357876342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:46:04,402] Trial 5289 finished with value: 0.997503224141033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:46:16,765] Trial 5290 finished with value: 0.9960145740948443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 54, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:46:33,089] Trial 5291 finished with value: 0.9966753080076706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 54, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:46:39,984] Trial 5292 finished with value: 0.997313455765597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 19, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:46:44,958] Trial 5293 finished with value: 0.9970986269479948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:46:49,498] Trial 5294 finished with value: 0.9973205108485245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 16, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:46:50,631] Trial 5295 finished with value: 0.9956753503579724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 14, 'rf_n_estimators': 47}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:46:55,130] Trial 5296 finished with value: 0.997663582806677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:46:59,417] Trial 5297 finished with value: 0.9972598438066567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:47:02,112] Trial 5298 finished with value: 0.9974788347651824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:47:05,001] Trial 5299 finished with value: 0.9973297475634734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:47:09,173] Trial 5300 finished with value: 0.9973872265325356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:47:16,488] Trial 5301 finished with value: 0.9970849143946446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 26, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:47:23,835] Trial 5302 finished with value: 0.997034156752675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 27, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:47:27,676] Trial 5303 finished with value: 0.9867325520133865 and parameters: {'classifier': 'SVC', 'svc_c': 3512251520.6076093, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:47:31,370] Trial 5304 finished with value: 0.9976174673097433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:47:34,301] Trial 5305 finished with value: 0.9975392880839812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:47:36,885] Trial 5306 finished with value: 0.9966206360978345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:47:38,297] Trial 5307 finished with value: 0.9968554773482058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:47:41,497] Trial 5308 finished with value: 0.9974096642175042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:47:43,452] Trial 5309 finished with value: 0.9972721446578824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:47:46,428] Trial 5310 finished with value: 0.9973453494109794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:47:52,429] Trial 5311 finished with value: 0.9974494198186356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 21, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:47:57,354] Trial 5312 finished with value: 0.9975720618850135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:47:58,572] Trial 5313 finished with value: 0.9960465594310413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 33}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:48:02,880] Trial 5314 finished with value: 0.997334619364008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:48:08,514] Trial 5315 finished with value: 0.997245673243564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 17, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:48:11,832] Trial 5316 finished with value: 0.9975820291431168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:48:28,788] Trial 5317 finished with value: 0.9965631397363989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 64, 'rf_n_estimators': 106}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:48:31,569] Trial 5318 finished with value: 0.9972954071793283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:48:33,695] Trial 5319 finished with value: 0.9969110845106991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:48:36,949] Trial 5320 finished with value: 0.9973326088310456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 70}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:48:38,801] Trial 5321 finished with value: 0.9972140981832968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:48:41,448] Trial 5322 finished with value: 0.9974976415383227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 63}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:48:44,300] Trial 5323 finished with value: 0.997035712576637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:48:47,254] Trial 5324 finished with value: 0.9974680857706804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:48:52,352] Trial 5325 finished with value: 0.9941518885562367 and parameters: {'classifier': 'SVC', 'svc_c': 628507.2777418755, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:48:57,328] Trial 5326 finished with value: 0.9974138774564588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:48:59,316] Trial 5327 finished with value: 0.9969945460350912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:49:05,384] Trial 5328 finished with value: 0.9973983670141263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:49:09,174] Trial 5329 finished with value: 0.9976636139098263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:49:11,206] Trial 5330 finished with value: 0.9904139654222587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 18, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:49:16,143] Trial 5331 finished with value: 0.997562676827085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:49:19,843] Trial 5332 finished with value: 0.9973741387716321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:49:22,566] Trial 5333 finished with value: 0.9972180862417979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:49:27,320] Trial 5334 finished with value: 0.9973907354755855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:49:31,515] Trial 5335 finished with value: 0.9975867705960654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:49:36,438] Trial 5336 finished with value: 0.9973654498529658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:49:39,052] Trial 5337 finished with value: 0.9974311125684211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 101}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:49:42,334] Trial 5338 finished with value: 0.9976878781113698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:49:47,117] Trial 5339 finished with value: 0.9975242975403109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:49:52,209] Trial 5340 finished with value: 0.9971301678265356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:49:58,045] Trial 5341 finished with value: 0.9852056458869806 and parameters: {'classifier': 'SVC', 'svc_c': 1.6147156819378962e-08, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:50:00,660] Trial 5342 finished with value: 0.9973684754594231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 85}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:50:03,679] Trial 5343 finished with value: 0.9969920997089212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:50:08,362] Trial 5344 finished with value: 0.997063115435064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:50:10,929] Trial 5345 finished with value: 0.9973651762087278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:50:13,833] Trial 5346 finished with value: 0.9969231681159484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:50:18,512] Trial 5347 finished with value: 0.9971445090443568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:50:27,317] Trial 5348 finished with value: 0.997328658286751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 28, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:50:29,999] Trial 5349 finished with value: 0.9976548436786411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:50:33,788] Trial 5350 finished with value: 0.9977014251832702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:50:39,743] Trial 5351 finished with value: 0.9974277685672762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:50:42,602] Trial 5352 finished with value: 0.9972610369298124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:50:57,028] Trial 5353 finished with value: 0.9964548735773752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 60, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:51:00,337] Trial 5354 finished with value: 0.9974716297841181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:51:08,998] Trial 5355 finished with value: 0.9968918394370568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 38, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:51:22,798] Trial 5356 finished with value: 0.9964451235335106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 66, 'rf_n_estimators': 108}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:51:26,849] Trial 5357 finished with value: 0.9971847956206803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 18, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:51:32,072] Trial 5358 finished with value: 0.9971449166225645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 20, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:51:44,938] Trial 5359 finished with value: 0.9964685524568052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 52, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:51:46,697] Trial 5360 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 3.500615285115504e-07, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:51:49,299] Trial 5361 finished with value: 0.9973807001714087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:52:00,827] Trial 5362 finished with value: 0.9966540537657957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 54, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:52:02,328] Trial 5363 finished with value: 0.9974840352752247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:52:04,405] Trial 5364 finished with value: 0.9973375516927551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:52:06,144] Trial 5365 finished with value: 0.9975102314266717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:52:09,779] Trial 5366 finished with value: 0.9935870936404835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 45, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:52:10,845] Trial 5367 finished with value: 0.9972409435019033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:52:13,014] Trial 5368 finished with value: 0.9973823869777151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:52:14,903] Trial 5369 finished with value: 0.997594323583285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:52:17,964] Trial 5370 finished with value: 0.9973657597418946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:52:20,507] Trial 5371 finished with value: 0.997196377893943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:52:21,431] Trial 5372 finished with value: 0.9969896482729483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:52:22,638] Trial 5373 finished with value: 0.9972149085155504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:52:25,748] Trial 5374 finished with value: 0.99724390950457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:52:27,985] Trial 5375 finished with value: 0.9974794837736524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:52:35,506] Trial 5376 finished with value: 0.9966152035202128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 31, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:52:39,207] Trial 5377 finished with value: 0.9974307274289139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:52:41,062] Trial 5378 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 1.5840098302462476e-09, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:52:51,511] Trial 5379 finished with value: 0.9968912298153301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 44, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:52:56,707] Trial 5380 finished with value: 0.9967772905370836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 24, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:52:59,829] Trial 5381 finished with value: 0.9968908740968631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:53:02,098] Trial 5382 finished with value: 0.9974932233994375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:53:03,667] Trial 5383 finished with value: 0.9967668735210937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:53:10,187] Trial 5384 finished with value: 0.9973535690212075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 31, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:53:12,822] Trial 5385 finished with value: 0.9973273358633605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:53:14,191] Trial 5386 finished with value: 0.9971100719230698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 4, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:53:17,242] Trial 5387 finished with value: 0.9974924278887868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:53:18,570] Trial 5388 finished with value: 0.9956250683402841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:53:24,802] Trial 5389 finished with value: 0.9965507220896738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 26, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:53:27,136] Trial 5390 finished with value: 0.9970041881383324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 14, 'rf_n_estimators': 77}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:53:31,122] Trial 5391 finished with value: 0.9969979317081084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 23, 'rf_n_estimators': 94}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:53:32,843] Trial 5392 finished with value: 0.9973428159642533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:53:35,241] Trial 5393 finished with value: 0.9974695583461113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:53:35,842] Trial 5394 finished with value: 0.9939194336791282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 9}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:53:37,117] Trial 5395 finished with value: 0.9971543050129735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 43}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:53:38,264] Trial 5396 finished with value: 0.9938145200270084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 12}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:53:40,006] Trial 5397 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.5564623520853786e-05, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:53:41,924] Trial 5398 finished with value: 0.9975453498021426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:53:46,977] Trial 5399 finished with value: 0.9973575573970878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 21, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:53:48,751] Trial 5400 finished with value: 0.9973864216592022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:53:51,371] Trial 5401 finished with value: 0.9975650108645384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:54:02,352] Trial 5402 finished with value: 0.9969640403201403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 46, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:54:03,741] Trial 5403 finished with value: 0.99467575648817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 15, 'rf_n_estimators': 109}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:54:08,224] Trial 5404 finished with value: 0.9970460784945959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 17, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:54:10,301] Trial 5405 finished with value: 0.9974574016167232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:54:14,319] Trial 5406 finished with value: 0.9972292344674379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:54:26,953] Trial 5407 finished with value: 0.9965984949401353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 54, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:54:33,365] Trial 5408 finished with value: 0.9946697001019769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 74, 'rf_n_estimators': 59}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:54:35,841] Trial 5409 finished with value: 0.9973593752492139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:54:38,547] Trial 5410 finished with value: 0.9972768568484804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:54:39,815] Trial 5411 finished with value: 0.9970037892880491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 3, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:54:47,587] Trial 5412 finished with value: 0.9969195979504749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 34, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:54:49,911] Trial 5413 finished with value: 0.9973651092100049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 89}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:54:52,378] Trial 5414 finished with value: 0.9973651869678783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:54:54,481] Trial 5415 finished with value: 0.9976134929620182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:54:55,271] Trial 5416 finished with value: 0.9920748571240274 and parameters: {'classifier': 'SVC', 'svc_c': 127.06743748145519, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:54:58,167] Trial 5417 finished with value: 0.9973771743755299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:54:58,990] Trial 5418 finished with value: 0.989139472936929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:55:02,424] Trial 5419 finished with value: 0.9970592627704762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 106}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:55:04,410] Trial 5420 finished with value: 0.9972719307761239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:55:05,951] Trial 5421 finished with value: 0.9971736646921997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:55:08,290] Trial 5422 finished with value: 0.9969815269232813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:55:11,028] Trial 5423 finished with value: 0.9973887432553957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:55:12,739] Trial 5424 finished with value: 0.9974805010688005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:55:16,543] Trial 5425 finished with value: 0.9974861015716906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:55:19,195] Trial 5426 finished with value: 0.9965316551926438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:55:22,222] Trial 5427 finished with value: 0.9975199431311439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:55:24,987] Trial 5428 finished with value: 0.9971299459150865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:55:27,065] Trial 5429 finished with value: 0.9971887122371518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:55:28,896] Trial 5430 finished with value: 0.9971406016953545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:55:32,076] Trial 5431 finished with value: 0.9974566333689351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:55:34,312] Trial 5432 finished with value: 0.9972356255298654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:55:36,642] Trial 5433 finished with value: 0.9973214375319466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:55:46,657] Trial 5434 finished with value: 0.9966877780854189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 49, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:55:52,456] Trial 5435 finished with value: 0.9966549438236726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 33, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:55:54,254] Trial 5436 finished with value: 0.9853863143378488 and parameters: {'classifier': 'SVC', 'svc_c': 0.03224063803807634, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:55:56,268] Trial 5437 finished with value: 0.9972107714158356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:55:57,713] Trial 5438 finished with value: 0.9975106552864261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:55:59,912] Trial 5439 finished with value: 0.9974093445215623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:56:02,530] Trial 5440 finished with value: 0.9968956654735402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:56:16,217] Trial 5441 finished with value: 0.9968572872975932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 61, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:56:18,832] Trial 5442 finished with value: 0.9973075896164212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:56:19,793] Trial 5443 finished with value: 0.9968671499475531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:56:21,122] Trial 5444 finished with value: 0.997085191466577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:56:24,917] Trial 5445 finished with value: 0.9974293160441686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:56:34,261] Trial 5446 finished with value: 0.9963471997429183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 42, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:56:36,602] Trial 5447 finished with value: 0.9969063003702651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:56:43,686] Trial 5448 finished with value: 0.9970947715222089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 35, 'rf_n_estimators': 108}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:57:01,201] Trial 5449 finished with value: 0.9964901639405666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 73, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:57:07,747] Trial 5450 finished with value: 0.9972869377917681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 28, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:57:10,426] Trial 5451 finished with value: 0.9975231904586227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:57:11,834] Trial 5452 finished with value: 0.9955678912621977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:57:13,290] Trial 5453 finished with value: 0.9866182002692948 and parameters: {'classifier': 'SVC', 'svc_c': 10911150.655560263, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:57:20,816] Trial 5454 finished with value: 0.9965907484468937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 31, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:57:21,936] Trial 5455 finished with value: 0.9973388162579403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:57:24,221] Trial 5456 finished with value: 0.9971294774953102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:57:26,330] Trial 5457 finished with value: 0.9973676212336434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:57:40,982] Trial 5458 finished with value: 0.9964902497281304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 68, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:57:45,347] Trial 5459 finished with value: 0.9973784314188312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:57:47,608] Trial 5460 finished with value: 0.9973627458149874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:57:50,619] Trial 5461 finished with value: 0.9973139537968408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:57:52,620] Trial 5462 finished with value: 0.9975322736255753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:58:00,184] Trial 5463 finished with value: 0.9918321595355165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 74, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:58:02,680] Trial 5464 finished with value: 0.9977344167380857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:58:04,346] Trial 5465 finished with value: 0.9974260655746372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:58:06,194] Trial 5466 finished with value: 0.9975969765549707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:58:08,069] Trial 5467 finished with value: 0.997563501377921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:58:09,901] Trial 5468 finished with value: 0.9975329119383703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:58:11,769] Trial 5469 finished with value: 0.9967023806014322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:58:13,630] Trial 5470 finished with value: 0.9975446435702257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:58:15,661] Trial 5471 finished with value: 0.9973740517780275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:58:18,171] Trial 5472 finished with value: 0.9974649838028178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:58:19,360] Trial 5473 finished with value: 0.9963086791907182 and parameters: {'classifier': 'SVC', 'svc_c': 78910.54550695186, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:58:21,175] Trial 5474 finished with value: 0.9973973878044672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:58:22,807] Trial 5475 finished with value: 0.9970587471881694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:58:24,762] Trial 5476 finished with value: 0.9972467874028057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:58:26,610] Trial 5477 finished with value: 0.9974892137908972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:58:28,628] Trial 5478 finished with value: 0.9972833535664017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:58:31,568] Trial 5479 finished with value: 0.9966573071234767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:58:35,868] Trial 5480 finished with value: 0.9973761794873445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:58:37,888] Trial 5481 finished with value: 0.9972548256943687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:58:43,003] Trial 5482 finished with value: 0.9969851311752674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 21, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:58:48,993] Trial 5483 finished with value: 0.9966792639156713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 35, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:58:52,393] Trial 5484 finished with value: 0.9970835917490888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:58:54,087] Trial 5485 finished with value: 0.9972826880859579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:58:55,887] Trial 5486 finished with value: 0.9973223208613874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:59:02,136] Trial 5487 finished with value: 0.9972002913048857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 24, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:59:06,448] Trial 5488 finished with value: 0.9969292107913653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 18, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:59:07,347] Trial 5489 finished with value: 0.9890145302848524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:59:09,773] Trial 5490 finished with value: 0.9969117236804177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:59:13,751] Trial 5491 finished with value: 0.9973737850209153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:59:15,530] Trial 5492 finished with value: 0.985205317494852 and parameters: {'classifier': 'SVC', 'svc_c': 2.6784291691241275e-06, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:59:18,148] Trial 5493 finished with value: 0.9972487477898743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:59:19,434] Trial 5494 finished with value: 0.9962759962870528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:59:21,344] Trial 5495 finished with value: 0.9969854860368109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:59:24,866] Trial 5496 finished with value: 0.9968865369213799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:59:26,662] Trial 5497 finished with value: 0.9975319972201392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:59:29,782] Trial 5498 finished with value: 0.9974509855130869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:59:32,797] Trial 5499 finished with value: 0.9973648975499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:59:39,758] Trial 5500 finished with value: 0.9972004434246761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 29, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:59:43,181] Trial 5501 finished with value: 0.99720400251362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:59:46,447] Trial 5502 finished with value: 0.9975178043770354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:59:47,320] Trial 5503 finished with value: 0.9965982136153236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 37}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:59:51,541] Trial 5504 finished with value: 0.9970002971026143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:59:53,506] Trial 5505 finished with value: 0.9945096622748396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 22, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:59:56,584] Trial 5506 finished with value: 0.9968281849059588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 21:59:58,541] Trial 5507 finished with value: 0.9967628916197468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:00:10,718] Trial 5508 finished with value: 0.9963276596336881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 61, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:00:18,738] Trial 5509 finished with value: 0.9970210894944596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 32, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:00:19,487] Trial 5510 finished with value: 0.9949358758075388 and parameters: {'classifier': 'SVC', 'svc_c': 772.3249043858569, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:00:21,233] Trial 5511 finished with value: 0.9973359510866056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:00:24,958] Trial 5512 finished with value: 0.9971254558263651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 19, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:00:26,813] Trial 5513 finished with value: 0.9973349944108604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:00:34,704] Trial 5514 finished with value: 0.9970733620184907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 34, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:00:36,373] Trial 5515 finished with value: 0.9974216822522365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:00:39,545] Trial 5516 finished with value: 0.9976648731747809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:00:42,900] Trial 5517 finished with value: 0.9969108571720681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:00:45,101] Trial 5518 finished with value: 0.9973727206584503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:00:47,699] Trial 5519 finished with value: 0.9971793292104492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:00:49,725] Trial 5520 finished with value: 0.9975185379352908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:00:57,837] Trial 5521 finished with value: 0.9971229057172377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 35, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:01:00,069] Trial 5522 finished with value: 0.99739494734981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:01:01,152] Trial 5523 finished with value: 0.9971056612108549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:01:04,152] Trial 5524 finished with value: 0.9974033860785516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:01:07,606] Trial 5525 finished with value: 0.9974458194704122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:01:11,312] Trial 5526 finished with value: 0.9975714571509244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:01:13,489] Trial 5527 finished with value: 0.9905447673046474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 38, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:01:14,362] Trial 5528 finished with value: 0.991035737594233 and parameters: {'classifier': 'SVC', 'svc_c': 27.602055893070965, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:01:17,040] Trial 5529 finished with value: 0.9973990751503178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:01:18,870] Trial 5530 finished with value: 0.9971917083590925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:01:21,921] Trial 5531 finished with value: 0.9969377535569676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:01:24,678] Trial 5532 finished with value: 0.9976439668755858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:01:27,174] Trial 5533 finished with value: 0.9977248688329539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:01:28,142] Trial 5534 finished with value: 0.9968970367733084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:01:29,388] Trial 5535 finished with value: 0.9972455300738633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:01:31,647] Trial 5536 finished with value: 0.9974166684563038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:01:32,983] Trial 5537 finished with value: 0.9970571947284254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:01:34,115] Trial 5538 finished with value: 0.9971289488052476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 2, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:01:36,582] Trial 5539 finished with value: 0.9975002960969035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:01:39,786] Trial 5540 finished with value: 0.9974481071705205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:01:44,137] Trial 5541 finished with value: 0.9970128138350867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:01:55,339] Trial 5542 finished with value: 0.9966325304182034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 52, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:01:59,961] Trial 5543 finished with value: 0.9974350125224912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:02:02,204] Trial 5544 finished with value: 0.9975371240030223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:02:06,227] Trial 5545 finished with value: 0.9944298454365277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 43, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:02:09,103] Trial 5546 finished with value: 0.9973858874784814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:02:12,382] Trial 5547 finished with value: 0.9974776591613518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:02:15,852] Trial 5548 finished with value: 0.9976022399695456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:02:17,615] Trial 5549 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.212155494563222e-07, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:02:20,052] Trial 5550 finished with value: 0.9973741071924141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:02:22,572] Trial 5551 finished with value: 0.9973397584929372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:02:26,347] Trial 5552 finished with value: 0.9973499723863194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:02:29,172] Trial 5553 finished with value: 0.9975000026799489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:02:31,999] Trial 5554 finished with value: 0.9971303774236766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:02:34,249] Trial 5555 finished with value: 0.9972797776881048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:02:37,554] Trial 5556 finished with value: 0.9963826570157651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 23, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:02:41,075] Trial 5557 finished with value: 0.9974766271398146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:02:45,102] Trial 5558 finished with value: 0.9971216236962034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 28, 'rf_n_estimators': 73}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:02:46,485] Trial 5559 finished with value: 0.99612631215878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:02:48,257] Trial 5560 finished with value: 0.997475740668321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:02:56,923] Trial 5561 finished with value: 0.9961325708423953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 56, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:03:00,677] Trial 5562 finished with value: 0.9972554886675177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:03:10,843] Trial 5563 finished with value: 0.9969896453213228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 45, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:03:13,427] Trial 5564 finished with value: 0.9973552686496285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:03:14,838] Trial 5565 finished with value: 0.9974259515720737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:03:16,075] Trial 5566 finished with value: 0.9870166187265067 and parameters: {'classifier': 'SVC', 'svc_c': 1.7855703903356321, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:03:18,905] Trial 5567 finished with value: 0.9974849160656328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:03:21,194] Trial 5568 finished with value: 0.9974676943788054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:03:24,446] Trial 5569 finished with value: 0.9971050522238863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:03:25,616] Trial 5570 finished with value: 0.9972777109790463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:03:26,840] Trial 5571 finished with value: 0.9954419216983869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:03:28,638] Trial 5572 finished with value: 0.9973083343464201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:03:30,231] Trial 5573 finished with value: 0.997389976273101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:03:37,314] Trial 5574 finished with value: 0.9969512899331932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 32, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:03:38,747] Trial 5575 finished with value: 0.9944999429532695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:03:41,357] Trial 5576 finished with value: 0.9973506002573428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:03:45,891] Trial 5577 finished with value: 0.9973451279438611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:03:47,768] Trial 5578 finished with value: 0.9975345019757967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:03:50,178] Trial 5579 finished with value: 0.9973535582303191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:04:00,993] Trial 5580 finished with value: 0.9960152831831731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 62, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:04:01,983] Trial 5581 finished with value: 0.9970563285691926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:04:03,594] Trial 5582 finished with value: 0.9969977917439365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 50}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:04:06,099] Trial 5583 finished with value: 0.9971622807808588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:04:10,111] Trial 5584 finished with value: 0.9972597726502682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:05:29,659] Trial 5585 finished with value: 0.9900145913049151 and parameters: {'classifier': 'SVC', 'svc_c': 244549988.14147866, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:05:31,660] Trial 5586 finished with value: 0.9973359170953066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:05:33,721] Trial 5587 finished with value: 0.9974162278389344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:05:36,711] Trial 5588 finished with value: 0.9967699008731358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 18, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:05:39,050] Trial 5589 finished with value: 0.9971814434628933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 96}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:05:41,583] Trial 5590 finished with value: 0.9971863062498622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:05:44,395] Trial 5591 finished with value: 0.9973717188514012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:05:47,124] Trial 5592 finished with value: 0.9972630378461887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:05:48,874] Trial 5593 finished with value: 0.997448984787138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:05:53,079] Trial 5594 finished with value: 0.9968993000669659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 32, 'rf_n_estimators': 66}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:05:56,569] Trial 5595 finished with value: 0.9975472254172605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:05:58,711] Trial 5596 finished with value: 0.9973937678739548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:06:00,348] Trial 5597 finished with value: 0.994854047991934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:06:02,975] Trial 5598 finished with value: 0.9974481957192823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:06:06,304] Trial 5599 finished with value: 0.9970866359539596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:06:08,226] Trial 5600 finished with value: 0.9975802609290779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:06:10,329] Trial 5601 finished with value: 0.9976904212064195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:06:12,772] Trial 5602 finished with value: 0.9974250226669977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:06:14,597] Trial 5603 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 6.92781783361838e-09, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:06:17,678] Trial 5604 finished with value: 0.9972497616255905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:06:30,639] Trial 5605 finished with value: 0.9962886705664977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 67, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:06:32,250] Trial 5606 finished with value: 0.9964858036916245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 56}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:06:34,646] Trial 5607 finished with value: 0.9976133283374922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:06:39,736] Trial 5608 finished with value: 0.9971650447717444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 21, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:06:43,882] Trial 5609 finished with value: 0.9973830103736935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:06:46,299] Trial 5610 finished with value: 0.9972318675394555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:06:57,593] Trial 5611 finished with value: 0.9966099859986519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 50, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:07:00,212] Trial 5612 finished with value: 0.9972511896409992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 81}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:07:02,646] Trial 5613 finished with value: 0.9973275996371096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:07:09,874] Trial 5614 finished with value: 0.9970912935870947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 33, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:07:11,124] Trial 5615 finished with value: 0.9972134113432412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:07:13,403] Trial 5616 finished with value: 0.9973793727016909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:07:14,772] Trial 5617 finished with value: 0.9970529009703996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:07:15,928] Trial 5618 finished with value: 0.995590405848116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:07:17,791] Trial 5619 finished with value: 0.9975161724455711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:07:26,817] Trial 5620 finished with value: 0.9964897012970892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 37, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:07:30,035] Trial 5621 finished with value: 0.9975649392003433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:07:30,776] Trial 5622 finished with value: 0.9952635710351633 and parameters: {'classifier': 'SVC', 'svc_c': 3300.5249652189445, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:07:33,264] Trial 5623 finished with value: 0.9951609267069031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 24, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:07:36,055] Trial 5624 finished with value: 0.9973014007879403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:07:38,875] Trial 5625 finished with value: 0.9976030303386553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:07:41,060] Trial 5626 finished with value: 0.9971181031053415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:07:43,356] Trial 5627 finished with value: 0.9972082392068883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:07:48,109] Trial 5628 finished with value: 0.9964685380795331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 25, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:07:58,098] Trial 5629 finished with value: 0.9968354269886373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 44, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:08:06,400] Trial 5630 finished with value: 0.9968801776920738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 35, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:08:09,632] Trial 5631 finished with value: 0.997049745841542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:08:11,884] Trial 5632 finished with value: 0.9973254253048066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:08:15,566] Trial 5633 finished with value: 0.9971962348829319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:08:18,138] Trial 5634 finished with value: 0.9974580721434944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:08:19,654] Trial 5635 finished with value: 0.9905121463851153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:08:25,936] Trial 5636 finished with value: 0.995984478116279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 43, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:08:28,095] Trial 5637 finished with value: 0.9974008156254256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:08:32,943] Trial 5638 finished with value: 0.9973650584610909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:08:36,626] Trial 5639 finished with value: 0.9971562447386643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 17, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:08:38,554] Trial 5640 finished with value: 0.9974609876511504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:08:40,387] Trial 5641 finished with value: 0.9852051536002978 and parameters: {'classifier': 'SVC', 'svc_c': 1.2250219179837687e-06, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:08:43,215] Trial 5642 finished with value: 0.9973602647992846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:08:49,561] Trial 5643 finished with value: 0.9970954431280691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 26, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:08:52,583] Trial 5644 finished with value: 0.9973443708995541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:08:56,082] Trial 5645 finished with value: 0.997468075233695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:08:58,173] Trial 5646 finished with value: 0.997372813047499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:09:01,601] Trial 5647 finished with value: 0.997278598402677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:09:03,459] Trial 5648 finished with value: 0.9973669996784635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:09:05,164] Trial 5649 finished with value: 0.9961551835936614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:09:07,690] Trial 5650 finished with value: 0.9976464375447307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:09:08,760] Trial 5651 finished with value: 0.9971369606273957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:09:13,185] Trial 5652 finished with value: 0.996637215980697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 54, 'rf_n_estimators': 41}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:09:15,405] Trial 5653 finished with value: 0.997465112753936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:09:17,466] Trial 5654 finished with value: 0.9975165870378563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:09:18,333] Trial 5655 finished with value: 0.9967963094146596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 25}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:09:22,947] Trial 5656 finished with value: 0.9971196370936232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:09:25,380] Trial 5657 finished with value: 0.997478751548389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:09:28,379] Trial 5658 finished with value: 0.9969327988252807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:09:29,717] Trial 5659 finished with value: 0.9975932879118886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 100}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:09:31,521] Trial 5660 finished with value: 0.9853828731869694 and parameters: {'classifier': 'SVC', 'svc_c': 0.011291026633670353, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:09:32,479] Trial 5661 finished with value: 0.9966338467479158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:09:33,539] Trial 5662 finished with value: 0.9973635906146083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 52}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:09:36,068] Trial 5663 finished with value: 0.9975689647095751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:09:38,755] Trial 5664 finished with value: 0.9977066080470358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:09:47,638] Trial 5665 finished with value: 0.9966271477960481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 47, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:09:56,948] Trial 5666 finished with value: 0.9961785420270637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 42, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:09:58,851] Trial 5667 finished with value: 0.9973589576100895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:09:59,987] Trial 5668 finished with value: 0.9905458467743561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:10:03,129] Trial 5669 finished with value: 0.9961035529370709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 22, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:10:06,816] Trial 5670 finished with value: 0.9972889040186117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:10:08,748] Trial 5671 finished with value: 0.9972509174884427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:10:09,931] Trial 5672 finished with value: 0.9971667289755423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:10:12,190] Trial 5673 finished with value: 0.9974189095969019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:10:14,730] Trial 5674 finished with value: 0.9972886803615779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:10:16,025] Trial 5675 finished with value: 0.9943455655184538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:10:30,193] Trial 5676 finished with value: 0.9959621464359213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 61, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:10:33,576] Trial 5677 finished with value: 0.9972414852997216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:10:35,888] Trial 5678 finished with value: 0.9852073662085171 and parameters: {'classifier': 'SVC', 'svc_c': 2.2421364603912176e-10, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:10:38,068] Trial 5679 finished with value: 0.9976766524452353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:10:44,129] Trial 5680 finished with value: 0.9971694269833183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 26, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:10:46,997] Trial 5681 finished with value: 0.9972705782969351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:10:48,990] Trial 5682 finished with value: 0.9976397088861816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:10:54,221] Trial 5683 finished with value: 0.9965576771664546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 39, 'rf_n_estimators': 69}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:10:56,461] Trial 5684 finished with value: 0.997519831635875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:11:00,706] Trial 5685 finished with value: 0.9974800816840911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:11:02,076] Trial 5686 finished with value: 0.9959066905045572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:11:06,233] Trial 5687 finished with value: 0.9975144894160759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:11:09,084] Trial 5688 finished with value: 0.9977461488142717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:11:11,313] Trial 5689 finished with value: 0.997453328849747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:11:14,341] Trial 5690 finished with value: 0.9973942944058397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:11:16,677] Trial 5691 finished with value: 0.9975579449589844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:11:20,469] Trial 5692 finished with value: 0.9973841042841504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:11:23,244] Trial 5693 finished with value: 0.9972019199356076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:11:40,882] Trial 5694 finished with value: 0.9959142129599098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 70, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:11:53,217] Trial 5695 finished with value: 0.9965621689372851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 51, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:11:55,110] Trial 5696 finished with value: 0.9974872324885474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:12:36,484] Trial 5697 finished with value: 0.9903016479193463 and parameters: {'classifier': 'SVC', 'svc_c': 101365686.60670394, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:12:39,071] Trial 5698 finished with value: 0.9973034304588609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:12:41,082] Trial 5699 finished with value: 0.9971357031715019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:12:43,763] Trial 5700 finished with value: 0.9973638680673954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:12:45,406] Trial 5701 finished with value: 0.9972710768042478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:12:49,438] Trial 5702 finished with value: 0.997302666971759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:12:50,694] Trial 5703 finished with value: 0.9972009967433552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:12:51,703] Trial 5704 finished with value: 0.9964648773658097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 2, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:12:54,184] Trial 5705 finished with value: 0.9974341809258395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:12:58,887] Trial 5706 finished with value: 0.9970061083134721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 20, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:13:02,928] Trial 5707 finished with value: 0.997241086259011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:13:04,718] Trial 5708 finished with value: 0.9963291548065091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:13:10,817] Trial 5709 finished with value: 0.9967492475250631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 26, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:13:14,295] Trial 5710 finished with value: 0.9973582482043818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:13:17,255] Trial 5711 finished with value: 0.9973116626373005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:13:19,044] Trial 5712 finished with value: 0.9969758525028047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:13:21,109] Trial 5713 finished with value: 0.9976989897432026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:13:23,985] Trial 5714 finished with value: 0.9974516813032324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:13:26,177] Trial 5715 finished with value: 0.9973603348131084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:13:28,026] Trial 5716 finished with value: 0.9853984410749143 and parameters: {'classifier': 'SVC', 'svc_c': 0.10221271817224634, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:13:31,232] Trial 5717 finished with value: 0.9972890159582114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:13:34,084] Trial 5718 finished with value: 0.997446388562831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:13:35,975] Trial 5719 finished with value: 0.9966434620643629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:13:39,464] Trial 5720 finished with value: 0.9972067094397481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:13:53,652] Trial 5721 finished with value: 0.9961424824004709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 55, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:13:55,672] Trial 5722 finished with value: 0.9970691277690417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:14:00,915] Trial 5723 finished with value: 0.9968149838407258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 23, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:14:03,507] Trial 5724 finished with value: 0.9974347429724428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:14:06,807] Trial 5725 finished with value: 0.9976372515469579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:14:08,886] Trial 5726 finished with value: 0.9974244928026325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:14:10,891] Trial 5727 finished with value: 0.997218163364913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:14:13,143] Trial 5728 finished with value: 0.9971115400869314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:14:14,568] Trial 5729 finished with value: 0.9969933693204339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:14:17,397] Trial 5730 finished with value: 0.9972960151824216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:14:20,297] Trial 5731 finished with value: 0.9975967276980381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:14:26,950] Trial 5732 finished with value: 0.9972106462097906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 30, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:14:29,008] Trial 5733 finished with value: 0.9972764308305484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:14:38,085] Trial 5734 finished with value: 0.9969785860570372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 39, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:14:39,906] Trial 5735 finished with value: 0.9853260076799205 and parameters: {'classifier': 'SVC', 'svc_c': 0.002002557815310673, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:14:44,975] Trial 5736 finished with value: 0.997252302435511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 19, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:14:45,962] Trial 5737 finished with value: 0.9970365089759491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:14:48,344] Trial 5738 finished with value: 0.9974581331437525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:14:50,745] Trial 5739 finished with value: 0.9973570923097917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:14:52,444] Trial 5740 finished with value: 0.9955155369495788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:14:54,726] Trial 5741 finished with value: 0.9972481417227934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:14:56,181] Trial 5742 finished with value: 0.9972685186971676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:14:58,353] Trial 5743 finished with value: 0.9946124142898195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 17, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:15:01,016] Trial 5744 finished with value: 0.9974902179782895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:15:04,771] Trial 5745 finished with value: 0.9972559198269907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:15:07,289] Trial 5746 finished with value: 0.9970953236983231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:15:08,378] Trial 5747 finished with value: 0.996872405840244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 2, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:15:11,328] Trial 5748 finished with value: 0.9973946222901618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:15:15,520] Trial 5749 finished with value: 0.9968121854459482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 33, 'rf_n_estimators': 84}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:15:18,361] Trial 5750 finished with value: 0.9976048000443759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:15:21,940] Trial 5751 finished with value: 0.9973219382291748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:15:26,933] Trial 5752 finished with value: 0.9955729679626629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 39, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:15:33,727] Trial 5753 finished with value: 0.9968990208368559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 29, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:15:35,600] Trial 5754 finished with value: 0.9852051540128905 and parameters: {'classifier': 'SVC', 'svc_c': 2.3673679741442215e-08, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:15:37,641] Trial 5755 finished with value: 0.9970078380294293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:15:39,769] Trial 5756 finished with value: 0.9974570755731998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:15:42,679] Trial 5757 finished with value: 0.99065047719739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 47, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:15:47,397] Trial 5758 finished with value: 0.9934037232463385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 67, 'rf_n_estimators': 78}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:15:49,507] Trial 5759 finished with value: 0.9971284920015453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:15:51,052] Trial 5760 finished with value: 0.9970659051336549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:15:53,478] Trial 5761 finished with value: 0.9975114583189608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:15:56,293] Trial 5762 finished with value: 0.9974738358860664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 106}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:16:00,061] Trial 5763 finished with value: 0.9972974998817331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:16:02,936] Trial 5764 finished with value: 0.9974891349221969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:16:04,951] Trial 5765 finished with value: 0.9975094456278205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:16:07,474] Trial 5766 finished with value: 0.9969649587517067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:16:09,806] Trial 5767 finished with value: 0.997430389832792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:16:27,217] Trial 5768 finished with value: 0.9964667811007136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 71, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:16:31,719] Trial 5769 finished with value: 0.9973670930196493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:16:32,651] Trial 5770 finished with value: 0.99269976014536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:16:34,367] Trial 5771 finished with value: 0.9973248805871008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:16:36,144] Trial 5772 finished with value: 0.9850769189972445 and parameters: {'classifier': 'SVC', 'svc_c': 0.00011650925152054963, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:16:38,059] Trial 5773 finished with value: 0.9973804079604948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:16:40,405] Trial 5774 finished with value: 0.9972974853457716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:16:42,613] Trial 5775 finished with value: 0.9969512197924176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:16:44,572] Trial 5776 finished with value: 0.9971528701104387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:16:50,247] Trial 5777 finished with value: 0.99722451605621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 27, 'rf_n_estimators': 109}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:16:54,050] Trial 5778 finished with value: 0.997376906444115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:16:55,387] Trial 5779 finished with value: 0.9968657501788821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 45}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:16:59,424] Trial 5780 finished with value: 0.9971123974865016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:17:00,992] Trial 5781 finished with value: 0.9975230249454351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:17:03,513] Trial 5782 finished with value: 0.9969124977997188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:17:06,095] Trial 5783 finished with value: 0.9972291454108696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:17:07,552] Trial 5784 finished with value: 0.9963700896613304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:17:16,117] Trial 5785 finished with value: 0.9970006376820993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 37, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:17:21,094] Trial 5786 finished with value: 0.99729515962365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:17:23,354] Trial 5787 finished with value: 0.9972276443347979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:17:33,878] Trial 5788 finished with value: 0.9960698409000178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 52, 'rf_n_estimators': 103}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:17:36,898] Trial 5789 finished with value: 0.9973427239243217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:17:40,210] Trial 5790 finished with value: 0.9971196446789831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:17:42,075] Trial 5791 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 5.138875277559261e-06, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:17:46,811] Trial 5792 finished with value: 0.9973494168777249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 21, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:17:49,366] Trial 5793 finished with value: 0.9974543591891752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:17:50,738] Trial 5794 finished with value: 0.9973418925815735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:17:52,630] Trial 5795 finished with value: 0.997282201004292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:17:55,434] Trial 5796 finished with value: 0.9974708887674545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:17:57,506] Trial 5797 finished with value: 0.9975207858678011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:18:00,626] Trial 5798 finished with value: 0.997396570458136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:18:02,975] Trial 5799 finished with value: 0.9976591382935905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:18:06,875] Trial 5800 finished with value: 0.9972135409608552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:18:09,033] Trial 5801 finished with value: 0.9975631160797244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:18:11,002] Trial 5802 finished with value: 0.9966039696339603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:18:13,580] Trial 5803 finished with value: 0.9975429179484586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:18:15,490] Trial 5804 finished with value: 0.9972305823446304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:18:22,052] Trial 5805 finished with value: 0.9967783720380187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 30, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:18:24,949] Trial 5806 finished with value: 0.9972877061030324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:18:28,360] Trial 5807 finished with value: 0.9974509825297235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:18:31,083] Trial 5808 finished with value: 0.9973555149357903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:18:32,947] Trial 5809 finished with value: 0.9970858065472236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:18:33,792] Trial 5810 finished with value: 0.9909221822177156 and parameters: {'classifier': 'SVC', 'svc_c': 9.980782104607675, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:18:36,797] Trial 5811 finished with value: 0.9973787734899977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:18:38,839] Trial 5812 finished with value: 0.9970362724015868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:18:43,669] Trial 5813 finished with value: 0.9972799069248642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 18, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:18:45,384] Trial 5814 finished with value: 0.9974041790819076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:18:49,098] Trial 5815 finished with value: 0.9973677566275567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:18:49,961] Trial 5816 finished with value: 0.9970545473108737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 93}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:18:52,035] Trial 5817 finished with value: 0.9973900411453838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:18:54,123] Trial 5818 finished with value: 0.9972512811413865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:18:56,303] Trial 5819 finished with value: 0.9976518415899737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:18:59,336] Trial 5820 finished with value: 0.9973883332016311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:19:02,612] Trial 5821 finished with value: 0.9970833670129661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:19:04,555] Trial 5822 finished with value: 0.9972803112658052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:19:06,330] Trial 5823 finished with value: 0.9957008029854612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 20, 'rf_n_estimators': 90}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:19:07,916] Trial 5824 finished with value: 0.9970361707768071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:19:11,379] Trial 5825 finished with value: 0.9973732424296493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:19:13,538] Trial 5826 finished with value: 0.9975100404279447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:19:16,569] Trial 5827 finished with value: 0.997489553735624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:19:18,722] Trial 5828 finished with value: 0.9973794309090133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:19:21,185] Trial 5829 finished with value: 0.9969968729632531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:19:22,217] Trial 5830 finished with value: 0.9968166377665598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:19:24,032] Trial 5831 finished with value: 0.9852070388002637 and parameters: {'classifier': 'SVC', 'svc_c': 9.745300692804635e-10, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:19:24,976] Trial 5832 finished with value: 0.9973074449867769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 1, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:19:40,241] Trial 5833 finished with value: 0.9967470627509888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 69, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:19:43,949] Trial 5834 finished with value: 0.9976313713061512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:19:51,929] Trial 5835 finished with value: 0.99704975755283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 38, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:19:54,377] Trial 5836 finished with value: 0.9974293911995336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:19:57,102] Trial 5837 finished with value: 0.9971304178577706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:19:58,495] Trial 5838 finished with value: 0.997124728361788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 87}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:20:00,002] Trial 5839 finished with value: 0.9920396057984621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 23, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:20:01,865] Trial 5840 finished with value: 0.9974272461295813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:20:03,342] Trial 5841 finished with value: 0.9957688788927109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 3, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:20:05,533] Trial 5842 finished with value: 0.9973464728694279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:20:13,854] Trial 5843 finished with value: 0.9967045854656021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 49, 'rf_n_estimators': 109}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:20:16,987] Trial 5844 finished with value: 0.9973746391197432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 97}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:20:20,304] Trial 5845 finished with value: 0.9967579685624917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:20:22,924] Trial 5846 finished with value: 0.9974392384883465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:20:25,161] Trial 5847 finished with value: 0.9975124455900485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:20:35,103] Trial 5848 finished with value: 0.996509791455994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 41, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:20:36,900] Trial 5849 finished with value: 0.9851488613433338 and parameters: {'classifier': 'SVC', 'svc_c': 0.00047396076276177756, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:20:42,582] Trial 5850 finished with value: 0.9971548816272763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 26, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:20:45,265] Trial 5851 finished with value: 0.9973422343670991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:20:49,519] Trial 5852 finished with value: 0.9972795335918585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:20:51,509] Trial 5853 finished with value: 0.9972717990003321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:20:54,143] Trial 5854 finished with value: 0.9967762280154174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:20:56,119] Trial 5855 finished with value: 0.9974686588938134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 61}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:20:58,103] Trial 5856 finished with value: 0.9973744346958813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:21:13,281] Trial 5857 finished with value: 0.9968138631752129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 64, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:21:16,022] Trial 5858 finished with value: 0.9971186383334131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:21:19,782] Trial 5859 finished with value: 0.9926548499589384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 52, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:21:22,041] Trial 5860 finished with value: 0.9975355915381602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:21:22,530] Trial 5861 finished with value: 0.9913828476615668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 4}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:21:25,834] Trial 5862 finished with value: 0.9974054704338867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:21:29,366] Trial 5863 finished with value: 0.9973030277048153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:21:40,448] Trial 5864 finished with value: 0.9961929857265881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 52, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:21:42,038] Trial 5865 finished with value: 0.9975100215438898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 102}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:21:42,889] Trial 5866 finished with value: 0.991738919244454 and parameters: {'classifier': 'SVC', 'svc_c': 81.51010671314279, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:21:45,338] Trial 5867 finished with value: 0.9972720678204086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:21:47,250] Trial 5868 finished with value: 0.9974427797723241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:21:50,274] Trial 5869 finished with value: 0.9975339435473147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:21:53,274] Trial 5870 finished with value: 0.996833643096072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 21, 'rf_n_estimators': 75}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:21:55,262] Trial 5871 finished with value: 0.9975566216469325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:21:57,954] Trial 5872 finished with value: 0.9973389043306334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:21:59,642] Trial 5873 finished with value: 0.9973406142738743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:22:03,604] Trial 5874 finished with value: 0.9973152424510981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:22:05,215] Trial 5875 finished with value: 0.9969079256367687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:22:08,093] Trial 5876 finished with value: 0.9972555357665724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:22:10,477] Trial 5877 finished with value: 0.997065601909687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:22:16,295] Trial 5878 finished with value: 0.9968811873701241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 27, 'rf_n_estimators': 108}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:22:19,323] Trial 5879 finished with value: 0.9972405420491116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:22:20,207] Trial 5880 finished with value: 0.997667904589275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 34}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:22:22,286] Trial 5881 finished with value: 0.9975750474699693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:22:24,999] Trial 5882 finished with value: 0.997181480596245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:22:28,668] Trial 5883 finished with value: 0.9973409469506205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:22:30,765] Trial 5884 finished with value: 0.9913784624666295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 35, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:23:02,536] Trial 5885 finished with value: 0.9910835838862125 and parameters: {'classifier': 'SVC', 'svc_c': 6341673.146217681, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:23:04,957] Trial 5886 finished with value: 0.9975309457115267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:23:06,985] Trial 5887 finished with value: 0.9974974614256977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:23:09,747] Trial 5888 finished with value: 0.997456519175944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:23:14,722] Trial 5889 finished with value: 0.9972393532423114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 19, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:23:17,615] Trial 5890 finished with value: 0.9970667697377301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:23:18,603] Trial 5891 finished with value: 0.9945784232448219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:23:19,996] Trial 5892 finished with value: 0.9970897220528684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:23:23,478] Trial 5893 finished with value: 0.9972452669983484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:23:25,872] Trial 5894 finished with value: 0.9974722606067669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:23:40,061] Trial 5895 finished with value: 0.9967141117254811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 62, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:23:43,665] Trial 5896 finished with value: 0.9972645718344705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:23:45,754] Trial 5897 finished with value: 0.9976044010036652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:23:47,683] Trial 5898 finished with value: 0.9975699767044928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:23:50,544] Trial 5899 finished with value: 0.9973242581432594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:23:53,072] Trial 5900 finished with value: 0.9975458571008557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:23:54,739] Trial 5901 finished with value: 0.9972083201702903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:23:55,670] Trial 5902 finished with value: 0.996793761431972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 64}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:23:58,010] Trial 5903 finished with value: 0.9852051536320358 and parameters: {'classifier': 'SVC', 'svc_c': 5.252734232703172e-07, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:24:00,087] Trial 5904 finished with value: 0.9972107612279674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:24:03,070] Trial 5905 finished with value: 0.9974671185896882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:24:06,868] Trial 5906 finished with value: 0.9973805036185478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:24:09,732] Trial 5907 finished with value: 0.9973412123747405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:24:11,369] Trial 5908 finished with value: 0.9963910146858911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:24:17,430] Trial 5909 finished with value: 0.9971989913836715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 28, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:24:19,629] Trial 5910 finished with value: 0.9968699664012001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:24:23,516] Trial 5911 finished with value: 0.9971957508798429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:24:24,490] Trial 5912 finished with value: 0.9963069155786758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 2, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:24:29,473] Trial 5913 finished with value: 0.9972991427310376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 24, 'rf_n_estimators': 109}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:24:31,408] Trial 5914 finished with value: 0.9976803473089472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:24:32,188] Trial 5915 finished with value: 0.9972886885182201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 28}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:24:35,201] Trial 5916 finished with value: 0.9974224342819539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:24:38,812] Trial 5917 finished with value: 0.9968670457520029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:24:41,617] Trial 5918 finished with value: 0.9973758236101881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:24:43,038] Trial 5919 finished with value: 0.9956355154120723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:24:44,464] Trial 5920 finished with value: 0.997409516064952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:24:46,299] Trial 5921 finished with value: 0.9961190200254216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:24:49,300] Trial 5922 finished with value: 0.9937448067928503 and parameters: {'classifier': 'SVC', 'svc_c': 778689.1690742075, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:24:51,658] Trial 5923 finished with value: 0.997221756286466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:24:54,086] Trial 5924 finished with value: 0.9975562373643486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:24:56,224] Trial 5925 finished with value: 0.9976328634321331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:25:10,901] Trial 5926 finished with value: 0.9950553920708858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 70, 'rf_n_estimators': 107}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:25:11,744] Trial 5927 finished with value: 0.9951498226286924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 1, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:25:13,612] Trial 5928 finished with value: 0.9975062547620794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:25:15,151] Trial 5929 finished with value: 0.9973669392177498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:25:19,007] Trial 5930 finished with value: 0.9973093854424397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:25:23,360] Trial 5931 finished with value: 0.9975618092396464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 20, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:25:24,936] Trial 5932 finished with value: 0.9965933037927758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:25:27,658] Trial 5933 finished with value: 0.9972072119460371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:25:30,320] Trial 5934 finished with value: 0.9974411170868276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:25:31,024] Trial 5935 finished with value: 0.996641136532669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 21}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:25:32,282] Trial 5936 finished with value: 0.9973344493122998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:25:43,839] Trial 5937 finished with value: 0.99650530565189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 56, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:25:47,186] Trial 5938 finished with value: 0.9972096252647832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:25:51,102] Trial 5939 finished with value: 0.9965860098503567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 17, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:25:54,155] Trial 5940 finished with value: 0.9975360000685051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:25:55,395] Trial 5941 finished with value: 0.9871568211866606 and parameters: {'classifier': 'SVC', 'svc_c': 184850.72830484773, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:26:01,027] Trial 5942 finished with value: 0.9974228175171866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 24, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:26:02,997] Trial 5943 finished with value: 0.9974217710231637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:26:05,834] Trial 5944 finished with value: 0.9976077486229314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:26:08,472] Trial 5945 finished with value: 0.9973549531430903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:26:10,471] Trial 5946 finished with value: 0.99742887996532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:26:12,825] Trial 5947 finished with value: 0.9972816066167608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:26:14,352] Trial 5948 finished with value: 0.9942054687137937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 16, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:26:25,212] Trial 5949 finished with value: 0.9967764326614449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 49, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:26:28,241] Trial 5950 finished with value: 0.997544356659542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:26:31,651] Trial 5951 finished with value: 0.9972128379979427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 13, 'rf_n_estimators': 108}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:26:34,995] Trial 5952 finished with value: 0.9971677482067028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:26:37,249] Trial 5953 finished with value: 0.9974622760197662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:26:38,988] Trial 5954 finished with value: 0.9974915722348011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:26:41,210] Trial 5955 finished with value: 0.9974236428932084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:26:43,614] Trial 5956 finished with value: 0.9973322383544515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:26:46,451] Trial 5957 finished with value: 0.9970372408203575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:26:48,359] Trial 5958 finished with value: 0.9974368681744651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:26:49,582] Trial 5959 finished with value: 0.9864999435565437 and parameters: {'classifier': 'SVC', 'svc_c': 0.5870377694729437, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:26:54,560] Trial 5960 finished with value: 0.9965069338382812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 21, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:26:56,730] Trial 5961 finished with value: 0.9974539879508715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:27:01,389] Trial 5962 finished with value: 0.99729384113576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:27:03,323] Trial 5963 finished with value: 0.9974574444628983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:27:07,039] Trial 5964 finished with value: 0.9972619335574362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:27:08,700] Trial 5965 finished with value: 0.9975483678232399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:27:11,480] Trial 5966 finished with value: 0.9972450083978782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:27:12,035] Trial 5967 finished with value: 0.9866249440668259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 1, 'rf_n_estimators': 71}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:27:15,106] Trial 5968 finished with value: 0.997482742114185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:27:16,812] Trial 5969 finished with value: 0.9971606813490116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:27:19,271] Trial 5970 finished with value: 0.9974363319942562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:27:23,159] Trial 5971 finished with value: 0.9974410619263443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 18, 'rf_n_estimators': 105}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:27:24,719] Trial 5972 finished with value: 0.9973541702641268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:27:26,003] Trial 5973 finished with value: 0.9973296357825632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:27:28,118] Trial 5974 finished with value: 0.9968085702761219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:27:31,728] Trial 5975 finished with value: 0.996964942882753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 16, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:27:34,364] Trial 5976 finished with value: 0.9972712545365296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:27:36,741] Trial 5977 finished with value: 0.9973408789362845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:27:39,262] Trial 5978 finished with value: 0.997386726279638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:27:41,076] Trial 5979 finished with value: 0.9853710748102946 and parameters: {'classifier': 'SVC', 'svc_c': 0.005507681633894908, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:27:43,177] Trial 5980 finished with value: 0.9975317468080492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:27:46,315] Trial 5981 finished with value: 0.9974312843657142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:28:01,359] Trial 5982 finished with value: 0.9963345099436364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 62, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:28:02,749] Trial 5983 finished with value: 0.9972834463680432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:28:05,350] Trial 5984 finished with value: 0.9975301891115506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:28:07,665] Trial 5985 finished with value: 0.9973175863907784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:28:11,124] Trial 5986 finished with value: 0.9972583926543134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:28:11,909] Trial 5987 finished with value: 0.9967648216971138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 17}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:28:13,432] Trial 5988 finished with value: 0.9964036099379463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:28:21,474] Trial 5989 finished with value: 0.9971411776748993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 35, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:28:23,676] Trial 5990 finished with value: 0.9974160696254657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:28:26,264] Trial 5991 finished with value: 0.9972825900792995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:28:27,780] Trial 5992 finished with value: 0.9969222512395394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:28:37,396] Trial 5993 finished with value: 0.9970458156095084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 45, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:28:40,015] Trial 5994 finished with value: 0.9974752117243552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:28:42,128] Trial 5995 finished with value: 0.9973374880265126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:28:44,331] Trial 5996 finished with value: 0.9973718812225357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:32:23,668] Trial 5997 finished with value: 0.98923118955453 and parameters: {'classifier': 'SVC', 'svc_c': 9714151713.60007, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:32:38,459] Trial 5998 finished with value: 0.996147130734399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 63, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:32:42,960] Trial 5999 finished with value: 0.997370673753846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:32:44,883] Trial 6000 finished with value: 0.9973316081030852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:32:47,545] Trial 6001 finished with value: 0.997670836537167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:32:51,030] Trial 6002 finished with value: 0.9969724982185779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:32:53,024] Trial 6003 finished with value: 0.9974625297008607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:32:54,084] Trial 6004 finished with value: 0.9904476907892329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:32:56,160] Trial 6005 finished with value: 0.9971729734405749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 99}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:32:58,576] Trial 6006 finished with value: 0.9972902945515516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:33:03,901] Trial 6007 finished with value: 0.9972802980945735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 23, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:33:06,350] Trial 6008 finished with value: 0.9972900607066496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:33:14,478] Trial 6009 finished with value: 0.9968162803342459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 38, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:33:17,045] Trial 6010 finished with value: 0.9976731304896432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:33:19,703] Trial 6011 finished with value: 0.9970995646444708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:33:22,358] Trial 6012 finished with value: 0.997639535914586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:33:28,227] Trial 6013 finished with value: 0.996770683180817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 31, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:33:30,875] Trial 6014 finished with value: 0.9975501798355909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:33:32,689] Trial 6015 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 2.5827296689678715e-09, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:33:33,816] Trial 6016 finished with value: 0.9954015108998936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:33:37,304] Trial 6017 finished with value: 0.9973872793444135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:33:38,911] Trial 6018 finished with value: 0.9973309662039065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:33:42,378] Trial 6019 finished with value: 0.9969534878467612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 18, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:33:43,314] Trial 6020 finished with value: 0.9969087656757036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:33:44,916] Trial 6021 finished with value: 0.9970892135481148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:33:47,391] Trial 6022 finished with value: 0.9974651914956844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:33:50,306] Trial 6023 finished with value: 0.9974857645785891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:33:52,448] Trial 6024 finished with value: 0.9969494270449761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:33:53,923] Trial 6025 finished with value: 0.997354369800351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 4, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:34:00,607] Trial 6026 finished with value: 0.9968310930186824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 29, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:34:01,711] Trial 6027 finished with value: 0.9939928876382744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:34:04,454] Trial 6028 finished with value: 0.9966418068372747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 21, 'rf_n_estimators': 58}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:34:17,400] Trial 6029 finished with value: 0.9969328703307861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 59, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:34:20,964] Trial 6030 finished with value: 0.9973305047664698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:34:23,061] Trial 6031 finished with value: 0.9972844200235685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:34:26,236] Trial 6032 finished with value: 0.9973318187475769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:34:28,208] Trial 6033 finished with value: 0.9960623402486076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:34:29,253] Trial 6034 finished with value: 0.9963243783466483 and parameters: {'classifier': 'SVC', 'svc_c': 27939.471895569157, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:34:31,094] Trial 6035 finished with value: 0.9972352861881587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:34:34,312] Trial 6036 finished with value: 0.9974621531940645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:34:36,961] Trial 6037 finished with value: 0.9973817321294701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:34:40,190] Trial 6038 finished with value: 0.9973066635042812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:34:42,927] Trial 6039 finished with value: 0.9972434151866612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:34:45,307] Trial 6040 finished with value: 0.9973258543061019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:34:48,054] Trial 6041 finished with value: 0.9972168993710101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:34:49,299] Trial 6042 finished with value: 0.9969505626273056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 3, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:35:00,081] Trial 6043 finished with value: 0.9959532086285847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 45, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:35:03,995] Trial 6044 finished with value: 0.9972581359898557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:35:06,101] Trial 6045 finished with value: 0.9975213339497251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:35:11,178] Trial 6046 finished with value: 0.9972534846408264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 19, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:35:12,445] Trial 6047 finished with value: 0.9973311751028135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 54}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:35:15,535] Trial 6048 finished with value: 0.9974084376743321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:35:27,267] Trial 6049 finished with value: 0.9964569424128734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 63, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:35:29,584] Trial 6050 finished with value: 0.997211535855075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:35:31,047] Trial 6051 finished with value: 0.9973998334324031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 5, 'rf_n_estimators': 107}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:35:36,926] Trial 6052 finished with value: 0.9971749531877672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 24, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:35:38,381] Trial 6053 finished with value: 0.986737631728953 and parameters: {'classifier': 'SVC', 'svc_c': 23344761.265676014, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:35:40,402] Trial 6054 finished with value: 0.9974771253614861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:35:42,947] Trial 6055 finished with value: 0.9974779093195384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:35:45,634] Trial 6056 finished with value: 0.9973568830935058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:35:47,192] Trial 6057 finished with value: 0.9955781909748816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:35:49,385] Trial 6058 finished with value: 0.997345918884253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:35:52,555] Trial 6059 finished with value: 0.996933190058466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 16, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:35:55,974] Trial 6060 finished with value: 0.9971554158397349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:35:57,799] Trial 6061 finished with value: 0.9971218230737381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:35:59,945] Trial 6062 finished with value: 0.9973400063659946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:36:01,037] Trial 6063 finished with value: 0.9971224881415893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:36:03,040] Trial 6064 finished with value: 0.9974362189438298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:36:05,387] Trial 6065 finished with value: 0.9974388631241148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:36:07,057] Trial 6066 finished with value: 0.9973282429962319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 83}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:36:09,089] Trial 6067 finished with value: 0.9974252493391328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:36:13,700] Trial 6068 finished with value: 0.9972841538060008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 21, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:36:15,925] Trial 6069 finished with value: 0.9970855181765964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:36:18,735] Trial 6070 finished with value: 0.9975941294107673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:38:50,849] Trial 6071 finished with value: 0.9897328801792874 and parameters: {'classifier': 'SVC', 'svc_c': 861273796.8121026, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:38:52,603] Trial 6072 finished with value: 0.9939927772855701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 25, 'rf_n_estimators': 91}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:38:55,736] Trial 6073 finished with value: 0.9974942633871894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:39:03,799] Trial 6074 finished with value: 0.9968127963689292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 36, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:39:06,435] Trial 6075 finished with value: 0.9974817158372088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:39:10,134] Trial 6076 finished with value: 0.9968902823435783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:39:13,157] Trial 6077 finished with value: 0.9976382541791926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:39:13,986] Trial 6078 finished with value: 0.9887961110847296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:39:15,950] Trial 6079 finished with value: 0.9974572034134911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 5, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:39:18,242] Trial 6080 finished with value: 0.9976365563915705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:39:21,084] Trial 6081 finished with value: 0.9975121683276887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:39:25,094] Trial 6082 finished with value: 0.9974750550343061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:39:29,160] Trial 6083 finished with value: 0.99725180951407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:39:31,223] Trial 6084 finished with value: 0.9973872266912251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:39:33,452] Trial 6085 finished with value: 0.9972001246173957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:39:36,902] Trial 6086 finished with value: 0.997101995196901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:39:39,294] Trial 6087 finished with value: 0.997259154935375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:39:54,700] Trial 6088 finished with value: 0.9966323451957754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 71, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:40:04,268] Trial 6089 finished with value: 0.9956846224924263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 71, 'rf_n_estimators': 68}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:40:06,163] Trial 6090 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 3.021495644800963e-05, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:40:07,382] Trial 6091 finished with value: 0.9973012200722952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:40:18,990] Trial 6092 finished with value: 0.9970103343428036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 49, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:40:29,177] Trial 6093 finished with value: 0.9970234845956468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 52, 'rf_n_estimators': 108}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:40:32,508] Trial 6094 finished with value: 0.9974055903397012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:40:33,018] Trial 6095 finished with value: 0.9954644886518524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 7}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:40:35,121] Trial 6096 finished with value: 0.9973126208999409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:40:41,804] Trial 6097 finished with value: 0.9972825355853124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 29, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:40:50,764] Trial 6098 finished with value: 0.99691804580811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 44, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:40:52,768] Trial 6099 finished with value: 0.997146936740375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:40:54,611] Trial 6100 finished with value: 0.9967572704872167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:40:57,144] Trial 6101 finished with value: 0.9975007677539466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:41:03,587] Trial 6102 finished with value: 0.9968476123773554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 29, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:41:07,223] Trial 6103 finished with value: 0.9970949030440975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:41:24,485] Trial 6104 finished with value: 0.9962285537329941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 68, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:41:25,866] Trial 6105 finished with value: 0.9967390251259217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 1, 'rf_n_estimators': 80}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:41:28,020] Trial 6106 finished with value: 0.997358524927197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:41:29,298] Trial 6107 finished with value: 0.9944915743970414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:41:31,504] Trial 6108 finished with value: 0.9976411884439521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:41:33,777] Trial 6109 finished with value: 0.9975234250969726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:41:35,548] Trial 6110 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 6.628846193381201e-08, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:41:41,562] Trial 6111 finished with value: 0.9964004506196852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 39, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:41:44,060] Trial 6112 finished with value: 0.9973041811238484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:41:47,016] Trial 6113 finished with value: 0.9974120613181796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:41:50,431] Trial 6114 finished with value: 0.9973688559334577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 17, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:41:52,922] Trial 6115 finished with value: 0.9975370386915272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:41:55,776] Trial 6116 finished with value: 0.9974156788683489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:41:57,337] Trial 6117 finished with value: 0.9962343020710572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:41:58,890] Trial 6118 finished with value: 0.9972251086346805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 47}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:42:06,383] Trial 6119 finished with value: 0.9972854244013881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 30, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:42:08,138] Trial 6120 finished with value: 0.9976277231606391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:42:09,655] Trial 6121 finished with value: 0.9971501288756327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:42:11,972] Trial 6122 finished with value: 0.9974708377646371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:42:14,422] Trial 6123 finished with value: 0.9962992033623742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:42:16,533] Trial 6124 finished with value: 0.9974336110082351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:42:19,800] Trial 6125 finished with value: 0.9975824331984168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:42:24,245] Trial 6126 finished with value: 0.9971295921961079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:42:25,147] Trial 6127 finished with value: 0.9915722175993125 and parameters: {'classifier': 'SVC', 'svc_c': 7091.516374471877, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:42:26,260] Trial 6128 finished with value: 0.9974411756432668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 39}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:42:27,359] Trial 6129 finished with value: 0.9970549294987555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:42:32,353] Trial 6130 finished with value: 0.9972117640506296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 22, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:42:34,311] Trial 6131 finished with value: 0.9974465383657543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:42:37,410] Trial 6132 finished with value: 0.9974601940447742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:42:39,516] Trial 6133 finished with value: 0.9977525244520761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:42:41,657] Trial 6134 finished with value: 0.9975194312939101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:42:43,633] Trial 6135 finished with value: 0.9974898847937368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:42:45,792] Trial 6136 finished with value: 0.9975398305165578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:42:47,990] Trial 6137 finished with value: 0.9975337397582109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:42:50,453] Trial 6138 finished with value: 0.9973391232587193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:42:58,605] Trial 6139 finished with value: 0.9967732829915074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 40, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:43:00,776] Trial 6140 finished with value: 0.9976180598882136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:43:02,785] Trial 6141 finished with value: 0.9977353864263727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:43:04,860] Trial 6142 finished with value: 0.9976704272133746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:43:06,949] Trial 6143 finished with value: 0.9973496001641404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:43:08,856] Trial 6144 finished with value: 0.9973319990188915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:43:11,603] Trial 6145 finished with value: 0.9975540703000267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:43:27,040] Trial 6146 finished with value: 0.996489934665923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 72, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:43:28,965] Trial 6147 finished with value: 0.9974726639638329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:43:29,710] Trial 6148 finished with value: 0.995066922389194 and parameters: {'classifier': 'SVC', 'svc_c': 1147.7178075862712, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:43:31,737] Trial 6149 finished with value: 0.9976112005012238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:43:34,025] Trial 6150 finished with value: 0.9973843932895358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:43:36,044] Trial 6151 finished with value: 0.9974189868469687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:43:38,862] Trial 6152 finished with value: 0.9976607316952352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:43:40,687] Trial 6153 finished with value: 0.9973735618399501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:43:42,763] Trial 6154 finished with value: 0.997541137991394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:43:44,978] Trial 6155 finished with value: 0.9975508179579586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:43:46,869] Trial 6156 finished with value: 0.9974332118405728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:43:49,176] Trial 6157 finished with value: 0.9974423255076545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:43:51,342] Trial 6158 finished with value: 0.997437584657726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:43:53,478] Trial 6159 finished with value: 0.9975817873002617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:43:55,712] Trial 6160 finished with value: 0.9974055415267996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:43:57,587] Trial 6161 finished with value: 0.9973319224353205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:43:59,285] Trial 6162 finished with value: 0.9976414310167788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:44:01,380] Trial 6163 finished with value: 0.997398651100136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:44:03,402] Trial 6164 finished with value: 0.9974549491333992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:44:05,742] Trial 6165 finished with value: 0.9974877265525531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:44:07,334] Trial 6166 finished with value: 0.9867325520133865 and parameters: {'classifier': 'SVC', 'svc_c': 3095077962.0851965, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:44:09,686] Trial 6167 finished with value: 0.997511157126219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:44:11,385] Trial 6168 finished with value: 0.997455290506332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:44:13,712] Trial 6169 finished with value: 0.9974951331645436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:44:15,500] Trial 6170 finished with value: 0.9972095657244688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:44:18,140] Trial 6171 finished with value: 0.9976821511011805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:44:20,274] Trial 6172 finished with value: 0.9975971980220889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:44:22,401] Trial 6173 finished with value: 0.9974566646625117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:44:22,981] Trial 6174 finished with value: 0.9961782254731745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 14}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:44:25,334] Trial 6175 finished with value: 0.9973978671738215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:44:27,529] Trial 6176 finished with value: 0.9972263813882459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:44:29,996] Trial 6177 finished with value: 0.9974080090221538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:44:32,369] Trial 6178 finished with value: 0.9975066136860752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:44:34,368] Trial 6179 finished with value: 0.9976809337302636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:44:35,846] Trial 6180 finished with value: 0.9974483682465474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 106}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:44:38,092] Trial 6181 finished with value: 0.9973716331273131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:44:50,884] Trial 6182 finished with value: 0.9965750490053223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 59, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:44:53,340] Trial 6183 finished with value: 0.9973159981624127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:44:55,842] Trial 6184 finished with value: 0.9972808691547428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:44:58,347] Trial 6185 finished with value: 0.9972308423098303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:44:59,051] Trial 6186 finished with value: 0.9941332938240564 and parameters: {'classifier': 'SVC', 'svc_c': 335.58901249217206, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:45:01,375] Trial 6187 finished with value: 0.9975802133856924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:45:03,222] Trial 6188 finished with value: 0.9976074879277594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:45:05,214] Trial 6189 finished with value: 0.9972462033935704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:45:07,173] Trial 6190 finished with value: 0.9975882525341788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:45:09,397] Trial 6191 finished with value: 0.9974025826651619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:45:15,067] Trial 6192 finished with value: 0.9972370566873269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 26, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:45:16,667] Trial 6193 finished with value: 0.9969670700842633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:45:19,105] Trial 6194 finished with value: 0.9977310912718789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:45:21,064] Trial 6195 finished with value: 0.9970851294189679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:45:23,061] Trial 6196 finished with value: 0.9973817302569336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:45:25,406] Trial 6197 finished with value: 0.9976085916769676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:45:34,553] Trial 6198 finished with value: 0.997119252303233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 40, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:45:41,685] Trial 6199 finished with value: 0.9966645949722176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 36, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:45:43,892] Trial 6200 finished with value: 0.9974653599287593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:45:46,207] Trial 6201 finished with value: 0.9976148172262075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:45:55,387] Trial 6202 finished with value: 0.9970385300776349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 41, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:45:57,270] Trial 6203 finished with value: 0.9853909034488417 and parameters: {'classifier': 'SVC', 'svc_c': 0.025175383214687763, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:45:58,953] Trial 6204 finished with value: 0.995385976463703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:46:01,425] Trial 6205 finished with value: 0.9975667763173792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:46:03,128] Trial 6206 finished with value: 0.9972726608114716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:46:04,302] Trial 6207 finished with value: 0.9971619821588872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:46:06,532] Trial 6208 finished with value: 0.9974820357870541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:46:08,766] Trial 6209 finished with value: 0.9973937198227629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:46:11,258] Trial 6210 finished with value: 0.9974026928274388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:46:13,303] Trial 6211 finished with value: 0.9973948767964419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:46:19,296] Trial 6212 finished with value: 0.9971631564614637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 35, 'rf_n_estimators': 95}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:46:21,353] Trial 6213 finished with value: 0.9974623944973748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:46:23,013] Trial 6214 finished with value: 0.9968196696571224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:46:25,552] Trial 6215 finished with value: 0.9973579791304023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:46:31,386] Trial 6216 finished with value: 0.9969962444574714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 31, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:46:34,127] Trial 6217 finished with value: 0.9973273118377645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:46:36,097] Trial 6218 finished with value: 0.9975688700353972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:46:37,627] Trial 6219 finished with value: 0.9967994890451818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:46:51,213] Trial 6220 finished with value: 0.9969262484068199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 60, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:46:53,859] Trial 6221 finished with value: 0.9971716689173643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:46:54,784] Trial 6222 finished with value: 0.9903225578684007 and parameters: {'classifier': 'SVC', 'svc_c': 6.162101829038725, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:46:56,346] Trial 6223 finished with value: 0.9974158809753436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:46:57,820] Trial 6224 finished with value: 0.9895330007730273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:46:59,512] Trial 6225 finished with value: 0.997381780878896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:47:00,782] Trial 6226 finished with value: 0.9971108748286529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 4, 'rf_n_estimators': 105}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:47:03,023] Trial 6227 finished with value: 0.9976249528856477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:47:04,723] Trial 6228 finished with value: 0.9972430185262936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:47:07,125] Trial 6229 finished with value: 0.997344773304483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:47:09,051] Trial 6230 finished with value: 0.9975146493116537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:47:11,694] Trial 6231 finished with value: 0.9969106336102477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:47:13,217] Trial 6232 finished with value: 0.9973163107173254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 109}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:47:14,894] Trial 6233 finished with value: 0.9963100078347386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:47:17,343] Trial 6234 finished with value: 0.9975072864662375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:47:18,491] Trial 6235 finished with value: 0.9936756867401827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:47:20,392] Trial 6236 finished with value: 0.9975391044167106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:47:23,550] Trial 6237 finished with value: 0.9973774730927151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:47:25,597] Trial 6238 finished with value: 0.9976593781686952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:47:28,165] Trial 6239 finished with value: 0.9975481350891644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:47:30,521] Trial 6240 finished with value: 0.9974906723381728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:47:32,061] Trial 6241 finished with value: 0.9867330436335733 and parameters: {'classifier': 'SVC', 'svc_c': 359838276.87479776, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:47:32,782] Trial 6242 finished with value: 0.9890922067186844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 1, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:47:34,460] Trial 6243 finished with value: 0.9973765673880496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:47:36,815] Trial 6244 finished with value: 0.9976182545368002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:47:38,999] Trial 6245 finished with value: 0.9974605337038599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:47:40,624] Trial 6246 finished with value: 0.9971042828017955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 73}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:47:42,540] Trial 6247 finished with value: 0.9973444314872194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:47:45,375] Trial 6248 finished with value: 0.9968409599215223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:47:47,642] Trial 6249 finished with value: 0.9975749747901611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:47:50,017] Trial 6250 finished with value: 0.9972341682838438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:48:05,701] Trial 6251 finished with value: 0.9964506896959849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 73, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:48:07,203] Trial 6252 finished with value: 0.9961666688758789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:48:09,110] Trial 6253 finished with value: 0.997315699635655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:48:12,011] Trial 6254 finished with value: 0.9902213565993178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 57, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:48:14,652] Trial 6255 finished with value: 0.99734971832437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:48:16,757] Trial 6256 finished with value: 0.9973813259794683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:48:18,743] Trial 6257 finished with value: 0.9963088265498227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:48:20,301] Trial 6258 finished with value: 0.9974393277670802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:48:22,122] Trial 6259 finished with value: 0.985264393928011 and parameters: {'classifier': 'SVC', 'svc_c': 0.0009066290674610018, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:48:23,221] Trial 6260 finished with value: 0.9970313087832859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:48:25,602] Trial 6261 finished with value: 0.9969873154097976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:48:26,727] Trial 6262 finished with value: 0.9974146836945224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 87}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:48:33,562] Trial 6263 finished with value: 0.9969042490858294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 29, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:48:35,473] Trial 6264 finished with value: 0.9975211475847324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:48:36,880] Trial 6265 finished with value: 0.9967615076248156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:48:39,412] Trial 6266 finished with value: 0.9973686305625767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:48:41,486] Trial 6267 finished with value: 0.9970668679348159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:48:43,934] Trial 6268 finished with value: 0.9975273802115258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:48:46,042] Trial 6269 finished with value: 0.9975175733568068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:48:48,785] Trial 6270 finished with value: 0.9974266216862518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:48:50,650] Trial 6271 finished with value: 0.9968352955619623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 77}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:48:52,414] Trial 6272 finished with value: 0.9972532285793889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:48:53,388] Trial 6273 finished with value: 0.9964316872269072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 3, 'rf_n_estimators': 109}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:48:56,153] Trial 6274 finished with value: 0.997235226743058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:48:57,275] Trial 6275 finished with value: 0.9943396990836368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:49:02,165] Trial 6276 finished with value: 0.9941216192569587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 47, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:49:04,593] Trial 6277 finished with value: 0.9974348084160081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:49:06,424] Trial 6278 finished with value: 0.9854045023804829 and parameters: {'classifier': 'SVC', 'svc_c': 0.20550688349360421, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:49:08,394] Trial 6279 finished with value: 0.9971013102611197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:49:10,115] Trial 6280 finished with value: 0.9975731872794745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:49:19,168] Trial 6281 finished with value: 0.9967030452884286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 37, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:49:29,888] Trial 6282 finished with value: 0.997135036992824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 44, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:49:32,762] Trial 6283 finished with value: 0.9974838766174252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:49:34,789] Trial 6284 finished with value: 0.9969873915490375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:49:48,636] Trial 6285 finished with value: 0.9966803260247449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 68, 'rf_n_estimators': 105}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:49:50,511] Trial 6286 finished with value: 0.996499523639907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:49:51,368] Trial 6287 finished with value: 0.995819499173017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 1, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:49:54,107] Trial 6288 finished with value: 0.9976496898233229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:49:56,169] Trial 6289 finished with value: 0.9975043164963324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:49:58,542] Trial 6290 finished with value: 0.9975680783015575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:50:00,274] Trial 6291 finished with value: 0.996827739274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:50:09,891] Trial 6292 finished with value: 0.9966066008651792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 51, 'rf_n_estimators': 108}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:50:17,813] Trial 6293 finished with value: 0.9972243457823367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 35, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:50:18,888] Trial 6294 finished with value: 0.9971734324024549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 2, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:50:20,825] Trial 6295 finished with value: 0.9972058057663086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:50:23,773] Trial 6296 finished with value: 0.9974430043180195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:50:26,875] Trial 6297 finished with value: 0.997288415127885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:50:28,995] Trial 6298 finished with value: 0.9975496386407928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:50:31,049] Trial 6299 finished with value: 0.9971053250746769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:50:32,833] Trial 6300 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 8.232681593736348e-06, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:50:34,694] Trial 6301 finished with value: 0.9971229397402747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:50:35,790] Trial 6302 finished with value: 0.9966498064085906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 50}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:50:38,752] Trial 6303 finished with value: 0.9974878401425239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:50:40,912] Trial 6304 finished with value: 0.9972310224859312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:50:41,752] Trial 6305 finished with value: 0.9973425234042224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 31}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:50:43,635] Trial 6306 finished with value: 0.9975185537090309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:50:46,605] Trial 6307 finished with value: 0.997458661865553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:50:51,400] Trial 6308 finished with value: 0.9971281622446869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:50:52,885] Trial 6309 finished with value: 0.9896882194845563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:50:55,434] Trial 6310 finished with value: 0.9975782712161827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:51:02,964] Trial 6311 finished with value: 0.9971589376366373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 34, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:51:04,175] Trial 6312 finished with value: 0.9969544078969609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 3, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:51:05,787] Trial 6313 finished with value: 0.997408913425565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:51:08,515] Trial 6314 finished with value: 0.9961750724707569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 23, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:51:09,867] Trial 6315 finished with value: 0.9913946294075778 and parameters: {'classifier': 'SVC', 'svc_c': 42.13370467145915, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:51:11,829] Trial 6316 finished with value: 0.9974339595856727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:51:14,097] Trial 6317 finished with value: 0.9976114503420312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:51:15,401] Trial 6318 finished with value: 0.9974161685842611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:51:17,184] Trial 6319 finished with value: 0.9971482491663247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:51:17,811] Trial 6320 finished with value: 0.9770669868415208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 64, 'rf_n_estimators': 2}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:51:32,638] Trial 6321 finished with value: 0.9963288134335763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 69, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:51:33,613] Trial 6322 finished with value: 0.9969337264291024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:51:36,093] Trial 6323 finished with value: 0.9975641319149288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:51:39,165] Trial 6324 finished with value: 0.995985764009338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 24, 'rf_n_estimators': 107}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:51:45,242] Trial 6325 finished with value: 0.997345381117149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 27, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:51:47,543] Trial 6326 finished with value: 0.9973789644252492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:51:51,110] Trial 6327 finished with value: 0.9976083935372112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:51:53,020] Trial 6328 finished with value: 0.9975022694965142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:51:55,759] Trial 6329 finished with value: 0.9973363917357129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:51:57,891] Trial 6330 finished with value: 0.9973507033420663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:52:00,108] Trial 6331 finished with value: 0.9974411068672214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:52:02,826] Trial 6332 finished with value: 0.9969076825243973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:52:05,283] Trial 6333 finished with value: 0.9974138639678479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:52:11,409] Trial 6334 finished with value: 0.9968475628979578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 33, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:52:16,666] Trial 6335 finished with value: 0.9929380592090123 and parameters: {'classifier': 'SVC', 'svc_c': 1611199.158004883, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:52:19,535] Trial 6336 finished with value: 0.997471353346944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:52:21,391] Trial 6337 finished with value: 0.9976265432721911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:52:26,580] Trial 6338 finished with value: 0.9901324586887551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 72, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:52:28,535] Trial 6339 finished with value: 0.997489948586931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:52:30,743] Trial 6340 finished with value: 0.9966636800952968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:52:32,542] Trial 6341 finished with value: 0.997408487439371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:52:38,658] Trial 6342 finished with value: 0.9963308635119713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 37, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:52:41,241] Trial 6343 finished with value: 0.9971667841677633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:52:43,467] Trial 6344 finished with value: 0.9973985321781967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:52:44,851] Trial 6345 finished with value: 0.9973723130485048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:52:46,458] Trial 6346 finished with value: 0.9970550206500258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:53:03,098] Trial 6347 finished with value: 0.99538941644028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 72, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:53:05,511] Trial 6348 finished with value: 0.9973853417769004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:53:07,033] Trial 6349 finished with value: 0.9975968192619012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:53:08,913] Trial 6350 finished with value: 0.9969311514374555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:53:10,389] Trial 6351 finished with value: 0.9957624294007958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:53:12,103] Trial 6352 finished with value: 0.9970854825984022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:53:13,922] Trial 6353 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 7.914655512009595e-09, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:53:15,785] Trial 6354 finished with value: 0.9974871317206911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:53:18,175] Trial 6355 finished with value: 0.9975542378127024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:53:28,950] Trial 6356 finished with value: 0.9968895678280675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 47, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:53:31,487] Trial 6357 finished with value: 0.997159156596461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 102}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:53:32,428] Trial 6358 finished with value: 0.9895161798407575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:53:36,126] Trial 6359 finished with value: 0.9955214256961447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 27, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:53:38,632] Trial 6360 finished with value: 0.9974161516996943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:53:41,039] Trial 6361 finished with value: 0.9968576629474658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:53:42,153] Trial 6362 finished with value: 0.9969579912971418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 37}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:53:44,943] Trial 6363 finished with value: 0.9971881603466786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:53:47,181] Trial 6364 finished with value: 0.9973172745023616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:53:49,344] Trial 6365 finished with value: 0.9972548367708983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 98}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:53:51,704] Trial 6366 finished with value: 0.9970862908994297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:53:58,259] Trial 6367 finished with value: 0.9966466194783496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 29, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:54:00,645] Trial 6368 finished with value: 0.9973127511523132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:54:02,539] Trial 6369 finished with value: 0.9972718410213216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:54:05,770] Trial 6370 finished with value: 0.9971786313573396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:54:06,694] Trial 6371 finished with value: 0.9892447719189836 and parameters: {'classifier': 'SVC', 'svc_c': 3.1535774491455997, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:54:09,936] Trial 6372 finished with value: 0.9972498930522654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:54:11,705] Trial 6373 finished with value: 0.997441462300047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:54:13,707] Trial 6374 finished with value: 0.9974511834624158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:54:14,679] Trial 6375 finished with value: 0.9968541307405295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:54:17,448] Trial 6376 finished with value: 0.9974263564208212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:54:18,045] Trial 6377 finished with value: 0.9947752182977582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 24}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:54:31,878] Trial 6378 finished with value: 0.9964690641353494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 62, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:54:34,931] Trial 6379 finished with value: 0.9972876829343598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:54:36,636] Trial 6380 finished with value: 0.9968716423531419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:54:38,688] Trial 6381 finished with value: 0.9971638406990109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:54:41,594] Trial 6382 finished with value: 0.9973343606683241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:54:43,646] Trial 6383 finished with value: 0.9972523884452403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:54:46,289] Trial 6384 finished with value: 0.9974074002573504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:54:48,616] Trial 6385 finished with value: 0.9971912269902501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:54:50,656] Trial 6386 finished with value: 0.9968280372612134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:54:52,756] Trial 6387 finished with value: 0.9971177491007216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:54:59,573] Trial 6388 finished with value: 0.9966769108354735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 34, 'rf_n_estimators': 105}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:55:01,633] Trial 6389 finished with value: 0.9968440279932995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:55:03,434] Trial 6390 finished with value: 0.9852055639397035 and parameters: {'classifier': 'SVC', 'svc_c': 1.1287320199822534e-10, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:55:05,819] Trial 6391 finished with value: 0.9975297037754695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:55:08,186] Trial 6392 finished with value: 0.9975564846661237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:55:10,640] Trial 6393 finished with value: 0.9975776670216382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:55:11,672] Trial 6394 finished with value: 0.9973859889763096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 62}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:55:12,877] Trial 6395 finished with value: 0.997076091891126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:55:15,927] Trial 6396 finished with value: 0.9973365403643335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:55:18,013] Trial 6397 finished with value: 0.9973356023504781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:55:19,509] Trial 6398 finished with value: 0.9974312089247083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:55:25,693] Trial 6399 finished with value: 0.9967918460175182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 28, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:55:28,532] Trial 6400 finished with value: 0.997497470597953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:55:30,381] Trial 6401 finished with value: 0.9971662506852766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:55:32,541] Trial 6402 finished with value: 0.9969334811268155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:55:34,351] Trial 6403 finished with value: 0.9976047747810014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:55:37,836] Trial 6404 finished with value: 0.9972660206699464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:55:40,202] Trial 6405 finished with value: 0.9974684877630163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:55:48,920] Trial 6406 finished with value: 0.9969061135609417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 38, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:55:49,855] Trial 6407 finished with value: 0.9890247037441404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:55:54,566] Trial 6408 finished with value: 0.9972135509265582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 21, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:55:56,316] Trial 6409 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 6.184906284954666e-05, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:56:02,439] Trial 6410 finished with value: 0.9968334791063042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 23, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:56:13,437] Trial 6411 finished with value: 0.9960201990041853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 52, 'rf_n_estimators': 108}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:56:15,505] Trial 6412 finished with value: 0.9974560030223548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:56:27,578] Trial 6413 finished with value: 0.9956757321015236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 73, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:56:28,777] Trial 6414 finished with value: 0.9942244041206729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:56:31,430] Trial 6415 finished with value: 0.9974924669581507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:56:34,224] Trial 6416 finished with value: 0.9967566333804623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:56:36,050] Trial 6417 finished with value: 0.9974366161437418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:56:38,432] Trial 6418 finished with value: 0.9974892436245302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:56:40,639] Trial 6419 finished with value: 0.9973536269746267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:56:43,330] Trial 6420 finished with value: 0.9976511619861609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:56:45,732] Trial 6421 finished with value: 0.9974079629069742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:56:48,775] Trial 6422 finished with value: 0.9977261048022846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:56:55,559] Trial 6423 finished with value: 0.9964145752897636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 31, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:57:03,530] Trial 6424 finished with value: 0.9970399481908164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 33, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:57:05,600] Trial 6425 finished with value: 0.9975357441340192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:57:08,637] Trial 6426 finished with value: 0.9974940997148005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:57:10,932] Trial 6427 finished with value: 0.9972211624384794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:57:12,724] Trial 6428 finished with value: 0.9852053997595082 and parameters: {'classifier': 'SVC', 'svc_c': 1.3859207668218815e-07, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:57:19,533] Trial 6429 finished with value: 0.9973591944700929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 26, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:57:29,368] Trial 6430 finished with value: 0.9967160954716494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 46, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:57:30,615] Trial 6431 finished with value: 0.9972989249772545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:57:33,117] Trial 6432 finished with value: 0.997277255222695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:57:34,224] Trial 6433 finished with value: 0.9970926026170882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:57:35,922] Trial 6434 finished with value: 0.9974472364092911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:57:38,350] Trial 6435 finished with value: 0.9975419618757339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:57:39,863] Trial 6436 finished with value: 0.995737214839351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:57:42,214] Trial 6437 finished with value: 0.997618154403702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:57:52,038] Trial 6438 finished with value: 0.996639856765026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 49, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:57:54,109] Trial 6439 finished with value: 0.9976304318958279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:57:55,879] Trial 6440 finished with value: 0.9969157098663822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 67}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:57:59,523] Trial 6441 finished with value: 0.9973767964722658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:58:04,284] Trial 6442 finished with value: 0.9973317001430168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:58:04,836] Trial 6443 finished with value: 0.993385625910644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 11}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:58:11,106] Trial 6444 finished with value: 0.9972127319615938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 30, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:58:13,034] Trial 6445 finished with value: 0.9977927727207451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 85}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:58:13,753] Trial 6446 finished with value: 0.9934478874332452 and parameters: {'classifier': 'SVC', 'svc_c': 170.8970457085118, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:58:15,766] Trial 6447 finished with value: 0.9975431126922588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 78}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:58:18,497] Trial 6448 finished with value: 0.997455948782271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 95}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:58:26,175] Trial 6449 finished with value: 0.9972534783249828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 42, 'rf_n_estimators': 96}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:58:28,494] Trial 6450 finished with value: 0.9971508695114414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:58:30,575] Trial 6451 finished with value: 0.9974435043487517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 91}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:58:32,535] Trial 6452 finished with value: 0.9965611029244491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 85}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:58:35,251] Trial 6453 finished with value: 0.997195080289596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:58:37,025] Trial 6454 finished with value: 0.9973526551599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 68}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:58:39,411] Trial 6455 finished with value: 0.9971486904501902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 83}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:58:41,801] Trial 6456 finished with value: 0.9970865557522673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:58:44,235] Trial 6457 finished with value: 0.9973872273259833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 94}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:58:46,596] Trial 6458 finished with value: 0.9976252171354653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 99}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:58:48,279] Trial 6459 finished with value: 0.9970919240923645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 59}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:58:49,961] Trial 6460 finished with value: 0.9970795083181757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 59}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:58:52,198] Trial 6461 finished with value: 0.9974920019025927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 75}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:58:54,062] Trial 6462 finished with value: 0.9972908240350621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 79}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:58:56,821] Trial 6463 finished with value: 0.9975054662972441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:58:58,895] Trial 6464 finished with value: 0.9972294207372169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 11, 'rf_n_estimators': 84}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:58:59,718] Trial 6465 finished with value: 0.9930681753621721 and parameters: {'classifier': 'SVC', 'svc_c': 2391.5828406696446, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:59:01,549] Trial 6466 finished with value: 0.9971727632086758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 82}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:59:03,843] Trial 6467 finished with value: 0.9970055378563233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 63}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:59:05,873] Trial 6468 finished with value: 0.997609226117738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 90}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:59:08,312] Trial 6469 finished with value: 0.9969701062277055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 98}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:59:17,162] Trial 6470 finished with value: 0.9966079002151109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 54, 'rf_n_estimators': 82}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:59:19,222] Trial 6471 finished with value: 0.9975312521092855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:59:21,385] Trial 6472 finished with value: 0.9973451199459084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 76}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:59:23,421] Trial 6473 finished with value: 0.9971439443952451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 63}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:59:25,464] Trial 6474 finished with value: 0.9971988567514679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 75}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:59:27,233] Trial 6475 finished with value: 0.996690355679574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 66}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:59:29,403] Trial 6476 finished with value: 0.9974153147393364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:59:31,791] Trial 6477 finished with value: 0.9973580670444059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 102}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:59:36,611] Trial 6478 finished with value: 0.9953099074914086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 51, 'rf_n_estimators': 101}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:59:39,145] Trial 6479 finished with value: 0.9972293943312779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 91}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:59:48,522] Trial 6480 finished with value: 0.9967357704669865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 48, 'rf_n_estimators': 105}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:59:50,302] Trial 6481 finished with value: 0.9971616406907408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 83}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:59:52,869] Trial 6482 finished with value: 0.9969035632931247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 92}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:59:53,808] Trial 6483 finished with value: 0.9940838199804438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 81}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:59:56,317] Trial 6484 finished with value: 0.9966265850194729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 12, 'rf_n_estimators': 97}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 22:59:59,206] Trial 6485 finished with value: 0.9951335319416428 and parameters: {'classifier': 'SVC', 'svc_c': 282331.3026891695, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:00:01,138] Trial 6486 finished with value: 0.9974769961564648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 88}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:00:08,277] Trial 6487 finished with value: 0.9969466761935842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 45, 'rf_n_estimators': 81}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:00:10,161] Trial 6488 finished with value: 0.9975488483034209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 72}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:00:12,294] Trial 6489 finished with value: 0.9972564024653496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 70}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:00:20,735] Trial 6490 finished with value: 0.996125375414441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 39, 'rf_n_estimators': 109}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:00:22,944] Trial 6491 finished with value: 0.9970634622669169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:00:25,510] Trial 6492 finished with value: 0.9972112068599261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 90}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:00:34,890] Trial 6493 finished with value: 0.9962997465249227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 64, 'rf_n_estimators': 73}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:00:37,320] Trial 6494 finished with value: 0.9974838855675152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:00:39,447] Trial 6495 finished with value: 0.9970080457540337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 87}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:00:40,382] Trial 6496 finished with value: 0.9944452222622697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 77}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:00:43,007] Trial 6497 finished with value: 0.9973019688647463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:00:45,468] Trial 6498 finished with value: 0.9970758479218315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 89}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:00:47,425] Trial 6499 finished with value: 0.9969721603050771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 85}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:00:49,464] Trial 6500 finished with value: 0.9972327634688455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 99}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:00:50,424] Trial 6501 finished with value: 0.9895761715951679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:00:51,825] Trial 6502 finished with value: 0.9867345184941333 and parameters: {'classifier': 'SVC', 'svc_c': 78693677.2794116, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:01:02,142] Trial 6503 finished with value: 0.9964202463777602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 53, 'rf_n_estimators': 98}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:01:04,738] Trial 6504 finished with value: 0.997174974515641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 14, 'rf_n_estimators': 88}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:01:07,221] Trial 6505 finished with value: 0.9967662486969093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:01:08,410] Trial 6506 finished with value: 0.9954854205952769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 88}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:01:09,948] Trial 6507 finished with value: 0.996390519415845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:01:11,216] Trial 6508 finished with value: 0.9971043790628689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 4, 'rf_n_estimators': 100}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:01:12,933] Trial 6509 finished with value: 0.9973962749147418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 87}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:01:14,071] Trial 6510 finished with value: 0.9930682189700569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 1, 'rf_n_estimators': 80}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:01:23,699] Trial 6511 finished with value: 0.9961717371975366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 61, 'rf_n_estimators': 78}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:01:26,835] Trial 6512 finished with value: 0.9973220673389824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 108}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:01:28,560] Trial 6513 finished with value: 0.9974741234949839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 66}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:01:30,728] Trial 6514 finished with value: 0.9975378819677286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 98}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:01:41,135] Trial 6515 finished with value: 0.9966972144952816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 57, 'rf_n_estimators': 96}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:01:43,041] Trial 6516 finished with value: 0.9966029335499709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 56}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:01:47,722] Trial 6517 finished with value: 0.9971441185094054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 26, 'rf_n_estimators': 92}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:01:52,646] Trial 6518 finished with value: 0.9968452188630637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 24, 'rf_n_estimators': 105}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:01:54,930] Trial 6519 finished with value: 0.9973705209040836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 89}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:01:57,244] Trial 6520 finished with value: 0.9972862655511502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 85}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:01:59,038] Trial 6521 finished with value: 0.985077902554997 and parameters: {'classifier': 'SVC', 'svc_c': 0.00025194220607563524, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:02:01,569] Trial 6522 finished with value: 0.9974020490557235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:02:10,443] Trial 6523 finished with value: 0.9966937200881935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 55, 'rf_n_estimators': 86}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:02:14,475] Trial 6524 finished with value: 0.9967979466463542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 32, 'rf_n_estimators': 61}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:02:20,120] Trial 6525 finished with value: 0.9966989829632237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 33, 'rf_n_estimators': 105}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:02:23,451] Trial 6526 finished with value: 0.9969430390611261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:02:25,739] Trial 6527 finished with value: 0.9972873540026868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 96}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:02:28,285] Trial 6528 finished with value: 0.9971892552727485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:02:29,980] Trial 6529 finished with value: 0.9972321702873548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 73}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:02:32,500] Trial 6530 finished with value: 0.9971287065497999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 100}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:02:34,897] Trial 6531 finished with value: 0.9973022762463799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 103}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:02:36,796] Trial 6532 finished with value: 0.9972577917287735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 79}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:02:38,374] Trial 6533 finished with value: 0.9970503296603499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 13, 'rf_n_estimators': 48}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:02:40,500] Trial 6534 finished with value: 0.9970412266889431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 72}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:02:42,426] Trial 6535 finished with value: 0.9970058110244929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 71}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:02:45,557] Trial 6536 finished with value: 0.9974479463862812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 107}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:02:47,169] Trial 6537 finished with value: 0.9971338877314565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 70}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:02:52,111] Trial 6538 finished with value: 0.9970140373948954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 27, 'rf_n_estimators': 93}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:02:54,747] Trial 6539 finished with value: 0.9970401532494365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:02:56,076] Trial 6540 finished with value: 0.9866162888220794 and parameters: {'classifier': 'SVC', 'svc_c': 1.2986223129530972, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:02:57,703] Trial 6541 finished with value: 0.9965869030185487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 3, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:02:59,949] Trial 6542 finished with value: 0.9972960235612293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 90}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:03:03,889] Trial 6543 finished with value: 0.9968590535756195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 21, 'rf_n_estimators': 92}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:03:09,494] Trial 6544 finished with value: 0.9962463537162337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 43, 'rf_n_estimators': 106}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:03:11,884] Trial 6545 finished with value: 0.9976279226016497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:03:13,410] Trial 6546 finished with value: 0.9971633050266085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 79}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:03:16,529] Trial 6547 finished with value: 0.997271816583133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 96}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:03:18,916] Trial 6548 finished with value: 0.9970702365328389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:03:20,806] Trial 6549 finished with value: 0.9966638027305712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:03:22,691] Trial 6550 finished with value: 0.9966773456765438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 15, 'rf_n_estimators': 54}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:03:24,617] Trial 6551 finished with value: 0.9969111340535727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 82}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:03:32,357] Trial 6552 finished with value: 0.9960366164524374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 57, 'rf_n_estimators': 68}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:03:34,850] Trial 6553 finished with value: 0.9973155479284573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 94}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:03:38,275] Trial 6554 finished with value: 0.9975424851068765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:03:40,916] Trial 6555 finished with value: 0.9962716492093424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 19, 'rf_n_estimators': 64}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:03:42,733] Trial 6556 finished with value: 0.9972585177968826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 75}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:03:45,853] Trial 6557 finished with value: 0.9973107044381361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:03:47,627] Trial 6558 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.3335406862211753e-06, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:03:49,382] Trial 6559 finished with value: 0.9972083799962457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 57}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:03:50,087] Trial 6560 finished with value: 0.9966118287967735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 52}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:03:51,381] Trial 6561 finished with value: 0.9970536816911855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 4, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:03:52,917] Trial 6562 finished with value: 0.9966992149673274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:03:55,190] Trial 6563 finished with value: 0.9974129381096114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 85}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:03:57,736] Trial 6564 finished with value: 0.9973121449582804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:04:00,248] Trial 6565 finished with value: 0.9973262380174032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 93}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:04:01,402] Trial 6566 finished with value: 0.9971530492391886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 109}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:04:04,508] Trial 6567 finished with value: 0.9972464906533709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:04:05,887] Trial 6568 finished with value: 0.9967888301863367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 65}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:04:10,356] Trial 6569 finished with value: 0.9971774214130932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 24, 'rf_n_estimators': 95}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:04:12,621] Trial 6570 finished with value: 0.9973078398698217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:04:15,228] Trial 6571 finished with value: 0.9970744392665463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:04:16,593] Trial 6572 finished with value: 0.9973375737506007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:04:18,763] Trial 6573 finished with value: 0.9972976682830702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:04:19,920] Trial 6574 finished with value: 0.9972261352925114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:04:20,986] Trial 6575 finished with value: 0.9969872465068003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:04:22,961] Trial 6576 finished with value: 0.9968334571436722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:04:26,301] Trial 6577 finished with value: 0.988848122881851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 59, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:04:28,120] Trial 6578 finished with value: 0.9852060554329386 and parameters: {'classifier': 'SVC', 'svc_c': 3.3797790138328696e-10, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:04:35,944] Trial 6579 finished with value: 0.9972020560594926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 33, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:04:44,680] Trial 6580 finished with value: 0.9966395207557995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 42, 'rf_n_estimators': 107}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:04:46,579] Trial 6581 finished with value: 0.9976155613849239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:04:49,050] Trial 6582 finished with value: 0.9972600328693714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:04:53,720] Trial 6583 finished with value: 0.9967625139703857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 19, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:05:05,735] Trial 6584 finished with value: 0.9966062294047101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 48, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:05:08,621] Trial 6585 finished with value: 0.9970115690426177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:05:10,283] Trial 6586 finished with value: 0.995804974034022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:05:18,112] Trial 6587 finished with value: 0.9968691753021185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 37, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:05:19,414] Trial 6588 finished with value: 0.996451163384254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:05:22,621] Trial 6589 finished with value: 0.9973831024136253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:05:26,380] Trial 6590 finished with value: 0.9974136006066919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:05:28,708] Trial 6591 finished with value: 0.9973849234712798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:05:32,640] Trial 6592 finished with value: 0.9972196185797085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 22, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:05:35,573] Trial 6593 finished with value: 0.9975688206829508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:05:37,989] Trial 6594 finished with value: 0.997208754122699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:05:41,460] Trial 6595 finished with value: 0.9976104817645712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 100}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:05:43,268] Trial 6596 finished with value: 0.985325352038228 and parameters: {'classifier': 'SVC', 'svc_c': 0.0019372058979404728, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:05:46,362] Trial 6597 finished with value: 0.9974272678065722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:05:48,431] Trial 6598 finished with value: 0.9974183285075541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:05:50,121] Trial 6599 finished with value: 0.9976221260854431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 77}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:05:52,480] Trial 6600 finished with value: 0.9973024848913837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:05:55,697] Trial 6601 finished with value: 0.9973414753867798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 14, 'rf_n_estimators': 93}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:05:58,247] Trial 6602 finished with value: 0.9976851298624861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:05:59,430] Trial 6603 finished with value: 0.9940165606895534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:06:02,505] Trial 6604 finished with value: 0.997186367345334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:06:06,383] Trial 6605 finished with value: 0.9970436807274247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 17, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:06:09,486] Trial 6606 finished with value: 0.9974956172945841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:06:12,015] Trial 6607 finished with value: 0.9975385703312037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:06:14,293] Trial 6608 finished with value: 0.9972622356705774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:06:16,752] Trial 6609 finished with value: 0.9975293444706191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:06:19,448] Trial 6610 finished with value: 0.9970651186365697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:06:30,065] Trial 6611 finished with value: 0.9962761253968605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 49, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:06:31,080] Trial 6612 finished with value: 0.9970208963692927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:06:38,176] Trial 6613 finished with value: 0.9963815845918718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 44, 'rf_n_estimators': 74}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:06:47,186] Trial 6614 finished with value: 0.9965869913451453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 41, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:06:48,819] Trial 6615 finished with value: 0.9866068935762825 and parameters: {'classifier': 'SVC', 'svc_c': 1372951099.369672, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:06:52,338] Trial 6616 finished with value: 0.9970475978517025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:06:54,761] Trial 6617 finished with value: 0.9974486106289467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 84}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:06:56,224] Trial 6618 finished with value: 0.9973955968660865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 87}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:06:58,912] Trial 6619 finished with value: 0.9976249302882576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:07:01,731] Trial 6620 finished with value: 0.9975937620762262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:07:08,091] Trial 6621 finished with value: 0.9964570927553412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 30, 'rf_n_estimators': 109}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:07:12,771] Trial 6622 finished with value: 0.9972555622042494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:07:16,108] Trial 6623 finished with value: 0.9972998583891131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 105}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:07:18,833] Trial 6624 finished with value: 0.997720900642383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:07:20,152] Trial 6625 finished with value: 0.995608978427237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:07:30,187] Trial 6626 finished with value: 0.99729671138516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 39, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:07:31,636] Trial 6627 finished with value: 0.9960270657861076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:07:34,343] Trial 6628 finished with value: 0.9972822813011978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:07:47,247] Trial 6629 finished with value: 0.9961085258228408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 69, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:07:57,810] Trial 6630 finished with value: 0.9971579077098021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 44, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:08:00,432] Trial 6631 finished with value: 0.9973573571943675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:08:03,246] Trial 6632 finished with value: 0.9975174348843167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:08:04,666] Trial 6633 finished with value: 0.9962460971787275 and parameters: {'classifier': 'SVC', 'svc_c': 104618.19345219014, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:08:08,590] Trial 6634 finished with value: 0.9970612959008287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 18, 'rf_n_estimators': 109}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:08:11,724] Trial 6635 finished with value: 0.99735051961132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:08:15,360] Trial 6636 finished with value: 0.9965992034571817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 22, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:08:17,868] Trial 6637 finished with value: 0.9975569421997977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:08:21,248] Trial 6638 finished with value: 0.9972056346672495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:08:23,605] Trial 6639 finished with value: 0.9974298330546812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:08:26,288] Trial 6640 finished with value: 0.9969762282796291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:08:33,359] Trial 6641 finished with value: 0.9971098149729709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 33, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:08:34,614] Trial 6642 finished with value: 0.9972460011913619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 3, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:08:36,007] Trial 6643 finished with value: 0.9975925037316707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 98}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:08:37,656] Trial 6644 finished with value: 0.9971078007584113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:08:40,833] Trial 6645 finished with value: 0.9973093452939867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:08:45,039] Trial 6646 finished with value: 0.9961668428313497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 49, 'rf_n_estimators': 43}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:08:47,461] Trial 6647 finished with value: 0.9969153598607386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:08:50,114] Trial 6648 finished with value: 0.9975288734165964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:08:55,175] Trial 6649 finished with value: 0.9970994201100404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 25, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:08:57,058] Trial 6650 finished with value: 0.9973421593704237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 70}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:09:00,659] Trial 6651 finished with value: 0.9969355974739614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 16, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:09:02,058] Trial 6652 finished with value: 0.9867043776381669 and parameters: {'classifier': 'SVC', 'svc_c': 3521359.4088651794, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:09:03,150] Trial 6653 finished with value: 0.9905001330158553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:09:05,683] Trial 6654 finished with value: 0.9974013137201454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:09:09,364] Trial 6655 finished with value: 0.9966998108465401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:09:12,345] Trial 6656 finished with value: 0.9973618141169757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:09:14,654] Trial 6657 finished with value: 0.9974230622799292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:09:19,734] Trial 6658 finished with value: 0.9974434372230775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 24, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:09:22,825] Trial 6659 finished with value: 0.9968345556243876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:09:25,084] Trial 6660 finished with value: 0.9975598009283374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:09:29,219] Trial 6661 finished with value: 0.9970334473787051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 18, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:09:31,059] Trial 6662 finished with value: 0.9943526388189401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:09:33,356] Trial 6663 finished with value: 0.9973574054994626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:09:35,576] Trial 6664 finished with value: 0.9974278691129671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:09:38,415] Trial 6665 finished with value: 0.9972967484867739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 94}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:09:40,949] Trial 6666 finished with value: 0.9973270178177897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:09:43,665] Trial 6667 finished with value: 0.997558074068792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:09:46,601] Trial 6668 finished with value: 0.9970500606181082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:09:50,298] Trial 6669 finished with value: 0.9975457120268807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:09:52,713] Trial 6670 finished with value: 0.9973294236146518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:09:55,017] Trial 6671 finished with value: 0.9967734948103019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:09:56,112] Trial 6672 finished with value: 0.9964018663842616 and parameters: {'classifier': 'SVC', 'svc_c': 40720.47340075027, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:09:58,184] Trial 6673 finished with value: 0.9974295740733563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:10:01,239] Trial 6674 finished with value: 0.9975047520356366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:10:03,879] Trial 6675 finished with value: 0.9959766743995901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 19, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:10:05,393] Trial 6676 finished with value: 0.9973970271348866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:10:08,802] Trial 6677 finished with value: 0.9974152501526947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:10:09,686] Trial 6678 finished with value: 0.9950915380245869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:10:11,180] Trial 6679 finished with value: 0.996608368380984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:10:14,133] Trial 6680 finished with value: 0.9973708842079105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:10:16,981] Trial 6681 finished with value: 0.9974100873790245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:10:21,879] Trial 6682 finished with value: 0.997190116322178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:10:24,242] Trial 6683 finished with value: 0.9972271879754264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:10:27,488] Trial 6684 finished with value: 0.9974685187392142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:10:30,159] Trial 6685 finished with value: 0.9975595842219054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:10:34,876] Trial 6686 finished with value: 0.9942964746561705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 45, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:10:37,262] Trial 6687 finished with value: 0.9974763611444121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:10:39,350] Trial 6688 finished with value: 0.997232759850724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:10:40,346] Trial 6689 finished with value: 0.990298630279104 and parameters: {'classifier': 'SVC', 'svc_c': 12811.234393961842, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:10:41,786] Trial 6690 finished with value: 0.9972512289960046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:10:46,133] Trial 6691 finished with value: 0.9960797679144543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 32, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:10:49,917] Trial 6692 finished with value: 0.9976370892710369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:11:02,332] Trial 6693 finished with value: 0.9964724056926754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 52, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:11:04,843] Trial 6694 finished with value: 0.9971312933796862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:11:07,812] Trial 6695 finished with value: 0.9967973373420068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:11:22,391] Trial 6696 finished with value: 0.9967328857451007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 61, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:11:25,409] Trial 6697 finished with value: 0.9971316183123827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:11:28,117] Trial 6698 finished with value: 0.9974380064227786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:11:30,607] Trial 6699 finished with value: 0.9971029513331015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:11:32,924] Trial 6700 finished with value: 0.9974392522308605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:11:36,397] Trial 6701 finished with value: 0.9972900722275099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:11:38,957] Trial 6702 finished with value: 0.9972456292548243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:11:41,755] Trial 6703 finished with value: 0.9976144698865482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:11:43,939] Trial 6704 finished with value: 0.9976403958214511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:11:46,561] Trial 6705 finished with value: 0.9973783021185961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:11:49,845] Trial 6706 finished with value: 0.9970842187631889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:11:53,001] Trial 6707 finished with value: 0.9974419328462631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:11:53,861] Trial 6708 finished with value: 0.9912933631392605 and parameters: {'classifier': 'SVC', 'svc_c': 14.760851795454853, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:11:58,342] Trial 6709 finished with value: 0.9971270092699841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 21, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:12:04,101] Trial 6710 finished with value: 0.9971536729208083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 27, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:12:06,808] Trial 6711 finished with value: 0.9974774575939015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:12:09,415] Trial 6712 finished with value: 0.997251614738532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:12:12,024] Trial 6713 finished with value: 0.9977085207955053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:12:13,456] Trial 6714 finished with value: 0.9972377393379787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:12:14,968] Trial 6715 finished with value: 0.9944597688560902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:12:16,339] Trial 6716 finished with value: 0.9973029199228813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 5, 'rf_n_estimators': 108}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:12:20,637] Trial 6717 finished with value: 0.9973975017752928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:12:22,767] Trial 6718 finished with value: 0.9972405310995335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:12:24,031] Trial 6719 finished with value: 0.9972572748452122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:12:26,042] Trial 6720 finished with value: 0.9974533746792854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:12:29,488] Trial 6721 finished with value: 0.9973622550199863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:12:36,652] Trial 6722 finished with value: 0.9968928184562885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 34, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:12:39,471] Trial 6723 finished with value: 0.9973301420021873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:12:46,449] Trial 6724 finished with value: 0.9968504327030271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 32, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:12:47,475] Trial 6725 finished with value: 0.9895395609985013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:12:48,933] Trial 6726 finished with value: 0.9968036753703907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 91}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:12:50,743] Trial 6727 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 2.3608656473290624e-08, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:12:53,614] Trial 6728 finished with value: 0.99749919425197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:12:54,990] Trial 6729 finished with value: 0.9950380287377775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:12:57,761] Trial 6730 finished with value: 0.9974925194526497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:13:03,203] Trial 6731 finished with value: 0.9971806342414666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 24, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:13:09,712] Trial 6732 finished with value: 0.9972033032005667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 31, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:13:13,165] Trial 6733 finished with value: 0.9970288060588545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 106}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:13:14,613] Trial 6734 finished with value: 0.9973910579327253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:13:17,057] Trial 6735 finished with value: 0.9973627057617481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:13:19,223] Trial 6736 finished with value: 0.9974496153558835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:13:21,638] Trial 6737 finished with value: 0.9975515442164954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:13:24,625] Trial 6738 finished with value: 0.9973260663787996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:13:26,327] Trial 6739 finished with value: 0.9962159216967038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:13:28,201] Trial 6740 finished with value: 0.9962924842886732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 61}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:13:31,266] Trial 6741 finished with value: 0.9975308435472026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:13:36,119] Trial 6742 finished with value: 0.996941213909281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 25, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:13:40,670] Trial 6743 finished with value: 0.9969989592863385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 20, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:13:44,659] Trial 6744 finished with value: 0.9966187226193931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 44, 'rf_n_estimators': 45}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:13:47,770] Trial 6745 finished with value: 0.9973509566740436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:13:48,872] Trial 6746 finished with value: 0.9971690612356728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:13:51,195] Trial 6747 finished with value: 0.9853886087981315 and parameters: {'classifier': 'SVC', 'svc_c': 0.03303088857230512, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:13:55,017] Trial 6748 finished with value: 0.9972289018859056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:13:56,523] Trial 6749 finished with value: 0.9972138115899923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 109}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:13:58,506] Trial 6750 finished with value: 0.9973944335130881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:14:00,982] Trial 6751 finished with value: 0.9971243673430905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:14:01,987] Trial 6752 finished with value: 0.99008261116302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:14:05,965] Trial 6753 finished with value: 0.9970287182083265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:14:08,088] Trial 6754 finished with value: 0.9972336502259802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:14:09,536] Trial 6755 finished with value: 0.9955916144276324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:14:12,515] Trial 6756 finished with value: 0.9975501896743424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:14:15,646] Trial 6757 finished with value: 0.9973357130205615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:14:17,717] Trial 6758 finished with value: 0.9972560232290933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:14:20,205] Trial 6759 finished with value: 0.9973250737757434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:14:23,854] Trial 6760 finished with value: 0.9959887679070664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 27, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:14:28,899] Trial 6761 finished with value: 0.9971437334968498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:14:31,359] Trial 6762 finished with value: 0.9972057876122257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:14:33,548] Trial 6763 finished with value: 0.9977101654221326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:14:34,928] Trial 6764 finished with value: 0.9867384510112965 and parameters: {'classifier': 'SVC', 'svc_c': 19908007.58382561, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:14:36,524] Trial 6765 finished with value: 0.9970090764743166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 108}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:14:39,022] Trial 6766 finished with value: 0.997491758568056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:14:40,539] Trial 6767 finished with value: 0.9943222047364464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 16, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:14:53,129] Trial 6768 finished with value: 0.9967052968390601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 59, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:14:55,345] Trial 6769 finished with value: 0.9974341133240966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:14:56,985] Trial 6770 finished with value: 0.9971098880653718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 81}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:14:59,543] Trial 6771 finished with value: 0.9972043651509507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:15:02,376] Trial 6772 finished with value: 0.9974366040198611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:15:04,244] Trial 6773 finished with value: 0.9967603415740953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 14, 'rf_n_estimators': 53}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:15:06,039] Trial 6774 finished with value: 0.9968664427634989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:15:08,924] Trial 6775 finished with value: 0.9975468829017631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:15:11,320] Trial 6776 finished with value: 0.9972915718753758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:15:14,001] Trial 6777 finished with value: 0.9973632465439536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:15:16,331] Trial 6778 finished with value: 0.9960943905205633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:15:18,240] Trial 6779 finished with value: 0.9972753850664974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:15:29,138] Trial 6780 finished with value: 0.996479166089132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 47, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:15:30,144] Trial 6781 finished with value: 0.9969606858454861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:15:33,701] Trial 6782 finished with value: 0.9970880934221465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:15:37,147] Trial 6783 finished with value: 0.997468713260849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:15:38,903] Trial 6784 finished with value: 0.9853854953728846 and parameters: {'classifier': 'SVC', 'svc_c': 0.07894104766826156, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:15:41,447] Trial 6785 finished with value: 0.9970280123572645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:15:43,515] Trial 6786 finished with value: 0.9975776877147539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:15:45,987] Trial 6787 finished with value: 0.9972684025999022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:15:47,836] Trial 6788 finished with value: 0.9973697581152156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:15:56,682] Trial 6789 finished with value: 0.9962389151124323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 35, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:16:00,027] Trial 6790 finished with value: 0.9969073080805649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 19, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:16:01,594] Trial 6791 finished with value: 0.9969465833284669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:16:09,234] Trial 6792 finished with value: 0.9970942762204249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 35, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:16:18,696] Trial 6793 finished with value: 0.9967892608380032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 39, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:16:20,724] Trial 6794 finished with value: 0.9964078891917486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 86}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:16:22,821] Trial 6795 finished with value: 0.9966312947662518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:16:25,952] Trial 6796 finished with value: 0.9975974546865466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:16:38,734] Trial 6797 finished with value: 0.9968821223054022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 58, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:16:52,561] Trial 6798 finished with value: 0.9969480628544994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 58, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:16:54,798] Trial 6799 finished with value: 0.9974942048307501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:16:57,886] Trial 6800 finished with value: 0.9973647646315437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:17:08,217] Trial 6801 finished with value: 0.9966156023704958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 42, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:17:10,198] Trial 6802 finished with value: 0.9853709109792165 and parameters: {'classifier': 'SVC', 'svc_c': 0.005416663529925501, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:17:12,870] Trial 6803 finished with value: 0.9975824508764313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:17:15,435] Trial 6804 finished with value: 0.9974399892485476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:17:18,915] Trial 6805 finished with value: 0.9970147734287077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:17:21,256] Trial 6806 finished with value: 0.9974089770918074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:17:25,277] Trial 6807 finished with value: 0.9970695984104715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:17:27,300] Trial 6808 finished with value: 0.9974307536444256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:17:30,954] Trial 6809 finished with value: 0.9974487605270838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:17:47,201] Trial 6810 finished with value: 0.9961646373324218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 72, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:17:49,382] Trial 6811 finished with value: 0.9975481229970216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:17:52,389] Trial 6812 finished with value: 0.9973763205306052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:17:55,541] Trial 6813 finished with value: 0.9974560071800206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:17:56,774] Trial 6814 finished with value: 0.9969971805035764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 76}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:17:59,082] Trial 6815 finished with value: 0.9971524484723381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:18:01,997] Trial 6816 finished with value: 0.9969246960740277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:18:04,408] Trial 6817 finished with value: 0.9950561586683029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 27, 'rf_n_estimators': 100}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:18:06,087] Trial 6818 finished with value: 0.9973194571182584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 104}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:18:12,258] Trial 6819 finished with value: 0.9973592603897269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 26, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:18:13,608] Trial 6820 finished with value: 0.9973609973419268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 4, 'rf_n_estimators': 107}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:18:15,531] Trial 6821 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 4.0051317237690816e-07, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:18:20,934] Trial 6822 finished with value: 0.9964337729152345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 28, 'rf_n_estimators': 97}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:18:23,342] Trial 6823 finished with value: 0.9973231230052608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:18:25,726] Trial 6824 finished with value: 0.9973976993755048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:18:29,350] Trial 6825 finished with value: 0.9972196337186903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:18:31,894] Trial 6826 finished with value: 0.997091551045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:18:34,519] Trial 6827 finished with value: 0.9974381951681143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:18:36,986] Trial 6828 finished with value: 0.9973806231435073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:18:38,041] Trial 6829 finished with value: 0.9972501342921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 89}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:18:40,193] Trial 6830 finished with value: 0.9976004337334935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:18:44,875] Trial 6831 finished with value: 0.9972034735696539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:18:45,971] Trial 6832 finished with value: 0.9971634081748079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:18:46,951] Trial 6833 finished with value: 0.988843694079029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:18:48,980] Trial 6834 finished with value: 0.9976557508432503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:18:54,033] Trial 6835 finished with value: 0.9964191802062343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 36, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:18:57,471] Trial 6836 finished with value: 0.9973646674818087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:18:59,894] Trial 6837 finished with value: 0.9976910242266616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:19:02,603] Trial 6838 finished with value: 0.9972595272845055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:19:04,394] Trial 6839 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 2.666112202009187e-09, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:19:05,119] Trial 6840 finished with value: 0.9967147738099685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 57}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:19:07,398] Trial 6841 finished with value: 0.9973930003561384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:19:12,010] Trial 6842 finished with value: 0.9972070750604421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:19:15,454] Trial 6843 finished with value: 0.9969839831516785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:19:17,165] Trial 6844 finished with value: 0.9974443282013539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:19:19,249] Trial 6845 finished with value: 0.997383940770451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:19:22,288] Trial 6846 finished with value: 0.9974812680153345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:19:25,166] Trial 6847 finished with value: 0.9975322744824989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:19:27,719] Trial 6848 finished with value: 0.9966035883030021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:19:29,067] Trial 6849 finished with value: 0.9962203492934855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:19:31,145] Trial 6850 finished with value: 0.997509176998172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:19:35,318] Trial 6851 finished with value: 0.9971019005861987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:19:36,482] Trial 6852 finished with value: 0.9943450859904098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:19:40,350] Trial 6853 finished with value: 0.9974505634941312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:19:42,087] Trial 6854 finished with value: 0.997572440423036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:19:44,636] Trial 6855 finished with value: 0.9974443195686429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:19:47,025] Trial 6856 finished with value: 0.9972904828842948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:19:48,742] Trial 6857 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 8.454858176182953e-10, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:19:51,225] Trial 6858 finished with value: 0.9976297160155871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:19:55,418] Trial 6859 finished with value: 0.9971887616848115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:19:58,741] Trial 6860 finished with value: 0.9972474498046725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:20:10,331] Trial 6861 finished with value: 0.9967184449337259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 55, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:20:12,352] Trial 6862 finished with value: 0.9974388043772482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:20:15,128] Trial 6863 finished with value: 0.9974549690330673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:20:32,278] Trial 6864 finished with value: 0.9961312811407873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 70, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:20:35,150] Trial 6865 finished with value: 0.9974525789147316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:20:37,359] Trial 6866 finished with value: 0.9973977147049141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:20:40,715] Trial 6867 finished with value: 0.9972041325755647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:20:42,898] Trial 6868 finished with value: 0.9974080643413265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:20:44,657] Trial 6869 finished with value: 0.9975900062439941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 67}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:20:46,230] Trial 6870 finished with value: 0.9973498908516351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:20:54,027] Trial 6871 finished with value: 0.997146596192628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 30, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:20:55,787] Trial 6872 finished with value: 0.9972694267187004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:20:57,502] Trial 6873 finished with value: 0.9973381195791333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:20:59,322] Trial 6874 finished with value: 0.9975826844039544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 80}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:21:03,606] Trial 6875 finished with value: 0.9976093281551104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 107}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:21:05,263] Trial 6876 finished with value: 0.9856978204397274 and parameters: {'classifier': 'SVC', 'svc_c': 0.42474295482039887, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:21:07,956] Trial 6877 finished with value: 0.9974666403311604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:21:10,643] Trial 6878 finished with value: 0.9974994691339863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:21:14,843] Trial 6879 finished with value: 0.9975780971654982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:21:17,314] Trial 6880 finished with value: 0.9974807668737755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:21:20,269] Trial 6881 finished with value: 0.9970682808747187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:21:21,672] Trial 6882 finished with value: 0.9974233260219402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:21:25,098] Trial 6883 finished with value: 0.9970288535070261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:21:27,301] Trial 6884 finished with value: 0.9972247443469785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:21:32,162] Trial 6885 finished with value: 0.9963856138144388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 30, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:21:34,578] Trial 6886 finished with value: 0.9973563015598271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:21:37,037] Trial 6887 finished with value: 0.9973092790887118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:21:40,678] Trial 6888 finished with value: 0.9973637757100849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:21:46,387] Trial 6889 finished with value: 0.9964800893765982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 38, 'rf_n_estimators': 109}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:21:48,341] Trial 6890 finished with value: 0.9973762291254317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:21:52,988] Trial 6891 finished with value: 0.997317946996883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 20, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:21:54,425] Trial 6892 finished with value: 0.9974061410558717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 50}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:21:56,357] Trial 6893 finished with value: 0.995836376662238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:21:59,370] Trial 6894 finished with value: 0.9973234812310223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:22:01,197] Trial 6895 finished with value: 0.9853832009760777 and parameters: {'classifier': 'SVC', 'svc_c': 0.011802751361643783, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:22:02,839] Trial 6896 finished with value: 0.9908190302098877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 24, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:22:04,638] Trial 6897 finished with value: 0.9974545592014681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:22:06,367] Trial 6898 finished with value: 0.9976347039768632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 94}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:22:07,680] Trial 6899 finished with value: 0.996647242303046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 41}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:22:10,584] Trial 6900 finished with value: 0.9976098158715345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:22:13,920] Trial 6901 finished with value: 0.9972375510369735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 104}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:22:15,178] Trial 6902 finished with value: 0.9971680828829369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:22:17,238] Trial 6903 finished with value: 0.9976183610492176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:22:21,131] Trial 6904 finished with value: 0.9973887339879267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:22:23,176] Trial 6905 finished with value: 0.9976353580951359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:22:27,193] Trial 6906 finished with value: 0.9969963475421949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:22:37,149] Trial 6907 finished with value: 0.9967854495913847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 54, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:22:39,942] Trial 6908 finished with value: 0.9976062793165051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:22:54,781] Trial 6909 finished with value: 0.9967426214434311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 64, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:22:55,925] Trial 6910 finished with value: 0.9972333577929007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 2, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:22:58,547] Trial 6911 finished with value: 0.997508442233876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:23:01,439] Trial 6912 finished with value: 0.9976083508179877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:23:04,832] Trial 6913 finished with value: 0.9971979178489513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:23:06,104] Trial 6914 finished with value: 0.9868340022980916 and parameters: {'classifier': 'SVC', 'svc_c': 492613.53595730383, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:23:07,430] Trial 6915 finished with value: 0.9974575566881391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 109}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:23:14,434] Trial 6916 finished with value: 0.9972355035928248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 31, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:23:15,936] Trial 6917 finished with value: 0.9972831594256216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 5, 'rf_n_estimators': 106}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:23:18,573] Trial 6918 finished with value: 0.9975192455001998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:23:21,388] Trial 6919 finished with value: 0.9974325149713383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:23:23,859] Trial 6920 finished with value: 0.9974013067695436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:23:26,718] Trial 6921 finished with value: 0.9973867161235077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:23:28,200] Trial 6922 finished with value: 0.9971377987620563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:23:30,608] Trial 6923 finished with value: 0.9975724056065515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:23:33,223] Trial 6924 finished with value: 0.9976797164862982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:23:36,655] Trial 6925 finished with value: 0.9973470417396815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:23:38,472] Trial 6926 finished with value: 0.9966378995517481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:23:40,614] Trial 6927 finished with value: 0.9975323517008277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:23:43,463] Trial 6928 finished with value: 0.9974873342720167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:23:46,741] Trial 6929 finished with value: 0.9975661900547523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:23:47,675] Trial 6930 finished with value: 0.9968917225780816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 101}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:23:51,599] Trial 6931 finished with value: 0.9950341061545794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 36, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:23:54,601] Trial 6932 finished with value: 0.9964867789657831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 17, 'rf_n_estimators': 83}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:23:56,361] Trial 6933 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 2.2089211745253592e-05, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:24:05,184] Trial 6934 finished with value: 0.9964540774954419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 44, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:24:07,593] Trial 6935 finished with value: 0.9945151434431976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 22, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:24:10,591] Trial 6936 finished with value: 0.9973198252145092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:24:13,178] Trial 6937 finished with value: 0.9973628417269437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:24:22,580] Trial 6938 finished with value: 0.9969695242179585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 39, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:24:23,764] Trial 6939 finished with value: 0.9970044301398767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:24:25,693] Trial 6940 finished with value: 0.9970564108655866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:24:28,163] Trial 6941 finished with value: 0.9975225766157543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:24:40,918] Trial 6942 finished with value: 0.9968415032744983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 57, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:24:43,039] Trial 6943 finished with value: 0.9977330395033289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:24:46,212] Trial 6944 finished with value: 0.997392898001387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:24:48,562] Trial 6945 finished with value: 0.9975405836571021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:24:50,215] Trial 6946 finished with value: 0.9961997710690399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:24:53,240] Trial 6947 finished with value: 0.9973524792366787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:24:56,329] Trial 6948 finished with value: 0.9973315008606959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:24:58,731] Trial 6949 finished with value: 0.9971819301319664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:25:01,984] Trial 6950 finished with value: 0.9972080604589934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:25:03,512] Trial 6951 finished with value: 0.9867335352537601 and parameters: {'classifier': 'SVC', 'svc_c': 174084507.80209997, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:25:06,278] Trial 6952 finished with value: 0.9968320887320536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 19, 'rf_n_estimators': 69}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:25:08,087] Trial 6953 finished with value: 0.9954930083672434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:25:09,914] Trial 6954 finished with value: 0.997403533120277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:25:13,635] Trial 6955 finished with value: 0.9974495612744892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:25:16,102] Trial 6956 finished with value: 0.9975888763744881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:25:17,521] Trial 6957 finished with value: 0.9971479885028908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:25:20,680] Trial 6958 finished with value: 0.9976206106320992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:25:23,913] Trial 6959 finished with value: 0.9974126206670609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:25:25,873] Trial 6960 finished with value: 0.9974512451609079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:25:28,319] Trial 6961 finished with value: 0.9974095833810538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:25:30,605] Trial 6962 finished with value: 0.9973309932128657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:25:33,654] Trial 6963 finished with value: 0.9974136658915675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:25:42,976] Trial 6964 finished with value: 0.9967625973776068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 42, 'rf_n_estimators': 109}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:25:45,323] Trial 6965 finished with value: 0.9975022440427125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:25:49,441] Trial 6966 finished with value: 0.9974548182462688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:25:52,101] Trial 6967 finished with value: 0.9975995361854703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:25:53,400] Trial 6968 finished with value: 0.996410904737289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:25:54,810] Trial 6969 finished with value: 0.9944460558266716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:25:58,192] Trial 6970 finished with value: 0.9971643212426679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:26:00,001] Trial 6971 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.0108525800601515e-06, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:26:06,396] Trial 6972 finished with value: 0.9970182791979667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 33, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:26:08,876] Trial 6973 finished with value: 0.9974394032715622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:26:11,782] Trial 6974 finished with value: 0.9975617953384429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:26:14,000] Trial 6975 finished with value: 0.997585167863476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:26:19,217] Trial 6976 finished with value: 0.9974973705283308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:26:20,055] Trial 6977 finished with value: 0.9944547985410908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 1, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:26:32,276] Trial 6978 finished with value: 0.9966759697430412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 57, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:26:33,563] Trial 6979 finished with value: 0.997175459534343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 74}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:26:37,359] Trial 6980 finished with value: 0.9971598969783665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:26:40,301] Trial 6981 finished with value: 0.9972466903482847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:26:43,050] Trial 6982 finished with value: 0.9972977631159377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 106}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:26:45,545] Trial 6983 finished with value: 0.9975160530158252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:26:47,739] Trial 6984 finished with value: 0.9973132753990687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:26:57,592] Trial 6985 finished with value: 0.9968550614864041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 41, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:27:00,224] Trial 6986 finished with value: 0.9972796996445904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:27:04,394] Trial 6987 finished with value: 0.9973522165737565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:27:05,172] Trial 6988 finished with value: 0.9928354046611462 and parameters: {'classifier': 'SVC', 'svc_c': 580.7719282326802, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:27:07,268] Trial 6989 finished with value: 0.9973505801672474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:27:10,390] Trial 6990 finished with value: 0.997318387772942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:27:12,684] Trial 6991 finished with value: 0.9971290843895884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:27:13,674] Trial 6992 finished with value: 0.9969606813069652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 103}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:27:15,965] Trial 6993 finished with value: 0.997414641959174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:27:17,615] Trial 6994 finished with value: 0.9974038532605496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:27:19,798] Trial 6995 finished with value: 0.997222378190763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:27:22,493] Trial 6996 finished with value: 0.9976816474523269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:27:24,956] Trial 6997 finished with value: 0.9972738568862525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:27:27,365] Trial 6998 finished with value: 0.9975235725512906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:27:30,677] Trial 6999 finished with value: 0.9973119845548961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:27:33,677] Trial 7000 finished with value: 0.9973321426011847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:27:35,183] Trial 7001 finished with value: 0.9964329636620698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 17, 'rf_n_estimators': 34}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:27:40,278] Trial 7002 finished with value: 0.9970935099403869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 22, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:27:42,494] Trial 7003 finished with value: 0.9972348761343941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:27:44,409] Trial 7004 finished with value: 0.9971400242558658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:27:46,927] Trial 7005 finished with value: 0.997348727022568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:27:48,960] Trial 7006 finished with value: 0.9971883970479926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:27:50,757] Trial 7007 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 8.214817036494131e-06, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:27:52,232] Trial 7008 finished with value: 0.9971688678883405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:27:54,701] Trial 7009 finished with value: 0.997666889007974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:27:56,833] Trial 7010 finished with value: 0.9972845599242648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:27:59,723] Trial 7011 finished with value: 0.9971217254161969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:28:02,866] Trial 7012 finished with value: 0.9971031587720646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:28:12,726] Trial 7013 finished with value: 0.9964559973849406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 44, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:28:13,486] Trial 7014 finished with value: 0.9882413550912746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 4, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:28:14,779] Trial 7015 finished with value: 0.9943271192879424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:28:18,857] Trial 7016 finished with value: 0.9975841049609547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:28:20,645] Trial 7017 finished with value: 0.9971041317928316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:28:36,364] Trial 7018 finished with value: 0.9962847096121695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 68, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:28:38,830] Trial 7019 finished with value: 0.9955149008584373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 23, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:28:40,777] Trial 7020 finished with value: 0.9970966655770511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 92}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:28:48,332] Trial 7021 finished with value: 0.9969640955123614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 32, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:28:49,531] Trial 7022 finished with value: 0.9973426908534222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 65}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:29:03,869] Trial 7023 finished with value: 0.9965911723701238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 60, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:29:06,293] Trial 7024 finished with value: 0.997392926787669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:29:10,569] Trial 7025 finished with value: 0.997252216997064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:29:12,399] Trial 7026 finished with value: 0.9852053993786534 and parameters: {'classifier': 'SVC', 'svc_c': 0.00010802280775188117, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:29:13,609] Trial 7027 finished with value: 0.987716402072023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 3, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:29:16,584] Trial 7028 finished with value: 0.9971987633150685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:29:19,402] Trial 7029 finished with value: 0.9974684084499855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:29:21,761] Trial 7030 finished with value: 0.9973725622862922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:29:24,029] Trial 7031 finished with value: 0.9972292953090066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:29:38,944] Trial 7032 finished with value: 0.9963993095466979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 67, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:29:42,865] Trial 7033 finished with value: 0.9974495769530155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 106}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:29:43,976] Trial 7034 finished with value: 0.9973368949719736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:29:45,104] Trial 7035 finished with value: 0.9969976593968624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 3, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:29:47,002] Trial 7036 finished with value: 0.996465886726481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:29:49,027] Trial 7037 finished with value: 0.9974013984286204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:29:50,854] Trial 7038 finished with value: 0.9970669873010859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:29:54,129] Trial 7039 finished with value: 0.9973828042677223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:30:10,125] Trial 7040 finished with value: 0.996397391815377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 70, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:30:21,514] Trial 7041 finished with value: 0.9963918856375478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 52, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:30:24,142] Trial 7042 finished with value: 0.9974812841064535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:30:26,395] Trial 7043 finished with value: 0.9972355270471384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:30:31,313] Trial 7044 finished with value: 0.9971720172091607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 20, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:30:33,170] Trial 7045 finished with value: 0.9852386664819814 and parameters: {'classifier': 'SVC', 'svc_c': 0.0007519299917120205, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:30:35,809] Trial 7046 finished with value: 0.9975163945474476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:30:39,059] Trial 7047 finished with value: 0.9956647224435873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 28, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:30:39,981] Trial 7048 finished with value: 0.9967981266320276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 1, 'rf_n_estimators': 96}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:30:40,501] Trial 7049 finished with value: 0.9933256078455083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 5}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:30:44,184] Trial 7050 finished with value: 0.9974692220829815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:30:49,593] Trial 7051 finished with value: 0.9923929229435734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 68, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:30:51,799] Trial 7052 finished with value: 0.9977129643247166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:30:54,207] Trial 7053 finished with value: 0.9976473982511899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:30:56,213] Trial 7054 finished with value: 0.9975188196726953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 89}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:31:00,030] Trial 7055 finished with value: 0.9973168397565052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:31:07,805] Trial 7056 finished with value: 0.9967625631641424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 40, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:31:09,244] Trial 7057 finished with value: 0.996731421389788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:31:11,978] Trial 7058 finished with value: 0.9974225051844391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:31:15,096] Trial 7059 finished with value: 0.997362120673424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:31:26,512] Trial 7060 finished with value: 0.9968521378221059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 49, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:31:29,241] Trial 7061 finished with value: 0.9973701361454314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:31:42,027] Trial 7062 finished with value: 0.9967117008822917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 56, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:31:43,438] Trial 7063 finished with value: 0.9972938703663727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 6, 'rf_n_estimators': 78}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:31:44,930] Trial 7064 finished with value: 0.9867061793356982 and parameters: {'classifier': 'SVC', 'svc_c': 5845003.445847569, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:31:46,935] Trial 7065 finished with value: 0.9960546673555734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:31:50,819] Trial 7066 finished with value: 0.997480262812329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 17, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:32:00,936] Trial 7067 finished with value: 0.996684662216353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 41, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:32:02,834] Trial 7068 finished with value: 0.9973758279582813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:32:05,316] Trial 7069 finished with value: 0.997659864266486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:32:08,077] Trial 7070 finished with value: 0.9974424304966524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:32:10,262] Trial 7071 finished with value: 0.9975404879038351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:32:13,169] Trial 7072 finished with value: 0.9972457544608689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 108}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:32:15,251] Trial 7073 finished with value: 0.9976091087192183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:32:16,285] Trial 7074 finished with value: 0.9963452021272842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:32:17,870] Trial 7075 finished with value: 0.9971682287820975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 85}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:32:19,108] Trial 7076 finished with value: 0.9971727133801611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:32:24,421] Trial 7077 finished with value: 0.997002429286976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 26, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:32:41,355] Trial 7078 finished with value: 0.9956400897014624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 74, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:32:44,428] Trial 7079 finished with value: 0.9973609780452793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:32:46,615] Trial 7080 finished with value: 0.9972111536037174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:32:48,712] Trial 7081 finished with value: 0.9969610290909553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:32:49,454] Trial 7082 finished with value: 0.992676648981995 and parameters: {'classifier': 'SVC', 'svc_c': 63.729503391429795, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:32:53,345] Trial 7083 finished with value: 0.9974730020042853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 105}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:32:56,734] Trial 7084 finished with value: 0.9972070386253246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:32:58,767] Trial 7085 finished with value: 0.997251994736498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:33:03,576] Trial 7086 finished with value: 0.9973932672719402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 23, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:33:04,400] Trial 7087 finished with value: 0.9970615162253824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 1, 'rf_n_estimators': 71}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:33:14,921] Trial 7088 finished with value: 0.9962846245545776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 64, 'rf_n_estimators': 99}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:33:16,710] Trial 7089 finished with value: 0.9975333509688443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:33:20,653] Trial 7090 finished with value: 0.9974958492669499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:33:26,748] Trial 7091 finished with value: 0.9968256291792219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 26, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:33:28,806] Trial 7092 finished with value: 0.9973893693173586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:33:32,581] Trial 7093 finished with value: 0.9974393315121534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:33:35,689] Trial 7094 finished with value: 0.9975241657327812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:33:38,642] Trial 7095 finished with value: 0.9973385959333866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:33:40,220] Trial 7096 finished with value: 0.9974872172860899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:33:42,604] Trial 7097 finished with value: 0.9975734823785382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:33:46,308] Trial 7098 finished with value: 0.9972444284828329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:33:47,124] Trial 7099 finished with value: 0.9966632606788495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 20}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:33:49,451] Trial 7100 finished with value: 0.9971793105485595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:33:52,197] Trial 7101 finished with value: 0.9973176809380048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:33:59,016] Trial 7102 finished with value: 0.9966561742071316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 29, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:34:00,605] Trial 7103 finished with value: 0.9866100072554329 and parameters: {'classifier': 'SVC', 'svc_c': 44851422.42679317, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:34:03,274] Trial 7104 finished with value: 0.9973469042510663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:34:05,499] Trial 7105 finished with value: 0.9972591971150541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:34:07,534] Trial 7106 finished with value: 0.9955476641859603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 18, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:34:20,130] Trial 7107 finished with value: 0.9965623545088302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 53, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:34:22,050] Trial 7108 finished with value: 0.9969893952900876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:34:24,480] Trial 7109 finished with value: 0.9975065494802883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:34:27,646] Trial 7110 finished with value: 0.9967585177235044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:34:28,615] Trial 7111 finished with value: 0.9906827463974311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 102}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:34:31,235] Trial 7112 finished with value: 0.9971637223483537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:34:34,922] Trial 7113 finished with value: 0.9968176055823103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 16, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:34:38,191] Trial 7114 finished with value: 0.9974966991446362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:34:40,932] Trial 7115 finished with value: 0.9973295921746784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:34:43,232] Trial 7116 finished with value: 0.9971809826284769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:34:45,030] Trial 7117 finished with value: 0.9973845162421893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:34:47,603] Trial 7118 finished with value: 0.9970315345350218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:34:48,423] Trial 7119 finished with value: 0.9953350178255653 and parameters: {'classifier': 'SVC', 'svc_c': 3587.5103595506644, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:34:50,464] Trial 7120 finished with value: 0.9975747858543981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:34:53,232] Trial 7121 finished with value: 0.9973806553257454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:34:59,613] Trial 7122 finished with value: 0.9972087960167367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 27, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:35:02,129] Trial 7123 finished with value: 0.9974189496501412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:35:06,904] Trial 7124 finished with value: 0.997287783987857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 108}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:35:14,347] Trial 7125 finished with value: 0.9970173886957591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 36, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:35:16,619] Trial 7126 finished with value: 0.9974076058237772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:35:18,317] Trial 7127 finished with value: 0.9972861272690872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:35:20,751] Trial 7128 finished with value: 0.9971701081422886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:35:22,325] Trial 7129 finished with value: 0.9938372166933019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:35:25,068] Trial 7130 finished with value: 0.9974727825049174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:35:28,279] Trial 7131 finished with value: 0.9973940438985359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:35:30,476] Trial 7132 finished with value: 0.9977077943465414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:35:37,947] Trial 7133 finished with value: 0.9972694013601123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 33, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:35:41,517] Trial 7134 finished with value: 0.9971633263862202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:35:43,490] Trial 7135 finished with value: 0.9962676093545763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:35:45,994] Trial 7136 finished with value: 0.9975058277285345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:36:03,630] Trial 7137 finished with value: 0.996760539904279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 72, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:36:05,490] Trial 7138 finished with value: 0.9852053175900658 and parameters: {'classifier': 'SVC', 'svc_c': 1.4782091246053206e-07, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:36:09,324] Trial 7139 finished with value: 0.9972176773940739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:36:11,296] Trial 7140 finished with value: 0.9972312679786454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:36:12,442] Trial 7141 finished with value: 0.9969325107402947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 27}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:36:15,445] Trial 7142 finished with value: 0.997677654125333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:36:16,987] Trial 7143 finished with value: 0.9972338005684479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:36:18,982] Trial 7144 finished with value: 0.9966831098835606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:36:22,473] Trial 7145 finished with value: 0.9971135903557541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:36:25,307] Trial 7146 finished with value: 0.9974759808925425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:36:27,683] Trial 7147 finished with value: 0.9975710665524974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:36:29,418] Trial 7148 finished with value: 0.997347032313523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:36:31,496] Trial 7149 finished with value: 0.9973671070795426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:36:35,621] Trial 7150 finished with value: 0.9971085087993888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:36:37,642] Trial 7151 finished with value: 0.997579760771394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:36:52,851] Trial 7152 finished with value: 0.9966199934052081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 64, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:37:06,183] Trial 7153 finished with value: 0.9964131683800636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 62, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:37:08,353] Trial 7154 finished with value: 0.997103590439344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:37:23,839] Trial 7155 finished with value: 0.9962930753754619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 66, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:37:26,559] Trial 7156 finished with value: 0.997287335023418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:37:28,417] Trial 7157 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 8.646994648680154e-09, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:37:30,942] Trial 7158 finished with value: 0.9970195834990122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:37:40,601] Trial 7159 finished with value: 0.9967863059436041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 44, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:37:43,036] Trial 7160 finished with value: 0.9974457103237485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:37:47,201] Trial 7161 finished with value: 0.9970411250006875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 24, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:37:50,313] Trial 7162 finished with value: 0.9976833094713271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:37:53,156] Trial 7163 finished with value: 0.9971535215944654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:37:56,887] Trial 7164 finished with value: 0.9973601155676436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:38:00,602] Trial 7165 finished with value: 0.9974307065136329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:38:03,484] Trial 7166 finished with value: 0.9974286725898326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:38:05,627] Trial 7167 finished with value: 0.9974121809383528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:38:06,674] Trial 7168 finished with value: 0.9936548988868582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:38:09,195] Trial 7169 finished with value: 0.9975438927148107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:38:11,239] Trial 7170 finished with value: 0.9973158157011827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:38:14,238] Trial 7171 finished with value: 0.997262546543381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:38:16,065] Trial 7172 finished with value: 0.9972912797596756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:38:19,068] Trial 7173 finished with value: 0.99720493135522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:38:20,707] Trial 7174 finished with value: 0.996989021639703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:38:22,530] Trial 7175 finished with value: 0.985402209062765 and parameters: {'classifier': 'SVC', 'svc_c': 0.14148957830712533, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:38:27,862] Trial 7176 finished with value: 0.9968939221420209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 23, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:38:28,953] Trial 7177 finished with value: 0.996876822360496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:38:31,280] Trial 7178 finished with value: 0.997518132039192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:38:33,393] Trial 7179 finished with value: 0.9973574536458684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:38:34,935] Trial 7180 finished with value: 0.9898624724030706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:38:41,010] Trial 7181 finished with value: 0.9970849937076754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 28, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:38:42,309] Trial 7182 finished with value: 0.9971174560963597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:38:46,741] Trial 7183 finished with value: 0.9972447770285329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:38:49,646] Trial 7184 finished with value: 0.9974334546990408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:39:01,113] Trial 7185 finished with value: 0.9968976736578976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 56, 'rf_n_estimators': 109}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:39:05,838] Trial 7186 finished with value: 0.9972107120024729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 18, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:39:08,928] Trial 7187 finished with value: 0.9974501802271606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:39:10,865] Trial 7188 finished with value: 0.9966131147215704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:39:13,305] Trial 7189 finished with value: 0.9975977833960544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:39:21,128] Trial 7190 finished with value: 0.9967290901770084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 39, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:39:23,688] Trial 7191 finished with value: 0.9975333071387942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:39:25,829] Trial 7192 finished with value: 0.9972396913779776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:39:27,108] Trial 7193 finished with value: 0.9968714381197072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 47}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:43:58,383] Trial 7194 finished with value: 0.9896107859091924 and parameters: {'classifier': 'SVC', 'svc_c': 4648020296.447234, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:44:00,347] Trial 7195 finished with value: 0.9962134206861194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:44:03,285] Trial 7196 finished with value: 0.9974733867629378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:44:07,512] Trial 7197 finished with value: 0.9975000824373103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:44:09,627] Trial 7198 finished with value: 0.9973239102957935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:44:10,582] Trial 7199 finished with value: 0.9961660928963343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 30}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:44:11,720] Trial 7200 finished with value: 0.9956114804216966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 14, 'rf_n_estimators': 62}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:44:12,968] Trial 7201 finished with value: 0.9974433044316725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 56}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:44:15,533] Trial 7202 finished with value: 0.9972007079918729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:44:18,892] Trial 7203 finished with value: 0.9972780992923441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:44:23,474] Trial 7204 finished with value: 0.9975026082034626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 20, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:44:26,408] Trial 7205 finished with value: 0.9976567626160028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:44:28,028] Trial 7206 finished with value: 0.9973437323328559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:44:30,249] Trial 7207 finished with value: 0.9973308976500265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:44:34,094] Trial 7208 finished with value: 0.9972544155771285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:44:35,511] Trial 7209 finished with value: 0.9972197682239422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:44:36,678] Trial 7210 finished with value: 0.9967826809032886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 6, 'rf_n_estimators': 59}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:44:43,276] Trial 7211 finished with value: 0.9969663543627117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 31, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:44:46,511] Trial 7212 finished with value: 0.9972783742060987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:44:49,890] Trial 7213 finished with value: 0.9974985641910307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:44:51,288] Trial 7214 finished with value: 0.9908590695479119 and parameters: {'classifier': 'SVC', 'svc_c': 21.013817594073295, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:44:57,221] Trial 7215 finished with value: 0.9971698550007385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 27, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:44:59,850] Trial 7216 finished with value: 0.9971169985626857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:45:01,964] Trial 7217 finished with value: 0.9973585322903915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:45:04,538] Trial 7218 finished with value: 0.9975158509088304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:45:06,553] Trial 7219 finished with value: 0.997438824689509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 86}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:45:09,054] Trial 7220 finished with value: 0.9974906993788699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:45:11,722] Trial 7221 finished with value: 0.9974751388858575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:45:13,981] Trial 7222 finished with value: 0.997158736735683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:45:16,849] Trial 7223 finished with value: 0.9971827257378308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:45:18,543] Trial 7224 finished with value: 0.9973522620859159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:45:34,488] Trial 7225 finished with value: 0.9961469186299633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 63, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:45:36,720] Trial 7226 finished with value: 0.9975374702635929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:45:38,693] Trial 7227 finished with value: 0.9975601867343405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:45:46,365] Trial 7228 finished with value: 0.9971375510476883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 36, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:45:49,467] Trial 7229 finished with value: 0.997652102126456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:45:51,952] Trial 7230 finished with value: 0.997303728192171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 80}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:48:02,307] Trial 7231 finished with value: 0.9904708872640932 and parameters: {'classifier': 'SVC', 'svc_c': 440182070.2512913, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:48:04,561] Trial 7232 finished with value: 0.9974420868703282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:48:05,716] Trial 7233 finished with value: 0.9973034281102559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 2, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:48:08,158] Trial 7234 finished with value: 0.997507587532028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:48:12,002] Trial 7235 finished with value: 0.9970628504235367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:48:23,027] Trial 7236 finished with value: 0.9966613066076245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 54, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:48:25,114] Trial 7237 finished with value: 0.9973563595132461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:48:27,814] Trial 7238 finished with value: 0.9973521370385606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:48:29,632] Trial 7239 finished with value: 0.9977189381288746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:48:30,851] Trial 7240 finished with value: 0.9972914562541789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 74}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:48:35,514] Trial 7241 finished with value: 0.9972622266887495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 22, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:48:37,289] Trial 7242 finished with value: 0.9913425407412447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:48:40,425] Trial 7243 finished with value: 0.9972903540918661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:48:41,351] Trial 7244 finished with value: 0.9970817565045893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 1, 'rf_n_estimators': 94}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:48:43,302] Trial 7245 finished with value: 0.9973136264520633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:48:44,769] Trial 7246 finished with value: 0.997529951616789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 104}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:48:47,676] Trial 7247 finished with value: 0.9973164338604065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:48:56,422] Trial 7248 finished with value: 0.9966558067139011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 39, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:49:00,501] Trial 7249 finished with value: 0.9973818096651782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:49:01,375] Trial 7250 finished with value: 0.9923414623386911 and parameters: {'classifier': 'SVC', 'svc_c': 193.8340749389735, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:49:03,249] Trial 7251 finished with value: 0.9961859750449932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:49:04,642] Trial 7252 finished with value: 0.9955053746620344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 13, 'rf_n_estimators': 91}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:49:22,280] Trial 7253 finished with value: 0.9959194132160488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 74, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:49:32,398] Trial 7254 finished with value: 0.996804470976255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 44, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:49:34,351] Trial 7255 finished with value: 0.997469635596178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:49:37,622] Trial 7256 finished with value: 0.9973960812500303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:49:38,624] Trial 7257 finished with value: 0.9937445716149558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 83}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:49:41,882] Trial 7258 finished with value: 0.9974203048270521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:49:43,547] Trial 7259 finished with value: 0.9972566212664837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:49:51,354] Trial 7260 finished with value: 0.9969440369644126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 35, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:49:53,881] Trial 7261 finished with value: 0.9973363166755617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 97}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:49:54,869] Trial 7262 finished with value: 0.9956546232827407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 3, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:49:58,811] Trial 7263 finished with value: 0.9973891090665171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 109}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:50:05,132] Trial 7264 finished with value: 0.997027063742948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 25, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:50:08,870] Trial 7265 finished with value: 0.9969982800316429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:50:14,517] Trial 7266 finished with value: 0.9967144318022778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 26, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:50:15,920] Trial 7267 finished with value: 0.9973798049085149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:50:17,702] Trial 7268 finished with value: 0.9974380545691842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:50:19,993] Trial 7269 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 4.6448094113272945e-08, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:50:22,455] Trial 7270 finished with value: 0.9974646675028321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:50:23,900] Trial 7271 finished with value: 0.9955565734291799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:50:37,778] Trial 7272 finished with value: 0.9967353069983237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 64, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:50:40,100] Trial 7273 finished with value: 0.9971159233141186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:50:51,178] Trial 7274 finished with value: 0.9967843259107707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 49, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:50:54,740] Trial 7275 finished with value: 0.9972433173069545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:50:57,554] Trial 7276 finished with value: 0.9973614292948475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:50:59,777] Trial 7277 finished with value: 0.9977603120776456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:51:02,613] Trial 7278 finished with value: 0.9973578141567593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:51:04,842] Trial 7279 finished with value: 0.9974873898450927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:51:07,367] Trial 7280 finished with value: 0.9975145865658107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:51:13,200] Trial 7281 finished with value: 0.9969616157344371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 24, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:51:17,364] Trial 7282 finished with value: 0.9975134275926436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:51:19,997] Trial 7283 finished with value: 0.9972204718216129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:51:22,456] Trial 7284 finished with value: 0.9971477886810254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:51:23,621] Trial 7285 finished with value: 0.9969637294790745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:51:27,728] Trial 7286 finished with value: 0.9973171432661143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:51:35,219] Trial 7287 finished with value: 0.9969484905545406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 33, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:51:36,818] Trial 7288 finished with value: 0.9975665252387932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:51:38,217] Trial 7289 finished with value: 0.9863126408356631 and parameters: {'classifier': 'SVC', 'svc_c': 0.9340888924666947, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:51:39,862] Trial 7290 finished with value: 0.997452789971816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:51:43,237] Trial 7291 finished with value: 0.9974242413114537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:51:45,511] Trial 7292 finished with value: 0.9974876028064519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:51:48,365] Trial 7293 finished with value: 0.9973291173438447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:51:51,095] Trial 7294 finished with value: 0.9975787584248003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:52:00,403] Trial 7295 finished with value: 0.996613696572628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 44, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:52:01,674] Trial 7296 finished with value: 0.9971032655383852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:52:04,004] Trial 7297 finished with value: 0.9975406406901218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:52:09,115] Trial 7298 finished with value: 0.9973566020225971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:52:22,319] Trial 7299 finished with value: 0.9959169581936923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 54, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:52:24,376] Trial 7300 finished with value: 0.997563426952528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:52:28,304] Trial 7301 finished with value: 0.997230696696311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:52:29,911] Trial 7302 finished with value: 0.9969723239139899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:52:32,378] Trial 7303 finished with value: 0.997627330086655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:52:34,825] Trial 7304 finished with value: 0.9977342374823843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:52:37,195] Trial 7305 finished with value: 0.9967464450995714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:52:38,159] Trial 7306 finished with value: 0.9892657482637405 and parameters: {'classifier': 'SVC', 'svc_c': 3.2075760366596486, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:52:41,092] Trial 7307 finished with value: 0.9977242838398436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:52:45,231] Trial 7308 finished with value: 0.9974623608869306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:52:47,347] Trial 7309 finished with value: 0.9975866541496828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:52:49,590] Trial 7310 finished with value: 0.9973748196132229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:52:50,894] Trial 7311 finished with value: 0.9938637195281488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:52:53,101] Trial 7312 finished with value: 0.9974181595031967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:52:57,150] Trial 7313 finished with value: 0.9973183406421494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:52:59,661] Trial 7314 finished with value: 0.9972867908769945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:53:04,008] Trial 7315 finished with value: 0.9973986985165699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:53:06,933] Trial 7316 finished with value: 0.9975364580147721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:53:08,715] Trial 7317 finished with value: 0.9973727610290687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:53:10,405] Trial 7318 finished with value: 0.9975430374734181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:53:14,441] Trial 7319 finished with value: 0.9962575788110857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 25, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:53:17,480] Trial 7320 finished with value: 0.9975236840465594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:53:20,108] Trial 7321 finished with value: 0.9974658346961172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:53:26,775] Trial 7322 finished with value: 0.9972589153141737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 29, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:53:30,868] Trial 7323 finished with value: 0.9974465571863335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:53:34,542] Trial 7324 finished with value: 0.9974892952938434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:53:35,789] Trial 7325 finished with value: 0.9867840039220823 and parameters: {'classifier': 'SVC', 'svc_c': 1324896.6062223592, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:53:36,812] Trial 7326 finished with value: 0.989636389133052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:53:38,005] Trial 7327 finished with value: 0.9970351058747978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:53:50,686] Trial 7328 finished with value: 0.9966734304248023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 54, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:53:52,795] Trial 7329 finished with value: 0.9973945890923107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:53:54,820] Trial 7330 finished with value: 0.9962950967627887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:53:57,711] Trial 7331 finished with value: 0.9971426436805831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:54:00,219] Trial 7332 finished with value: 0.9974755968003864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:54:02,094] Trial 7333 finished with value: 0.9974123475623671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:54:09,673] Trial 7334 finished with value: 0.9972282157758219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 31, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:54:16,365] Trial 7335 finished with value: 0.9966155462896135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 38, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:54:18,654] Trial 7336 finished with value: 0.9973941661529556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:54:21,287] Trial 7337 finished with value: 0.9968537981589973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:54:24,312] Trial 7338 finished with value: 0.9971268462958293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:54:26,885] Trial 7339 finished with value: 0.9973239288624693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:54:29,681] Trial 7340 finished with value: 0.9968020496278185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:54:39,916] Trial 7341 finished with value: 0.9965948501905793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 41, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:54:42,322] Trial 7342 finished with value: 0.9973673725988763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:54:47,319] Trial 7343 finished with value: 0.9970751035092116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 20, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:54:48,550] Trial 7344 finished with value: 0.9963758422522732 and parameters: {'classifier': 'SVC', 'svc_c': 57784.44388995735, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:54:50,417] Trial 7345 finished with value: 0.9974365204856888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:54:54,090] Trial 7346 finished with value: 0.9976724685321071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:54:56,602] Trial 7347 finished with value: 0.9973169803871732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:54:58,293] Trial 7348 finished with value: 0.996857819288398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:55:01,054] Trial 7349 finished with value: 0.997589827210458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:55:03,467] Trial 7350 finished with value: 0.9974330933629642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:55:07,072] Trial 7351 finished with value: 0.9974284366184906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:55:09,577] Trial 7352 finished with value: 0.9972930342629384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:55:11,020] Trial 7353 finished with value: 0.9942014508851355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:55:12,389] Trial 7354 finished with value: 0.9954727831952804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:55:14,660] Trial 7355 finished with value: 0.9973757322050144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:55:21,143] Trial 7356 finished with value: 0.9973271285196109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 28, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:55:24,491] Trial 7357 finished with value: 0.9975380265656351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:55:29,691] Trial 7358 finished with value: 0.9973106958371633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:55:32,358] Trial 7359 finished with value: 0.9973984533094967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:55:35,739] Trial 7360 finished with value: 0.9975452044742644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:55:39,969] Trial 7361 finished with value: 0.997166497161866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:55:43,141] Trial 7362 finished with value: 0.9973718299975531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:55:45,282] Trial 7363 finished with value: 0.9867325520133865 and parameters: {'classifier': 'SVC', 'svc_c': 2355147143.6526775, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:55:46,664] Trial 7364 finished with value: 0.9961331738626371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:55:49,206] Trial 7365 finished with value: 0.9973691090750076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:55:51,071] Trial 7366 finished with value: 0.9971652769345375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:55:53,984] Trial 7367 finished with value: 0.9976924074598826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:55:56,138] Trial 7368 finished with value: 0.9973319765484528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:55:58,275] Trial 7369 finished with value: 0.9974598715241584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:56:00,890] Trial 7370 finished with value: 0.9971800035775072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:56:04,099] Trial 7371 finished with value: 0.9972870664255072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:56:07,136] Trial 7372 finished with value: 0.9974393510309665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:56:09,397] Trial 7373 finished with value: 0.9974401975444344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:56:12,292] Trial 7374 finished with value: 0.9977093191308298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:56:14,184] Trial 7375 finished with value: 0.99750821102322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:56:15,472] Trial 7376 finished with value: 0.9972295395639427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:56:17,548] Trial 7377 finished with value: 0.9973628913015552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:56:26,120] Trial 7378 finished with value: 0.9969138972827487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 38, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:56:27,703] Trial 7379 finished with value: 0.9966421352611411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:56:34,145] Trial 7380 finished with value: 0.9957363867973452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 44, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:56:35,961] Trial 7381 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 3.293610067717509e-06, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:56:38,817] Trial 7382 finished with value: 0.9973004931472625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:56:41,212] Trial 7383 finished with value: 0.9976727535385163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:56:42,297] Trial 7384 finished with value: 0.9901216846530442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:56:46,303] Trial 7385 finished with value: 0.9966737107974769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 18, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:56:48,919] Trial 7386 finished with value: 0.9975602562403582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:56:52,093] Trial 7387 finished with value: 0.9972146876831901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:56:54,802] Trial 7388 finished with value: 0.9972874761618926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:57:01,812] Trial 7389 finished with value: 0.9971556796452218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 31, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:57:04,563] Trial 7390 finished with value: 0.9973117767668159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:57:21,148] Trial 7391 finished with value: 0.9958521822988478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 74, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:57:23,218] Trial 7392 finished with value: 0.9974366447078585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:57:27,236] Trial 7393 finished with value: 0.9976585735175272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:57:28,247] Trial 7394 finished with value: 0.9970098906785948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 36}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:57:29,693] Trial 7395 finished with value: 0.9972726748713647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:57:31,983] Trial 7396 finished with value: 0.9974439462673753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:57:34,939] Trial 7397 finished with value: 0.9976200345256028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:57:38,333] Trial 7398 finished with value: 0.9971685960531628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:57:47,857] Trial 7399 finished with value: 0.9963846429835872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 52, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:57:59,007] Trial 7400 finished with value: 0.9969306432500811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 49, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:58:01,850] Trial 7401 finished with value: 0.9974302160994867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 51}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:58:04,169] Trial 7402 finished with value: 0.9974892591126291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:58:05,503] Trial 7403 finished with value: 0.9867407451542002 and parameters: {'classifier': 'SVC', 'svc_c': 14534684.945867924, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:58:08,456] Trial 7404 finished with value: 0.997487230203418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:58:13,435] Trial 7405 finished with value: 0.9970806029903424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 23, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:58:15,181] Trial 7406 finished with value: 0.9962345955832256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:58:17,874] Trial 7407 finished with value: 0.9974852755926485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 77}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:58:20,240] Trial 7408 finished with value: 0.9973274027351314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:58:26,189] Trial 7409 finished with value: 0.9971298527643282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 25, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:58:28,283] Trial 7410 finished with value: 0.9974553508083561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:58:29,847] Trial 7411 finished with value: 0.9964902827355542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:58:31,965] Trial 7412 finished with value: 0.9973782491162906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:58:35,635] Trial 7413 finished with value: 0.997003109811188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:58:38,457] Trial 7414 finished with value: 0.9974719286917306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:58:51,236] Trial 7415 finished with value: 0.997219262702552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 51, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:58:53,758] Trial 7416 finished with value: 0.9972037269968451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:58:56,895] Trial 7417 finished with value: 0.9973191390409498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:58:57,712] Trial 7418 finished with value: 0.9970079543171222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 65}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:58:59,479] Trial 7419 finished with value: 0.9851332927571549 and parameters: {'classifier': 'SVC', 'svc_c': 0.00041655275762770503, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:59:03,343] Trial 7420 finished with value: 0.9972035270480282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 18, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:59:06,409] Trial 7421 finished with value: 0.997282466079295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:59:08,232] Trial 7422 finished with value: 0.9972715619499013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:59:12,222] Trial 7423 finished with value: 0.9973609224087273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:59:14,248] Trial 7424 finished with value: 0.9975409982811252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:59:25,021] Trial 7425 finished with value: 0.9968607848467341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 48, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:59:26,539] Trial 7426 finished with value: 0.9971288928830546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:59:36,750] Trial 7427 finished with value: 0.9966001069084557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 42, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:59:39,569] Trial 7428 finished with value: 0.9973440338429768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:59:42,105] Trial 7429 finished with value: 0.9975654602733082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:59:44,976] Trial 7430 finished with value: 0.9968523327245958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:59:46,954] Trial 7431 finished with value: 0.9971121505338436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 89}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:59:48,109] Trial 7432 finished with value: 0.9938710875151059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:59:51,578] Trial 7433 finished with value: 0.9973804805768269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:59:53,642] Trial 7434 finished with value: 0.9975601056122492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 68}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:59:56,612] Trial 7435 finished with value: 0.9973687463424632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-08 23:59:59,753] Trial 7436 finished with value: 0.997244820890321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:00:01,647] Trial 7437 finished with value: 0.9852063832220469 and parameters: {'classifier': 'SVC', 'svc_c': 4.3966232132732576e-10, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:00:03,978] Trial 7438 finished with value: 0.9972595821910853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:00:06,586] Trial 7439 finished with value: 0.9973635124758803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:00:07,640] Trial 7440 finished with value: 0.9967157822185029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:00:10,301] Trial 7441 finished with value: 0.9971867575946441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:00:12,726] Trial 7442 finished with value: 0.9973997170177585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:00:16,343] Trial 7443 finished with value: 0.9966585675627341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 17, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:00:18,557] Trial 7444 finished with value: 0.9973374930728399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:00:22,529] Trial 7445 finished with value: 0.9975170688192918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:00:25,859] Trial 7446 finished with value: 0.9973883355819743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:00:27,773] Trial 7447 finished with value: 0.9970295862083581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:00:31,030] Trial 7448 finished with value: 0.9972747652251645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:00:33,168] Trial 7449 finished with value: 0.9972098538411928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:00:35,021] Trial 7450 finished with value: 0.9944226205875332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:00:36,771] Trial 7451 finished with value: 0.9974223703935463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:00:38,269] Trial 7452 finished with value: 0.9954564367129892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:00:39,899] Trial 7453 finished with value: 0.9968066572420113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:00:41,751] Trial 7454 finished with value: 0.9973494325562512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:00:46,582] Trial 7455 finished with value: 0.9966495822754879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 19, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:00:47,322] Trial 7456 finished with value: 0.9950438210011044 and parameters: {'classifier': 'SVC', 'svc_c': 1248.7380465411147, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:00:58,363] Trial 7457 finished with value: 0.9968494756781653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 47, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:01:01,487] Trial 7458 finished with value: 0.9976826170771379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:01:02,762] Trial 7459 finished with value: 0.9969183978449796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:01:17,335] Trial 7460 finished with value: 0.9961992707844045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 62, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:01:20,223] Trial 7461 finished with value: 0.9974077462322799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:01:22,315] Trial 7462 finished with value: 0.9972701326649762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:01:26,972] Trial 7463 finished with value: 0.9968953956378511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 33, 'rf_n_estimators': 71}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:01:29,855] Trial 7464 finished with value: 0.9974392698453992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:01:37,516] Trial 7465 finished with value: 0.996408699524002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 33, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:01:40,457] Trial 7466 finished with value: 0.9974952525625514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:01:42,572] Trial 7467 finished with value: 0.997550580463197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:01:48,862] Trial 7468 finished with value: 0.9968140587124609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 31, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:01:52,307] Trial 7469 finished with value: 0.9973782342629499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:01:53,909] Trial 7470 finished with value: 0.9915190696485796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 21, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:01:57,215] Trial 7471 finished with value: 0.9972982904412704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:02:01,661] Trial 7472 finished with value: 0.9972251957552366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 17, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:02:02,421] Trial 7473 finished with value: 0.9959644784738862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 16}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:02:04,481] Trial 7474 finished with value: 0.99741811030944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:02:05,466] Trial 7475 finished with value: 0.990131326502382 and parameters: {'classifier': 'SVC', 'svc_c': 14126.207155099208, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:02:08,584] Trial 7476 finished with value: 0.9971748752712043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:02:11,393] Trial 7477 finished with value: 0.9974523835044352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:02:14,258] Trial 7478 finished with value: 0.9974433485156261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:02:20,403] Trial 7479 finished with value: 0.9971044684368163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 28, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:02:21,856] Trial 7480 finished with value: 0.9975613120653257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 99}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:02:22,682] Trial 7481 finished with value: 0.9970813235995314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 39}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:02:25,961] Trial 7482 finished with value: 0.9972207480683596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:02:39,960] Trial 7483 finished with value: 0.9961691406241128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 59, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:02:42,212] Trial 7484 finished with value: 0.9973474215472202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:02:44,108] Trial 7485 finished with value: 0.9973946146413261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:02:48,154] Trial 7486 finished with value: 0.9969422168271572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:02:50,681] Trial 7487 finished with value: 0.9976588005070415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:02:53,267] Trial 7488 finished with value: 0.9973838366383765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:02:55,758] Trial 7489 finished with value: 0.9953864875709648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 23, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:02:58,137] Trial 7490 finished with value: 0.9973525231936806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:03:00,761] Trial 7491 finished with value: 0.9973098037797979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:03:02,201] Trial 7492 finished with value: 0.9971083809590975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:03:03,704] Trial 7493 finished with value: 0.9902666761730078 and parameters: {'classifier': 'SVC', 'svc_c': 5.961891706588978, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:03:07,295] Trial 7494 finished with value: 0.9974990807889507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:03:10,181] Trial 7495 finished with value: 0.9974546823445491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:03:12,208] Trial 7496 finished with value: 0.9976596151556502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:03:15,201] Trial 7497 finished with value: 0.9976498859001154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:03:18,593] Trial 7498 finished with value: 0.9969813479532211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 19, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:03:20,353] Trial 7499 finished with value: 0.9970662919235331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 3, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:03:21,422] Trial 7500 finished with value: 0.9969879795889872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:03:24,038] Trial 7501 finished with value: 0.9971884950229128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:03:26,417] Trial 7502 finished with value: 0.9975033836874938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:03:28,431] Trial 7503 finished with value: 0.9964508827894138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:03:31,203] Trial 7504 finished with value: 0.9973733540518698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:03:32,412] Trial 7505 finished with value: 0.9965988195554529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 44}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:03:34,016] Trial 7506 finished with value: 0.997426748606144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 55}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:03:35,264] Trial 7507 finished with value: 0.9970607866661032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:03:38,058] Trial 7508 finished with value: 0.9974216408342672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:03:40,088] Trial 7509 finished with value: 0.9974378881038595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 81}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:03:43,841] Trial 7510 finished with value: 0.9974898641006211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:03:45,533] Trial 7511 finished with value: 0.9966180825292752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:03:47,415] Trial 7512 finished with value: 0.9853055248596249 and parameters: {'classifier': 'SVC', 'svc_c': 0.0015623639055591882, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:03:56,085] Trial 7513 finished with value: 0.9971380690420762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 38, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:03:58,772] Trial 7514 finished with value: 0.997112215628292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 93}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:04:01,064] Trial 7515 finished with value: 0.9974603514330572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:04:13,011] Trial 7516 finished with value: 0.9967993137884567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 56, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:04:24,968] Trial 7517 finished with value: 0.9968366263958983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 50, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:04:35,136] Trial 7518 finished with value: 0.9970046610331535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 45, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:04:37,740] Trial 7519 finished with value: 0.9974472675759163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:04:41,047] Trial 7520 finished with value: 0.9973305329814696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:04:42,646] Trial 7521 finished with value: 0.9974536938991588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:04:44,975] Trial 7522 finished with value: 0.9913407111460927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 41, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:04:47,375] Trial 7523 finished with value: 0.9975497292525187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:04:49,308] Trial 7524 finished with value: 0.99541194146797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:04:52,434] Trial 7525 finished with value: 0.997252066781548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:04:54,123] Trial 7526 finished with value: 0.9971681587365359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:04:57,089] Trial 7527 finished with value: 0.9973837592613582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:04:59,334] Trial 7528 finished with value: 0.9975369327503919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:05:01,915] Trial 7529 finished with value: 0.9967678395277835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 14, 'rf_n_estimators': 86}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:05:04,644] Trial 7530 finished with value: 0.997614340205458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:05:06,541] Trial 7531 finished with value: 0.9971570677660808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:05:08,368] Trial 7532 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.9916383854563034e-07, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:05:14,309] Trial 7533 finished with value: 0.9972954726228934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 27, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:05:16,912] Trial 7534 finished with value: 0.9974273878393382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:05:21,852] Trial 7535 finished with value: 0.9974750988960941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 21, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:05:25,886] Trial 7536 finished with value: 0.9971242228403977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 17, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:05:28,705] Trial 7537 finished with value: 0.9973286223911777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:05:30,556] Trial 7538 finished with value: 0.9947738621369719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 18, 'rf_n_estimators': 125}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:05:33,039] Trial 7539 finished with value: 0.9974772460290104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:05:36,217] Trial 7540 finished with value: 0.9973103118719587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:05:43,475] Trial 7541 finished with value: 0.9968938217867573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 31, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:05:46,402] Trial 7542 finished with value: 0.9972514819471271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:05:48,418] Trial 7543 finished with value: 0.9974322443422015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:05:52,215] Trial 7544 finished with value: 0.997447030715913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:05:54,330] Trial 7545 finished with value: 0.9976069822159418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:05:57,480] Trial 7546 finished with value: 0.9972324362510195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:06:11,251] Trial 7547 finished with value: 0.9963038097070508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 59, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:06:13,493] Trial 7548 finished with value: 0.997587833689014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 101}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:06:15,384] Trial 7549 finished with value: 0.9977051536574262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:06:17,213] Trial 7550 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 3.567904255374953e-05, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:06:19,566] Trial 7551 finished with value: 0.997516147055245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:06:23,325] Trial 7552 finished with value: 0.9974734823892529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:06:28,634] Trial 7553 finished with value: 0.9968166441776171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 23, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:06:30,811] Trial 7554 finished with value: 0.9977835780902614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:06:32,739] Trial 7555 finished with value: 0.9972883066477173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:06:34,511] Trial 7556 finished with value: 0.9972338708679129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:06:36,953] Trial 7557 finished with value: 0.9973508794239768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:06:38,902] Trial 7558 finished with value: 0.9973277977768659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:06:40,872] Trial 7559 finished with value: 0.997530765249785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:06:42,995] Trial 7560 finished with value: 0.997522378475998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:06:44,987] Trial 7561 finished with value: 0.9974170141455919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:06:47,416] Trial 7562 finished with value: 0.9968334557154662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:06:49,433] Trial 7563 finished with value: 0.9973613408730374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:06:51,176] Trial 7564 finished with value: 0.9974955124960135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:06:53,334] Trial 7565 finished with value: 0.997409835411777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:06:55,479] Trial 7566 finished with value: 0.9974634850436134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:06:57,633] Trial 7567 finished with value: 0.9973669691465966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:07:00,054] Trial 7568 finished with value: 0.9977834801470787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:07:01,880] Trial 7569 finished with value: 0.9853881164162351 and parameters: {'classifier': 'SVC', 'svc_c': 0.01388636233346131, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:07:03,836] Trial 7570 finished with value: 0.9973361849632455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:07:05,932] Trial 7571 finished with value: 0.9974920120587228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:07:07,897] Trial 7572 finished with value: 0.9976491072740313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:07:10,490] Trial 7573 finished with value: 0.9976567837217113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:07:12,576] Trial 7574 finished with value: 0.9975821011246909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:07:14,474] Trial 7575 finished with value: 0.9974561314974041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:07:16,574] Trial 7576 finished with value: 0.9974326403995488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:07:18,551] Trial 7577 finished with value: 0.9974943561570929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:07:21,150] Trial 7578 finished with value: 0.9968650608632698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:07:23,059] Trial 7579 finished with value: 0.9974382718468986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:07:25,179] Trial 7580 finished with value: 0.997467912640395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:07:27,082] Trial 7581 finished with value: 0.9975536241285236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:07:29,219] Trial 7582 finished with value: 0.997390255788852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:07:43,750] Trial 7583 finished with value: 0.9964046253605581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 65, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:07:46,324] Trial 7584 finished with value: 0.9976587233521883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:07:48,477] Trial 7585 finished with value: 0.9971665726980858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:07:50,472] Trial 7586 finished with value: 0.9972642688961436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:07:52,530] Trial 7587 finished with value: 0.9975188821963731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:07:54,415] Trial 7588 finished with value: 0.9852061373802156 and parameters: {'classifier': 'SVC', 'svc_c': 1.5864736264741625e-09, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:07:56,821] Trial 7589 finished with value: 0.9974131720179894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:07:58,990] Trial 7590 finished with value: 0.9973823638090424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:08:00,861] Trial 7591 finished with value: 0.9975010834191741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:08:03,014] Trial 7592 finished with value: 0.9977400570720497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:08:04,917] Trial 7593 finished with value: 0.9976078532628124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:08:07,292] Trial 7594 finished with value: 0.997498107926873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:08:09,246] Trial 7595 finished with value: 0.9976820267837967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:08:11,126] Trial 7596 finished with value: 0.9974055525715914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:08:13,005] Trial 7597 finished with value: 0.9973856129455818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:08:14,967] Trial 7598 finished with value: 0.9975405500783959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:08:16,874] Trial 7599 finished with value: 0.997544135827182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:08:18,965] Trial 7600 finished with value: 0.9965856915508825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:08:20,893] Trial 7601 finished with value: 0.9976448823872647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:08:22,923] Trial 7602 finished with value: 0.99759827123943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:08:24,985] Trial 7603 finished with value: 0.9973675898448531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:08:27,002] Trial 7604 finished with value: 0.997532505597941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:08:29,419] Trial 7605 finished with value: 0.997470099699599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:08:31,567] Trial 7606 finished with value: 0.9975544924776717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:08:32,975] Trial 7607 finished with value: 0.9963411747455156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:08:34,884] Trial 7608 finished with value: 0.9853532113829782 and parameters: {'classifier': 'SVC', 'svc_c': 0.0037827621712053566, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:08:36,817] Trial 7609 finished with value: 0.9975799353298851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:08:39,477] Trial 7610 finished with value: 0.9975103617107819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:08:41,411] Trial 7611 finished with value: 0.9975173147880746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:08:43,421] Trial 7612 finished with value: 0.9974741344762998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:08:45,476] Trial 7613 finished with value: 0.997629300058572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:08:47,449] Trial 7614 finished with value: 0.9974993414523846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:08:49,530] Trial 7615 finished with value: 0.9974436451381092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:08:51,918] Trial 7616 finished with value: 0.9974457362853566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:08:54,082] Trial 7617 finished with value: 0.9973876653408441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:08:55,755] Trial 7618 finished with value: 0.9974513039077747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:08:57,463] Trial 7619 finished with value: 0.9970308554390156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:09:13,485] Trial 7620 finished with value: 0.9962841645136088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 71, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:09:15,159] Trial 7621 finished with value: 0.9970474873403087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:09:16,556] Trial 7622 finished with value: 0.9962889574454435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:09:17,959] Trial 7623 finished with value: 0.9968853274849399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:09:19,828] Trial 7624 finished with value: 0.9972774049304046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:09:20,847] Trial 7625 finished with value: 0.9896739512639222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:09:23,378] Trial 7626 finished with value: 0.997445710482438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:09:24,202] Trial 7627 finished with value: 0.992825572193936 and parameters: {'classifier': 'SVC', 'svc_c': 540.6070857625273, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:09:26,359] Trial 7628 finished with value: 0.9975271253561288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:09:28,140] Trial 7629 finished with value: 0.9975015367634444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:09:32,075] Trial 7630 finished with value: 0.9973908067271879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 19, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:09:34,041] Trial 7631 finished with value: 0.9973375256359329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:09:35,560] Trial 7632 finished with value: 0.9970279722088115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:09:37,813] Trial 7633 finished with value: 0.997521210489265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:09:39,746] Trial 7634 finished with value: 0.997379722548645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:09:42,027] Trial 7635 finished with value: 0.9973431481966689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:09:43,778] Trial 7636 finished with value: 0.9973330355472115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:09:58,266] Trial 7637 finished with value: 0.9968261186729689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 64, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:10:07,521] Trial 7638 finished with value: 0.9971652909626926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 45, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:10:09,675] Trial 7639 finished with value: 0.9973464118056939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:10:11,910] Trial 7640 finished with value: 0.9973674880296457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:10:15,655] Trial 7641 finished with value: 0.9975307269421304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:10:17,880] Trial 7642 finished with value: 0.9974333663089684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:10:19,701] Trial 7643 finished with value: 0.9974073648061079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:10:24,193] Trial 7644 finished with value: 0.9971171120574428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 20, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:11:14,470] Trial 7645 finished with value: 0.9902964031666609 and parameters: {'classifier': 'SVC', 'svc_c': 101076216.96443863, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:11:16,589] Trial 7646 finished with value: 0.9974044425382775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:11:19,948] Trial 7647 finished with value: 0.9961418712235867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 25, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:11:21,777] Trial 7648 finished with value: 0.9956081159496014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:11:22,919] Trial 7649 finished with value: 0.9971041624833883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:11:37,368] Trial 7650 finished with value: 0.9963690934401529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 68, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:11:38,696] Trial 7651 finished with value: 0.9969890635972168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 3, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:11:42,896] Trial 7652 finished with value: 0.9974066350246636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:11:44,699] Trial 7653 finished with value: 0.9973447363298207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:11:46,937] Trial 7654 finished with value: 0.9975261828989664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:11:49,019] Trial 7655 finished with value: 0.997438986552837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:11:50,819] Trial 7656 finished with value: 0.9972440937431228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:12:02,512] Trial 7657 finished with value: 0.9966663447782701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 59, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:12:04,921] Trial 7658 finished with value: 0.9974295564270799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:12:06,918] Trial 7659 finished with value: 0.9972045995671351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:12:10,572] Trial 7660 finished with value: 0.997332358641121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:12:15,168] Trial 7661 finished with value: 0.9968814226114943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 26, 'rf_n_estimators': 106}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:12:17,296] Trial 7662 finished with value: 0.9971824449525636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:12:20,091] Trial 7663 finished with value: 0.9976210215110494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:12:21,920] Trial 7664 finished with value: 0.9853940170645162 and parameters: {'classifier': 'SVC', 'svc_c': 0.04348633584770911, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:12:23,806] Trial 7665 finished with value: 0.9972512022409484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:12:35,670] Trial 7666 finished with value: 0.9967055434743392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 54, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:12:39,657] Trial 7667 finished with value: 0.997360744136901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:12:42,128] Trial 7668 finished with value: 0.9970766610787587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 15, 'rf_n_estimators': 109}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:12:49,129] Trial 7669 finished with value: 0.996835440064655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 29, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:12:51,309] Trial 7670 finished with value: 0.9975207683167383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:12:53,183] Trial 7671 finished with value: 0.9971131749065453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:12:54,211] Trial 7672 finished with value: 0.9964863419030595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:13:01,330] Trial 7673 finished with value: 0.9968411881805529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 38, 'rf_n_estimators': 103}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:13:07,779] Trial 7674 finished with value: 0.9970626988432905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 28, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:13:08,947] Trial 7675 finished with value: 0.9937477670826936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:13:11,073] Trial 7676 finished with value: 0.9974579291642213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:13:17,305] Trial 7677 finished with value: 0.996690991961143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 39, 'rf_n_estimators': 108}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:13:19,229] Trial 7678 finished with value: 0.9975496726003539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:13:21,991] Trial 7679 finished with value: 0.9975125507694739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:13:23,984] Trial 7680 finished with value: 0.997247540892467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:13:30,450] Trial 7681 finished with value: 0.9970484830854177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 32, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:13:32,704] Trial 7682 finished with value: 0.995025542886289 and parameters: {'classifier': 'SVC', 'svc_c': 350328.6653223522, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:13:34,951] Trial 7683 finished with value: 0.9976419027372977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:13:37,178] Trial 7684 finished with value: 0.9970562701079672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:13:40,994] Trial 7685 finished with value: 0.9976021128274882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:13:51,026] Trial 7686 finished with value: 0.9969207194729112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 49, 'rf_n_estimators': 106}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:13:53,828] Trial 7687 finished with value: 0.9956202911821895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 22, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:13:55,178] Trial 7688 finished with value: 0.9911939015835753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 17, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:13:57,158] Trial 7689 finished with value: 0.9972790911971664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:13:59,528] Trial 7690 finished with value: 0.9973824315694749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:14:03,678] Trial 7691 finished with value: 0.9973424807484746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:14:05,753] Trial 7692 finished with value: 0.9974080940480078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:14:08,041] Trial 7693 finished with value: 0.9976103537338524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:14:12,541] Trial 7694 finished with value: 0.9973902569314167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 21, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:14:16,602] Trial 7695 finished with value: 0.9972137755357294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:14:18,746] Trial 7696 finished with value: 0.9974806852438775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:14:20,597] Trial 7697 finished with value: 0.9974626194239251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:14:29,523] Trial 7698 finished with value: 0.9973253844581196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 42, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:14:31,351] Trial 7699 finished with value: 0.9972079832406644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:14:33,583] Trial 7700 finished with value: 0.997459558175798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:14:35,431] Trial 7701 finished with value: 0.985205317494852 and parameters: {'classifier': 'SVC', 'svc_c': 7.845870227520808e-07, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:14:37,765] Trial 7702 finished with value: 0.9976960824239266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:14:40,907] Trial 7703 finished with value: 0.9972849286235358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:14:42,904] Trial 7704 finished with value: 0.9974864978512032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:14:47,429] Trial 7705 finished with value: 0.9928360649683111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 51, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:14:49,012] Trial 7706 finished with value: 0.993804033505001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:14:58,929] Trial 7707 finished with value: 0.9967629886425299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 45, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:15:02,947] Trial 7708 finished with value: 0.9975481445470608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:15:05,293] Trial 7709 finished with value: 0.9974353359000303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:15:07,269] Trial 7710 finished with value: 0.9973259691021132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:15:09,268] Trial 7711 finished with value: 0.9972220568444499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:15:12,641] Trial 7712 finished with value: 0.9968660290916129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:15:16,243] Trial 7713 finished with value: 0.9973355808639148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:15:24,624] Trial 7714 finished with value: 0.997044128517561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 38, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:15:31,805] Trial 7715 finished with value: 0.9971710967463684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 34, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:15:37,660] Trial 7716 finished with value: 0.9972326239807421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 24, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:15:39,729] Trial 7717 finished with value: 0.9972992102375667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:15:47,254] Trial 7718 finished with value: 0.9949224759043154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 63, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:15:49,172] Trial 7719 finished with value: 0.9969901088851993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:15:50,753] Trial 7720 finished with value: 0.9860214573411236 and parameters: {'classifier': 'SVC', 'svc_c': 0.3289337464633447, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:15:52,963] Trial 7721 finished with value: 0.9973907428070422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:15:54,929] Trial 7722 finished with value: 0.9969812764477156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:15:57,267] Trial 7723 finished with value: 0.9969568831681025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:15:58,431] Trial 7724 finished with value: 0.996821287116101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 3, 'rf_n_estimators': 103}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:16:03,051] Trial 7725 finished with value: 0.9972717718644214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:16:06,057] Trial 7726 finished with value: 0.9973011086405021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:16:10,442] Trial 7727 finished with value: 0.9971226408643998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:16:12,343] Trial 7728 finished with value: 0.9975178048531039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:16:14,424] Trial 7729 finished with value: 0.9975341878339886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:16:26,282] Trial 7730 finished with value: 0.9965761458674045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 52, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:16:28,590] Trial 7731 finished with value: 0.9973144573822189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:16:30,019] Trial 7732 finished with value: 0.98953194888356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:16:33,807] Trial 7733 finished with value: 0.99757157188346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:16:36,013] Trial 7734 finished with value: 0.9974209212406911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:16:37,150] Trial 7735 finished with value: 0.9970220812088543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:16:40,182] Trial 7736 finished with value: 0.9971093908910512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:16:41,754] Trial 7737 finished with value: 0.9971382352217598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:16:43,655] Trial 7738 finished with value: 0.9852053997912461 and parameters: {'classifier': 'SVC', 'svc_c': 1.0349479425190458e-10, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:16:54,096] Trial 7739 finished with value: 0.9968862608967987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 46, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:16:55,939] Trial 7740 finished with value: 0.9974569552865304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:16:57,131] Trial 7741 finished with value: 0.9975014611637488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 105}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:17:02,989] Trial 7742 finished with value: 0.9971654592370781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 25, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:17:04,817] Trial 7743 finished with value: 0.9973605011514816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:17:11,508] Trial 7744 finished with value: 0.9967458065328731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 30, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:17:16,785] Trial 7745 finished with value: 0.9968355310254978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 23, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:17:18,918] Trial 7746 finished with value: 0.9974068610620405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:17:20,387] Trial 7747 finished with value: 0.9971410175254181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 75}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:17:22,964] Trial 7748 finished with value: 0.9966061126409486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:17:25,333] Trial 7749 finished with value: 0.9970566268737849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:17:27,668] Trial 7750 finished with value: 0.9970694077608613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 14, 'rf_n_estimators': 97}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:17:29,715] Trial 7751 finished with value: 0.997266705478776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:17:31,262] Trial 7752 finished with value: 0.9962576875451564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:17:40,363] Trial 7753 finished with value: 0.9971412487043363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 39, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:17:44,225] Trial 7754 finished with value: 0.9973578603671523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 108}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:17:50,692] Trial 7755 finished with value: 0.9970880196632494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 30, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:17:54,232] Trial 7756 finished with value: 0.9974596502792054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:17:56,037] Trial 7757 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.4136897899084608e-05, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:17:58,328] Trial 7758 finished with value: 0.9973377588143392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:18:00,278] Trial 7759 finished with value: 0.997512170612818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:18:03,751] Trial 7760 finished with value: 0.9975620604134461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:18:06,356] Trial 7761 finished with value: 0.9970341669405433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:18:07,721] Trial 7762 finished with value: 0.9968798806887357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 61}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:18:10,541] Trial 7763 finished with value: 0.9975716222832572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:18:12,453] Trial 7764 finished with value: 0.9942786606765139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 21, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:18:14,952] Trial 7765 finished with value: 0.9972761326529076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:18:17,827] Trial 7766 finished with value: 0.9974799583505827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:18:18,968] Trial 7767 finished with value: 0.9971752950367684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:18:21,703] Trial 7768 finished with value: 0.9969842590175703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:18:33,114] Trial 7769 finished with value: 0.9971623858650701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 51, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:18:46,217] Trial 7770 finished with value: 0.9965373958818713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 70, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:18:59,563] Trial 7771 finished with value: 0.9967029753063424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 66, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:19:01,419] Trial 7772 finished with value: 0.9973649630252033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:19:03,315] Trial 7773 finished with value: 0.997042270072651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:19:06,883] Trial 7774 finished with value: 0.9976183122045782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:19:08,900] Trial 7775 finished with value: 0.9974265866158643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:19:10,774] Trial 7776 finished with value: 0.9852053993786534 and parameters: {'classifier': 'SVC', 'svc_c': 0.00020441788294871236, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:19:13,003] Trial 7777 finished with value: 0.9972632593133071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 95}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:19:13,977] Trial 7778 finished with value: 0.9966435338237717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 105}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:19:16,117] Trial 7779 finished with value: 0.9972828503301409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 83}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:19:19,658] Trial 7780 finished with value: 0.997271241587463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:19:23,480] Trial 7781 finished with value: 0.9973411084013556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 109}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:19:25,569] Trial 7782 finished with value: 0.997192790050455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:19:27,951] Trial 7783 finished with value: 0.9972788420228548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:19:31,183] Trial 7784 finished with value: 0.9973301649804324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:19:32,407] Trial 7785 finished with value: 0.995480770484026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:19:34,536] Trial 7786 finished with value: 0.9975679916253322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:19:37,706] Trial 7787 finished with value: 0.997315463315196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:19:39,845] Trial 7788 finished with value: 0.9975260641039787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:19:41,816] Trial 7789 finished with value: 0.997364326489731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:19:43,994] Trial 7790 finished with value: 0.9975539975567428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:19:46,435] Trial 7791 finished with value: 0.9973201437996244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:19:49,007] Trial 7792 finished with value: 0.9969640049323734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:19:50,784] Trial 7793 finished with value: 0.9973539416242413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:19:52,067] Trial 7794 finished with value: 0.9969928938548419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 23}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:19:54,343] Trial 7795 finished with value: 0.9974593232518068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:19:55,832] Trial 7796 finished with value: 0.995927335854677 and parameters: {'classifier': 'SVC', 'svc_c': 122869.82917302448, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:20:01,287] Trial 7797 finished with value: 0.9968708044089087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 29, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:20:04,353] Trial 7798 finished with value: 0.9964367415521477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 20, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:20:05,266] Trial 7799 finished with value: 0.9968319420394454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 72}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:20:07,152] Trial 7800 finished with value: 0.9973135011190667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:20:10,078] Trial 7801 finished with value: 0.9970151550770451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 89}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:20:11,666] Trial 7802 finished with value: 0.9955745069972721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:20:13,927] Trial 7803 finished with value: 0.9971596749717037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:20:15,513] Trial 7804 finished with value: 0.9974242337260938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 78}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:20:17,879] Trial 7805 finished with value: 0.9975789092433366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:20:21,178] Trial 7806 finished with value: 0.9973284468488114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:20:23,531] Trial 7807 finished with value: 0.9973411939667542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:20:27,430] Trial 7808 finished with value: 0.9972500968096315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:20:37,411] Trial 7809 finished with value: 0.9967129036537711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 46, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:20:40,517] Trial 7810 finished with value: 0.9973943379502487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:20:41,591] Trial 7811 finished with value: 0.9903353036850892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:20:43,324] Trial 7812 finished with value: 0.9962475521713575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 100}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:20:45,013] Trial 7813 finished with value: 0.9866070574708368 and parameters: {'classifier': 'SVC', 'svc_c': 871234694.2209709, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:20:46,873] Trial 7814 finished with value: 0.9973499343008304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:20:49,717] Trial 7815 finished with value: 0.9972601976843251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:20:53,155] Trial 7816 finished with value: 0.997197532074686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:20:54,342] Trial 7817 finished with value: 0.9969788157760116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:20:56,523] Trial 7818 finished with value: 0.9974600329748937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:20:58,193] Trial 7819 finished with value: 0.9968059158127547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:20:59,182] Trial 7820 finished with value: 0.9965392635307743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 109}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:21:01,707] Trial 7821 finished with value: 0.9973699108062885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:21:04,749] Trial 7822 finished with value: 0.9973220949509619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:21:07,132] Trial 7823 finished with value: 0.9974129498526372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:21:09,578] Trial 7824 finished with value: 0.9974632458667427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:21:12,086] Trial 7825 finished with value: 0.9974376324867528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:21:15,365] Trial 7826 finished with value: 0.9965466059687159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:21:18,777] Trial 7827 finished with value: 0.9973003283640468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:21:22,759] Trial 7828 finished with value: 0.9974526799364908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:21:25,304] Trial 7829 finished with value: 0.9976289337079058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:21:27,071] Trial 7830 finished with value: 0.9973308001511746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:21:32,013] Trial 7831 finished with value: 0.9972986611082916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:21:39,647] Trial 7832 finished with value: 0.9926526277023952 and parameters: {'classifier': 'SVC', 'svc_c': 2329538.738650174, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:21:48,869] Trial 7833 finished with value: 0.9964003576276163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 41, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:21:50,889] Trial 7834 finished with value: 0.9976087162165165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:21:53,166] Trial 7835 finished with value: 0.9973644318595838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:21:54,723] Trial 7836 finished with value: 0.9970748917221551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 91}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:22:09,473] Trial 7837 finished with value: 0.9966046144530264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 64, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:22:10,922] Trial 7838 finished with value: 0.9972541492960847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 49}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:22:12,931] Trial 7839 finished with value: 0.9971375705347635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:22:15,786] Trial 7840 finished with value: 0.9967971018784713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 25, 'rf_n_estimators': 53}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:22:19,558] Trial 7841 finished with value: 0.9973850337922464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 107}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:22:22,460] Trial 7842 finished with value: 0.9976183965321983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:22:23,962] Trial 7843 finished with value: 0.9975107356468077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:22:26,461] Trial 7844 finished with value: 0.9973440252737418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:22:31,975] Trial 7845 finished with value: 0.9972322320493228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 24, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:22:44,484] Trial 7846 finished with value: 0.9966213491851393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 53, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:22:46,403] Trial 7847 finished with value: 0.9975020667230234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:22:49,777] Trial 7848 finished with value: 0.9968126406627551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 21, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:22:50,868] Trial 7849 finished with value: 0.9937390950803323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:22:53,300] Trial 7850 finished with value: 0.9975858089057311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:22:55,122] Trial 7851 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 3.5051970724048885e-09, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:22:58,463] Trial 7852 finished with value: 0.9974364739896542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:22:59,316] Trial 7853 finished with value: 0.9958915068674578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 58}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:23:01,902] Trial 7854 finished with value: 0.9974691517517785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:23:04,516] Trial 7855 finished with value: 0.9976245554635703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:23:06,464] Trial 7856 finished with value: 0.9976099838285409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:23:08,835] Trial 7857 finished with value: 0.9971295315132288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 87}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:23:11,394] Trial 7858 finished with value: 0.9965815971386537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:23:14,607] Trial 7859 finished with value: 0.9973422270991182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:23:16,627] Trial 7860 finished with value: 0.9975030023882735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:23:19,590] Trial 7861 finished with value: 0.997507749363618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:23:22,306] Trial 7862 finished with value: 0.9973812710728883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:23:23,617] Trial 7863 finished with value: 0.9907750812377318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 32, 'rf_n_estimators': 67}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:23:26,429] Trial 7864 finished with value: 0.9974583293792344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:23:33,574] Trial 7865 finished with value: 0.9972246323121654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 34, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:23:34,200] Trial 7866 finished with value: 0.9929996781342009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 7}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:23:37,197] Trial 7867 finished with value: 0.9974502448138024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:23:48,037] Trial 7868 finished with value: 0.9960023013634046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 64, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:28:42,781] Trial 7869 finished with value: 0.9896096392820714 and parameters: {'classifier': 'SVC', 'svc_c': 9366323645.97253, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:28:46,501] Trial 7870 finished with value: 0.997600157074154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:28:48,767] Trial 7871 finished with value: 0.9974689538976634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:28:51,573] Trial 7872 finished with value: 0.9970188737441874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:28:56,270] Trial 7873 finished with value: 0.9965285001272622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 18, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:29:01,717] Trial 7874 finished with value: 0.997301423194903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 22, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:29:05,072] Trial 7875 finished with value: 0.9972897102249373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:29:16,823] Trial 7876 finished with value: 0.9964463240198608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 60, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:29:21,259] Trial 7877 finished with value: 0.9974897238825459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:29:23,861] Trial 7878 finished with value: 0.9973647003940189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:29:25,585] Trial 7879 finished with value: 0.9974731938281982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:29:26,670] Trial 7880 finished with value: 0.9971650217934993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:29:28,976] Trial 7881 finished with value: 0.9973700153192177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:29:32,681] Trial 7882 finished with value: 0.9973519779046924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:29:33,358] Trial 7883 finished with value: 0.9953187935976938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 13}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:29:35,603] Trial 7884 finished with value: 0.997274744087718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:29:38,533] Trial 7885 finished with value: 0.9974182288505246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:29:40,157] Trial 7886 finished with value: 0.9941911149277612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:29:41,927] Trial 7887 finished with value: 0.997056397726093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:29:43,931] Trial 7888 finished with value: 0.9852068746200683 and parameters: {'classifier': 'SVC', 'svc_c': 2.219118634946907e-08, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:29:45,934] Trial 7889 finished with value: 0.9972946660039751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:29:52,624] Trial 7890 finished with value: 0.9970721731164769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 29, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:29:54,056] Trial 7891 finished with value: 0.9959988062263444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:29:58,449] Trial 7892 finished with value: 0.9965756283490852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 25, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:30:00,787] Trial 7893 finished with value: 0.9973073265726442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:30:02,213] Trial 7894 finished with value: 0.9973527039093257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:30:03,633] Trial 7895 finished with value: 0.9956150436683062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:30:06,810] Trial 7896 finished with value: 0.9972670430748978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:30:08,619] Trial 7897 finished with value: 0.9975236183173534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:30:11,255] Trial 7898 finished with value: 0.9976479002496722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:30:12,765] Trial 7899 finished with value: 0.9966283731331798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 64}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:30:15,060] Trial 7900 finished with value: 0.9973020971176302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:30:18,326] Trial 7901 finished with value: 0.9974043522756686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 19, 'rf_n_estimators': 84}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:30:21,184] Trial 7902 finished with value: 0.9975176739342356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:30:29,322] Trial 7903 finished with value: 0.9971337412927516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 36, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:30:33,068] Trial 7904 finished with value: 0.9970141161683818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 17, 'rf_n_estimators': 104}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:30:35,798] Trial 7905 finished with value: 0.9975268478716037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:30:38,181] Trial 7906 finished with value: 0.9974560459002677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:30:40,111] Trial 7907 finished with value: 0.9976762623546146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:30:42,747] Trial 7908 finished with value: 0.9974261634860818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:30:43,540] Trial 7909 finished with value: 0.9955735773304862 and parameters: {'classifier': 'SVC', 'svc_c': 5283.959856163566, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:30:46,462] Trial 7910 finished with value: 0.9972691465364533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 108}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:30:49,000] Trial 7911 finished with value: 0.9974353988045629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:30:52,314] Trial 7912 finished with value: 0.9970624025064486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:31:04,838] Trial 7913 finished with value: 0.9962186588690578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 51, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:31:07,781] Trial 7914 finished with value: 0.9970704893887478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:31:09,579] Trial 7915 finished with value: 0.9974865433633626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 79}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:31:12,048] Trial 7916 finished with value: 0.997547742142132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:31:14,806] Trial 7917 finished with value: 0.9973416678454506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:31:17,492] Trial 7918 finished with value: 0.9974348320924871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:31:19,274] Trial 7919 finished with value: 0.9972319813833295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 69}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:31:21,239] Trial 7920 finished with value: 0.9975814433248206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:31:23,836] Trial 7921 finished with value: 0.9972964176508263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:31:25,861] Trial 7922 finished with value: 0.9976606778360062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:31:28,156] Trial 7923 finished with value: 0.9974477412324473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:31:31,923] Trial 7924 finished with value: 0.9974705685637059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:31:32,759] Trial 7925 finished with value: 0.9918298692328996 and parameters: {'classifier': 'SVC', 'svc_c': 97.13134292922935, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:31:35,674] Trial 7926 finished with value: 0.9974367037721042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:31:37,666] Trial 7927 finished with value: 0.9973708820497328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:31:41,955] Trial 7928 finished with value: 0.9972692413693207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 97}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:31:43,456] Trial 7929 finished with value: 0.9956820567682484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:31:48,530] Trial 7930 finished with value: 0.9971786678241955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 23, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:32:02,838] Trial 7931 finished with value: 0.9965927068027364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 64, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:32:09,308] Trial 7932 finished with value: 0.995290953010047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 50, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:32:12,204] Trial 7933 finished with value: 0.9974875061010477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:32:13,201] Trial 7934 finished with value: 0.9970134692863516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 94}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:32:14,290] Trial 7935 finished with value: 0.9934290265787106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:32:17,417] Trial 7936 finished with value: 0.9973846873412485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:32:19,120] Trial 7937 finished with value: 0.9972618607506765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:32:23,449] Trial 7938 finished with value: 0.9972867232752516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:32:25,955] Trial 7939 finished with value: 0.9974449412190367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:32:29,197] Trial 7940 finished with value: 0.997118092980949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:32:35,271] Trial 7941 finished with value: 0.9968358559899323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 30, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:32:37,178] Trial 7942 finished with value: 0.9974850626630274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:32:39,636] Trial 7943 finished with value: 0.9973987936350786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:32:40,456] Trial 7944 finished with value: 0.9922109071233196 and parameters: {'classifier': 'SVC', 'svc_c': 42.00030724022354, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:32:43,008] Trial 7945 finished with value: 0.9972142086946905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:32:44,097] Trial 7946 finished with value: 0.9960799134962359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 4, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:32:46,081] Trial 7947 finished with value: 0.9971649594285114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:32:46,767] Trial 7948 finished with value: 0.9888313891018751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 32}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:32:52,996] Trial 7949 finished with value: 0.9972403341658177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 26, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:32:53,811] Trial 7950 finished with value: 0.9961668946276148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 18}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:33:02,301] Trial 7951 finished with value: 0.9965770888641113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 37, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:33:05,335] Trial 7952 finished with value: 0.9972171340728359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:33:19,941] Trial 7953 finished with value: 0.9965267485756247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 69, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:33:23,708] Trial 7954 finished with value: 0.9972685550053338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 106}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:33:32,161] Trial 7955 finished with value: 0.9965358639882913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 49, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:33:35,129] Trial 7956 finished with value: 0.9976604412616439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:33:37,462] Trial 7957 finished with value: 0.9971143194707023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:33:38,818] Trial 7958 finished with value: 0.9967510552210589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 6, 'rf_n_estimators': 74}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:33:41,412] Trial 7959 finished with value: 0.9977215194681027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:33:44,008] Trial 7960 finished with value: 0.9975912844882173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:33:45,910] Trial 7961 finished with value: 0.9975029691586843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:33:49,748] Trial 7962 finished with value: 0.9975519019979262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:33:52,035] Trial 7963 finished with value: 0.9975645174352907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 99}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:33:54,358] Trial 7964 finished with value: 0.9852053996642943 and parameters: {'classifier': 'SVC', 'svc_c': 7.472511076133585e-08, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:33:56,196] Trial 7965 finished with value: 0.997021540775766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:34:03,584] Trial 7966 finished with value: 0.9970557464959695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 33, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:34:05,846] Trial 7967 finished with value: 0.9970849973575349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:34:09,064] Trial 7968 finished with value: 0.9973047349820718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:34:12,896] Trial 7969 finished with value: 0.9975118623107849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:34:15,576] Trial 7970 finished with value: 0.9971936399281413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:34:17,274] Trial 7971 finished with value: 0.9974034368592036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:34:19,261] Trial 7972 finished with value: 0.997523622189378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:34:31,155] Trial 7973 finished with value: 0.9967405262654693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 60, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:34:33,015] Trial 7974 finished with value: 0.9970396419200093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:34:35,786] Trial 7975 finished with value: 0.997452385281758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:34:36,954] Trial 7976 finished with value: 0.9970470559904081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:34:39,091] Trial 7977 finished with value: 0.9971343474550461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:34:41,285] Trial 7978 finished with value: 0.9973541205625637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:34:44,350] Trial 7979 finished with value: 0.9970085437535398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:34:47,688] Trial 7980 finished with value: 0.9975766496312763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:35:49,672] Trial 7981 finished with value: 0.990989758697253 and parameters: {'classifier': 'SVC', 'svc_c': 214442096.20283896, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:35:53,124] Trial 7982 finished with value: 0.9970163621648798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 17, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:35:57,744] Trial 7983 finished with value: 0.9969198734355116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 20, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:36:00,070] Trial 7984 finished with value: 0.9972150967530794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:36:05,001] Trial 7985 finished with value: 0.9965216925365371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 22, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:36:06,135] Trial 7986 finished with value: 0.996780026979466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:36:08,558] Trial 7987 finished with value: 0.9972594598097143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:36:11,012] Trial 7988 finished with value: 0.9972607813444435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:36:14,558] Trial 7989 finished with value: 0.9972112524672992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:36:15,523] Trial 7990 finished with value: 0.997691151305243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 42}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:36:17,353] Trial 7991 finished with value: 0.9970492331791228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:36:19,670] Trial 7992 finished with value: 0.997397953469192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:36:25,202] Trial 7993 finished with value: 0.9971375062655009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 26, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:36:28,887] Trial 7994 finished with value: 0.9972640032815961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:36:33,949] Trial 7995 finished with value: 0.9951117239050206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 46, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:36:36,465] Trial 7996 finished with value: 0.9974255272362506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:36:38,943] Trial 7997 finished with value: 0.9973990290668762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:36:42,641] Trial 7998 finished with value: 0.9975158644926551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:36:50,542] Trial 7999 finished with value: 0.9969957964769076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 37, 'rf_n_estimators': 110}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:36:51,751] Trial 8000 finished with value: 0.9885540372413145 and parameters: {'classifier': 'SVC', 'svc_c': 29788.21645563244, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:36:56,352] Trial 8001 finished with value: 0.99665627903744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 26, 'rf_n_estimators': 88}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:36:57,627] Trial 8002 finished with value: 0.9968266418723736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:36:59,896] Trial 8003 finished with value: 0.9976135125443072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:37:03,468] Trial 8004 finished with value: 0.9973923308767182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:37:19,743] Trial 8005 finished with value: 0.996472456981134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 69, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:37:21,620] Trial 8006 finished with value: 0.9971430537660857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:37:23,830] Trial 8007 finished with value: 0.9971233854039712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:37:26,495] Trial 8008 finished with value: 0.9974017242182406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:37:32,456] Trial 8009 finished with value: 0.9969024756350358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 38, 'rf_n_estimators': 76}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:37:49,269] Trial 8010 finished with value: 0.9957106316758603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 74, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:37:50,443] Trial 8011 finished with value: 0.9950687538251447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:37:52,761] Trial 8012 finished with value: 0.9973254397455545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:37:56,274] Trial 8013 finished with value: 0.997235845187923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 92}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:37:58,939] Trial 8014 finished with value: 0.9975149005171914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:38:01,337] Trial 8015 finished with value: 0.9969917038737393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:38:08,417] Trial 8016 finished with value: 0.9962008650112346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 34, 'rf_n_estimators': 108}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:38:10,378] Trial 8017 finished with value: 0.9974432127725957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:38:12,767] Trial 8018 finished with value: 0.9973410037614747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:38:36,746] Trial 8019 finished with value: 0.9910501494606363 and parameters: {'classifier': 'SVC', 'svc_c': 6438335.34009989, 'svc_kernel': 'rbf'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:38:40,782] Trial 8020 finished with value: 0.9975001293776756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:38:43,021] Trial 8021 finished with value: 0.9903378884520116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 41, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:38:45,098] Trial 8022 finished with value: 0.9975498657889966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:38:47,290] Trial 8023 finished with value: 0.997507618698653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:38:49,983] Trial 8024 finished with value: 0.997354090252862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:38:52,016] Trial 8025 finished with value: 0.9975280055752546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 60}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:38:54,342] Trial 8026 finished with value: 0.9975023101210357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:38:57,474] Trial 8027 finished with value: 0.9973078228583033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:38:58,503] Trial 8028 finished with value: 0.9968616049225254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 1, 'rf_n_estimators': 112}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:39:01,762] Trial 8029 finished with value: 0.9971781303744702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:39:09,303] Trial 8030 finished with value: 0.994868903046477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 59, 'rf_n_estimators': 114}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:39:11,100] Trial 8031 finished with value: 0.9972905196367915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 81}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:39:14,290] Trial 8032 finished with value: 0.9937068731380351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 43, 'rf_n_estimators': 118}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:39:16,003] Trial 8033 finished with value: 0.9973699869137905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:39:17,670] Trial 8034 finished with value: 0.9972651281682506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:39:20,171] Trial 8035 finished with value: 0.997572358063166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:39:24,178] Trial 8036 finished with value: 0.997426764316408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 121}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:39:25,466] Trial 8037 finished with value: 0.986640541026694 and parameters: {'classifier': 'SVC', 'svc_c': 1.318434252434148, 'svc_kernel': 'sigmoid'}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:39:28,664] Trial 8038 finished with value: 0.9972038989845657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:39:31,421] Trial 8039 finished with value: 0.9974459966948874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:39:33,373] Trial 8040 finished with value: 0.9972518296676413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 113}. Best is trial 3113 with value: 0.9978259245837312.
[I 2023-09-09 00:39:35,224] Trial 8041 finished with value: 0.9978453380587107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:39:37,391] Trial 8042 finished with value: 0.9973162697436869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:39:50,679] Trial 8043 finished with value: 0.9965324132525636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 69, 'rf_n_estimators': 105}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:39:53,036] Trial 8044 finished with value: 0.9974463887849963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:39:55,265] Trial 8045 finished with value: 0.997424616104403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:39:57,358] Trial 8046 finished with value: 0.9974514104201923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:40:00,845] Trial 8047 finished with value: 0.997567027459441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 109}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:40:03,680] Trial 8048 finished with value: 0.99755121198408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 103}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:40:07,712] Trial 8049 finished with value: 0.9972279641576915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 108}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:40:12,539] Trial 8050 finished with value: 0.9974018676735824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 103}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:40:14,411] Trial 8051 finished with value: 0.9972641358825735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:40:16,952] Trial 8052 finished with value: 0.9975220515120752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 99}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:40:19,125] Trial 8053 finished with value: 0.9977037427487495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:40:22,481] Trial 8054 finished with value: 0.9972503366212603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 108}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:40:28,781] Trial 8055 finished with value: 0.9970876212572971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 29, 'rf_n_estimators': 107}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:40:34,545] Trial 8056 finished with value: 0.9971083404932656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 29, 'rf_n_estimators': 104}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:40:36,355] Trial 8057 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 7.05217972359484e-05, 'svc_kernel': 'rbf'}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:40:38,874] Trial 8058 finished with value: 0.9972802113866104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:40:40,893] Trial 8059 finished with value: 0.9974877232835485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:40:48,214] Trial 8060 finished with value: 0.9972330002971109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 34, 'rf_n_estimators': 106}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:40:50,607] Trial 8061 finished with value: 0.997473972898613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:40:52,883] Trial 8062 finished with value: 0.997369285664725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:40:54,845] Trial 8063 finished with value: 0.9973788472171569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:40:57,831] Trial 8064 finished with value: 0.9974818538971063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:41:01,636] Trial 8065 finished with value: 0.9973637544774246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 108}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:41:04,416] Trial 8066 finished with value: 0.9975502235069517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:41:06,411] Trial 8067 finished with value: 0.9973834062088756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:41:14,007] Trial 8068 finished with value: 0.9968796023790251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 39, 'rf_n_estimators': 106}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:41:15,058] Trial 8069 finished with value: 0.9968625745155985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 102}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:41:19,284] Trial 8070 finished with value: 0.9975128319673341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 104}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:41:22,431] Trial 8071 finished with value: 0.9974735730961924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:41:24,595] Trial 8072 finished with value: 0.9974262143619476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:41:26,973] Trial 8073 finished with value: 0.9975279009353736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:41:29,685] Trial 8074 finished with value: 0.9973101929182815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:41:32,011] Trial 8075 finished with value: 0.9974274831800122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:41:33,851] Trial 8076 finished with value: 0.9854013906690828 and parameters: {'classifier': 'SVC', 'svc_c': 0.11639522232609723, 'svc_kernel': 'sigmoid'}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:41:35,910] Trial 8077 finished with value: 0.9975787187841538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:41:38,263] Trial 8078 finished with value: 0.9973825534747776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:41:44,557] Trial 8079 finished with value: 0.9970779439884545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 33, 'rf_n_estimators': 100}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:41:47,612] Trial 8080 finished with value: 0.9974653731634668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:41:49,163] Trial 8081 finished with value: 0.9973724166410348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 109}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:41:51,264] Trial 8082 finished with value: 0.9973872335466131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:41:53,242] Trial 8083 finished with value: 0.9977208981985641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:41:54,844] Trial 8084 finished with value: 0.997385763827594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 101}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:41:58,861] Trial 8085 finished with value: 0.9973001455537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 108}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:42:00,696] Trial 8086 finished with value: 0.9971249084744129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 7, 'rf_n_estimators': 102}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:42:01,684] Trial 8087 finished with value: 0.9965727066842751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 110}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:42:04,458] Trial 8088 finished with value: 0.9973917130983493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:42:07,496] Trial 8089 finished with value: 0.9970713981085145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:42:10,213] Trial 8090 finished with value: 0.9974804477173779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:42:12,995] Trial 8091 finished with value: 0.995569642559932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 23, 'rf_n_estimators': 111}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:42:14,407] Trial 8092 finished with value: 0.9971659227057409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 108}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:42:16,449] Trial 8093 finished with value: 0.9974916383766005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 84}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:42:19,023] Trial 8094 finished with value: 0.9974929106540973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 86}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:42:22,794] Trial 8095 finished with value: 0.9937800414560142 and parameters: {'classifier': 'SVC', 'svc_c': 760265.4302852355, 'svc_kernel': 'rbf'}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:42:25,387] Trial 8096 finished with value: 0.9975787915274378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:42:27,262] Trial 8097 finished with value: 0.997471969697107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:42:28,936] Trial 8098 finished with value: 0.9975545804551512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:42:30,921] Trial 8099 finished with value: 0.9974601348218387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 96}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:42:32,671] Trial 8100 finished with value: 0.9943860886056637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:42:43,767] Trial 8101 finished with value: 0.996371550620687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 70, 'rf_n_estimators': 90}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:42:46,023] Trial 8102 finished with value: 0.9976451886263339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:42:48,126] Trial 8103 finished with value: 0.9975388334701947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:42:50,887] Trial 8104 finished with value: 0.9973290187659041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:42:55,993] Trial 8105 finished with value: 0.9967560694613223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 21, 'rf_n_estimators': 109}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:42:58,746] Trial 8106 finished with value: 0.9963987951069558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 17, 'rf_n_estimators': 110}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:43:01,330] Trial 8107 finished with value: 0.997695843881814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:43:03,682] Trial 8108 finished with value: 0.9973861992716846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:43:06,124] Trial 8109 finished with value: 0.997174500763896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:43:08,655] Trial 8110 finished with value: 0.997390992584374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:43:11,335] Trial 8111 finished with value: 0.9974123297891389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 94}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:43:14,957] Trial 8112 finished with value: 0.9973742538215467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 110}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:43:16,836] Trial 8113 finished with value: 0.9852055637492761 and parameters: {'classifier': 'SVC', 'svc_c': 2.1488353733625797e-10, 'svc_kernel': 'sigmoid'}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:43:18,052] Trial 8114 finished with value: 0.9971382633732836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 103}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:43:20,140] Trial 8115 finished with value: 0.9973982762754489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 111}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:43:22,044] Trial 8116 finished with value: 0.9974806886080957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:43:22,932] Trial 8117 finished with value: 0.9945507418862568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 2, 'rf_n_estimators': 107}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:43:25,765] Trial 8118 finished with value: 0.9974928316584455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 104}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:43:29,998] Trial 8119 finished with value: 0.9973083783986357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 112}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:43:32,903] Trial 8120 finished with value: 0.9974468724389682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:43:35,130] Trial 8121 finished with value: 0.997110495814562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:43:38,003] Trial 8122 finished with value: 0.9970633351565974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:43:39,148] Trial 8123 finished with value: 0.9952787261716215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:43:41,704] Trial 8124 finished with value: 0.997383676615847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:43:43,430] Trial 8125 finished with value: 0.9970587171641089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:43:44,714] Trial 8126 finished with value: 0.997090470242299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 112}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:43:47,370] Trial 8127 finished with value: 0.9975721183467509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:43:48,572] Trial 8128 finished with value: 0.9961776224211948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 81}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:43:58,278] Trial 8129 finished with value: 0.996956894657225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 43, 'rf_n_estimators': 112}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:43:59,948] Trial 8130 finished with value: 0.9972912207271677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 98}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:44:07,260] Trial 8131 finished with value: 0.997052260118572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 36, 'rf_n_estimators': 105}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:44:21,090] Trial 8132 finished with value: 0.9963996767860253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 71, 'rf_n_estimators': 112}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:45:19,143] Trial 8133 finished with value: 0.9899111991046036 and parameters: {'classifier': 'SVC', 'svc_c': 49214115.76633237, 'svc_kernel': 'rbf'}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:45:24,926] Trial 8134 finished with value: 0.9970744233975924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 26, 'rf_n_estimators': 110}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:45:28,848] Trial 8135 finished with value: 0.9970650831218514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 15, 'rf_n_estimators': 112}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:45:30,790] Trial 8136 finished with value: 0.9973060408065367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:45:33,413] Trial 8137 finished with value: 0.9975285608299457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:45:36,404] Trial 8138 finished with value: 0.9972831831338386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:45:38,541] Trial 8139 finished with value: 0.9972316334089121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 91}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:45:41,243] Trial 8140 finished with value: 0.9972539953354955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:45:44,156] Trial 8141 finished with value: 0.9974208559240777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:45:46,527] Trial 8142 finished with value: 0.9975249870780888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:45:52,419] Trial 8143 finished with value: 0.9954812554075142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 46, 'rf_n_estimators': 105}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:45:54,195] Trial 8144 finished with value: 0.9972850583998394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:46:06,400] Trial 8145 finished with value: 0.9969155799948649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 57, 'rf_n_estimators': 113}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:46:10,296] Trial 8146 finished with value: 0.9974452933511201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 113}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:46:11,820] Trial 8147 finished with value: 0.9971384698283717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 113}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:46:13,919] Trial 8148 finished with value: 0.997274130054422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:46:15,607] Trial 8149 finished with value: 0.9976082209464704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 88}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:46:17,040] Trial 8150 finished with value: 0.9907885976825516 and parameters: {'classifier': 'SVC', 'svc_c': 19.691591527959755, 'svc_kernel': 'sigmoid'}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:46:20,386] Trial 8151 finished with value: 0.9973972079457454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 110}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:46:26,941] Trial 8152 finished with value: 0.9970374903437861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 31, 'rf_n_estimators': 113}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:46:29,942] Trial 8153 finished with value: 0.9976088283465435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:46:36,138] Trial 8154 finished with value: 0.9971275827739721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 28, 'rf_n_estimators': 113}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:46:38,891] Trial 8155 finished with value: 0.997212164963877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:46:41,684] Trial 8156 finished with value: 0.9956895551662676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 25, 'rf_n_estimators': 103}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:46:43,666] Trial 8157 finished with value: 0.9971005534072402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 11, 'rf_n_estimators': 77}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:46:46,195] Trial 8158 finished with value: 0.9975815764970805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:46:48,276] Trial 8159 finished with value: 0.9974690510473981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:47:01,081] Trial 8160 finished with value: 0.9965100568166383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 58, 'rf_n_estimators': 106}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:47:13,110] Trial 8161 finished with value: 0.9965953106441411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 61, 'rf_n_estimators': 108}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:47:14,318] Trial 8162 finished with value: 0.9903990793915178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 14, 'rf_n_estimators': 110}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:47:15,555] Trial 8163 finished with value: 0.9957321282366586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 71}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:47:19,617] Trial 8164 finished with value: 0.9972782563632482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 113}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:47:24,193] Trial 8165 finished with value: 0.9973769199009879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 20, 'rf_n_estimators': 114}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:47:26,497] Trial 8166 finished with value: 0.9974889794699262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:47:28,410] Trial 8167 finished with value: 0.9975792921929282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:47:30,362] Trial 8168 finished with value: 0.9975205956625216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 97}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:47:32,148] Trial 8169 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 3.248869236255228e-06, 'svc_kernel': 'rbf'}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:47:35,264] Trial 8170 finished with value: 0.9975309727204861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:47:44,435] Trial 8171 finished with value: 0.996748624668629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 46, 'rf_n_estimators': 111}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:47:46,584] Trial 8172 finished with value: 0.9972867380968543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 100}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:47:48,313] Trial 8173 finished with value: 0.9973296703451445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:47:52,196] Trial 8174 finished with value: 0.9972542947826524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 114}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:47:53,635] Trial 8175 finished with value: 0.997160787861429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 1, 'rf_n_estimators': 83}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:47:54,623] Trial 8176 finished with value: 0.9959980771431338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 2, 'rf_n_estimators': 113}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:47:57,077] Trial 8177 finished with value: 0.9975684476355866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:47:59,049] Trial 8178 finished with value: 0.9964733620193033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:48:01,136] Trial 8179 finished with value: 0.9973683059789972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 114}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:48:02,068] Trial 8180 finished with value: 0.9888463230885942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:48:03,474] Trial 8181 finished with value: 0.9972848881577038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 114}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:48:17,051] Trial 8182 finished with value: 0.9966456707053438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 65, 'rf_n_estimators': 108}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:48:22,089] Trial 8183 finished with value: 0.997296011278659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 23, 'rf_n_estimators': 111}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:48:28,618] Trial 8184 finished with value: 0.9967917804470016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 27, 'rf_n_estimators': 115}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:48:30,430] Trial 8185 finished with value: 0.9973574364121846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 94}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:48:33,697] Trial 8186 finished with value: 0.9974280470991522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:48:35,864] Trial 8187 finished with value: 0.997434894870068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:48:36,715] Trial 8188 finished with value: 0.9931032543826377 and parameters: {'classifier': 'SVC', 'svc_c': 1425.4721118746127, 'svc_kernel': 'sigmoid'}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:48:39,122] Trial 8189 finished with value: 0.9974559249153644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:48:41,256] Trial 8190 finished with value: 0.9973709222933994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:48:43,569] Trial 8191 finished with value: 0.9975278795757617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:48:46,226] Trial 8192 finished with value: 0.9970894934129829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:48:47,992] Trial 8193 finished with value: 0.9974240256206345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:48:50,887] Trial 8194 finished with value: 0.9973390559743555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 86}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:48:52,712] Trial 8195 finished with value: 0.9970520907968355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:48:56,163] Trial 8196 finished with value: 0.9974045936741929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:48:56,996] Trial 8197 finished with value: 0.9903071747268153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 3, 'rf_n_estimators': 108}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:48:59,282] Trial 8198 finished with value: 0.9974024818973057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:49:02,845] Trial 8199 finished with value: 0.9974456564962573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:49:06,946] Trial 8200 finished with value: 0.9970288022185677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 18, 'rf_n_estimators': 115}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:49:09,818] Trial 8201 finished with value: 0.997568551799399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:49:10,788] Trial 8202 finished with value: 0.9973714166430462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 79}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:49:12,946] Trial 8203 finished with value: 0.997369027032517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:49:22,131] Trial 8204 finished with value: 0.9963080363076644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 41, 'rf_n_estimators': 110}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:49:24,825] Trial 8205 finished with value: 0.9977979280994829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:49:27,692] Trial 8206 finished with value: 0.9972094786991267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:49:28,470] Trial 8207 finished with value: 0.9942147275818023 and parameters: {'classifier': 'SVC', 'svc_c': 349.394529131977, 'svc_kernel': 'rbf'}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:49:31,326] Trial 8208 finished with value: 0.9975259271231701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:49:34,609] Trial 8209 finished with value: 0.997464285727543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:49:37,503] Trial 8210 finished with value: 0.9974365398458122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:49:39,351] Trial 8211 finished with value: 0.9965232238588349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:49:42,343] Trial 8212 finished with value: 0.9971152454241526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:49:44,125] Trial 8213 finished with value: 0.9961437285259319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:49:47,446] Trial 8214 finished with value: 0.9974528792822878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:49:50,133] Trial 8215 finished with value: 0.9968306587806325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:49:53,251] Trial 8216 finished with value: 0.9973546038991566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:49:55,935] Trial 8217 finished with value: 0.9974837445877301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:49:58,206] Trial 8218 finished with value: 0.9977589799741934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 92}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:50:01,408] Trial 8219 finished with value: 0.9971456829343405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 104}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:50:03,671] Trial 8220 finished with value: 0.9971687522988814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 91}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:50:06,102] Trial 8221 finished with value: 0.9973054167123242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 99}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:50:18,694] Trial 8222 finished with value: 0.9963020323842325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 73, 'rf_n_estimators': 88}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:50:20,982] Trial 8223 finished with value: 0.9974760452887569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 92}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:50:23,631] Trial 8224 finished with value: 0.9971047334483437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 85}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:50:26,302] Trial 8225 finished with value: 0.9973781059148522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:50:28,154] Trial 8226 finished with value: 0.9853728764443502 and parameters: {'classifier': 'SVC', 'svc_c': 0.007929945506538775, 'svc_kernel': 'sigmoid'}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:50:30,724] Trial 8227 finished with value: 0.9971602413346625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:50:33,008] Trial 8228 finished with value: 0.9972294635199163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 94}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:50:35,727] Trial 8229 finished with value: 0.9973652737075795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 87}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:50:37,793] Trial 8230 finished with value: 0.9969129100116612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 79}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:50:40,244] Trial 8231 finished with value: 0.9973766022997478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 96}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:50:42,208] Trial 8232 finished with value: 0.9972048913337187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 79}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:50:44,061] Trial 8233 finished with value: 0.9967720350252479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 72}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:50:46,988] Trial 8234 finished with value: 0.9971882874252601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 97}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:50:49,491] Trial 8235 finished with value: 0.997090377631085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:50:51,514] Trial 8236 finished with value: 0.9970905967178604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 84}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:50:54,085] Trial 8237 finished with value: 0.9968851405486648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 98}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:50:56,744] Trial 8238 finished with value: 0.9976690285872681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:50:59,320] Trial 8239 finished with value: 0.9969253933875925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 92}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:51:02,119] Trial 8240 finished with value: 0.9975670756058467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:51:04,571] Trial 8241 finished with value: 0.9970196960098942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:51:06,873] Trial 8242 finished with value: 0.9967444140956587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 100}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:51:09,265] Trial 8243 finished with value: 0.9974389122226577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 94}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:51:12,184] Trial 8244 finished with value: 0.9972198093880081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 90}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:51:14,604] Trial 8245 finished with value: 0.9973151080093219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 97}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:51:17,026] Trial 8246 finished with value: 0.9972356852606072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:51:18,807] Trial 8247 finished with value: 0.9850747892567017 and parameters: {'classifier': 'SVC', 'svc_c': 6.827207549824145e-10, 'svc_kernel': 'rbf'}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:51:21,446] Trial 8248 finished with value: 0.9974961214829823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 102}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:51:24,087] Trial 8249 finished with value: 0.997210314421706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 93}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:51:26,561] Trial 8250 finished with value: 0.9969563005553349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 102}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:51:29,055] Trial 8251 finished with value: 0.9970062351064124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 96}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:51:30,407] Trial 8252 finished with value: 0.9957406621473847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:51:32,601] Trial 8253 finished with value: 0.9972580723870892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 87}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:51:35,550] Trial 8254 finished with value: 0.9970947336271475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:51:37,893] Trial 8255 finished with value: 0.996637877969971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 88}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:51:40,228] Trial 8256 finished with value: 0.9975345739573709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:51:42,703] Trial 8257 finished with value: 0.9968550569796214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 88}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:51:45,281] Trial 8258 finished with value: 0.9970415412750819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 80}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:51:47,213] Trial 8259 finished with value: 0.9967336484387551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 75}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:51:48,981] Trial 8260 finished with value: 0.9970069109016763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 70}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:51:51,370] Trial 8261 finished with value: 0.9976010673490782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 93}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:51:53,833] Trial 8262 finished with value: 0.9970405909786564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 92}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:51:55,714] Trial 8263 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 6.753845495612568e-09, 'svc_kernel': 'sigmoid'}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:51:58,456] Trial 8264 finished with value: 0.9971788264502569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 89}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:52:00,543] Trial 8265 finished with value: 0.9970400709530426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:52:03,054] Trial 8266 finished with value: 0.997276292040679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 95}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:52:05,200] Trial 8267 finished with value: 0.9974021431903571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 89}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:52:08,120] Trial 8268 finished with value: 0.9970983894532331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 12, 'rf_n_estimators': 91}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:52:10,636] Trial 8269 finished with value: 0.9972726419274167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:52:12,782] Trial 8270 finished with value: 0.9972343837207598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 95}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:52:15,335] Trial 8271 finished with value: 0.9972384744196536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 12, 'rf_n_estimators': 96}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:52:17,356] Trial 8272 finished with value: 0.9974024657744488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 81}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:52:19,861] Trial 8273 finished with value: 0.9972994274518054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 84}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:52:22,293] Trial 8274 finished with value: 0.9974135323384529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 82}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:52:24,179] Trial 8275 finished with value: 0.997068055027769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 97}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:52:25,995] Trial 8276 finished with value: 0.9966190786235011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 92}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:52:27,381] Trial 8277 finished with value: 0.9965551125213655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 75}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:52:30,624] Trial 8278 finished with value: 0.9969904215353257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 99}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:52:33,113] Trial 8279 finished with value: 0.9969503204670715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 95}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:52:35,276] Trial 8280 finished with value: 0.9975364455735122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 86}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:52:37,616] Trial 8281 finished with value: 0.9971188266026801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 101}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:52:39,399] Trial 8282 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.4735027141923477e-06, 'svc_kernel': 'rbf'}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:52:42,379] Trial 8283 finished with value: 0.9973769739506443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 94}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:52:44,034] Trial 8284 finished with value: 0.9968405229540123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 85}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:52:45,198] Trial 8285 finished with value: 0.9939273968153262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 100}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:52:47,551] Trial 8286 finished with value: 0.9973858426010804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 13, 'rf_n_estimators': 80}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:52:49,855] Trial 8287 finished with value: 0.9969402115944251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 100}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:52:52,462] Trial 8288 finished with value: 0.9965213800451002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 11, 'rf_n_estimators': 83}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:52:53,422] Trial 8289 finished with value: 0.9892870698534549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 99}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:52:55,485] Trial 8290 finished with value: 0.9974295692174566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 76}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:52:58,251] Trial 8291 finished with value: 0.99740674458392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 103}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:53:00,172] Trial 8292 finished with value: 0.9971363010502027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 87}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:53:02,657] Trial 8293 finished with value: 0.9968764060543637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 82}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:53:04,688] Trial 8294 finished with value: 0.997319864379087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 11, 'rf_n_estimators': 76}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:53:13,346] Trial 8295 finished with value: 0.9968222687695789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 48, 'rf_n_estimators': 94}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:53:15,232] Trial 8296 finished with value: 0.9968038425022115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 84}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:53:18,296] Trial 8297 finished with value: 0.9971884493203262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 91}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:53:27,780] Trial 8298 finished with value: 0.9963037601959152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 55, 'rf_n_estimators': 88}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:53:29,177] Trial 8299 finished with value: 0.9952961032472439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:53:31,676] Trial 8300 finished with value: 0.9975652336011729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 99}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:53:33,382] Trial 8301 finished with value: 0.9856999505611252 and parameters: {'classifier': 'SVC', 'svc_c': 0.425463464776664, 'svc_kernel': 'sigmoid'}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:53:35,593] Trial 8302 finished with value: 0.9974105514189695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 87}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:53:37,851] Trial 8303 finished with value: 0.9972173004112089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 80}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:53:40,094] Trial 8304 finished with value: 0.9967652504762438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 97}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:53:42,553] Trial 8305 finished with value: 0.9971472240953893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 94}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:53:44,442] Trial 8306 finished with value: 0.9973834137942353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 78}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:53:47,090] Trial 8307 finished with value: 0.997249809454617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 100}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:53:48,764] Trial 8308 finished with value: 0.9965392158286993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 92}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:53:50,876] Trial 8309 finished with value: 0.9973189521681505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 100}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:53:53,319] Trial 8310 finished with value: 0.9973123146608717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 91}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:53:55,573] Trial 8311 finished with value: 0.9970054959305475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 90}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:53:58,502] Trial 8312 finished with value: 0.9975896936256055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 95}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:54:00,941] Trial 8313 finished with value: 0.9975563213745898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:54:02,897] Trial 8314 finished with value: 0.9973057457709489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:54:04,553] Trial 8315 finished with value: 0.9959944197618907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 91}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:54:06,755] Trial 8316 finished with value: 0.9973391243060702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 95}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:54:09,138] Trial 8317 finished with value: 0.9974893953952036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 86}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:54:10,156] Trial 8318 finished with value: 0.9968917944961798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 105}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:54:12,633] Trial 8319 finished with value: 0.9974590819802343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 103}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:54:15,193] Trial 8320 finished with value: 0.9971644586360693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 13, 'rf_n_estimators': 88}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:54:17,328] Trial 8321 finished with value: 0.9973075038923332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:54:18,733] Trial 8322 finished with value: 0.9960225455146361 and parameters: {'classifier': 'SVC', 'svc_c': 9773.141823884767, 'svc_kernel': 'rbf'}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:54:19,820] Trial 8323 finished with value: 0.9942637994648168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 73}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:54:29,577] Trial 8324 finished with value: 0.995965188577828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 51, 'rf_n_estimators': 99}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:54:32,056] Trial 8325 finished with value: 0.9973082346576526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 101}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:54:33,882] Trial 8326 finished with value: 0.9967552082532031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:54:36,505] Trial 8327 finished with value: 0.9972241976932604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 90}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:54:38,569] Trial 8328 finished with value: 0.9968130891511255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:54:40,776] Trial 8329 finished with value: 0.9972673345241021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 82}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:54:48,506] Trial 8330 finished with value: 0.9966744960567836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 38, 'rf_n_estimators': 103}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:54:50,803] Trial 8331 finished with value: 0.9973032188939698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 97}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:54:52,419] Trial 8332 finished with value: 0.9908384005847887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 13, 'rf_n_estimators': 102}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:54:54,504] Trial 8333 finished with value: 0.9972112520547064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 81}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:54:56,665] Trial 8334 finished with value: 0.9969986906249518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:54:58,492] Trial 8335 finished with value: 0.9974360468608955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 84}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:54:59,819] Trial 8336 finished with value: 0.9943265204571042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 3, 'rf_n_estimators': 77}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:55:07,904] Trial 8337 finished with value: 0.9966372248673111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 59, 'rf_n_estimators': 69}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:55:10,854] Trial 8338 finished with value: 0.9973989808569947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 108}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:55:13,280] Trial 8339 finished with value: 0.9973203644098193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:55:15,611] Trial 8340 finished with value: 0.9974582103938193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 85}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:55:17,532] Trial 8341 finished with value: 0.9867379594545856 and parameters: {'classifier': 'SVC', 'svc_c': 24429655.227964606, 'svc_kernel': 'sigmoid'}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:55:18,623] Trial 8342 finished with value: 0.9973109836365083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 66}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:55:21,009] Trial 8343 finished with value: 0.9973822554240885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 96}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:55:32,659] Trial 8344 finished with value: 0.9963921630268592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 56, 'rf_n_estimators': 106}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:55:34,598] Trial 8345 finished with value: 0.9970043091867113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:55:37,060] Trial 8346 finished with value: 0.997365854289121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 90}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:55:38,082] Trial 8347 finished with value: 0.990923167806694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:55:54,185] Trial 8348 finished with value: 0.9958059430875509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 74, 'rf_n_estimators': 109}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:55:55,112] Trial 8349 finished with value: 0.9964664521690404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 83}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:55:58,184] Trial 8350 finished with value: 0.997404246207582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:56:00,370] Trial 8351 finished with value: 0.9973467762203475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 73}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:56:02,810] Trial 8352 finished with value: 0.9974766239025481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 93}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:56:05,349] Trial 8353 finished with value: 0.9972032145883291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 103}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:56:15,959] Trial 8354 finished with value: 0.9968895697958177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 50, 'rf_n_estimators': 112}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:56:18,514] Trial 8355 finished with value: 0.9974490952985318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:56:20,867] Trial 8356 finished with value: 0.9973606811371547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:59:31,719] Trial 8357 finished with value: 0.9897225583770198 and parameters: {'classifier': 'SVC', 'svc_c': 1637968577.7142794, 'svc_kernel': 'rbf'}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:59:32,785] Trial 8358 finished with value: 0.9935950602995893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 32, 'rf_n_estimators': 10}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:59:35,235] Trial 8359 finished with value: 0.9975937526183299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:59:38,229] Trial 8360 finished with value: 0.997169517309403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:59:40,529] Trial 8361 finished with value: 0.9971338988397241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:59:41,441] Trial 8362 finished with value: 0.9970542616379685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 77}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:59:43,093] Trial 8363 finished with value: 0.9975499931214814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:59:44,739] Trial 8364 finished with value: 0.9973826859805411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 5, 'rf_n_estimators': 111}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:59:46,041] Trial 8365 finished with value: 0.9942144838981486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:59:49,118] Trial 8366 finished with value: 0.9973323842218743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:59:51,836] Trial 8367 finished with value: 0.997241978030735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:59:53,909] Trial 8368 finished with value: 0.9975096190120092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:59:55,176] Trial 8369 finished with value: 0.9973803864421934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 110}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 00:59:57,970] Trial 8370 finished with value: 0.9967311897348013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 89}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:00:01,125] Trial 8371 finished with value: 0.9973865195706466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:00:02,547] Trial 8372 finished with value: 0.9955993743777469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:00:04,779] Trial 8373 finished with value: 0.99705647148499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:00:07,600] Trial 8374 finished with value: 0.997760956801498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:00:11,177] Trial 8375 finished with value: 0.9972717054052431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:00:13,065] Trial 8376 finished with value: 0.9853941808321188 and parameters: {'classifier': 'SVC', 'svc_c': 0.03887217689586864, 'svc_kernel': 'sigmoid'}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:00:16,161] Trial 8377 finished with value: 0.9972301180825198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:00:19,338] Trial 8378 finished with value: 0.9971505402623894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:00:22,453] Trial 8379 finished with value: 0.9973786274638856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:00:25,969] Trial 8380 finished with value: 0.9973596753311291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:00:39,777] Trial 8381 finished with value: 0.9957144012188685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 72, 'rf_n_estimators': 111}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:00:41,226] Trial 8382 finished with value: 0.9974595265013663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 113}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:00:50,621] Trial 8383 finished with value: 0.9965856495933689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 48, 'rf_n_estimators': 109}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:00:53,521] Trial 8384 finished with value: 0.9974526369316264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:00:57,107] Trial 8385 finished with value: 0.9975096055551363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 110}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:01:00,203] Trial 8386 finished with value: 0.997318719434075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:01:03,200] Trial 8387 finished with value: 0.997438732776529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:01:06,468] Trial 8388 finished with value: 0.9971896923989481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:01:09,440] Trial 8389 finished with value: 0.9976525005958843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:01:12,618] Trial 8390 finished with value: 0.9973953258243567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:01:15,884] Trial 8391 finished with value: 0.9973794506499917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:01:18,752] Trial 8392 finished with value: 0.9976842738911217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:01:21,720] Trial 8393 finished with value: 0.997448577240668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:01:24,928] Trial 8394 finished with value: 0.9974066024298325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:01:26,771] Trial 8395 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.9667689572321057e-07, 'svc_kernel': 'rbf'}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:01:36,426] Trial 8396 finished with value: 0.9967682981722844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 48, 'rf_n_estimators': 114}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:01:39,607] Trial 8397 finished with value: 0.9971660852990408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:01:42,442] Trial 8398 finished with value: 0.9974426007070502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:01:45,981] Trial 8399 finished with value: 0.9975250067238535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 109}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:01:55,090] Trial 8400 finished with value: 0.9971038112082283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 43, 'rf_n_estimators': 113}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:01:58,092] Trial 8401 finished with value: 0.9974531276314137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:02:00,838] Trial 8402 finished with value: 0.9973646831285973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:02:14,471] Trial 8403 finished with value: 0.9967077967705557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 64, 'rf_n_estimators': 115}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:02:17,496] Trial 8404 finished with value: 0.9973821861719744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:02:18,559] Trial 8405 finished with value: 0.9966487695946292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 113}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:02:20,038] Trial 8406 finished with value: 0.9970775768443408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 4, 'rf_n_estimators': 115}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:02:22,681] Trial 8407 finished with value: 0.9975519666797816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:02:25,457] Trial 8408 finished with value: 0.997231986366181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:02:27,742] Trial 8409 finished with value: 0.9972943845522116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:02:32,661] Trial 8410 finished with value: 0.9972730809896286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 25, 'rf_n_estimators': 113}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:02:35,984] Trial 8411 finished with value: 0.9974140198327116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:02:40,778] Trial 8412 finished with value: 0.9972338628064845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 23, 'rf_n_estimators': 110}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:02:41,887] Trial 8413 finished with value: 0.9893912730207782 and parameters: {'classifier': 'SVC', 'svc_c': 7.766609232274075, 'svc_kernel': 'sigmoid'}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:02:43,456] Trial 8414 finished with value: 0.996846006947044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 104}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:02:44,808] Trial 8415 finished with value: 0.9972420889864596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 115}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:02:53,510] Trial 8416 finished with value: 0.9968269221180965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 40, 'rf_n_estimators': 116}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:02:55,768] Trial 8417 finished with value: 0.997403609576896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:02:56,898] Trial 8418 finished with value: 0.9968238660115104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 112}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:03:00,435] Trial 8419 finished with value: 0.997565177615504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 108}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:03:02,937] Trial 8420 finished with value: 0.9972987627013334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:03:12,351] Trial 8421 finished with value: 0.9970589027673918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 46, 'rf_n_estimators': 112}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:03:26,690] Trial 8422 finished with value: 0.996602931772648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 66, 'rf_n_estimators': 116}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:03:34,346] Trial 8423 finished with value: 0.9972251622717442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 35, 'rf_n_estimators': 113}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:03:35,866] Trial 8424 finished with value: 0.9973961134322685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 106}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:03:38,402] Trial 8425 finished with value: 0.9972476019562008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:03:46,136] Trial 8426 finished with value: 0.9969814041293175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 35, 'rf_n_estimators': 116}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:03:48,034] Trial 8427 finished with value: 0.9975536490427809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:03:57,792] Trial 8428 finished with value: 0.9968940377314799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 47, 'rf_n_estimators': 111}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:04:04,267] Trial 8429 finished with value: 0.9970673734244682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 30, 'rf_n_estimators': 116}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:04:06,511] Trial 8430 finished with value: 0.9975982393745709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:04:13,010] Trial 8431 finished with value: 0.9971505895830975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 30, 'rf_n_estimators': 114}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:04:14,829] Trial 8432 finished with value: 0.9852340778787952 and parameters: {'classifier': 'SVC', 'svc_c': 0.0007155417591694177, 'svc_kernel': 'rbf'}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:04:16,438] Trial 8433 finished with value: 0.996991837014261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 116}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:04:19,137] Trial 8434 finished with value: 0.9973277976499141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:04:21,519] Trial 8435 finished with value: 0.9973698071820204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 101}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:04:32,723] Trial 8436 finished with value: 0.9966341743465965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 53, 'rf_n_estimators': 116}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:04:33,974] Trial 8437 finished with value: 0.9973037757672943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 4, 'rf_n_estimators': 107}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:04:41,922] Trial 8438 finished with value: 0.9964431959951763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 51, 'rf_n_estimators': 73}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:04:44,041] Trial 8439 finished with value: 0.9973074331485373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:04:46,530] Trial 8440 finished with value: 0.9972347929810766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:04:49,205] Trial 8441 finished with value: 0.9968267026822043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:04:51,537] Trial 8442 finished with value: 0.9974887325172683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:04:54,701] Trial 8443 finished with value: 0.9975136159888622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:04:56,857] Trial 8444 finished with value: 0.9974218889612279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:04:59,382] Trial 8445 finished with value: 0.9975082081350705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:05:02,135] Trial 8446 finished with value: 0.9972617053936195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:05:05,092] Trial 8447 finished with value: 0.9973054622244835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:05:06,163] Trial 8448 finished with value: 0.9948221418100781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 106}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:05:08,333] Trial 8449 finished with value: 0.9974718482678732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:05:11,724] Trial 8450 finished with value: 0.9973442893966077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:05:13,930] Trial 8451 finished with value: 0.9975768600536029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:05:16,284] Trial 8452 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 9.119980515731742e-06, 'svc_kernel': 'sigmoid'}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:05:18,666] Trial 8453 finished with value: 0.9975155796131974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:05:20,072] Trial 8454 finished with value: 0.997457160884695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 96}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:05:21,903] Trial 8455 finished with value: 0.9974166603948752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 86}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:05:24,774] Trial 8456 finished with value: 0.9976418759505036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:05:27,726] Trial 8457 finished with value: 0.9976209511798464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:05:30,330] Trial 8458 finished with value: 0.9972977061463938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:05:32,618] Trial 8459 finished with value: 0.9973405818694708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:05:38,845] Trial 8460 finished with value: 0.9941913057995367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 60, 'rf_n_estimators': 116}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:05:42,281] Trial 8461 finished with value: 0.9973079954173062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 111}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:05:44,684] Trial 8462 finished with value: 0.997772809291305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 93}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:05:46,372] Trial 8463 finished with value: 0.997495789917063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 90}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:05:48,250] Trial 8464 finished with value: 0.9974025110327048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 94}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:05:50,011] Trial 8465 finished with value: 0.9972358057694418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 83}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:05:51,736] Trial 8466 finished with value: 0.9976188522250737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 89}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:05:53,956] Trial 8467 finished with value: 0.9972969924560685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 83}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:05:55,797] Trial 8468 finished with value: 0.9974470828612948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 103}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:05:57,342] Trial 8469 finished with value: 0.9972345336823726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 100}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:05:59,501] Trial 8470 finished with value: 0.9951225548150617 and parameters: {'classifier': 'SVC', 'svc_c': 289402.24775911216, 'svc_kernel': 'rbf'}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:06:01,723] Trial 8471 finished with value: 0.9973783517249455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 87}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:06:03,501] Trial 8472 finished with value: 0.9975097669741338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 90}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:06:05,110] Trial 8473 finished with value: 0.997514924606263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 92}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:06:06,946] Trial 8474 finished with value: 0.9970966380920232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 93}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:06:08,841] Trial 8475 finished with value: 0.99750098671377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 96}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:06:11,235] Trial 8476 finished with value: 0.9975634528189227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 91}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:06:12,796] Trial 8477 finished with value: 0.9971267268026077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 86}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:06:14,487] Trial 8478 finished with value: 0.9969849007580592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 7, 'rf_n_estimators': 93}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:06:16,185] Trial 8479 finished with value: 0.9971356952052869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 92}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:06:17,680] Trial 8480 finished with value: 0.9966180422538707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 98}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:06:19,902] Trial 8481 finished with value: 0.9972471027506543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 96}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:06:21,889] Trial 8482 finished with value: 0.9971872578792796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 91}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:06:23,405] Trial 8483 finished with value: 0.9974396988466944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 89}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:06:24,413] Trial 8484 finished with value: 0.9937797061767597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 86}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:06:26,318] Trial 8485 finished with value: 0.9973033569538673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 94}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:06:27,688] Trial 8486 finished with value: 0.9881497375911588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 95}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:06:29,657] Trial 8487 finished with value: 0.9974347530016217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 88}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:06:31,456] Trial 8488 finished with value: 0.997125104963798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 82}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:06:33,001] Trial 8489 finished with value: 0.9973482283883038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 85}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:06:35,345] Trial 8490 finished with value: 0.997577338058227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 93}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:06:36,896] Trial 8491 finished with value: 0.9971988923614002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 6, 'rf_n_estimators': 90}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:06:38,134] Trial 8492 finished with value: 0.9873441991263817 and parameters: {'classifier': 'SVC', 'svc_c': 2.2478281160773532, 'svc_kernel': 'sigmoid'}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:06:39,792] Trial 8493 finished with value: 0.9968663458041916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 94}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:06:41,832] Trial 8494 finished with value: 0.9974745559874489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 94}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:06:44,121] Trial 8495 finished with value: 0.9975499353267518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 93}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:06:45,335] Trial 8496 finished with value: 0.9954332464587589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 89}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:06:46,680] Trial 8497 finished with value: 0.9967745623465576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 99}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:06:48,682] Trial 8498 finished with value: 0.9970201528770722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 95}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:06:50,493] Trial 8499 finished with value: 0.9973974172572452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 101}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:06:53,116] Trial 8500 finished with value: 0.9973891827619384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:06:54,282] Trial 8501 finished with value: 0.9958098499604846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 88}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:06:56,199] Trial 8502 finished with value: 0.9973891018937501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 100}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:06:57,337] Trial 8503 finished with value: 0.9961759737003774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 90}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:06:59,298] Trial 8504 finished with value: 0.9973825027576014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 98}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:07:01,702] Trial 8505 finished with value: 0.9973038271827043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 97}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:07:03,248] Trial 8506 finished with value: 0.9973232000331622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 90}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:07:05,034] Trial 8507 finished with value: 0.9853404290676959 and parameters: {'classifier': 'SVC', 'svc_c': 0.0026185847624907044, 'svc_kernel': 'rbf'}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:07:06,443] Trial 8508 finished with value: 0.9968143801857258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 86}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:07:08,161] Trial 8509 finished with value: 0.9974503525005224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 93}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:07:10,777] Trial 8510 finished with value: 0.9973271228702635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 96}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:07:12,077] Trial 8511 finished with value: 0.9967734237808651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 95}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:07:13,182] Trial 8512 finished with value: 0.9941842583971829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 94}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:07:15,108] Trial 8513 finished with value: 0.9974999677999886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:07:16,703] Trial 8514 finished with value: 0.9968509869421053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 81}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:07:19,308] Trial 8515 finished with value: 0.9976570862474451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:07:24,570] Trial 8516 finished with value: 0.9967330930888503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 27, 'rf_n_estimators': 97}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:07:26,299] Trial 8517 finished with value: 0.9974499204841258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 84}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:07:27,244] Trial 8518 finished with value: 0.989666305475061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 99}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:07:29,666] Trial 8519 finished with value: 0.9974112856437208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 89}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:07:31,307] Trial 8520 finished with value: 0.9973038360375805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 87}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:07:33,496] Trial 8521 finished with value: 0.9974554997860938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 95}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:07:35,520] Trial 8522 finished with value: 0.9975142086308084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 92}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:07:37,368] Trial 8523 finished with value: 0.9974481674725447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 101}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:07:39,291] Trial 8524 finished with value: 0.9974132581864081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 78}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:07:41,161] Trial 8525 finished with value: 0.997398727366328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 91}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:07:43,019] Trial 8526 finished with value: 0.9969996878617424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 85}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:07:44,874] Trial 8527 finished with value: 0.9852053993786534 and parameters: {'classifier': 'SVC', 'svc_c': 0.00013571330197457426, 'svc_kernel': 'sigmoid'}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:07:46,436] Trial 8528 finished with value: 0.9969898426993694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 6, 'rf_n_estimators': 91}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:07:48,419] Trial 8529 finished with value: 0.996784165285221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 90}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:07:50,649] Trial 8530 finished with value: 0.9971245312376448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 92}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:07:55,799] Trial 8531 finished with value: 0.9967629171687622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 26, 'rf_n_estimators': 97}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:07:57,568] Trial 8532 finished with value: 0.9970080374704399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 91}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:07:59,794] Trial 8533 finished with value: 0.9973010302478705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:08:02,332] Trial 8534 finished with value: 0.9975588524409728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 99}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:08:04,195] Trial 8535 finished with value: 0.9971003400967643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 91}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:08:10,804] Trial 8536 finished with value: 0.9970974145599295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 34, 'rf_n_estimators': 99}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:08:12,930] Trial 8537 finished with value: 0.9974998031754625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 88}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:08:15,139] Trial 8538 finished with value: 0.997763081368762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 93}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:08:16,809] Trial 8539 finished with value: 0.9971199506324111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 94}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:08:18,341] Trial 8540 finished with value: 0.9973855303318087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 93}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:08:19,966] Trial 8541 finished with value: 0.9971881507300925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 93}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:08:21,376] Trial 8542 finished with value: 0.9969080144076958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 92}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:08:23,648] Trial 8543 finished with value: 0.9976364480700924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 95}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:08:25,306] Trial 8544 finished with value: 0.9972019464050224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 105}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:08:26,779] Trial 8545 finished with value: 0.9962898445199574 and parameters: {'classifier': 'SVC', 'svc_c': 90899.13843340239, 'svc_kernel': 'rbf'}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:08:28,364] Trial 8546 finished with value: 0.9974428409312718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 92}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:08:29,800] Trial 8547 finished with value: 0.997474908595601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 95}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:08:31,881] Trial 8548 finished with value: 0.9972107276175234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 92}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:08:33,496] Trial 8549 finished with value: 0.9972533242057041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 96}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:08:35,041] Trial 8550 finished with value: 0.9975654943280827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 89}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:08:41,467] Trial 8551 finished with value: 0.9965092417554366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 36, 'rf_n_estimators': 89}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:08:42,991] Trial 8552 finished with value: 0.9973433816607162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 106}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:08:45,229] Trial 8553 finished with value: 0.9972385556686967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 94}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:08:50,927] Trial 8554 finished with value: 0.9971632918236389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 33, 'rf_n_estimators': 87}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:08:52,483] Trial 8555 finished with value: 0.9971883860666765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 95}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:08:54,171] Trial 8556 finished with value: 0.9971111105460917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 91}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:08:55,844] Trial 8557 finished with value: 0.9973934260566913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 92}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:08:57,887] Trial 8558 finished with value: 0.997487431643917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 93}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:08:59,679] Trial 8559 finished with value: 0.9972616287783107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 96}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:09:01,402] Trial 8560 finished with value: 0.9974481088526296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:09:02,818] Trial 8561 finished with value: 0.9975766180520583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 92}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:09:13,849] Trial 8562 finished with value: 0.9963600311884813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 59, 'rf_n_estimators': 91}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:09:21,762] Trial 8563 finished with value: 0.9968993199983718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 44, 'rf_n_estimators': 90}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:09:23,536] Trial 8564 finished with value: 0.9975128876673618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 95}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:09:25,260] Trial 8565 finished with value: 0.9866070574708369 and parameters: {'classifier': 'SVC', 'svc_c': 426572107.08648866, 'svc_kernel': 'sigmoid'}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:09:26,773] Trial 8566 finished with value: 0.9972357876788346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 88}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:09:28,374] Trial 8567 finished with value: 0.9957645521589992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 5, 'rf_n_estimators': 94}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:09:30,170] Trial 8568 finished with value: 0.9970754255537587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 97}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:09:31,762] Trial 8569 finished with value: 0.9970909138112939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 96}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:09:33,373] Trial 8570 finished with value: 0.9973862426891419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 6, 'rf_n_estimators': 96}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:09:37,590] Trial 8571 finished with value: 0.9970423327232805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 24, 'rf_n_estimators': 89}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:09:44,007] Trial 8572 finished with value: 0.996830874725355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 32, 'rf_n_estimators': 93}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:09:45,642] Trial 8573 finished with value: 0.9974135486199994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 88}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:09:47,120] Trial 8574 finished with value: 0.9973591376592386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 93}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:09:48,764] Trial 8575 finished with value: 0.9972866820794476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 83}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:09:49,786] Trial 8576 finished with value: 0.9972891983877036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 80}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:09:51,871] Trial 8577 finished with value: 0.9973201691582125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 96}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:09:52,866] Trial 8578 finished with value: 0.9969715593160613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 1, 'rf_n_estimators': 92}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:09:54,711] Trial 8579 finished with value: 0.9973792523198078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 102}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:09:56,135] Trial 8580 finished with value: 0.9973443483973776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 92}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:09:58,463] Trial 8581 finished with value: 0.9968180861577052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 89}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:10:00,270] Trial 8582 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.0206766133810187e-08, 'svc_kernel': 'rbf'}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:10:11,040] Trial 8583 finished with value: 0.9964878121616231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 58, 'rf_n_estimators': 96}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:10:12,693] Trial 8584 finished with value: 0.9971379947118969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 89}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:10:15,003] Trial 8585 finished with value: 0.9973158261746923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 98}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:10:17,119] Trial 8586 finished with value: 0.9976292206820653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 96}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:10:20,373] Trial 8587 finished with value: 0.995558746682394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 29, 'rf_n_estimators': 92}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:10:22,137] Trial 8588 finished with value: 0.997018804968142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 7, 'rf_n_estimators': 97}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:10:24,042] Trial 8589 finished with value: 0.9974559261531429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 95}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:10:26,039] Trial 8590 finished with value: 0.9973379584140392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 83}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:10:28,387] Trial 8591 finished with value: 0.9969766482356208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 92}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:10:30,498] Trial 8592 finished with value: 0.9973508676809512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 90}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:10:31,366] Trial 8593 finished with value: 0.9894542510901162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 87}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:10:32,376] Trial 8594 finished with value: 0.9968480069430212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 87}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:10:34,285] Trial 8595 finished with value: 0.9972188443334558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 90}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:10:38,618] Trial 8596 finished with value: 0.9964071922907763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 26, 'rf_n_estimators': 83}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:10:40,547] Trial 8597 finished with value: 0.9976941408256992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 96}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:10:41,825] Trial 8598 finished with value: 0.9975598074028706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 93}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:10:44,074] Trial 8599 finished with value: 0.9970070117012705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 97}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:10:45,785] Trial 8600 finished with value: 0.9971122162947882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 89}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:10:46,748] Trial 8601 finished with value: 0.9971106617720803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 93}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:10:55,762] Trial 8602 finished with value: 0.9964844640028122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 53, 'rf_n_estimators': 86}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:10:57,249] Trial 8603 finished with value: 0.9867071628299747 and parameters: {'classifier': 'SVC', 'svc_c': 3353580.6666903393, 'svc_kernel': 'sigmoid'}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:10:58,590] Trial 8604 finished with value: 0.9972520356466608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 5, 'rf_n_estimators': 94}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:11:11,217] Trial 8605 finished with value: 0.9960279414984505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 65, 'rf_n_estimators': 93}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:11:13,242] Trial 8606 finished with value: 0.9972994648390605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 91}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:11:15,101] Trial 8607 finished with value: 0.9973414151482314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 90}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:11:16,803] Trial 8608 finished with value: 0.9972923342833889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 88}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:11:19,597] Trial 8609 finished with value: 0.9961453258948149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 22, 'rf_n_estimators': 87}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:11:22,311] Trial 8610 finished with value: 0.9972574788564815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 97}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:11:23,953] Trial 8611 finished with value: 0.9972553938029124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 98}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:11:30,283] Trial 8612 finished with value: 0.9937688048085637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 66, 'rf_n_estimators': 91}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:11:32,277] Trial 8613 finished with value: 0.9975057559691255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 94}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:11:34,742] Trial 8614 finished with value: 0.9974456243140191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 98}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:11:36,459] Trial 8615 finished with value: 0.9971897480672377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 91}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:11:37,551] Trial 8616 finished with value: 0.9940338326174883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 93}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:11:39,604] Trial 8617 finished with value: 0.9973165475455911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 95}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:11:41,483] Trial 8618 finished with value: 0.9974747364809287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 96}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:11:42,931] Trial 8619 finished with value: 0.9939889992050649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 4, 'rf_n_estimators': 98}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:12:45,585] Trial 8620 finished with value: 0.9904144203851623 and parameters: {'classifier': 'SVC', 'svc_c': 11183066.998730358, 'svc_kernel': 'rbf'}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:12:49,879] Trial 8621 finished with value: 0.997103146299067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 25, 'rf_n_estimators': 85}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:12:51,357] Trial 8622 finished with value: 0.9972701080046221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 5, 'rf_n_estimators': 94}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:12:52,854] Trial 8623 finished with value: 0.9974171188806866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 6, 'rf_n_estimators': 89}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:12:54,743] Trial 8624 finished with value: 0.9973731788268827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 99}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:12:55,787] Trial 8625 finished with value: 0.9968810492784886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 95}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:12:58,061] Trial 8626 finished with value: 0.9969289905302875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 96}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:12:59,835] Trial 8627 finished with value: 0.9973237154250416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 99}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:13:02,135] Trial 8628 finished with value: 0.9974039990644966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 88}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:13:12,024] Trial 8629 finished with value: 0.996511492004814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 55, 'rf_n_estimators': 86}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:13:17,359] Trial 8630 finished with value: 0.9970527854126784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 32, 'rf_n_estimators': 86}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:13:19,442] Trial 8631 finished with value: 0.9975197760627991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:13:21,002] Trial 8632 finished with value: 0.9971344795482171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 88}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:13:22,700] Trial 8633 finished with value: 0.9973178068740216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 90}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:13:24,856] Trial 8634 finished with value: 0.9974937774163503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 94}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:13:27,192] Trial 8635 finished with value: 0.9974116249536897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 92}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:13:29,183] Trial 8636 finished with value: 0.9975520511978292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 93}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:13:30,905] Trial 8637 finished with value: 0.997450797815102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 93}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:13:32,264] Trial 8638 finished with value: 0.9921788998244904 and parameters: {'classifier': 'SVC', 'svc_c': 154.3242055647826, 'svc_kernel': 'sigmoid'}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:13:34,118] Trial 8639 finished with value: 0.997543215554817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 91}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:13:36,385] Trial 8640 finished with value: 0.9974101741187256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 96}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:13:38,342] Trial 8641 finished with value: 0.9967357051186351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 89}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:13:40,719] Trial 8642 finished with value: 0.9974296319315616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 98}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:13:42,792] Trial 8643 finished with value: 0.9973734621829206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 93}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:13:44,289] Trial 8644 finished with value: 0.9971002276176203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 98}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:13:45,706] Trial 8645 finished with value: 0.9962785219897293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 90}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:13:46,552] Trial 8646 finished with value: 0.9892908674527735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 87}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:13:48,968] Trial 8647 finished with value: 0.9975532211523124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 85}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:13:55,002] Trial 8648 finished with value: 0.9966280292529522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 33, 'rf_n_estimators': 95}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:13:57,297] Trial 8649 finished with value: 0.9970915662474577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 91}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:13:58,642] Trial 8650 finished with value: 0.9963228886962234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 99}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:14:00,873] Trial 8651 finished with value: 0.9974626742987671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 95}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:14:03,417] Trial 8652 finished with value: 0.9973469874043839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:14:05,181] Trial 8653 finished with value: 0.997096137712174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 89}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:14:07,488] Trial 8654 finished with value: 0.9972718422273621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 92}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:14:09,242] Trial 8655 finished with value: 0.9974315806073425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 94}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:14:11,225] Trial 8656 finished with value: 0.9971521913635496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 88}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:14:13,623] Trial 8657 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 3.995490060786622e-05, 'svc_kernel': 'rbf'}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:14:21,772] Trial 8658 finished with value: 0.9965130971812224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 42, 'rf_n_estimators': 97}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:14:22,721] Trial 8659 finished with value: 0.9963295985024554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 2, 'rf_n_estimators': 92}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:14:24,316] Trial 8660 finished with value: 0.9973563086056426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 91}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:14:26,240] Trial 8661 finished with value: 0.9973678678371845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 100}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:14:27,827] Trial 8662 finished with value: 0.996364624774519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 5, 'rf_n_estimators': 85}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:14:28,993] Trial 8663 finished with value: 0.9968001620792476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 95}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:14:30,819] Trial 8664 finished with value: 0.9971925676946753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 91}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:14:33,102] Trial 8665 finished with value: 0.9975850507188596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 98}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:14:35,553] Trial 8666 finished with value: 0.996999942209333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 89}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:14:43,011] Trial 8667 finished with value: 0.9967581353451953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 39, 'rf_n_estimators': 94}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:14:52,320] Trial 8668 finished with value: 0.996702900341405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 52, 'rf_n_estimators': 95}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:14:53,522] Trial 8669 finished with value: 0.9957737953484812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 92}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:15:00,357] Trial 8670 finished with value: 0.9966614186741758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 39, 'rf_n_estimators': 90}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:15:02,917] Trial 8671 finished with value: 0.9966742750974719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 10, 'rf_n_estimators': 85}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:15:13,775] Trial 8672 finished with value: 0.996093294388453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 64, 'rf_n_estimators': 84}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:15:15,300] Trial 8673 finished with value: 0.9970252696625147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 6, 'rf_n_estimators': 87}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:15:21,156] Trial 8674 finished with value: 0.9970692809679208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 30, 'rf_n_estimators': 100}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:15:23,185] Trial 8675 finished with value: 0.9971706377844884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 100}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:15:25,547] Trial 8676 finished with value: 0.9852051536320356 and parameters: {'classifier': 'SVC', 'svc_c': 5.645794465470301e-07, 'svc_kernel': 'sigmoid'}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:15:34,007] Trial 8677 finished with value: 0.9964312438483397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 43, 'rf_n_estimators': 97}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:15:34,983] Trial 8678 finished with value: 0.9969770952640475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 94}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:15:36,808] Trial 8679 finished with value: 0.9969765800625955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 94}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:15:39,430] Trial 8680 finished with value: 0.9972881637319199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 100}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:15:41,702] Trial 8681 finished with value: 0.997542717491835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 92}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:15:49,079] Trial 8682 finished with value: 0.996608557062844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 43, 'rf_n_estimators': 86}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:15:51,543] Trial 8683 finished with value: 0.9971128367391412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 97}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:16:03,231] Trial 8684 finished with value: 0.9967109153373439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 59, 'rf_n_estimators': 100}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:16:08,861] Trial 8685 finished with value: 0.9964563675124175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 27, 'rf_n_estimators': 93}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:16:10,675] Trial 8686 finished with value: 0.9974644827882105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 97}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:16:12,801] Trial 8687 finished with value: 0.997398743425709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 87}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:16:21,144] Trial 8688 finished with value: 0.9964758630298878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 47, 'rf_n_estimators': 89}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:16:23,004] Trial 8689 finished with value: 0.9974789048107443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 90}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:16:24,927] Trial 8690 finished with value: 0.9965504264510655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 84}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:16:26,596] Trial 8691 finished with value: 0.9973525422999009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 97}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:16:27,478] Trial 8692 finished with value: 0.9919744538728897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 5, 'rf_n_estimators': 90}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:16:29,935] Trial 8693 finished with value: 0.996762286441327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:16:41,901] Trial 8694 finished with value: 0.9964326963336751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 67, 'rf_n_estimators': 93}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:20:10,307] Trial 8695 finished with value: 0.9896109497402706 and parameters: {'classifier': 'SVC', 'svc_c': 4605382557.811274, 'svc_kernel': 'rbf'}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:20:11,932] Trial 8696 finished with value: 0.9970708265722767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 95}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:20:14,453] Trial 8697 finished with value: 0.9969415138325065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 102}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:20:16,597] Trial 8698 finished with value: 0.9973431028749369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:20:18,057] Trial 8699 finished with value: 0.9928109799610046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 88}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:20:28,407] Trial 8700 finished with value: 0.995826626078829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 52, 'rf_n_estimators': 98}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:20:30,574] Trial 8701 finished with value: 0.9975680359949267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 93}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:20:32,403] Trial 8702 finished with value: 0.9971570772874531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 89}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:20:36,581] Trial 8703 finished with value: 0.997039437940478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 23, 'rf_n_estimators': 90}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:20:38,952] Trial 8704 finished with value: 0.9974720728770442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 85}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:20:41,336] Trial 8705 finished with value: 0.9973300539929699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 96}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:20:45,608] Trial 8706 finished with value: 0.9973558044807204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 102}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:20:47,019] Trial 8707 finished with value: 0.997098157576081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 93}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:20:48,053] Trial 8708 finished with value: 0.9968948548239077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 85}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:21:02,375] Trial 8709 finished with value: 0.9952983533379319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 74, 'rf_n_estimators': 96}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:21:03,546] Trial 8710 finished with value: 0.9965596773528592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 89}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:21:05,002] Trial 8711 finished with value: 0.9963048671823899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 84}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:21:06,192] Trial 8712 finished with value: 0.9958178673367666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 91}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:21:08,606] Trial 8713 finished with value: 0.9852070388002637 and parameters: {'classifier': 'SVC', 'svc_c': 1.427245655326013e-09, 'svc_kernel': 'sigmoid'}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:21:10,561] Trial 8714 finished with value: 0.9972271268799545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 97}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:21:12,053] Trial 8715 finished with value: 0.9973548601827593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 102}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:21:13,879] Trial 8716 finished with value: 0.9974233803889757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 81}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:21:15,710] Trial 8717 finished with value: 0.9974100718909257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:21:17,852] Trial 8718 finished with value: 0.997404024676988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 87}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:21:19,787] Trial 8719 finished with value: 0.9915031150024941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 36, 'rf_n_estimators': 100}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:21:20,762] Trial 8720 finished with value: 0.997041230878347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 95}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:21:22,790] Trial 8721 finished with value: 0.9972621745751056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 87}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:21:24,156] Trial 8722 finished with value: 0.9960994636981209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 92}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:21:26,945] Trial 8723 finished with value: 0.9975244130662944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 83}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:21:29,243] Trial 8724 finished with value: 0.9977057458867794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 94}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:21:31,343] Trial 8725 finished with value: 0.9973129618602808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 100}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:21:33,079] Trial 8726 finished with value: 0.9973594739541062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 80}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:21:37,496] Trial 8727 finished with value: 0.997327174158722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 92}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:21:45,174] Trial 8728 finished with value: 0.9969655298436138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 42, 'rf_n_estimators': 95}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:21:47,370] Trial 8729 finished with value: 0.9973989472148128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 90}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:21:49,212] Trial 8730 finished with value: 0.9974773295631828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 100}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:21:51,337] Trial 8731 finished with value: 0.9973539708548541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:21:52,885] Trial 8732 finished with value: 0.9963281464614507 and parameters: {'classifier': 'SVC', 'svc_c': 23670.74399062427, 'svc_kernel': 'rbf'}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:21:53,984] Trial 8733 finished with value: 0.9972208537873293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 86}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:21:55,422] Trial 8734 finished with value: 0.9974787592289628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 82}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:21:57,386] Trial 8735 finished with value: 0.9973989630202906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 97}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:21:59,598] Trial 8736 finished with value: 0.9965525612379357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 12, 'rf_n_estimators': 81}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:22:01,447] Trial 8737 finished with value: 0.9973497872273671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 4, 'rf_n_estimators': 103}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:22:11,203] Trial 8738 finished with value: 0.9965077233187293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 59, 'rf_n_estimators': 88}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:22:13,772] Trial 8739 finished with value: 0.9974813489787365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:22:15,208] Trial 8740 finished with value: 0.9970040002499201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 92}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:22:17,778] Trial 8741 finished with value: 0.9969629157508649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 97}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:22:20,129] Trial 8742 finished with value: 0.997181034329528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:22:25,097] Trial 8743 finished with value: 0.9964381091385807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 41, 'rf_n_estimators': 85}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:22:26,786] Trial 8744 finished with value: 0.9969970589791289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 92}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:22:28,597] Trial 8745 finished with value: 0.9974053162511324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 90}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:22:31,386] Trial 8746 finished with value: 0.9970070544204939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 100}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:22:33,795] Trial 8747 finished with value: 0.9974355669519966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 98}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:22:36,557] Trial 8748 finished with value: 0.9976439622101134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 103}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:22:38,200] Trial 8749 finished with value: 0.9974430777277995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 78}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:22:40,261] Trial 8750 finished with value: 0.9971857179560093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 93}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:22:45,783] Trial 8751 finished with value: 0.9972588656443485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 27, 'rf_n_estimators': 95}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:22:47,734] Trial 8752 finished with value: 0.9852073654785451 and parameters: {'classifier': 'SVC', 'svc_c': 0.0003186603221889721, 'svc_kernel': 'sigmoid'}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:22:48,473] Trial 8753 finished with value: 0.9883399005957364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 2, 'rf_n_estimators': 86}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:22:50,072] Trial 8754 finished with value: 0.9969874931738172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 6, 'rf_n_estimators': 94}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:22:51,786] Trial 8755 finished with value: 0.9972928477075182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 6, 'rf_n_estimators': 103}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:22:58,351] Trial 8756 finished with value: 0.9965996158912894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 34, 'rf_n_estimators': 90}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:23:00,245] Trial 8757 finished with value: 0.9972285798096205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:23:01,649] Trial 8758 finished with value: 0.997119439937742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 88}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:23:03,880] Trial 8759 finished with value: 0.9975892113998395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 98}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:23:08,637] Trial 8760 finished with value: 0.9973841759166074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 106}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:23:17,839] Trial 8761 finished with value: 0.995999323268595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 70, 'rf_n_estimators': 91}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:23:20,449] Trial 8762 finished with value: 0.9971494346723825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 96}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:23:22,503] Trial 8763 finished with value: 0.9973648900914919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 94}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:23:24,240] Trial 8764 finished with value: 0.9974494494618411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 88}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:23:25,278] Trial 8765 finished with value: 0.9832863183079311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 2}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:23:26,525] Trial 8766 finished with value: 0.9970926148679204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 85}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:23:28,717] Trial 8767 finished with value: 0.9903828490382303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 40, 'rf_n_estimators': 107}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:23:34,996] Trial 8768 finished with value: 0.9961579519643786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 33, 'rf_n_estimators': 99}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:23:37,405] Trial 8769 finished with value: 0.9972161977410896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 94}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:23:39,207] Trial 8770 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 4.8660693863655035e-08, 'svc_kernel': 'rbf'}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:23:41,518] Trial 8771 finished with value: 0.9973015058404141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 101}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:23:42,730] Trial 8772 finished with value: 0.9965005872724001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 5, 'rf_n_estimators': 104}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:23:44,770] Trial 8773 finished with value: 0.9974088427452451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 79}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:23:46,238] Trial 8774 finished with value: 0.9969138548174284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 92}. Best is trial 8041 with value: 0.9978453380587107.
[I 2023-09-09 01:23:48,001] Trial 8775 finished with value: 0.9978522127751098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 95}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:23:49,630] Trial 8776 finished with value: 0.9976228188604873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 102}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:23:51,232] Trial 8777 finished with value: 0.9971663842383913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 97}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:23:52,763] Trial 8778 finished with value: 0.9975230548742818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 94}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:23:54,868] Trial 8779 finished with value: 0.9974147365698759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 96}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:23:56,727] Trial 8780 finished with value: 0.9976530591830558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 98}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:23:58,273] Trial 8781 finished with value: 0.9977797090806512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 94}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:23:59,783] Trial 8782 finished with value: 0.997322694162655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 94}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:24:01,193] Trial 8783 finished with value: 0.9972158063492147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 93}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:24:03,236] Trial 8784 finished with value: 0.9975739037309977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 101}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:24:04,698] Trial 8785 finished with value: 0.9973054820289379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 95}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:24:06,189] Trial 8786 finished with value: 0.9974607518067601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 92}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:24:07,799] Trial 8787 finished with value: 0.9973996451313981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 94}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:24:09,747] Trial 8788 finished with value: 0.9975785826602687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 99}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:24:11,246] Trial 8789 finished with value: 0.9973486797330859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 91}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:24:12,601] Trial 8790 finished with value: 0.9867907232179487 and parameters: {'classifier': 'SVC', 'svc_c': 1081767.8601008295, 'svc_kernel': 'sigmoid'}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:24:14,004] Trial 8791 finished with value: 0.9974634372463248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 95}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:24:15,537] Trial 8792 finished with value: 0.9973402107263807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 94}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:24:17,531] Trial 8793 finished with value: 0.9972171193147089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 89}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:24:19,044] Trial 8794 finished with value: 0.9972577325058379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 95}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:24:20,413] Trial 8795 finished with value: 0.9973726741941539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 93}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:24:21,863] Trial 8796 finished with value: 0.9975376998238777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 92}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:24:23,390] Trial 8797 finished with value: 0.9974961689311539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 96}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:24:25,469] Trial 8798 finished with value: 0.9975863924388979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 91}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:24:26,883] Trial 8799 finished with value: 0.9974554372941541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 94}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:24:28,382] Trial 8800 finished with value: 0.9975559938076469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 96}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:24:29,935] Trial 8801 finished with value: 0.9973787257561849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 94}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:24:31,931] Trial 8802 finished with value: 0.9970926821840221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 91}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:24:33,530] Trial 8803 finished with value: 0.9974493761790129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 97}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:24:34,907] Trial 8804 finished with value: 0.9970187093735646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 92}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:24:36,606] Trial 8805 finished with value: 0.9971981526459909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 94}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:24:37,980] Trial 8806 finished with value: 0.997454721509127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 96}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:24:40,132] Trial 8807 finished with value: 0.997407360965821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 96}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:24:41,306] Trial 8808 finished with value: 0.9870625035523289 and parameters: {'classifier': 'SVC', 'svc_c': 0.9001525526813766, 'svc_kernel': 'rbf'}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:24:42,983] Trial 8809 finished with value: 0.9974008664378156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 96}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:24:44,603] Trial 8810 finished with value: 0.9976208602190035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 91}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:24:46,106] Trial 8811 finished with value: 0.9973013129374125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 92}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:24:48,296] Trial 8812 finished with value: 0.9975496696804663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 93}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:24:49,645] Trial 8813 finished with value: 0.997314838713177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 90}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:24:51,133] Trial 8814 finished with value: 0.9973465551975599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 91}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:24:52,879] Trial 8815 finished with value: 0.9974720121624273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 97}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:24:54,940] Trial 8816 finished with value: 0.997525478095255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 96}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:24:56,592] Trial 8817 finished with value: 0.9975358529633039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 91}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:24:58,319] Trial 8818 finished with value: 0.997425976168952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 94}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:24:59,699] Trial 8819 finished with value: 0.9974732140769831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 93}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:25:01,414] Trial 8820 finished with value: 0.9972106202481824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 98}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:25:03,424] Trial 8821 finished with value: 0.9971645772406296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 90}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:25:05,170] Trial 8822 finished with value: 0.9972426092025009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 93}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:25:06,642] Trial 8823 finished with value: 0.9974821227489206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 95}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:25:08,105] Trial 8824 finished with value: 0.9973767726688351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 98}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:25:09,834] Trial 8825 finished with value: 0.997596112744343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 94}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:25:11,986] Trial 8826 finished with value: 0.9973021403763983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 89}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:25:13,559] Trial 8827 finished with value: 0.9977420304716604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 96}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:25:15,362] Trial 8828 finished with value: 0.9976668974819951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 97}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:25:16,319] Trial 8829 finished with value: 0.9924736273642057 and parameters: {'classifier': 'SVC', 'svc_c': 4736.659915265341, 'svc_kernel': 'sigmoid'}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:25:18,434] Trial 8830 finished with value: 0.9975219727703267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 99}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:25:20,124] Trial 8831 finished with value: 0.9972564577527844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 90}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:25:21,791] Trial 8832 finished with value: 0.99732402198149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 91}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:25:23,345] Trial 8833 finished with value: 0.9973515440157593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 94}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:25:25,034] Trial 8834 finished with value: 0.9975972488344788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 94}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:25:27,153] Trial 8835 finished with value: 0.9973999484505797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 92}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:25:28,495] Trial 8836 finished with value: 0.9975258244510394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 89}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:25:30,295] Trial 8837 finished with value: 0.9973823044908934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 98}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:25:31,751] Trial 8838 finished with value: 0.9975696143210652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 95}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:25:33,442] Trial 8839 finished with value: 0.9975104914870857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 92}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:25:35,599] Trial 8840 finished with value: 0.997520570430885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 91}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:25:37,122] Trial 8841 finished with value: 0.9973163792712056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 96}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:25:38,904] Trial 8842 finished with value: 0.9974400384423042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 96}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:25:40,437] Trial 8843 finished with value: 0.997574757734612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 91}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:25:42,539] Trial 8844 finished with value: 0.997481228025571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 89}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:25:44,022] Trial 8845 finished with value: 0.9975560061536929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 89}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:25:45,839] Trial 8846 finished with value: 0.9975313424036324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 99}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:25:47,786] Trial 8847 finished with value: 0.9853846755192587 and parameters: {'classifier': 'SVC', 'svc_c': 0.1207899646916993, 'svc_kernel': 'rbf'}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:25:49,350] Trial 8848 finished with value: 0.9974233832771252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 93}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:25:51,287] Trial 8849 finished with value: 0.9973736988524967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 94}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:25:53,041] Trial 8850 finished with value: 0.9972983468712698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 97}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:25:54,715] Trial 8851 finished with value: 0.9975436506180525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 94}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:25:56,227] Trial 8852 finished with value: 0.9974457734187082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 92}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:25:58,083] Trial 8853 finished with value: 0.9974498633876304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 101}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:26:00,061] Trial 8854 finished with value: 0.9975602734423038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 98}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:26:01,666] Trial 8855 finished with value: 0.9973397575725378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 89}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:26:03,142] Trial 8856 finished with value: 0.9973193155671911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 93}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:26:04,901] Trial 8857 finished with value: 0.9974220066453888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 96}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:26:06,807] Trial 8858 finished with value: 0.9975133419955071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 95}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:26:08,484] Trial 8859 finished with value: 0.9974858180569632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 91}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:26:10,081] Trial 8860 finished with value: 0.9974779477858823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 98}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:26:11,641] Trial 8861 finished with value: 0.9974444145919379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 90}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:26:17,762] Trial 8862 finished with value: 0.9970779212641127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 35, 'rf_n_estimators': 92}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:26:20,010] Trial 8863 finished with value: 0.9972964979794701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 88}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:26:20,869] Trial 8864 finished with value: 0.9931279832906225 and parameters: {'classifier': 'SVC', 'svc_c': 1624.1445447725048, 'svc_kernel': 'sigmoid'}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:26:22,412] Trial 8865 finished with value: 0.997486005024976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 95}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:26:23,593] Trial 8866 finished with value: 0.9970567638228557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 5, 'rf_n_estimators': 85}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:26:25,235] Trial 8867 finished with value: 0.9974829806880354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 7, 'rf_n_estimators': 88}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:26:27,366] Trial 8868 finished with value: 0.9975686897323448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 92}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:26:28,989] Trial 8869 finished with value: 0.9975976084249704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 97}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:26:30,749] Trial 8870 finished with value: 0.9974647877260255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 99}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:26:32,278] Trial 8871 finished with value: 0.9974377972699683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 93}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:26:34,647] Trial 8872 finished with value: 0.9975907015898088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 95}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:26:40,828] Trial 8873 finished with value: 0.996681219478578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 38, 'rf_n_estimators': 88}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:26:41,943] Trial 8874 finished with value: 0.9953972819506748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 92}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:26:43,644] Trial 8875 finished with value: 0.9973892323682877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 93}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:26:44,964] Trial 8876 finished with value: 0.9972780924369561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 98}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:26:47,124] Trial 8877 finished with value: 0.997530816601719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 89}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:26:48,613] Trial 8878 finished with value: 0.9974118163015339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 5, 'rf_n_estimators': 96}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:26:53,366] Trial 8879 finished with value: 0.9972138488820335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 27, 'rf_n_estimators': 90}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:26:54,909] Trial 8880 finished with value: 0.9972512419450709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 98}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:26:56,598] Trial 8881 finished with value: 0.9954008653508556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 95}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:26:58,203] Trial 8882 finished with value: 0.9974887686032691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 100}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:26:59,779] Trial 8883 finished with value: 0.9972956870441964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 93}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:27:01,625] Trial 8884 finished with value: 0.9970685851142994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 8, 'rf_n_estimators': 90}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:27:02,479] Trial 8885 finished with value: 0.9920493166777488 and parameters: {'classifier': 'SVC', 'svc_c': 33.044842320137796, 'svc_kernel': 'rbf'}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:27:04,714] Trial 8886 finished with value: 0.9974200567953053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 96}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:27:06,191] Trial 8887 finished with value: 0.9967945446600526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 87}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:27:07,952] Trial 8888 finished with value: 0.9975306263964397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 94}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:27:13,815] Trial 8889 finished with value: 0.9969680577996817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 37, 'rf_n_estimators': 91}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:27:15,403] Trial 8890 finished with value: 0.997387502842758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 99}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:27:17,929] Trial 8891 finished with value: 0.9970727114548635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 99}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:27:19,264] Trial 8892 finished with value: 0.9972468769989185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 91}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:27:21,012] Trial 8893 finished with value: 0.9972792406192347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 92}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:27:22,250] Trial 8894 finished with value: 0.9959599998742874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 95}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:27:24,392] Trial 8895 finished with value: 0.9973514563873969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 96}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:27:26,055] Trial 8896 finished with value: 0.9974535366060894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 95}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:27:27,880] Trial 8897 finished with value: 0.9974173092446557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 89}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:27:29,739] Trial 8898 finished with value: 0.9974182025715373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 88}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:27:31,436] Trial 8899 finished with value: 0.9975144180692599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 94}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:27:33,557] Trial 8900 finished with value: 0.9974540758331373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 99}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:27:34,940] Trial 8901 finished with value: 0.9974545838935601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 91}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:27:36,498] Trial 8902 finished with value: 0.9867341907685009 and parameters: {'classifier': 'SVC', 'svc_c': 95835519.78589705, 'svc_kernel': 'sigmoid'}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:27:40,097] Trial 8903 finished with value: 0.9962650881269446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 31, 'rf_n_estimators': 97}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:27:41,918] Trial 8904 finished with value: 0.997358308506406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 4, 'rf_n_estimators': 88}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:27:43,832] Trial 8905 finished with value: 0.9974526779370027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 99}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:27:45,671] Trial 8906 finished with value: 0.9974609908884169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 98}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:27:49,794] Trial 8907 finished with value: 0.9970852160317173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 23, 'rf_n_estimators': 92}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:27:51,755] Trial 8908 finished with value: 0.9975869815261985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 95}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:27:53,846] Trial 8909 finished with value: 0.9970410896129206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 91}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:27:55,379] Trial 8910 finished with value: 0.9972562186393897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 92}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:27:57,008] Trial 8911 finished with value: 0.9973657110242065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 88}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:27:58,532] Trial 8912 finished with value: 0.997531235796001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 93}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:28:00,835] Trial 8913 finished with value: 0.9975822746675688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 95}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:28:01,787] Trial 8914 finished with value: 0.9927231522844199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 6, 'rf_n_estimators': 100}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:28:03,176] Trial 8915 finished with value: 0.997385643445711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 87}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:28:04,301] Trial 8916 finished with value: 0.997493907478295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 90}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:28:05,918] Trial 8917 finished with value: 0.9971242280136767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 96}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:28:08,354] Trial 8918 finished with value: 0.997154192311664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 93}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:28:09,250] Trial 8919 finished with value: 0.9888159162054874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 97}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:28:11,155] Trial 8920 finished with value: 0.9853012640455469 and parameters: {'classifier': 'SVC', 'svc_c': 0.0013821522327433812, 'svc_kernel': 'rbf'}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:28:12,983] Trial 8921 finished with value: 0.9973431149670796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 93}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:28:14,237] Trial 8922 finished with value: 0.9967155916323686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 89}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:28:16,731] Trial 8923 finished with value: 0.9974651479512753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:28:18,323] Trial 8924 finished with value: 0.9971430739831325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 87}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:28:19,976] Trial 8925 finished with value: 0.9975366325732632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 97}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:28:20,995] Trial 8926 finished with value: 0.9970009482057861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 93}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:28:22,781] Trial 8927 finished with value: 0.9967911826635142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 5, 'rf_n_estimators': 100}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:28:31,218] Trial 8928 finished with value: 0.997055047690723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 50, 'rf_n_estimators': 90}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:28:32,942] Trial 8929 finished with value: 0.9976400300738052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 95}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:28:40,455] Trial 8930 finished with value: 0.9968332245365482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 40, 'rf_n_estimators': 98}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:28:41,819] Trial 8931 finished with value: 0.9967767882529602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 91}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:28:44,018] Trial 8932 finished with value: 0.9975218946950744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 82}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:28:45,537] Trial 8933 finished with value: 0.9972061647537801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 6, 'rf_n_estimators': 87}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:28:46,530] Trial 8934 finished with value: 0.9932133389650701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 93}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:28:48,473] Trial 8935 finished with value: 0.9975360696697363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 95}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:28:50,458] Trial 8936 finished with value: 0.9968380800237985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 5, 'rf_n_estimators': 97}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:28:51,666] Trial 8937 finished with value: 0.9960848811452512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 91}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:28:52,957] Trial 8938 finished with value: 0.9968365366410961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 4, 'rf_n_estimators': 95}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:28:54,852] Trial 8939 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 1.4554841469326559e-05, 'svc_kernel': 'sigmoid'}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:28:56,821] Trial 8940 finished with value: 0.9975276962576082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 100}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:28:58,880] Trial 8941 finished with value: 0.9973184817806239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 89}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:29:03,274] Trial 8942 finished with value: 0.9969232120412123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 28, 'rf_n_estimators': 86}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:29:04,992] Trial 8943 finished with value: 0.9975673600727113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 93}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:29:06,969] Trial 8944 finished with value: 0.9975032945357118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:29:09,242] Trial 8945 finished with value: 0.9976094451092994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 94}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:29:10,628] Trial 8946 finished with value: 0.9973743964517027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 98}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:29:11,824] Trial 8947 finished with value: 0.9971313358450064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 4, 'rf_n_estimators': 90}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:29:13,670] Trial 8948 finished with value: 0.9972891899136821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 96}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:29:20,472] Trial 8949 finished with value: 0.9969663438257266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 38, 'rf_n_estimators': 93}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:29:22,553] Trial 8950 finished with value: 0.997344987694048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 90}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:29:23,906] Trial 8951 finished with value: 0.9974655075735049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 87}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:29:25,833] Trial 8952 finished with value: 0.9974409852792979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 97}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:29:27,549] Trial 8953 finished with value: 0.9971143411794311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 101}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:29:29,132] Trial 8954 finished with value: 0.9955441810775669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 93}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:29:37,364] Trial 8955 finished with value: 0.9966724438202107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 49, 'rf_n_estimators': 99}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:29:39,193] Trial 8956 finished with value: 0.9973324320509009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 91}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:29:44,585] Trial 8957 finished with value: 0.9961654576938539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 44, 'rf_n_estimators': 87}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:29:45,478] Trial 8958 finished with value: 0.9910573788481516 and parameters: {'classifier': 'SVC', 'svc_c': 11.24940847568837, 'svc_kernel': 'rbf'}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:29:47,654] Trial 8959 finished with value: 0.9975139408898211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 89}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:29:48,557] Trial 8960 finished with value: 0.9895610777763468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 93}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:29:52,046] Trial 8961 finished with value: 0.9974259313550266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 21, 'rf_n_estimators': 95}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:29:53,967] Trial 8962 finished with value: 0.9972113711035974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 96}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:29:55,698] Trial 8963 finished with value: 0.9975200041631399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 98}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:29:57,768] Trial 8964 finished with value: 0.9973907899695726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 90}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:30:06,801] Trial 8965 finished with value: 0.9964065117983023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 58, 'rf_n_estimators': 93}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:30:10,547] Trial 8966 finished with value: 0.9973998900210921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 22, 'rf_n_estimators': 87}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:30:11,465] Trial 8967 finished with value: 0.992154929865087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 5, 'rf_n_estimators': 101}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:30:18,230] Trial 8968 finished with value: 0.9970309133924348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 37, 'rf_n_estimators': 91}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:30:19,234] Trial 8969 finished with value: 0.9967790336781758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 98}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:30:21,275] Trial 8970 finished with value: 0.9970254162281712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:30:26,013] Trial 8971 finished with value: 0.9962826539796409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 34, 'rf_n_estimators': 96}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:30:27,565] Trial 8972 finished with value: 0.9972472878143929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 96}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:30:29,392] Trial 8973 finished with value: 0.996514094386275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 92}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:30:33,747] Trial 8974 finished with value: 0.9971463013474674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 94}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:30:35,700] Trial 8975 finished with value: 0.9974823423435023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 100}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:30:42,317] Trial 8976 finished with value: 0.9965288041446777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 43, 'rf_n_estimators': 89}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:30:44,710] Trial 8977 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 4.868386298777142e-06, 'svc_kernel': 'sigmoid'}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:30:46,540] Trial 8978 finished with value: 0.9966546059101719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 86}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:30:48,367] Trial 8979 finished with value: 0.9971438474676756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 7, 'rf_n_estimators': 99}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:30:49,582] Trial 8980 finished with value: 0.9974230153713018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 87}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:30:50,551] Trial 8981 finished with value: 0.996797893675787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 94}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:30:52,815] Trial 8982 finished with value: 0.9975639708767864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 94}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:30:53,838] Trial 8983 finished with value: 0.9947587828541126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 90}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:30:54,825] Trial 8984 finished with value: 0.9960274061434272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 2, 'rf_n_estimators': 103}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:30:56,586] Trial 8985 finished with value: 0.9976394595214426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 93}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:30:58,292] Trial 8986 finished with value: 0.9973048483181394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 98}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:31:03,623] Trial 8987 finished with value: 0.9924760600430754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 63, 'rf_n_estimators': 91}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:31:06,330] Trial 8988 finished with value: 0.9962506576621277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 23, 'rf_n_estimators': 91}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:31:17,054] Trial 8989 finished with value: 0.9967362711642149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 56, 'rf_n_estimators': 101}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:31:17,945] Trial 8990 finished with value: 0.9885945685169043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 6, 'rf_n_estimators': 91}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:31:20,107] Trial 8991 finished with value: 0.9971893274130122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 86}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:31:27,660] Trial 8992 finished with value: 0.9944964782846005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 65, 'rf_n_estimators': 98}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:31:28,676] Trial 8993 finished with value: 0.9957109453415999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 5, 'rf_n_estimators': 96}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:31:30,568] Trial 8994 finished with value: 0.9975406323747898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 95}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:31:31,762] Trial 8995 finished with value: 0.9963764980209172 and parameters: {'classifier': 'SVC', 'svc_c': 57803.865804879984, 'svc_kernel': 'rbf'}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:31:34,101] Trial 8996 finished with value: 0.9969145995791652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 88}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:31:40,177] Trial 8997 finished with value: 0.9971056401368843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 36, 'rf_n_estimators': 93}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:31:41,979] Trial 8998 finished with value: 0.9974958658023997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 90}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:31:46,513] Trial 8999 finished with value: 0.9971811390011468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 25, 'rf_n_estimators': 96}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:31:56,063] Trial 9000 finished with value: 0.9964537700185944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 47, 'rf_n_estimators': 100}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:31:57,813] Trial 9001 finished with value: 0.9972317748647658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 93}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:31:59,930] Trial 9002 finished with value: 0.9971812060316075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 96}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:32:01,601] Trial 9003 finished with value: 0.9975008889927528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 103}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:32:12,136] Trial 9004 finished with value: 0.9961810450371363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 59, 'rf_n_estimators': 94}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:32:14,655] Trial 9005 finished with value: 0.9972567305400991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:32:25,908] Trial 9006 finished with value: 0.9958237990881971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 73, 'rf_n_estimators': 84}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:32:28,681] Trial 9007 finished with value: 0.9963451039936743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 21, 'rf_n_estimators': 90}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:32:30,304] Trial 9008 finished with value: 0.9973996037769047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 98}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:32:32,842] Trial 9009 finished with value: 0.9973805889935189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 95}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:32:35,104] Trial 9010 finished with value: 0.995277694594415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 27, 'rf_n_estimators': 87}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:32:36,649] Trial 9011 finished with value: 0.9973091676886564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 91}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:32:46,453] Trial 9012 finished with value: 0.9966651893280107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 57, 'rf_n_estimators': 103}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:32:48,224] Trial 9013 finished with value: 0.9973260899600649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 99}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:32:50,634] Trial 9014 finished with value: 0.9852055637492761 and parameters: {'classifier': 'SVC', 'svc_c': 2.8231123580071176e-10, 'svc_kernel': 'sigmoid'}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:32:59,076] Trial 9015 finished with value: 0.9966904251538535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 54, 'rf_n_estimators': 88}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:33:00,878] Trial 9016 finished with value: 0.9973137510233502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 92}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:33:02,794] Trial 9017 finished with value: 0.9972111915939927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 95}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:33:04,360] Trial 9018 finished with value: 0.9968248384609953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 3, 'rf_n_estimators': 97}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:33:05,738] Trial 9019 finished with value: 0.9973601435604781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 93}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:33:07,755] Trial 9020 finished with value: 0.9967766634912459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 89}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:33:09,562] Trial 9021 finished with value: 0.9973808701913791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 101}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:33:11,002] Trial 9022 finished with value: 0.9974868952098047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 84}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:33:12,986] Trial 9023 finished with value: 0.9972191294033408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 93}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:33:17,120] Trial 9024 finished with value: 0.997266275684033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 104}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:33:21,897] Trial 9025 finished with value: 0.9970815702348103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 27, 'rf_n_estimators': 95}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:33:22,940] Trial 9026 finished with value: 0.9931995068232847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 97}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:33:27,633] Trial 9027 finished with value: 0.9970929966749474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 23, 'rf_n_estimators': 91}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:33:28,853] Trial 9028 finished with value: 0.9973536277045986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 3, 'rf_n_estimators': 101}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:33:30,772] Trial 9029 finished with value: 0.9970270183260025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 9, 'rf_n_estimators': 87}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:33:31,785] Trial 9030 finished with value: 0.9967768328764581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 99}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:33:33,546] Trial 9031 finished with value: 0.9975509886444249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 94}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:33:35,860] Trial 9032 finished with value: 0.9970602490894267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 89}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:33:37,728] Trial 9033 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.0308696039608062e-08, 'svc_kernel': 'rbf'}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:33:39,883] Trial 9034 finished with value: 0.9972645329555339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:33:42,477] Trial 9035 finished with value: 0.9956338230833701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 24, 'rf_n_estimators': 97}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:33:44,788] Trial 9036 finished with value: 0.997469876010827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 91}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:33:46,343] Trial 9037 finished with value: 0.9973472874228232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 6, 'rf_n_estimators': 92}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:33:48,253] Trial 9038 finished with value: 0.9972660997925499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:33:50,440] Trial 9039 finished with value: 0.997463081781761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 100}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:33:51,621] Trial 9040 finished with value: 0.9970658812667484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 4, 'rf_n_estimators': 92}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:33:58,193] Trial 9041 finished with value: 0.9970248313620124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 38, 'rf_n_estimators': 84}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:34:00,108] Trial 9042 finished with value: 0.9975096663332291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 93}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:34:01,754] Trial 9043 finished with value: 0.99740722963436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 97}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:34:03,710] Trial 9044 finished with value: 0.997186731918677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 87}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:34:05,464] Trial 9045 finished with value: 0.9969815718324205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 89}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:34:11,125] Trial 9046 finished with value: 0.9973445097211613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 31, 'rf_n_estimators': 94}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:34:13,053] Trial 9047 finished with value: 0.9973487354648514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 96}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:34:14,629] Trial 9048 finished with value: 0.9976297748259296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 85}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:34:15,643] Trial 9049 finished with value: 0.990581308236607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:34:17,897] Trial 9050 finished with value: 0.9974026103088792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 98}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:34:19,976] Trial 9051 finished with value: 0.9975128013402533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:34:20,887] Trial 9052 finished with value: 0.9942657997464351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 4, 'rf_n_estimators': 89}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:34:22,805] Trial 9053 finished with value: 0.9853840195601871 and parameters: {'classifier': 'SVC', 'svc_c': 0.009559102579802506, 'svc_kernel': 'sigmoid'}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:34:24,869] Trial 9054 finished with value: 0.9973819310626743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 92}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:34:26,414] Trial 9055 finished with value: 0.9966095265607035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 95}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:34:27,640] Trial 9056 finished with value: 0.9971361462009521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 103}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:34:28,642] Trial 9057 finished with value: 0.9971674323827854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 1, 'rf_n_estimators': 89}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:34:39,179] Trial 9058 finished with value: 0.9969185663097925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 55, 'rf_n_estimators': 106}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:34:41,556] Trial 9059 finished with value: 0.9974377948896253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 98}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:34:43,028] Trial 9060 finished with value: 0.9975539691513156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 101}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:34:44,996] Trial 9061 finished with value: 0.9970271864099605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 94}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:34:47,028] Trial 9062 finished with value: 0.9970834715576332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 89}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:34:49,273] Trial 9063 finished with value: 0.9975282925494139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 86}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:34:52,872] Trial 9064 finished with value: 0.9970950641457158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 20, 'rf_n_estimators': 96}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:34:54,448] Trial 9065 finished with value: 0.9976597003401939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 92}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:35:00,164] Trial 9066 finished with value: 0.996534244783728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 28, 'rf_n_estimators': 106}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:35:02,330] Trial 9067 finished with value: 0.997037636465112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:35:04,535] Trial 9068 finished with value: 0.9972474638645655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 98}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:35:06,112] Trial 9069 finished with value: 0.99696515724058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 95}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:35:06,884] Trial 9070 finished with value: 0.9945013055885887 and parameters: {'classifier': 'SVC', 'svc_c': 446.18271342235244, 'svc_kernel': 'rbf'}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:35:08,921] Trial 9071 finished with value: 0.99688280638426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 91}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:35:10,923] Trial 9072 finished with value: 0.996742454755941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:35:12,520] Trial 9073 finished with value: 0.9935730042946961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:35:14,199] Trial 9074 finished with value: 0.9972453122566044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:35:16,122] Trial 9075 finished with value: 0.9975343521728735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 85}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:35:17,832] Trial 9076 finished with value: 0.997483688030779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 94}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:35:20,164] Trial 9077 finished with value: 0.9974784196968285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 91}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:35:21,232] Trial 9078 finished with value: 0.9970107308762194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 99}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:35:23,177] Trial 9079 finished with value: 0.9969112599578517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 94}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:35:24,902] Trial 9080 finished with value: 0.997396264187329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:35:26,034] Trial 9081 finished with value: 0.9969372234704369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 4, 'rf_n_estimators': 86}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:35:32,168] Trial 9082 finished with value: 0.9972175509819885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 32, 'rf_n_estimators': 88}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:35:33,026] Trial 9083 finished with value: 0.9928569496222535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 2, 'rf_n_estimators': 103}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:35:38,061] Trial 9084 finished with value: 0.997087916229409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 28, 'rf_n_estimators': 96}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:35:39,976] Trial 9085 finished with value: 0.99728796549695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:35:42,376] Trial 9086 finished with value: 0.9973703424735678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 100}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:35:44,210] Trial 9087 finished with value: 0.9975643889602414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 90}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:35:48,518] Trial 9088 finished with value: 0.9968931855051885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 23, 'rf_n_estimators': 93}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:35:50,409] Trial 9089 finished with value: 0.9853943445362455 and parameters: {'classifier': 'SVC', 'svc_c': 0.0342264446682089, 'svc_kernel': 'sigmoid'}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:35:52,485] Trial 9090 finished with value: 0.9970584891907195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:35:54,701] Trial 9091 finished with value: 0.9974171775006017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 96}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:35:56,916] Trial 9092 finished with value: 0.99746647789655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:35:58,294] Trial 9093 finished with value: 0.9970531065368262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 5, 'rf_n_estimators': 90}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:36:02,566] Trial 9094 finished with value: 0.9973783001825837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 108}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:36:10,450] Trial 9095 finished with value: 0.9960203429673337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 38, 'rf_n_estimators': 99}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:36:12,626] Trial 9096 finished with value: 0.997218634641101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:36:14,234] Trial 9097 finished with value: 0.9971879320241722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 6, 'rf_n_estimators': 93}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:36:15,635] Trial 9098 finished with value: 0.9975929896072963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 88}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:36:17,734] Trial 9099 finished with value: 0.996870117981446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 96}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:36:19,611] Trial 9100 finished with value: 0.9971662660146859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 103}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:36:21,320] Trial 9101 finished with value: 0.9974964575239467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 92}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:36:22,091] Trial 9102 finished with value: 0.9863243058179126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 2, 'rf_n_estimators': 108}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:36:23,903] Trial 9103 finished with value: 0.997517268101613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 85}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:36:26,103] Trial 9104 finished with value: 0.9975342594347079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:36:27,035] Trial 9105 finished with value: 0.9964817721204522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 1, 'rf_n_estimators': 100}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:36:29,215] Trial 9106 finished with value: 0.9975298821742474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:36:30,714] Trial 9107 finished with value: 0.9861471405337952 and parameters: {'classifier': 'SVC', 'svc_c': 0.3769962613926314, 'svc_kernel': 'rbf'}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:36:32,431] Trial 9108 finished with value: 0.9971774635292965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 91}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:36:34,930] Trial 9109 finished with value: 0.9971710465369986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 98}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:36:39,905] Trial 9110 finished with value: 0.9969716846173199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 32, 'rf_n_estimators': 83}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:36:42,026] Trial 9111 finished with value: 0.9972544015172353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 95}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:36:43,325] Trial 9112 finished with value: 0.996675816480686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 88}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:36:50,482] Trial 9113 finished with value: 0.995432918479223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 54, 'rf_n_estimators': 109}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:36:52,303] Trial 9114 finished with value: 0.997402519887581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 3, 'rf_n_estimators': 110}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:36:54,027] Trial 9115 finished with value: 0.9973336680202315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 106}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:36:55,894] Trial 9116 finished with value: 0.9972173352594313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 94}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:36:57,306] Trial 9117 finished with value: 0.9973401227171633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 92}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:37:05,259] Trial 9118 finished with value: 0.9970713540880367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 36, 'rf_n_estimators': 109}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:37:07,292] Trial 9119 finished with value: 0.9973708759877925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:37:13,240] Trial 9120 finished with value: 0.996266237102671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 31, 'rf_n_estimators': 96}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:37:14,948] Trial 9121 finished with value: 0.9975420989200184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 89}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:37:17,151] Trial 9122 finished with value: 0.9968370472405516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:37:19,506] Trial 9123 finished with value: 0.9973140845252818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:37:21,028] Trial 9124 finished with value: 0.9974920820725469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 92}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:37:26,163] Trial 9125 finished with value: 0.9971223443688683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 25, 'rf_n_estimators': 110}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:37:27,687] Trial 9126 finished with value: 0.9867327158444649 and parameters: {'classifier': 'SVC', 'svc_c': 1350274443.683378, 'svc_kernel': 'sigmoid'}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:37:29,306] Trial 9127 finished with value: 0.9967483455337328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 95}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:37:31,511] Trial 9128 finished with value: 0.9974519557726561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:37:33,278] Trial 9129 finished with value: 0.9975332874930295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 98}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:37:36,902] Trial 9130 finished with value: 0.9972036814212103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 86}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:37:38,891] Trial 9131 finished with value: 0.9964084761208715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 32, 'rf_n_estimators': 26}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:37:41,497] Trial 9132 finished with value: 0.9973224612064143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:37:45,065] Trial 9133 finished with value: 0.9967727984171363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 19, 'rf_n_estimators': 90}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:37:46,462] Trial 9134 finished with value: 0.9964972134058844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 83}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:37:47,511] Trial 9135 finished with value: 0.9965337201561176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 110}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:37:54,102] Trial 9136 finished with value: 0.9970369914556186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 29, 'rf_n_estimators': 110}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:37:55,290] Trial 9137 finished with value: 0.9962678207925159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 105}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:38:00,143] Trial 9138 finished with value: 0.9970459297390236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 23, 'rf_n_estimators': 107}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:38:01,993] Trial 9139 finished with value: 0.9975069088803524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 97}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:38:04,080] Trial 9140 finished with value: 0.9972075939117535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 94}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:38:13,416] Trial 9141 finished with value: 0.9967550482941494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 48, 'rf_n_estimators': 110}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:38:14,911] Trial 9142 finished with value: 0.9971475229077882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 92}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:38:16,884] Trial 9143 finished with value: 0.9973179503293634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:38:18,569] Trial 9144 finished with value: 0.9974739384312453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 89}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:38:20,359] Trial 9145 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.509500010568658e-06, 'svc_kernel': 'rbf'}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:38:22,769] Trial 9146 finished with value: 0.9972094357577378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:38:24,360] Trial 9147 finished with value: 0.9973559546962364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:38:32,443] Trial 9148 finished with value: 0.997083702482648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 43, 'rf_n_estimators': 104}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:38:34,440] Trial 9149 finished with value: 0.9976008431207619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 86}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:38:36,592] Trial 9150 finished with value: 0.9971480840339924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 97}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:38:38,666] Trial 9151 finished with value: 0.9974743214760506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:38:39,900] Trial 9152 finished with value: 0.995563917834872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 93}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:38:41,026] Trial 9153 finished with value: 0.9938047737916929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 99}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:38:46,552] Trial 9154 finished with value: 0.9972608196520977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 25, 'rf_n_estimators': 107}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:38:48,227] Trial 9155 finished with value: 0.9973770577704579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 91}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:38:52,398] Trial 9156 finished with value: 0.997361898032003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 19, 'rf_n_estimators': 111}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:39:02,425] Trial 9157 finished with value: 0.9966761156739398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 53, 'rf_n_estimators': 95}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:39:07,290] Trial 9158 finished with value: 0.9967422970502788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 30, 'rf_n_estimators': 103}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:39:18,417] Trial 9159 finished with value: 0.996978862938542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 53, 'rf_n_estimators': 111}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:39:20,518] Trial 9160 finished with value: 0.9976771918627109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 97}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:39:21,330] Trial 9161 finished with value: 0.9873342690651062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 3, 'rf_n_estimators': 111}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:39:22,727] Trial 9162 finished with value: 0.9973302177923103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 107}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:39:24,139] Trial 9163 finished with value: 0.9916951686659575 and parameters: {'classifier': 'SVC', 'svc_c': 72.99913274887354, 'svc_kernel': 'sigmoid'}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:39:25,551] Trial 9164 finished with value: 0.9974456330102056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 94}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:39:29,763] Trial 9165 finished with value: 0.9972348711198048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 24, 'rf_n_estimators': 87}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:39:31,375] Trial 9166 finished with value: 0.9975118907479502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 82}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:39:32,886] Trial 9167 finished with value: 0.9972762050470747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 90}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:39:40,746] Trial 9168 finished with value: 0.9969972167482668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 36, 'rf_n_estimators': 109}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:39:42,843] Trial 9169 finished with value: 0.9974302263190928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:39:45,006] Trial 9170 finished with value: 0.9973606678072336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:39:47,077] Trial 9171 finished with value: 0.9969820571050256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 92}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:39:48,686] Trial 9172 finished with value: 0.9972356294653658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 99}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:39:49,795] Trial 9173 finished with value: 0.9969496492738044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 111}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:39:51,875] Trial 9174 finished with value: 0.9973262874015871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:39:53,686] Trial 9175 finished with value: 0.9972239469320533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:39:56,369] Trial 9176 finished with value: 0.9975886156793162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 95}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:39:57,760] Trial 9177 finished with value: 0.9969443425369858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 88}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:39:59,982] Trial 9178 finished with value: 0.9970961571040354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:40:03,944] Trial 9179 finished with value: 0.9970546548071665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 22, 'rf_n_estimators': 102}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:40:05,663] Trial 9180 finished with value: 0.9973567523968029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:40:07,722] Trial 9181 finished with value: 0.996579178519677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 93}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:40:09,702] Trial 9182 finished with value: 0.9952406928915147 and parameters: {'classifier': 'SVC', 'svc_c': 216318.7108923707, 'svc_kernel': 'rbf'}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:40:12,216] Trial 9183 finished with value: 0.9975204627441651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:40:14,095] Trial 9184 finished with value: 0.9972986401612728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 90}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:40:16,198] Trial 9185 finished with value: 0.9974529250800884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 97}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:40:17,642] Trial 9186 finished with value: 0.9976168999311715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 108}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:40:19,974] Trial 9187 finished with value: 0.997428804143459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:40:21,959] Trial 9188 finished with value: 0.997364247240176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:40:27,258] Trial 9189 finished with value: 0.9968474669542635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 30, 'rf_n_estimators': 100}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:40:29,152] Trial 9190 finished with value: 0.9973084610758848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 86}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:40:30,465] Trial 9191 finished with value: 0.9963304399695962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 93}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:40:37,796] Trial 9192 finished with value: 0.9968630172276698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 36, 'rf_n_estimators': 106}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:40:40,355] Trial 9193 finished with value: 0.9974233671225304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:40:43,353] Trial 9194 finished with value: 0.9952899181638362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 28, 'rf_n_estimators': 96}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:40:45,678] Trial 9195 finished with value: 0.9975560772148677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:40:47,461] Trial 9196 finished with value: 0.9977092780937156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 90}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:40:51,241] Trial 9197 finished with value: 0.9968031324934833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 21, 'rf_n_estimators': 109}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:40:53,318] Trial 9198 finished with value: 0.997556143293191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:40:56,284] Trial 9199 finished with value: 0.9975052586678536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:40:57,349] Trial 9200 finished with value: 0.9972691684990851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 83}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:40:58,609] Trial 9201 finished with value: 0.9881157039856272 and parameters: {'classifier': 'SVC', 'svc_c': 3.452690198219761, 'svc_kernel': 'sigmoid'}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:41:12,165] Trial 9202 finished with value: 0.9961895078549498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 72, 'rf_n_estimators': 94}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:41:13,785] Trial 9203 finished with value: 0.997046739785636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 2, 'rf_n_estimators': 88}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:41:18,026] Trial 9204 finished with value: 0.9975378359160249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 111}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:41:19,657] Trial 9205 finished with value: 0.9972144681520841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 104}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:41:25,026] Trial 9206 finished with value: 0.9972072970988428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 29, 'rf_n_estimators': 97}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:41:27,009] Trial 9207 finished with value: 0.9971758764752333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 91}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:41:29,657] Trial 9208 finished with value: 0.9975310294043888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:41:30,675] Trial 9209 finished with value: 0.9920882761334712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:41:32,537] Trial 9210 finished with value: 0.9974547061797177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 102}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:41:34,267] Trial 9211 finished with value: 0.9970529047472105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:41:40,956] Trial 9212 finished with value: 0.9971323449517744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 29, 'rf_n_estimators': 109}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:41:43,132] Trial 9213 finished with value: 0.9974068178032726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 100}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:41:45,287] Trial 9214 finished with value: 0.997508144913159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 93}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:41:47,402] Trial 9215 finished with value: 0.997296030162714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:41:58,806] Trial 9216 finished with value: 0.9965224688457539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 57, 'rf_n_estimators': 112}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:42:00,015] Trial 9217 finished with value: 0.997410856896329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 91}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:42:01,781] Trial 9218 finished with value: 0.9973506730323646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 7, 'rf_n_estimators': 95}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:42:03,735] Trial 9219 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.4672388500744255e-07, 'svc_kernel': 'rbf'}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:42:05,962] Trial 9220 finished with value: 0.9972199749964094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:42:08,466] Trial 9221 finished with value: 0.9974773382911074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 88}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:42:10,378] Trial 9222 finished with value: 0.9974833465943705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:42:12,154] Trial 9223 finished with value: 0.9973404262585105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 84}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:42:16,494] Trial 9224 finished with value: 0.9939439891711865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 49, 'rf_n_estimators': 112}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:42:20,110] Trial 9225 finished with value: 0.9853242895800376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 73, 'rf_n_estimators': 98}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:42:22,549] Trial 9226 finished with value: 0.9975284869123592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:42:24,338] Trial 9227 finished with value: 0.9972651856773389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:42:29,410] Trial 9228 finished with value: 0.9971218481149471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 27, 'rf_n_estimators': 95}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:42:37,476] Trial 9229 finished with value: 0.996543465756675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 39, 'rf_n_estimators': 105}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:42:40,106] Trial 9230 finished with value: 0.9967446172500044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:42:46,118] Trial 9231 finished with value: 0.9968232578497274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 32, 'rf_n_estimators': 92}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:42:50,023] Trial 9232 finished with value: 0.9973006785918558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 108}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:42:51,360] Trial 9233 finished with value: 0.9963808293883636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 86}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:42:59,442] Trial 9234 finished with value: 0.9966592270764512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 34, 'rf_n_estimators': 112}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:43:00,442] Trial 9235 finished with value: 0.996932715037205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 99}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:43:02,823] Trial 9236 finished with value: 0.9967493987879301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:43:05,197] Trial 9237 finished with value: 0.9974323876071157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:43:06,687] Trial 9238 finished with value: 0.9867330436335733 and parameters: {'classifier': 'SVC', 'svc_c': 272852169.5626593, 'svc_kernel': 'sigmoid'}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:43:12,126] Trial 9239 finished with value: 0.9969859703572789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 25, 'rf_n_estimators': 110}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:43:17,205] Trial 9240 finished with value: 0.9956648504425681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 42, 'rf_n_estimators': 96}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:43:18,852] Trial 9241 finished with value: 0.9973224242952279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 81}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:43:20,682] Trial 9242 finished with value: 0.9943968840962002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 25, 'rf_n_estimators': 90}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:43:23,309] Trial 9243 finished with value: 0.9975803692188182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:43:24,740] Trial 9244 finished with value: 0.9971722175070948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 93}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:43:27,176] Trial 9245 finished with value: 0.9975046295590516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:43:28,968] Trial 9246 finished with value: 0.9975114971978973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:43:31,014] Trial 9247 finished with value: 0.9971011721060087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:43:33,303] Trial 9248 finished with value: 0.9976936806260409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 97}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:43:49,163] Trial 9249 finished with value: 0.9958080111613393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 72, 'rf_n_estimators': 112}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:43:51,007] Trial 9250 finished with value: 0.9975523359185972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 90}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:43:53,519] Trial 9251 finished with value: 0.9974068023469117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:43:56,195] Trial 9252 finished with value: 0.997522794115634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:43:57,684] Trial 9253 finished with value: 0.997210521924145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 88}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:43:59,684] Trial 9254 finished with value: 0.9972569819043263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 99}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:44:01,429] Trial 9255 finished with value: 0.9973936146750754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 94}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:44:04,287] Trial 9256 finished with value: 0.9976320300581586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:44:06,035] Trial 9257 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 3.208141238146071e-09, 'svc_kernel': 'rbf'}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:44:08,677] Trial 9258 finished with value: 0.9964943153223396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 18, 'rf_n_estimators': 110}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:44:10,852] Trial 9259 finished with value: 0.997608981513685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:44:11,696] Trial 9260 finished with value: 0.9964369777456551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 21}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:44:13,603] Trial 9261 finished with value: 0.9973788329985743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 107}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:44:15,988] Trial 9262 finished with value: 0.9974090530088823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:44:17,582] Trial 9263 finished with value: 0.997612502421926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 91}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:44:19,896] Trial 9264 finished with value: 0.9974086188660459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 95}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:44:22,373] Trial 9265 finished with value: 0.9970063994770352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:44:31,810] Trial 9266 finished with value: 0.9963589252493574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 47, 'rf_n_estimators': 101}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:44:42,847] Trial 9267 finished with value: 0.9961196357725646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 51, 'rf_n_estimators': 110}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:44:45,811] Trial 9268 finished with value: 0.9974567052870333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 87}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:44:50,202] Trial 9269 finished with value: 0.9972758526610881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 113}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:44:52,053] Trial 9270 finished with value: 0.9972231304426459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 103}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:44:53,693] Trial 9271 finished with value: 0.9975158134580998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 109}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:44:55,216] Trial 9272 finished with value: 0.996923362669321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 92}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:45:01,363] Trial 9273 finished with value: 0.997342422287249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 30, 'rf_n_estimators': 113}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:45:04,156] Trial 9274 finished with value: 0.9972290071605446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:45:06,041] Trial 9275 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 6.252246027926724e-05, 'svc_kernel': 'sigmoid'}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:45:08,165] Trial 9276 finished with value: 0.997490960042304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:45:10,418] Trial 9277 finished with value: 0.9973908902296224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 97}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:45:11,419] Trial 9278 finished with value: 0.9968651470316886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 94}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:45:14,203] Trial 9279 finished with value: 0.9973777965019921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:45:16,160] Trial 9280 finished with value: 0.9971694567217377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:45:18,283] Trial 9281 finished with value: 0.9974402428026905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 89}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:45:19,214] Trial 9282 finished with value: 0.988948459864238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:45:21,367] Trial 9283 finished with value: 0.99747179447212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 84}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:45:23,525] Trial 9284 finished with value: 0.997238333662034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 99}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:45:25,410] Trial 9285 finished with value: 0.9974432008708805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:45:27,302] Trial 9286 finished with value: 0.9975862848791294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 93}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:45:28,473] Trial 9287 finished with value: 0.9974244368169637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 113}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:45:33,451] Trial 9288 finished with value: 0.9965019789796427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 20, 'rf_n_estimators': 110}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:45:34,509] Trial 9289 finished with value: 0.9963280120514125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 29}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:45:35,750] Trial 9290 finished with value: 0.9969091995328987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 3, 'rf_n_estimators': 113}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:45:37,624] Trial 9291 finished with value: 0.9975375296769556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:45:39,732] Trial 9292 finished with value: 0.9972151397896819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 96}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:45:50,995] Trial 9293 finished with value: 0.9959772005188823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 70, 'rf_n_estimators': 91}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:45:52,837] Trial 9294 finished with value: 0.9853858226541865 and parameters: {'classifier': 'SVC', 'svc_c': 0.021886332612334077, 'svc_kernel': 'rbf'}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:45:56,209] Trial 9295 finished with value: 0.9972835785246899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 103}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:46:00,125] Trial 9296 finished with value: 0.9974735240928633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 111}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:46:02,359] Trial 9297 finished with value: 0.9974148498107299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:46:06,420] Trial 9298 finished with value: 0.994080160853616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 48, 'rf_n_estimators': 108}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:46:09,708] Trial 9299 finished with value: 0.9966129072826071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 18, 'rf_n_estimators': 85}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:46:11,890] Trial 9300 finished with value: 0.9971545097859522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 89}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:46:27,254] Trial 9301 finished with value: 0.996256887527723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 68, 'rf_n_estimators': 113}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:46:34,154] Trial 9302 finished with value: 0.9969884044326166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 38, 'rf_n_estimators': 94}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:46:36,149] Trial 9303 finished with value: 0.9974299695276835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 99}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:46:36,877] Trial 9304 finished with value: 0.996694746111266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 15}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:46:38,419] Trial 9305 finished with value: 0.9973262813396468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 2, 'rf_n_estimators': 81}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:46:40,071] Trial 9306 finished with value: 0.997191448901699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:46:49,324] Trial 9307 finished with value: 0.9955932889831063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 67, 'rf_n_estimators': 105}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:46:51,208] Trial 9308 finished with value: 0.9970673428608632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:46:53,186] Trial 9309 finished with value: 0.9972302991155443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:46:59,009] Trial 9310 finished with value: 0.9974095615771114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 28, 'rf_n_estimators': 97}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:47:00,734] Trial 9311 finished with value: 0.9971500343284063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 87}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:47:02,108] Trial 9312 finished with value: 0.9971209583109734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 101}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:47:03,062] Trial 9313 finished with value: 0.9930014799269458 and parameters: {'classifier': 'SVC', 'svc_c': 2802.210559433758, 'svc_kernel': 'sigmoid'}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:47:05,802] Trial 9314 finished with value: 0.9972069944461572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 92}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:47:08,177] Trial 9315 finished with value: 0.9974461743954315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:47:17,176] Trial 9316 finished with value: 0.9966912385012082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 45, 'rf_n_estimators': 114}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:47:18,669] Trial 9317 finished with value: 0.9964087011743733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:47:23,747] Trial 9318 finished with value: 0.9971596592931774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 24, 'rf_n_estimators': 109}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:47:25,950] Trial 9319 finished with value: 0.9972964388834865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:47:30,218] Trial 9320 finished with value: 0.9970197571053662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 22, 'rf_n_estimators': 107}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:47:33,493] Trial 9321 finished with value: 0.9974682677558419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 93}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:47:34,670] Trial 9322 finished with value: 0.9940576578520336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:47:37,611] Trial 9323 finished with value: 0.9967270565071115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 95}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:47:40,439] Trial 9324 finished with value: 0.9974360875806306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 15, 'rf_n_estimators': 90}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:47:43,817] Trial 9325 finished with value: 0.9969858008133773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 25, 'rf_n_estimators': 64}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:47:46,140] Trial 9326 finished with value: 0.9974768098549479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:47:49,052] Trial 9327 finished with value: 0.9973151152455647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:47:51,049] Trial 9328 finished with value: 0.9972713512419337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:47:55,814] Trial 9329 finished with value: 0.9965711274694753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 33, 'rf_n_estimators': 78}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:47:58,036] Trial 9330 finished with value: 0.9974284119898743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:48:00,767] Trial 9331 finished with value: 0.9975074510907636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 97}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:48:03,191] Trial 9332 finished with value: 0.9853532113829782 and parameters: {'classifier': 'SVC', 'svc_c': 0.0037907182584426403, 'svc_kernel': 'rbf'}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:48:05,280] Trial 9333 finished with value: 0.9968102168070235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:48:11,353] Trial 9334 finished with value: 0.9969303056222215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 29, 'rf_n_estimators': 108}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:48:13,379] Trial 9335 finished with value: 0.9973662376513052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:48:14,856] Trial 9336 finished with value: 0.9963106856294904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 92}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:48:17,279] Trial 9337 finished with value: 0.9976299833757197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 101}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:48:19,271] Trial 9338 finished with value: 0.9972500844318475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:48:21,459] Trial 9339 finished with value: 0.997382548555402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:48:24,919] Trial 9340 finished with value: 0.9972107085747789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 95}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:48:26,514] Trial 9341 finished with value: 0.9961901238877334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 89}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:48:29,157] Trial 9342 finished with value: 0.9976256047505291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:48:34,533] Trial 9343 finished with value: 0.9972205957581416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 25, 'rf_n_estimators': 111}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:48:44,380] Trial 9344 finished with value: 0.996436320897922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 55, 'rf_n_estimators': 114}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:48:46,422] Trial 9345 finished with value: 0.9972648442409303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 5, 'rf_n_estimators': 98}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:48:50,877] Trial 9346 finished with value: 0.9972907535769076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 27, 'rf_n_estimators': 85}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:48:52,626] Trial 9347 finished with value: 0.9975003346901988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 104}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:48:54,986] Trial 9348 finished with value: 0.9973483672099112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:48:57,645] Trial 9349 finished with value: 0.9975156121445526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:48:59,496] Trial 9350 finished with value: 0.9852047440860777 and parameters: {'classifier': 'SVC', 'svc_c': 3.340965013152736e-07, 'svc_kernel': 'sigmoid'}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:49:06,127] Trial 9351 finished with value: 0.9969671892601059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 40, 'rf_n_estimators': 92}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:49:09,915] Trial 9352 finished with value: 0.9969984025717037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 21, 'rf_n_estimators': 88}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:49:11,751] Trial 9353 finished with value: 0.9974629567661436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:49:14,654] Trial 9354 finished with value: 0.9972132370703912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:49:16,051] Trial 9355 finished with value: 0.9953870418417811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:49:19,608] Trial 9356 finished with value: 0.9971885610377605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 95}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:49:20,946] Trial 9357 finished with value: 0.9972181875174605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 3, 'rf_n_estimators': 114}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:49:24,033] Trial 9358 finished with value: 0.9974333619291372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:49:27,147] Trial 9359 finished with value: 0.9972877617078462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:49:29,642] Trial 9360 finished with value: 0.9975187989478419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:49:31,664] Trial 9361 finished with value: 0.997426274854399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:49:33,588] Trial 9362 finished with value: 0.9975063242998345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 82}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:49:35,688] Trial 9363 finished with value: 0.9975137181531863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 99}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:49:37,443] Trial 9364 finished with value: 0.9975334491976678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 92}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:49:40,990] Trial 9365 finished with value: 0.9967400951694723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:49:42,039] Trial 9366 finished with value: 0.996922948997435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 90}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:49:44,677] Trial 9367 finished with value: 0.9974431982366342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:49:47,288] Trial 9368 finished with value: 0.997360446403591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 101}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:49:49,198] Trial 9369 finished with value: 0.9850765916524669 and parameters: {'classifier': 'SVC', 'svc_c': 7.873581592443608e-10, 'svc_kernel': 'rbf'}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:49:53,257] Trial 9370 finished with value: 0.9974285930863743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 21, 'rf_n_estimators': 95}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:49:54,915] Trial 9371 finished with value: 0.9957719444571934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 5, 'rf_n_estimators': 108}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:49:57,701] Trial 9372 finished with value: 0.997086751797322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:50:00,718] Trial 9373 finished with value: 0.9974199784344119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:50:02,854] Trial 9374 finished with value: 0.9975781617838777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:50:04,848] Trial 9375 finished with value: 0.9970538237183213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:50:09,150] Trial 9376 finished with value: 0.9974217933666504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 114}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:50:10,656] Trial 9377 finished with value: 0.9968527994940009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 86}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:50:11,571] Trial 9378 finished with value: 0.9964766365779066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 37}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:50:12,452] Trial 9379 finished with value: 0.988723739419966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 94}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:50:15,530] Trial 9380 finished with value: 0.9971385782133257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 97}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:50:16,990] Trial 9381 finished with value: 0.9974347982281397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 75}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:50:18,824] Trial 9382 finished with value: 0.9973237688716777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:50:21,873] Trial 9383 finished with value: 0.9975500873830665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 109}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:50:24,583] Trial 9384 finished with value: 0.9975224034537312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:50:26,578] Trial 9385 finished with value: 0.9975534090407244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 90}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:50:28,915] Trial 9386 finished with value: 0.9973542131737777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:50:31,218] Trial 9387 finished with value: 0.9974025686370069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:50:32,739] Trial 9388 finished with value: 0.9866175447545539 and parameters: {'classifier': 'SVC', 'svc_c': 11639897.723308211, 'svc_kernel': 'sigmoid'}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:50:36,119] Trial 9389 finished with value: 0.9973616589820838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 87}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:50:38,712] Trial 9390 finished with value: 0.9968637095901213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 12, 'rf_n_estimators': 93}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:50:40,597] Trial 9391 finished with value: 0.9972131281776306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:50:42,234] Trial 9392 finished with value: 0.9977100989629544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 98}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:50:45,072] Trial 9393 finished with value: 0.9972797482353268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:50:46,574] Trial 9394 finished with value: 0.9976085487038407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 114}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:50:54,274] Trial 9395 finished with value: 0.9968031863844504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 38, 'rf_n_estimators': 106}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:50:56,981] Trial 9396 finished with value: 0.9975677951676848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:50:58,822] Trial 9397 finished with value: 0.9972000012521494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 115}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:50:59,835] Trial 9398 finished with value: 0.9971114282742835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 1, 'rf_n_estimators': 91}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:51:02,712] Trial 9399 finished with value: 0.9973606738691739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 96}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:51:06,957] Trial 9400 finished with value: 0.9972051249247175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 19, 'rf_n_estimators': 114}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:51:08,788] Trial 9401 finished with value: 0.9973879685648123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:51:20,113] Trial 9402 finished with value: 0.9966662919029162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 54, 'rf_n_estimators': 104}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:51:20,751] Trial 9403 finished with value: 0.9942842925047187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 6}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:51:23,125] Trial 9404 finished with value: 0.9975745128766557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:51:25,315] Trial 9405 finished with value: 0.9975295928832209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:52:03,766] Trial 9406 finished with value: 0.9896877635377775 and parameters: {'classifier': 'SVC', 'svc_c': 34990697.5935523, 'svc_kernel': 'rbf'}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:52:04,635] Trial 9407 finished with value: 0.9942707985938132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 47}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:52:06,339] Trial 9408 finished with value: 0.9974996997098843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 89}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:52:09,427] Trial 9409 finished with value: 0.9970388069908775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:52:11,289] Trial 9410 finished with value: 0.9975338555380974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 79}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:52:23,287] Trial 9411 finished with value: 0.996377173117947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 63, 'rf_n_estimators': 94}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:52:24,932] Trial 9412 finished with value: 0.9973154563963323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:52:27,012] Trial 9413 finished with value: 0.9975002460144854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:52:29,687] Trial 9414 finished with value: 0.9973948919036856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:52:32,528] Trial 9415 finished with value: 0.9973804094839142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 100}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:52:37,830] Trial 9416 finished with value: 0.9972266949587718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 25, 'rf_n_estimators': 109}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:52:45,261] Trial 9417 finished with value: 0.9968052304643811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 39, 'rf_n_estimators': 96}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:52:47,105] Trial 9418 finished with value: 0.9974630373169527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 84}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:52:49,238] Trial 9419 finished with value: 0.9973210953655661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 56}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:52:51,245] Trial 9420 finished with value: 0.997519290377601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:52:52,437] Trial 9421 finished with value: 0.9969438048968332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 115}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:52:55,489] Trial 9422 finished with value: 0.9972534827048141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 92}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:52:58,549] Trial 9423 finished with value: 0.9973739386641255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 105}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:53:00,399] Trial 9424 finished with value: 0.997382921031484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 112}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:53:02,296] Trial 9425 finished with value: 0.9852222790577899 and parameters: {'classifier': 'SVC', 'svc_c': 0.0004569955775962076, 'svc_kernel': 'sigmoid'}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:53:03,860] Trial 9426 finished with value: 0.9968701293753549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:53:14,337] Trial 9427 finished with value: 0.9968328466967598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 65, 'rf_n_estimators': 87}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:53:17,014] Trial 9428 finished with value: 0.9976386483640036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:53:19,569] Trial 9429 finished with value: 0.9976256133832401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:53:21,413] Trial 9430 finished with value: 0.9975854074212016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 102}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:53:22,461] Trial 9431 finished with value: 0.9898837544473524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:53:24,120] Trial 9432 finished with value: 0.997355620749974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 94}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:53:25,723] Trial 9433 finished with value: 0.9959473012518673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 4, 'rf_n_estimators': 99}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:53:28,397] Trial 9434 finished with value: 0.9971785082459966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:53:30,117] Trial 9435 finished with value: 0.997378675356388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:53:34,347] Trial 9436 finished with value: 0.9968979494285755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 23, 'rf_n_estimators': 91}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:53:36,341] Trial 9437 finished with value: 0.9970956948414131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 62}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:53:39,992] Trial 9438 finished with value: 0.9975765372473461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 109}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:53:42,739] Trial 9439 finished with value: 0.9973604835369428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:53:44,137] Trial 9440 finished with value: 0.997509414683361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 68}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:53:47,940] Trial 9441 finished with value: 0.9973305298394167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:53:48,677] Trial 9442 finished with value: 0.9959618479091636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 12}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:53:51,290] Trial 9443 finished with value: 0.9971833532279994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 97}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:53:53,100] Trial 9444 finished with value: 0.9853835285747586 and parameters: {'classifier': 'SVC', 'svc_c': 0.07531260773436482, 'svc_kernel': 'rbf'}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:53:55,238] Trial 9445 finished with value: 0.9973734490116889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:54:03,791] Trial 9446 finished with value: 0.9965171825164099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 46, 'rf_n_estimators': 88}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:54:07,336] Trial 9447 finished with value: 0.9972340147675854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 93}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:54:21,171] Trial 9448 finished with value: 0.996230540779905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 70, 'rf_n_estimators': 114}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:54:23,456] Trial 9449 finished with value: 0.9972702067729902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:54:27,006] Trial 9450 finished with value: 0.9974821951430876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:54:29,230] Trial 9451 finished with value: 0.9971286997578878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:54:35,846] Trial 9452 finished with value: 0.9951608493298849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 60, 'rf_n_estimators': 52}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:54:46,116] Trial 9453 finished with value: 0.9959542778469496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 50, 'rf_n_estimators': 104}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:54:47,874] Trial 9454 finished with value: 0.996135612730399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 90}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:54:57,165] Trial 9455 finished with value: 0.9967973131894592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 44, 'rf_n_estimators': 109}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:54:58,165] Trial 9456 finished with value: 0.996526437353704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 34}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:54:59,627] Trial 9457 finished with value: 0.9971532148793276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 82}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:55:02,175] Trial 9458 finished with value: 0.9974238974629642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:55:09,455] Trial 9459 finished with value: 0.9967183615582429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 31, 'rf_n_estimators': 112}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:55:10,452] Trial 9460 finished with value: 0.9969873230268953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 99}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:55:19,387] Trial 9461 finished with value: 0.9970616171836659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 43, 'rf_n_estimators': 110}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:55:21,404] Trial 9462 finished with value: 0.997293293688594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 96}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:55:25,811] Trial 9463 finished with value: 0.9942070748423392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 46, 'rf_n_estimators': 107}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:55:26,892] Trial 9464 finished with value: 0.990547074110976 and parameters: {'classifier': 'SVC', 'svc_c': 11441.742687945009, 'svc_kernel': 'sigmoid'}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:55:35,225] Trial 9465 finished with value: 0.996985898280491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 37, 'rf_n_estimators': 113}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:55:36,775] Trial 9466 finished with value: 0.9948869329073803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:55:38,543] Trial 9467 finished with value: 0.9972284276580922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 93}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:55:41,338] Trial 9468 finished with value: 0.9974186654689176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:55:43,513] Trial 9469 finished with value: 0.9977174089964925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 89}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:55:45,685] Trial 9470 finished with value: 0.9973330468141687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:55:48,608] Trial 9471 finished with value: 0.9975741992743922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:55:51,840] Trial 9472 finished with value: 0.9973408640194682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:55:53,395] Trial 9473 finished with value: 0.9972511765967194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 103}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:55:55,115] Trial 9474 finished with value: 0.9972435768912997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 95}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:55:58,333] Trial 9475 finished with value: 0.9966408533987964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 21, 'rf_n_estimators': 108}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:56:06,617] Trial 9476 finished with value: 0.9960653413534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 54, 'rf_n_estimators': 98}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:56:09,224] Trial 9477 finished with value: 0.9973963577824181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 86}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:56:15,876] Trial 9478 finished with value: 0.9970399137551867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 30, 'rf_n_estimators': 115}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:56:17,452] Trial 9479 finished with value: 0.9973831825518417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 6, 'rf_n_estimators': 91}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:56:19,842] Trial 9480 finished with value: 0.9972080873727388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:56:26,336] Trial 9481 finished with value: 0.9927786110721958 and parameters: {'classifier': 'SVC', 'svc_c': 1819941.0207389554, 'svc_kernel': 'rbf'}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:56:27,678] Trial 9482 finished with value: 0.9944888918138882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:56:35,480] Trial 9483 finished with value: 0.997034075408418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 36, 'rf_n_estimators': 113}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:56:38,018] Trial 9484 finished with value: 0.9974586670070941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:56:40,449] Trial 9485 finished with value: 0.9972722157190573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:56:43,299] Trial 9486 finished with value: 0.9970003563890254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:56:45,445] Trial 9487 finished with value: 0.9974661052935163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 95}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:56:57,984] Trial 9488 finished with value: 0.9965412366764816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 60, 'rf_n_estimators': 115}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:57:00,984] Trial 9489 finished with value: 0.9972299032803621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 17, 'rf_n_estimators': 93}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:57:04,491] Trial 9490 finished with value: 0.99728596372365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:57:06,270] Trial 9491 finished with value: 0.9977060914491162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 85}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:57:08,798] Trial 9492 finished with value: 0.9976379157578853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:57:09,830] Trial 9493 finished with value: 0.9959980413110364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 2, 'rf_n_estimators': 112}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:57:12,318] Trial 9494 finished with value: 0.9973111498796676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:57:18,400] Trial 9495 finished with value: 0.9970367270788495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 31, 'rf_n_estimators': 105}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:57:20,301] Trial 9496 finished with value: 0.9970928357320187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 89}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:57:23,964] Trial 9497 finished with value: 0.9975155103293455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:57:29,353] Trial 9498 finished with value: 0.9970265587611022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 113}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:57:30,756] Trial 9499 finished with value: 0.9955097870563582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 97}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:57:31,626] Trial 9500 finished with value: 0.992996946039912 and parameters: {'classifier': 'SVC', 'svc_c': 977.4491376807391, 'svc_kernel': 'sigmoid'}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:57:37,053] Trial 9501 finished with value: 0.9972100818463202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 26, 'rf_n_estimators': 108}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:57:40,155] Trial 9502 finished with value: 0.9974578340457126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 92}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:57:41,932] Trial 9503 finished with value: 0.996742788480038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:57:43,916] Trial 9504 finished with value: 0.9975729572431211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:57:46,337] Trial 9505 finished with value: 0.9972103275294618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:57:47,829] Trial 9506 finished with value: 0.9973394042978897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 101}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:57:50,152] Trial 9507 finished with value: 0.9973305373613007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:57:51,600] Trial 9508 finished with value: 0.9973637824067833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 4, 'rf_n_estimators': 109}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:57:54,187] Trial 9509 finished with value: 0.9974481884195637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:57:57,797] Trial 9510 finished with value: 0.9968546236619705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 18, 'rf_n_estimators': 95}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:57:59,049] Trial 9511 finished with value: 0.9937088075317574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 9}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:58:00,491] Trial 9512 finished with value: 0.9975403665380771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 83}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:58:02,044] Trial 9513 finished with value: 0.9972453215558114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 80}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:58:04,141] Trial 9514 finished with value: 0.9974421969373913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:58:05,831] Trial 9515 finished with value: 0.99702909566726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 116}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:58:17,614] Trial 9516 finished with value: 0.9961916108404365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 67, 'rf_n_estimators': 91}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:58:18,829] Trial 9517 finished with value: 0.9899618423948926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 14, 'rf_n_estimators': 107}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:58:20,799] Trial 9518 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 3.8585582029049774e-08, 'svc_kernel': 'rbf'}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:58:23,670] Trial 9519 finished with value: 0.9974019866272595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:58:25,797] Trial 9520 finished with value: 0.9961492555238283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:58:27,949] Trial 9521 finished with value: 0.997571270754194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 87}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:58:31,135] Trial 9522 finished with value: 0.9971843395786878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 98}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:58:33,282] Trial 9523 finished with value: 0.9972841191164677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:58:36,471] Trial 9524 finished with value: 0.9971717143025719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 104}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:58:40,596] Trial 9525 finished with value: 0.9971041505181972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 24, 'rf_n_estimators': 93}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:58:48,930] Trial 9526 finished with value: 0.9970220657207555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 39, 'rf_n_estimators': 113}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:58:50,954] Trial 9527 finished with value: 0.9974409476698775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:58:57,045] Trial 9528 finished with value: 0.9973287064648947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 27, 'rf_n_estimators': 111}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:59:01,691] Trial 9529 finished with value: 0.9964291602229766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 59, 'rf_n_estimators': 40}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:59:03,389] Trial 9530 finished with value: 0.9970965974675016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 89}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:59:05,622] Trial 9531 finished with value: 0.9972733762473819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:59:08,678] Trial 9532 finished with value: 0.9974077378534724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:59:11,086] Trial 9533 finished with value: 0.9976423061578394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 96}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:59:15,178] Trial 9534 finished with value: 0.9970431170304499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 20, 'rf_n_estimators': 100}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:59:16,720] Trial 9535 finished with value: 0.9971557440731739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:59:19,134] Trial 9536 finished with value: 0.9968912053771413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:59:21,223] Trial 9537 finished with value: 0.9867325520133865 and parameters: {'classifier': 'SVC', 'svc_c': 9298437259.022738, 'svc_kernel': 'sigmoid'}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:59:23,259] Trial 9538 finished with value: 0.9973979608958623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:59:29,332] Trial 9539 finished with value: 0.9962751545660088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 39, 'rf_n_estimators': 77}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:59:32,453] Trial 9540 finished with value: 0.9974186170686088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:59:36,435] Trial 9541 finished with value: 0.9971377722926413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 110}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:59:39,014] Trial 9542 finished with value: 0.997453525751725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:59:40,768] Trial 9543 finished with value: 0.9970273369428556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 91}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:59:42,724] Trial 9544 finished with value: 0.9974468333696042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:59:44,755] Trial 9545 finished with value: 0.9973580427649068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 95}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:59:47,571] Trial 9546 finished with value: 0.9974962755705231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:59:57,446] Trial 9547 finished with value: 0.9965464399477221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 68, 'rf_n_estimators': 72}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 01:59:59,478] Trial 9548 finished with value: 0.9974530890063803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:00:01,201] Trial 9549 finished with value: 0.997512736277543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:00:04,617] Trial 9550 finished with value: 0.9974826218592535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:00:06,647] Trial 9551 finished with value: 0.9976291697427238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 93}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:00:10,024] Trial 9552 finished with value: 0.9972418384791558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:00:10,791] Trial 9553 finished with value: 0.9949769862047265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 7, 'rf_n_estimators': 19}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:00:13,596] Trial 9554 finished with value: 0.997542352855016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 98}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:00:16,687] Trial 9555 finished with value: 0.9971555504084626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:00:19,637] Trial 9556 finished with value: 0.9942112145763002 and parameters: {'classifier': 'SVC', 'svc_c': 604467.7187975362, 'svc_kernel': 'rbf'}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:00:21,898] Trial 9557 finished with value: 0.9971233288152823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:00:26,745] Trial 9558 finished with value: 0.9973795260909978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 116}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:00:28,839] Trial 9559 finished with value: 0.9973937178550125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:00:30,858] Trial 9560 finished with value: 0.9972332881599318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 87}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:00:32,040] Trial 9561 finished with value: 0.9974044227972992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 2, 'rf_n_estimators': 116}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:00:35,261] Trial 9562 finished with value: 0.9963860757596822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 17, 'rf_n_estimators': 90}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:00:37,586] Trial 9563 finished with value: 0.9963160287696889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:00:38,549] Trial 9564 finished with value: 0.9891921094947591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:00:40,708] Trial 9565 finished with value: 0.9975184506877831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:00:42,291] Trial 9566 finished with value: 0.9975660222246977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 94}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:00:45,325] Trial 9567 finished with value: 0.9975950842139755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:00:48,857] Trial 9568 finished with value: 0.9974613315948537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 111}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:00:53,815] Trial 9569 finished with value: 0.9973610108305375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 22, 'rf_n_estimators': 116}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:00:56,028] Trial 9570 finished with value: 0.9973205543929332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:00:58,727] Trial 9571 finished with value: 0.997379194620292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 85}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:01:00,959] Trial 9572 finished with value: 0.9974537107837257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:01:02,119] Trial 9573 finished with value: 0.9960333520817025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 24}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:01:02,990] Trial 9574 finished with value: 0.9923548992800527 and parameters: {'classifier': 'SVC', 'svc_c': 197.93315386428287, 'svc_kernel': 'sigmoid'}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:01:05,062] Trial 9575 finished with value: 0.9974630707052313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:01:07,655] Trial 9576 finished with value: 0.9975782931788147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:01:09,281] Trial 9577 finished with value: 0.9959571750100952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:01:11,396] Trial 9578 finished with value: 0.996804581836766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 91}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:01:13,346] Trial 9579 finished with value: 0.9976025168510504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 96}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:01:16,449] Trial 9580 finished with value: 0.9975304824650294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:01:21,374] Trial 9581 finished with value: 0.9968736433329942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 27, 'rf_n_estimators': 116}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:01:24,489] Trial 9582 finished with value: 0.9968936690956846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:01:26,212] Trial 9583 finished with value: 0.997580791840794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 106}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:01:27,863] Trial 9584 finished with value: 0.9959506185296939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 4, 'rf_n_estimators': 101}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:01:29,901] Trial 9585 finished with value: 0.9974872975195198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 92}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:01:30,994] Trial 9586 finished with value: 0.9971222521385092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 1, 'rf_n_estimators': 111}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:01:32,659] Trial 9587 finished with value: 0.9974491120244089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 114}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:01:44,403] Trial 9588 finished with value: 0.9961087485594754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 63, 'rf_n_estimators': 89}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:01:47,225] Trial 9589 finished with value: 0.9975190730046727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:01:50,548] Trial 9590 finished with value: 0.9974186804809481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 109}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:01:52,606] Trial 9591 finished with value: 0.9971621912482216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:01:54,550] Trial 9592 finished with value: 0.9975538548631108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 95}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:01:56,727] Trial 9593 finished with value: 0.9857161728212466 and parameters: {'classifier': 'SVC', 'svc_c': 0.2272146061398163, 'svc_kernel': 'rbf'}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:02:06,096] Trial 9594 finished with value: 0.9970255059194978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 43, 'rf_n_estimators': 112}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:02:07,065] Trial 9595 finished with value: 0.9971283516882564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 58}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:02:08,292] Trial 9596 finished with value: 0.9962514420962488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:02:10,044] Trial 9597 finished with value: 0.9959063574786939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 84}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:02:15,961] Trial 9598 finished with value: 0.9971672443991596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 35, 'rf_n_estimators': 88}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:02:17,944] Trial 9599 finished with value: 0.9974567738726513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:02:19,575] Trial 9600 finished with value: 0.9968976044057833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 99}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:02:21,330] Trial 9601 finished with value: 0.9971149461674234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 93}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:02:31,441] Trial 9602 finished with value: 0.9964275237847294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 55, 'rf_n_estimators': 114}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:02:36,658] Trial 9603 finished with value: 0.9971058428151615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 35, 'rf_n_estimators': 75}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:02:51,926] Trial 9604 finished with value: 0.9961719173736373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 70, 'rf_n_estimators': 110}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:02:54,737] Trial 9605 finished with value: 0.9977141846789968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 103}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:02:57,646] Trial 9606 finished with value: 0.9971694922047183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:03:00,204] Trial 9607 finished with value: 0.997359541270208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:03:04,698] Trial 9608 finished with value: 0.9969981359098051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 27, 'rf_n_estimators': 80}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:03:07,095] Trial 9609 finished with value: 0.9971904101517254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 97}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:03:10,774] Trial 9610 finished with value: 0.9968530889754549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 17, 'rf_n_estimators': 114}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:03:13,999] Trial 9611 finished with value: 0.9971057317959611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 109}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:03:15,615] Trial 9612 finished with value: 0.9866070574708368 and parameters: {'classifier': 'SVC', 'svc_c': 658964125.2056502, 'svc_kernel': 'sigmoid'}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:03:31,317] Trial 9613 finished with value: 0.9959800950477814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 69, 'rf_n_estimators': 116}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:03:34,923] Trial 9614 finished with value: 0.9967067188877423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 19, 'rf_n_estimators': 111}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:03:47,460] Trial 9615 finished with value: 0.9961216628092388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 73, 'rf_n_estimators': 93}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:03:51,571] Trial 9616 finished with value: 0.9916338433164132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 65, 'rf_n_estimators': 106}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:03:53,942] Trial 9617 finished with value: 0.9974045921507734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:03:55,339] Trial 9618 finished with value: 0.9972365127630686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 65}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:04:04,145] Trial 9619 finished with value: 0.9967993669177138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 52, 'rf_n_estimators': 90}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:04:07,058] Trial 9620 finished with value: 0.9974257008108666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:04:09,272] Trial 9621 finished with value: 0.9972464627874881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:04:19,501] Trial 9622 finished with value: 0.9965219951257471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 47, 'rf_n_estimators': 113}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:04:22,189] Trial 9623 finished with value: 0.9974286773822567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 95}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:04:23,837] Trial 9624 finished with value: 0.9974070435550085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 100}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:04:25,448] Trial 9625 finished with value: 0.9975862609487471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 108}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:04:38,080] Trial 9626 finished with value: 0.9960612380862948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 55, 'rf_n_estimators': 116}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:04:40,933] Trial 9627 finished with value: 0.9973136445109326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:04:53,321] Trial 9628 finished with value: 0.9966221858598563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 60, 'rf_n_estimators': 111}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:04:55,435] Trial 9629 finished with value: 0.9972676642492228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 88}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:04:56,556] Trial 9630 finished with value: 0.9889953664285152 and parameters: {'classifier': 'SVC', 'svc_c': 2.623168009095544, 'svc_kernel': 'rbf'}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:05:00,329] Trial 9631 finished with value: 0.9973755248930027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 116}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:05:08,839] Trial 9632 finished with value: 0.9967420820576934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 42, 'rf_n_estimators': 113}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:05:11,072] Trial 9633 finished with value: 0.9975085417004781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:05:13,597] Trial 9634 finished with value: 0.997451296258939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 94}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:05:14,527] Trial 9635 finished with value: 0.9892454100730891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:05:17,939] Trial 9636 finished with value: 0.9974329208674372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:05:20,030] Trial 9637 finished with value: 0.9975340736092595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 97}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:05:23,958] Trial 9638 finished with value: 0.9972687908497243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 21, 'rf_n_estimators': 92}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:05:25,077] Trial 9639 finished with value: 0.9964158116082115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 2, 'rf_n_estimators': 117}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:05:27,046] Trial 9640 finished with value: 0.9967142257597826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:05:29,041] Trial 9641 finished with value: 0.9972564436294157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:05:33,119] Trial 9642 finished with value: 0.9968277299430554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 24, 'rf_n_estimators': 102}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:05:34,601] Trial 9643 finished with value: 0.9972113277813536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 4, 'rf_n_estimators': 109}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:05:43,222] Trial 9644 finished with value: 0.9966778973131135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 47, 'rf_n_estimators': 86}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:05:44,944] Trial 9645 finished with value: 0.9960737306344817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:05:47,200] Trial 9646 finished with value: 0.9975020274632319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:05:48,472] Trial 9647 finished with value: 0.9973252075510235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 111}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:05:51,262] Trial 9648 finished with value: 0.9973465204445512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 91}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:05:53,714] Trial 9649 finished with value: 0.9852601327965539 and parameters: {'classifier': 'SVC', 'svc_c': 0.0010890440066023165, 'svc_kernel': 'sigmoid'}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:06:00,389] Trial 9650 finished with value: 0.996674741168643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 30, 'rf_n_estimators': 114}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:06:01,038] Trial 9651 finished with value: 0.9893354626087255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 4}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:06:03,455] Trial 9652 finished with value: 0.9973492964641041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:06:17,251] Trial 9653 finished with value: 0.996828664338789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 72, 'rf_n_estimators': 99}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:06:33,171] Trial 9654 finished with value: 0.9960033669953857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 74, 'rf_n_estimators': 114}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:06:34,188] Trial 9655 finished with value: 0.9970580093135585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 96}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:06:36,066] Trial 9656 finished with value: 0.997186443865429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:06:37,855] Trial 9657 finished with value: 0.996937738671889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 70}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:06:39,596] Trial 9658 finished with value: 0.9974555128303738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 105}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:06:41,187] Trial 9659 finished with value: 0.9971022141249866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 83}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:06:55,491] Trial 9660 finished with value: 0.9957656969453215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 62, 'rf_n_estimators': 117}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:06:58,083] Trial 9661 finished with value: 0.9972692287058956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:07:00,896] Trial 9662 finished with value: 0.9973104704662824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 90}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:07:03,889] Trial 9663 finished with value: 0.9975089039569539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:07:05,487] Trial 9664 finished with value: 0.9958824618494698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 14, 'rf_n_estimators': 94}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:07:07,761] Trial 9665 finished with value: 0.9975582348212932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:07:09,446] Trial 9666 finished with value: 0.9936669523410951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:07:11,466] Trial 9667 finished with value: 0.9974298056013914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:07:13,992] Trial 9668 finished with value: 0.9970114673226244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:07:15,566] Trial 9669 finished with value: 0.9958866940042174 and parameters: {'classifier': 'SVC', 'svc_c': 126605.59545564221, 'svc_kernel': 'rbf'}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:07:18,856] Trial 9670 finished with value: 0.9976411002125692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:07:31,254] Trial 9671 finished with value: 0.9966432860776662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 55, 'rf_n_estimators': 116}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:07:34,526] Trial 9672 finished with value: 0.9971638784988586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 87}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:07:36,659] Trial 9673 finished with value: 0.9973991725222179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:07:39,877] Trial 9674 finished with value: 0.9972310989742882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 19, 'rf_n_estimators': 92}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:07:42,430] Trial 9675 finished with value: 0.9974319246462594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 97}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:07:51,703] Trial 9676 finished with value: 0.9970807041073155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 43, 'rf_n_estimators': 117}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:07:57,793] Trial 9677 finished with value: 0.9958024750546636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 48, 'rf_n_estimators': 102}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:08:00,536] Trial 9678 finished with value: 0.9973572188805667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:08:02,974] Trial 9679 finished with value: 0.9973945570052861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:08:04,740] Trial 9680 finished with value: 0.9974547026250719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:08:15,505] Trial 9681 finished with value: 0.9967183232188507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 48, 'rf_n_estimators': 114}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:08:18,710] Trial 9682 finished with value: 0.9974559640164665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:08:20,698] Trial 9683 finished with value: 0.9972988212260349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 94}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:08:22,526] Trial 9684 finished with value: 0.9971513587195471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 89}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:08:24,987] Trial 9685 finished with value: 0.997397180651145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:08:27,193] Trial 9686 finished with value: 0.9976322311812783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:08:28,599] Trial 9687 finished with value: 0.9867040496586311 and parameters: {'classifier': 'SVC', 'svc_c': 4775751.993518341, 'svc_kernel': 'sigmoid'}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:08:30,919] Trial 9688 finished with value: 0.9972851313652886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 99}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:08:45,481] Trial 9689 finished with value: 0.9958779140294948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 63, 'rf_n_estimators': 116}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:08:49,086] Trial 9690 finished with value: 0.9970853932879304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:08:57,763] Trial 9691 finished with value: 0.9967072086671304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 41, 'rf_n_estimators': 112}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:08:59,438] Trial 9692 finished with value: 0.9904504612863897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:09:01,640] Trial 9693 finished with value: 0.9973360528383367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:09:10,581] Trial 9694 finished with value: 0.9969043937472116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 41, 'rf_n_estimators': 114}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:09:14,785] Trial 9695 finished with value: 0.9971638618364572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 22, 'rf_n_estimators': 92}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:09:17,376] Trial 9696 finished with value: 0.9977166688050145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 96}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:09:19,256] Trial 9697 finished with value: 0.9974682080568379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:09:20,304] Trial 9698 finished with value: 0.995952748936733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 2, 'rf_n_estimators': 108}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:09:23,273] Trial 9699 finished with value: 0.9974379793503435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:09:25,652] Trial 9700 finished with value: 0.9965970291883547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 14, 'rf_n_estimators': 86}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:09:28,160] Trial 9701 finished with value: 0.997576643188481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:09:35,436] Trial 9702 finished with value: 0.9970449673187175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 33, 'rf_n_estimators': 117}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:09:37,390] Trial 9703 finished with value: 0.9974475003734676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:09:38,937] Trial 9704 finished with value: 0.9936400632241765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 81}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:09:39,914] Trial 9705 finished with value: 0.9909962552564849 and parameters: {'classifier': 'SVC', 'svc_c': 10.62304861916094, 'svc_kernel': 'rbf'}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:09:43,455] Trial 9706 finished with value: 0.997377371214032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 105}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:09:48,858] Trial 9707 finished with value: 0.9967855720679696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 35, 'rf_n_estimators': 94}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:09:52,328] Trial 9708 finished with value: 0.9971448146169299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 90}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:09:55,193] Trial 9709 finished with value: 0.9970184730531056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 99}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:09:56,511] Trial 9710 finished with value: 0.996899420766228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 43}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:10:03,467] Trial 9711 finished with value: 0.9970283620455289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 33, 'rf_n_estimators': 117}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:10:05,277] Trial 9712 finished with value: 0.9974317672262384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:10:07,506] Trial 9713 finished with value: 0.9971245143530779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:10:10,245] Trial 9714 finished with value: 0.9973806599912178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:10:12,610] Trial 9715 finished with value: 0.9975170826252816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:10:14,216] Trial 9716 finished with value: 0.9966498688687925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:10:16,571] Trial 9717 finished with value: 0.9975302464302116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 102}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:10:27,165] Trial 9718 finished with value: 0.9966556404707417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 49, 'rf_n_estimators': 117}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:10:28,623] Trial 9719 finished with value: 0.9971812706499871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 4, 'rf_n_estimators': 107}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:10:37,128] Trial 9720 finished with value: 0.9963257975706569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 55, 'rf_n_estimators': 97}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:10:40,155] Trial 9721 finished with value: 0.9972247267641778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:10:43,218] Trial 9722 finished with value: 0.9973679514665706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:10:45,658] Trial 9723 finished with value: 0.9973773302086556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:10:48,288] Trial 9724 finished with value: 0.9973035589021725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 88}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:10:50,142] Trial 9725 finished with value: 0.9852053993786534 and parameters: {'classifier': 'SVC', 'svc_c': 0.00016273153541880868, 'svc_kernel': 'sigmoid'}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:10:53,136] Trial 9726 finished with value: 0.9971322318378721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:10:54,093] Trial 9727 finished with value: 0.997152727321593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 3, 'rf_n_estimators': 61}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:10:56,165] Trial 9728 finished with value: 0.9948815110889093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 27, 'rf_n_estimators': 78}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:10:58,101] Trial 9729 finished with value: 0.9969540071741411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:11:00,516] Trial 9730 finished with value: 0.9976069501606553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 92}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:11:06,234] Trial 9731 finished with value: 0.9965607345425571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 45, 'rf_n_estimators': 83}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:11:08,741] Trial 9732 finished with value: 0.9972339388187729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 94}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:11:10,590] Trial 9733 finished with value: 0.9972606359530892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:11:18,539] Trial 9734 finished with value: 0.9968489423226302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 36, 'rf_n_estimators': 108}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:11:20,601] Trial 9735 finished with value: 0.9969825590717702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:11:22,210] Trial 9736 finished with value: 0.9964468772433257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:11:35,654] Trial 9737 finished with value: 0.995775310103591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 58, 'rf_n_estimators': 117}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:11:39,759] Trial 9738 finished with value: 0.9974516497240145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 112}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:11:41,746] Trial 9739 finished with value: 0.9974923774572516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:11:44,877] Trial 9740 finished with value: 0.9975096971507375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:11:46,890] Trial 9741 finished with value: 0.9974625075478012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 100}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:11:49,825] Trial 9742 finished with value: 0.99742738311039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 96}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:11:51,815] Trial 9743 finished with value: 0.9974309118578942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 89}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:11:52,907] Trial 9744 finished with value: 0.9971231395304022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 114}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:11:54,668] Trial 9745 finished with value: 0.9973943276354288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 106}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:11:55,794] Trial 9746 finished with value: 0.9963446935273169 and parameters: {'classifier': 'SVC', 'svc_c': 29473.193293751403, 'svc_kernel': 'rbf'}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:11:58,417] Trial 9747 finished with value: 0.9975107063844569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 91}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:11:59,880] Trial 9748 finished with value: 0.99732030858284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 113}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:12:03,033] Trial 9749 finished with value: 0.996641000694425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 17, 'rf_n_estimators': 85}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:12:05,185] Trial 9750 finished with value: 0.9972203415375027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:12:11,039] Trial 9751 finished with value: 0.9970826994060823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 25, 'rf_n_estimators': 117}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:12:15,406] Trial 9752 finished with value: 0.9972512233466571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 115}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:12:20,042] Trial 9753 finished with value: 0.9972038527106967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 111}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:12:22,196] Trial 9754 finished with value: 0.9968834344457109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 94}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:12:25,023] Trial 9755 finished with value: 0.9970271243940892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:12:27,252] Trial 9756 finished with value: 0.9975919980515912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:12:30,256] Trial 9757 finished with value: 0.9974067812729411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:12:32,176] Trial 9758 finished with value: 0.9969704862891476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:12:38,964] Trial 9759 finished with value: 0.9972339456741608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 36, 'rf_n_estimators': 92}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:12:40,607] Trial 9760 finished with value: 0.9975194348485559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 67}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:12:41,578] Trial 9761 finished with value: 0.9970751944700544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 74}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:12:43,251] Trial 9762 finished with value: 0.9867325520133865 and parameters: {'classifier': 'SVC', 'svc_c': 3282997401.3983684, 'svc_kernel': 'sigmoid'}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:12:45,830] Trial 9763 finished with value: 0.9974568313500018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 104}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:12:47,802] Trial 9764 finished with value: 0.9970650343406877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 96}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:12:49,027] Trial 9765 finished with value: 0.9969891312941734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 55}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:12:51,613] Trial 9766 finished with value: 0.9974830059514096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:12:54,786] Trial 9767 finished with value: 0.9971329623492885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 99}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:12:56,619] Trial 9768 finished with value: 0.9962988480247622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 5, 'rf_n_estimators': 114}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:12:58,673] Trial 9769 finished with value: 0.9973370367452064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:13:01,221] Trial 9770 finished with value: 0.997499934729089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:13:03,585] Trial 9771 finished with value: 0.9972154966824515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 88}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:13:07,862] Trial 9772 finished with value: 0.9971324295015599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:13:15,472] Trial 9773 finished with value: 0.9966943317094082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 41, 'rf_n_estimators': 109}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:13:17,293] Trial 9774 finished with value: 0.9975488531910588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:13:18,764] Trial 9775 finished with value: 0.9961463980648051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:13:21,665] Trial 9776 finished with value: 0.9969784125141592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:13:24,344] Trial 9777 finished with value: 0.9973250663173353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 90}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:13:26,433] Trial 9778 finished with value: 0.9971699139697705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:13:27,515] Trial 9779 finished with value: 0.9970776354959939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 97}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:13:29,315] Trial 9780 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 2.2436354998633696e-05, 'svc_kernel': 'rbf'}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:13:31,420] Trial 9781 finished with value: 0.9960611906063851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:13:33,626] Trial 9782 finished with value: 0.9968959273112769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 93}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:13:36,774] Trial 9783 finished with value: 0.993345195149007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 47, 'rf_n_estimators': 106}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:13:41,965] Trial 9784 finished with value: 0.9971916253644646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 23, 'rf_n_estimators': 117}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:13:44,448] Trial 9785 finished with value: 0.9975218184288828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:13:46,201] Trial 9786 finished with value: 0.9969029641131696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:13:49,374] Trial 9787 finished with value: 0.9973303779100536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:13:51,790] Trial 9788 finished with value: 0.9972988333816534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 100}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:13:58,821] Trial 9789 finished with value: 0.9968664957340665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 29, 'rf_n_estimators': 114}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:14:00,723] Trial 9790 finished with value: 0.9973613297647695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 94}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:14:03,032] Trial 9791 finished with value: 0.9973537089853796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:14:05,449] Trial 9792 finished with value: 0.9910345486287434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 47, 'rf_n_estimators': 109}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:14:07,041] Trial 9793 finished with value: 0.9974363047313936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 45}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:14:11,241] Trial 9794 finished with value: 0.9973713461214158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 115}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:14:22,861] Trial 9795 finished with value: 0.9957950335944507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 67, 'rf_n_estimators': 86}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:14:39,370] Trial 9796 finished with value: 0.9959819514932032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 73, 'rf_n_estimators': 117}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:14:42,378] Trial 9797 finished with value: 0.9974353268864645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 102}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:14:44,746] Trial 9798 finished with value: 0.9969899303277319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 90}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:14:46,254] Trial 9799 finished with value: 0.9867341907685009 and parameters: {'classifier': 'SVC', 'svc_c': 112300381.76570515, 'svc_kernel': 'sigmoid'}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:14:48,579] Trial 9800 finished with value: 0.9975985569440731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:14:51,185] Trial 9801 finished with value: 0.9974306168857822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:14:53,968] Trial 9802 finished with value: 0.9971712854282283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 97}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:14:55,803] Trial 9803 finished with value: 0.9974827058377566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:14:57,397] Trial 9804 finished with value: 0.9973287340451362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:14:58,641] Trial 9805 finished with value: 0.9970966905865221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 2, 'rf_n_estimators': 114}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:15:00,145] Trial 9806 finished with value: 0.9966300826955655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 82}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:15:03,205] Trial 9807 finished with value: 0.9971703311010884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 104}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:15:06,332] Trial 9808 finished with value: 0.9971322262202625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 92}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:15:08,851] Trial 9809 finished with value: 0.9971056540698257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:15:15,428] Trial 9810 finished with value: 0.9965850942434641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 29, 'rf_n_estimators': 117}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:15:18,825] Trial 9811 finished with value: 0.9973143697221184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:15:20,892] Trial 9812 finished with value: 0.9975449397801159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:15:22,819] Trial 9813 finished with value: 0.9972076732882601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 96}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:15:25,625] Trial 9814 finished with value: 0.997476592386806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:15:27,892] Trial 9815 finished with value: 0.9975217540961442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 77}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:15:30,500] Trial 9816 finished with value: 0.9974031145607531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:15:32,267] Trial 9817 finished with value: 0.9850742976365149 and parameters: {'classifier': 'SVC', 'svc_c': 1.2529101206150652e-10, 'svc_kernel': 'rbf'}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:15:33,939] Trial 9818 finished with value: 0.9972503794356974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 7, 'rf_n_estimators': 88}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:15:36,258] Trial 9819 finished with value: 0.9974604453772633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:15:38,432] Trial 9820 finished with value: 0.9975218216344114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:15:40,325] Trial 9821 finished with value: 0.9968847122456035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 94}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:15:43,797] Trial 9822 finished with value: 0.9971476255481809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:15:46,131] Trial 9823 finished with value: 0.9971542041499036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 91}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:15:52,584] Trial 9824 finished with value: 0.9970060818123194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 34, 'rf_n_estimators': 106}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:15:54,029] Trial 9825 finished with value: 0.9974794256932817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 99}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:15:55,690] Trial 9826 finished with value: 0.9972968164693716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:15:59,828] Trial 9827 finished with value: 0.9970064274381317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 21, 'rf_n_estimators': 110}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:16:02,570] Trial 9828 finished with value: 0.9971770593787826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:16:05,089] Trial 9829 finished with value: 0.9975885407461166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:16:07,490] Trial 9830 finished with value: 0.9973038658394756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:16:09,640] Trial 9831 finished with value: 0.9974365129638046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 84}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:16:13,003] Trial 9832 finished with value: 0.9974396363547546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 108}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:16:18,269] Trial 9833 finished with value: 0.9971697409664371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 23, 'rf_n_estimators': 113}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:16:20,115] Trial 9834 finished with value: 0.9973181354248397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 95}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:16:21,249] Trial 9835 finished with value: 0.9968218308816695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 50}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:16:23,197] Trial 9836 finished with value: 0.9862918299723558 and parameters: {'classifier': 'SVC', 'svc_c': 0.8932153792401424, 'svc_kernel': 'sigmoid'}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:16:29,906] Trial 9837 finished with value: 0.9970504124645506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 32, 'rf_n_estimators': 117}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:16:32,957] Trial 9838 finished with value: 0.9968324681904753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 18, 'rf_n_estimators': 104}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:16:35,078] Trial 9839 finished with value: 0.9973787031270569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:16:49,207] Trial 9840 finished with value: 0.9965227368089068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 74, 'rf_n_estimators': 101}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:16:51,331] Trial 9841 finished with value: 0.9971095461528945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:16:54,497] Trial 9842 finished with value: 0.9974025258225696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 92}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:16:57,405] Trial 9843 finished with value: 0.9976334115775329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:16:59,892] Trial 9844 finished with value: 0.9967399889109579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 87}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:17:10,659] Trial 9845 finished with value: 0.9964637932306285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 62, 'rf_n_estimators': 98}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:17:13,078] Trial 9846 finished with value: 0.9974626709980248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:17:15,359] Trial 9847 finished with value: 0.9970467626051915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:17:17,314] Trial 9848 finished with value: 0.9962299935866423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:17:18,980] Trial 9849 finished with value: 0.9900961244975249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:17:23,141] Trial 9850 finished with value: 0.9958549776150482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 32, 'rf_n_estimators': 111}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:17:24,727] Trial 9851 finished with value: 0.9973046614770781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 90}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:17:28,060] Trial 9852 finished with value: 0.9974214531680202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:17:33,973] Trial 9853 finished with value: 0.9971375955759725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 24, 'rf_n_estimators': 117}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:17:35,526] Trial 9854 finished with value: 0.996958090700268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 95}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:17:37,325] Trial 9855 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.2811475471044677e-08, 'svc_kernel': 'rbf'}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:17:38,317] Trial 9856 finished with value: 0.9925609622463011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 5, 'rf_n_estimators': 109}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:17:41,355] Trial 9857 finished with value: 0.9974531754604402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:17:43,103] Trial 9858 finished with value: 0.9970604398659884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 80}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:17:45,541] Trial 9859 finished with value: 0.9975376526296093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:17:48,479] Trial 9860 finished with value: 0.9974568403635674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:17:50,179] Trial 9861 finished with value: 0.9973395820936476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 93}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:17:52,125] Trial 9862 finished with value: 0.9974813389495577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:17:54,664] Trial 9863 finished with value: 0.9974864456740834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:17:56,232] Trial 9864 finished with value: 0.9973248143183499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 63}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:17:57,904] Trial 9865 finished with value: 0.9969196808816269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:18:00,090] Trial 9866 finished with value: 0.9970001834809056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 10, 'rf_n_estimators': 88}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:18:03,907] Trial 9867 finished with value: 0.9971690135970736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 19, 'rf_n_estimators': 113}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:18:07,139] Trial 9868 finished with value: 0.9968666890496608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 14, 'rf_n_estimators': 108}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:18:09,590] Trial 9869 finished with value: 0.997216871949458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 97}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:18:18,951] Trial 9870 finished with value: 0.9970584707192575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 43, 'rf_n_estimators': 115}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:18:19,944] Trial 9871 finished with value: 0.9945597553567649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 20, 'rf_n_estimators': 31}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:18:22,442] Trial 9872 finished with value: 0.9974217902245975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:18:24,316] Trial 9873 finished with value: 0.9852051536002978 and parameters: {'classifier': 'SVC', 'svc_c': 2.3444522440754475e-06, 'svc_kernel': 'sigmoid'}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:18:34,749] Trial 9874 finished with value: 0.9955505131392243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 50, 'rf_n_estimators': 101}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:18:37,472] Trial 9875 finished with value: 0.9976567699791973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:18:42,323] Trial 9876 finished with value: 0.9973432094190923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 27, 'rf_n_estimators': 92}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:18:44,116] Trial 9877 finished with value: 0.9975487901913125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:18:46,634] Trial 9878 finished with value: 0.9972236630999468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:18:56,929] Trial 9879 finished with value: 0.9962197922614716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 61, 'rf_n_estimators': 118}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:18:57,901] Trial 9880 finished with value: 0.9964501262529136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 27}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:18:59,790] Trial 9881 finished with value: 0.9971184976392693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:19:07,298] Trial 9882 finished with value: 0.9968697703244077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 35, 'rf_n_estimators': 107}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:19:10,549] Trial 9883 finished with value: 0.9971085324758681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 16, 'rf_n_estimators': 95}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:19:12,926] Trial 9884 finished with value: 0.9972641443565947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:19:15,934] Trial 9885 finished with value: 0.9975483872151013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:19:18,216] Trial 9886 finished with value: 0.9974873402070056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 85}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:19:20,199] Trial 9887 finished with value: 0.9969246584963453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:19:24,919] Trial 9888 finished with value: 0.9938981489053864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 54, 'rf_n_estimators': 115}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:19:26,788] Trial 9889 finished with value: 0.9973106165241327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 102}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:19:30,787] Trial 9890 finished with value: 0.9973072020648331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:19:33,331] Trial 9891 finished with value: 0.9973946653585021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 90}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:19:35,211] Trial 9892 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.8892410710823054e-09, 'svc_kernel': 'rbf'}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:19:37,005] Trial 9893 finished with value: 0.9974729483037459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 71}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:19:39,556] Trial 9894 finished with value: 0.9975160102013882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:19:42,557] Trial 9895 finished with value: 0.9975318793138129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:19:44,886] Trial 9896 finished with value: 0.9968717462947888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:19:46,309] Trial 9897 finished with value: 0.9970109047364767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 93}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:19:52,061] Trial 9898 finished with value: 0.9970442141146973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 29, 'rf_n_estimators': 99}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:19:56,129] Trial 9899 finished with value: 0.9936096872855295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 49, 'rf_n_estimators': 117}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:20:08,767] Trial 9900 finished with value: 0.9965994893205145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 67, 'rf_n_estimators': 97}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:20:10,876] Trial 9901 finished with value: 0.997582897492265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:20:14,517] Trial 9902 finished with value: 0.9972447329445794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 114}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:20:23,105] Trial 9903 finished with value: 0.9971937722434775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 38, 'rf_n_estimators': 118}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:20:25,682] Trial 9904 finished with value: 0.9970437288103543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:20:27,692] Trial 9905 finished with value: 0.9972689077086997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 88}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:20:29,755] Trial 9906 finished with value: 0.9975538616550229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:20:31,662] Trial 9907 finished with value: 0.9972134138187979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 3, 'rf_n_estimators': 112}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:20:33,327] Trial 9908 finished with value: 0.9974755187568721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:20:34,915] Trial 9909 finished with value: 0.9965704408833229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 6, 'rf_n_estimators': 90}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:20:35,971] Trial 9910 finished with value: 0.9962952442171069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 4, 'rf_n_estimators': 95}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:20:38,319] Trial 9911 finished with value: 0.9852057274534026 and parameters: {'classifier': 'SVC', 'svc_c': 7.821109993331319e-08, 'svc_kernel': 'sigmoid'}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:20:41,634] Trial 9912 finished with value: 0.9972726552256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 14, 'rf_n_estimators': 110}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:20:50,104] Trial 9913 finished with value: 0.9970539195350638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 42, 'rf_n_estimators': 114}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:20:50,937] Trial 9914 finished with value: 0.9872826428835606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 4, 'rf_n_estimators': 105}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:20:53,715] Trial 9915 finished with value: 0.9972823504263602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:20:56,502] Trial 9916 finished with value: 0.9974527249091057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:20:59,340] Trial 9917 finished with value: 0.9956715154666128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 24, 'rf_n_estimators': 109}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:21:03,243] Trial 9918 finished with value: 0.9970887952424944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 17, 'rf_n_estimators': 113}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:21:05,074] Trial 9919 finished with value: 0.9977161773435174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 92}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:21:08,197] Trial 9920 finished with value: 0.9977157321558895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:21:09,355] Trial 9921 finished with value: 0.997165624908955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 108}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:21:11,009] Trial 9922 finished with value: 0.99745963291857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 98}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:21:13,283] Trial 9923 finished with value: 0.9973357597704992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:21:16,213] Trial 9924 finished with value: 0.9970910727547345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 86}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:21:18,086] Trial 9925 finished with value: 0.9974838519570713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 103}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:21:19,139] Trial 9926 finished with value: 0.9962878478247225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 111}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:21:21,042] Trial 9927 finished with value: 0.9974913331848821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 94}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:21:25,159] Trial 9928 finished with value: 0.9972991068354643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:21:26,058] Trial 9929 finished with value: 0.9922130374986207 and parameters: {'classifier': 'SVC', 'svc_c': 42.0630597908409, 'svc_kernel': 'rbf'}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:21:28,689] Trial 9930 finished with value: 0.9972854603921754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:21:30,984] Trial 9931 finished with value: 0.9974202313855344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:21:43,295] Trial 9932 finished with value: 0.996841723599052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 53, 'rf_n_estimators': 115}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:21:46,393] Trial 9933 finished with value: 0.9962438364241025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:21:49,041] Trial 9934 finished with value: 0.997660001120343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:21:50,125] Trial 9935 finished with value: 0.9971984295592335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 83}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:21:52,384] Trial 9936 finished with value: 0.9974566430489968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:21:54,883] Trial 9937 finished with value: 0.9968399617643323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 92}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:22:03,391] Trial 9938 finished with value: 0.9969052013182672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 40, 'rf_n_estimators': 109}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:22:07,542] Trial 9939 finished with value: 0.9973270933222715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 18, 'rf_n_estimators': 115}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:22:11,439] Trial 9940 finished with value: 0.9971060639649006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 20, 'rf_n_estimators': 97}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:22:12,385] Trial 9941 finished with value: 0.992858553021339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 6, 'rf_n_estimators': 90}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:22:14,806] Trial 9942 finished with value: 0.9972813632504863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:22:16,771] Trial 9943 finished with value: 0.9974125363711787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:22:18,605] Trial 9944 finished with value: 0.9972956187124816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:22:28,049] Trial 9945 finished with value: 0.9971899365904081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 49, 'rf_n_estimators': 95}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:22:30,822] Trial 9946 finished with value: 0.9973550098587309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:22:32,875] Trial 9947 finished with value: 0.9968620372563008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:22:34,709] Trial 9948 finished with value: 0.9852063832220469 and parameters: {'classifier': 'SVC', 'svc_c': 4.252500140597332e-10, 'svc_kernel': 'sigmoid'}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:22:36,939] Trial 9949 finished with value: 0.9965640763537862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:22:39,264] Trial 9950 finished with value: 0.9974203181252355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 76}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:22:41,690] Trial 9951 finished with value: 0.9971777995385228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:22:44,708] Trial 9952 finished with value: 0.997441612579039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 99}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:22:47,391] Trial 9953 finished with value: 0.9973409814814637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:22:49,303] Trial 9954 finished with value: 0.9972858442621663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:22:52,212] Trial 9955 finished with value: 0.9973927009724574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:22:54,822] Trial 9956 finished with value: 0.9975233140460343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:23:02,938] Trial 9957 finished with value: 0.9966488030463836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 46, 'rf_n_estimators': 88}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:23:05,649] Trial 9958 finished with value: 0.9972610758404867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:23:08,028] Trial 9959 finished with value: 0.9974154941219894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:23:10,034] Trial 9960 finished with value: 0.9973918981938258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:23:11,829] Trial 9961 finished with value: 0.9968237563887778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 5, 'rf_n_estimators': 93}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:23:14,122] Trial 9962 finished with value: 0.9974531672720602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:23:24,372] Trial 9963 finished with value: 0.9964277631202897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 57, 'rf_n_estimators': 115}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:23:27,393] Trial 9964 finished with value: 0.9973178162684423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 100}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:23:36,090] Trial 9965 finished with value: 0.9965707433138432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 37, 'rf_n_estimators': 112}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:23:37,688] Trial 9966 finished with value: 0.9970976488174244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:23:40,648] Trial 9967 finished with value: 0.9968725808430658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 17, 'rf_n_estimators': 79}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:23:42,458] Trial 9968 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 5.302875549638493e-07, 'svc_kernel': 'rbf'}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:23:44,349] Trial 9969 finished with value: 0.9969671145490716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 68}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:23:46,670] Trial 9970 finished with value: 0.9972419675572256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 95}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:23:48,759] Trial 9971 finished with value: 0.9973812911629838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:23:51,058] Trial 9972 finished with value: 0.9973813216631128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 90}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:23:52,237] Trial 9973 finished with value: 0.9967302814276274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 113}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:23:54,869] Trial 9974 finished with value: 0.9972989291031823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:23:55,907] Trial 9975 finished with value: 0.9948279269958519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 86}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:23:57,152] Trial 9976 finished with value: 0.9910135918980133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:24:12,821] Trial 9977 finished with value: 0.9959673013068526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 73, 'rf_n_estimators': 118}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:24:15,250] Trial 9978 finished with value: 0.9971399730626213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:24:17,535] Trial 9979 finished with value: 0.9974844674820487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:24:19,860] Trial 9980 finished with value: 0.9974248298909479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:24:24,012] Trial 9981 finished with value: 0.9973172679008769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 21, 'rf_n_estimators': 97}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:24:27,093] Trial 9982 finished with value: 0.9972996824976299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:24:28,875] Trial 9983 finished with value: 0.9973483276327405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 92}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:24:32,292] Trial 9984 finished with value: 0.9973309605862969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 112}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:24:34,218] Trial 9985 finished with value: 0.9853374802352372 and parameters: {'classifier': 'SVC', 'svc_c': 0.0022768233105777674, 'svc_kernel': 'sigmoid'}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:24:37,704] Trial 9986 finished with value: 0.9975457724558563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:24:38,625] Trial 9987 finished with value: 0.9932089501202735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 1, 'rf_n_estimators': 110}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:24:41,174] Trial 9988 finished with value: 0.9975816664105722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:24:53,475] Trial 9989 finished with value: 0.9959277235649547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 52, 'rf_n_estimators': 118}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:24:55,657] Trial 9990 finished with value: 0.9969627906400337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 11, 'rf_n_estimators': 82}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:24:58,039] Trial 9991 finished with value: 0.9975615968495696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:25:00,021] Trial 9992 finished with value: 0.9969554275724523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 90}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:25:01,952] Trial 9993 finished with value: 0.9976122705130361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 95}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:25:05,084] Trial 9994 finished with value: 0.9971878214175648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:25:07,360] Trial 9995 finished with value: 0.9972261573186193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:25:08,705] Trial 9996 finished with value: 0.9970515217678925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 116}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:25:13,480] Trial 9997 finished with value: 0.9971559630964734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 24, 'rf_n_estimators': 100}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:25:15,487] Trial 9998 finished with value: 0.9973949902911988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:25:20,172] Trial 9999 finished with value: 0.9971862131943174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 18, 'rf_n_estimators': 113}. Best is trial 8775 with value: 0.9978522127751098.
[I 2023-09-09 02:25:20,174] A new study created in memory with name: no-name-286a02ca-3594-4380-b9b5-ecea9e4eee36
[I 2023-09-09 02:25:20,420] Trial 0 finished with value: 0.9852074582484488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 1, 'rf_n_estimators': 16}. Best is trial 0 with value: 0.9852074582484488.
[I 2023-09-09 02:25:22,114] Trial 1 finished with value: 0.985205317494852 and parameters: {'classifier': 'SVC', 'svc_c': 2.2006608782459184e-06, 'svc_kernel': 'sigmoid'}. Best is trial 0 with value: 0.9852074582484488.
[I 2023-09-09 02:25:23,106] Trial 2 finished with value: 0.9881717442436059 and parameters: {'classifier': 'SVC', 'svc_c': 1.6921238577808648, 'svc_kernel': 'rbf'}. Best is trial 2 with value: 0.9881717442436059.
[I 2023-09-09 02:25:23,457] Trial 3 finished with value: 0.9941736191841027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 2, 'rf_n_estimators': 43}. Best is trial 3 with value: 0.9941736191841027.
[I 2023-09-09 02:25:25,165] Trial 4 finished with value: 0.9852044166778242 and parameters: {'classifier': 'SVC', 'svc_c': 5.3643933131307956e-08, 'svc_kernel': 'sigmoid'}. Best is trial 3 with value: 0.9941736191841027.
[I 2023-09-09 02:25:26,813] Trial 5 finished with value: 0.9850765916524669 and parameters: {'classifier': 'SVC', 'svc_c': 1.0116705372033909e-09, 'svc_kernel': 'rbf'}. Best is trial 3 with value: 0.9941736191841027.
[I 2023-09-09 02:25:27,266] Trial 6 finished with value: 0.9859212667339662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 3 with value: 0.9941736191841027.
[I 2023-09-09 02:25:27,832] Trial 7 finished with value: 0.9972093593011185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 5, 'rf_n_estimators': 47}. Best is trial 7 with value: 0.9972093593011185.
[I 2023-09-09 02:25:29,123] Trial 8 finished with value: 0.9862937965165783 and parameters: {'classifier': 'SVC', 'svc_c': 0.8991517160178603, 'svc_kernel': 'sigmoid'}. Best is trial 7 with value: 0.9972093593011185.
[I 2023-09-09 02:25:36,249] Trial 9 finished with value: 0.9966496968493339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 40, 'rf_n_estimators': 126}. Best is trial 7 with value: 0.9972093593011185.
[I 2023-09-09 02:25:38,119] Trial 10 finished with value: 0.9972839543649901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 12, 'rf_n_estimators': 77}. Best is trial 10 with value: 0.9972839543649901.
[I 2023-09-09 02:25:39,857] Trial 11 finished with value: 0.9966905165590271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 12, 'rf_n_estimators': 71}. Best is trial 10 with value: 0.9972839543649901.
[I 2023-09-09 02:25:41,091] Trial 12 finished with value: 0.9969954009591047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 73}. Best is trial 10 with value: 0.9972839543649901.
[I 2023-09-09 02:25:42,551] Trial 13 finished with value: 0.9973698526307039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 50}. Best is trial 13 with value: 0.9973698526307039.
[I 2023-09-09 02:25:47,234] Trial 14 finished with value: 0.9966812506769411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 27, 'rf_n_estimators': 91}. Best is trial 13 with value: 0.9973698526307039.
[I 2023-09-09 02:25:48,528] Trial 15 finished with value: 0.9970146711374319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 44}. Best is trial 13 with value: 0.9973698526307039.
[I 2023-09-09 02:25:56,779] Trial 16 finished with value: 0.996615597546334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 46, 'rf_n_estimators': 94}. Best is trial 13 with value: 0.9973698526307039.
[I 2023-09-09 02:25:57,294] Trial 17 finished with value: 0.9924760485539529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 24, 'rf_n_estimators': 7}. Best is trial 13 with value: 0.9973698526307039.
[I 2023-09-09 02:25:58,383] Trial 18 finished with value: 0.9974091918622272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 93}. Best is trial 18 with value: 0.9974091918622272.
[I 2023-09-09 02:25:59,566] Trial 19 finished with value: 0.9973117853995267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 105}. Best is trial 18 with value: 0.9974091918622272.
[I 2023-09-09 02:26:04,029] Trial 20 finished with value: 0.9939129127769214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 74, 'rf_n_estimators': 59}. Best is trial 18 with value: 0.9974091918622272.
[I 2023-09-09 02:26:05,160] Trial 21 finished with value: 0.9974149659397332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 103}. Best is trial 21 with value: 0.9974149659397332.
[I 2023-09-09 02:26:06,276] Trial 22 finished with value: 0.9972389127518936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 108}. Best is trial 21 with value: 0.9974149659397332.
[I 2023-09-09 02:26:07,575] Trial 23 finished with value: 0.9972638584297863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 89}. Best is trial 21 with value: 0.9974149659397332.
[I 2023-09-09 02:26:08,001] Trial 24 finished with value: 0.9961751456901095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 3, 'rf_n_estimators': 28}. Best is trial 21 with value: 0.9974149659397332.
[I 2023-09-09 02:26:08,830] Trial 25 finished with value: 0.9970258221877457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 58}. Best is trial 21 with value: 0.9974149659397332.
[I 2023-09-09 02:29:07,022] Trial 26 finished with value: 0.9897202633454548 and parameters: {'classifier': 'SVC', 'svc_c': 1495286260.379224, 'svc_kernel': 'rbf'}. Best is trial 21 with value: 0.9974149659397332.
[I 2023-09-09 02:29:08,003] Trial 27 finished with value: 0.9972232430170037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 109}. Best is trial 21 with value: 0.9974149659397332.
[I 2023-09-09 02:29:09,002] Trial 28 finished with value: 0.9960586016500591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 82}. Best is trial 21 with value: 0.9974149659397332.
[I 2023-09-09 02:29:11,736] Trial 29 finished with value: 0.9973735283247197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 16, 'rf_n_estimators': 102}. Best is trial 21 with value: 0.9974149659397332.
[I 2023-09-09 02:29:14,904] Trial 30 finished with value: 0.9970626841169015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 19, 'rf_n_estimators': 100}. Best is trial 21 with value: 0.9974149659397332.
[I 2023-09-09 02:29:18,147] Trial 31 finished with value: 0.9973319708991054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 110}. Best is trial 21 with value: 0.9974149659397332.
[I 2023-09-09 02:29:20,064] Trial 32 finished with value: 0.9973986728723406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 21 with value: 0.9974149659397332.
[I 2023-09-09 02:29:21,553] Trial 33 finished with value: 0.9973676446244811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 21 with value: 0.9974149659397332.
[I 2023-09-09 02:33:09,195] Trial 34 finished with value: 0.9896109487246575 and parameters: {'classifier': 'SVC', 'svc_c': 3568902833.4933124, 'svc_kernel': 'rbf'}. Best is trial 21 with value: 0.9974149659397332.
[I 2023-09-09 02:33:11,163] Trial 35 finished with value: 0.997355915753824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 21 with value: 0.9974149659397332.
[I 2023-09-09 02:33:12,187] Trial 36 finished with value: 0.9879407423596392 and parameters: {'classifier': 'SVC', 'svc_c': 51263.80047839151, 'svc_kernel': 'sigmoid'}. Best is trial 21 with value: 0.9974149659397332.
[I 2023-09-09 02:33:13,512] Trial 37 finished with value: 0.9967627443558561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 96}. Best is trial 21 with value: 0.9974149659397332.
[I 2023-09-09 02:33:14,482] Trial 38 finished with value: 0.9972005007433372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 5, 'rf_n_estimators': 86}. Best is trial 21 with value: 0.9974149659397332.
[I 2023-09-09 02:33:16,037] Trial 39 finished with value: 0.9850797055855205 and parameters: {'classifier': 'SVC', 'svc_c': 0.0002853990963406341, 'svc_kernel': 'rbf'}. Best is trial 21 with value: 0.9974149659397332.
[I 2023-09-09 02:33:16,679] Trial 40 finished with value: 0.9961660372915202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 1, 'rf_n_estimators': 101}. Best is trial 21 with value: 0.9974149659397332.
[I 2023-09-09 02:33:19,505] Trial 41 finished with value: 0.997595702881006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 41 with value: 0.997595702881006.
[I 2023-09-09 02:33:21,944] Trial 42 finished with value: 0.9976998498087571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 42 with value: 0.9976998498087571.
[I 2023-09-09 02:33:24,212] Trial 43 finished with value: 0.9972506320377029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 42 with value: 0.9976998498087571.
[I 2023-09-09 02:33:25,821] Trial 44 finished with value: 0.9970562814701379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 42 with value: 0.9976998498087571.
[I 2023-09-09 02:33:27,034] Trial 45 finished with value: 0.9970041420548906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 42 with value: 0.9976998498087571.
[I 2023-09-09 02:33:28,984] Trial 46 finished with value: 0.9970541094864401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 42 with value: 0.9976998498087571.
[I 2023-09-09 02:33:30,742] Trial 47 finished with value: 0.9852064651693241 and parameters: {'classifier': 'SVC', 'svc_c': 1.5787775568373672e-10, 'svc_kernel': 'sigmoid'}. Best is trial 42 with value: 0.9976998498087571.
[I 2023-09-09 02:33:32,314] Trial 48 finished with value: 0.9972944093395174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 42 with value: 0.9976998498087571.
[I 2023-09-09 02:33:34,049] Trial 49 finished with value: 0.9974632152079241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 42 with value: 0.9976998498087571.
[I 2023-09-09 02:33:36,510] Trial 50 finished with value: 0.9970552811547703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 13, 'rf_n_estimators': 97}. Best is trial 42 with value: 0.9976998498087571.
[I 2023-09-09 02:33:38,221] Trial 51 finished with value: 0.9971504119777671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 42 with value: 0.9976998498087571.
[I 2023-09-09 02:33:40,660] Trial 52 finished with value: 0.9975373859677106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 42 with value: 0.9976998498087571.
[I 2023-09-09 02:33:43,219] Trial 53 finished with value: 0.9975366388891068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 42 with value: 0.9976998498087571.
[I 2023-09-09 02:33:45,911] Trial 54 finished with value: 0.9975570332875924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 42 with value: 0.9976998498087571.
[I 2023-09-09 02:33:48,686] Trial 55 finished with value: 0.9971942525649693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 42 with value: 0.9976998498087571.
[I 2023-09-09 02:33:53,210] Trial 56 finished with value: 0.9971204769103927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 19, 'rf_n_estimators': 126}. Best is trial 42 with value: 0.9976998498087571.
[I 2023-09-09 02:33:55,856] Trial 57 finished with value: 0.9972766774658274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 42 with value: 0.9976998498087571.
[I 2023-09-09 02:33:58,897] Trial 58 finished with value: 0.997644511847195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 42 with value: 0.9976998498087571.
[I 2023-09-09 02:34:02,053] Trial 59 finished with value: 0.9975216071813705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 42 with value: 0.9976998498087571.
[I 2023-09-09 02:34:03,787] Trial 60 finished with value: 0.9852271953866086 and parameters: {'classifier': 'SVC', 'svc_c': 0.0008036232092844399, 'svc_kernel': 'sigmoid'}. Best is trial 42 with value: 0.9976998498087571.
[I 2023-09-09 02:34:06,942] Trial 61 finished with value: 0.9975027470885459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 42 with value: 0.9976998498087571.
[I 2023-09-09 02:34:11,695] Trial 62 finished with value: 0.9971467266036896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 21, 'rf_n_estimators': 119}. Best is trial 42 with value: 0.9976998498087571.
[I 2023-09-09 02:34:15,268] Trial 63 finished with value: 0.9974965875541534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 42 with value: 0.9976998498087571.
[I 2023-09-09 02:34:17,824] Trial 64 finished with value: 0.997397347402111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 42 with value: 0.9976998498087571.
[I 2023-09-09 02:34:19,905] Trial 65 finished with value: 0.9959491061231894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 29, 'rf_n_estimators': 36}. Best is trial 42 with value: 0.9976998498087571.
[I 2023-09-09 02:34:23,172] Trial 66 finished with value: 0.997607619767027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 42 with value: 0.9976998498087571.
[I 2023-09-09 02:34:25,896] Trial 67 finished with value: 0.9970444873146049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 42 with value: 0.9976998498087571.
[I 2023-09-09 02:34:30,007] Trial 68 finished with value: 0.9970148561376945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 18, 'rf_n_estimators': 124}. Best is trial 42 with value: 0.9976998498087571.
[I 2023-09-09 02:34:34,384] Trial 69 finished with value: 0.9968832100904431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 22, 'rf_n_estimators': 107}. Best is trial 42 with value: 0.9976998498087571.
[I 2023-09-09 02:34:37,458] Trial 70 finished with value: 0.9970749813500058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 42 with value: 0.9976998498087571.
[I 2023-09-09 02:34:40,409] Trial 71 finished with value: 0.9974493542163808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 42 with value: 0.9976998498087571.
[I 2023-09-09 02:34:43,751] Trial 72 finished with value: 0.9968559088567958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 16, 'rf_n_estimators': 112}. Best is trial 42 with value: 0.9976998498087571.
[I 2023-09-09 02:34:46,058] Trial 73 finished with value: 0.9974951729321417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 42 with value: 0.9976998498087571.
[I 2023-09-09 02:34:49,191] Trial 74 finished with value: 0.9973771241026846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 42 with value: 0.9976998498087571.
[I 2023-09-09 02:34:54,995] Trial 75 finished with value: 0.9972099564815856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 26, 'rf_n_estimators': 128}. Best is trial 42 with value: 0.9976998498087571.
[I 2023-09-09 02:34:58,410] Trial 76 finished with value: 0.9972027216668881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 17, 'rf_n_estimators': 105}. Best is trial 42 with value: 0.9976998498087571.
[I 2023-09-09 02:35:00,954] Trial 77 finished with value: 0.9973495253261548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 42 with value: 0.9976998498087571.
[I 2023-09-09 02:35:02,434] Trial 78 finished with value: 0.9958039309994309 and parameters: {'classifier': 'SVC', 'svc_c': 134176.9035272363, 'svc_kernel': 'rbf'}. Best is trial 42 with value: 0.9976998498087571.
[I 2023-09-09 02:35:04,469] Trial 79 finished with value: 0.9974107176938668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 42 with value: 0.9976998498087571.
[I 2023-09-09 02:35:07,972] Trial 80 finished with value: 0.997470306503804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 42 with value: 0.9976998498087571.
[I 2023-09-09 02:35:11,119] Trial 81 finished with value: 0.9973168152865785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 42 with value: 0.9976998498087571.
[I 2023-09-09 02:35:11,397] Trial 82 finished with value: 0.9790363090515068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 2}. Best is trial 42 with value: 0.9976998498087571.
[I 2023-09-09 02:35:13,198] Trial 83 finished with value: 0.9976384908170308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 67}. Best is trial 42 with value: 0.9976998498087571.
[I 2023-09-09 02:35:14,527] Trial 84 finished with value: 0.9973676264069223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 65}. Best is trial 42 with value: 0.9976998498087571.
[I 2023-09-09 02:35:16,546] Trial 85 finished with value: 0.9972246594480761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 81}. Best is trial 42 with value: 0.9976998498087571.
[I 2023-09-09 02:35:17,770] Trial 86 finished with value: 0.997199886043545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 72}. Best is trial 42 with value: 0.9976998498087571.
[I 2023-09-09 02:35:18,574] Trial 87 finished with value: 0.994843018053475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 16, 'rf_n_estimators': 18}. Best is trial 42 with value: 0.9976998498087571.
[I 2023-09-09 02:35:21,038] Trial 88 finished with value: 0.9974283037953479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 42 with value: 0.9976998498087571.
[I 2023-09-09 02:35:22,087] Trial 89 finished with value: 0.9971038759535596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 53}. Best is trial 42 with value: 0.9976998498087571.
[I 2023-09-09 02:35:23,970] Trial 90 finished with value: 0.9852052355793127 and parameters: {'classifier': 'SVC', 'svc_c': 6.617239704823854e-07, 'svc_kernel': 'sigmoid'}. Best is trial 42 with value: 0.9976998498087571.
[I 2023-09-09 02:35:27,179] Trial 91 finished with value: 0.9975142374488285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 42 with value: 0.9976998498087571.
[I 2023-09-09 02:35:31,239] Trial 92 finished with value: 0.9973902529641783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 125}. Best is trial 42 with value: 0.9976998498087571.
[I 2023-09-09 02:35:34,098] Trial 93 finished with value: 0.997281317357472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 42 with value: 0.9976998498087571.
[I 2023-09-09 02:35:37,325] Trial 94 finished with value: 0.9973261007826912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 42 with value: 0.9976998498087571.
[I 2023-09-09 02:35:39,511] Trial 95 finished with value: 0.9975507824749782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 42 with value: 0.9976998498087571.
[I 2023-09-09 02:35:41,715] Trial 96 finished with value: 0.9973244737706027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 42 with value: 0.9976998498087571.
[I 2023-09-09 02:35:43,330] Trial 97 finished with value: 0.9974611747461148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 42 with value: 0.9976998498087571.
[I 2023-09-09 02:35:46,192] Trial 98 finished with value: 0.9973991657620437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 42 with value: 0.9976998498087571.
[I 2023-09-09 02:35:47,645] Trial 99 finished with value: 0.9970442157333307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 37}. Best is trial 42 with value: 0.9976998498087571.
[I 2023-09-09 02:35:50,836] Trial 100 finished with value: 0.9968559515760193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 17, 'rf_n_estimators': 98}. Best is trial 42 with value: 0.9976998498087571.
[I 2023-09-09 02:35:53,840] Trial 101 finished with value: 0.9974295026630645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 42 with value: 0.9976998498087571.
[I 2023-09-09 02:35:56,185] Trial 102 finished with value: 0.9973502627246967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 42 with value: 0.9976998498087571.
[I 2023-09-09 02:35:59,555] Trial 103 finished with value: 0.9974850617108902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 42 with value: 0.9976998498087571.
[I 2023-09-09 02:36:02,531] Trial 104 finished with value: 0.9975236089864085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 42 with value: 0.9976998498087571.
[I 2023-09-09 02:36:04,203] Trial 105 finished with value: 0.9973806402185016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 42 with value: 0.9976998498087571.
[I 2023-09-09 02:36:06,563] Trial 106 finished with value: 0.9974721969405245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 42 with value: 0.9976998498087571.
[I 2023-09-09 02:36:11,666] Trial 107 finished with value: 0.9974909427134065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 23, 'rf_n_estimators': 128}. Best is trial 42 with value: 0.9976998498087571.
[I 2023-09-09 02:36:12,464] Trial 108 finished with value: 0.9908127087169536 and parameters: {'classifier': 'SVC', 'svc_c': 9.127554280793492, 'svc_kernel': 'rbf'}. Best is trial 42 with value: 0.9976998498087571.
[I 2023-09-09 02:36:14,933] Trial 109 finished with value: 0.9976697658588586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 42 with value: 0.9976998498087571.
[I 2023-09-09 02:36:17,091] Trial 110 finished with value: 0.9972729943768792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 42 with value: 0.9976998498087571.
[I 2023-09-09 02:36:19,615] Trial 111 finished with value: 0.9973696100578772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 42 with value: 0.9976998498087571.
[I 2023-09-09 02:36:22,423] Trial 112 finished with value: 0.9973764669693104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 42 with value: 0.9976998498087571.
[I 2023-09-09 02:36:24,132] Trial 113 finished with value: 0.9973093082875866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 68}. Best is trial 42 with value: 0.9976998498087571.
[I 2023-09-09 02:36:27,823] Trial 114 finished with value: 0.9975483822322498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 17, 'rf_n_estimators': 116}. Best is trial 42 with value: 0.9976998498087571.
[I 2023-09-09 02:36:31,971] Trial 115 finished with value: 0.997085049725082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 20, 'rf_n_estimators': 111}. Best is trial 42 with value: 0.9976998498087571.
[I 2023-09-09 02:36:35,904] Trial 116 finished with value: 0.9968267680622936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 18, 'rf_n_estimators': 115}. Best is trial 42 with value: 0.9976998498087571.
[I 2023-09-09 02:36:39,427] Trial 117 finished with value: 0.9974317695431058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 116}. Best is trial 42 with value: 0.9976998498087571.
[I 2023-09-09 02:36:41,792] Trial 118 finished with value: 0.9977063982594676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 118 with value: 0.9977063982594676.
[I 2023-09-09 02:36:43,886] Trial 119 finished with value: 0.9975703205847202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 118 with value: 0.9977063982594676.
[I 2023-09-09 02:36:45,712] Trial 120 finished with value: 0.9976480435780624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 118 with value: 0.9977063982594676.
[I 2023-09-09 02:36:47,383] Trial 121 finished with value: 0.9975101131394905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 99}. Best is trial 118 with value: 0.9977063982594676.
[I 2023-09-09 02:36:49,522] Trial 122 finished with value: 0.9974269092316935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 118 with value: 0.9977063982594676.
[I 2023-09-09 02:36:51,272] Trial 123 finished with value: 0.9975606363018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 93}. Best is trial 118 with value: 0.9977063982594676.
[I 2023-09-09 02:36:52,980] Trial 124 finished with value: 0.9973684577814085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 94}. Best is trial 118 with value: 0.9977063982594676.
[I 2023-09-09 02:36:54,472] Trial 125 finished with value: 0.9972637519808448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 102}. Best is trial 118 with value: 0.9977063982594676.
[I 2023-09-09 02:36:55,508] Trial 126 finished with value: 0.9974892473061274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 75}. Best is trial 118 with value: 0.9977063982594676.
[I 2023-09-09 02:36:57,521] Trial 127 finished with value: 0.9975317121185164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 88}. Best is trial 118 with value: 0.9977063982594676.
[I 2023-09-09 02:36:59,284] Trial 128 finished with value: 0.9974372740388256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 118 with value: 0.9977063982594676.
[I 2023-09-09 02:37:01,088] Trial 129 finished with value: 0.9852922525110511 and parameters: {'classifier': 'SVC', 'svc_c': 0.0011859494399662966, 'svc_kernel': 'rbf'}. Best is trial 118 with value: 0.9977063982594676.
[I 2023-09-09 02:37:03,528] Trial 130 finished with value: 0.9973738854079167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 118 with value: 0.9977063982594676.
[I 2023-09-09 02:37:05,812] Trial 131 finished with value: 0.9974955195100913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 118 with value: 0.9977063982594676.
[I 2023-09-09 02:37:07,787] Trial 132 finished with value: 0.997467758679806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 118 with value: 0.9977063982594676.
[I 2023-09-09 02:37:10,929] Trial 133 finished with value: 0.9974261717379377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 112}. Best is trial 118 with value: 0.9977063982594676.
[I 2023-09-09 02:37:12,801] Trial 134 finished with value: 0.9973532967099615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 118 with value: 0.9977063982594676.
[I 2023-09-09 02:37:14,708] Trial 135 finished with value: 0.9973713198106906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 84}. Best is trial 118 with value: 0.9977063982594676.
[I 2023-09-09 02:37:15,956] Trial 136 finished with value: 0.9975769249576235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 59}. Best is trial 118 with value: 0.9977063982594676.
[I 2023-09-09 02:37:16,945] Trial 137 finished with value: 0.9972156327745987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 57}. Best is trial 118 with value: 0.9977063982594676.
[I 2023-09-09 02:37:18,317] Trial 138 finished with value: 0.9973942374045578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 65}. Best is trial 118 with value: 0.9977063982594676.
[I 2023-09-09 02:37:21,291] Trial 139 finished with value: 0.9976862001599397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 118 with value: 0.9977063982594676.
[I 2023-09-09 02:37:22,204] Trial 140 finished with value: 0.9968756183512383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 52}. Best is trial 118 with value: 0.9977063982594676.
[I 2023-09-09 02:37:23,984] Trial 141 finished with value: 0.9971852058966101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 63}. Best is trial 118 with value: 0.9977063982594676.
[I 2023-09-09 02:37:25,566] Trial 142 finished with value: 0.9975796307729249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 60}. Best is trial 118 with value: 0.9977063982594676.
[I 2023-09-09 02:37:27,100] Trial 143 finished with value: 0.9975307561092676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 61}. Best is trial 118 with value: 0.9977063982594676.
[I 2023-09-09 02:37:28,450] Trial 144 finished with value: 0.9971372651526179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 56}. Best is trial 118 with value: 0.9977063982594676.
[I 2023-09-09 02:37:29,755] Trial 145 finished with value: 0.9970761379745677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 61}. Best is trial 118 with value: 0.9977063982594676.
[I 2023-09-09 02:37:30,734] Trial 146 finished with value: 0.9975788890262894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 54}. Best is trial 118 with value: 0.9977063982594676.
[I 2023-09-09 02:37:31,618] Trial 147 finished with value: 0.997535023588306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 48}. Best is trial 118 with value: 0.9977063982594676.
[I 2023-09-09 02:37:33,157] Trial 148 finished with value: 0.9970490370705924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 54}. Best is trial 118 with value: 0.9977063982594676.
[I 2023-09-09 02:37:34,314] Trial 149 finished with value: 0.9974833496094718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 46}. Best is trial 118 with value: 0.9977063982594676.
[I 2023-09-09 02:37:36,068] Trial 150 finished with value: 0.9973969729582786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 69}. Best is trial 118 with value: 0.9977063982594676.
[I 2023-09-09 02:37:37,324] Trial 151 finished with value: 0.9974621126330186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 60}. Best is trial 118 with value: 0.9977063982594676.
[I 2023-09-09 02:37:38,723] Trial 152 finished with value: 0.9972935556532821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 58}. Best is trial 118 with value: 0.9977063982594676.
[I 2023-09-09 02:37:39,883] Trial 153 finished with value: 0.9967865243956212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 42}. Best is trial 118 with value: 0.9977063982594676.
[I 2023-09-09 02:37:41,582] Trial 154 finished with value: 0.9974673588456476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 91}. Best is trial 118 with value: 0.9977063982594676.
[I 2023-09-09 02:37:43,609] Trial 155 finished with value: 0.9974751711950475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 118 with value: 0.9977063982594676.
[I 2023-09-09 02:37:44,815] Trial 156 finished with value: 0.9868256436758286 and parameters: {'classifier': 'SVC', 'svc_c': 537436.9590507849, 'svc_kernel': 'sigmoid'}. Best is trial 118 with value: 0.9977063982594676.
[I 2023-09-09 02:37:47,178] Trial 157 finished with value: 0.9975781813979046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 118 with value: 0.9977063982594676.
[I 2023-09-09 02:37:49,567] Trial 158 finished with value: 0.9974461915021635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 118 with value: 0.9977063982594676.
[I 2023-09-09 02:37:52,051] Trial 159 finished with value: 0.9971810768900619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 118 with value: 0.9977063982594676.
[I 2023-09-09 02:37:53,467] Trial 160 finished with value: 0.9968016318617424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 50}. Best is trial 118 with value: 0.9977063982594676.
[I 2023-09-09 02:37:55,861] Trial 161 finished with value: 0.9975886860739949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 118 with value: 0.9977063982594676.
[I 2023-09-09 02:37:58,214] Trial 162 finished with value: 0.9972950201038087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 118 with value: 0.9977063982594676.
[I 2023-09-09 02:38:00,606] Trial 163 finished with value: 0.997460946614036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 118 with value: 0.9977063982594676.
[I 2023-09-09 02:38:02,687] Trial 164 finished with value: 0.9975709676571777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 118 with value: 0.9977063982594676.
[I 2023-09-09 02:38:04,643] Trial 165 finished with value: 0.9976627925645188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 118 with value: 0.9977063982594676.
[I 2023-09-09 02:38:06,558] Trial 166 finished with value: 0.9973148846061912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 118 with value: 0.9977063982594676.
[I 2023-09-09 02:38:08,102] Trial 167 finished with value: 0.9974309261399527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 118 with value: 0.9977063982594676.
[I 2023-09-09 02:38:08,631] Trial 168 finished with value: 0.997522300273794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 23}. Best is trial 118 with value: 0.9977063982594676.
[I 2023-09-09 02:38:10,160] Trial 169 finished with value: 0.9973693706588412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 118 with value: 0.9977063982594676.
[I 2023-09-09 02:38:12,167] Trial 170 finished with value: 0.9975660000716383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 118 with value: 0.9977063982594676.
[I 2023-09-09 02:38:14,097] Trial 171 finished with value: 0.997357447869569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 118 with value: 0.9977063982594676.
[I 2023-09-09 02:38:15,849] Trial 172 finished with value: 0.9974583011642347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 118 with value: 0.9977063982594676.
[I 2023-09-09 02:38:18,000] Trial 173 finished with value: 0.9976895243248922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 118 with value: 0.9977063982594676.
[I 2023-09-09 02:38:20,715] Trial 174 finished with value: 0.9972481087788454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 118 with value: 0.9977063982594676.
[I 2023-09-09 02:38:23,065] Trial 175 finished with value: 0.9974700471098862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 118 with value: 0.9977063982594676.
[I 2023-09-09 02:38:25,610] Trial 176 finished with value: 0.9974745990557893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 118 with value: 0.9977063982594676.
[I 2023-09-09 02:38:27,611] Trial 177 finished with value: 0.9965008534582299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 118 with value: 0.9977063982594676.
[I 2023-09-09 02:38:30,852] Trial 178 finished with value: 0.9973039196352289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 118 with value: 0.9977063982594676.
[I 2023-09-09 02:38:31,694] Trial 179 finished with value: 0.9938597382615598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 118 with value: 0.9977063982594676.
[I 2023-09-09 02:38:32,434] Trial 180 finished with value: 0.9923452320403889 and parameters: {'classifier': 'SVC', 'svc_c': 194.881163537258, 'svc_kernel': 'sigmoid'}. Best is trial 118 with value: 0.9977063982594676.
[I 2023-09-09 02:38:34,420] Trial 181 finished with value: 0.99767779719982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 118 with value: 0.9977063982594676.
[I 2023-09-09 02:38:35,404] Trial 182 finished with value: 0.9974606779843871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 55}. Best is trial 118 with value: 0.9977063982594676.
[I 2023-09-09 02:38:37,897] Trial 183 finished with value: 0.9975117264090653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 118 with value: 0.9977063982594676.
[I 2023-09-09 02:38:39,544] Trial 184 finished with value: 0.9974876789456918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 118 with value: 0.9977063982594676.
[I 2023-09-09 02:38:41,954] Trial 185 finished with value: 0.9975996807199007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 118 with value: 0.9977063982594676.
[I 2023-09-09 02:38:44,659] Trial 186 finished with value: 0.9974741300964686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 118 with value: 0.9977063982594676.
[I 2023-09-09 02:38:47,789] Trial 187 finished with value: 0.9972955640280671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 118 with value: 0.9977063982594676.
[I 2023-09-09 02:38:49,729] Trial 188 finished with value: 0.9975346604114308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 118 with value: 0.9977063982594676.
[I 2023-09-09 02:38:51,627] Trial 189 finished with value: 0.9969117034951086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 118 with value: 0.9977063982594676.
[I 2023-09-09 02:38:53,076] Trial 190 finished with value: 0.9972441100246693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 79}. Best is trial 118 with value: 0.9977063982594676.
[I 2023-09-09 02:38:55,577] Trial 191 finished with value: 0.9974844024828141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 118 with value: 0.9977063982594676.
[I 2023-09-09 02:38:57,977] Trial 192 finished with value: 0.9973578246620066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 118 with value: 0.9977063982594676.
[I 2023-09-09 02:38:59,538] Trial 193 finished with value: 0.997340012364459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 63}. Best is trial 118 with value: 0.9977063982594676.
[I 2023-09-09 02:39:01,518] Trial 194 finished with value: 0.9975395513816615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 118 with value: 0.9977063982594676.
[I 2023-09-09 02:39:03,485] Trial 195 finished with value: 0.9975320437479115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 118 with value: 0.9977063982594676.
[I 2023-09-09 02:39:07,078] Trial 196 finished with value: 0.9973531339579719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 116}. Best is trial 118 with value: 0.9977063982594676.
[I 2023-09-09 02:39:09,471] Trial 197 finished with value: 0.9976353185179655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 118 with value: 0.9977063982594676.
[I 2023-09-09 02:39:12,424] Trial 198 finished with value: 0.9972551626874702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 118 with value: 0.9977063982594676.
[I 2023-09-09 02:39:14,908] Trial 199 finished with value: 0.9976440600580821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 118 with value: 0.9977063982594676.
[I 2023-09-09 02:39:17,207] Trial 200 finished with value: 0.9973304433218809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 118 with value: 0.9977063982594676.
[I 2023-09-09 02:39:19,501] Trial 201 finished with value: 0.9975768691623824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 118 with value: 0.9977063982594676.
[I 2023-09-09 02:39:22,187] Trial 202 finished with value: 0.9974516916497903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 118 with value: 0.9977063982594676.
[I 2023-09-09 02:39:24,624] Trial 203 finished with value: 0.9975074084032781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 118 with value: 0.9977063982594676.
[I 2023-09-09 02:39:27,865] Trial 204 finished with value: 0.9976112674047327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 118 with value: 0.9977063982594676.
[I 2023-09-09 02:39:31,059] Trial 205 finished with value: 0.9969954693542952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 118 with value: 0.9977063982594676.
[I 2023-09-09 02:39:32,732] Trial 206 finished with value: 0.9973472215666653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 59}. Best is trial 118 with value: 0.9977063982594676.
[I 2023-09-09 02:39:36,518] Trial 207 finished with value: 0.9972575832741972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 118 with value: 0.9977063982594676.
[I 2023-09-09 02:39:38,894] Trial 208 finished with value: 0.9974480939040752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 118 with value: 0.9977063982594676.
[I 2023-09-09 02:39:41,893] Trial 209 finished with value: 0.9974808036897481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 118 with value: 0.9977063982594676.
[I 2023-09-09 02:39:43,302] Trial 210 finished with value: 0.9969148321228132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 52}. Best is trial 118 with value: 0.9977063982594676.
[I 2023-09-09 02:39:45,663] Trial 211 finished with value: 0.9972344181881271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 118 with value: 0.9977063982594676.
[I 2023-09-09 02:39:47,686] Trial 212 finished with value: 0.997150367163842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 118 with value: 0.9977063982594676.
[I 2023-09-09 02:39:50,307] Trial 213 finished with value: 0.9975851258742244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 118 with value: 0.9977063982594676.
[I 2023-09-09 02:39:53,460] Trial 214 finished with value: 0.997250403619983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 118 with value: 0.9977063982594676.
[I 2023-09-09 02:39:55,975] Trial 215 finished with value: 0.9974220720572159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 118 with value: 0.9977063982594676.
[I 2023-09-09 02:39:59,261] Trial 216 finished with value: 0.9976159427476201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 118 with value: 0.9977063982594676.
[I 2023-09-09 02:41:15,308] Trial 217 finished with value: 0.9901896986078983 and parameters: {'classifier': 'SVC', 'svc_c': 82993343.35766202, 'svc_kernel': 'rbf'}. Best is trial 118 with value: 0.9977063982594676.
[I 2023-09-09 02:41:19,263] Trial 218 finished with value: 0.9972081999470968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 124}. Best is trial 118 with value: 0.9977063982594676.
[I 2023-09-09 02:41:22,292] Trial 219 finished with value: 0.9974443123641379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 118 with value: 0.9977063982594676.
[I 2023-09-09 02:41:25,095] Trial 220 finished with value: 0.9977019757407511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 118 with value: 0.9977063982594676.
[I 2023-09-09 02:41:27,839] Trial 221 finished with value: 0.9976112320487038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 118 with value: 0.9977063982594676.
[I 2023-09-09 02:41:30,797] Trial 222 finished with value: 0.99736967902435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 118 with value: 0.9977063982594676.
[I 2023-09-09 02:41:34,273] Trial 223 finished with value: 0.9972315426384967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 118 with value: 0.9977063982594676.
[I 2023-09-09 02:41:36,928] Trial 224 finished with value: 0.9977793204499742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:41:39,601] Trial 225 finished with value: 0.9972921592170915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:41:42,671] Trial 226 finished with value: 0.9973581745089607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:41:46,273] Trial 227 finished with value: 0.9974223645220333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:41:49,157] Trial 228 finished with value: 0.9974180907271513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:41:51,888] Trial 229 finished with value: 0.9971734870551315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:41:56,290] Trial 230 finished with value: 0.997173686559618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 19, 'rf_n_estimators': 126}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:41:58,839] Trial 231 finished with value: 0.9972763339981926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:42:01,494] Trial 232 finished with value: 0.9974184173419571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:42:04,836] Trial 233 finished with value: 0.9974256463486174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:42:07,332] Trial 234 finished with value: 0.9973268298341638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:42:09,641] Trial 235 finished with value: 0.9975023708356527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:42:12,662] Trial 236 finished with value: 0.9976005974693581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:42:15,666] Trial 237 finished with value: 0.9972355796051132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:42:19,199] Trial 238 finished with value: 0.9974327931540974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:42:22,287] Trial 239 finished with value: 0.9975622582040854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:42:23,083] Trial 240 finished with value: 0.9970360886391028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 121}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:42:25,932] Trial 241 finished with value: 0.9973962449858949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:42:28,515] Trial 242 finished with value: 0.9972458332026176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:42:40,073] Trial 243 finished with value: 0.9968492482760581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 52, 'rf_n_estimators': 117}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:42:42,799] Trial 244 finished with value: 0.997498893693986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:42:43,900] Trial 245 finished with value: 0.9965733098949445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 31}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:42:46,533] Trial 246 finished with value: 0.997363932019279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:42:49,431] Trial 247 finished with value: 0.9970074557463339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:42:50,778] Trial 248 finished with value: 0.9962801300225492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:42:53,517] Trial 249 finished with value: 0.9976669066859883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:42:54,332] Trial 250 finished with value: 0.9970562172008753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 111}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:42:57,297] Trial 251 finished with value: 0.9975460016670242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:43:37,581] Trial 252 finished with value: 0.9895739936764815 and parameters: {'classifier': 'SVC', 'svc_c': 20192023.282454316, 'svc_kernel': 'rbf'}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:43:40,252] Trial 253 finished with value: 0.9972418312111749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:43:40,842] Trial 254 finished with value: 0.9942453848452611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 12}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:43:44,081] Trial 255 finished with value: 0.9970706924478797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 109}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:43:46,635] Trial 256 finished with value: 0.9973825548395076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:43:49,414] Trial 257 finished with value: 0.997293678225081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:43:52,641] Trial 258 finished with value: 0.997384609583375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:43:55,147] Trial 259 finished with value: 0.9971156299289018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:43:58,081] Trial 260 finished with value: 0.9972528017362713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:44:00,663] Trial 261 finished with value: 0.9974508147631447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:44:01,986] Trial 262 finished with value: 0.9971699897916316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:44:04,042] Trial 263 finished with value: 0.99747764402237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:44:07,167] Trial 264 finished with value: 0.9967972900207868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:44:09,593] Trial 265 finished with value: 0.9973191024788804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:44:12,184] Trial 266 finished with value: 0.9975137112343226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:44:15,333] Trial 267 finished with value: 0.9975169586887529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:44:17,703] Trial 268 finished with value: 0.9974635157024322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:44:20,334] Trial 269 finished with value: 0.9973937344539383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:44:21,011] Trial 270 finished with value: 0.9928141080174271 and parameters: {'classifier': 'SVC', 'svc_c': 739.8914052211348, 'svc_kernel': 'sigmoid'}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:44:27,951] Trial 271 finished with value: 0.9971380246724816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 30, 'rf_n_estimators': 125}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:44:31,508] Trial 272 finished with value: 0.997297703702575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 114}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:44:34,496] Trial 273 finished with value: 0.9974765151367392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:44:36,984] Trial 274 finished with value: 0.9973804109438579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:44:39,014] Trial 275 finished with value: 0.9972486612406007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:44:42,184] Trial 276 finished with value: 0.997389931649603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:44:44,941] Trial 277 finished with value: 0.9973574050868699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:44:48,004] Trial 278 finished with value: 0.9972682022384922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:44:50,249] Trial 279 finished with value: 0.9974951866429177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:44:52,203] Trial 280 finished with value: 0.9973692675106419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:44:54,710] Trial 281 finished with value: 0.9971567003998018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:44:58,463] Trial 282 finished with value: 0.9970853830365863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 124}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:45:00,386] Trial 283 finished with value: 0.9977083824182289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:45:02,180] Trial 284 finished with value: 0.9976538069598937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:45:04,056] Trial 285 finished with value: 0.997486984298111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:45:05,668] Trial 286 finished with value: 0.9975358654045637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:45:06,395] Trial 287 finished with value: 0.9892513195762463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:45:08,344] Trial 288 finished with value: 0.9975221285717146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:45:10,039] Trial 289 finished with value: 0.9974005940313556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:45:11,792] Trial 290 finished with value: 0.9853813980090301 and parameters: {'classifier': 'SVC', 'svc_c': 0.00895466082954073, 'svc_kernel': 'sigmoid'}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:45:13,698] Trial 291 finished with value: 0.9975790736139594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:45:15,412] Trial 292 finished with value: 0.9972562510755312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:45:17,697] Trial 293 finished with value: 0.997433875797597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:45:20,085] Trial 294 finished with value: 0.9971653634520733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:45:21,664] Trial 295 finished with value: 0.9976514306475477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:45:23,545] Trial 296 finished with value: 0.9977470355079306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:45:25,182] Trial 297 finished with value: 0.9973235711762521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:45:26,782] Trial 298 finished with value: 0.9973783921590397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:45:28,535] Trial 299 finished with value: 0.9973777289637251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:45:29,932] Trial 300 finished with value: 0.9973943431552658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:45:31,409] Trial 301 finished with value: 0.9973447148115193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:45:33,475] Trial 302 finished with value: 0.9973106907908361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:45:35,039] Trial 303 finished with value: 0.9973977794502454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:45:36,898] Trial 304 finished with value: 0.9975758376169136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:45:38,828] Trial 305 finished with value: 0.9975091113324414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:45:43,264] Trial 306 finished with value: 0.9974084102210421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 123}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:45:47,963] Trial 307 finished with value: 0.997190902184505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 21, 'rf_n_estimators': 128}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:45:49,122] Trial 308 finished with value: 0.997364507967086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:45:51,059] Trial 309 finished with value: 0.997565222937236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:45:52,643] Trial 310 finished with value: 0.9974986149716827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:45:54,370] Trial 311 finished with value: 0.9853882808820714 and parameters: {'classifier': 'SVC', 'svc_c': 0.039374828998615816, 'svc_kernel': 'rbf'}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:45:56,326] Trial 312 finished with value: 0.9972846800839824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:45:59,503] Trial 313 finished with value: 0.9974396825968858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:46:03,433] Trial 314 finished with value: 0.9975729982484977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 124}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:46:04,072] Trial 315 finished with value: 0.9943830265006129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 1, 'rf_n_estimators': 121}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:46:05,030] Trial 316 finished with value: 0.9969746488426638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:46:07,544] Trial 317 finished with value: 0.9973589930613324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:46:09,576] Trial 318 finished with value: 0.9976992636413441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:46:11,233] Trial 319 finished with value: 0.9975100660086981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:46:14,393] Trial 320 finished with value: 0.9973640659532487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 113}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:46:15,658] Trial 321 finished with value: 0.9964176184790215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:46:17,616] Trial 322 finished with value: 0.9973522627524121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:46:18,635] Trial 323 finished with value: 0.997347475819042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 3, 'rf_n_estimators': 118}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:46:20,751] Trial 324 finished with value: 0.9974280322775494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:46:23,319] Trial 325 finished with value: 0.9970334658819051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:46:25,745] Trial 326 finished with value: 0.9961364333774722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 33, 'rf_n_estimators': 39}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:46:28,974] Trial 327 finished with value: 0.9971140215152271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:46:31,708] Trial 328 finished with value: 0.9974734032983875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:46:33,261] Trial 329 finished with value: 0.9974225596149505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 76}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:46:34,949] Trial 330 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.5067024984200403e-05, 'svc_kernel': 'rbf'}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:46:37,316] Trial 331 finished with value: 0.9975270707669278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:46:42,164] Trial 332 finished with value: 0.9969987274091866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 26, 'rf_n_estimators': 105}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:46:43,618] Trial 333 finished with value: 0.9973267866388716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 86}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:46:46,634] Trial 334 finished with value: 0.9975629983638257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:46:49,197] Trial 335 finished with value: 0.9974271631984292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:46:52,861] Trial 336 finished with value: 0.997169389754753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:46:54,652] Trial 337 finished with value: 0.9976028158856144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:46:56,529] Trial 338 finished with value: 0.9974322188566617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:46:57,949] Trial 339 finished with value: 0.9972877271770026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 101}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:47:00,073] Trial 340 finished with value: 0.9975998108135835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:47:01,691] Trial 341 finished with value: 0.9972690518305374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:47:02,959] Trial 342 finished with value: 0.9974655721601465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 114}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:47:04,894] Trial 343 finished with value: 0.9974685762800403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:47:07,299] Trial 344 finished with value: 0.9974877908535534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:47:09,028] Trial 345 finished with value: 0.9974741795758663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:47:11,220] Trial 346 finished with value: 0.9974333226058697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:47:13,069] Trial 347 finished with value: 0.9973696510949915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:47:17,881] Trial 348 finished with value: 0.9975468750625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 126}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:47:21,157] Trial 349 finished with value: 0.9974217136410269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:47:23,641] Trial 350 finished with value: 0.9974554909946934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:47:25,371] Trial 351 finished with value: 0.985204662329228 and parameters: {'classifier': 'SVC', 'svc_c': 1.4606809177293743e-08, 'svc_kernel': 'sigmoid'}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:47:26,069] Trial 352 finished with value: 0.9967718339338661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 24}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:47:38,628] Trial 353 finished with value: 0.9961203351808314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 53, 'rf_n_estimators': 122}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:47:40,074] Trial 354 finished with value: 0.9977271836689732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:47:41,431] Trial 355 finished with value: 0.9973126776473195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:47:45,381] Trial 356 finished with value: 0.9969122459276852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 23, 'rf_n_estimators': 110}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:47:47,797] Trial 357 finished with value: 0.9976044824748738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:47:49,072] Trial 358 finished with value: 0.9970144402124171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:47:52,103] Trial 359 finished with value: 0.9974955762257319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:47:55,595] Trial 360 finished with value: 0.9973582022478918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 17, 'rf_n_estimators': 107}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:47:57,539] Trial 361 finished with value: 0.9963883427031991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:47:58,269] Trial 362 finished with value: 0.9956303446404494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 68}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:48:00,057] Trial 363 finished with value: 0.9973137692091711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 73}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:48:01,592] Trial 364 finished with value: 0.9976378438715249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:48:03,013] Trial 365 finished with value: 0.9970658139823847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:48:04,370] Trial 366 finished with value: 0.997262958850537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 114}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:48:06,135] Trial 367 finished with value: 0.9976448288454147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:48:07,508] Trial 368 finished with value: 0.9973886937442599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 104}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:48:09,080] Trial 369 finished with value: 0.9972347872047774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:48:09,802] Trial 370 finished with value: 0.995087092718053 and parameters: {'classifier': 'SVC', 'svc_c': 1681.4438154856698, 'svc_kernel': 'rbf'}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:48:11,398] Trial 371 finished with value: 0.9974318016618682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:48:13,224] Trial 372 finished with value: 0.9975585300473085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:48:13,960] Trial 373 finished with value: 0.9892608206044887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:48:15,273] Trial 374 finished with value: 0.9973068720540713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:48:17,285] Trial 375 finished with value: 0.9974498132417366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 98}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:48:19,185] Trial 376 finished with value: 0.9972734437221731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:48:20,411] Trial 377 finished with value: 0.9973864404163054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 81}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:48:21,904] Trial 378 finished with value: 0.9976624105670645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:48:23,380] Trial 379 finished with value: 0.9974563563922164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:48:24,668] Trial 380 finished with value: 0.9974520555883752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:48:26,054] Trial 381 finished with value: 0.9973199152232147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:48:27,429] Trial 382 finished with value: 0.9970967513328769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:48:28,812] Trial 383 finished with value: 0.9973630766191969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 106}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:48:31,069] Trial 384 finished with value: 0.9976082146306268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:48:32,733] Trial 385 finished with value: 0.9974021635026178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:48:33,375] Trial 386 finished with value: 0.9914796805885414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 37, 'rf_n_estimators': 6}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:48:38,270] Trial 387 finished with value: 0.9969561012412761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 25, 'rf_n_estimators': 114}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:48:40,584] Trial 388 finished with value: 0.9975567910321446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:48:41,708] Trial 389 finished with value: 0.9971325790823178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 4, 'rf_n_estimators': 110}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:48:43,574] Trial 390 finished with value: 0.9853948364103354 and parameters: {'classifier': 'SVC', 'svc_c': 0.03616578995085937, 'svc_kernel': 'sigmoid'}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:48:45,599] Trial 391 finished with value: 0.9975214104063443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:48:47,389] Trial 392 finished with value: 0.9975593007071778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:48:48,323] Trial 393 finished with value: 0.9932617402260998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:48:49,734] Trial 394 finished with value: 0.9964839196659613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:48:52,357] Trial 395 finished with value: 0.9975005262919464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:48:54,602] Trial 396 finished with value: 0.9972300814569746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:48:56,885] Trial 397 finished with value: 0.9976084553626551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:48:58,800] Trial 398 finished with value: 0.9974599039920378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:49:00,641] Trial 399 finished with value: 0.9975379498551128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:49:02,182] Trial 400 finished with value: 0.9974716679330827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:49:03,417] Trial 401 finished with value: 0.9973904257136086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 91}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:49:05,408] Trial 402 finished with value: 0.9974172952482384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:49:06,202] Trial 403 finished with value: 0.9964719066140805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 125}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:49:07,807] Trial 404 finished with value: 0.9967101674335543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:49:09,844] Trial 405 finished with value: 0.997580619630908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:49:12,174] Trial 406 finished with value: 0.9974471157735049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:49:13,920] Trial 407 finished with value: 0.997330356169587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:49:24,268] Trial 408 finished with value: 0.9964929041597598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 49, 'rf_n_estimators': 112}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:49:25,139] Trial 409 finished with value: 0.9969291770222317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:49:26,862] Trial 410 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 4.4725199903690665e-06, 'svc_kernel': 'sigmoid'}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:49:29,090] Trial 411 finished with value: 0.9974432531432141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:49:34,611] Trial 412 finished with value: 0.9972822315996348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 27, 'rf_n_estimators': 114}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:49:36,165] Trial 413 finished with value: 0.9971284577880811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:49:38,302] Trial 414 finished with value: 0.9952609739856707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 20, 'rf_n_estimators': 126}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:49:38,965] Trial 415 finished with value: 0.9968442508568858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 33}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:49:41,813] Trial 416 finished with value: 0.9975211708803565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:49:42,321] Trial 417 finished with value: 0.9961937915837966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 16}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:49:44,182] Trial 418 finished with value: 0.9975048411239428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:49:46,096] Trial 419 finished with value: 0.9976035854663948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:49:50,780] Trial 420 finished with value: 0.9972826617752326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 22, 'rf_n_estimators': 116}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:49:51,821] Trial 421 finished with value: 0.9971543410672363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 4, 'rf_n_estimators': 124}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:49:53,102] Trial 422 finished with value: 0.9964514654973949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 44}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:49:55,884] Trial 423 finished with value: 0.9976827741797799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:49:58,289] Trial 424 finished with value: 0.9974121789388647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:50:00,537] Trial 425 finished with value: 0.9976047455186507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:50:02,548] Trial 426 finished with value: 0.9974110418331158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:50:05,027] Trial 427 finished with value: 0.9973326010869962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:50:18,320] Trial 428 finished with value: 0.9962816376683676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 59, 'rf_n_estimators': 118}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:50:20,306] Trial 429 finished with value: 0.9975599509851639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:50:22,045] Trial 430 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.8067351106738874e-07, 'svc_kernel': 'rbf'}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:50:23,470] Trial 431 finished with value: 0.9969265229079816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:50:25,732] Trial 432 finished with value: 0.9973302661291436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:50:26,859] Trial 433 finished with value: 0.9975499091429784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 95}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:50:28,558] Trial 434 finished with value: 0.9974769283642946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:50:41,876] Trial 435 finished with value: 0.9966156427411142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 68, 'rf_n_estimators': 121}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:50:43,465] Trial 436 finished with value: 0.9908149156758252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 29, 'rf_n_estimators': 119}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:50:45,682] Trial 437 finished with value: 0.9972643144717789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:50:59,230] Trial 438 finished with value: 0.9964786424453966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 68, 'rf_n_estimators': 114}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:51:02,034] Trial 439 finished with value: 0.9973205141175289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:51:04,124] Trial 440 finished with value: 0.9973659053871519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:51:07,071] Trial 441 finished with value: 0.9968001533830608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:51:09,334] Trial 442 finished with value: 0.9975730609308648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:51:11,347] Trial 443 finished with value: 0.9974409769639662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:51:13,899] Trial 444 finished with value: 0.9972360685910536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:51:15,895] Trial 445 finished with value: 0.9972500751961163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:51:17,639] Trial 446 finished with value: 0.9977180209668245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:51:19,441] Trial 447 finished with value: 0.9974563499176834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:51:21,164] Trial 448 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 4.951011867967887e-05, 'svc_kernel': 'sigmoid'}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:51:22,556] Trial 449 finished with value: 0.9974337082214456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:51:23,553] Trial 450 finished with value: 0.9972483627138429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 78}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:51:25,391] Trial 451 finished with value: 0.997572037351611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:51:26,710] Trial 452 finished with value: 0.9974357549038846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:51:28,579] Trial 453 finished with value: 0.9975748395231996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:51:30,456] Trial 454 finished with value: 0.9970136906265185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:51:32,966] Trial 455 finished with value: 0.9970753584915603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:51:34,412] Trial 456 finished with value: 0.9975570086907141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 100}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:51:37,115] Trial 457 finished with value: 0.997225089591936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:51:40,574] Trial 458 finished with value: 0.9975772025056244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 115}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:51:42,602] Trial 459 finished with value: 0.9975843142407167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:51:45,350] Trial 460 finished with value: 0.9971300680108167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:51:46,398] Trial 461 finished with value: 0.9971924335068025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:51:47,955] Trial 462 finished with value: 0.9968197472563064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:51:49,534] Trial 463 finished with value: 0.99698902062409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:51:52,444] Trial 464 finished with value: 0.9974366123669308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 104}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:51:56,588] Trial 465 finished with value: 0.997512328128053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 124}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:51:59,082] Trial 466 finished with value: 0.9974053793143544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:52:00,771] Trial 467 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 7.010200805330028e-09, 'svc_kernel': 'rbf'}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:52:02,684] Trial 468 finished with value: 0.9973299315481229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:52:07,976] Trial 469 finished with value: 0.9966543110015357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 24, 'rf_n_estimators': 119}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:52:10,240] Trial 470 finished with value: 0.9973795186643274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:52:13,623] Trial 471 finished with value: 0.9977120343722898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:52:16,723] Trial 472 finished with value: 0.9971977781069449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:52:19,980] Trial 473 finished with value: 0.9974980781567157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:52:22,729] Trial 474 finished with value: 0.9971296549419509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 127}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:52:26,091] Trial 475 finished with value: 0.9974992542366149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:52:29,594] Trial 476 finished with value: 0.9972498735651901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 17, 'rf_n_estimators': 125}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:52:32,147] Trial 477 finished with value: 0.9975677269946596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:52:35,243] Trial 478 finished with value: 0.9973642826914187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:52:37,598] Trial 479 finished with value: 0.9974089323730958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:52:41,128] Trial 480 finished with value: 0.9970704738054352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 124}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:52:44,217] Trial 481 finished with value: 0.9974908172851963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:52:44,916] Trial 482 finished with value: 0.9951228580072918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:52:47,713] Trial 483 finished with value: 0.9972507762547546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:52:49,059] Trial 484 finished with value: 0.9973940149535645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 88}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:52:51,123] Trial 485 finished with value: 0.9972657076389652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:52:52,736] Trial 486 finished with value: 0.9960984530044573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 18, 'rf_n_estimators': 71}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:52:54,442] Trial 487 finished with value: 0.9852044983394602 and parameters: {'classifier': 'SVC', 'svc_c': 1.1814203499255104e-07, 'svc_kernel': 'sigmoid'}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:52:56,675] Trial 488 finished with value: 0.9974172577975077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:52:58,812] Trial 489 finished with value: 0.9976288309405614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:53:01,627] Trial 490 finished with value: 0.9975782965112949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:53:04,983] Trial 491 finished with value: 0.9967907275101832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:53:07,606] Trial 492 finished with value: 0.997580906763757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:53:10,837] Trial 493 finished with value: 0.9968583902216156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:53:20,738] Trial 494 finished with value: 0.9968111790369024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 45, 'rf_n_estimators': 128}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:53:21,623] Trial 495 finished with value: 0.9971071640007736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 49}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:53:23,793] Trial 496 finished with value: 0.997614284695858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:53:25,836] Trial 497 finished with value: 0.997540554807344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:53:34,977] Trial 498 finished with value: 0.9970556117050764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 39, 'rf_n_estimators': 123}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:53:38,754] Trial 499 finished with value: 0.9968494450828222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 21, 'rf_n_estimators': 120}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:53:40,387] Trial 500 finished with value: 0.996143313806695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:53:41,915] Trial 501 finished with value: 0.9975564669246335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 102}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:53:43,330] Trial 502 finished with value: 0.9957059702659145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:53:44,753] Trial 503 finished with value: 0.9971832102169884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:53:47,195] Trial 504 finished with value: 0.9977371123972567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:53:49,374] Trial 505 finished with value: 0.9972557323194334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:53:51,107] Trial 506 finished with value: 0.985075117109286 and parameters: {'classifier': 'SVC', 'svc_c': 2.0592011944093894e-10, 'svc_kernel': 'rbf'}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:53:53,392] Trial 507 finished with value: 0.997523294273318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:54:00,628] Trial 508 finished with value: 0.9973091425522339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 34, 'rf_n_estimators': 112}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:54:02,725] Trial 509 finished with value: 0.9974149024639184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:54:04,566] Trial 510 finished with value: 0.9975383887586351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:54:11,927] Trial 511 finished with value: 0.9967612059560053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 38, 'rf_n_estimators': 116}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:54:14,180] Trial 512 finished with value: 0.9971251389868346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:54:15,916] Trial 513 finished with value: 0.9973260842155036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:54:17,773] Trial 514 finished with value: 0.9971786356736952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:54:20,334] Trial 515 finished with value: 0.9976187298437025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:54:22,400] Trial 516 finished with value: 0.9972209615057873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:54:24,055] Trial 517 finished with value: 0.9971723532818629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:54:26,885] Trial 518 finished with value: 0.9974786413226364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:54:29,012] Trial 519 finished with value: 0.9972998273811774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:54:30,289] Trial 520 finished with value: 0.9973427580108343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:54:32,154] Trial 521 finished with value: 0.9975213678458102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:54:33,154] Trial 522 finished with value: 0.9972067095349617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 116}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:54:34,800] Trial 523 finished with value: 0.9975688899350651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:54:37,856] Trial 524 finished with value: 0.9973698763389208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:54:39,149] Trial 525 finished with value: 0.9864071925688004 and parameters: {'classifier': 'SVC', 'svc_c': 1.0655938848004856, 'svc_kernel': 'sigmoid'}. Best is trial 224 with value: 0.9977793204499742.
[I 2023-09-09 02:54:41,324] Trial 526 finished with value: 0.9978583668505822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 02:54:43,396] Trial 527 finished with value: 0.9972768290778112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 02:54:45,113] Trial 528 finished with value: 0.9971632444072053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 02:54:47,153] Trial 529 finished with value: 0.9970227590036064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 02:54:48,944] Trial 530 finished with value: 0.9972369051705566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 02:54:49,606] Trial 531 finished with value: 0.9886846792598631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 02:54:53,289] Trial 532 finished with value: 0.9974611190778253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 108}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 02:54:55,343] Trial 533 finished with value: 0.9975626992975236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 02:54:57,806] Trial 534 finished with value: 0.9975395552854242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 02:55:01,748] Trial 535 finished with value: 0.996403072932552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 27, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 02:55:02,595] Trial 536 finished with value: 0.9970037757677005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 111}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 02:55:03,978] Trial 537 finished with value: 0.9972625672999725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 02:55:07,285] Trial 538 finished with value: 0.9969368172252214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 02:55:09,159] Trial 539 finished with value: 0.9974328903990459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 02:55:11,232] Trial 540 finished with value: 0.9976090513370814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 02:55:13,840] Trial 541 finished with value: 0.9975078238524868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 02:55:15,763] Trial 542 finished with value: 0.9970420056641439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 02:55:17,304] Trial 543 finished with value: 0.9973240702548472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 02:55:19,078] Trial 544 finished with value: 0.9946741984108164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 22, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 02:55:30,821] Trial 545 finished with value: 0.9967510798496751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 59, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 02:59:04,273] Trial 546 finished with value: 0.9896096392820711 and parameters: {'classifier': 'SVC', 'svc_c': 9333574063.506414, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 02:59:06,236] Trial 547 finished with value: 0.9972354282470325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 02:59:08,491] Trial 548 finished with value: 0.9974725887132543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 02:59:16,664] Trial 549 finished with value: 0.997160991650533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 35, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 02:59:18,773] Trial 550 finished with value: 0.9974573734651994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 02:59:21,721] Trial 551 finished with value: 0.9974158876720421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 02:59:23,437] Trial 552 finished with value: 0.9975653142154578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 02:59:26,982] Trial 553 finished with value: 0.9973279862048224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 02:59:29,871] Trial 554 finished with value: 0.9970601202969981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 109}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 02:59:32,864] Trial 555 finished with value: 0.996941155321104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 02:59:34,784] Trial 556 finished with value: 0.9975594789155283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 02:59:38,848] Trial 557 finished with value: 0.9967163100516419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 19, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 02:59:41,108] Trial 558 finished with value: 0.9974469270281693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 02:59:43,656] Trial 559 finished with value: 0.9974238817844379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 02:59:45,880] Trial 560 finished with value: 0.9974154231560283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 02:59:47,587] Trial 561 finished with value: 0.9973403472311207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 02:59:52,949] Trial 562 finished with value: 0.9972222194377497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 25, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:00:07,666] Trial 563 finished with value: 0.996275363718819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 68, 'rf_n_estimators': 111}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:00:09,495] Trial 564 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 4.9595683243657456e-09, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:00:11,468] Trial 565 finished with value: 0.9973867759812011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:00:15,303] Trial 566 finished with value: 0.9975139413024139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:00:16,798] Trial 567 finished with value: 0.997624138840059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:00:24,198] Trial 568 finished with value: 0.9968534782408901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 40, 'rf_n_estimators': 103}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:00:27,051] Trial 569 finished with value: 0.9976538767832901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:00:29,588] Trial 570 finished with value: 0.9974270489102243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:00:31,076] Trial 571 finished with value: 0.9975797528369171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:00:33,964] Trial 572 finished with value: 0.9975749016025466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:00:36,570] Trial 573 finished with value: 0.9975191992898066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:00:41,393] Trial 574 finished with value: 0.9951844837243925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 43, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:00:43,597] Trial 575 finished with value: 0.9973037293664735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:00:46,713] Trial 576 finished with value: 0.9973376914982374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:00:48,186] Trial 577 finished with value: 0.9974689507238725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:00:50,324] Trial 578 finished with value: 0.9973415639038036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:00:52,383] Trial 579 finished with value: 0.9975154694509207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:00:54,911] Trial 580 finished with value: 0.9969265927631158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:00:55,684] Trial 581 finished with value: 0.9969381506934036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 111}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:00:57,898] Trial 582 finished with value: 0.9970381836901128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:00:59,588] Trial 583 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.0569652520507902e-06, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:01:01,194] Trial 584 finished with value: 0.9971020565145382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:01:03,749] Trial 585 finished with value: 0.997365878282979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:01:05,147] Trial 586 finished with value: 0.9970922636244985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:01:07,220] Trial 587 finished with value: 0.9973235476902006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:01:09,348] Trial 588 finished with value: 0.9972448230167608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:01:11,590] Trial 589 finished with value: 0.997026386678168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:01:13,067] Trial 590 finished with value: 0.9957704416355367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:01:15,420] Trial 591 finished with value: 0.9972390764560203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:01:16,502] Trial 592 finished with value: 0.9943562318991827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:01:24,771] Trial 593 finished with value: 0.9968934787634534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 35, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:01:26,744] Trial 594 finished with value: 0.9970894079110603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:01:29,300] Trial 595 finished with value: 0.9974243154829435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:01:30,153] Trial 596 finished with value: 0.997002269137495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:01:40,671] Trial 597 finished with value: 0.9967098799515884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 49, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:01:41,867] Trial 598 finished with value: 0.9967972299409279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:01:43,005] Trial 599 finished with value: 0.9974814653299053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 83}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:01:46,256] Trial 600 finished with value: 0.9971332856316139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:01:48,226] Trial 601 finished with value: 0.9971582710771045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:01:49,121] Trial 602 finished with value: 0.990087394700434 and parameters: {'classifier': 'SVC', 'svc_c': 11.80553034582494, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:01:50,991] Trial 603 finished with value: 0.9973540850478452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:01:52,939] Trial 604 finished with value: 0.9976452785080877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:01:53,942] Trial 605 finished with value: 0.9912840259738341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:01:56,442] Trial 606 finished with value: 0.9975174594177191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:02:05,922] Trial 607 finished with value: 0.9970521287871108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 43, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:02:07,679] Trial 608 finished with value: 0.9974487173317916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:02:08,993] Trial 609 finished with value: 0.9973911209324718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:02:09,955] Trial 610 finished with value: 0.9970286142984176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:02:12,876] Trial 611 finished with value: 0.9972880377006894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:02:15,331] Trial 612 finished with value: 0.9975322143709021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:02:18,142] Trial 613 finished with value: 0.9973063346360841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:02:22,223] Trial 614 finished with value: 0.9973702838853907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 20, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:02:24,203] Trial 615 finished with value: 0.9975438160677642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:02:34,566] Trial 616 finished with value: 0.9969182097344021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 47, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:02:44,997] Trial 617 finished with value: 0.9965326786449461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 54, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:02:47,304] Trial 618 finished with value: 0.9971436414886562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:02:59,106] Trial 619 finished with value: 0.9963876724938069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 60, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:03:00,208] Trial 620 finished with value: 0.9966029595433171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:03:04,267] Trial 621 finished with value: 0.9967818639695502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 24, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:03:14,624] Trial 622 finished with value: 0.9967657613613401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 42, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:03:16,327] Trial 623 finished with value: 0.9974721805637644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:03:17,978] Trial 624 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 4.034073725310182e-08, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:03:20,806] Trial 625 finished with value: 0.9973800935013074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:03:22,871] Trial 626 finished with value: 0.997304133897842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:03:25,771] Trial 627 finished with value: 0.9975090381130888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:03:28,324] Trial 628 finished with value: 0.9969739139514165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:03:30,724] Trial 629 finished with value: 0.9975487939046476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:03:32,512] Trial 630 finished with value: 0.997471990263271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:03:33,318] Trial 631 finished with value: 0.996737600887324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 21}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:03:34,775] Trial 632 finished with value: 0.9972977046229743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:03:36,173] Trial 633 finished with value: 0.9973672053083661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:03:37,239] Trial 634 finished with value: 0.997137942471301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:03:40,240] Trial 635 finished with value: 0.9975262771922896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:03:42,324] Trial 636 finished with value: 0.9972831039160216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:03:44,861] Trial 637 finished with value: 0.9974475865736242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:03:47,574] Trial 638 finished with value: 0.9973348569857213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:03:49,353] Trial 639 finished with value: 0.9972209907681379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:03:51,415] Trial 640 finished with value: 0.9975511088676186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:03:53,098] Trial 641 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 1.695030225403273e-09, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:03:54,694] Trial 642 finished with value: 0.9966861230170201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:03:58,141] Trial 643 finished with value: 0.9973392785205625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:04:00,538] Trial 644 finished with value: 0.9973979340455926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:04:02,541] Trial 645 finished with value: 0.9973070069401779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:04:04,560] Trial 646 finished with value: 0.9970370734028956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:04:06,209] Trial 647 finished with value: 0.997562836627449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:04:09,419] Trial 648 finished with value: 0.9974876898000561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:04:16,092] Trial 649 finished with value: 0.9972857230868355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 29, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:04:25,269] Trial 650 finished with value: 0.9966942448744934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 52, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:04:27,824] Trial 651 finished with value: 0.9974070113727703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:04:41,692] Trial 652 finished with value: 0.9963927853120108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 67, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:04:44,284] Trial 653 finished with value: 0.9970846992116321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:04:46,189] Trial 654 finished with value: 0.9972917540509646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:04:47,001] Trial 655 finished with value: 0.9966529582049676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:04:49,948] Trial 656 finished with value: 0.9973209402306745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:04:51,476] Trial 657 finished with value: 0.9973786609791159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:04:59,679] Trial 658 finished with value: 0.9965592731071317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 35, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:05:03,504] Trial 659 finished with value: 0.9973790166658448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:05:05,149] Trial 660 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 3.834461621264623e-05, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:05:06,505] Trial 661 finished with value: 0.9971671309678781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:05:08,355] Trial 662 finished with value: 0.9972361745321888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:05:10,322] Trial 663 finished with value: 0.9973699500026041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:05:12,793] Trial 664 finished with value: 0.9974361233175145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:05:15,005] Trial 665 finished with value: 0.9973201622710867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:05:15,381] Trial 666 finished with value: 0.993570929460733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 9, 'rf_n_estimators': 10}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:05:18,679] Trial 667 finished with value: 0.9967387028909472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:05:20,732] Trial 668 finished with value: 0.9974817803921127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:05:31,423] Trial 669 finished with value: 0.9960309374299641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 74, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:05:34,175] Trial 670 finished with value: 0.9975423453966078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:05:41,655] Trial 671 finished with value: 0.9969212148064329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 38, 'rf_n_estimators': 109}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:05:42,671] Trial 672 finished with value: 0.9960468499915841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:05:44,120] Trial 673 finished with value: 0.9969177119253234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:05:46,504] Trial 674 finished with value: 0.9973500525562736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:05:50,972] Trial 675 finished with value: 0.9968917755803869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 19, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:05:53,794] Trial 676 finished with value: 0.9973203704400216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:05:57,524] Trial 677 finished with value: 0.9973784016804118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:06:00,009] Trial 678 finished with value: 0.9973422609317275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:06:00,841] Trial 679 finished with value: 0.9909649050592922 and parameters: {'classifier': 'SVC', 'svc_c': 10066.788694783694, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:06:01,996] Trial 680 finished with value: 0.9973124983281423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 4, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:06:04,327] Trial 681 finished with value: 0.9973511209494528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:06:06,651] Trial 682 finished with value: 0.9973888554806365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:06:07,555] Trial 683 finished with value: 0.9937909220358806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:06:09,419] Trial 684 finished with value: 0.997095644790733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:06:11,670] Trial 685 finished with value: 0.9974903216025575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:06:14,981] Trial 686 finished with value: 0.9972166688268502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:06:16,686] Trial 687 finished with value: 0.9970966061319503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:06:19,192] Trial 688 finished with value: 0.9974176413183815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:06:19,917] Trial 689 finished with value: 0.9952891698791916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 64}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:06:22,919] Trial 690 finished with value: 0.9973138101510717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:06:24,944] Trial 691 finished with value: 0.9971441281894672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:06:27,441] Trial 692 finished with value: 0.9972041977969646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:06:28,141] Trial 693 finished with value: 0.9971727038270511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 27}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:06:29,488] Trial 694 finished with value: 0.9971622570726417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:06:41,977] Trial 695 finished with value: 0.9967130176880725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 56, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:06:43,714] Trial 696 finished with value: 0.9973175614765211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:08:48,414] Trial 697 finished with value: 0.9897264765486486 and parameters: {'classifier': 'SVC', 'svc_c': 403761537.3626853, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:08:49,327] Trial 698 finished with value: 0.9967597580409285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:08:49,933] Trial 699 finished with value: 0.9934857488208451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 1, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:08:53,688] Trial 700 finished with value: 0.9975273684367619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:08:55,827] Trial 701 finished with value: 0.9971860923363657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:08:56,136] Trial 702 finished with value: 0.9860849861266319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 3}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:09:05,087] Trial 703 finished with value: 0.9970407961959662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 43, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:09:06,701] Trial 704 finished with value: 0.9975685239335162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:09:09,494] Trial 705 finished with value: 0.9968860672638251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:09:11,330] Trial 706 finished with value: 0.9972495537422965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:09:12,624] Trial 707 finished with value: 0.9909163603429207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 21, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:09:15,385] Trial 708 finished with value: 0.9972803575079365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:09:17,555] Trial 709 finished with value: 0.9972679079328763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:09:22,034] Trial 710 finished with value: 0.9971316612855096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 23, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:09:24,565] Trial 711 finished with value: 0.9976566675609698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:09:27,273] Trial 712 finished with value: 0.9969230855656509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:09:30,266] Trial 713 finished with value: 0.9972999812148151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:09:33,403] Trial 714 finished with value: 0.9968997510308931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:09:36,089] Trial 715 finished with value: 0.9972111523024632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 91}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:09:38,538] Trial 716 finished with value: 0.997329849219991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:09:39,648] Trial 717 finished with value: 0.9973042636424078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 39}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:09:42,095] Trial 718 finished with value: 0.9975191614899588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:09:43,485] Trial 719 finished with value: 0.9866198391513606 and parameters: {'classifier': 'SVC', 'svc_c': 8902883.26069401, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:09:46,787] Trial 720 finished with value: 0.9975028814033703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:09:49,646] Trial 721 finished with value: 0.997333234607367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:09:52,313] Trial 722 finished with value: 0.997416075370027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:09:54,537] Trial 723 finished with value: 0.9970882895306769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:09:58,168] Trial 724 finished with value: 0.9973203366708882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 18, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:10:00,667] Trial 725 finished with value: 0.997516591322474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:10:02,835] Trial 726 finished with value: 0.9975789485666039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:10:04,935] Trial 727 finished with value: 0.9975617228808001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:10:19,504] Trial 728 finished with value: 0.9968157916974224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 65, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:10:25,344] Trial 729 finished with value: 0.9972804372018221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 27, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:10:27,992] Trial 730 finished with value: 0.9974405646250722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:10:29,226] Trial 731 finished with value: 0.9945523098340997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:10:32,710] Trial 732 finished with value: 0.9973954986690007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:10:34,458] Trial 733 finished with value: 0.9973657978908591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:10:36,271] Trial 734 finished with value: 0.9968681210957838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:10:38,868] Trial 735 finished with value: 0.994841167162187 and parameters: {'classifier': 'SVC', 'svc_c': 408514.07361778995, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:10:41,206] Trial 736 finished with value: 0.9973129569091673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:10:43,853] Trial 737 finished with value: 0.99721712232981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:10:45,438] Trial 738 finished with value: 0.9973424276509554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:10:47,610] Trial 739 finished with value: 0.9973144375777645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:10:48,413] Trial 740 finished with value: 0.995891698183564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 2, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:10:53,495] Trial 741 finished with value: 0.995199474871083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 45, 'rf_n_estimators': 109}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:10:55,385] Trial 742 finished with value: 0.996097653875685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:10:59,661] Trial 743 finished with value: 0.9969214504603959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 23, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:11:01,301] Trial 744 finished with value: 0.997326616396736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:11:02,779] Trial 745 finished with value: 0.9974153808176598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:11:05,433] Trial 746 finished with value: 0.9976198592054019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:11:08,349] Trial 747 finished with value: 0.9974512133595246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:11:10,363] Trial 748 finished with value: 0.9973767527374292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:11:11,884] Trial 749 finished with value: 0.997739314055898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:11:13,445] Trial 750 finished with value: 0.9974067334756525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:11:14,826] Trial 751 finished with value: 0.9975402242887758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:11:16,241] Trial 752 finished with value: 0.9973243196830621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:11:17,696] Trial 753 finished with value: 0.9975866995348905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:11:30,464] Trial 754 finished with value: 0.9963842880268302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 61, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:11:32,445] Trial 755 finished with value: 0.9866068935762825 and parameters: {'classifier': 'SVC', 'svc_c': 1314205893.9182472, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:11:33,955] Trial 756 finished with value: 0.9974790179563843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:11:36,742] Trial 757 finished with value: 0.9973337503801014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:11:46,567] Trial 758 finished with value: 0.9966947394145675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 48, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:11:49,844] Trial 759 finished with value: 0.9975682979278772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:12:00,851] Trial 760 finished with value: 0.9969750559765411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 61, 'rf_n_estimators': 96}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:12:02,518] Trial 761 finished with value: 0.9972700781392513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:12:06,231] Trial 762 finished with value: 0.9971169656822135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:12:08,797] Trial 763 finished with value: 0.9973977088334012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:12:10,402] Trial 764 finished with value: 0.9974569708063671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:12:12,057] Trial 765 finished with value: 0.9974475715615941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:12:14,741] Trial 766 finished with value: 0.9973090699993774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:12:20,603] Trial 767 finished with value: 0.99724053024261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 26, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:12:22,957] Trial 768 finished with value: 0.9975273077221449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:12:25,982] Trial 769 finished with value: 0.9971600562391861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:12:27,274] Trial 770 finished with value: 0.9920351723936434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 21, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:12:30,419] Trial 771 finished with value: 0.9973008979325343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:12:39,926] Trial 772 finished with value: 0.9969273714209379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 41, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:12:42,074] Trial 773 finished with value: 0.997551896919861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:12:43,395] Trial 774 finished with value: 0.9953212266574184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:12:45,498] Trial 775 finished with value: 0.997424425010462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 86}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:12:47,143] Trial 776 finished with value: 0.997356962247847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:12:53,943] Trial 777 finished with value: 0.9957679756318641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 50, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:12:56,399] Trial 778 finished with value: 0.9974373884222443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:12:57,093] Trial 779 finished with value: 0.9922974356403998 and parameters: {'classifier': 'SVC', 'svc_c': 44.98535769706269, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:12:58,259] Trial 780 finished with value: 0.997334857366576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:12:59,598] Trial 781 finished with value: 0.9972988817819624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 75}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:13:01,015] Trial 782 finished with value: 0.9974837911789783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:13:02,750] Trial 783 finished with value: 0.9974236938008119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:13:06,202] Trial 784 finished with value: 0.9975874691156709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:13:09,833] Trial 785 finished with value: 0.9972443890008761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 18, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:13:11,120] Trial 786 finished with value: 0.9973761181379693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:13:14,078] Trial 787 finished with value: 0.9971031761326999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:13:20,367] Trial 788 finished with value: 0.9969298532300882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 30, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:13:23,377] Trial 789 finished with value: 0.996987764532926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 33, 'rf_n_estimators': 46}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:13:24,627] Trial 790 finished with value: 0.9972011548933479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:13:30,455] Trial 791 finished with value: 0.9945295438522163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 54, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:13:32,917] Trial 792 finished with value: 0.9974525083613631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:13:35,144] Trial 793 finished with value: 0.9975370726510882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:13:38,234] Trial 794 finished with value: 0.996844316300451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:13:39,514] Trial 795 finished with value: 0.9867091282951087 and parameters: {'classifier': 'SVC', 'svc_c': 2757322.007618217, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:13:41,173] Trial 796 finished with value: 0.9973972760552949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:13:42,709] Trial 797 finished with value: 0.9969111971802707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:13:45,087] Trial 798 finished with value: 0.9974204907477141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:13:46,017] Trial 799 finished with value: 0.9970464487172865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:13:48,447] Trial 800 finished with value: 0.997487039490332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:13:50,267] Trial 801 finished with value: 0.9976420655527628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:13:53,178] Trial 802 finished with value: 0.9974777677684711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:13:53,968] Trial 803 finished with value: 0.9970952479716759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 1, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:13:56,097] Trial 804 finished with value: 0.9974663585937558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:13:58,399] Trial 805 finished with value: 0.9974809273406358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:14:01,197] Trial 806 finished with value: 0.9971086263883362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:14:04,601] Trial 807 finished with value: 0.9972938946776099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:14:06,385] Trial 808 finished with value: 0.9973831939457503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:14:08,656] Trial 809 finished with value: 0.9974787509136309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:14:09,682] Trial 810 finished with value: 0.9971660039547839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:14:12,898] Trial 811 finished with value: 0.9974462319362575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:14:17,867] Trial 812 finished with value: 0.9970419170201685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 27, 'rf_n_estimators': 111}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:14:18,887] Trial 813 finished with value: 0.9964100646031403 and parameters: {'classifier': 'SVC', 'svc_c': 44693.46633935035, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:14:20,124] Trial 814 finished with value: 0.995497955640522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:14:27,628] Trial 815 finished with value: 0.9969822729545345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 32, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:14:29,469] Trial 816 finished with value: 0.997033654881144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:14:31,010] Trial 817 finished with value: 0.9975342568321994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:14:33,514] Trial 818 finished with value: 0.9972467880375638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:14:35,928] Trial 819 finished with value: 0.9973121213452774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:14:40,145] Trial 820 finished with value: 0.9967377641788581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 19, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:14:42,179] Trial 821 finished with value: 0.9976313404886429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:14:43,547] Trial 822 finished with value: 0.9973639859737218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:14:45,734] Trial 823 finished with value: 0.9974241636487942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:14:52,157] Trial 824 finished with value: 0.9970389683146611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 29, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:14:53,868] Trial 825 finished with value: 0.9975436266241945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:14:54,999] Trial 826 finished with value: 0.9969881059693346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:14:56,903] Trial 827 finished with value: 0.9971781759501055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 70}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:15:01,707] Trial 828 finished with value: 0.9973163236346538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 22, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:15:03,955] Trial 829 finished with value: 0.9974262887238646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:15:07,274] Trial 830 finished with value: 0.9972560893708925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 111}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:15:09,120] Trial 831 finished with value: 0.9976452934249043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:15:10,793] Trial 832 finished with value: 0.9854045018092007 and parameters: {'classifier': 'SVC', 'svc_c': 0.28363072310582904, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:15:13,111] Trial 833 finished with value: 0.9973829781597173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:15:14,694] Trial 834 finished with value: 0.9972250506495236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:15:17,512] Trial 835 finished with value: 0.9976135865253694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:15:20,885] Trial 836 finished with value: 0.9972130612741218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:15:23,049] Trial 837 finished with value: 0.9974107343245304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:15:24,780] Trial 838 finished with value: 0.9973973574947653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:15:30,250] Trial 839 finished with value: 0.9971570901095674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 24, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:15:33,008] Trial 840 finished with value: 0.9974342657612661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:15:33,858] Trial 841 finished with value: 0.9965615381146363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 31}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:15:34,875] Trial 842 finished with value: 0.9939650333081138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:15:43,074] Trial 843 finished with value: 0.9966359579852586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 39, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:15:44,234] Trial 844 finished with value: 0.9972369678529239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:15:45,813] Trial 845 finished with value: 0.9974843653494624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:15:47,919] Trial 846 finished with value: 0.9974263256985267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:15:50,917] Trial 847 finished with value: 0.9972125932986762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:15:52,657] Trial 848 finished with value: 0.9973260849772134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:15:53,455] Trial 849 finished with value: 0.9958210439521874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:15:55,150] Trial 850 finished with value: 0.9851488613433338 and parameters: {'classifier': 'SVC', 'svc_c': 0.0004732866596377663, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:15:57,315] Trial 851 finished with value: 0.9966056271461778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:15:59,345] Trial 852 finished with value: 0.9973309942284789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:16:01,749] Trial 853 finished with value: 0.9971913154437981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:16:02,898] Trial 854 finished with value: 0.9971209017857601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 51}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:16:14,519] Trial 855 finished with value: 0.9962711682848305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 50, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:16:15,683] Trial 856 finished with value: 0.9963054184381046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:16:18,067] Trial 857 finished with value: 0.9966721310431327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:16:21,089] Trial 858 finished with value: 0.9974748747947295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:16:36,796] Trial 859 finished with value: 0.9967863912550993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 71, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:16:40,505] Trial 860 finished with value: 0.9971829601540154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:16:42,677] Trial 861 finished with value: 0.9976595108648864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:16:44,841] Trial 862 finished with value: 0.9972707550453418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:16:48,873] Trial 863 finished with value: 0.9971100497700102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 20, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:16:51,049] Trial 864 finished with value: 0.9975652258253854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:16:51,552] Trial 865 finished with value: 0.9960256735075829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 15}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:16:54,108] Trial 866 finished with value: 0.997377410315134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:16:56,038] Trial 867 finished with value: 0.9968998570989798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:16:58,145] Trial 868 finished with value: 0.9977568341107935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:17:00,238] Trial 869 finished with value: 0.9974316652523417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:17:02,451] Trial 870 finished with value: 0.9972054121527801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:17:03,604] Trial 871 finished with value: 0.9867343545995793 and parameters: {'classifier': 'SVC', 'svc_c': 102026396.74788983, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:17:05,836] Trial 872 finished with value: 0.9974827711226323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:17:11,473] Trial 873 finished with value: 0.9970040203717535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 30, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:17:13,763] Trial 874 finished with value: 0.997568599469736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:17:15,795] Trial 875 finished with value: 0.9975385953724127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:17:18,004] Trial 876 finished with value: 0.9975898770072349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:17:19,722] Trial 877 finished with value: 0.9914571059862402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 31, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:17:21,854] Trial 878 finished with value: 0.9970195404941475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:17:24,675] Trial 879 finished with value: 0.9976908852146268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:17:26,861] Trial 880 finished with value: 0.9977273628929367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:17:28,906] Trial 881 finished with value: 0.9973975156764964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:17:31,102] Trial 882 finished with value: 0.9975440101133303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:17:32,346] Trial 883 finished with value: 0.9975152380498372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 67}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:17:34,466] Trial 884 finished with value: 0.9975109810443082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:17:36,804] Trial 885 finished with value: 0.9974936469418125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:17:38,807] Trial 886 finished with value: 0.9974536829813186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:17:52,459] Trial 887 finished with value: 0.9960783513881681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 63, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:17:54,912] Trial 888 finished with value: 0.9975506699323583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:17:56,634] Trial 889 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 3.3085603030201726e-06, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:17:58,913] Trial 890 finished with value: 0.9973263648420815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:18:00,744] Trial 891 finished with value: 0.9973870215691291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:18:09,281] Trial 892 finished with value: 0.9974615196419553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 38, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:18:11,517] Trial 893 finished with value: 0.9973425844044804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:18:13,536] Trial 894 finished with value: 0.997423899240287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:18:16,090] Trial 895 finished with value: 0.9972813936554017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:18:18,639] Trial 896 finished with value: 0.9966749443864645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:18:22,262] Trial 897 finished with value: 0.9971386444820766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 18, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:18:24,525] Trial 898 finished with value: 0.9973302731114831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 93}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:18:25,436] Trial 899 finished with value: 0.9968353489768607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:18:27,903] Trial 900 finished with value: 0.9975531274937474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:18:32,338] Trial 901 finished with value: 0.9951123450793454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 38, 'rf_n_estimators': 110}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:18:34,527] Trial 902 finished with value: 0.9974455802618035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:18:37,428] Trial 903 finished with value: 0.9973004719146025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:18:38,351] Trial 904 finished with value: 0.997524517039679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 55}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:18:40,899] Trial 905 finished with value: 0.9975288866830416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:18:48,669] Trial 906 finished with value: 0.9961226821356131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 34, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:18:50,720] Trial 907 finished with value: 0.9974948496815541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:18:52,462] Trial 908 finished with value: 0.9853358414801229 and parameters: {'classifier': 'SVC', 'svc_c': 0.002929543515964693, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:18:55,694] Trial 909 finished with value: 0.9973707338019668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 16, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:18:57,670] Trial 910 finished with value: 0.9972952630257526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:19:00,618] Trial 911 finished with value: 0.9974302238117981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:19:02,878] Trial 912 finished with value: 0.9974272598720951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:19:05,415] Trial 913 finished with value: 0.9970476029615055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:19:08,827] Trial 914 finished with value: 0.9966936050382788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 20, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:19:10,572] Trial 915 finished with value: 0.9971499099475468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:19:12,869] Trial 916 finished with value: 0.9970879501254943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:19:15,054] Trial 917 finished with value: 0.9973777889166323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:19:16,264] Trial 918 finished with value: 0.9972221590722499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:19:19,210] Trial 919 finished with value: 0.9975606611843194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:19:28,155] Trial 920 finished with value: 0.997007741387501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 45, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:19:29,997] Trial 921 finished with value: 0.9975118186076865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 80}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:19:31,304] Trial 922 finished with value: 0.9961268219013119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:19:32,992] Trial 923 finished with value: 0.9974700954784573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:19:35,493] Trial 924 finished with value: 0.9975319699890145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:19:37,853] Trial 925 finished with value: 0.9968984542834697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:19:39,929] Trial 926 finished with value: 0.9973005988979701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:19:41,855] Trial 927 finished with value: 0.9976085585425921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:19:43,596] Trial 928 finished with value: 0.9850772466594013 and parameters: {'classifier': 'SVC', 'svc_c': 0.00016591019737426964, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:19:45,894] Trial 929 finished with value: 0.9973320552267255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:19:47,128] Trial 930 finished with value: 0.994318456172195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:19:49,667] Trial 931 finished with value: 0.9972645766903704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:19:52,571] Trial 932 finished with value: 0.9962065951317388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 24, 'rf_n_estimators': 62}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:19:55,283] Trial 933 finished with value: 0.9972881351360655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:20:00,992] Trial 934 finished with value: 0.9974123188712988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 27, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:20:04,777] Trial 935 finished with value: 0.9973537919482697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:20:06,992] Trial 936 finished with value: 0.9974803637388749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:20:08,042] Trial 937 finished with value: 0.9972983894000658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 41}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:20:09,721] Trial 938 finished with value: 0.9972821894516937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:20:10,652] Trial 939 finished with value: 0.9910345786845417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 15, 'rf_n_estimators': 107}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:20:12,785] Trial 940 finished with value: 0.9975747882347411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:20:17,057] Trial 941 finished with value: 0.9971823734787959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 26, 'rf_n_estimators': 98}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:20:19,005] Trial 942 finished with value: 0.9969699255437984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:20:21,785] Trial 943 finished with value: 0.997494199752685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:20:23,905] Trial 944 finished with value: 0.9971886995737265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:20:27,118] Trial 945 finished with value: 0.997094991053315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:20:28,835] Trial 946 finished with value: 0.985404993556339 and parameters: {'classifier': 'SVC', 'svc_c': 0.26316581185526655, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:20:30,738] Trial 947 finished with value: 0.9974495014485335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:20:32,870] Trial 948 finished with value: 0.9974093283034916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:20:36,936] Trial 949 finished with value: 0.9969698282036362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 22, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:20:38,859] Trial 950 finished with value: 0.997460697281035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:20:40,357] Trial 951 finished with value: 0.9974544949322054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:20:43,774] Trial 952 finished with value: 0.9973147450228742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 17, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:20:45,347] Trial 953 finished with value: 0.9975961149659964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:20:47,930] Trial 954 finished with value: 0.9975424746968429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:20:53,941] Trial 955 finished with value: 0.9968106815452028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 28, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:21:00,885] Trial 956 finished with value: 0.9967701193251529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 37, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:21:15,386] Trial 957 finished with value: 0.9960110176401469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 72, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:21:17,535] Trial 958 finished with value: 0.9975516865610103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:21:18,377] Trial 959 finished with value: 0.9968663876664916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:21:20,375] Trial 960 finished with value: 0.9972189882013902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:21:36,528] Trial 961 finished with value: 0.9958526846147092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 69, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:21:39,258] Trial 962 finished with value: 0.9971265552592178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:21:43,407] Trial 963 finished with value: 0.9972747408821894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:21:45,587] Trial 964 finished with value: 0.9971187567792836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:21:47,387] Trial 965 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 3.261586713257039e-07, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:21:50,719] Trial 966 finished with value: 0.9973840338577334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:21:52,503] Trial 967 finished with value: 0.9974318477770475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:21:55,007] Trial 968 finished with value: 0.9973647402885687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:21:57,180] Trial 969 finished with value: 0.9976383045155139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:21:57,923] Trial 970 finished with value: 0.9970204241092295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 3, 'rf_n_estimators': 88}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:22:00,681] Trial 971 finished with value: 0.9974634659056553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:22:03,133] Trial 972 finished with value: 0.9967641915726988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:22:06,053] Trial 973 finished with value: 0.9972059089779838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:22:07,990] Trial 974 finished with value: 0.9973816441519906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:22:10,468] Trial 975 finished with value: 0.9974791916896898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:22:11,377] Trial 976 finished with value: 0.994921976286176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:22:13,570] Trial 977 finished with value: 0.9974590094591157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:22:16,408] Trial 978 finished with value: 0.9972728677426282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:22:22,266] Trial 979 finished with value: 0.9970478977114521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 25, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:22:23,871] Trial 980 finished with value: 0.9974566162939408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:22:25,847] Trial 981 finished with value: 0.9973053568228928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:22:28,299] Trial 982 finished with value: 0.9971009342938677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 105}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:22:29,679] Trial 983 finished with value: 0.9974014232794021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:22:36,321] Trial 984 finished with value: 0.996959901062248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 33, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:22:37,378] Trial 985 finished with value: 0.9943948163397905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:22:39,479] Trial 986 finished with value: 0.9972402272725454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:22:42,255] Trial 987 finished with value: 0.9973343916127839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:22:42,961] Trial 988 finished with value: 0.9923535885044744 and parameters: {'classifier': 'SVC', 'svc_c': 197.7222188438557, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:22:45,396] Trial 989 finished with value: 0.99742476463781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:22:46,089] Trial 990 finished with value: 0.9960505629459032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 74}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:22:46,841] Trial 991 finished with value: 0.9884809936850497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:22:51,127] Trial 992 finished with value: 0.9934427911504908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 49, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:22:55,085] Trial 993 finished with value: 0.9973275797057036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:22:57,450] Trial 994 finished with value: 0.9975087753232149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:22:59,367] Trial 995 finished with value: 0.9974090440270542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:23:02,549] Trial 996 finished with value: 0.9970452278551999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:23:04,905] Trial 997 finished with value: 0.9970068487271155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:23:06,948] Trial 998 finished with value: 0.9971855116913485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:23:08,713] Trial 999 finished with value: 0.9969430156385503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:23:09,306] Trial 1000 finished with value: 0.9967598613478174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 58}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:23:11,061] Trial 1001 finished with value: 0.9973503753942684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:23:11,923] Trial 1002 finished with value: 0.9894217554401049 and parameters: {'classifier': 'SVC', 'svc_c': 3.6413454057981425, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:23:20,105] Trial 1003 finished with value: 0.9944064383171756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 67, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:23:22,759] Trial 1004 finished with value: 0.9974646466510269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:23:23,563] Trial 1005 finished with value: 0.9971891162924517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 35}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:23:25,642] Trial 1006 finished with value: 0.9973040281153965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 84}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:23:30,225] Trial 1007 finished with value: 0.9974174310547443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:23:32,609] Trial 1008 finished with value: 0.9972476654320158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:23:34,580] Trial 1009 finished with value: 0.997605134054114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:23:45,135] Trial 1010 finished with value: 0.9969846142282307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 49, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:23:47,936] Trial 1011 finished with value: 0.9972639547543355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:23:48,716] Trial 1012 finished with value: 0.9964869240397581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:23:50,207] Trial 1013 finished with value: 0.9974605379884774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:23:58,729] Trial 1014 finished with value: 0.9967702274244657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 36, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:24:00,155] Trial 1015 finished with value: 0.9974116976334978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:24:03,537] Trial 1016 finished with value: 0.9975854609630513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:24:05,946] Trial 1017 finished with value: 0.9973343414351522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:24:06,996] Trial 1018 finished with value: 0.9970866091354278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:24:08,902] Trial 1019 finished with value: 0.9976733032073358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:24:10,547] Trial 1020 finished with value: 0.9974316639510876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:24:11,414] Trial 1021 finished with value: 0.9915927035299233 and parameters: {'classifier': 'SVC', 'svc_c': 6953.047595212194, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:24:13,313] Trial 1022 finished with value: 0.9974957569731151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:24:15,003] Trial 1023 finished with value: 0.9975675284105726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:24:16,582] Trial 1024 finished with value: 0.9976028663806252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:24:18,143] Trial 1025 finished with value: 0.9974406497461401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:24:29,187] Trial 1026 finished with value: 0.996809729598406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 56, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:24:30,384] Trial 1027 finished with value: 0.9972530179348972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:24:33,564] Trial 1028 finished with value: 0.9967422645189236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 18, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:24:34,096] Trial 1029 finished with value: 0.9969184334549118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 20}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:24:35,602] Trial 1030 finished with value: 0.997573177218558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:24:38,131] Trial 1031 finished with value: 0.9975856044501312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:24:41,017] Trial 1032 finished with value: 0.9973126964678986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:24:50,890] Trial 1033 finished with value: 0.9965410076240037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 43, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:24:53,086] Trial 1034 finished with value: 0.9972600463579822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:24:55,131] Trial 1035 finished with value: 0.9972348914320656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:24:57,092] Trial 1036 finished with value: 0.9965768446409132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 12, 'rf_n_estimators': 77}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:25:04,218] Trial 1037 finished with value: 0.997299681101162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 34, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:25:09,260] Trial 1038 finished with value: 0.9970084649800536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 23, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:25:11,839] Trial 1039 finished with value: 0.9972631469611146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:25:13,497] Trial 1040 finished with value: 0.9850765916524669 and parameters: {'classifier': 'SVC', 'svc_c': 1.8824473009580751e-10, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:25:17,272] Trial 1041 finished with value: 0.9920217860742442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 63, 'rf_n_estimators': 107}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:25:20,096] Trial 1042 finished with value: 0.9971244031751881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:25:25,058] Trial 1043 finished with value: 0.9963729043059164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 33, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:25:27,388] Trial 1044 finished with value: 0.9977236230248719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:25:29,798] Trial 1045 finished with value: 0.9973693859247746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:25:31,983] Trial 1046 finished with value: 0.9974611687793883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:25:42,714] Trial 1047 finished with value: 0.9965434040581829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 47, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:25:45,116] Trial 1048 finished with value: 0.9972508044697541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:25:47,594] Trial 1049 finished with value: 0.9971922043273728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:25:50,062] Trial 1050 finished with value: 0.9972498614413098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:25:52,268] Trial 1051 finished with value: 0.9973229049340985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:25:58,506] Trial 1052 finished with value: 0.9943377066730196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 58, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:26:00,521] Trial 1053 finished with value: 0.9965586444109228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:26:03,109] Trial 1054 finished with value: 0.997790967849423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:26:05,693] Trial 1055 finished with value: 0.9976370316984728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 101}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:26:08,279] Trial 1056 finished with value: 0.9971228866110176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:26:11,087] Trial 1057 finished with value: 0.9971656328751699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:26:14,438] Trial 1058 finished with value: 0.9971169394984399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:26:17,082] Trial 1059 finished with value: 0.9972518104979452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:26:18,883] Trial 1060 finished with value: 0.9853101137167143 and parameters: {'classifier': 'SVC', 'svc_c': 0.0016624334758726564, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:26:21,970] Trial 1061 finished with value: 0.9976076056436584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:26:24,315] Trial 1062 finished with value: 0.9971346968576694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:26:27,168] Trial 1063 finished with value: 0.9972015893535634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:26:29,831] Trial 1064 finished with value: 0.9974437539673939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:26:32,949] Trial 1065 finished with value: 0.9970855182718101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:26:35,355] Trial 1066 finished with value: 0.9974589742617762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:26:37,769] Trial 1067 finished with value: 0.9967816217141025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:26:40,502] Trial 1068 finished with value: 0.9975413190244181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:26:51,833] Trial 1069 finished with value: 0.9965455133912512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 53, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:26:55,281] Trial 1070 finished with value: 0.9975066119404902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:26:57,712] Trial 1071 finished with value: 0.9973372833170094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:27:00,864] Trial 1072 finished with value: 0.9976003966001418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:27:02,918] Trial 1073 finished with value: 0.9971661038339787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:27:06,494] Trial 1074 finished with value: 0.9971947115585871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:27:08,828] Trial 1075 finished with value: 0.9972415514732588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:27:13,713] Trial 1076 finished with value: 0.9974208146965359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:27:16,815] Trial 1077 finished with value: 0.9970405534961877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:27:18,854] Trial 1078 finished with value: 0.9972482377299633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:27:20,604] Trial 1079 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.77209020318951e-08, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:27:23,772] Trial 1080 finished with value: 0.9973527970600843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:27:26,055] Trial 1081 finished with value: 0.9970672267001218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:27:28,604] Trial 1082 finished with value: 0.9973738397053299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:27:32,870] Trial 1083 finished with value: 0.9972480422244535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:27:35,338] Trial 1084 finished with value: 0.9972814576707609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:27:38,571] Trial 1085 finished with value: 0.9968969803115709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 17, 'rf_n_estimators': 110}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:27:40,228] Trial 1086 finished with value: 0.9964767824453293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:27:41,194] Trial 1087 finished with value: 0.9970588376729435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:27:41,821] Trial 1088 finished with value: 0.9971279838141709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 25}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:27:43,965] Trial 1089 finished with value: 0.9974743623227376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:27:46,761] Trial 1090 finished with value: 0.9975603556117463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:27:47,561] Trial 1091 finished with value: 0.9969152325917298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 1, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:27:50,506] Trial 1092 finished with value: 0.9973944129151863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:27:53,028] Trial 1093 finished with value: 0.997515831516969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:27:55,334] Trial 1094 finished with value: 0.9975612675053037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:28:05,297] Trial 1095 finished with value: 0.9964437608029776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 42, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:28:07,648] Trial 1096 finished with value: 0.9937203694927593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 32, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:28:08,234] Trial 1097 finished with value: 0.9878806288903537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:28:09,976] Trial 1098 finished with value: 0.9853945088116545 and parameters: {'classifier': 'SVC', 'svc_c': 0.011340238581071896, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:28:10,889] Trial 1099 finished with value: 0.9968345928846909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 3, 'rf_n_estimators': 111}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:28:12,557] Trial 1100 finished with value: 0.9971871299755127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:28:15,611] Trial 1101 finished with value: 0.9974885855072809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:28:17,672] Trial 1102 finished with value: 0.9975446383652088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:28:29,983] Trial 1103 finished with value: 0.9967549699967316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 60, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:28:32,755] Trial 1104 finished with value: 0.9974548409706107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:28:41,984] Trial 1105 finished with value: 0.9967633345222454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 41, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:28:45,538] Trial 1106 finished with value: 0.9970720237578844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:28:47,895] Trial 1107 finished with value: 0.9974820934230939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:28:49,981] Trial 1108 finished with value: 0.9974761052099262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:28:52,566] Trial 1109 finished with value: 0.9975200283156876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:28:57,211] Trial 1110 finished with value: 0.9971907227701141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 21, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:28:58,855] Trial 1111 finished with value: 0.9972809999466595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:29:01,657] Trial 1112 finished with value: 0.9974148447326647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:29:11,477] Trial 1113 finished with value: 0.9966648813116188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 52, 'rf_n_estimators': 108}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:29:13,980] Trial 1114 finished with value: 0.9950762615858464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 24, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:29:17,207] Trial 1115 finished with value: 0.9974126185088831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:29:19,413] Trial 1116 finished with value: 0.9974843616996031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:29:21,093] Trial 1117 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 7.332559647193471e-06, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:29:22,919] Trial 1118 finished with value: 0.9960967850187302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:29:25,088] Trial 1119 finished with value: 0.997394153362579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:29:27,678] Trial 1120 finished with value: 0.9972883095041288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:29:29,725] Trial 1121 finished with value: 0.9975500445686295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:29:32,802] Trial 1122 finished with value: 0.9975236056221902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:29:34,537] Trial 1123 finished with value: 0.9974121602769751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:29:36,997] Trial 1124 finished with value: 0.99729508894333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:29:38,813] Trial 1125 finished with value: 0.9966574622266305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:29:41,025] Trial 1126 finished with value: 0.9974527489981776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:29:43,878] Trial 1127 finished with value: 0.9975273353023866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:29:46,583] Trial 1128 finished with value: 0.9976774225020844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:29:49,235] Trial 1129 finished with value: 0.9972992985641632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:29:51,781] Trial 1130 finished with value: 0.9972987219815982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:29:53,870] Trial 1131 finished with value: 0.9975083415294955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:29:56,114] Trial 1132 finished with value: 0.9972911275129333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:29:58,825] Trial 1133 finished with value: 0.9974137150853242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:30:01,355] Trial 1134 finished with value: 0.9973831087929446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:30:03,448] Trial 1135 finished with value: 0.9973179407762531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:30:13,442] Trial 1136 finished with value: 0.9972623111433214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 44, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:30:15,196] Trial 1137 finished with value: 0.985205071875186 and parameters: {'classifier': 'SVC', 'svc_c': 1.1889420110096798e-07, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:30:17,075] Trial 1138 finished with value: 0.9974506480439168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:30:19,356] Trial 1139 finished with value: 0.9975003482105476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:30:22,130] Trial 1140 finished with value: 0.997190791704849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:30:24,586] Trial 1141 finished with value: 0.9974698934984141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:30:27,460] Trial 1142 finished with value: 0.9973703408549346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:30:29,441] Trial 1143 finished with value: 0.9974538990212548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:30:31,690] Trial 1144 finished with value: 0.9975664126009596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:30:32,995] Trial 1145 finished with value: 0.997311615125653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:30:35,594] Trial 1146 finished with value: 0.9970414817030294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:30:38,206] Trial 1147 finished with value: 0.9973722684250069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:30:39,153] Trial 1148 finished with value: 0.9970420545087837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:30:40,243] Trial 1149 finished with value: 0.9968870502820332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:30:56,932] Trial 1150 finished with value: 0.9960843861608462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 71, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:30:57,198] Trial 1151 finished with value: 0.9943908398338879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 7}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:31:09,674] Trial 1152 finished with value: 0.996484383515479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 62, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:31:13,804] Trial 1153 finished with value: 0.9973301771043132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 18, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:31:14,972] Trial 1154 finished with value: 0.9890160128259861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:31:16,684] Trial 1155 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.4821478376898537e-06, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:31:22,621] Trial 1156 finished with value: 0.9972216524400329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 27, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:31:30,564] Trial 1157 finished with value: 0.9957497234469189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 54, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:31:32,580] Trial 1158 finished with value: 0.9975548456571062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:31:33,731] Trial 1159 finished with value: 0.9955020753478632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:31:43,779] Trial 1160 finished with value: 0.9966209136458352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 47, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:31:46,180] Trial 1161 finished with value: 0.997295646737054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:31:48,952] Trial 1162 finished with value: 0.9969155158842917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:31:51,384] Trial 1163 finished with value: 0.9972417055290616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:31:58,608] Trial 1164 finished with value: 0.9971766894099954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 31, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:32:01,574] Trial 1165 finished with value: 0.9970320347561815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:32:07,223] Trial 1166 finished with value: 0.9971779771121151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 25, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:32:09,480] Trial 1167 finished with value: 0.9973072359609182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:32:10,810] Trial 1168 finished with value: 0.997615152886317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:32:12,696] Trial 1169 finished with value: 0.9971888055148618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:32:13,600] Trial 1170 finished with value: 0.9969629480600547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 47}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:32:15,841] Trial 1171 finished with value: 0.9972770370245811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:32:18,679] Trial 1172 finished with value: 0.9974063931183328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:32:21,352] Trial 1173 finished with value: 0.997233131311193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:32:23,140] Trial 1174 finished with value: 0.9852053993786534 and parameters: {'classifier': 'SVC', 'svc_c': 0.00014826908663780958, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:32:24,018] Trial 1175 finished with value: 0.9969385094587097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:32:25,544] Trial 1176 finished with value: 0.9976123197067928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:32:27,382] Trial 1177 finished with value: 0.9972102441857169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:32:30,906] Trial 1178 finished with value: 0.9977466969914094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:32:31,501] Trial 1179 finished with value: 0.9951554683263627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 12}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:32:34,468] Trial 1180 finished with value: 0.9973564050888811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 104}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:32:38,358] Trial 1181 finished with value: 0.9970860937435484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:32:41,853] Trial 1182 finished with value: 0.9972898123892614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:32:46,061] Trial 1183 finished with value: 0.9971758938041307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:32:49,882] Trial 1184 finished with value: 0.9973818881847611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:32:59,228] Trial 1185 finished with value: 0.9970968830134549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 41, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:33:02,554] Trial 1186 finished with value: 0.9970315282191783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:33:06,937] Trial 1187 finished with value: 0.9967467299790288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 20, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:33:11,133] Trial 1188 finished with value: 0.9973137135091434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:33:12,909] Trial 1189 finished with value: 0.997551772761167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:33:16,295] Trial 1190 finished with value: 0.997507888280439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:33:20,221] Trial 1191 finished with value: 0.9972055651612322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:33:21,804] Trial 1192 finished with value: 0.9972588287966379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:33:23,826] Trial 1193 finished with value: 0.997510324958285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:33:25,463] Trial 1194 finished with value: 0.9850762638633584 and parameters: {'classifier': 'SVC', 'svc_c': 4.967208801229868e-10, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:33:26,435] Trial 1195 finished with value: 0.9971984923368145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:33:28,307] Trial 1196 finished with value: 0.9974203297730475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:33:39,373] Trial 1197 finished with value: 0.9957255458263873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 62, 'rf_n_estimators': 94}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:33:40,599] Trial 1198 finished with value: 0.9971088515370518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:33:41,898] Trial 1199 finished with value: 0.9941879774769182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 15, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:33:44,882] Trial 1200 finished with value: 0.9974046768275104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:33:46,976] Trial 1201 finished with value: 0.9974241979574722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:33:49,680] Trial 1202 finished with value: 0.9974962065088363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:33:52,408] Trial 1203 finished with value: 0.9974974175321717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:33:53,606] Trial 1204 finished with value: 0.9955089281651063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:34:01,265] Trial 1205 finished with value: 0.9969917139981316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 34, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:34:04,090] Trial 1206 finished with value: 0.9972212199475677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 90}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:34:08,352] Trial 1207 finished with value: 0.9969051440630822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 18, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:34:10,791] Trial 1208 finished with value: 0.997375275845643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:34:12,505] Trial 1209 finished with value: 0.9965513893157024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:34:14,342] Trial 1210 finished with value: 0.9974800814936637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:34:16,328] Trial 1211 finished with value: 0.9972978727704079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:34:18,993] Trial 1212 finished with value: 0.9973690400767969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:34:20,215] Trial 1213 finished with value: 0.9867795813081521 and parameters: {'classifier': 'SVC', 'svc_c': 1651098.714058561, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:34:22,244] Trial 1214 finished with value: 0.9972279385134621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:34:23,813] Trial 1215 finished with value: 0.997332220739913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:34:24,850] Trial 1216 finished with value: 0.9968000122763242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:34:27,136] Trial 1217 finished with value: 0.9971817015872947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:34:29,704] Trial 1218 finished with value: 0.9961553789722198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 20, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:34:43,991] Trial 1219 finished with value: 0.9964313740054983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 67, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:34:46,536] Trial 1220 finished with value: 0.9962466447845829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 28, 'rf_n_estimators': 43}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:34:49,678] Trial 1221 finished with value: 0.9969708537823782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:34:52,928] Trial 1222 finished with value: 0.9974941382763581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:35:05,869] Trial 1223 finished with value: 0.9966222393699682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 57, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:35:07,764] Trial 1224 finished with value: 0.997111587915958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:35:11,089] Trial 1225 finished with value: 0.9974604440442713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:35:13,498] Trial 1226 finished with value: 0.997332350421003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:35:15,444] Trial 1227 finished with value: 0.9972965588527766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:35:18,316] Trial 1228 finished with value: 0.9974507755350911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:35:19,768] Trial 1229 finished with value: 0.9976450788766499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:35:24,342] Trial 1230 finished with value: 0.9965233885785745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 25, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:35:25,019] Trial 1231 finished with value: 0.9884906629876776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:35:26,732] Trial 1232 finished with value: 0.9850765916524669 and parameters: {'classifier': 'SVC', 'svc_c': 1.506221962753637e-09, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:35:28,922] Trial 1233 finished with value: 0.9975129745340143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:35:30,955] Trial 1234 finished with value: 0.9975630376553549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:35:35,918] Trial 1235 finished with value: 0.997615998638075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 21, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:35:37,555] Trial 1236 finished with value: 0.9975626176358876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:35:40,136] Trial 1237 finished with value: 0.9969999378612395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:35:42,092] Trial 1238 finished with value: 0.9974493080694633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:35:44,605] Trial 1239 finished with value: 0.9971709772531469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:35:46,464] Trial 1240 finished with value: 0.9974286880779314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:35:49,409] Trial 1241 finished with value: 0.9972844516980001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:35:52,264] Trial 1242 finished with value: 0.9974219746853158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 106}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:35:54,977] Trial 1243 finished with value: 0.9975785233421197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:35:57,247] Trial 1244 finished with value: 0.9973387606213885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:35:59,719] Trial 1245 finished with value: 0.9971865685001916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:36:03,391] Trial 1246 finished with value: 0.997286813347433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:36:05,436] Trial 1247 finished with value: 0.9975456555651432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:36:19,339] Trial 1248 finished with value: 0.9959352665864715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 74, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:36:20,204] Trial 1249 finished with value: 0.9970009310990539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:36:21,997] Trial 1250 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 1.396722256015736e-05, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:36:24,186] Trial 1251 finished with value: 0.9976789549034706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:36:26,385] Trial 1252 finished with value: 0.997251498101722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:36:30,974] Trial 1253 finished with value: 0.9973008405821355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 22, 'rf_n_estimators': 110}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:36:33,344] Trial 1254 finished with value: 0.99719292966551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:36:35,983] Trial 1255 finished with value: 0.9974884717903584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:36:36,933] Trial 1256 finished with value: 0.9970296229608548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 3, 'rf_n_estimators': 102}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:36:39,784] Trial 1257 finished with value: 0.9969656308653732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:36:47,097] Trial 1258 finished with value: 0.9969659024149095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 38, 'rf_n_estimators': 111}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:36:52,570] Trial 1259 finished with value: 0.9971575616713969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 28, 'rf_n_estimators': 107}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:36:54,808] Trial 1260 finished with value: 0.9970727170407353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:36:57,103] Trial 1261 finished with value: 0.9975422837615914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:37:00,674] Trial 1262 finished with value: 0.9970914900764797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 110}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:37:01,992] Trial 1263 finished with value: 0.997363052212746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:37:04,624] Trial 1264 finished with value: 0.9968813369826198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:37:06,775] Trial 1265 finished with value: 0.997322509289344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:37:09,991] Trial 1266 finished with value: 0.9974750620801215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:37:11,583] Trial 1267 finished with value: 0.9966473739518862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 66}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:37:13,659] Trial 1268 finished with value: 0.9975956076672835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:37:50,195] Trial 1269 finished with value: 0.9898090210062042 and parameters: {'classifier': 'SVC', 'svc_c': 26747529.154290047, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:37:51,513] Trial 1270 finished with value: 0.9944377751844472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:37:54,163] Trial 1271 finished with value: 0.9974203795063484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:37:55,540] Trial 1272 finished with value: 0.9961220097680433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:37:58,383] Trial 1273 finished with value: 0.9974112550166403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:38:02,068] Trial 1274 finished with value: 0.9970631196244678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 24, 'rf_n_estimators': 81}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:38:10,169] Trial 1275 finished with value: 0.9961840819105504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 54, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:38:12,141] Trial 1276 finished with value: 0.9974889530639873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:38:15,782] Trial 1277 finished with value: 0.9971239032079316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 17, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:38:16,677] Trial 1278 finished with value: 0.9962878964471967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 53}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:38:19,058] Trial 1279 finished with value: 0.9973383717368082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:38:21,403] Trial 1280 finished with value: 0.9974053159020153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:38:23,981] Trial 1281 finished with value: 0.99752650545132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:38:25,468] Trial 1282 finished with value: 0.9970684143326194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:38:28,433] Trial 1283 finished with value: 0.9972159153371889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:38:31,038] Trial 1284 finished with value: 0.9977213951189814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:38:33,975] Trial 1285 finished with value: 0.9975169454857834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:38:38,390] Trial 1286 finished with value: 0.9959288947254783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 51, 'rf_n_estimators': 72}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:38:41,608] Trial 1287 finished with value: 0.9968520639362574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:38:51,071] Trial 1288 finished with value: 0.9966988963504743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 43, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:38:52,657] Trial 1289 finished with value: 0.9866067297452042 and parameters: {'classifier': 'SVC', 'svc_c': 5282608347.151699, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:38:54,950] Trial 1290 finished with value: 0.9972541498673669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:38:55,888] Trial 1291 finished with value: 0.9972066890957495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 2, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:38:57,698] Trial 1292 finished with value: 0.9974294304593251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 97}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:39:04,445] Trial 1293 finished with value: 0.9968438365819797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 31, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:39:07,001] Trial 1294 finished with value: 0.9973664813666966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:39:09,572] Trial 1295 finished with value: 0.9973472484486727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:39:11,935] Trial 1296 finished with value: 0.9973667227969587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:39:13,341] Trial 1297 finished with value: 0.997091901272809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:39:26,226] Trial 1298 finished with value: 0.9969679539532486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 59, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:39:29,739] Trial 1299 finished with value: 0.997266442403261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:39:31,607] Trial 1300 finished with value: 0.9974458479393151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:39:32,259] Trial 1301 finished with value: 0.9920134054258734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 4, 'rf_n_estimators': 109}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:39:38,796] Trial 1302 finished with value: 0.996997322308547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 30, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:39:41,764] Trial 1303 finished with value: 0.9976287709876542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:39:43,393] Trial 1304 finished with value: 0.9974881152149679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:39:45,577] Trial 1305 finished with value: 0.9974418964111456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:39:51,833] Trial 1306 finished with value: 0.9973347684686972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 29, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:39:53,468] Trial 1307 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 5.783754607854623e-09, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:39:56,069] Trial 1308 finished with value: 0.9973187131817074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:39:56,901] Trial 1309 finished with value: 0.990406782848157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:39:59,956] Trial 1310 finished with value: 0.9947172952836326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 35, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:40:03,197] Trial 1311 finished with value: 0.9974667721704279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:40:05,939] Trial 1312 finished with value: 0.997321797598507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:40:07,412] Trial 1313 finished with value: 0.9973178517196849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:40:14,469] Trial 1314 finished with value: 0.9970286739974217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 35, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:40:16,020] Trial 1315 finished with value: 0.9972226065767451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 36}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:40:17,470] Trial 1316 finished with value: 0.9967253513880326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:40:20,082] Trial 1317 finished with value: 0.9972588506957941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:40:27,704] Trial 1318 finished with value: 0.9944162483774229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 74, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:40:29,684] Trial 1319 finished with value: 0.9972661460981568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:40:31,637] Trial 1320 finished with value: 0.9973244896712944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:40:33,940] Trial 1321 finished with value: 0.9973633404881596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:40:36,930] Trial 1322 finished with value: 0.9975468220284563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:40:38,683] Trial 1323 finished with value: 0.9975523706716057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:40:42,776] Trial 1324 finished with value: 0.9971848985467141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 18, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:40:45,568] Trial 1325 finished with value: 0.9973392741089935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:40:47,331] Trial 1326 finished with value: 0.985206055623366 and parameters: {'classifier': 'SVC', 'svc_c': 1.0494757676009595e-10, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:40:49,734] Trial 1327 finished with value: 0.9972237115002559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:40:52,646] Trial 1328 finished with value: 0.9973110278474134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:40:54,677] Trial 1329 finished with value: 0.9976521889296329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:41:03,525] Trial 1330 finished with value: 0.996923725592293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 47, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:41:05,230] Trial 1331 finished with value: 0.9974212637244505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:41:06,375] Trial 1332 finished with value: 0.9945391448866051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 1, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:41:07,626] Trial 1333 finished with value: 0.9957067742505862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:41:11,001] Trial 1334 finished with value: 0.9968876126142776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:41:16,053] Trial 1335 finished with value: 0.9968525833905888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 46, 'rf_n_estimators': 61}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:41:29,406] Trial 1336 finished with value: 0.9966577273016338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 63, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:41:30,573] Trial 1337 finished with value: 0.997258390337446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:41:35,469] Trial 1338 finished with value: 0.9971876497789611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 23, 'rf_n_estimators': 111}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:41:37,216] Trial 1339 finished with value: 0.9974373669039429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 100}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:41:40,685] Trial 1340 finished with value: 0.9972319636101014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:41:42,714] Trial 1341 finished with value: 0.9971754980959006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:41:45,629] Trial 1342 finished with value: 0.996991813052141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:41:48,176] Trial 1343 finished with value: 0.9972752871550528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:41:49,702] Trial 1344 finished with value: 0.9962103706414736 and parameters: {'classifier': 'SVC', 'svc_c': 107946.4905342942, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:41:52,045] Trial 1345 finished with value: 0.9971607225765533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:41:54,966] Trial 1346 finished with value: 0.9975420449973136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:42:02,947] Trial 1347 finished with value: 0.9971659416215338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 38, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:42:04,562] Trial 1348 finished with value: 0.9975608764308079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:42:06,457] Trial 1349 finished with value: 0.9973170820436907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:42:07,553] Trial 1350 finished with value: 0.9969210506579755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:42:09,917] Trial 1351 finished with value: 0.9977866830097492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:42:12,421] Trial 1352 finished with value: 0.9974038411684069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:42:15,442] Trial 1353 finished with value: 0.9975032809201494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:42:16,739] Trial 1354 finished with value: 0.9968923815205164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 5, 'rf_n_estimators': 105}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:42:31,069] Trial 1355 finished with value: 0.9963487383649346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 68, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:42:33,348] Trial 1356 finished with value: 0.997335503296469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 86}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:42:35,938] Trial 1357 finished with value: 0.9972456809876133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:42:38,566] Trial 1358 finished with value: 0.9974190672708262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:42:40,906] Trial 1359 finished with value: 0.9971978150498689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:42:41,892] Trial 1360 finished with value: 0.9968979861175965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 28}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:42:44,717] Trial 1361 finished with value: 0.9975397779585831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:42:47,005] Trial 1362 finished with value: 0.9974384651942311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:42:50,175] Trial 1363 finished with value: 0.9977237004653663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:42:50,937] Trial 1364 finished with value: 0.9928041168606795 and parameters: {'classifier': 'SVC', 'svc_c': 716.463911642584, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:42:55,029] Trial 1365 finished with value: 0.9972684459221459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:42:58,352] Trial 1366 finished with value: 0.9970252699481558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:43:01,974] Trial 1367 finished with value: 0.9973420273089907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:43:05,107] Trial 1368 finished with value: 0.9974199963980674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:43:09,050] Trial 1369 finished with value: 0.9973021195245929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:43:12,369] Trial 1370 finished with value: 0.997303969685909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:43:16,047] Trial 1371 finished with value: 0.9972406085082898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:43:19,129] Trial 1372 finished with value: 0.9977420332645964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:43:22,675] Trial 1373 finished with value: 0.9974599829559515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:43:25,735] Trial 1374 finished with value: 0.9971948901160546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:43:29,108] Trial 1375 finished with value: 0.9974048363422335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:43:32,818] Trial 1376 finished with value: 0.9972671535228157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:43:35,909] Trial 1377 finished with value: 0.9969484999806991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:43:39,298] Trial 1378 finished with value: 0.9973454006994378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:43:43,915] Trial 1379 finished with value: 0.9974040295963634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 19, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:43:44,905] Trial 1380 finished with value: 0.9972133258413184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:43:46,191] Trial 1381 finished with value: 0.997262558191193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:43:55,040] Trial 1382 finished with value: 0.9966114219485376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 37, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:43:58,970] Trial 1383 finished with value: 0.9974097240117218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:43:59,715] Trial 1384 finished with value: 0.9914030019310446 and parameters: {'classifier': 'SVC', 'svc_c': 17.112311643658746, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:44:02,883] Trial 1385 finished with value: 0.9973676276764386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:44:12,315] Trial 1386 finished with value: 0.9969193305903422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 42, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:44:17,367] Trial 1387 finished with value: 0.9971051798102742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 21, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:44:20,211] Trial 1388 finished with value: 0.9974303925622522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:44:21,271] Trial 1389 finished with value: 0.9962389009255878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:44:24,695] Trial 1390 finished with value: 0.9974434458875262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:44:26,168] Trial 1391 finished with value: 0.9974048278682123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:44:29,125] Trial 1392 finished with value: 0.9975409842529702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:44:33,235] Trial 1393 finished with value: 0.9968888546772865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 18, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:44:35,183] Trial 1394 finished with value: 0.9971305682319763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:44:35,440] Trial 1395 finished with value: 0.9823551394649194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 14, 'rf_n_estimators': 4}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:44:38,377] Trial 1396 finished with value: 0.9974722749205632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:44:41,424] Trial 1397 finished with value: 0.9973136632045603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:44:43,314] Trial 1398 finished with value: 0.9973377234265723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:44:50,227] Trial 1399 finished with value: 0.9970209056367617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 29, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:44:53,721] Trial 1400 finished with value: 0.9973564821485207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:44:56,371] Trial 1401 finished with value: 0.9971931922332186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:44:57,469] Trial 1402 finished with value: 0.9876193331419684 and parameters: {'classifier': 'SVC', 'svc_c': 2.628064004081068, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:45:00,636] Trial 1403 finished with value: 0.997551811195773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:45:01,489] Trial 1404 finished with value: 0.9971470906374883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 1, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:45:05,844] Trial 1405 finished with value: 0.9974209898897849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 19, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:45:07,432] Trial 1406 finished with value: 0.997174657961752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:45:09,306] Trial 1407 finished with value: 0.9966489980758252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:45:10,767] Trial 1408 finished with value: 0.9972132098710045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:45:19,475] Trial 1409 finished with value: 0.9970024088160256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 38, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:45:20,961] Trial 1410 finished with value: 0.9949129888090141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:45:23,460] Trial 1411 finished with value: 0.9976194708286282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:45:28,789] Trial 1412 finished with value: 0.9969871227924371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 23, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:45:31,639] Trial 1413 finished with value: 0.9974121273965029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:45:33,543] Trial 1414 finished with value: 0.9973246800670013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:45:36,338] Trial 1415 finished with value: 0.9971663225081612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:45:43,874] Trial 1416 finished with value: 0.9968720865568949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 33, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:45:46,758] Trial 1417 finished with value: 0.9972879175409718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:45:49,431] Trial 1418 finished with value: 0.9975676522518874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:45:52,379] Trial 1419 finished with value: 0.9976288619802349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:45:53,577] Trial 1420 finished with value: 0.9954060309491997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:45:55,503] Trial 1421 finished with value: 0.9974568745770318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:49:37,973] Trial 1422 finished with value: 0.989608161692051 and parameters: {'classifier': 'SVC', 'svc_c': 2456475890.319674, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:49:40,427] Trial 1423 finished with value: 0.9973143059924001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:49:43,619] Trial 1424 finished with value: 0.9970822566305353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 17, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:49:44,425] Trial 1425 finished with value: 0.99602784428524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:49:49,324] Trial 1426 finished with value: 0.9973091442660809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 21, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:49:52,769] Trial 1427 finished with value: 0.9972457074570281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:49:55,424] Trial 1428 finished with value: 0.9974769051956219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:49:57,260] Trial 1429 finished with value: 0.997224663288363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:49:58,288] Trial 1430 finished with value: 0.996940292335662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 69}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:50:05,581] Trial 1431 finished with value: 0.9969854353513727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 32, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:50:08,200] Trial 1432 finished with value: 0.9974092600352525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:50:09,316] Trial 1433 finished with value: 0.9965778152178616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 39}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:50:11,319] Trial 1434 finished with value: 0.9975785279441162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:50:14,464] Trial 1435 finished with value: 0.9972470566672128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:50:17,337] Trial 1436 finished with value: 0.9972332703549657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:50:31,162] Trial 1437 finished with value: 0.9961794746454746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 68, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:50:32,307] Trial 1438 finished with value: 0.9972100545834576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 56}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:50:35,072] Trial 1439 finished with value: 0.9974221936134016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:50:36,480] Trial 1440 finished with value: 0.9867330436335733 and parameters: {'classifier': 'SVC', 'svc_c': 472752442.8151511, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:50:38,654] Trial 1441 finished with value: 0.9974879149487718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:50:43,948] Trial 1442 finished with value: 0.9972679015218189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 25, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:50:47,838] Trial 1443 finished with value: 0.9972001456913663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:51:00,508] Trial 1444 finished with value: 0.9963540675087158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 55, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:51:02,627] Trial 1445 finished with value: 0.9974494091864367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:51:05,176] Trial 1446 finished with value: 0.9974170159229149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:51:06,753] Trial 1447 finished with value: 0.9970319648693092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 77}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:51:07,273] Trial 1448 finished with value: 0.9953632198127645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 17}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:51:10,673] Trial 1449 finished with value: 0.9972796407390341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:51:12,215] Trial 1450 finished with value: 0.9975320896091877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:51:24,341] Trial 1451 finished with value: 0.9964615641186972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 56, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:51:27,047] Trial 1452 finished with value: 0.9965282471444018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 19, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:51:27,933] Trial 1453 finished with value: 0.9970453393822067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:51:39,508] Trial 1454 finished with value: 0.9965630940655501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 52, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:51:40,687] Trial 1455 finished with value: 0.9973729333659063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:51:42,640] Trial 1456 finished with value: 0.9971871178198941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 11, 'rf_n_estimators': 83}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:51:43,312] Trial 1457 finished with value: 0.9904942912096547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:51:45,595] Trial 1458 finished with value: 0.9975925003991906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:51:47,303] Trial 1459 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 4.8123027688026324e-05, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:51:49,438] Trial 1460 finished with value: 0.9967554709478632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:51:50,215] Trial 1461 finished with value: 0.9901947680403828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:51:53,326] Trial 1462 finished with value: 0.9972803625860016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:51:55,928] Trial 1463 finished with value: 0.9972404420112273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:52:08,436] Trial 1464 finished with value: 0.9964543706584932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 64, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:52:12,187] Trial 1465 finished with value: 0.9975253369250426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:52:15,207] Trial 1466 finished with value: 0.9976005003196233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:52:17,193] Trial 1467 finished with value: 0.9974759038011655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:52:19,607] Trial 1468 finished with value: 0.9976124116515107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:52:21,375] Trial 1469 finished with value: 0.9974166523334467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:52:29,432] Trial 1470 finished with value: 0.9971993901704789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 39, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:52:39,110] Trial 1471 finished with value: 0.9967506051140552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 46, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:52:40,504] Trial 1472 finished with value: 0.9975448075917314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:52:46,010] Trial 1473 finished with value: 0.99671016067338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 29, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:52:48,699] Trial 1474 finished with value: 0.9973809574388867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:52:50,870] Trial 1475 finished with value: 0.997311587450198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:52:54,031] Trial 1476 finished with value: 0.9973392302472052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:52:56,127] Trial 1477 finished with value: 0.9973907055150009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:52:57,641] Trial 1478 finished with value: 0.9858423471897741 and parameters: {'classifier': 'SVC', 'svc_c': 0.5002516155955788, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:53:00,442] Trial 1479 finished with value: 0.9976911580654173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:53:02,936] Trial 1480 finished with value: 0.9977988961373988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:53:05,620] Trial 1481 finished with value: 0.997347283360371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:53:08,528] Trial 1482 finished with value: 0.9971870603742815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:53:10,977] Trial 1483 finished with value: 0.9973866819100433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:53:12,922] Trial 1484 finished with value: 0.9972545351020878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 92}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:53:14,011] Trial 1485 finished with value: 0.9969384652478045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 49}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:53:16,755] Trial 1486 finished with value: 0.9975307443027659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:53:27,747] Trial 1487 finished with value: 0.9961815951820244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 48, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:53:44,483] Trial 1488 finished with value: 0.9964102560461982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 72, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:53:45,342] Trial 1489 finished with value: 0.9963598623745513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 31}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:53:54,724] Trial 1490 finished with value: 0.9971913123017453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 42, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:53:57,562] Trial 1491 finished with value: 0.9974847071032501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:54:00,102] Trial 1492 finished with value: 0.9972400320844144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:54:03,433] Trial 1493 finished with value: 0.9973819999656713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:54:05,068] Trial 1494 finished with value: 0.9974717863789535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:54:07,178] Trial 1495 finished with value: 0.997252167295501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:54:09,734] Trial 1496 finished with value: 0.9973868130193392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:54:12,635] Trial 1497 finished with value: 0.997258793091492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:54:14,428] Trial 1498 finished with value: 0.9853876253038548 and parameters: {'classifier': 'SVC', 'svc_c': 0.038866512535508574, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:54:17,026] Trial 1499 finished with value: 0.9968020928548484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:54:20,060] Trial 1500 finished with value: 0.9973583310720583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:54:21,309] Trial 1501 finished with value: 0.9975930983096294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 64}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:54:22,934] Trial 1502 finished with value: 0.9962904947027297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:54:24,733] Trial 1503 finished with value: 0.9974209082598869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:54:26,355] Trial 1504 finished with value: 0.995843250458238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:54:28,825] Trial 1505 finished with value: 0.9975118635485635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:54:30,417] Trial 1506 finished with value: 0.9972744297554824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:54:32,972] Trial 1507 finished with value: 0.9971787574203083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:54:37,313] Trial 1508 finished with value: 0.9967359165565745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:54:42,101] Trial 1509 finished with value: 0.9971655502296587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 21, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:54:44,361] Trial 1510 finished with value: 0.9976570676172934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:54:47,163] Trial 1511 finished with value: 0.9974030898369234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:54:49,100] Trial 1512 finished with value: 0.9976953065907784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:54:51,061] Trial 1513 finished with value: 0.9974940356677032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:54:52,782] Trial 1514 finished with value: 0.997475048178918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:54:54,723] Trial 1515 finished with value: 0.9974538526839097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:54:56,468] Trial 1516 finished with value: 0.9974775196415105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:54:58,225] Trial 1517 finished with value: 0.9852051536320356 and parameters: {'classifier': 'SVC', 'svc_c': 5.235638051790172e-07, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:55:00,220] Trial 1518 finished with value: 0.9975992113797251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:55:02,193] Trial 1519 finished with value: 0.9976630581473286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:55:06,982] Trial 1520 finished with value: 0.9965704383760281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 23, 'rf_n_estimators': 111}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:55:08,845] Trial 1521 finished with value: 0.9974991600702435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:55:09,280] Trial 1522 finished with value: 0.9939527850466007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 10}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:55:16,021] Trial 1523 finished with value: 0.997086433434372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 32, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:55:16,937] Trial 1524 finished with value: 0.9970393471700626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:55:18,528] Trial 1525 finished with value: 0.9974361383930205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:55:20,504] Trial 1526 finished with value: 0.9975070704897773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:55:22,302] Trial 1527 finished with value: 0.9970900861501429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:55:23,519] Trial 1528 finished with value: 0.997387584821773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:55:25,256] Trial 1529 finished with value: 0.9974666176385566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:55:26,654] Trial 1530 finished with value: 0.9974175378210651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:55:29,396] Trial 1531 finished with value: 0.9974833237113393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:55:30,864] Trial 1532 finished with value: 0.9973530868906552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:55:31,636] Trial 1533 finished with value: 0.9945080732530261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:55:33,612] Trial 1534 finished with value: 0.9973627842178554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:55:35,021] Trial 1535 finished with value: 0.997605452766181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:55:36,810] Trial 1536 finished with value: 0.9974447397467999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:55:39,153] Trial 1537 finished with value: 0.9975704369676267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:55:41,027] Trial 1538 finished with value: 0.9975072109300179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:55:42,705] Trial 1539 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.8572449284725676e-06, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:55:44,224] Trial 1540 finished with value: 0.9968981366187538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:55:46,634] Trial 1541 finished with value: 0.9974022860744167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:55:47,494] Trial 1542 finished with value: 0.9970473979346233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:55:49,617] Trial 1543 finished with value: 0.9974702766701711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:55:51,998] Trial 1544 finished with value: 0.9973154332593976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:55:53,448] Trial 1545 finished with value: 0.9918074463377962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 24, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:55:55,304] Trial 1546 finished with value: 0.9970430096293711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:56:04,904] Trial 1547 finished with value: 0.9962346039302953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 46, 'rf_n_estimators': 109}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:56:06,446] Trial 1548 finished with value: 0.9972229105306849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:56:10,316] Trial 1549 finished with value: 0.9971179591421931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:56:12,713] Trial 1550 finished with value: 0.9971415187304529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:56:14,840] Trial 1551 finished with value: 0.9975133230479765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:56:17,530] Trial 1552 finished with value: 0.9973942197900193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:56:19,038] Trial 1553 finished with value: 0.9973055719424296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:56:20,234] Trial 1554 finished with value: 0.9965254323093881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:56:23,692] Trial 1555 finished with value: 0.9973621605044979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:56:25,426] Trial 1556 finished with value: 0.9852168735843412 and parameters: {'classifier': 'SVC', 'svc_c': 0.0006684137117714252, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:56:27,260] Trial 1557 finished with value: 0.9975098404791276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:56:29,427] Trial 1558 finished with value: 0.997457003464674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:56:42,939] Trial 1559 finished with value: 0.9965038943306205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 60, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:56:46,795] Trial 1560 finished with value: 0.9972731760129236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 103}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:56:48,749] Trial 1561 finished with value: 0.9974429495066532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:56:49,937] Trial 1562 finished with value: 0.9972051372072878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:56:51,246] Trial 1563 finished with value: 0.9974189644400059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:56:52,637] Trial 1564 finished with value: 0.9958417884515303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:56:55,329] Trial 1565 finished with value: 0.9972843928559197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 108}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:56:57,653] Trial 1566 finished with value: 0.9972597809973377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:57:05,714] Trial 1567 finished with value: 0.9970348692052218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 38, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:57:07,237] Trial 1568 finished with value: 0.99732998058319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 79}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:57:10,103] Trial 1569 finished with value: 0.9973576594344604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:57:11,999] Trial 1570 finished with value: 0.9972620073480711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:57:14,678] Trial 1571 finished with value: 0.9976812482529267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:57:17,965] Trial 1572 finished with value: 0.9974920902926648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:57:20,746] Trial 1573 finished with value: 0.9970488896797501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 17, 'rf_n_estimators': 111}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:57:22,388] Trial 1574 finished with value: 0.985387952140826 and parameters: {'classifier': 'SVC', 'svc_c': 0.13141829924793663, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:57:23,756] Trial 1575 finished with value: 0.9973640766806614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 89}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:57:24,838] Trial 1576 finished with value: 0.9942258567012221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:57:26,743] Trial 1577 finished with value: 0.9975055850604938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:57:29,818] Trial 1578 finished with value: 0.9975867435236303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:57:34,128] Trial 1579 finished with value: 0.9974299068453164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:57:36,853] Trial 1580 finished with value: 0.9974573542637654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:57:42,030] Trial 1581 finished with value: 0.9971026781966695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 25, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:57:45,328] Trial 1582 finished with value: 0.9972315943712857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:57:52,761] Trial 1583 finished with value: 0.9970293374783772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 34, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:57:55,045] Trial 1584 finished with value: 0.9973975901336273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:57:57,324] Trial 1585 finished with value: 0.9974104623624012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:58:12,583] Trial 1586 finished with value: 0.9963671803743042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 66, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:58:15,402] Trial 1587 finished with value: 0.9974203935979794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:58:18,011] Trial 1588 finished with value: 0.9977259271017406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:58:20,274] Trial 1589 finished with value: 0.9978193852418001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:58:22,728] Trial 1590 finished with value: 0.9976655892771872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:58:28,853] Trial 1591 finished with value: 0.997256659605876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 28, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:58:31,091] Trial 1592 finished with value: 0.9973018204900287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:58:32,332] Trial 1593 finished with value: 0.9865128895124767 and parameters: {'classifier': 'SVC', 'svc_c': 1.1675896144398152, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:58:33,369] Trial 1594 finished with value: 0.9969215872507773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:58:35,782] Trial 1595 finished with value: 0.9974173755768821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:58:38,444] Trial 1596 finished with value: 0.9973419044515507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:58:40,639] Trial 1597 finished with value: 0.9975470716153608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:58:43,194] Trial 1598 finished with value: 0.996908468101083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:58:50,296] Trial 1599 finished with value: 0.9971197113920646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 32, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:58:51,009] Trial 1600 finished with value: 0.9897431717988049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:58:53,693] Trial 1601 finished with value: 0.9974179069011911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:58:56,167] Trial 1602 finished with value: 0.9974796191040897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:58:58,470] Trial 1603 finished with value: 0.9974399225354663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:59:01,077] Trial 1604 finished with value: 0.9973987721167772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:59:11,252] Trial 1605 finished with value: 0.9968399989928978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 45, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:59:15,506] Trial 1606 finished with value: 0.9968351649922109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 22, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:59:18,435] Trial 1607 finished with value: 0.9972750579756228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:59:20,557] Trial 1608 finished with value: 0.9975760614008992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:59:22,414] Trial 1609 finished with value: 0.9968703893722929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:59:24,800] Trial 1610 finished with value: 0.9973019317313944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:59:26,518] Trial 1611 finished with value: 0.9853810693312605 and parameters: {'classifier': 'SVC', 'svc_c': 0.007301066050776268, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:59:27,629] Trial 1612 finished with value: 0.996240751340807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:59:28,602] Trial 1613 finished with value: 0.9969997699042333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 1, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:59:30,668] Trial 1614 finished with value: 0.9973405844402413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:59:37,525] Trial 1615 finished with value: 0.9969816834546409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 29, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:59:39,663] Trial 1616 finished with value: 0.9968998304708755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:59:51,079] Trial 1617 finished with value: 0.9967285048982569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 49, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:59:53,067] Trial 1618 finished with value: 0.9972501327052048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:59:56,726] Trial 1619 finished with value: 0.9976385546737007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 03:59:59,221] Trial 1620 finished with value: 0.9975783451020312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:00:08,191] Trial 1621 finished with value: 0.9967341503737618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 38, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:00:10,095] Trial 1622 finished with value: 0.9969831176589418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:00:11,499] Trial 1623 finished with value: 0.997589821370683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:00:14,367] Trial 1624 finished with value: 0.9974979332096924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:00:16,603] Trial 1625 finished with value: 0.99727189716568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:00:28,988] Trial 1626 finished with value: 0.9965128773644754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 63, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:00:29,793] Trial 1627 finished with value: 0.9970178269010473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 22}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:00:33,291] Trial 1628 finished with value: 0.9971557493734045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:00:35,279] Trial 1629 finished with value: 0.9974630084037192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:00:37,037] Trial 1630 finished with value: 0.9852044163287074 and parameters: {'classifier': 'SVC', 'svc_c': 1.6263548430805176e-07, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:00:39,209] Trial 1631 finished with value: 0.9973506301544518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:00:41,700] Trial 1632 finished with value: 0.997284699729747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:00:45,098] Trial 1633 finished with value: 0.9976635068896021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:00:47,832] Trial 1634 finished with value: 0.997657449551272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:00:49,507] Trial 1635 finished with value: 0.9971462106722658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:00:51,690] Trial 1636 finished with value: 0.9974604380140688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:00:52,667] Trial 1637 finished with value: 0.997119055432993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:00:55,522] Trial 1638 finished with value: 0.9971550321284336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:00:56,465] Trial 1639 finished with value: 0.9904033281769289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:00:58,453] Trial 1640 finished with value: 0.9973578384045206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:01:08,362] Trial 1641 finished with value: 0.9967920665007615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 41, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:01:12,337] Trial 1642 finished with value: 0.9970875639386362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:01:14,786] Trial 1643 finished with value: 0.9976657094369048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:01:16,693] Trial 1644 finished with value: 0.9974139951088817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:01:28,139] Trial 1645 finished with value: 0.9966366983671641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 55, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:01:29,844] Trial 1646 finished with value: 0.9974540286388689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:01:32,403] Trial 1647 finished with value: 0.9975245089782506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:01:34,033] Trial 1648 finished with value: 0.9974386389910124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:01:34,890] Trial 1649 finished with value: 0.9925943807077101 and parameters: {'classifier': 'SVC', 'svc_c': 57.82656632927506, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:01:39,233] Trial 1650 finished with value: 0.9970873337435933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 19, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:01:40,686] Trial 1651 finished with value: 0.9976361596042512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:01:42,707] Trial 1652 finished with value: 0.9975704857487907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:01:44,556] Trial 1653 finished with value: 0.9973131731395308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 95}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:01:45,657] Trial 1654 finished with value: 0.996205060159582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:01:48,004] Trial 1655 finished with value: 0.9974680022365079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:01:49,340] Trial 1656 finished with value: 0.9945010461946713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:01:50,751] Trial 1657 finished with value: 0.9957826433375395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:01:53,503] Trial 1658 finished with value: 0.9974804383229574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:01:57,077] Trial 1659 finished with value: 0.9974122599974803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:01:59,109] Trial 1660 finished with value: 0.9972194419265153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:02:03,745] Trial 1661 finished with value: 0.997433811655286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:02:06,035] Trial 1662 finished with value: 0.9972261994348224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:02:08,132] Trial 1663 finished with value: 0.9973229683464376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:02:10,699] Trial 1664 finished with value: 0.9973037023575143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:02:14,856] Trial 1665 finished with value: 0.9971141155546469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 18, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:02:17,059] Trial 1666 finished with value: 0.9975631902194763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:02:28,802] Trial 1667 finished with value: 0.9966993306202623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 53, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:02:30,752] Trial 1668 finished with value: 0.9968842596947809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 99}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:02:32,479] Trial 1669 finished with value: 0.9852051538224632 and parameters: {'classifier': 'SVC', 'svc_c': 6.333592441465186e-08, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:02:34,385] Trial 1670 finished with value: 0.997394419516671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:02:38,057] Trial 1671 finished with value: 0.9974804846285644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:02:40,554] Trial 1672 finished with value: 0.997677072401227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:02:42,899] Trial 1673 finished with value: 0.9975450612093502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:02:44,753] Trial 1674 finished with value: 0.9969939737688814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:02:47,798] Trial 1675 finished with value: 0.9972440221741415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:02:49,056] Trial 1676 finished with value: 0.9973390184601487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:02:54,663] Trial 1677 finished with value: 0.9965888322389923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 25, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:02:59,155] Trial 1678 finished with value: 0.9963487221786016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 53, 'rf_n_estimators': 44}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:03:01,919] Trial 1679 finished with value: 0.9971976325251631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:03:03,853] Trial 1680 finished with value: 0.9975403569849668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:03:05,774] Trial 1681 finished with value: 0.9972352185546779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 72}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:03:07,216] Trial 1682 finished with value: 0.9972715205319321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:03:08,917] Trial 1683 finished with value: 0.9973523227053191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:03:11,209] Trial 1684 finished with value: 0.997310708278423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:03:19,423] Trial 1685 finished with value: 0.9956219063560386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 74, 'rf_n_estimators': 59}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:03:21,102] Trial 1686 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.0973884378968353e-08, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:03:23,685] Trial 1687 finished with value: 0.9972989526527097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:03:25,579] Trial 1688 finished with value: 0.9976063701503962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:03:28,415] Trial 1689 finished with value: 0.9971674991593429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:03:29,245] Trial 1690 finished with value: 0.9967341169537454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:03:44,825] Trial 1691 finished with value: 0.996375823431694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 74, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:03:47,156] Trial 1692 finished with value: 0.9976832936975873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:03:49,470] Trial 1693 finished with value: 0.9974130451298353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:03:50,374] Trial 1694 finished with value: 0.9972185633577609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:03:52,437] Trial 1695 finished with value: 0.9975855628099967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:03:54,814] Trial 1696 finished with value: 0.9971770611878434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:03:58,045] Trial 1697 finished with value: 0.9974175442321226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:04:01,353] Trial 1698 finished with value: 0.9972387185793757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:04:03,732] Trial 1699 finished with value: 0.9972699602646627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:04:06,391] Trial 1700 finished with value: 0.9972268852910028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:04:07,902] Trial 1701 finished with value: 0.9968132575842005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:04:09,189] Trial 1702 finished with value: 0.9955806853839811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:04:11,331] Trial 1703 finished with value: 0.9974851287730888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:04:11,915] Trial 1704 finished with value: 0.9866723833836177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:04:12,799] Trial 1705 finished with value: 0.9912788713568063 and parameters: {'classifier': 'SVC', 'svc_c': 8497.058661483732, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:04:14,601] Trial 1706 finished with value: 0.9974497755053647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:04:17,473] Trial 1707 finished with value: 0.9973185532543916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:04:23,035] Trial 1708 finished with value: 0.9971591774482662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 25, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:04:26,403] Trial 1709 finished with value: 0.9972993144331169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:04:27,940] Trial 1710 finished with value: 0.9963654322503608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:04:31,365] Trial 1711 finished with value: 0.9971308823420464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:04:31,976] Trial 1712 finished with value: 0.9971364482823554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 34}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:04:40,882] Trial 1713 finished with value: 0.9968605197399931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 39, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:04:43,387] Trial 1714 finished with value: 0.9970798924738079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:04:46,602] Trial 1715 finished with value: 0.9967847028936355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 20, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:04:48,942] Trial 1716 finished with value: 0.9972491561615296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:04:56,409] Trial 1717 finished with value: 0.9970611624746657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 36, 'rf_n_estimators': 110}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:04:59,984] Trial 1718 finished with value: 0.9973119507857625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 18, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:05:02,301] Trial 1719 finished with value: 0.997619963845283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:05:05,175] Trial 1720 finished with value: 0.9974045039511287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:05:07,048] Trial 1721 finished with value: 0.9974549429762453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:05:07,884] Trial 1722 finished with value: 0.9966066491067985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 26}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:05:21,623] Trial 1723 finished with value: 0.996523603729849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 64, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:05:23,872] Trial 1724 finished with value: 0.9973565376581207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:05:25,617] Trial 1725 finished with value: 0.9850765916524669 and parameters: {'classifier': 'SVC', 'svc_c': 4.684434619734071e-10, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:05:27,829] Trial 1726 finished with value: 0.9971824880843797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:05:29,486] Trial 1727 finished with value: 0.9974083596942934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:05:32,833] Trial 1728 finished with value: 0.9973616680908632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:05:35,501] Trial 1729 finished with value: 0.9975214894337339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:05:38,531] Trial 1730 finished with value: 0.9973760419035155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:05:40,518] Trial 1731 finished with value: 0.9975680086368505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:05:42,681] Trial 1732 finished with value: 0.9971208767445511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:05:46,312] Trial 1733 finished with value: 0.9970437379191338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 27, 'rf_n_estimators': 75}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:05:53,851] Trial 1734 finished with value: 0.9963056366362185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 48, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:05:56,813] Trial 1735 finished with value: 0.9975580965709684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:05:58,240] Trial 1736 finished with value: 0.9974473807532943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:06:00,719] Trial 1737 finished with value: 0.9976643891082162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:06:01,544] Trial 1738 finished with value: 0.9970717877230665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 1, 'rf_n_estimators': 111}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:06:02,726] Trial 1739 finished with value: 0.9972609352415566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:06:04,534] Trial 1740 finished with value: 0.9972358710860555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:06:07,241] Trial 1741 finished with value: 0.9974819296554914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:06:09,554] Trial 1742 finished with value: 0.997308635824803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 86}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:06:10,575] Trial 1743 finished with value: 0.9888300050752061 and parameters: {'classifier': 'SVC', 'svc_c': 24352.888101641263, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:06:12,611] Trial 1744 finished with value: 0.9975965741500419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:06:15,618] Trial 1745 finished with value: 0.9971431983957298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:06:16,619] Trial 1746 finished with value: 0.996744458528729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 3, 'rf_n_estimators': 107}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:06:17,122] Trial 1747 finished with value: 0.994671266240759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 14}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:06:25,195] Trial 1748 finished with value: 0.9966598639293025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 35, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:06:27,709] Trial 1749 finished with value: 0.9971055620298941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:06:32,705] Trial 1750 finished with value: 0.9971404522098103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 21, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:06:40,117] Trial 1751 finished with value: 0.997206994477895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 34, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:06:41,317] Trial 1752 finished with value: 0.9968254615395947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 52}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:06:45,159] Trial 1753 finished with value: 0.997411673227047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:06:45,481] Trial 1754 finished with value: 0.9802821890198041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 13, 'rf_n_estimators': 2}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:06:47,478] Trial 1755 finished with value: 0.9973968641607317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:06:50,263] Trial 1756 finished with value: 0.9976233304438177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:06:52,159] Trial 1757 finished with value: 0.9967188076345325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:06:54,103] Trial 1758 finished with value: 0.9974597881486754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:06:59,202] Trial 1759 finished with value: 0.9967170794737328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 24, 'rf_n_estimators': 111}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:07:00,616] Trial 1760 finished with value: 0.9959974600947369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:07:02,970] Trial 1761 finished with value: 0.9950445509729763 and parameters: {'classifier': 'SVC', 'svc_c': 340969.0307689446, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:07:03,928] Trial 1762 finished with value: 0.9907685899787305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:07:05,983] Trial 1763 finished with value: 0.9975125156356103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:07:09,143] Trial 1764 finished with value: 0.9973764237422803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:07:12,311] Trial 1765 finished with value: 0.9973345073926704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:07:27,266] Trial 1766 finished with value: 0.996078261950745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 62, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:07:29,570] Trial 1767 finished with value: 0.9971798781492968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:07:31,131] Trial 1768 finished with value: 0.997396663101088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:07:33,592] Trial 1769 finished with value: 0.9975535957548342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:07:35,185] Trial 1770 finished with value: 0.9975205780479829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:07:37,058] Trial 1771 finished with value: 0.9975210353912297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:07:39,074] Trial 1772 finished with value: 0.997573176805965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:07:41,330] Trial 1773 finished with value: 0.9974223559210603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:07:44,864] Trial 1774 finished with value: 0.997233166000726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:07:47,477] Trial 1775 finished with value: 0.9973186659874389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:07:51,969] Trial 1776 finished with value: 0.9975194665547255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:07:53,019] Trial 1777 finished with value: 0.9946600367025997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:07:56,665] Trial 1778 finished with value: 0.9972719445503758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 109}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:07:59,611] Trial 1779 finished with value: 0.9971359877018422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:08:01,328] Trial 1780 finished with value: 0.9852080208663345 and parameters: {'classifier': 'SVC', 'svc_c': 0.00027516884025468143, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:08:07,988] Trial 1781 finished with value: 0.9964901417240313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 29, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:08:09,803] Trial 1782 finished with value: 0.9974377446167798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:08:13,062] Trial 1783 finished with value: 0.9973116364217892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:08:18,010] Trial 1784 finished with value: 0.9974288354370359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:08:20,211] Trial 1785 finished with value: 0.997500445106379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 103}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:08:23,091] Trial 1786 finished with value: 0.9975023249743765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:08:25,534] Trial 1787 finished with value: 0.9975336507968562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:08:26,249] Trial 1788 finished with value: 0.9944491552872394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:08:42,534] Trial 1789 finished with value: 0.9957696254952461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 73, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:08:43,509] Trial 1790 finished with value: 0.9971243149120674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:08:45,073] Trial 1791 finished with value: 0.997412733114467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:08:47,224] Trial 1792 finished with value: 0.99717098706016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:08:48,995] Trial 1793 finished with value: 0.9972256509085676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:08:50,713] Trial 1794 finished with value: 0.9970601098869644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:09:02,700] Trial 1795 finished with value: 0.9966240770900244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 51, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:09:04,130] Trial 1796 finished with value: 0.9956857192910326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:09:06,013] Trial 1797 finished with value: 0.9974893875876786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:09:09,125] Trial 1798 finished with value: 0.9972452769005754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:09:23,995] Trial 1799 finished with value: 0.9928450716469067 and parameters: {'classifier': 'SVC', 'svc_c': 3260187.372101936, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:09:25,728] Trial 1800 finished with value: 0.9971226290896363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:09:27,563] Trial 1801 finished with value: 0.9968438233790101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 68}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:09:29,944] Trial 1802 finished with value: 0.997290270049887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:09:31,180] Trial 1803 finished with value: 0.9972651788219508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:09:33,014] Trial 1804 finished with value: 0.9976336277126828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:09:35,399] Trial 1805 finished with value: 0.9974910838201433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:09:37,681] Trial 1806 finished with value: 0.9971835781862876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:09:43,443] Trial 1807 finished with value: 0.9973004993678923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 26, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:09:45,531] Trial 1808 finished with value: 0.9974187476066222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:09:48,818] Trial 1809 finished with value: 0.9973287191917954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 106}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:09:51,655] Trial 1810 finished with value: 0.9974135360835262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:09:54,158] Trial 1811 finished with value: 0.9974361415033356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:09:56,325] Trial 1812 finished with value: 0.9974208968659782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:09:59,302] Trial 1813 finished with value: 0.9973955695397482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:10:02,601] Trial 1814 finished with value: 0.9975694948595816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:10:09,283] Trial 1815 finished with value: 0.997440356900468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 29, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:10:09,976] Trial 1816 finished with value: 0.9969141515033876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 40}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:10:10,854] Trial 1817 finished with value: 0.9969886309778001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 110}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:10:11,581] Trial 1818 finished with value: 0.9931068501606024 and parameters: {'classifier': 'SVC', 'svc_c': 1916.1216176670064, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:10:15,930] Trial 1819 finished with value: 0.997414913921303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:10:18,296] Trial 1820 finished with value: 0.9972172506779078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:10:20,809] Trial 1821 finished with value: 0.9975147513807642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:10:21,771] Trial 1822 finished with value: 0.9940124647539048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:10:25,000] Trial 1823 finished with value: 0.9971447242591073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:10:27,274] Trial 1824 finished with value: 0.9972420722288445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:10:28,105] Trial 1825 finished with value: 0.9904175872570455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:10:29,868] Trial 1826 finished with value: 0.9975633839476634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:10:44,147] Trial 1827 finished with value: 0.9966631247453918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 59, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:10:53,104] Trial 1828 finished with value: 0.9966575962240759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 44, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:10:55,953] Trial 1829 finished with value: 0.9973368862123112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:10:58,536] Trial 1830 finished with value: 0.9973300513587237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:11:02,146] Trial 1831 finished with value: 0.9972218495641761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:11:04,236] Trial 1832 finished with value: 0.9973962648220871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:11:06,618] Trial 1833 finished with value: 0.9966186676493374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 17, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:11:07,692] Trial 1834 finished with value: 0.9955031888723468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:11:15,883] Trial 1835 finished with value: 0.9969919425110655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 40, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:11:18,459] Trial 1836 finished with value: 0.9976488670180718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:11:20,150] Trial 1837 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 9.509713934396615e-07, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:11:22,687] Trial 1838 finished with value: 0.9974763494013864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:11:24,287] Trial 1839 finished with value: 0.9972542722487382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:11:26,867] Trial 1840 finished with value: 0.9973821863941398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:11:41,152] Trial 1841 finished with value: 0.996311724093823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 68, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:11:43,926] Trial 1842 finished with value: 0.9972061128940393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:11:45,129] Trial 1843 finished with value: 0.9962022826800855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:11:48,187] Trial 1844 finished with value: 0.9972206198472134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:11:54,273] Trial 1845 finished with value: 0.9969989781386556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 26, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:11:55,593] Trial 1846 finished with value: 0.9970969109745514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:11:57,769] Trial 1847 finished with value: 0.9971082223012983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:11:59,151] Trial 1848 finished with value: 0.9972849408426301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:12:01,636] Trial 1849 finished with value: 0.9976303064358798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:12:04,359] Trial 1850 finished with value: 0.9974063195816013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:12:08,396] Trial 1851 finished with value: 0.9973045968904364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 18, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:12:12,114] Trial 1852 finished with value: 0.9972448182878125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:12:12,964] Trial 1853 finished with value: 0.9970417683598098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:12:14,639] Trial 1854 finished with value: 0.9974191709903076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:12:15,608] Trial 1855 finished with value: 0.9888555809409897 and parameters: {'classifier': 'SVC', 'svc_c': 5.230097844443615, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:12:18,466] Trial 1856 finished with value: 0.9975728368929762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:12:23,384] Trial 1857 finished with value: 0.9973696589342547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:12:25,644] Trial 1858 finished with value: 0.9974206545153167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:12:26,481] Trial 1859 finished with value: 0.9935889587820917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:12:29,090] Trial 1860 finished with value: 0.9976412126917134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:12:31,519] Trial 1861 finished with value: 0.9966619143568147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:12:33,668] Trial 1862 finished with value: 0.9974623193102722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:12:36,406] Trial 1863 finished with value: 0.9974344830072427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:12:38,857] Trial 1864 finished with value: 0.9975509630636715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:12:39,984] Trial 1865 finished with value: 0.9969958716957482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:12:44,641] Trial 1866 finished with value: 0.9970552513846132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 22, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:12:46,579] Trial 1867 finished with value: 0.9966615183946811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:12:48,470] Trial 1868 finished with value: 0.9973644474111585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:12:51,635] Trial 1869 finished with value: 0.9973210177663824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:12:53,875] Trial 1870 finished with value: 0.9973094926530911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:12:56,322] Trial 1871 finished with value: 0.9974505536236421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:12:59,117] Trial 1872 finished with value: 0.9972396650037765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:13:01,238] Trial 1873 finished with value: 0.9974442865294814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:13:03,035] Trial 1874 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.1425929043113825e-08, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:13:05,739] Trial 1875 finished with value: 0.9971845342590123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:13:07,479] Trial 1876 finished with value: 0.9974293661265866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:13:09,217] Trial 1877 finished with value: 0.9976034286811318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:13:16,823] Trial 1878 finished with value: 0.9969572332689598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 33, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:13:18,865] Trial 1879 finished with value: 0.997672391789847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:13:22,025] Trial 1880 finished with value: 0.9973357297464388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:13:24,611] Trial 1881 finished with value: 0.9972873751083952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:13:25,515] Trial 1882 finished with value: 0.9969938133337592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:13:29,261] Trial 1883 finished with value: 0.9973446900876896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:13:30,576] Trial 1884 finished with value: 0.9974022035875949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:13:47,748] Trial 1885 finished with value: 0.9964723317433511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 74, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:13:48,244] Trial 1886 finished with value: 0.9955475178107309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 20}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:13:49,715] Trial 1887 finished with value: 0.997435440635125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:13:51,139] Trial 1888 finished with value: 0.9974572679049191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 82}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:13:53,090] Trial 1889 finished with value: 0.9972708826952056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:13:55,260] Trial 1890 finished with value: 0.9970179840036894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:13:58,628] Trial 1891 finished with value: 0.9976039353450868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:14:01,573] Trial 1892 finished with value: 0.9974380365103149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:14:03,362] Trial 1893 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 4.32564690507053e-06, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:14:05,366] Trial 1894 finished with value: 0.9973916209632039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:14:07,982] Trial 1895 finished with value: 0.9973971998525792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:14:15,574] Trial 1896 finished with value: 0.9971327777616187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 34, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:14:16,371] Trial 1897 finished with value: 0.9893055874307825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:14:22,491] Trial 1898 finished with value: 0.9970981832203104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 29, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:14:24,893] Trial 1899 finished with value: 0.9974592802152044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:14:27,211] Trial 1900 finished with value: 0.997485614013956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 97}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:14:30,824] Trial 1901 finished with value: 0.9969661554929838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:14:34,646] Trial 1902 finished with value: 0.9975515636718327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 111}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:14:37,198] Trial 1903 finished with value: 0.9957098266120994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 22, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:14:39,896] Trial 1904 finished with value: 0.9972727620871343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:14:41,889] Trial 1905 finished with value: 0.9973764812513687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:14:44,230] Trial 1906 finished with value: 0.9971731066128346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:14:47,297] Trial 1907 finished with value: 0.9973655644268119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:14:49,564] Trial 1908 finished with value: 0.9976428137421935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:14:52,223] Trial 1909 finished with value: 0.9971486854673387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:14:53,540] Trial 1910 finished with value: 0.9971801524282932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 92}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:18:23,318] Trial 1911 finished with value: 0.9896096392820711 and parameters: {'classifier': 'SVC', 'svc_c': 9602579914.569649, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:18:25,100] Trial 1912 finished with value: 0.9973929388480739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:18:28,179] Trial 1913 finished with value: 0.9972673603587587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:18:30,664] Trial 1914 finished with value: 0.9972057073153198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:18:33,297] Trial 1915 finished with value: 0.9974732829165044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:18:35,696] Trial 1916 finished with value: 0.9975086068266643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:18:37,934] Trial 1917 finished with value: 0.9975188683586454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:18:40,331] Trial 1918 finished with value: 0.997119905088514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:18:42,416] Trial 1919 finished with value: 0.9974170449948381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:18:45,253] Trial 1920 finished with value: 0.9975287048565699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:18:48,269] Trial 1921 finished with value: 0.9974476074254294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:18:49,972] Trial 1922 finished with value: 0.9973281483220539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:18:54,200] Trial 1923 finished with value: 0.9971079608761544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:19:06,174] Trial 1924 finished with value: 0.9965815410577711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 58, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:19:07,380] Trial 1925 finished with value: 0.9944200627660944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:19:10,850] Trial 1926 finished with value: 0.99753471077949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:19:13,326] Trial 1927 finished with value: 0.997343098368154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:19:14,106] Trial 1928 finished with value: 0.9968507834069046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 105}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:19:15,204] Trial 1929 finished with value: 0.9972644374561703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:19:17,047] Trial 1930 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 3.385042458083977e-09, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:19:18,692] Trial 1931 finished with value: 0.9961480018764832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 27, 'rf_n_estimators': 28}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:19:20,247] Trial 1932 finished with value: 0.9976269744634019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:19:21,673] Trial 1933 finished with value: 0.9975856924593486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:19:24,020] Trial 1934 finished with value: 0.9956133327094525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 24, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:19:26,668] Trial 1935 finished with value: 0.9974259214845373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 100}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:19:37,906] Trial 1936 finished with value: 0.9965913688277711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 52, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:19:40,234] Trial 1937 finished with value: 0.9972964072090548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:19:42,987] Trial 1938 finished with value: 0.99731013242583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:19:45,067] Trial 1939 finished with value: 0.9975613225705731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:19:46,894] Trial 1940 finished with value: 0.9971441856668176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 57}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:19:49,620] Trial 1941 finished with value: 0.9974209700218549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:19:50,897] Trial 1942 finished with value: 0.9971929886980179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:19:51,956] Trial 1943 finished with value: 0.9970952313092744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 63}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:19:54,853] Trial 1944 finished with value: 0.9973754501502308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:20:03,288] Trial 1945 finished with value: 0.9968937760841706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 38, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:20:10,181] Trial 1946 finished with value: 0.9973614212334191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 29, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:20:12,176] Trial 1947 finished with value: 0.9974904425557227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:20:14,600] Trial 1948 finished with value: 0.997323631636966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:20:16,262] Trial 1949 finished with value: 0.9853851673933486 and parameters: {'classifier': 'SVC', 'svc_c': 0.10576989916055142, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:20:19,931] Trial 1950 finished with value: 0.9970155713197014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 20, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:20:21,882] Trial 1951 finished with value: 0.9969996566951173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:20:23,183] Trial 1952 finished with value: 0.996797940584414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:20:28,718] Trial 1953 finished with value: 0.9973382388819275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 26, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:20:31,627] Trial 1954 finished with value: 0.9972774593291781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:20:33,709] Trial 1955 finished with value: 0.9969430343639157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:20:37,021] Trial 1956 finished with value: 0.9974497289458544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:20:37,804] Trial 1957 finished with value: 0.996304273048762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 46}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:20:48,165] Trial 1958 finished with value: 0.9963335902425537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 51, 'rf_n_estimators': 110}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:20:49,131] Trial 1959 finished with value: 0.996883845324661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:20:51,468] Trial 1960 finished with value: 0.9972702170560722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:20:52,297] Trial 1961 finished with value: 0.9946595421625256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 5, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:20:54,673] Trial 1962 finished with value: 0.9969572708466422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:20:55,771] Trial 1963 finished with value: 0.9972688741299933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:20:59,234] Trial 1964 finished with value: 0.9973288759453206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:21:01,330] Trial 1965 finished with value: 0.9974908292821253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:21:03,506] Trial 1966 finished with value: 0.9974504242599312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:21:04,392] Trial 1967 finished with value: 0.9896055813049599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:21:05,953] Trial 1968 finished with value: 0.9867345184941333 and parameters: {'classifier': 'SVC', 'svc_c': 76983310.41529416, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:21:08,693] Trial 1969 finished with value: 0.9974036777816592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:21:11,493] Trial 1970 finished with value: 0.997152079074833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:21:14,289] Trial 1971 finished with value: 0.9970376226273845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 13, 'rf_n_estimators': 108}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:21:15,870] Trial 1972 finished with value: 0.9973760020089659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:21:17,237] Trial 1973 finished with value: 0.9961329183090063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:21:18,738] Trial 1974 finished with value: 0.9974727042392376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:21:19,896] Trial 1975 finished with value: 0.9972349747123349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 3, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:21:21,831] Trial 1976 finished with value: 0.9974247560050991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:21:24,273] Trial 1977 finished with value: 0.9971541766013998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:21:27,678] Trial 1978 finished with value: 0.996861451342791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:21:30,851] Trial 1979 finished with value: 0.9971790767671331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:21:34,693] Trial 1980 finished with value: 0.997389052573042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:21:36,634] Trial 1981 finished with value: 0.9972469454575847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:21:39,406] Trial 1982 finished with value: 0.997195237392238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:21:48,982] Trial 1983 finished with value: 0.9969231220007687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 46, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:21:56,432] Trial 1984 finished with value: 0.9970328153817535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 33, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:22:03,574] Trial 1985 finished with value: 0.9965006967364429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 41, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:22:05,287] Trial 1986 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 1.9944999992690407e-05, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:22:07,820] Trial 1987 finished with value: 0.9975502528010404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:22:10,212] Trial 1988 finished with value: 0.9974282583466643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:22:12,237] Trial 1989 finished with value: 0.9971113608629679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:22:15,528] Trial 1990 finished with value: 0.9971872501987061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:22:17,674] Trial 1991 finished with value: 0.9974392418208269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:22:22,902] Trial 1992 finished with value: 0.9975186725040185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:22:25,275] Trial 1993 finished with value: 0.9974527185297865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:22:27,007] Trial 1994 finished with value: 0.9975825954425996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:22:29,840] Trial 1995 finished with value: 0.9974053293906261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:22:32,299] Trial 1996 finished with value: 0.9974201430271998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 88}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:22:34,249] Trial 1997 finished with value: 0.9973463245899241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:22:35,215] Trial 1998 finished with value: 0.9969594684110934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:22:41,653] Trial 1999 finished with value: 0.9969918217800656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 35, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:22:43,357] Trial 2000 finished with value: 0.9964840080560337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:22:55,707] Trial 2001 finished with value: 0.9965804867244851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 55, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:22:59,241] Trial 2002 finished with value: 0.9973117668645889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:23:01,119] Trial 2003 finished with value: 0.9974084355796302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:23:02,744] Trial 2004 finished with value: 0.9970878365989991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:23:03,907] Trial 2005 finished with value: 0.9868963404994772 and parameters: {'classifier': 'SVC', 'svc_c': 1.6275756830340211, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:23:09,165] Trial 2006 finished with value: 0.9948469088035518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 50, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:23:11,887] Trial 2007 finished with value: 0.9974562908851755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:23:19,383] Trial 2008 finished with value: 0.9965615708998947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 46, 'rf_n_estimators': 84}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:23:21,066] Trial 2009 finished with value: 0.997351990726807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:23:24,161] Trial 2010 finished with value: 0.9971350786012207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:23:24,732] Trial 2011 finished with value: 0.9969712139441521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 66}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:23:27,518] Trial 2012 finished with value: 0.9973730362602024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:23:31,105] Trial 2013 finished with value: 0.9974118094461458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:23:33,316] Trial 2014 finished with value: 0.9972718816458433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:23:35,428] Trial 2015 finished with value: 0.9973704367668909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:23:38,179] Trial 2016 finished with value: 0.9971500368991769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:23:39,857] Trial 2017 finished with value: 0.9974237990119752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:23:42,574] Trial 2018 finished with value: 0.9975948219953841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 79}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:23:45,150] Trial 2019 finished with value: 0.9976561409656091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:23:46,672] Trial 2020 finished with value: 0.9973385257291353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:23:49,458] Trial 2021 finished with value: 0.996915340214974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:23:53,659] Trial 2022 finished with value: 0.9971700202600228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 21, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:23:55,373] Trial 2023 finished with value: 0.9965101670106531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:23:58,914] Trial 2024 finished with value: 0.9936023963264736 and parameters: {'classifier': 'SVC', 'svc_c': 901678.7840592408, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:24:11,740] Trial 2025 finished with value: 0.996691162806299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 57, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:24:13,937] Trial 2026 finished with value: 0.9973830080568263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:24:15,091] Trial 2027 finished with value: 0.9937573666571389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:24:16,432] Trial 2028 finished with value: 0.9974664076288229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:24:18,294] Trial 2029 finished with value: 0.9972503504589879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:24:19,905] Trial 2030 finished with value: 0.9973212707809808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:24:23,756] Trial 2031 finished with value: 0.9974063965777648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:24:25,868] Trial 2032 finished with value: 0.9973551787361367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:24:26,645] Trial 2033 finished with value: 0.996856848933615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 32}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:24:33,417] Trial 2034 finished with value: 0.9966601063751778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 37, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:24:36,286] Trial 2035 finished with value: 0.9972011156652942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:24:51,837] Trial 2036 finished with value: 0.9964105928488722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 63, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:24:54,757] Trial 2037 finished with value: 0.9973436721260454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:24:57,084] Trial 2038 finished with value: 0.9975480533323147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:24:59,790] Trial 2039 finished with value: 0.9975133234605691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:25:01,432] Trial 2040 finished with value: 0.9975476328050408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:25:04,891] Trial 2041 finished with value: 0.9971099989258826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:25:06,922] Trial 2042 finished with value: 0.9973167600308815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:25:08,430] Trial 2043 finished with value: 0.9866221333577402 and parameters: {'classifier': 'SVC', 'svc_c': 7139584.426967283, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:25:09,055] Trial 2044 finished with value: 0.9877451108501286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 4, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:25:11,415] Trial 2045 finished with value: 0.9974358542752729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:25:13,742] Trial 2046 finished with value: 0.9974507892141292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:25:16,161] Trial 2047 finished with value: 0.9970317168693003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:25:18,842] Trial 2048 finished with value: 0.9971793957331032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:25:21,272] Trial 2049 finished with value: 0.9974545510765638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:25:22,584] Trial 2050 finished with value: 0.9974651301145713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:25:27,870] Trial 2051 finished with value: 0.9970763346543804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 23, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:25:32,237] Trial 2052 finished with value: 0.9973034392502614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 20, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:25:35,310] Trial 2053 finished with value: 0.9976846788985588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:25:47,911] Trial 2054 finished with value: 0.9966097987767357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 55, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:25:49,494] Trial 2055 finished with value: 0.9975304023902888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:25:50,842] Trial 2056 finished with value: 0.9969206891632094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:25:53,713] Trial 2057 finished with value: 0.997346923896831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:25:55,953] Trial 2058 finished with value: 0.9975850556064972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:25:59,585] Trial 2059 finished with value: 0.9967386431284675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 16, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:26:07,218] Trial 2060 finished with value: 0.9966508373827767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 32, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:26:09,103] Trial 2061 finished with value: 0.9954840281898004 and parameters: {'classifier': 'SVC', 'svc_c': 154918.44761116238, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:26:11,502] Trial 2062 finished with value: 0.9975450466099126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:26:14,689] Trial 2063 finished with value: 0.9972320082018613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:26:16,657] Trial 2064 finished with value: 0.9975703208703613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:26:19,175] Trial 2065 finished with value: 0.9974368878202297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:26:22,039] Trial 2066 finished with value: 0.9973121710785783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:26:28,314] Trial 2067 finished with value: 0.996907235369019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 30, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:26:30,608] Trial 2068 finished with value: 0.9971432917051778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:26:33,538] Trial 2069 finished with value: 0.9974345598447169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:26:38,819] Trial 2070 finished with value: 0.9971231236297103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 27, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:26:39,864] Trial 2071 finished with value: 0.9974154669226029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 54}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:26:43,810] Trial 2072 finished with value: 0.9972202815211197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:26:45,240] Trial 2073 finished with value: 0.9970087716951913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:26:47,673] Trial 2074 finished with value: 0.9974826170668294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:26:50,211] Trial 2075 finished with value: 0.9974665161724664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:26:52,373] Trial 2076 finished with value: 0.997641446092285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:26:53,338] Trial 2077 finished with value: 0.9971194884332646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 50}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:26:56,333] Trial 2078 finished with value: 0.9974487254566959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:26:58,351] Trial 2079 finished with value: 0.9976059666029027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:27:00,108] Trial 2080 finished with value: 0.9852066288734506 and parameters: {'classifier': 'SVC', 'svc_c': 4.5888450358066964e-08, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:27:04,521] Trial 2081 finished with value: 0.9973417781346791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 19, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:27:04,987] Trial 2082 finished with value: 0.9958069091577163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 2, 'rf_n_estimators': 37}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:27:06,588] Trial 2083 finished with value: 0.9974617686575774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:27:18,418] Trial 2084 finished with value: 0.9965078225314282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 49, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:27:21,101] Trial 2085 finished with value: 0.9976286508596743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:27:24,827] Trial 2086 finished with value: 0.997008985449998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:27:27,512] Trial 2087 finished with value: 0.997356196285188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:27:27,974] Trial 2088 finished with value: 0.994937300268302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 9}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:27:30,319] Trial 2089 finished with value: 0.9974484039834312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:27:31,896] Trial 2090 finished with value: 0.9968195370561451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:27:34,626] Trial 2091 finished with value: 0.9972226167011375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:27:35,463] Trial 2092 finished with value: 0.9938920620508022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:27:38,390] Trial 2093 finished with value: 0.9972792968270688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:27:40,694] Trial 2094 finished with value: 0.9973376385594078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:27:46,800] Trial 2095 finished with value: 0.9962806622037816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 43, 'rf_n_estimators': 73}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:27:47,542] Trial 2096 finished with value: 0.9888371658453655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:27:49,727] Trial 2097 finished with value: 0.9976527048927948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:27:51,768] Trial 2098 finished with value: 0.9972498274500107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:27:53,473] Trial 2099 finished with value: 0.9853532113829782 and parameters: {'classifier': 'SVC', 'svc_c': 0.0036392339213062105, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:27:54,806] Trial 2100 finished with value: 0.9972437393576481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:27:55,665] Trial 2101 finished with value: 0.9940154444356099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:27:58,392] Trial 2102 finished with value: 0.996925186742077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:28:01,958] Trial 2103 finished with value: 0.9972914628239257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:28:03,972] Trial 2104 finished with value: 0.997419655596417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:28:07,203] Trial 2105 finished with value: 0.9967467041761102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:28:08,748] Trial 2106 finished with value: 0.9975240538249196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:28:11,208] Trial 2107 finished with value: 0.9971075420627274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:28:12,185] Trial 2108 finished with value: 0.9966034348184815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 3, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:28:16,992] Trial 2109 finished with value: 0.9947159485172669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 43, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:28:19,444] Trial 2110 finished with value: 0.9974048970885883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:28:22,601] Trial 2111 finished with value: 0.9970178209977966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:28:25,313] Trial 2112 finished with value: 0.9968166856590622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:28:28,038] Trial 2113 finished with value: 0.9973556488062841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:28:29,845] Trial 2114 finished with value: 0.9973839027484379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:28:44,729] Trial 2115 finished with value: 0.9963842410864648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 67, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:28:47,243] Trial 2116 finished with value: 0.9972284189936436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:28:49,920] Trial 2117 finished with value: 0.9975134441280934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:28:52,213] Trial 2118 finished with value: 0.9974320169083565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:28:54,476] Trial 2119 finished with value: 0.9976326197167417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:28:56,332] Trial 2120 finished with value: 0.9852053993786534 and parameters: {'classifier': 'SVC', 'svc_c': 9.502097778111943e-05, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:28:59,216] Trial 2121 finished with value: 0.9973322258814541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:29:12,485] Trial 2122 finished with value: 0.9967513282940148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 57, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:29:14,819] Trial 2123 finished with value: 0.997573749960836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:29:27,939] Trial 2124 finished with value: 0.9958762285244426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 72, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:29:41,727] Trial 2125 finished with value: 0.9967258267901485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 60, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:29:43,723] Trial 2126 finished with value: 0.9974860832271801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:29:44,803] Trial 2127 finished with value: 0.9967736744468582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:29:46,646] Trial 2128 finished with value: 0.9973664197951561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:29:47,363] Trial 2129 finished with value: 0.9944376817797854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 2, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:29:51,198] Trial 2130 finished with value: 0.9970325070479825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:29:55,639] Trial 2131 finished with value: 0.9974538871830152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:29:58,191] Trial 2132 finished with value: 0.997290542488085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:30:01,427] Trial 2133 finished with value: 0.9970354078609874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:30:03,456] Trial 2134 finished with value: 0.9973322405443673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:30:05,505] Trial 2135 finished with value: 0.9970169582979956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:31:57,324] Trial 2136 finished with value: 0.989726317922587 and parameters: {'classifier': 'SVC', 'svc_c': 532073977.2641312, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:31:58,251] Trial 2137 finished with value: 0.9969309794497349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:32:05,409] Trial 2138 finished with value: 0.9971120321514487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 30, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:32:06,788] Trial 2139 finished with value: 0.9974235139420902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:32:07,787] Trial 2140 finished with value: 0.9963234844167466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 6, 'rf_n_estimators': 60}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:32:09,324] Trial 2141 finished with value: 0.9958568524049803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:32:14,942] Trial 2142 finished with value: 0.9970274150815839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 25, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:32:17,564] Trial 2143 finished with value: 0.9972681190851747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:32:27,975] Trial 2144 finished with value: 0.9969427361862749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 47, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:32:28,824] Trial 2145 finished with value: 0.9935479184622039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:32:31,613] Trial 2146 finished with value: 0.9975012819397854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:32:35,690] Trial 2147 finished with value: 0.9972853379155904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 18, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:32:37,046] Trial 2148 finished with value: 0.9973643614014293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:32:39,355] Trial 2149 finished with value: 0.9973180568735187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:32:41,828] Trial 2150 finished with value: 0.9975317246867276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:32:56,962] Trial 2151 finished with value: 0.996258334300235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 74, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:33:02,822] Trial 2152 finished with value: 0.997189516443989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 27, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:33:05,587] Trial 2153 finished with value: 0.9973085373420764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:33:07,931] Trial 2154 finished with value: 0.9974661885103098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:33:09,691] Trial 2155 finished with value: 0.9852050717164965 and parameters: {'classifier': 'SVC', 'svc_c': 3.394872303054294e-07, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:33:15,681] Trial 2156 finished with value: 0.9969935332467258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 27, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:33:17,740] Trial 2157 finished with value: 0.9968052174835768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:33:20,098] Trial 2158 finished with value: 0.9974591424726859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:33:23,007] Trial 2159 finished with value: 0.9973828485103654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:33:26,503] Trial 2160 finished with value: 0.997209642181088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:33:28,613] Trial 2161 finished with value: 0.9973307858056405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:33:31,558] Trial 2162 finished with value: 0.9974623033143667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:33:33,404] Trial 2163 finished with value: 0.9974667400834035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:33:37,011] Trial 2164 finished with value: 0.9959152311754574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 31, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:33:39,390] Trial 2165 finished with value: 0.9972565458572156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:33:49,214] Trial 2166 finished with value: 0.9968828363131067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 40, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:33:54,784] Trial 2167 finished with value: 0.9972731054912932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 24, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:33:57,357] Trial 2168 finished with value: 0.9975194164088316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:34:00,416] Trial 2169 finished with value: 0.9973328215385013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:34:02,401] Trial 2170 finished with value: 0.9974041439480441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:34:08,078] Trial 2171 finished with value: 0.9968127132156116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 31, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:34:10,877] Trial 2172 finished with value: 0.9974943422876273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:34:17,808] Trial 2173 finished with value: 0.9968317510089802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 35, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:34:19,609] Trial 2174 finished with value: 0.9853858226541865 and parameters: {'classifier': 'SVC', 'svc_c': 0.021814537451837774, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:34:28,913] Trial 2175 finished with value: 0.9969724780015309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 43, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:34:33,755] Trial 2176 finished with value: 0.9970390043054483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 21, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:34:35,290] Trial 2177 finished with value: 0.9971879075542455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 94}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:34:37,391] Trial 2178 finished with value: 0.9970928425556687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:34:39,016] Trial 2179 finished with value: 0.9973058481891762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:34:41,151] Trial 2180 finished with value: 0.9974248817506886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:34:44,004] Trial 2181 finished with value: 0.997387030550957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:34:45,136] Trial 2182 finished with value: 0.9972373699404736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 3, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:34:48,786] Trial 2183 finished with value: 0.9974458164235731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:34:51,297] Trial 2184 finished with value: 0.9974086091542461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:34:53,386] Trial 2185 finished with value: 0.9975416961659725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:34:55,773] Trial 2186 finished with value: 0.9975216573590022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:34:57,600] Trial 2187 finished with value: 0.995631992916936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 17, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:34:58,488] Trial 2188 finished with value: 0.9897828009878508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:35:01,216] Trial 2189 finished with value: 0.9971790236061381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 104}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:35:02,005] Trial 2190 finished with value: 0.997153494617244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 108}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:35:02,963] Trial 2191 finished with value: 0.996676544326118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 70}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:35:05,378] Trial 2192 finished with value: 0.997349178779943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:35:07,164] Trial 2193 finished with value: 0.9853222405172555 and parameters: {'classifier': 'SVC', 'svc_c': 0.0020503088501892396, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:35:10,352] Trial 2194 finished with value: 0.9973466905597353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:35:12,708] Trial 2195 finished with value: 0.9976349412177216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:35:14,744] Trial 2196 finished with value: 0.9972766559157882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:35:16,193] Trial 2197 finished with value: 0.9973115792618176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:35:17,652] Trial 2198 finished with value: 0.9973567839125449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:35:19,249] Trial 2199 finished with value: 0.99704514958952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 76}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:35:30,927] Trial 2200 finished with value: 0.9967552274228991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 50, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:35:32,161] Trial 2201 finished with value: 0.9963082682165544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:35:36,689] Trial 2202 finished with value: 0.9973719406358986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:35:39,267] Trial 2203 finished with value: 0.9974501592484039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:35:41,554] Trial 2204 finished with value: 0.9974632862056231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:35:44,971] Trial 2205 finished with value: 0.9972398907237746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:35:46,872] Trial 2206 finished with value: 0.9975715505238484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:35:53,966] Trial 2207 finished with value: 0.9968028139401062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 36, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:35:57,087] Trial 2208 finished with value: 0.9973729732921939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:35:59,329] Trial 2209 finished with value: 0.9973873935374047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:36:01,943] Trial 2210 finished with value: 0.9974968836370922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:36:03,614] Trial 2211 finished with value: 0.9851224783825635 and parameters: {'classifier': 'SVC', 'svc_c': 0.00040941251403223497, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:36:04,487] Trial 2212 finished with value: 0.9970960745854759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 1, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:36:07,511] Trial 2213 finished with value: 0.9971476174867524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:36:09,254] Trial 2214 finished with value: 0.9973951726254775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:36:12,303] Trial 2215 finished with value: 0.9972197248699607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:36:20,756] Trial 2216 finished with value: 0.9970210000252985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 37, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:36:24,099] Trial 2217 finished with value: 0.9972319628483916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:36:34,080] Trial 2218 finished with value: 0.9966800915768222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 44, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:36:37,619] Trial 2219 finished with value: 0.9972958286270016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 17, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:36:39,703] Trial 2220 finished with value: 0.9973025841040825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:36:52,551] Trial 2221 finished with value: 0.9965367389389246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 59, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:37:06,576] Trial 2222 finished with value: 0.9966725057408682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 63, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:37:08,552] Trial 2223 finished with value: 0.9973032084204604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:37:10,578] Trial 2224 finished with value: 0.9971261407938842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:37:13,934] Trial 2225 finished with value: 0.997300237434942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 16, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:37:16,683] Trial 2226 finished with value: 0.9975206925266152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:37:18,910] Trial 2227 finished with value: 0.9973809990790213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:37:21,146] Trial 2228 finished with value: 0.997440239216307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:37:22,784] Trial 2229 finished with value: 0.9973194754627689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:37:23,710] Trial 2230 finished with value: 0.9905565610158497 and parameters: {'classifier': 'SVC', 'svc_c': 17.052953747987637, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:37:28,438] Trial 2231 finished with value: 0.9972560841658756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 23, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:37:31,177] Trial 2232 finished with value: 0.99737330187475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:37:39,647] Trial 2233 finished with value: 0.9956709023537162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 62, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:37:40,582] Trial 2234 finished with value: 0.9938593528998872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:37:41,892] Trial 2235 finished with value: 0.9963949880497408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 42}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:37:43,778] Trial 2236 finished with value: 0.9974294197319123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:37:46,378] Trial 2237 finished with value: 0.997491274564967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:37:51,215] Trial 2238 finished with value: 0.9972430839381209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:38:07,154] Trial 2239 finished with value: 0.9962462727210938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 67, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:38:11,164] Trial 2240 finished with value: 0.9970500702029564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 19, 'rf_n_estimators': 107}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:38:11,611] Trial 2241 finished with value: 0.9960093060782728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 18}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:38:13,969] Trial 2242 finished with value: 0.997172881495857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:38:20,228] Trial 2243 finished with value: 0.9966724630216448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 29, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:38:22,657] Trial 2244 finished with value: 0.9974719617626301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:38:24,118] Trial 2245 finished with value: 0.9973255465118752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:38:26,889] Trial 2246 finished with value: 0.997440962237577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:38:29,801] Trial 2247 finished with value: 0.9972136309378229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:38:32,053] Trial 2248 finished with value: 0.9972873868514208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 86}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:38:33,369] Trial 2249 finished with value: 0.9866998636825389 and parameters: {'classifier': 'SVC', 'svc_c': 0.6971576850155146, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:38:35,703] Trial 2250 finished with value: 0.9975608260944867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:38:38,077] Trial 2251 finished with value: 0.997545342502424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:38:39,179] Trial 2252 finished with value: 0.9956886410193184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:38:46,539] Trial 2253 finished with value: 0.9946700048493643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 57, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:38:49,503] Trial 2254 finished with value: 0.9974202250696907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:38:51,934] Trial 2255 finished with value: 0.9975640931629437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:38:55,132] Trial 2256 finished with value: 0.9974217362066792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:38:58,643] Trial 2257 finished with value: 0.9973255881520098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:38:59,531] Trial 2258 finished with value: 0.9899314473817631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:39:01,478] Trial 2259 finished with value: 0.9973351526560673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:39:03,305] Trial 2260 finished with value: 0.997370478914832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:39:05,695] Trial 2261 finished with value: 0.9974668662733238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:39:07,136] Trial 2262 finished with value: 0.9961246414118549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:39:10,753] Trial 2263 finished with value: 0.9968795653091491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:39:22,744] Trial 2264 finished with value: 0.9957377935483559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 52, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:39:23,890] Trial 2265 finished with value: 0.9971644801543705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:39:25,515] Trial 2266 finished with value: 0.9973046612866505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:39:26,684] Trial 2267 finished with value: 0.99722165824807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:39:28,264] Trial 2268 finished with value: 0.9867325520133865 and parameters: {'classifier': 'SVC', 'svc_c': 2379544541.4132333, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:39:29,762] Trial 2269 finished with value: 0.997598718870877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:39:36,520] Trial 2270 finished with value: 0.996267560414723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 43, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:39:38,317] Trial 2271 finished with value: 0.9974294573730708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:39:41,218] Trial 2272 finished with value: 0.997365134632069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:39:43,367] Trial 2273 finished with value: 0.9975512434680841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:39:53,730] Trial 2274 finished with value: 0.99667817705103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 47, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:39:56,277] Trial 2275 finished with value: 0.997129022088076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:39:58,424] Trial 2276 finished with value: 0.997395084235405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:40:01,035] Trial 2277 finished with value: 0.9971354038512964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:40:04,488] Trial 2278 finished with value: 0.9969268492054083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:40:05,431] Trial 2279 finished with value: 0.9969350555491913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:40:09,583] Trial 2280 finished with value: 0.9974274158004346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:40:12,424] Trial 2281 finished with value: 0.997389787972096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:40:14,384] Trial 2282 finished with value: 0.9976161103555095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:40:19,065] Trial 2283 finished with value: 0.9969182177640928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 21, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:40:20,596] Trial 2284 finished with value: 0.9974505114122252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:40:22,867] Trial 2285 finished with value: 0.9975110065933238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:40:23,568] Trial 2286 finished with value: 0.9931407763333172 and parameters: {'classifier': 'SVC', 'svc_c': 127.56922547686939, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:40:26,961] Trial 2287 finished with value: 0.997405322884355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:40:28,885] Trial 2288 finished with value: 0.9973852592266031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:40:31,274] Trial 2289 finished with value: 0.9975800232121509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:40:32,312] Trial 2290 finished with value: 0.9973228618974961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 91}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:40:34,746] Trial 2291 finished with value: 0.9976735224845384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:40:35,610] Trial 2292 finished with value: 0.9967560975176325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:40:38,015] Trial 2293 finished with value: 0.9969234980314964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:40:40,802] Trial 2294 finished with value: 0.996556760861328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:40:47,295] Trial 2295 finished with value: 0.9972123956984641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 34, 'rf_n_estimators': 102}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:40:48,161] Trial 2296 finished with value: 0.9905171400274767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:40:50,366] Trial 2297 finished with value: 0.9971197909907366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:40:53,472] Trial 2298 finished with value: 0.9973765720535219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 98}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:40:56,513] Trial 2299 finished with value: 0.9973786851951392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:40:58,745] Trial 2300 finished with value: 0.997352343366697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:41:00,593] Trial 2301 finished with value: 0.9973977349536991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:41:02,807] Trial 2302 finished with value: 0.997432832350413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:41:04,940] Trial 2303 finished with value: 0.9976382208861277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:41:08,257] Trial 2304 finished with value: 0.9972520690032015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:41:10,013] Trial 2305 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 3.2369432690958735e-09, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:41:15,487] Trial 2306 finished with value: 0.9970936165162803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 25, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:41:16,208] Trial 2307 finished with value: 0.9968369803053044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 24}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:41:23,869] Trial 2308 finished with value: 0.9973074820883907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 33, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:41:27,181] Trial 2309 finished with value: 0.997539227083723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:41:28,214] Trial 2310 finished with value: 0.9943712171743601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:41:29,891] Trial 2311 finished with value: 0.9965337722062858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:41:31,615] Trial 2312 finished with value: 0.997564973572497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:41:35,589] Trial 2313 finished with value: 0.9959745065735582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 32, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:41:41,782] Trial 2314 finished with value: 0.9971270448481784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 28, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:41:43,724] Trial 2315 finished with value: 0.9975297653152722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:41:49,167] Trial 2316 finished with value: 0.9971153943066767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 23, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:41:51,393] Trial 2317 finished with value: 0.9974926032407255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:41:53,306] Trial 2318 finished with value: 0.9973663344836609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:41:55,629] Trial 2319 finished with value: 0.9975660528517785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:41:58,395] Trial 2320 finished with value: 0.9974743383923553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:42:12,901] Trial 2321 finished with value: 0.9965886094706198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 62, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:42:15,541] Trial 2322 finished with value: 0.9976039135728821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:42:17,900] Trial 2323 finished with value: 0.9973029788284377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:42:19,685] Trial 2324 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 8.443382092733726e-06, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:42:21,969] Trial 2325 finished with value: 0.9973867408473375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:42:26,054] Trial 2326 finished with value: 0.9973846712818673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:42:28,046] Trial 2327 finished with value: 0.9971301191405856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:42:29,883] Trial 2328 finished with value: 0.9973429916335713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 106}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:42:33,438] Trial 2329 finished with value: 0.997163852981581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:42:36,459] Trial 2330 finished with value: 0.9973405842180759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:42:39,060] Trial 2331 finished with value: 0.9973558637036556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:42:47,251] Trial 2332 finished with value: 0.9963312907359438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 37, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:42:48,384] Trial 2333 finished with value: 0.997457883620324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:42:50,108] Trial 2334 finished with value: 0.9975442176792453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:42:51,656] Trial 2335 finished with value: 0.9971977359590035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:42:52,525] Trial 2336 finished with value: 0.9964567702982013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:42:54,471] Trial 2337 finished with value: 0.9974445712819872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:42:54,937] Trial 2338 finished with value: 0.9898866500870782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 20, 'rf_n_estimators': 5}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:42:58,594] Trial 2339 finished with value: 0.9967239113439569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 25, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:43:01,026] Trial 2340 finished with value: 0.9974039703734282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:43:03,119] Trial 2341 finished with value: 0.9972381396164677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:43:04,227] Trial 2342 finished with value: 0.9885914085004092 and parameters: {'classifier': 'SVC', 'svc_c': 29150.261213890273, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:43:05,533] Trial 2343 finished with value: 0.9954458248579853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:43:09,227] Trial 2344 finished with value: 0.9971402966940636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:43:12,672] Trial 2345 finished with value: 0.9973912818436625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:43:18,299] Trial 2346 finished with value: 0.99716427525444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 27, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:43:26,518] Trial 2347 finished with value: 0.9968761288554798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 39, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:43:27,903] Trial 2348 finished with value: 0.9965736036610161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:43:30,757] Trial 2349 finished with value: 0.997440142130048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:43:32,148] Trial 2350 finished with value: 0.997216463482589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 47}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:43:33,787] Trial 2351 finished with value: 0.99747643671237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:43:36,204] Trial 2352 finished with value: 0.9974347432898218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:43:38,134] Trial 2353 finished with value: 0.9968629559417704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:43:40,113] Trial 2354 finished with value: 0.9964880330891969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:43:42,464] Trial 2355 finished with value: 0.9974429353198087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:43:44,786] Trial 2356 finished with value: 0.9974091506346854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:43:46,755] Trial 2357 finished with value: 0.9976000272661123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:43:50,450] Trial 2358 finished with value: 0.9971756178430256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:43:51,709] Trial 2359 finished with value: 0.9973253022886772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 4, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:43:54,430] Trial 2360 finished with value: 0.997159872413226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:44:01,502] Trial 2361 finished with value: 0.9971556386715833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 32, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:44:04,645] Trial 2362 finished with value: 0.9972485498405455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:44:05,969] Trial 2363 finished with value: 0.9907815691959906 and parameters: {'classifier': 'SVC', 'svc_c': 8.831164027195113, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:44:07,057] Trial 2364 finished with value: 0.9939134513692113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:44:10,042] Trial 2365 finished with value: 0.9973067586862657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:44:11,637] Trial 2366 finished with value: 0.9974846192527221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:44:15,274] Trial 2367 finished with value: 0.9973225059251258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 110}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:44:25,328] Trial 2368 finished with value: 0.9966616548676832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 50, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:44:27,175] Trial 2369 finished with value: 0.9973428282150857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:44:29,727] Trial 2370 finished with value: 0.997590812640747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:44:32,491] Trial 2371 finished with value: 0.9972839670601532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:44:35,062] Trial 2372 finished with value: 0.9974423306174577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:44:37,162] Trial 2373 finished with value: 0.9976577979700201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:44:39,354] Trial 2374 finished with value: 0.9973878859827771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:44:43,515] Trial 2375 finished with value: 0.9942993165001434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 47, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:44:46,535] Trial 2376 finished with value: 0.9975831287663969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:44:49,345] Trial 2377 finished with value: 0.997036643862056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:44:50,306] Trial 2378 finished with value: 0.9971226694602545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 2, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:44:51,779] Trial 2379 finished with value: 0.9973480458001222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:44:54,087] Trial 2380 finished with value: 0.9975733282909974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:44:55,529] Trial 2381 finished with value: 0.9867373041302722 and parameters: {'classifier': 'SVC', 'svc_c': 25363557.216033425, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:45:05,720] Trial 2382 finished with value: 0.9956776970905888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 63, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:45:07,936] Trial 2383 finished with value: 0.9976919761417203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:45:10,788] Trial 2384 finished with value: 0.9974543812787587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:45:19,477] Trial 2385 finished with value: 0.9971144867612126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 41, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:45:21,493] Trial 2386 finished with value: 0.99740279807034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:45:22,808] Trial 2387 finished with value: 0.9920192968384235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 20, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:45:25,496] Trial 2388 finished with value: 0.9968032195505637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:45:28,726] Trial 2389 finished with value: 0.9972079493763172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:45:30,641] Trial 2390 finished with value: 0.9973438758199354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:45:33,323] Trial 2391 finished with value: 0.9975635153743383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:45:35,855] Trial 2392 finished with value: 0.9974532573759793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:45:38,582] Trial 2393 finished with value: 0.9974887481323188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:45:40,535] Trial 2394 finished with value: 0.9974480609601272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:45:43,705] Trial 2395 finished with value: 0.997337296488241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:45:45,202] Trial 2396 finished with value: 0.9975435220477893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 105}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:45:47,858] Trial 2397 finished with value: 0.9976419222878485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:45:50,323] Trial 2398 finished with value: 0.9975648828338195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:45:52,117] Trial 2399 finished with value: 0.9853025745037463 and parameters: {'classifier': 'SVC', 'svc_c': 0.0012785954499086557, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:45:53,669] Trial 2400 finished with value: 0.997401876401507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:45:57,074] Trial 2401 finished with value: 0.9973455846206116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:46:10,466] Trial 2402 finished with value: 0.9956863570642832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 57, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:46:12,195] Trial 2403 finished with value: 0.9973099298427665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 80}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:46:16,581] Trial 2404 finished with value: 0.9971324337861774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 22, 'rf_n_estimators': 111}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:46:18,408] Trial 2405 finished with value: 0.996123297470163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 17, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:46:21,523] Trial 2406 finished with value: 0.9974119675961388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:46:23,587] Trial 2407 finished with value: 0.9973789692176732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:46:26,397] Trial 2408 finished with value: 0.9973669020209223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:46:27,314] Trial 2409 finished with value: 0.9970151085175347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:46:29,444] Trial 2410 finished with value: 0.9976262003123629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:46:31,332] Trial 2411 finished with value: 0.9972120230636926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:46:32,706] Trial 2412 finished with value: 0.9974900269795625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:46:35,222] Trial 2413 finished with value: 0.9973370023413145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:46:37,356] Trial 2414 finished with value: 0.9974462989984562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:46:39,216] Trial 2415 finished with value: 0.9973889284460857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:46:41,922] Trial 2416 finished with value: 0.997251845250954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:46:42,634] Trial 2417 finished with value: 0.9927116710646545 and parameters: {'classifier': 'SVC', 'svc_c': 395.7356496669272, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:46:43,996] Trial 2418 finished with value: 0.9972678370938669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:46:45,126] Trial 2419 finished with value: 0.9973119815715328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:46:48,189] Trial 2420 finished with value: 0.9973989746363648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 109}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:46:48,784] Trial 2421 finished with value: 0.9962210890406329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 13}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:46:50,934] Trial 2422 finished with value: 0.997358940693785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:46:52,382] Trial 2423 finished with value: 0.9973234646955725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:46:54,719] Trial 2424 finished with value: 0.9972882965868007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:46:57,306] Trial 2425 finished with value: 0.9972953322778667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:46:59,211] Trial 2426 finished with value: 0.9975922490032255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:47:02,166] Trial 2427 finished with value: 0.9975456513757394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:47:06,539] Trial 2428 finished with value: 0.9969661914202949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 19, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:47:09,169] Trial 2429 finished with value: 0.9969687750763905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:47:16,763] Trial 2430 finished with value: 0.995739205694811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 71, 'rf_n_estimators': 65}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:47:19,367] Trial 2431 finished with value: 0.9975585892702439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:47:20,336] Trial 2432 finished with value: 0.9971327189195381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 95}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:47:22,536] Trial 2433 finished with value: 0.9976484019307756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:47:25,378] Trial 2434 finished with value: 0.9972737940451958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:47:28,649] Trial 2435 finished with value: 0.9974155728954758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:47:30,316] Trial 2436 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.2443477329211176e-06, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:47:40,480] Trial 2437 finished with value: 0.996783413033338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 46, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:47:42,972] Trial 2438 finished with value: 0.9974071867881849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:47:43,992] Trial 2439 finished with value: 0.9970395203320859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 2, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:47:45,831] Trial 2440 finished with value: 0.9974571922100098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:47:47,259] Trial 2441 finished with value: 0.9971289206854617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:47:49,968] Trial 2442 finished with value: 0.9973740011243272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:47:50,905] Trial 2443 finished with value: 0.9937780092777988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:47:57,278] Trial 2444 finished with value: 0.9972232413348946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 27, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:48:05,648] Trial 2445 finished with value: 0.997014712587139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 37, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:48:08,731] Trial 2446 finished with value: 0.9973152068411658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:48:10,494] Trial 2447 finished with value: 0.9973608327808766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:48:12,954] Trial 2448 finished with value: 0.9963300466734467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:48:14,894] Trial 2449 finished with value: 0.9974927167672204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:48:18,002] Trial 2450 finished with value: 0.9973683068676585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:48:19,946] Trial 2451 finished with value: 0.9965399835052052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:48:22,692] Trial 2452 finished with value: 0.997406277465398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:48:24,886] Trial 2453 finished with value: 0.9974626027615238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:48:27,229] Trial 2454 finished with value: 0.9972349238047311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:48:28,035] Trial 2455 finished with value: 0.9929336398958245 and parameters: {'classifier': 'SVC', 'svc_c': 2953.962233227214, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:48:31,131] Trial 2456 finished with value: 0.9971076711090591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:48:32,426] Trial 2457 finished with value: 0.9963771312239093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:48:38,856] Trial 2458 finished with value: 0.9971834673575146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 29, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:48:40,065] Trial 2459 finished with value: 0.9972609117237674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:48:52,000] Trial 2460 finished with value: 0.9960149254017421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 56, 'rf_n_estimators': 111}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:48:53,775] Trial 2461 finished with value: 0.997324349516695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:48:55,464] Trial 2462 finished with value: 0.996930049211667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:48:57,804] Trial 2463 finished with value: 0.9973146688201583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:49:05,369] Trial 2464 finished with value: 0.9971611217442157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 30, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:49:08,759] Trial 2465 finished with value: 0.9974229422471631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:49:09,737] Trial 2466 finished with value: 0.9968993291388891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:49:12,418] Trial 2467 finished with value: 0.997502621152529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:49:13,349] Trial 2468 finished with value: 0.9901464286365349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:49:15,026] Trial 2469 finished with value: 0.9973521168215135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:49:17,064] Trial 2470 finished with value: 0.9974955953002143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:49:18,957] Trial 2471 finished with value: 0.9975258354640933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:49:21,630] Trial 2472 finished with value: 0.9972793888035246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:49:23,649] Trial 2473 finished with value: 0.997461515960358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:49:24,426] Trial 2474 finished with value: 0.9920794746087095 and parameters: {'classifier': 'SVC', 'svc_c': 37.454606701486455, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:49:25,393] Trial 2475 finished with value: 0.9968601304110822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 28}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:49:29,563] Trial 2476 finished with value: 0.9973917981876793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:49:39,414] Trial 2477 finished with value: 0.9957178599525488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 65, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:49:42,996] Trial 2478 finished with value: 0.9969300815843325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:49:51,778] Trial 2479 finished with value: 0.9971263399809914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 42, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:49:56,925] Trial 2480 finished with value: 0.9971499878641096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 22, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:49:58,845] Trial 2481 finished with value: 0.9973380105594213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 24, 'rf_n_estimators': 37}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:50:01,233] Trial 2482 finished with value: 0.9971334173121921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:50:08,756] Trial 2483 finished with value: 0.9973129345974184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 32, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:50:11,568] Trial 2484 finished with value: 0.9973073466627396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:50:12,320] Trial 2485 finished with value: 0.9951903066782761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:50:15,184] Trial 2486 finished with value: 0.997426164438219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:50:16,678] Trial 2487 finished with value: 0.997207483305146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:50:19,320] Trial 2488 finished with value: 0.9972554437901167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:50:20,964] Trial 2489 finished with value: 0.9969901004429159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 84}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:50:22,850] Trial 2490 finished with value: 0.9973292200794512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:50:25,115] Trial 2491 finished with value: 0.9972988550269063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:50:25,825] Trial 2492 finished with value: 0.9928340901404945 and parameters: {'classifier': 'SVC', 'svc_c': 793.6452330480338, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:50:28,898] Trial 2493 finished with value: 0.9971167849665683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 107}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:50:31,109] Trial 2494 finished with value: 0.9969839732177134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:50:33,688] Trial 2495 finished with value: 0.9972776670855201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:50:37,847] Trial 2496 finished with value: 0.9971780513470806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 25, 'rf_n_estimators': 89}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:50:40,086] Trial 2497 finished with value: 0.9973265833258363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:50:41,986] Trial 2498 finished with value: 0.9976192757991869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:50:45,423] Trial 2499 finished with value: 0.9974026890506278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 101}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:50:47,665] Trial 2500 finished with value: 0.9974815113181332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:50:50,993] Trial 2501 finished with value: 0.9970585581254546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:50:54,131] Trial 2502 finished with value: 0.9971946179317599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:50:56,461] Trial 2503 finished with value: 0.9975899033496981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:50:58,080] Trial 2504 finished with value: 0.997360807961833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:51:00,632] Trial 2505 finished with value: 0.9974959369905262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:51:02,639] Trial 2506 finished with value: 0.9973810708066922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:51:04,547] Trial 2507 finished with value: 0.9974304446758961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:51:09,351] Trial 2508 finished with value: 0.9887486817336405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 74, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:51:11,672] Trial 2509 finished with value: 0.9973062254259445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:51:16,477] Trial 2510 finished with value: 0.9974580251396534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 21, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:52:11,604] Trial 2511 finished with value: 0.9905709293378439 and parameters: {'classifier': 'SVC', 'svc_c': 129759707.06294262, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:52:13,909] Trial 2512 finished with value: 0.9972409295054859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:52:16,815] Trial 2513 finished with value: 0.9975337717817596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:52:20,458] Trial 2514 finished with value: 0.9972152165954181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 17, 'rf_n_estimators': 110}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:52:21,482] Trial 2515 finished with value: 0.9908342133391804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:52:22,534] Trial 2516 finished with value: 0.9955412468762833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:52:25,086] Trial 2517 finished with value: 0.9974388658853127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:52:26,210] Trial 2518 finished with value: 0.9972599263252162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:52:29,808] Trial 2519 finished with value: 0.9970520133563413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:52:32,274] Trial 2520 finished with value: 0.9972849664868594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:52:41,323] Trial 2521 finished with value: 0.9970789037745141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 40, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:52:42,297] Trial 2522 finished with value: 0.9969456114820022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:52:56,284] Trial 2523 finished with value: 0.9958615074038691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 58, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:52:59,125] Trial 2524 finished with value: 0.9974496766100449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:53:00,180] Trial 2525 finished with value: 0.9973452742238765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 61}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:53:01,882] Trial 2526 finished with value: 0.9973895013787915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:53:03,915] Trial 2527 finished with value: 0.9974421792911148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:53:06,577] Trial 2528 finished with value: 0.9974282465719005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:53:20,250] Trial 2529 finished with value: 0.9966913059125236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 64, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:53:22,517] Trial 2530 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 8.847003387297923e-10, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:53:23,378] Trial 2531 finished with value: 0.996537826438324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 55}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:53:24,854] Trial 2532 finished with value: 0.9974602095963488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:53:27,343] Trial 2533 finished with value: 0.9970946328275533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:53:29,940] Trial 2534 finished with value: 0.9972701324745489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:53:33,463] Trial 2535 finished with value: 0.9971165658480552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:53:36,749] Trial 2536 finished with value: 0.9970996370386379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:53:39,530] Trial 2537 finished with value: 0.9973833870709173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:53:41,884] Trial 2538 finished with value: 0.9970826788399183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:53:44,014] Trial 2539 finished with value: 0.9976273461142983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:53:45,545] Trial 2540 finished with value: 0.9973478550870362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:53:56,072] Trial 2541 finished with value: 0.9968209106093046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 48, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:53:58,713] Trial 2542 finished with value: 0.9976815926726985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:54:01,659] Trial 2543 finished with value: 0.997477114443646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:54:03,820] Trial 2544 finished with value: 0.9975857236259739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:54:05,363] Trial 2545 finished with value: 0.994467899790605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 17, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:54:06,878] Trial 2546 finished with value: 0.9960553014154886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 19, 'rf_n_estimators': 70}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:54:08,352] Trial 2547 finished with value: 0.9975384730862552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:54:09,384] Trial 2548 finished with value: 0.9971493668167364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:54:11,112] Trial 2549 finished with value: 0.9853804137530436 and parameters: {'classifier': 'SVC', 'svc_c': 0.007097155097010992, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:54:19,471] Trial 2550 finished with value: 0.9971438773647844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 35, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:54:31,037] Trial 2551 finished with value: 0.99654858508115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 52, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:54:34,003] Trial 2552 finished with value: 0.9976442295702458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:54:35,101] Trial 2553 finished with value: 0.9955570550836638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:54:37,522] Trial 2554 finished with value: 0.997297376135632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:54:39,436] Trial 2555 finished with value: 0.99748284046996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:54:41,610] Trial 2556 finished with value: 0.9975571268826814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:54:44,061] Trial 2557 finished with value: 0.9970714841817195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:54:47,448] Trial 2558 finished with value: 0.9973891891729957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:54:50,742] Trial 2559 finished with value: 0.9973270791354271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:54:51,934] Trial 2560 finished with value: 0.9970045847986997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:55:00,430] Trial 2561 finished with value: 0.9970862367862975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 35, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:55:02,930] Trial 2562 finished with value: 0.9969117024160198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:55:04,439] Trial 2563 finished with value: 0.9966132803299717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 5, 'rf_n_estimators': 106}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:55:05,577] Trial 2564 finished with value: 0.9972444119473831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:55:07,957] Trial 2565 finished with value: 0.9977375346701156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:55:18,391] Trial 2566 finished with value: 0.996753423630666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 44, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:55:35,928] Trial 2567 finished with value: 0.9960899702235002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 72, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:55:37,767] Trial 2568 finished with value: 0.985205400172101 and parameters: {'classifier': 'SVC', 'svc_c': 3.30476841365983e-10, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:55:44,713] Trial 2569 finished with value: 0.9971850261013643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 30, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:55:47,065] Trial 2570 finished with value: 0.9975013358942281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:55:59,214] Trial 2571 finished with value: 0.9967013171276288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 50, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:56:01,589] Trial 2572 finished with value: 0.9969884418516094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:56:04,370] Trial 2573 finished with value: 0.9975342577525987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:56:06,086] Trial 2574 finished with value: 0.9976443564583999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:56:09,259] Trial 2575 finished with value: 0.9973172048693927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:56:11,515] Trial 2576 finished with value: 0.9978229800993658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:56:13,651] Trial 2577 finished with value: 0.9975482348731455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:56:15,605] Trial 2578 finished with value: 0.9975869670537126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:56:17,727] Trial 2579 finished with value: 0.9972025508217323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:56:19,826] Trial 2580 finished with value: 0.9974743873639463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:56:21,939] Trial 2581 finished with value: 0.9971877939325369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:56:24,338] Trial 2582 finished with value: 0.997247248618077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:56:26,190] Trial 2583 finished with value: 0.9974568220190569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:56:31,658] Trial 2584 finished with value: 0.997149440004351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:56:33,983] Trial 2585 finished with value: 0.9972322095788844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:56:36,080] Trial 2586 finished with value: 0.9977759739097968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:56:38,017] Trial 2587 finished with value: 0.9975811988477193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:56:39,987] Trial 2588 finished with value: 0.9975402545032637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:56:42,137] Trial 2589 finished with value: 0.9973336232697819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:56:43,619] Trial 2590 finished with value: 0.996274281202271 and parameters: {'classifier': 'SVC', 'svc_c': 98320.24173997827, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:56:45,741] Trial 2591 finished with value: 0.9973713075915961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:56:48,091] Trial 2592 finished with value: 0.9972356710420246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:56:50,300] Trial 2593 finished with value: 0.9974634654930625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:57:05,859] Trial 2594 finished with value: 0.996620197194312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 66, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:57:08,080] Trial 2595 finished with value: 0.9975630214372844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:57:10,014] Trial 2596 finished with value: 0.9975578100728777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:57:11,734] Trial 2597 finished with value: 0.9975837916760701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:57:13,815] Trial 2598 finished with value: 0.9975235048543342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:57:16,178] Trial 2599 finished with value: 0.997647814969915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:57:18,352] Trial 2600 finished with value: 0.9974036808284983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:57:20,230] Trial 2601 finished with value: 0.9972440651790061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:57:22,507] Trial 2602 finished with value: 0.9974183802403432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:57:24,869] Trial 2603 finished with value: 0.9976205610892256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:57:26,991] Trial 2604 finished with value: 0.9973722288478362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:57:28,938] Trial 2605 finished with value: 0.9974869395476617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:57:30,606] Trial 2606 finished with value: 0.9973918610287361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:57:32,354] Trial 2607 finished with value: 0.9852063831268332 and parameters: {'classifier': 'SVC', 'svc_c': 1.2969463449213867e-08, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:57:34,465] Trial 2608 finished with value: 0.9973181027347952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:57:36,747] Trial 2609 finished with value: 0.9975466429949206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:57:38,703] Trial 2610 finished with value: 0.9971593215701039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:57:40,489] Trial 2611 finished with value: 0.9969675652273576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:57:42,585] Trial 2612 finished with value: 0.9973895160099668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:57:44,310] Trial 2613 finished with value: 0.9976310391689496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:57:46,571] Trial 2614 finished with value: 0.9972517143638234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:57:48,753] Trial 2615 finished with value: 0.9977385907172488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:57:50,717] Trial 2616 finished with value: 0.9976628281109751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:57:53,153] Trial 2617 finished with value: 0.9972426323711735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:57:55,304] Trial 2618 finished with value: 0.9975868340718802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:57:57,322] Trial 2619 finished with value: 0.9974066236307547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:57:59,418] Trial 2620 finished with value: 0.9974216008127659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:58:01,095] Trial 2621 finished with value: 0.9973932582901123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:58:03,046] Trial 2622 finished with value: 0.997428367525066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:58:03,886] Trial 2623 finished with value: 0.9894221198230206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:58:05,800] Trial 2624 finished with value: 0.9973674093196353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:58:07,923] Trial 2625 finished with value: 0.9973967891005806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:58:09,603] Trial 2626 finished with value: 0.9974852230346739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:58:11,370] Trial 2627 finished with value: 0.9853828730600176 and parameters: {'classifier': 'SVC', 'svc_c': 0.07381162328963252, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:58:12,879] Trial 2628 finished with value: 0.9974724415763152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:58:14,865] Trial 2629 finished with value: 0.9974537216380899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:58:16,541] Trial 2630 finished with value: 0.9976537894723064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:58:18,474] Trial 2631 finished with value: 0.9973728325663122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:58:20,809] Trial 2632 finished with value: 0.9971123789198258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:58:22,922] Trial 2633 finished with value: 0.9973483619414184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:58:23,861] Trial 2634 finished with value: 0.9970487414637222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:58:25,750] Trial 2635 finished with value: 0.9974820617804002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:58:26,571] Trial 2636 finished with value: 0.9954085237396662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 2, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:58:28,658] Trial 2637 finished with value: 0.9966877308911504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:58:30,971] Trial 2638 finished with value: 0.9967446989116402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:58:36,247] Trial 2639 finished with value: 0.9970499563908203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 24, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:58:38,125] Trial 2640 finished with value: 0.997545906802419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:58:40,557] Trial 2641 finished with value: 0.997330235121208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:58:45,187] Trial 2642 finished with value: 0.9971963604698318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 20, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:58:47,460] Trial 2643 finished with value: 0.9972646445460165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:58:49,182] Trial 2644 finished with value: 0.99727874077893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:58:50,446] Trial 2645 finished with value: 0.9974249209152664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:58:52,057] Trial 2646 finished with value: 0.9973496875385998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:58:53,870] Trial 2647 finished with value: 0.9854049936198148 and parameters: {'classifier': 'SVC', 'svc_c': 0.2572593688532506, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:58:55,989] Trial 2648 finished with value: 0.9974281099719469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:58:57,385] Trial 2649 finished with value: 0.9961503626689924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:58:58,555] Trial 2650 finished with value: 0.9956894441470672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:59:00,462] Trial 2651 finished with value: 0.9973342733890788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:59:02,209] Trial 2652 finished with value: 0.9970999752695177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:59:03,562] Trial 2653 finished with value: 0.9965633385426512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:59:09,177] Trial 2654 finished with value: 0.9970808330901716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 25, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:59:16,449] Trial 2655 finished with value: 0.9969981758360927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 31, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:59:19,012] Trial 2656 finished with value: 0.9975899632391294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:59:21,155] Trial 2657 finished with value: 0.997442448809425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:59:23,454] Trial 2658 finished with value: 0.9974910948966729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:59:33,279] Trial 2659 finished with value: 0.9969790587614312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 43, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:59:35,588] Trial 2660 finished with value: 0.9972245838483805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:59:37,437] Trial 2661 finished with value: 0.996036383686624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 22, 'rf_n_estimators': 77}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:59:39,496] Trial 2662 finished with value: 0.9973080770789422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:59:40,578] Trial 2663 finished with value: 0.9942284328671714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:59:44,824] Trial 2664 finished with value: 0.9973139331037252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 18, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:59:46,598] Trial 2665 finished with value: 0.9850769189972445 and parameters: {'classifier': 'SVC', 'svc_c': 9.11542535403244e-05, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:59:48,625] Trial 2666 finished with value: 0.9974336370015813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:59:49,395] Trial 2667 finished with value: 0.9884625888725075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:59:51,634] Trial 2668 finished with value: 0.997429378694798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:59:54,148] Trial 2669 finished with value: 0.9974345967241653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:59:56,225] Trial 2670 finished with value: 0.9974909073891155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:59:57,574] Trial 2671 finished with value: 0.9973151848785338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 04:59:59,320] Trial 2672 finished with value: 0.9973091560725824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:00:00,267] Trial 2673 finished with value: 0.99309161758365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 54, 'rf_n_estimators': 8}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:00:04,830] Trial 2674 finished with value: 0.9973062672882443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:00:06,939] Trial 2675 finished with value: 0.9973374201708664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:00:08,839] Trial 2676 finished with value: 0.9975025883672705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:00:11,400] Trial 2677 finished with value: 0.9971725559284023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:00:14,532] Trial 2678 finished with value: 0.9968006529059865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 17, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:00:16,784] Trial 2679 finished with value: 0.9973734341900862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:00:19,108] Trial 2680 finished with value: 0.9975609069626749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:00:21,196] Trial 2681 finished with value: 0.9976100592378089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:00:23,077] Trial 2682 finished with value: 0.9971738512476197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:00:24,185] Trial 2683 finished with value: 0.987439243749222 and parameters: {'classifier': 'SVC', 'svc_c': 2.3626950170828733, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:00:25,209] Trial 2684 finished with value: 0.9951951524854645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:00:26,233] Trial 2685 finished with value: 0.9965854508188546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 44}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:00:26,948] Trial 2686 finished with value: 0.9929167161644724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:00:29,315] Trial 2687 finished with value: 0.9974799834552673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:00:31,843] Trial 2688 finished with value: 0.9975149628821794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:00:34,370] Trial 2689 finished with value: 0.9976010189487693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:00:35,345] Trial 2690 finished with value: 0.9969768637360126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 52}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:00:36,793] Trial 2691 finished with value: 0.997387287501056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:00:40,524] Trial 2692 finished with value: 0.9972481127460838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:00:49,346] Trial 2693 finished with value: 0.9972578260374515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 37, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:00:50,238] Trial 2694 finished with value: 0.9968387233511828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:00:51,921] Trial 2695 finished with value: 0.9973001704362193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:00:53,063] Trial 2696 finished with value: 0.997096131459806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:00:55,564] Trial 2697 finished with value: 0.9975917353886689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:00:57,740] Trial 2698 finished with value: 0.9977046745737127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:01:00,102] Trial 2699 finished with value: 0.9975883336245325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:01:01,010] Trial 2700 finished with value: 0.9934960194616056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:01:05,277] Trial 2701 finished with value: 0.9973688352403421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:01:07,089] Trial 2702 finished with value: 0.9852386664819814 and parameters: {'classifier': 'SVC', 'svc_c': 0.0007495033331355587, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:01:09,191] Trial 2703 finished with value: 0.9974531369940965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:01:17,501] Trial 2704 finished with value: 0.9964487727263736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 57, 'rf_n_estimators': 74}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:01:33,399] Trial 2705 finished with value: 0.9962185838406447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 71, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:01:35,167] Trial 2706 finished with value: 0.9969451796560334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:01:36,414] Trial 2707 finished with value: 0.9966868249643195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:01:37,741] Trial 2708 finished with value: 0.9975418027418659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:01:40,226] Trial 2709 finished with value: 0.9975669215500439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:01:42,213] Trial 2710 finished with value: 0.997644592778859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:01:46,126] Trial 2711 finished with value: 0.9971853788047301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:01:47,285] Trial 2712 finished with value: 0.9970844291220394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 3, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:01:52,445] Trial 2713 finished with value: 0.9966572976021045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 21, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:01:55,470] Trial 2714 finished with value: 0.9969035915716002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:01:57,248] Trial 2715 finished with value: 0.997645517843648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:01:59,071] Trial 2716 finished with value: 0.9975390841361879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:02:00,565] Trial 2717 finished with value: 0.9973680581694154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:02:02,813] Trial 2718 finished with value: 0.9972710999094444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:02:13,628] Trial 2719 finished with value: 0.996928130115616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 50, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:02:15,814] Trial 2720 finished with value: 0.9977145795303036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:02:24,177] Trial 2721 finished with value: 0.9971961493492714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 35, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:02:25,912] Trial 2722 finished with value: 0.9852059733587099 and parameters: {'classifier': 'SVC', 'svc_c': 9.151947368944843e-08, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:02:28,436] Trial 2723 finished with value: 0.9973709568242427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:02:31,658] Trial 2724 finished with value: 0.9971337255824873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:02:34,050] Trial 2725 finished with value: 0.9974015518179273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:02:36,195] Trial 2726 finished with value: 0.9975767616978275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:02:47,690] Trial 2727 finished with value: 0.9967680141180124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 47, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:02:51,973] Trial 2728 finished with value: 0.9974276876673501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:02:53,892] Trial 2729 finished with value: 0.9973688576155668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:03:06,910] Trial 2730 finished with value: 0.9965888630882382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 54, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:03:07,998] Trial 2731 finished with value: 0.997346384066763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:03:10,586] Trial 2732 finished with value: 0.9974336691203435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:03:12,779] Trial 2733 finished with value: 0.9974629523545744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:03:15,508] Trial 2734 finished with value: 0.997188680911837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:03:16,281] Trial 2735 finished with value: 0.9958465184788322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 30}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:03:20,004] Trial 2736 finished with value: 0.9972609128345941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:03:22,532] Trial 2737 finished with value: 0.9973246350626486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:03:24,494] Trial 2738 finished with value: 0.9975251919780193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:03:26,665] Trial 2739 finished with value: 0.9974203178713322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:03:28,333] Trial 2740 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 2.0238067053529655e-05, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:03:38,712] Trial 2741 finished with value: 0.9969938753813684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 44, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:03:39,596] Trial 2742 finished with value: 0.9967553470113345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:03:41,950] Trial 2743 finished with value: 0.997501201801569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:03:54,014] Trial 2744 finished with value: 0.9973308914293965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 52, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:04:01,954] Trial 2745 finished with value: 0.9970282295080274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 33, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:04:05,277] Trial 2746 finished with value: 0.9977827452558313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:04:06,754] Trial 2747 finished with value: 0.9974879830900591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:04:09,439] Trial 2748 finished with value: 0.9976101301402943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:04:13,321] Trial 2749 finished with value: 0.9974545748482564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:04:15,813] Trial 2750 finished with value: 0.9975601270035989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:04:17,527] Trial 2751 finished with value: 0.9974233944171308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:04:21,416] Trial 2752 finished with value: 0.9971803952232854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:04:22,738] Trial 2753 finished with value: 0.9972397621217733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:04:24,480] Trial 2754 finished with value: 0.9970241140535655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:04:27,955] Trial 2755 finished with value: 0.9968326938152595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 26, 'rf_n_estimators': 67}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:04:33,142] Trial 2756 finished with value: 0.9972139378116504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 22, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:04:34,714] Trial 2757 finished with value: 0.9976463104026733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 98}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:04:37,401] Trial 2758 finished with value: 0.9974945661033509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:04:39,792] Trial 2759 finished with value: 0.9975665903015035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:04:43,916] Trial 2760 finished with value: 0.9960398418490218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 31, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:04:45,751] Trial 2761 finished with value: 0.9853884445861983 and parameters: {'classifier': 'SVC', 'svc_c': 0.018083277091411824, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:04:47,272] Trial 2762 finished with value: 0.9972929495227253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 57}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:04:50,951] Trial 2763 finished with value: 0.9971033001327044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:04:53,389] Trial 2764 finished with value: 0.9970604153960617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:04:55,705] Trial 2765 finished with value: 0.9972398047775209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:04:58,905] Trial 2766 finished with value: 0.9974692399831614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:05:00,784] Trial 2767 finished with value: 0.997401106693775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:05:02,455] Trial 2768 finished with value: 0.9972387226418279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:05:16,365] Trial 2769 finished with value: 0.9967674820319937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 60, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:05:18,555] Trial 2770 finished with value: 0.9974788337178314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:05:19,999] Trial 2771 finished with value: 0.9958169652819603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:05:23,263] Trial 2772 finished with value: 0.9975893081687192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:05:25,564] Trial 2773 finished with value: 0.9971057525525526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:05:28,010] Trial 2774 finished with value: 0.9973186581164377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:05:30,083] Trial 2775 finished with value: 0.9974581081660192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:05:33,999] Trial 2776 finished with value: 0.9973738356746157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:05:34,544] Trial 2777 finished with value: 0.9963212882805013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 16}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:05:37,323] Trial 2778 finished with value: 0.9971494056956729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:05:38,936] Trial 2779 finished with value: 0.9971515169647538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 86}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:05:41,967] Trial 2780 finished with value: 0.9937235017068478 and parameters: {'classifier': 'SVC', 'svc_c': 796669.8749458598, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:05:43,872] Trial 2781 finished with value: 0.9974148688534745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:05:46,295] Trial 2782 finished with value: 0.9971967735704353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:05:49,651] Trial 2783 finished with value: 0.9974970057962981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:05:50,665] Trial 2784 finished with value: 0.9969648932129278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 3, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:05:55,161] Trial 2785 finished with value: 0.9971400121637232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 19, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:06:01,251] Trial 2786 finished with value: 0.9972067397494496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 26, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:06:03,544] Trial 2787 finished with value: 0.9975519455105973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:06:04,719] Trial 2788 finished with value: 0.9907957530890044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 16, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:06:06,052] Trial 2789 finished with value: 0.9961026733844411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 12, 'rf_n_estimators': 49}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:06:08,163] Trial 2790 finished with value: 0.9972908938901964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:06:23,609] Trial 2791 finished with value: 0.996471037598436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 64, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:06:24,693] Trial 2792 finished with value: 0.9944038129892073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:06:25,796] Trial 2793 finished with value: 0.9959642764621054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:06:30,310] Trial 2794 finished with value: 0.9967415879936881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 27, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:06:33,080] Trial 2795 finished with value: 0.9974735311386788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:06:34,945] Trial 2796 finished with value: 0.9973033377206953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:06:36,372] Trial 2797 finished with value: 0.9867327158444649 and parameters: {'classifier': 'SVC', 'svc_c': 1054961486.9521894, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:06:39,663] Trial 2798 finished with value: 0.9967586010037737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:06:40,886] Trial 2799 finished with value: 0.9956515438805305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:06:43,034] Trial 2800 finished with value: 0.9974385081990955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:06:48,714] Trial 2801 finished with value: 0.9964127495348986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 40, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:06:51,179] Trial 2802 finished with value: 0.9975091829648984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:06:53,719] Trial 2803 finished with value: 0.9971196508361371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 93}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:06:54,419] Trial 2804 finished with value: 0.9935315924191253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:06:56,576] Trial 2805 finished with value: 0.9973571496601905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:07:13,007] Trial 2806 finished with value: 0.9961579937949404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 71, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:07:15,739] Trial 2807 finished with value: 0.9974308796439181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:07:17,871] Trial 2808 finished with value: 0.9972986749777574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:07:20,949] Trial 2809 finished with value: 0.9973857365329937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:07:29,643] Trial 2810 finished with value: 0.9969264640341632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 36, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:07:31,863] Trial 2811 finished with value: 0.9975693216023446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:07:34,390] Trial 2812 finished with value: 0.9974905293588998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:07:37,286] Trial 2813 finished with value: 0.997309604529215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:07:38,977] Trial 2814 finished with value: 0.9939299111875698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 18, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:07:46,763] Trial 2815 finished with value: 0.9961537380589278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 34, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:07:49,104] Trial 2816 finished with value: 0.9973678200081579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:07:58,052] Trial 2817 finished with value: 0.996519733672888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 50, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:07:58,847] Trial 2818 finished with value: 0.9953523822695004 and parameters: {'classifier': 'SVC', 'svc_c': 3701.170566421668, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:08:00,676] Trial 2819 finished with value: 0.9977015746688144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:08:03,412] Trial 2820 finished with value: 0.9973264300317434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:08:06,682] Trial 2821 finished with value: 0.9973020876914717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:08:07,651] Trial 2822 finished with value: 0.9970500763283726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:08:09,447] Trial 2823 finished with value: 0.9971493837330411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:08:13,360] Trial 2824 finished with value: 0.9974746792892194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:08:15,596] Trial 2825 finished with value: 0.9970707149183183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:08:17,787] Trial 2826 finished with value: 0.9969363367767778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:08:24,009] Trial 2827 finished with value: 0.9972025082929363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 26, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:08:32,143] Trial 2828 finished with value: 0.9970267597255323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 36, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:08:34,672] Trial 2829 finished with value: 0.9968986817807904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:08:36,644] Trial 2830 finished with value: 0.9974596132728052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:08:39,303] Trial 2831 finished with value: 0.997567868450513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:08:42,616] Trial 2832 finished with value: 0.997356823648405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:08:43,807] Trial 2833 finished with value: 0.9974041472487863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 63}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:08:58,901] Trial 2834 finished with value: 0.9966488414492519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 65, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:09:05,312] Trial 2835 finished with value: 0.9972745595317859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 29, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:09:06,745] Trial 2836 finished with value: 0.9867030667991127 and parameters: {'classifier': 'SVC', 'svc_c': 4320136.7306129085, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:09:08,321] Trial 2837 finished with value: 0.9975539155777278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 103}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:09:09,625] Trial 2838 finished with value: 0.9972728504454688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:09:12,200] Trial 2839 finished with value: 0.997576659723931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:09:15,740] Trial 2840 finished with value: 0.997341103831097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:09:16,598] Trial 2841 finished with value: 0.9944100119103431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:09:24,900] Trial 2842 finished with value: 0.9972770448638443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 37, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:09:26,374] Trial 2843 finished with value: 0.9970940369800784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:09:39,752] Trial 2844 finished with value: 0.9966853802865095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 60, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:09:41,736] Trial 2845 finished with value: 0.9973100521923998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:09:44,616] Trial 2846 finished with value: 0.9973781813558582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:09:46,684] Trial 2847 finished with value: 0.9976940341228543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:09:53,816] Trial 2848 finished with value: 0.9968843597644033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 29, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:09:58,103] Trial 2849 finished with value: 0.9969692668870046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 23, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:10:01,022] Trial 2850 finished with value: 0.9975492710206106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:10:11,391] Trial 2851 finished with value: 0.9967046920732333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 42, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:10:12,249] Trial 2852 finished with value: 0.9897676488982317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:10:20,928] Trial 2853 finished with value: 0.9969445000839584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 40, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:10:22,643] Trial 2854 finished with value: 0.9850762638633586 and parameters: {'classifier': 'SVC', 'svc_c': 1.1943740592997667e-10, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:10:25,302] Trial 2855 finished with value: 0.9973702394523203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:10:30,357] Trial 2856 finished with value: 0.9972345494243746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 21, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:10:35,601] Trial 2857 finished with value: 0.9962504107094697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 32, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:10:48,137] Trial 2858 finished with value: 0.9969687113466722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 56, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:10:49,846] Trial 2859 finished with value: 0.9976742799097004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:10:54,122] Trial 2860 finished with value: 0.9973611545715205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 20, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:10:56,587] Trial 2861 finished with value: 0.9975121203399727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:10:58,906] Trial 2862 finished with value: 0.9976258717932827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:11:08,246] Trial 2863 finished with value: 0.9969795994166848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 38, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:11:10,295] Trial 2864 finished with value: 0.9974759872083863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:11:12,249] Trial 2865 finished with value: 0.9976027986519308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:11:14,955] Trial 2866 finished with value: 0.9973955974373689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:11:17,248] Trial 2867 finished with value: 0.9966157616313156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:11:21,217] Trial 2868 finished with value: 0.9972649603064578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:11:23,720] Trial 2869 finished with value: 0.9974842586466176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:11:24,434] Trial 2870 finished with value: 0.9881561814337263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:11:27,167] Trial 2871 finished with value: 0.9975078884073906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:11:28,909] Trial 2872 finished with value: 0.9852048259064032 and parameters: {'classifier': 'SVC', 'svc_c': 2.5421382489034846e-07, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:11:29,638] Trial 2873 finished with value: 0.9969070213285711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 82}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:11:32,431] Trial 2874 finished with value: 0.9972142349102021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:11:37,474] Trial 2875 finished with value: 0.9970747890817623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 26, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:11:40,370] Trial 2876 finished with value: 0.9972262757010141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:11:43,728] Trial 2877 finished with value: 0.9974243597255864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:11:45,689] Trial 2878 finished with value: 0.997491568204087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:11:47,956] Trial 2879 finished with value: 0.99745671534795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:11:50,486] Trial 2880 finished with value: 0.9973719518711177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:12:06,010] Trial 2881 finished with value: 0.9960264141116536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 64, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:12:09,648] Trial 2882 finished with value: 0.9975333029176525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:12:19,573] Trial 2883 finished with value: 0.9968131392970193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 45, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:12:21,399] Trial 2884 finished with value: 0.9973987486307258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:12:22,437] Trial 2885 finished with value: 0.9971423503905802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:12:23,824] Trial 2886 finished with value: 0.9972850495449631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:12:29,475] Trial 2887 finished with value: 0.9967256070051395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 23, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:12:31,569] Trial 2888 finished with value: 0.9976239991932662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:12:37,754] Trial 2889 finished with value: 0.9973185161527778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 28, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:12:38,213] Trial 2890 finished with value: 0.9950771196836506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 23}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:12:40,007] Trial 2891 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 8.823072801973248e-07, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:12:42,561] Trial 2892 finished with value: 0.9970430864351071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:12:44,967] Trial 2893 finished with value: 0.9975489643689487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:12:47,870] Trial 2894 finished with value: 0.9973152707295734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:12:50,163] Trial 2895 finished with value: 0.9973666831245745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:12:52,590] Trial 2896 finished with value: 0.997443078235606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:12:56,662] Trial 2897 finished with value: 0.9972509238042863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:12:59,622] Trial 2898 finished with value: 0.9973875484183932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:13:02,329] Trial 2899 finished with value: 0.9973202304758497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:13:04,608] Trial 2900 finished with value: 0.9970911710470339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:13:06,615] Trial 2901 finished with value: 0.9975750675600646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:13:08,090] Trial 2902 finished with value: 0.9973579525975116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:13:11,333] Trial 2903 finished with value: 0.9970876352854522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:13:13,729] Trial 2904 finished with value: 0.9976000990572592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 90}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:13:16,587] Trial 2905 finished with value: 0.9974873280513868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:13:19,049] Trial 2906 finished with value: 0.9972519991798051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:13:21,050] Trial 2907 finished with value: 0.99757306055001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:13:22,796] Trial 2908 finished with value: 0.9971731266394542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:13:25,007] Trial 2909 finished with value: 0.9975120765416604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:13:26,050] Trial 2910 finished with value: 0.9901700000947719 and parameters: {'classifier': 'SVC', 'svc_c': 13857.626130881192, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:13:39,527] Trial 2911 finished with value: 0.9966130072252778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 57, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:13:40,785] Trial 2912 finished with value: 0.9964927414077701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 40}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:13:42,742] Trial 2913 finished with value: 0.9973795593840625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:13:57,109] Trial 2914 finished with value: 0.9965454168762747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 65, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:13:58,218] Trial 2915 finished with value: 0.9941444499524357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:14:00,311] Trial 2916 finished with value: 0.9970658811397968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:14:04,674] Trial 2917 finished with value: 0.9972826882763853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:14:07,044] Trial 2918 finished with value: 0.9965002815728753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:14:08,277] Trial 2919 finished with value: 0.9956057064394043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:14:10,061] Trial 2920 finished with value: 0.997538571949837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:14:17,750] Trial 2921 finished with value: 0.9970176542150929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 32, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:14:20,286] Trial 2922 finished with value: 0.9970125218463379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:14:22,128] Trial 2923 finished with value: 0.9973544551753223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:14:23,789] Trial 2924 finished with value: 0.9953968979219944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:14:26,231] Trial 2925 finished with value: 0.9973017492066886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:14:28,501] Trial 2926 finished with value: 0.9972461628960003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:14:31,349] Trial 2927 finished with value: 0.9969579081120864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:14:35,992] Trial 2928 finished with value: 0.9968102047466187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 21, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:18:08,269] Trial 2929 finished with value: 0.9896102946063848 and parameters: {'classifier': 'SVC', 'svc_c': 5183515585.809352, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:18:10,197] Trial 2930 finished with value: 0.9975930839640951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:18:13,034] Trial 2931 finished with value: 0.9972364983540588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:18:16,989] Trial 2932 finished with value: 0.9971583939028066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:18:18,703] Trial 2933 finished with value: 0.9974943004570652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:18:20,283] Trial 2934 finished with value: 0.9974872056382776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:18:25,456] Trial 2935 finished with value: 0.9951805553966332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 46, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:18:27,943] Trial 2936 finished with value: 0.9972856709097156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:18:31,333] Trial 2937 finished with value: 0.9975642793057711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:18:33,439] Trial 2938 finished with value: 0.9975846206384754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:18:35,276] Trial 2939 finished with value: 0.9974090969341459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:18:36,246] Trial 2940 finished with value: 0.9965092997088556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 3, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:18:37,503] Trial 2941 finished with value: 0.9971407172213377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:18:53,518] Trial 2942 finished with value: 0.9960850691923531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 67, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:18:54,978] Trial 2943 finished with value: 0.9968068097426567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:18:56,819] Trial 2944 finished with value: 0.9974452316208899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:19:01,662] Trial 2945 finished with value: 0.9965542676900067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 27, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:19:05,348] Trial 2946 finished with value: 0.9972742454534537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:19:08,270] Trial 2947 finished with value: 0.9971147876683135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:19:09,112] Trial 2948 finished with value: 0.9968984227042516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:19:10,530] Trial 2949 finished with value: 0.9867407451542002 and parameters: {'classifier': 'SVC', 'svc_c': 14453752.315840425, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:19:12,445] Trial 2950 finished with value: 0.9975506386705194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:19:15,128] Trial 2951 finished with value: 0.9968577334373583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:19:18,211] Trial 2952 finished with value: 0.9974699510392403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:19:20,635] Trial 2953 finished with value: 0.9972582961075989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:19:22,795] Trial 2954 finished with value: 0.9973942372141306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:19:24,845] Trial 2955 finished with value: 0.9976992890951456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:19:32,323] Trial 2956 finished with value: 0.99645245645008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 43, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:19:35,033] Trial 2957 finished with value: 0.9974990787577244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:19:43,845] Trial 2958 finished with value: 0.996769022399595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 46, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:19:47,069] Trial 2959 finished with value: 0.997355566827269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:19:51,670] Trial 2960 finished with value: 0.9974956360834254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:19:54,082] Trial 2961 finished with value: 0.9970829175089825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:19:55,427] Trial 2962 finished with value: 0.9974171755963274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 72}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:20:00,834] Trial 2963 finished with value: 0.9971746579617519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 23, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:20:03,139] Trial 2964 finished with value: 0.9968187867085367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:20:05,502] Trial 2965 finished with value: 0.9971305611226849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:20:06,368] Trial 2966 finished with value: 0.9901894948505324 and parameters: {'classifier': 'SVC', 'svc_c': 5.748013469990206, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:20:10,923] Trial 2967 finished with value: 0.9969347176356904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 24, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:20:13,256] Trial 2968 finished with value: 0.9976898161549516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:20:15,017] Trial 2969 finished with value: 0.9973005332957156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:20:16,476] Trial 2970 finished with value: 0.9974462406959201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:20:19,625] Trial 2971 finished with value: 0.9970742689291967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:20:21,847] Trial 2972 finished with value: 0.9973457506416056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:20:22,520] Trial 2973 finished with value: 0.9908305086049792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 15, 'rf_n_estimators': 59}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:20:25,049] Trial 2974 finished with value: 0.9975843330930338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:20:27,763] Trial 2975 finished with value: 0.9975799992182929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:20:31,868] Trial 2976 finished with value: 0.9973288809599098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:20:34,548] Trial 2977 finished with value: 0.9974995489548237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:20:37,579] Trial 2978 finished with value: 0.9974321629979445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:20:39,713] Trial 2979 finished with value: 0.9973436216310345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:20:42,203] Trial 2980 finished with value: 0.9977838203139712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:20:44,767] Trial 2981 finished with value: 0.9976977247019487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:20:45,455] Trial 2982 finished with value: 0.9972693214123235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 19}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:20:47,829] Trial 2983 finished with value: 0.9973827678326046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:20:50,559] Trial 2984 finished with value: 0.9974015488980399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:20:52,243] Trial 2985 finished with value: 0.9869431293478557 and parameters: {'classifier': 'SVC', 'svc_c': 335972.9210640775, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:20:54,799] Trial 2986 finished with value: 0.9974063307533446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:21:03,195] Trial 2987 finished with value: 0.996094241384136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 39, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:21:05,681] Trial 2988 finished with value: 0.9974225945901246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:21:12,806] Trial 2989 finished with value: 0.9969880160241048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 32, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:21:14,703] Trial 2990 finished with value: 0.99664853540061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:21:17,096] Trial 2991 finished with value: 0.997610772356852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:21:19,525] Trial 2992 finished with value: 0.9973513909120938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:21:20,847] Trial 2993 finished with value: 0.9944594835957777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:21:22,668] Trial 2994 finished with value: 0.9970969935248489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 78}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:21:24,930] Trial 2995 finished with value: 0.9973774080300047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:21:27,913] Trial 2996 finished with value: 0.9974873374140696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:21:30,788] Trial 2997 finished with value: 0.9975638742031201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:21:33,175] Trial 2998 finished with value: 0.997618325947092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:21:36,141] Trial 2999 finished with value: 0.9973536181832263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:21:39,460] Trial 3000 finished with value: 0.9975456277627363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:21:43,091] Trial 3001 finished with value: 0.9973925377761371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:21:45,686] Trial 3002 finished with value: 0.9974636934664517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:21:47,871] Trial 3003 finished with value: 0.9976857141891005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:21:48,596] Trial 3004 finished with value: 0.9930627674131666 and parameters: {'classifier': 'SVC', 'svc_c': 112.19073799958265, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:21:51,075] Trial 3005 finished with value: 0.9974066689524866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:21:53,913] Trial 3006 finished with value: 0.997462430805541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:21:56,295] Trial 3007 finished with value: 0.9974204857966006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:21:59,491] Trial 3008 finished with value: 0.9973976878229065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:22:02,692] Trial 3009 finished with value: 0.9973596346113939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:22:13,035] Trial 3010 finished with value: 0.9964941355588315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 57, 'rf_n_estimators': 111}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:22:15,359] Trial 3011 finished with value: 0.9975195566903826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:22:17,774] Trial 3012 finished with value: 0.9972576279294328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:22:18,667] Trial 3013 finished with value: 0.9962298915175319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 3, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:22:19,326] Trial 3014 finished with value: 0.9966892394891063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 11}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:22:21,560] Trial 3015 finished with value: 0.9975564073208433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:22:28,083] Trial 3016 finished with value: 0.9970224012539134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 30, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:22:39,740] Trial 3017 finished with value: 0.9966097919848235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 54, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:22:41,217] Trial 3018 finished with value: 0.9974607134038921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:22:42,098] Trial 3019 finished with value: 0.9972040422812181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 107}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:22:45,063] Trial 3020 finished with value: 0.9974324990389088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:22:47,143] Trial 3021 finished with value: 0.997450430163182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:22:48,935] Trial 3022 finished with value: 0.9852051536002978 and parameters: {'classifier': 'SVC', 'svc_c': 4.419322384503036e-06, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:22:51,559] Trial 3023 finished with value: 0.9973413929634339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:22:53,858] Trial 3024 finished with value: 0.9975390961965926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:22:57,009] Trial 3025 finished with value: 0.9972406639544141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:23:00,118] Trial 3026 finished with value: 0.9975411905811065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:23:04,182] Trial 3027 finished with value: 0.9973921579685984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 110}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:23:05,385] Trial 3028 finished with value: 0.9973860085585985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:23:08,728] Trial 3029 finished with value: 0.9975401224100927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:23:11,146] Trial 3030 finished with value: 0.9975304797038315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:23:14,335] Trial 3031 finished with value: 0.996998538282996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:23:16,619] Trial 3032 finished with value: 0.9976560885980618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:23:20,826] Trial 3033 finished with value: 0.996813871395331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 25, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:23:23,166] Trial 3034 finished with value: 0.9972250716917562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:23:24,596] Trial 3035 finished with value: 0.9939658947383984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 44, 'rf_n_estimators': 35}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:23:28,307] Trial 3036 finished with value: 0.9974489273732633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:23:28,969] Trial 3037 finished with value: 0.993343350827466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 2, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:23:30,713] Trial 3038 finished with value: 0.9966945066170162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:23:33,291] Trial 3039 finished with value: 0.9975362114429688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:23:36,095] Trial 3040 finished with value: 0.9974182741722565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:23:37,768] Trial 3041 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.751540659147293e-09, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:23:39,265] Trial 3042 finished with value: 0.9973670747386146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:23:40,432] Trial 3043 finished with value: 0.9971994661510294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:23:45,378] Trial 3044 finished with value: 0.9972319773208774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 21, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:23:47,457] Trial 3045 finished with value: 0.9974771673507377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:23:48,233] Trial 3046 finished with value: 0.9899260888804173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:23:51,549] Trial 3047 finished with value: 0.9974842219575965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:23:54,067] Trial 3048 finished with value: 0.9974186542019606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:23:56,278] Trial 3049 finished with value: 0.9974377632151935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 97}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:24:02,992] Trial 3050 finished with value: 0.9968514187363363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 30, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:24:06,240] Trial 3051 finished with value: 0.9972051035333681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:24:08,675] Trial 3052 finished with value: 0.997282729535665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:24:10,351] Trial 3053 finished with value: 0.9974861436878938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:24:11,320] Trial 3054 finished with value: 0.99624335369053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:24:28,157] Trial 3055 finished with value: 0.9953515430240133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 69, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:24:32,202] Trial 3056 finished with value: 0.9972704548682129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:24:35,064] Trial 3057 finished with value: 0.9973268478930332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:24:36,325] Trial 3058 finished with value: 0.9971631442106313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:24:38,259] Trial 3059 finished with value: 0.9974325008162318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:24:39,562] Trial 3060 finished with value: 0.9867605745544569 and parameters: {'classifier': 'SVC', 'svc_c': 1979510.4498611917, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:24:43,299] Trial 3061 finished with value: 0.9972853458183294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:24:45,531] Trial 3062 finished with value: 0.9973335160273926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:24:47,692] Trial 3063 finished with value: 0.9972457887060712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:24:49,959] Trial 3064 finished with value: 0.9976326578974443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:24:51,910] Trial 3065 finished with value: 0.9974310211949854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:24:56,689] Trial 3066 finished with value: 0.9970241146248481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:24:59,530] Trial 3067 finished with value: 0.9976310220939553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:25:01,353] Trial 3068 finished with value: 0.9957404135443554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:25:02,253] Trial 3069 finished with value: 0.9969689079630091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:25:05,793] Trial 3070 finished with value: 0.9972087365716361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:25:08,477] Trial 3071 finished with value: 0.9971775605203416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:25:10,093] Trial 3072 finished with value: 0.9974654177552268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:25:17,111] Trial 3073 finished with value: 0.9959676461074795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 48, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:25:31,790] Trial 3074 finished with value: 0.9966638925805874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 64, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:25:35,915] Trial 3075 finished with value: 0.9925361168284582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 59, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:25:37,287] Trial 3076 finished with value: 0.9972460945642857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 87}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:25:39,412] Trial 3077 finished with value: 0.9977123751104645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:25:40,316] Trial 3078 finished with value: 0.99710107759052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 46}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:25:42,052] Trial 3079 finished with value: 0.985075935820347 and parameters: {'classifier': 'SVC', 'svc_c': 0.00020224731928075317, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:25:45,303] Trial 3080 finished with value: 0.9972428284162279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:25:51,249] Trial 3081 finished with value: 0.9970236555994924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 27, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:25:53,806] Trial 3082 finished with value: 0.9975627347487661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:25:56,280] Trial 3083 finished with value: 0.9974235945246374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:25:59,031] Trial 3084 finished with value: 0.997262178542344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:26:01,146] Trial 3085 finished with value: 0.9969748875752039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:26:05,504] Trial 3086 finished with value: 0.9973482242306381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:26:08,319] Trial 3087 finished with value: 0.9975632801647061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:26:11,107] Trial 3088 finished with value: 0.9974134243343538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:26:13,473] Trial 3089 finished with value: 0.9974007028606403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:26:14,575] Trial 3090 finished with value: 0.9943242059384642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:26:16,571] Trial 3091 finished with value: 0.9967771103292451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:26:18,470] Trial 3092 finished with value: 0.9975668955566976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:26:20,661] Trial 3093 finished with value: 0.9970276631450686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:26:22,930] Trial 3094 finished with value: 0.9973544400680782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:26:28,400] Trial 3095 finished with value: 0.9972336508924761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 24, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:26:33,070] Trial 3096 finished with value: 0.997451716405358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:26:34,182] Trial 3097 finished with value: 0.9881829796532781 and parameters: {'classifier': 'SVC', 'svc_c': 40621.62503913392, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:26:37,082] Trial 3098 finished with value: 0.9973978107120841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:26:40,307] Trial 3099 finished with value: 0.9972852569204506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:26:42,926] Trial 3100 finished with value: 0.9974944608921875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:26:44,358] Trial 3101 finished with value: 0.9973004724224088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:26:45,489] Trial 3102 finished with value: 0.9911581828538468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:26:47,480] Trial 3103 finished with value: 0.9976029679736671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:26:49,726] Trial 3104 finished with value: 0.9975827161418618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:26:52,821] Trial 3105 finished with value: 0.9977221449270454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:26:56,531] Trial 3106 finished with value: 0.997421964021379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:26:59,604] Trial 3107 finished with value: 0.9972443226051736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:27:02,970] Trial 3108 finished with value: 0.9971420161269388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:27:06,674] Trial 3109 finished with value: 0.9973484875600563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:27:09,679] Trial 3110 finished with value: 0.997286451820929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:27:12,546] Trial 3111 finished with value: 0.9971636441461498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:27:15,939] Trial 3112 finished with value: 0.997450659628253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:27:18,805] Trial 3113 finished with value: 0.99708703848584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:27:30,665] Trial 3114 finished with value: 0.9967349434088556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 53, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:27:39,291] Trial 3115 finished with value: 0.9972290038915402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 40, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:27:42,265] Trial 3116 finished with value: 0.997166389824263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:27:44,003] Trial 3117 finished with value: 0.9853497695973403 and parameters: {'classifier': 'SVC', 'svc_c': 0.004057524424550378, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:27:47,234] Trial 3118 finished with value: 0.9973371205650198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:27:49,507] Trial 3119 finished with value: 0.9962327461201435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:27:52,482] Trial 3120 finished with value: 0.9975963870233393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:27:55,703] Trial 3121 finished with value: 0.9969608791293426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:27:58,439] Trial 3122 finished with value: 0.9972339233624119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:28:02,018] Trial 3123 finished with value: 0.9975647977762274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:28:06,143] Trial 3124 finished with value: 0.9975379804187176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:28:09,078] Trial 3125 finished with value: 0.9972002080880923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:28:11,648] Trial 3126 finished with value: 0.9975392605354774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:28:15,862] Trial 3127 finished with value: 0.9969953386575923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 18, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:28:18,037] Trial 3128 finished with value: 0.9974019853260053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 80}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:28:20,700] Trial 3129 finished with value: 0.9975583546318941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:28:23,414] Trial 3130 finished with value: 0.9972722383164473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 106}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:28:26,680] Trial 3131 finished with value: 0.9975877742439132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:28:29,299] Trial 3132 finished with value: 0.9976128240856182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:28:36,605] Trial 3133 finished with value: 0.9971790712447373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 32, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:28:39,925] Trial 3134 finished with value: 0.9972392394936511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:28:43,094] Trial 3135 finished with value: 0.997375523210894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:28:44,493] Trial 3136 finished with value: 0.9861741734234348 and parameters: {'classifier': 'SVC', 'svc_c': 0.7605639331077023, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:28:47,305] Trial 3137 finished with value: 0.9975333259593734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:28:50,387] Trial 3138 finished with value: 0.9969583925912439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:28:54,152] Trial 3139 finished with value: 0.9968106324783976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:28:54,858] Trial 3140 finished with value: 0.9970035470643394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 2, 'rf_n_estimators': 68}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:29:02,634] Trial 3141 finished with value: 0.9969386780822121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 36, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:29:03,584] Trial 3142 finished with value: 0.997284312876393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 111}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:29:06,236] Trial 3143 finished with value: 0.9973915754510446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:29:10,012] Trial 3144 finished with value: 0.9972292103466284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:29:12,496] Trial 3145 finished with value: 0.9973535400127602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:29:14,635] Trial 3146 finished with value: 0.9972646340407691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 95}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:29:21,999] Trial 3147 finished with value: 0.9973086112596627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 34, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:29:24,530] Trial 3148 finished with value: 0.997322992911578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:29:28,372] Trial 3149 finished with value: 0.9972750813664607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:29:32,777] Trial 3150 finished with value: 0.9974493152739683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 19, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:29:41,420] Trial 3151 finished with value: 0.9969655604706943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 40, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:29:44,397] Trial 3152 finished with value: 0.9972329707173812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:29:46,659] Trial 3153 finished with value: 0.9970879376524966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:29:49,031] Trial 3154 finished with value: 0.9974187504947718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:29:51,454] Trial 3155 finished with value: 0.9971026049773172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:29:52,100] Trial 3156 finished with value: 0.9950664306420558 and parameters: {'classifier': 'SVC', 'svc_c': 1155.3693950131953, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:29:58,721] Trial 3157 finished with value: 0.996541357629647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 28, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:30:07,982] Trial 3158 finished with value: 0.9969820047374784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 41, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:30:19,102] Trial 3159 finished with value: 0.9966807827332334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 50, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:30:21,233] Trial 3160 finished with value: 0.9972207984998945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:30:24,831] Trial 3161 finished with value: 0.9971584542365687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:30:28,569] Trial 3162 finished with value: 0.9977054152729975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:30:31,136] Trial 3163 finished with value: 0.9974347195181293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:30:31,698] Trial 3164 finished with value: 0.9791395046989576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 65, 'rf_n_estimators': 2}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:30:34,662] Trial 3165 finished with value: 0.9973629227855594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:30:37,299] Trial 3166 finished with value: 0.9974209745603756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:30:40,541] Trial 3167 finished with value: 0.9971584068518728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:30:43,021] Trial 3168 finished with value: 0.997465396078236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:30:46,815] Trial 3169 finished with value: 0.9964008122731408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 17, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:30:50,315] Trial 3170 finished with value: 0.997362276030481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:30:53,510] Trial 3171 finished with value: 0.9960441170721098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 22, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:30:56,355] Trial 3172 finished with value: 0.9973101202702113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:30:58,152] Trial 3173 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 4.4163951288675515e-05, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:31:00,582] Trial 3174 finished with value: 0.997390152196322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:31:02,898] Trial 3175 finished with value: 0.997130646529394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:31:05,714] Trial 3176 finished with value: 0.9973199324568985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:31:08,300] Trial 3177 finished with value: 0.9975276561726311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 99}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:31:10,807] Trial 3178 finished with value: 0.9974648281918577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:31:13,511] Trial 3179 finished with value: 0.997638896871819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:31:15,493] Trial 3180 finished with value: 0.996234743926205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:31:17,053] Trial 3181 finished with value: 0.9973456190245032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 75}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:31:21,475] Trial 3182 finished with value: 0.9974004455296864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:31:22,395] Trial 3183 finished with value: 0.9970796584067402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 1, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:31:23,437] Trial 3184 finished with value: 0.9970540139870766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 4, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:31:26,266] Trial 3185 finished with value: 0.9973871307792687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:31:30,138] Trial 3186 finished with value: 0.9973468800985187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:31:31,072] Trial 3187 finished with value: 0.990360458928385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:31:33,944] Trial 3188 finished with value: 0.9975406462125177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:31:39,964] Trial 3189 finished with value: 0.9962476780121606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 28, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:31:43,338] Trial 3190 finished with value: 0.9974018098153771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:31:44,916] Trial 3191 finished with value: 0.9972141011031842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:31:45,641] Trial 3192 finished with value: 0.9943304147300888 and parameters: {'classifier': 'SVC', 'svc_c': 379.53622661312824, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:31:47,888] Trial 3193 finished with value: 0.9971909941292229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:31:52,764] Trial 3194 finished with value: 0.996807605761114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 20, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:31:58,103] Trial 3195 finished with value: 0.9973142415009723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 24, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:32:12,785] Trial 3196 finished with value: 0.9966849797223792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 60, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:32:15,175] Trial 3197 finished with value: 0.9973812676451943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:32:17,808] Trial 3198 finished with value: 0.9975117486573383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:32:26,237] Trial 3199 finished with value: 0.9969618140646209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 41, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:32:29,828] Trial 3200 finished with value: 0.9972956457214407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:32:31,639] Trial 3201 finished with value: 0.9962094551615327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:32:35,345] Trial 3202 finished with value: 0.9947751873215606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 40, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:32:38,716] Trial 3203 finished with value: 0.9972997803138607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:32:41,306] Trial 3204 finished with value: 0.9975684206583653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:32:51,082] Trial 3205 finished with value: 0.9967688812293823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 47, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:32:53,515] Trial 3206 finished with value: 0.9973284527203243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:32:54,557] Trial 3207 finished with value: 0.9970028977384903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:33:09,070] Trial 3208 finished with value: 0.9967060290325854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 66, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:33:10,070] Trial 3209 finished with value: 0.9971792902362987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:33:11,960] Trial 3210 finished with value: 0.9852073661133033 and parameters: {'classifier': 'SVC', 'svc_c': 3.0383551012550615e-08, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:33:13,110] Trial 3211 finished with value: 0.9972390643638777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:33:16,326] Trial 3212 finished with value: 0.997423457448615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:33:29,234] Trial 3213 finished with value: 0.9964343298520347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 72, 'rf_n_estimators': 92}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:33:30,056] Trial 3214 finished with value: 0.9969190697682188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 32}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:33:30,776] Trial 3215 finished with value: 0.9945567590443963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 43}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:33:33,971] Trial 3216 finished with value: 0.9974274396356032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:33:41,397] Trial 3217 finished with value: 0.9966146335708704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 33, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:33:43,768] Trial 3218 finished with value: 0.9974471077120762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:33:47,185] Trial 3219 finished with value: 0.9973668638084816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:33:49,896] Trial 3220 finished with value: 0.9973686211998941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:33:52,615] Trial 3221 finished with value: 0.9974221899952802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:33:54,894] Trial 3222 finished with value: 0.9971590912481094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:33:56,966] Trial 3223 finished with value: 0.9971417952311027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:33:58,523] Trial 3224 finished with value: 0.9949015855375496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 18, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:34:01,637] Trial 3225 finished with value: 0.9974428753669015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:34:02,347] Trial 3226 finished with value: 0.9940487898046176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:34:04,092] Trial 3227 finished with value: 0.9967610512654441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:34:06,570] Trial 3228 finished with value: 0.9973877042832567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:35:07,375] Trial 3229 finished with value: 0.9904848930757083 and parameters: {'classifier': 'SVC', 'svc_c': 120692574.87594931, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:35:08,234] Trial 3230 finished with value: 0.996728170729829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 52}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:35:10,435] Trial 3231 finished with value: 0.9975523625149636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:35:13,352] Trial 3232 finished with value: 0.9973047799546867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:35:15,693] Trial 3233 finished with value: 0.9974608769175912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:35:16,942] Trial 3234 finished with value: 0.9974689414881416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:35:22,012] Trial 3235 finished with value: 0.9973384767258061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:35:23,883] Trial 3236 finished with value: 0.9969615143952985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:35:27,470] Trial 3237 finished with value: 0.9971621744271308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:35:30,776] Trial 3238 finished with value: 0.9971890520866649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:35:41,717] Trial 3239 finished with value: 0.9969149669771821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 46, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:35:44,021] Trial 3240 finished with value: 0.9968457538372318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 65}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:35:46,521] Trial 3241 finished with value: 0.9971782362203917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:35:48,695] Trial 3242 finished with value: 0.9973470310440066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:36:01,749] Trial 3243 finished with value: 0.9964640744602266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 71, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:36:04,822] Trial 3244 finished with value: 0.9975114884699731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:36:06,844] Trial 3245 finished with value: 0.9974665388968083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:36:11,271] Trial 3246 finished with value: 0.9971256515223025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 19, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:36:12,411] Trial 3247 finished with value: 0.9971906053081184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:36:17,898] Trial 3248 finished with value: 0.9971278583224849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 25, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:36:19,734] Trial 3249 finished with value: 0.9853879533468665 and parameters: {'classifier': 'SVC', 'svc_c': 0.024307435478653577, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:36:21,200] Trial 3250 finished with value: 0.9971940588050442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:36:22,679] Trial 3251 finished with value: 0.9964149657612394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:36:32,681] Trial 3252 finished with value: 0.9959953933856783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 58, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:36:35,609] Trial 3253 finished with value: 0.9971004090314993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:36:38,265] Trial 3254 finished with value: 0.9977208324693576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:36:40,384] Trial 3255 finished with value: 0.9974925694081161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:36:43,721] Trial 3256 finished with value: 0.997305695656793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:36:47,807] Trial 3257 finished with value: 0.9974422287070368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 16, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:36:50,138] Trial 3258 finished with value: 0.9975355843653931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:36:51,379] Trial 3259 finished with value: 0.994363427612778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:36:53,784] Trial 3260 finished with value: 0.9973807564744566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:36:56,520] Trial 3261 finished with value: 0.9973840395070811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:36:58,699] Trial 3262 finished with value: 0.9973597746707794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:37:00,211] Trial 3263 finished with value: 0.9954753992240416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:37:01,784] Trial 3264 finished with value: 0.9969262909673539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:37:03,733] Trial 3265 finished with value: 0.9974491450000947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:37:05,376] Trial 3266 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 6.877418920825657e-09, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:37:08,492] Trial 3267 finished with value: 0.9972510062593699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:37:11,094] Trial 3268 finished with value: 0.9973564351764175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:37:13,641] Trial 3269 finished with value: 0.997443479847087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:37:29,922] Trial 3270 finished with value: 0.9964192869408173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 73, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:37:32,611] Trial 3271 finished with value: 0.997426218995682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:37:35,980] Trial 3272 finished with value: 0.9970551153242037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:37:37,344] Trial 3273 finished with value: 0.9894593425804464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:37:38,715] Trial 3274 finished with value: 0.9975423455870351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:37:40,199] Trial 3275 finished with value: 0.9972783465306433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 82}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:37:44,736] Trial 3276 finished with value: 0.9974035695871325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:37:47,981] Trial 3277 finished with value: 0.9975702001710992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:37:50,694] Trial 3278 finished with value: 0.9972069009462817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:37:53,645] Trial 3279 finished with value: 0.9976066010436732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:37:55,810] Trial 3280 finished with value: 0.9971502433542648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:37:58,159] Trial 3281 finished with value: 0.9973316436495415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:38:00,859] Trial 3282 finished with value: 0.997300593470788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:38:04,661] Trial 3283 finished with value: 0.9973387313907756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 16, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:38:06,497] Trial 3284 finished with value: 0.9967218177211526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:38:07,380] Trial 3285 finished with value: 0.9910119784062733 and parameters: {'classifier': 'SVC', 'svc_c': 26.9017083330684, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:38:18,810] Trial 3286 finished with value: 0.9965254385617559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 53, 'rf_n_estimators': 110}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:38:20,597] Trial 3287 finished with value: 0.9973719526645654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:38:21,602] Trial 3288 finished with value: 0.9969298239042618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:38:24,001] Trial 3289 finished with value: 0.9968883427448391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:38:26,476] Trial 3290 finished with value: 0.9973574114344513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:38:28,095] Trial 3291 finished with value: 0.9976015849626112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:38:31,653] Trial 3292 finished with value: 0.9965951125043846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 22, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:38:33,933] Trial 3293 finished with value: 0.9964642271512995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:38:36,110] Trial 3294 finished with value: 0.9975985589752993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:38:38,755] Trial 3295 finished with value: 0.9972361247354119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:38:42,106] Trial 3296 finished with value: 0.9972663531245273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:38:45,308] Trial 3297 finished with value: 0.996924545350705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:38:47,838] Trial 3298 finished with value: 0.9972300366747872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:38:50,258] Trial 3299 finished with value: 0.997662155870357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:38:51,255] Trial 3300 finished with value: 0.99719330490279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:38:57,931] Trial 3301 finished with value: 0.9965540502218647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 29, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:39:11,110] Trial 3302 finished with value: 0.996375871133769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 57, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:39:13,699] Trial 3303 finished with value: 0.9975703875834429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:39:14,525] Trial 3304 finished with value: 0.9961465959189203 and parameters: {'classifier': 'SVC', 'svc_c': 12280.916613104315, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:39:16,597] Trial 3305 finished with value: 0.9974070408572864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:39:17,519] Trial 3306 finished with value: 0.9971240208286168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:39:21,574] Trial 3307 finished with value: 0.9971837511896213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:39:22,429] Trial 3308 finished with value: 0.9923559778928381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 44, 'rf_n_estimators': 7}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:39:23,536] Trial 3309 finished with value: 0.9972999463665926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 3, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:39:25,069] Trial 3310 finished with value: 0.9973892216726129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:39:27,073] Trial 3311 finished with value: 0.9974557557523177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:39:33,040] Trial 3312 finished with value: 0.9970772868868182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 27, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:39:35,731] Trial 3313 finished with value: 0.997399004089143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:39:36,774] Trial 3314 finished with value: 0.9971278502927943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 55}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:39:40,883] Trial 3315 finished with value: 0.9972831801822132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:39:42,711] Trial 3316 finished with value: 0.9967829309027856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:39:45,889] Trial 3317 finished with value: 0.9975335340330947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:39:48,190] Trial 3318 finished with value: 0.9975244554681386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:39:49,229] Trial 3319 finished with value: 0.9970830237992345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 38}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:39:50,874] Trial 3320 finished with value: 0.9974414820410256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:39:52,920] Trial 3321 finished with value: 0.9974040681261832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:39:54,031] Trial 3322 finished with value: 0.9970122820981849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 20, 'rf_n_estimators': 25}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:39:55,892] Trial 3323 finished with value: 0.9853945086847028 and parameters: {'classifier': 'SVC', 'svc_c': 0.06479908873637118, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:39:57,577] Trial 3324 finished with value: 0.9943692158453908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:39:59,802] Trial 3325 finished with value: 0.9975630920541284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:40:02,830] Trial 3326 finished with value: 0.9968545626934504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 14, 'rf_n_estimators': 105}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:40:10,389] Trial 3327 finished with value: 0.9971160227172446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 35, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:40:12,906] Trial 3328 finished with value: 0.9975073987549542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:40:16,649] Trial 3329 finished with value: 0.9974646549028828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:40:19,618] Trial 3330 finished with value: 0.9972461727347518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:40:24,514] Trial 3331 finished with value: 0.997386536582165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 23, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:40:39,779] Trial 3332 finished with value: 0.9960419861890023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 66, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:40:41,713] Trial 3333 finished with value: 0.9975808572208833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:40:44,175] Trial 3334 finished with value: 0.9974940298914042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:40:46,281] Trial 3335 finished with value: 0.9975273362545239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:40:47,704] Trial 3336 finished with value: 0.9973329027558068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:40:50,439] Trial 3337 finished with value: 0.9974565278403927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:40:52,684] Trial 3338 finished with value: 0.9976820370986168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:40:54,517] Trial 3339 finished with value: 0.9975687753612191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:40:56,273] Trial 3340 finished with value: 0.9973451268012964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:41:51,140] Trial 3341 finished with value: 0.9899479130716345 and parameters: {'classifier': 'SVC', 'svc_c': 50273594.68104723, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:41:54,444] Trial 3342 finished with value: 0.9973020968002513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:41:55,174] Trial 3343 finished with value: 0.9882491283713101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:42:03,187] Trial 3344 finished with value: 0.9965864569739972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 43, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:42:04,458] Trial 3345 finished with value: 0.9959947080055666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 15, 'rf_n_estimators': 70}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:42:05,676] Trial 3346 finished with value: 0.9973237305957614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:42:08,147] Trial 3347 finished with value: 0.9974109688359287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:42:23,270] Trial 3348 finished with value: 0.9963738485404017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 73, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:42:24,156] Trial 3349 finished with value: 0.9968809864374318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 108}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:42:26,980] Trial 3350 finished with value: 0.9973908159311811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:42:28,870] Trial 3351 finished with value: 0.9972466325852931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:42:31,903] Trial 3352 finished with value: 0.9973339771157125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:42:34,003] Trial 3353 finished with value: 0.9974520256595284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:42:35,588] Trial 3354 finished with value: 0.997236064655553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 101}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:42:38,563] Trial 3355 finished with value: 0.9974753446744495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:42:42,745] Trial 3356 finished with value: 0.9971231148065721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 18, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:42:45,690] Trial 3357 finished with value: 0.9973816509756407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:42:47,886] Trial 3358 finished with value: 0.9972132479882315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:42:49,585] Trial 3359 finished with value: 0.9970833471450359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:42:52,316] Trial 3360 finished with value: 0.9973032306052576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:42:54,091] Trial 3361 finished with value: 0.9854084327394683 and parameters: {'classifier': 'SVC', 'svc_c': 0.2971109690017406, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:42:56,871] Trial 3362 finished with value: 0.9972184896940774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:43:02,235] Trial 3363 finished with value: 0.9972888528888427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 24, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:43:05,876] Trial 3364 finished with value: 0.9975219108814072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:43:07,902] Trial 3365 finished with value: 0.9973752670859805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:43:09,551] Trial 3366 finished with value: 0.9971310931769658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 12, 'rf_n_estimators': 62}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:43:21,607] Trial 3367 finished with value: 0.9969671680909217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 53, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:43:23,817] Trial 3368 finished with value: 0.9972836202917762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:43:37,411] Trial 3369 finished with value: 0.9964617725097976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 61, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:43:39,603] Trial 3370 finished with value: 0.9966746383695607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:43:42,383] Trial 3371 finished with value: 0.9974366386141803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:43:43,438] Trial 3372 finished with value: 0.9938988003576751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:43:45,246] Trial 3373 finished with value: 0.9974002080666629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:43:46,264] Trial 3374 finished with value: 0.996840411553957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 84}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:43:49,143] Trial 3375 finished with value: 0.9965810741931523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 16, 'rf_n_estimators': 89}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:43:53,361] Trial 3376 finished with value: 0.9938499288678084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 46, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:43:55,321] Trial 3377 finished with value: 0.9975051653266677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:43:57,756] Trial 3378 finished with value: 0.9974203488792678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:44:34,408] Trial 3379 finished with value: 0.9907074208749046 and parameters: {'classifier': 'SVC', 'svc_c': 8358576.796224297, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:44:37,154] Trial 3380 finished with value: 0.9973531549049909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:44:39,464] Trial 3381 finished with value: 0.9974518485620046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:44:48,033] Trial 3382 finished with value: 0.9965161963878867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 37, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:44:51,493] Trial 3383 finished with value: 0.9973392610012376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:44:53,772] Trial 3384 finished with value: 0.9974508954409055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:44:56,715] Trial 3385 finished with value: 0.9974238692162265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:44:58,350] Trial 3386 finished with value: 0.9968582069669378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:45:00,269] Trial 3387 finished with value: 0.9976247706148452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:45:04,426] Trial 3388 finished with value: 0.9971511211930476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:45:09,009] Trial 3389 finished with value: 0.9974551466066596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:45:25,750] Trial 3390 finished with value: 0.9965291014019192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 69, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:45:28,404] Trial 3391 finished with value: 0.9974990659990857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:45:35,356] Trial 3392 finished with value: 0.9970513730440581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 34, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:45:36,073] Trial 3393 finished with value: 0.988766925888895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:45:37,614] Trial 3394 finished with value: 0.9972695481161965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:45:40,121] Trial 3395 finished with value: 0.9972545551921833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:45:43,079] Trial 3396 finished with value: 0.9972789891280559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:45:54,499] Trial 3397 finished with value: 0.9968761860471891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 51, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:45:56,031] Trial 3398 finished with value: 0.9866077128586261 and parameters: {'classifier': 'SVC', 'svc_c': 192261070.94435504, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:45:59,038] Trial 3399 finished with value: 0.9975925161411926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 109}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:46:06,387] Trial 3400 finished with value: 0.9967598760424686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 32, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:46:07,335] Trial 3401 finished with value: 0.9967340309440158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:46:10,286] Trial 3402 finished with value: 0.9974730199362032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:46:12,565] Trial 3403 finished with value: 0.9974934749223542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:46:14,355] Trial 3404 finished with value: 0.9974654964334994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:46:18,468] Trial 3405 finished with value: 0.9966995190482187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 21, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:46:21,153] Trial 3406 finished with value: 0.9973827519636509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:46:24,452] Trial 3407 finished with value: 0.9971758174427254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:46:26,975] Trial 3408 finished with value: 0.9975913387600391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:46:29,126] Trial 3409 finished with value: 0.997542080194653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:46:31,196] Trial 3410 finished with value: 0.9974635449647827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:46:33,800] Trial 3411 finished with value: 0.997407604522523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:46:35,544] Trial 3412 finished with value: 0.997346862134863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:46:38,101] Trial 3413 finished with value: 0.9971343362515649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:46:41,190] Trial 3414 finished with value: 0.9973798386776483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:46:44,385] Trial 3415 finished with value: 0.9974676747013028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:50:42,008] Trial 3416 finished with value: 0.9900391830416636 and parameters: {'classifier': 'SVC', 'svc_c': 320948142.1690732, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:50:44,100] Trial 3417 finished with value: 0.9976031729688115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:50:46,512] Trial 3418 finished with value: 0.9974138991969254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:50:49,091] Trial 3419 finished with value: 0.9975435840319227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:50:51,379] Trial 3420 finished with value: 0.9975068925035923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:50:54,055] Trial 3421 finished with value: 0.9970425362267431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:50:57,573] Trial 3422 finished with value: 0.9975805157844748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:50:59,316] Trial 3423 finished with value: 0.9959094572883785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 16, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:51:03,234] Trial 3424 finished with value: 0.9971465650894786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 107}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:51:11,410] Trial 3425 finished with value: 0.9969819953113199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 35, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:51:13,185] Trial 3426 finished with value: 0.997262802414391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:51:19,056] Trial 3427 finished with value: 0.9969455481014012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 27, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:51:21,286] Trial 3428 finished with value: 0.9976061038058769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:51:24,292] Trial 3429 finished with value: 0.9975942059626001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:51:25,274] Trial 3430 finished with value: 0.9968421400321357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:51:28,752] Trial 3431 finished with value: 0.9974591628801605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:51:31,247] Trial 3432 finished with value: 0.9974781624928264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:51:33,175] Trial 3433 finished with value: 0.9974588060826046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:51:36,539] Trial 3434 finished with value: 0.9973578997538955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:51:37,323] Trial 3435 finished with value: 0.9916186367645446 and parameters: {'classifier': 'SVC', 'svc_c': 61.34276607977037, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:51:40,012] Trial 3436 finished with value: 0.9974983022898183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:51:42,883] Trial 3437 finished with value: 0.996993365511885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:51:46,522] Trial 3438 finished with value: 0.9961984592143726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 28, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:51:48,662] Trial 3439 finished with value: 0.9974720862069654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:51:50,644] Trial 3440 finished with value: 0.9973927480080361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:51:51,328] Trial 3441 finished with value: 0.9959485838124462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 21}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:51:58,686] Trial 3442 finished with value: 0.9966879822236397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 32, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:52:04,534] Trial 3443 finished with value: 0.9959201808608169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 40, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:52:21,476] Trial 3444 finished with value: 0.9956645954602195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 74, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:52:23,202] Trial 3445 finished with value: 0.9973968927565865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:52:25,373] Trial 3446 finished with value: 0.9974052306539959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:52:26,833] Trial 3447 finished with value: 0.9971631030783032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:52:29,842] Trial 3448 finished with value: 0.9974290876581865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:52:30,798] Trial 3449 finished with value: 0.9973892047245704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 50}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:52:31,994] Trial 3450 finished with value: 0.9910382709457451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 17, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:52:35,184] Trial 3451 finished with value: 0.9973531364335289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:52:39,793] Trial 3452 finished with value: 0.9970909336792239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 24, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:52:40,901] Trial 3453 finished with value: 0.9940552730974042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:52:43,053] Trial 3454 finished with value: 0.9940344935911494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 45, 'rf_n_estimators': 15}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:52:44,317] Trial 3455 finished with value: 0.9962981958425017 and parameters: {'classifier': 'SVC', 'svc_c': 84050.62380127974, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:52:47,143] Trial 3456 finished with value: 0.9973608063749376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:52:49,363] Trial 3457 finished with value: 0.9974272422892945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:52:50,891] Trial 3458 finished with value: 0.9973565277558937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:52:54,138] Trial 3459 finished with value: 0.9972075555088854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:52:55,931] Trial 3460 finished with value: 0.9973156752292044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:53:01,067] Trial 3461 finished with value: 0.9974375098514782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 26, 'rf_n_estimators': 104}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:53:02,089] Trial 3462 finished with value: 0.9972311500723192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:53:04,523] Trial 3463 finished with value: 0.9976049013200385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:53:06,917] Trial 3464 finished with value: 0.9966653804854274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:53:09,172] Trial 3465 finished with value: 0.9976515052633682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:53:11,306] Trial 3466 finished with value: 0.9971546914537348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:53:17,776] Trial 3467 finished with value: 0.9971829867821197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 29, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:53:20,730] Trial 3468 finished with value: 0.9970038755834194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:53:23,281] Trial 3469 finished with value: 0.9962766208573339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:53:28,653] Trial 3470 finished with value: 0.997148223014289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:53:30,134] Trial 3471 finished with value: 0.9974217962865378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:53:31,631] Trial 3472 finished with value: 0.9867327158444649 and parameters: {'classifier': 'SVC', 'svc_c': 1051608759.9970767, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:53:38,338] Trial 3473 finished with value: 0.9970425721223166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 30, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:53:41,022] Trial 3474 finished with value: 0.9970560865041723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 73}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:53:41,885] Trial 3475 finished with value: 0.9968251998288097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 30}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:53:51,548] Trial 3476 finished with value: 0.9972173088217544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 40, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:53:52,840] Trial 3477 finished with value: 0.9973377458652729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:53:55,089] Trial 3478 finished with value: 0.9975054439854952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:53:56,888] Trial 3479 finished with value: 0.9975239208430873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:53:58,047] Trial 3480 finished with value: 0.9970304985462463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 3, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:54:00,111] Trial 3481 finished with value: 0.9976836904849065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:54:04,885] Trial 3482 finished with value: 0.9964636032792523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 31, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:54:07,337] Trial 3483 finished with value: 0.9974980583522615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:54:09,880] Trial 3484 finished with value: 0.997513888744439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:54:12,462] Trial 3485 finished with value: 0.9973210092923611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:54:16,183] Trial 3486 finished with value: 0.9972656941186164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:54:22,148] Trial 3487 finished with value: 0.9971699650678016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 26, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:54:25,160] Trial 3488 finished with value: 0.997428853940236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:54:28,110] Trial 3489 finished with value: 0.9975963733125633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:54:30,544] Trial 3490 finished with value: 0.9973812161663084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:54:31,308] Trial 3491 finished with value: 0.9953631953110998 and parameters: {'classifier': 'SVC', 'svc_c': 3747.0254378577383, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:54:34,093] Trial 3492 finished with value: 0.9975502673370019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:54:38,146] Trial 3493 finished with value: 0.995117734874268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 36, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:54:39,321] Trial 3494 finished with value: 0.9952048313094646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:54:40,946] Trial 3495 finished with value: 0.9976370452822971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:54:43,983] Trial 3496 finished with value: 0.9973359211894967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:54:47,418] Trial 3497 finished with value: 0.9972371100387495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 17, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:54:49,983] Trial 3498 finished with value: 0.9976056444631419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:54:53,478] Trial 3499 finished with value: 0.9973312012548492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:54:54,403] Trial 3500 finished with value: 0.9967952104261376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:54:55,745] Trial 3501 finished with value: 0.996675314006135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:54:58,768] Trial 3502 finished with value: 0.9974736594550387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:55:00,993] Trial 3503 finished with value: 0.9976171125116758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:55:09,794] Trial 3504 finished with value: 0.9971678798555429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 40, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:55:11,868] Trial 3505 finished with value: 0.9975930876456923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:55:16,843] Trial 3506 finished with value: 0.99728981089758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:55:20,645] Trial 3507 finished with value: 0.9972614114371204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:55:24,091] Trial 3508 finished with value: 0.9971594897810135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:55:26,153] Trial 3509 finished with value: 0.9970695055453541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:55:27,501] Trial 3510 finished with value: 0.986736648679007 and parameters: {'classifier': 'SVC', 'svc_c': 38763148.077885754, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:55:29,588] Trial 3511 finished with value: 0.9973936822133426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:55:32,476] Trial 3512 finished with value: 0.997477902305461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:55:34,150] Trial 3513 finished with value: 0.9974872874268653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:55:45,477] Trial 3514 finished with value: 0.9968424119625269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 47, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:55:48,534] Trial 3515 finished with value: 0.9975079171301968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:55:49,344] Trial 3516 finished with value: 0.9971094637612868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 59}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:55:51,120] Trial 3517 finished with value: 0.9976085176959053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:55:55,171] Trial 3518 finished with value: 0.9973352487584511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 20, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:55:58,283] Trial 3519 finished with value: 0.9973693952239815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:56:00,461] Trial 3520 finished with value: 0.9969887912859706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:56:12,435] Trial 3521 finished with value: 0.9967102036465066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 51, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:56:15,082] Trial 3522 finished with value: 0.9974380214030708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:56:18,468] Trial 3523 finished with value: 0.997472736643641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:56:20,780] Trial 3524 finished with value: 0.9975355405988187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:56:23,471] Trial 3525 finished with value: 0.9975040559915879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:56:25,296] Trial 3526 finished with value: 0.9973684862503115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:56:27,393] Trial 3527 finished with value: 0.9972335985566668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:56:28,352] Trial 3528 finished with value: 0.9888754121185692 and parameters: {'classifier': 'SVC', 'svc_c': 2.4662076510244497, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:56:29,858] Trial 3529 finished with value: 0.997614949065475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:56:30,853] Trial 3530 finished with value: 0.9902967011221363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:56:34,397] Trial 3531 finished with value: 0.9973061026319804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:56:36,518] Trial 3532 finished with value: 0.9974526705738082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:56:51,252] Trial 3533 finished with value: 0.996004977662452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 65, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:56:52,543] Trial 3534 finished with value: 0.9955919094949582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:56:53,664] Trial 3535 finished with value: 0.994234147785218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:56:57,849] Trial 3536 finished with value: 0.9966331125866401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 18, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:56:59,789] Trial 3537 finished with value: 0.9974790440766821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:57:01,879] Trial 3538 finished with value: 0.9974746176542032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:57:03,555] Trial 3539 finished with value: 0.9972881250751486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:57:07,086] Trial 3540 finished with value: 0.997356708027208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:57:09,291] Trial 3541 finished with value: 0.997466083806953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:57:12,669] Trial 3542 finished with value: 0.9975356336861013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:57:16,174] Trial 3543 finished with value: 0.995915077913102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 25, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:57:18,345] Trial 3544 finished with value: 0.9973855903481916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:57:21,843] Trial 3545 finished with value: 0.9974535691691825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:57:24,845] Trial 3546 finished with value: 0.9972377430513139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:57:26,607] Trial 3547 finished with value: 0.9852055640666552 and parameters: {'classifier': 'SVC', 'svc_c': 7.52627863085017e-10, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:57:29,185] Trial 3548 finished with value: 0.9972030912230828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:57:31,459] Trial 3549 finished with value: 0.9967219012553251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:57:32,415] Trial 3550 finished with value: 0.9960430476950556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 34}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:57:34,059] Trial 3551 finished with value: 0.997391816786093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 94}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:57:37,799] Trial 3552 finished with value: 0.9970522113374081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:57:41,204] Trial 3553 finished with value: 0.9974462945551491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:57:44,411] Trial 3554 finished with value: 0.9967836954055008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:57:45,478] Trial 3555 finished with value: 0.9968686237607622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 3, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:57:56,388] Trial 3556 finished with value: 0.9965753396928169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 51, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:57:58,804] Trial 3557 finished with value: 0.9976046708076165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:58:02,860] Trial 3558 finished with value: 0.9931578546917544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 57, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:58:04,075] Trial 3559 finished with value: 0.9970227159987416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 78}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:58:06,753] Trial 3560 finished with value: 0.9970487487951788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:58:08,130] Trial 3561 finished with value: 0.997408936054693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 111}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:58:12,211] Trial 3562 finished with value: 0.9971503311413169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:58:14,129] Trial 3563 finished with value: 0.9974824768487541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:58:17,046] Trial 3564 finished with value: 0.9969761971447421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:58:19,575] Trial 3565 finished with value: 0.9975307316076029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:58:22,694] Trial 3566 finished with value: 0.9973610009283105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:58:24,596] Trial 3567 finished with value: 0.9952556051377672 and parameters: {'classifier': 'SVC', 'svc_c': 211285.78015475583, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:58:26,279] Trial 3568 finished with value: 0.997304957845658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:58:26,982] Trial 3569 finished with value: 0.9921510215639474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:58:29,498] Trial 3570 finished with value: 0.9975618521810352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:58:31,331] Trial 3571 finished with value: 0.9968923800288346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:58:34,357] Trial 3572 finished with value: 0.9975061947139584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:58:38,568] Trial 3573 finished with value: 0.9966237658998418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 19, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:58:39,582] Trial 3574 finished with value: 0.9972916032959042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:58:41,666] Trial 3575 finished with value: 0.9973824101146495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:58:43,536] Trial 3576 finished with value: 0.9973443341470573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:58:45,411] Trial 3577 finished with value: 0.9975683266189455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:58:47,954] Trial 3578 finished with value: 0.9974616834412959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:58:50,710] Trial 3579 finished with value: 0.9976158814299828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:58:54,351] Trial 3580 finished with value: 0.9976480023822584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:58:57,077] Trial 3581 finished with value: 0.9974927416814778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:58:59,349] Trial 3582 finished with value: 0.9973301172466195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:59:07,097] Trial 3583 finished with value: 0.9964290109278598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 32, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:59:08,087] Trial 3584 finished with value: 0.9970051003492687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:59:09,331] Trial 3585 finished with value: 0.9868085879147813 and parameters: {'classifier': 'SVC', 'svc_c': 968654.1354361568, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:59:09,791] Trial 3586 finished with value: 0.9910257221897242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 5}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:59:11,299] Trial 3587 finished with value: 0.9964703297478857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:59:21,209] Trial 3588 finished with value: 0.9966105456966502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 44, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:59:23,044] Trial 3589 finished with value: 0.9974175041471455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:59:24,365] Trial 3590 finished with value: 0.9975339752534844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:59:29,400] Trial 3591 finished with value: 0.9973140465667445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 22, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:59:33,056] Trial 3592 finished with value: 0.9973220819384198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:59:36,380] Trial 3593 finished with value: 0.9956463912312529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 29, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:59:37,408] Trial 3594 finished with value: 0.9953149044662504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:59:39,467] Trial 3595 finished with value: 0.9972218548644068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:59:41,685] Trial 3596 finished with value: 0.9970810871838586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:59:44,246] Trial 3597 finished with value: 0.9972550278648393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:59:47,130] Trial 3598 finished with value: 0.9975157929554115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:59:50,407] Trial 3599 finished with value: 0.9974366641949336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 05:59:53,021] Trial 3600 finished with value: 0.9972730429041397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:00:00,949] Trial 3601 finished with value: 0.9966019560858967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 38, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:00:03,106] Trial 3602 finished with value: 0.9973826888686909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:00:05,456] Trial 3603 finished with value: 0.9973498304861351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:00:07,214] Trial 3604 finished with value: 0.9851408298119452 and parameters: {'classifier': 'SVC', 'svc_c': 0.00043260935871058845, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:00:10,147] Trial 3605 finished with value: 0.9974717415332902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:00:12,458] Trial 3606 finished with value: 0.9972984662692777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:00:14,327] Trial 3607 finished with value: 0.9973486934121242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:00:21,548] Trial 3608 finished with value: 0.9965745809029251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 31, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:00:24,197] Trial 3609 finished with value: 0.9975579732057221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:00:26,195] Trial 3610 finished with value: 0.9972963217071321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 100}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:00:35,946] Trial 3611 finished with value: 0.9964479166915333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 57, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:00:38,628] Trial 3612 finished with value: 0.9972156314733445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:00:42,234] Trial 3613 finished with value: 0.9970653043668043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 18, 'rf_n_estimators': 103}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:00:45,688] Trial 3614 finished with value: 0.9974939885369106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:00:49,397] Trial 3615 finished with value: 0.9970479831498991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 96}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:01:01,342] Trial 3616 finished with value: 0.9968426804334863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 53, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:01:04,585] Trial 3617 finished with value: 0.9974917080413075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:01:12,188] Trial 3618 finished with value: 0.9971261058187101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 36, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:01:13,113] Trial 3619 finished with value: 0.9900039758317897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:01:15,397] Trial 3620 finished with value: 0.997125497688665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:01:17,963] Trial 3621 finished with value: 0.9973180846441877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:01:18,895] Trial 3622 finished with value: 0.9902750325101414 and parameters: {'classifier': 'SVC', 'svc_c': 13.472754520003921, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:01:21,866] Trial 3623 finished with value: 0.9972313592886053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:01:24,005] Trial 3624 finished with value: 0.9976173666688387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:01:26,983] Trial 3625 finished with value: 0.9973392435771263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:01:29,492] Trial 3626 finished with value: 0.9975338365905667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:01:31,603] Trial 3627 finished with value: 0.9970195925443158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:01:32,988] Trial 3628 finished with value: 0.9974074860131764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 47}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:01:33,714] Trial 3629 finished with value: 0.9970792058559175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 41}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:01:36,925] Trial 3630 finished with value: 0.9973659735284391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:01:39,781] Trial 3631 finished with value: 0.9974126122565153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:01:42,502] Trial 3632 finished with value: 0.9975775600331521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:01:57,283] Trial 3633 finished with value: 0.9963766381755166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 68, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:02:00,333] Trial 3634 finished with value: 0.9973201134581848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:02:02,822] Trial 3635 finished with value: 0.9976106097000762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:02:04,175] Trial 3636 finished with value: 0.9973727142791312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 111}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:02:15,526] Trial 3637 finished with value: 0.9962922362251886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 47, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:02:20,558] Trial 3638 finished with value: 0.9972318466876503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:02:27,846] Trial 3639 finished with value: 0.9968074025432925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 38, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:02:43,645] Trial 3640 finished with value: 0.9965024959584174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 65, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:02:45,397] Trial 3641 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.4816791915907663e-07, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:02:53,780] Trial 3642 finished with value: 0.9968169992930638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 38, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:02:56,288] Trial 3643 finished with value: 0.9975079787969512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:02:57,036] Trial 3644 finished with value: 0.9933168261886767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 1, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:03:02,794] Trial 3645 finished with value: 0.9970252007277796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 27, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:03:04,116] Trial 3646 finished with value: 0.9971850685032085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:03:07,797] Trial 3647 finished with value: 0.9972649299650184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:03:09,502] Trial 3648 finished with value: 0.997639349263952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:03:11,037] Trial 3649 finished with value: 0.9971301414205967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:03:13,842] Trial 3650 finished with value: 0.9975780921826466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:03:16,140] Trial 3651 finished with value: 0.9971546798693985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:03:19,552] Trial 3652 finished with value: 0.9971011834047037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 17, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:03:20,507] Trial 3653 finished with value: 0.99717171084314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:03:34,487] Trial 3654 finished with value: 0.9968073920697829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 55, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:03:37,444] Trial 3655 finished with value: 0.9973530663562292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:03:42,739] Trial 3656 finished with value: 0.9970091356337761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 24, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:03:43,369] Trial 3657 finished with value: 0.9876479121437706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 3, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:03:44,745] Trial 3658 finished with value: 0.9958202629140224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:03:46,534] Trial 3659 finished with value: 0.9852070388002637 and parameters: {'classifier': 'SVC', 'svc_c': 2.996837623327624e-10, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:03:57,216] Trial 3660 finished with value: 0.9966003537659001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 48, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:04:00,636] Trial 3661 finished with value: 0.9976233983312021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:04:15,279] Trial 3662 finished with value: 0.9963951696223096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 60, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:04:17,248] Trial 3663 finished with value: 0.9973639389698808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:04:19,479] Trial 3664 finished with value: 0.997144164275468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:04:21,296] Trial 3665 finished with value: 0.9944788891362802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:04:23,767] Trial 3666 finished with value: 0.9972917570660659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:04:25,891] Trial 3667 finished with value: 0.997352069912886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:04:28,606] Trial 3668 finished with value: 0.9974130162483394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:04:31,566] Trial 3669 finished with value: 0.9971975104929088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:04:33,457] Trial 3670 finished with value: 0.9976975348775241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:04:37,365] Trial 3671 finished with value: 0.9974442532046784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:04:39,659] Trial 3672 finished with value: 0.9975454867194755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:04:41,738] Trial 3673 finished with value: 0.9977521114149481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:04:43,491] Trial 3674 finished with value: 0.9975685903926944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:04:45,914] Trial 3675 finished with value: 0.9975157520452488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:04:47,614] Trial 3676 finished with value: 0.9974664934481247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:04:49,565] Trial 3677 finished with value: 0.997413717497405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:04:51,134] Trial 3678 finished with value: 0.9973734273029602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:04:52,958] Trial 3679 finished with value: 0.9853104408075887 and parameters: {'classifier': 'SVC', 'svc_c': 0.0015297090187347795, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:04:54,703] Trial 3680 finished with value: 0.9974863837534258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:04:56,756] Trial 3681 finished with value: 0.997090480874498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:04:58,183] Trial 3682 finished with value: 0.9974387222078057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 87}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:05:00,100] Trial 3683 finished with value: 0.9974847528693127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:05:01,378] Trial 3684 finished with value: 0.9969504060642079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:05:03,124] Trial 3685 finished with value: 0.9974529059421301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:05:05,160] Trial 3686 finished with value: 0.9972929227676693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:05:07,485] Trial 3687 finished with value: 0.9974529890319718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:05:09,313] Trial 3688 finished with value: 0.9973905350506999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:05:10,967] Trial 3689 finished with value: 0.9974528028891445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:05:12,950] Trial 3690 finished with value: 0.9972902846810626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:05:14,645] Trial 3691 finished with value: 0.9971351479802862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:05:16,415] Trial 3692 finished with value: 0.9973882804214912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:05:18,498] Trial 3693 finished with value: 0.9976308884773649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:05:19,919] Trial 3694 finished with value: 0.9973652075340423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:05:21,937] Trial 3695 finished with value: 0.9975877625008874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:05:23,736] Trial 3696 finished with value: 0.9974997939397315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:05:25,984] Trial 3697 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 1.5205948290094508e-05, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:05:28,325] Trial 3698 finished with value: 0.9976037375227095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:05:30,688] Trial 3699 finished with value: 0.9974078416681676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:05:32,762] Trial 3700 finished with value: 0.9975573959883989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:05:34,949] Trial 3701 finished with value: 0.9972965135627826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:05:36,012] Trial 3702 finished with value: 0.9963723979593407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 4, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:05:37,378] Trial 3703 finished with value: 0.9963477991450388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:05:38,915] Trial 3704 finished with value: 0.9971558000905806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:05:40,361] Trial 3705 finished with value: 0.995976363653738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:05:46,771] Trial 3706 finished with value: 0.9967263348505714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 35, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:05:47,640] Trial 3707 finished with value: 0.9966809839833046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:05:49,577] Trial 3708 finished with value: 0.9973276326445332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:05:59,512] Trial 3709 finished with value: 0.9969334615762645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 43, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:06:01,650] Trial 3710 finished with value: 0.9971290905150044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:06:04,059] Trial 3711 finished with value: 0.9973333724450993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:06:06,340] Trial 3712 finished with value: 0.9970501705582198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:06:08,701] Trial 3713 finished with value: 0.9974403181167449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:06:11,099] Trial 3714 finished with value: 0.9964863649130423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 17, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:06:12,807] Trial 3715 finished with value: 0.9974137804971513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:06:14,577] Trial 3716 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 8.232063778821021e-07, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:06:19,930] Trial 3717 finished with value: 0.9971732805048298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 30, 'rf_n_estimators': 105}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:06:21,568] Trial 3718 finished with value: 0.9974878968581645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:06:23,665] Trial 3719 finished with value: 0.9974170665448772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:06:24,728] Trial 3720 finished with value: 0.9973104566920306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:06:25,847] Trial 3721 finished with value: 0.9938912752046001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:06:27,967] Trial 3722 finished with value: 0.9974592763749174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:06:32,678] Trial 3723 finished with value: 0.9973302132537896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:06:34,481] Trial 3724 finished with value: 0.9976537868380605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:06:35,969] Trial 3725 finished with value: 0.9973563093673522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:06:37,253] Trial 3726 finished with value: 0.9975716561158666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 57}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:06:39,606] Trial 3727 finished with value: 0.9974964861515391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:06:43,391] Trial 3728 finished with value: 0.9974423836197631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:06:45,370] Trial 3729 finished with value: 0.9971838136815611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:06:46,433] Trial 3730 finished with value: 0.9954867697419855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:06:55,995] Trial 3731 finished with value: 0.996225751466192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 40, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:06:58,490] Trial 3732 finished with value: 0.9976331716389525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:07:01,438] Trial 3733 finished with value: 0.9963642928277446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 22, 'rf_n_estimators': 111}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:07:06,287] Trial 3734 finished with value: 0.9968033842068275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 33, 'rf_n_estimators': 91}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:07:08,172] Trial 3735 finished with value: 0.9853840195601871 and parameters: {'classifier': 'SVC', 'svc_c': 0.009579588884286772, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:07:09,753] Trial 3736 finished with value: 0.996694076219253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 4, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:07:11,927] Trial 3737 finished with value: 0.9975380536063322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:07:16,611] Trial 3738 finished with value: 0.9973221135176379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:07:18,074] Trial 3739 finished with value: 0.9973641074981695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:07:21,704] Trial 3740 finished with value: 0.9976480188859704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:07:23,613] Trial 3741 finished with value: 0.9975018454463324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:07:37,561] Trial 3742 finished with value: 0.9961555243953119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 61, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:07:39,991] Trial 3743 finished with value: 0.9975667967883295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:07:41,095] Trial 3744 finished with value: 0.9972870708688143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 3, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:07:43,289] Trial 3745 finished with value: 0.9974492283438398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:07:45,436] Trial 3746 finished with value: 0.9974547664817418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:08:02,846] Trial 3747 finished with value: 0.9965157586269292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 71, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:08:06,108] Trial 3748 finished with value: 0.9969269310892096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:08:08,965] Trial 3749 finished with value: 0.9975052849785788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:08:11,349] Trial 3750 finished with value: 0.9976804042784911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:08:13,456] Trial 3751 finished with value: 0.9974132493950078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:08:14,899] Trial 3752 finished with value: 0.9944550993529777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 16, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:08:16,015] Trial 3753 finished with value: 0.9971694527544992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 84}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:08:16,712] Trial 3754 finished with value: 0.9937764339984994 and parameters: {'classifier': 'SVC', 'svc_c': 253.56497052483527, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:08:18,562] Trial 3755 finished with value: 0.9975561100953397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:08:20,122] Trial 3756 finished with value: 0.9971987839129705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:08:21,033] Trial 3757 finished with value: 0.996233632655113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 1, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:08:26,456] Trial 3758 finished with value: 0.9971779359797869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:08:28,976] Trial 3759 finished with value: 0.9976428078706808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:08:32,254] Trial 3760 finished with value: 0.9975289087408874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:08:34,430] Trial 3761 finished with value: 0.9968882164279673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:08:38,768] Trial 3762 finished with value: 0.9973793744155378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:08:39,613] Trial 3763 finished with value: 0.9895020723091489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:08:41,419] Trial 3764 finished with value: 0.9975530127294739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:08:43,800] Trial 3765 finished with value: 0.9972274178213523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:08:46,879] Trial 3766 finished with value: 0.9974264898152464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:08:48,398] Trial 3767 finished with value: 0.9973627426094587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 76}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:08:50,965] Trial 3768 finished with value: 0.9972611469016615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:08:58,940] Trial 3769 finished with value: 0.997092771113639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 35, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:09:01,107] Trial 3770 finished with value: 0.9972731535424851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:09:04,314] Trial 3771 finished with value: 0.9973484712150339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:09:08,243] Trial 3772 finished with value: 0.9971399845517436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 20, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:09:11,058] Trial 3773 finished with value: 0.9973243050518866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:09:13,444] Trial 3774 finished with value: 0.9866067297452042 and parameters: {'classifier': 'SVC', 'svc_c': 2728986646.2321353, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:09:14,535] Trial 3775 finished with value: 0.9968311695387774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 6, 'rf_n_estimators': 68}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:09:17,267] Trial 3776 finished with value: 0.9974780672156282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:09:19,544] Trial 3777 finished with value: 0.9975791470554771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:09:21,523] Trial 3778 finished with value: 0.9976095348006259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:09:23,763] Trial 3779 finished with value: 0.997366995076467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:09:26,234] Trial 3780 finished with value: 0.997400162078435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:09:29,054] Trial 3781 finished with value: 0.997537642060886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:09:30,073] Trial 3782 finished with value: 0.997123431804792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:09:32,860] Trial 3783 finished with value: 0.9977434552815404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:09:35,272] Trial 3784 finished with value: 0.9969300084601938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:09:47,254] Trial 3785 finished with value: 0.9968697071977098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 53, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:09:49,684] Trial 3786 finished with value: 0.9974133646988257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:09:52,372] Trial 3787 finished with value: 0.9970198398778288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:09:55,052] Trial 3788 finished with value: 0.9974152655773177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:10:00,738] Trial 3789 finished with value: 0.9969874965062976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 26, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:10:02,990] Trial 3790 finished with value: 0.9974421952235443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:10:04,740] Trial 3791 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.1392060502047985e-06, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:10:07,151] Trial 3792 finished with value: 0.9972615153787673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:10:09,796] Trial 3793 finished with value: 0.9975993124966983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:10:11,719] Trial 3794 finished with value: 0.9972830396784969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:10:17,778] Trial 3795 finished with value: 0.996651101410429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 26, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:10:19,839] Trial 3796 finished with value: 0.997684178010903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:10:36,392] Trial 3797 finished with value: 0.9964855296030556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 74, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:10:37,928] Trial 3798 finished with value: 0.9975717041353205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 64}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:10:41,103] Trial 3799 finished with value: 0.997254988478096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:10:43,360] Trial 3800 finished with value: 0.997461717020002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:10:54,518] Trial 3801 finished with value: 0.9964562953086782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 47, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:11:05,851] Trial 3802 finished with value: 0.9968792905223461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 50, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:11:08,168] Trial 3803 finished with value: 0.9973866221158257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:11:23,433] Trial 3804 finished with value: 0.9959653230196043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 68, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:11:25,611] Trial 3805 finished with value: 0.9974338567548525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:11:28,245] Trial 3806 finished with value: 0.9975105305881876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:11:30,170] Trial 3807 finished with value: 0.9970689396267259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:11:32,317] Trial 3808 finished with value: 0.9970990140869901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:11:33,930] Trial 3809 finished with value: 0.9974656788947294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:11:35,766] Trial 3810 finished with value: 0.9852043344131681 and parameters: {'classifier': 'SVC', 'svc_c': 6.472715166368656e-08, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:11:38,599] Trial 3811 finished with value: 0.9972535500843916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:11:49,908] Trial 3812 finished with value: 0.9958365425562804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 49, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:11:52,304] Trial 3813 finished with value: 0.9972713520671191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:11:54,516] Trial 3814 finished with value: 0.9972752262500085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:11:55,766] Trial 3815 finished with value: 0.9959535650135477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:11:57,181] Trial 3816 finished with value: 0.9962257655260851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 103}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:12:06,363] Trial 3817 finished with value: 0.9971811466817204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 40, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:12:08,394] Trial 3818 finished with value: 0.9973180723616176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:12:09,123] Trial 3819 finished with value: 0.9899908505566793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 81}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:12:11,964] Trial 3820 finished with value: 0.997096996190833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:12:13,803] Trial 3821 finished with value: 0.9975793746162739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:12:19,758] Trial 3822 finished with value: 0.9972224953036416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 25, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:12:21,804] Trial 3823 finished with value: 0.9974923935801087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:12:23,696] Trial 3824 finished with value: 0.997452122523622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:12:24,639] Trial 3825 finished with value: 0.9968834295580731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 27}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:12:26,191] Trial 3826 finished with value: 0.9976010921363839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:12:27,580] Trial 3827 finished with value: 0.9975964247914492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:12:29,012] Trial 3828 finished with value: 0.9972145020481692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:12:29,880] Trial 3829 finished with value: 0.9939136416062286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 4, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:16:06,116] Trial 3830 finished with value: 0.9896080002095778 and parameters: {'classifier': 'SVC', 'svc_c': 7252350350.222279, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:16:08,642] Trial 3831 finished with value: 0.9971891525054041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:16:11,388] Trial 3832 finished with value: 0.9971844095290359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:16:12,808] Trial 3833 finished with value: 0.9962836258895812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:16:15,220] Trial 3834 finished with value: 0.9970198445750391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:16:26,951] Trial 3835 finished with value: 0.9965846302669948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 54, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:16:29,004] Trial 3836 finished with value: 0.9972520020679547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:16:30,629] Trial 3837 finished with value: 0.9972398656190897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:16:33,043] Trial 3838 finished with value: 0.9973901745715468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:16:34,227] Trial 3839 finished with value: 0.9971538236123929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 54}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:16:36,995] Trial 3840 finished with value: 0.9974343323156581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:16:37,987] Trial 3841 finished with value: 0.9938776725278857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:16:39,705] Trial 3842 finished with value: 0.9975167751166961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:16:54,279] Trial 3843 finished with value: 0.9964705249360165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 72, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:16:55,848] Trial 3844 finished with value: 0.9973641007697331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:16:57,558] Trial 3845 finished with value: 0.9974685716780437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:17:00,262] Trial 3846 finished with value: 0.997444484605762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:17:02,067] Trial 3847 finished with value: 0.985401881464084 and parameters: {'classifier': 'SVC', 'svc_c': 0.1469851926646072, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:17:04,483] Trial 3848 finished with value: 0.9973813668578929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:17:04,999] Trial 3849 finished with value: 0.9962949004003553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 13}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:17:13,889] Trial 3850 finished with value: 0.9969991545379453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 35, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:17:16,961] Trial 3851 finished with value: 0.9963395292619651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 23, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:17:19,059] Trial 3852 finished with value: 0.9975633255181758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:17:34,106] Trial 3853 finished with value: 0.9964711315426422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 67, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:17:36,873] Trial 3854 finished with value: 0.9974178028643305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:17:47,660] Trial 3855 finished with value: 0.9966554303023184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 45, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:17:50,596] Trial 3856 finished with value: 0.997316846992748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:17:51,837] Trial 3857 finished with value: 0.9972666305773142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:17:54,227] Trial 3858 finished with value: 0.9975466440740094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:18:00,464] Trial 3859 finished with value: 0.9969809730650582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 30, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:18:02,830] Trial 3860 finished with value: 0.9976519890442918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:18:03,848] Trial 3861 finished with value: 0.9969519312928273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:18:05,621] Trial 3862 finished with value: 0.9974262857087633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:18:08,224] Trial 3863 finished with value: 0.9973185586180979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:18:10,929] Trial 3864 finished with value: 0.9972535164422096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:18:13,159] Trial 3865 finished with value: 0.9973861363354138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:18:54,203] Trial 3866 finished with value: 0.9902754464359308 and parameters: {'classifier': 'SVC', 'svc_c': 12088685.628222866, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:18:55,879] Trial 3867 finished with value: 0.9973016617687535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 72}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:18:58,829] Trial 3868 finished with value: 0.9974707886026185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:19:06,584] Trial 3869 finished with value: 0.996625981237521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 32, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:19:08,044] Trial 3870 finished with value: 0.9970235721605336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:19:09,392] Trial 3871 finished with value: 0.9975768756369154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 108}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:19:11,030] Trial 3872 finished with value: 0.9976639760076126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:19:14,771] Trial 3873 finished with value: 0.9972809383116431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 20, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:19:17,287] Trial 3874 finished with value: 0.9974866806298124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:19:19,362] Trial 3875 finished with value: 0.9967053069634525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:19:21,719] Trial 3876 finished with value: 0.997307939558589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:19:29,819] Trial 3877 finished with value: 0.9964787393729658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 36, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:19:42,614] Trial 3878 finished with value: 0.9956450981971644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 53, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:19:45,710] Trial 3879 finished with value: 0.9970626316858784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:19:47,950] Trial 3880 finished with value: 0.9974000420456689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:19:50,350] Trial 3881 finished with value: 0.9970942376588674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:19:55,945] Trial 3882 finished with value: 0.9966914723143726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 24, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:19:58,872] Trial 3883 finished with value: 0.9975190421236887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:20:01,325] Trial 3884 finished with value: 0.9974066666038816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:20:02,089] Trial 3885 finished with value: 0.9931063670461749 and parameters: {'classifier': 'SVC', 'svc_c': 1427.4389665209173, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:20:03,831] Trial 3886 finished with value: 0.9972647772739456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:20:04,734] Trial 3887 finished with value: 0.9967602753688203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:20:07,378] Trial 3888 finished with value: 0.9973562331646364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:20:16,354] Trial 3889 finished with value: 0.9967317445451617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 39, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:20:18,144] Trial 3890 finished with value: 0.9973232623346746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:20:18,748] Trial 3891 finished with value: 0.986584588333602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 2, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:20:21,078] Trial 3892 finished with value: 0.9975844090735843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:20:24,062] Trial 3893 finished with value: 0.9974767623115625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:20:26,577] Trial 3894 finished with value: 0.9972491832974407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:20:28,682] Trial 3895 finished with value: 0.9975474854141985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:20:32,912] Trial 3896 finished with value: 0.9972064486811002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 21, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:20:35,289] Trial 3897 finished with value: 0.9974292499658454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:20:37,156] Trial 3898 finished with value: 0.9971571033760128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:20:41,238] Trial 3899 finished with value: 0.9968794623196394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:20:44,863] Trial 3900 finished with value: 0.9974225207994897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 110}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:20:47,538] Trial 3901 finished with value: 0.9968284972069684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:20:50,745] Trial 3902 finished with value: 0.9968705926853282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:20:52,491] Trial 3903 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.759265445244255e-09, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:20:54,857] Trial 3904 finished with value: 0.9976262348432061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:20:56,022] Trial 3905 finished with value: 0.9954277776047089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:20:58,290] Trial 3906 finished with value: 0.997472829286593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:21:01,095] Trial 3907 finished with value: 0.9969542187707704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:21:02,870] Trial 3908 finished with value: 0.9973018560999609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:21:06,774] Trial 3909 finished with value: 0.9960865493214057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 28, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:21:09,083] Trial 3910 finished with value: 0.997352250406366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:21:10,241] Trial 3911 finished with value: 0.9970986326290802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:21:12,319] Trial 3912 finished with value: 0.9974298838670711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:21:15,212] Trial 3913 finished with value: 0.9975482212893211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:21:17,019] Trial 3914 finished with value: 0.9972649874741067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:21:19,583] Trial 3915 finished with value: 0.9974160657534409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:21:22,501] Trial 3916 finished with value: 0.9975510245082605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:21:26,627] Trial 3917 finished with value: 0.9974326925766687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:21:29,549] Trial 3918 finished with value: 0.9970918459218984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:21:32,393] Trial 3919 finished with value: 0.9971345103974633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:21:34,648] Trial 3920 finished with value: 0.9973832112111719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 99}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:21:36,191] Trial 3921 finished with value: 0.9974637574500732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:21:38,234] Trial 3922 finished with value: 0.997345093317804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:21:40,059] Trial 3923 finished with value: 0.9852053993786534 and parameters: {'classifier': 'SVC', 'svc_c': 8.521027076792398e-05, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:21:45,195] Trial 3924 finished with value: 0.9972883675844996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 24, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:21:46,872] Trial 3925 finished with value: 0.9939274826981038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:21:58,310] Trial 3926 finished with value: 0.9965054194322883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 49, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:22:00,283] Trial 3927 finished with value: 0.9970044074472728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:22:04,120] Trial 3928 finished with value: 0.997335607238116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:22:05,979] Trial 3929 finished with value: 0.9972649034321277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:22:08,275] Trial 3930 finished with value: 0.9972702442871969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:22:10,181] Trial 3931 finished with value: 0.9972545558904172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:22:13,874] Trial 3932 finished with value: 0.9974481669330003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:22:16,731] Trial 3933 finished with value: 0.9972455708570744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:22:25,467] Trial 3934 finished with value: 0.9972169725586247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 41, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:22:26,897] Trial 3935 finished with value: 0.9967799485868344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:22:29,284] Trial 3936 finished with value: 0.9974026252891717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:22:32,865] Trial 3937 finished with value: 0.9973835053898362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:22:34,028] Trial 3938 finished with value: 0.9973380796528457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:22:35,362] Trial 3939 finished with value: 0.997278967451065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:22:37,725] Trial 3940 finished with value: 0.9973250024924033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:22:40,322] Trial 3941 finished with value: 0.9974806191338162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:22:42,029] Trial 3942 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.529111980856235e-08, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:22:46,361] Trial 3943 finished with value: 0.9970006568517955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 19, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:22:47,388] Trial 3944 finished with value: 0.9971696827591147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 44}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:22:50,270] Trial 3945 finished with value: 0.9974355073482064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:22:53,626] Trial 3946 finished with value: 0.9976107959698551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:22:55,303] Trial 3947 finished with value: 0.9962684586609801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:22:57,247] Trial 3948 finished with value: 0.9975486617480009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:22:59,025] Trial 3949 finished with value: 0.9974862883175382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:23:00,928] Trial 3950 finished with value: 0.9965227622309705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:23:03,212] Trial 3951 finished with value: 0.99750532636481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:23:04,094] Trial 3952 finished with value: 0.9964441901216518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:23:06,699] Trial 3953 finished with value: 0.9973958761279343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:23:08,242] Trial 3954 finished with value: 0.9974911890630445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:23:11,467] Trial 3955 finished with value: 0.997506421957376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:23:13,393] Trial 3956 finished with value: 0.9974565409481485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:23:17,161] Trial 3957 finished with value: 0.9976425557764816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:23:24,069] Trial 3958 finished with value: 0.9972691760527072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 30, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:23:29,269] Trial 3959 finished with value: 0.9967962436854533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 21, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:23:30,537] Trial 3960 finished with value: 0.9868387536532675 and parameters: {'classifier': 'SVC', 'svc_c': 489800.7859537377, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:23:32,401] Trial 3961 finished with value: 0.9975796113175877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:23:39,643] Trial 3962 finished with value: 0.9971976113242409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 30, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:23:42,401] Trial 3963 finished with value: 0.9973823175351734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:23:43,016] Trial 3964 finished with value: 0.9962534554856228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 18}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:23:45,203] Trial 3965 finished with value: 0.9974303969420834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:23:48,710] Trial 3966 finished with value: 0.9973329049457221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:23:51,716] Trial 3967 finished with value: 0.9974425310106053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:23:53,636] Trial 3968 finished with value: 0.9973856505232644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:23:56,287] Trial 3969 finished with value: 0.9975269089035997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:23:58,682] Trial 3970 finished with value: 0.997453791207583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:24:01,957] Trial 3971 finished with value: 0.9970848891947462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:24:05,106] Trial 3972 finished with value: 0.9973320032717711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:24:08,143] Trial 3973 finished with value: 0.9975530162841197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:24:21,314] Trial 3974 finished with value: 0.996393911658609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 64, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:24:23,284] Trial 3975 finished with value: 0.9975907659542852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:24:25,528] Trial 3976 finished with value: 0.9973348534628134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:24:27,269] Trial 3977 finished with value: 0.997298616072201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:24:32,916] Trial 3978 finished with value: 0.9926601364469719 and parameters: {'classifier': 'SVC', 'svc_c': 1989180.5872360368, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:24:40,526] Trial 3979 finished with value: 0.9968750015250064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 34, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:24:42,632] Trial 3980 finished with value: 0.9967388597396859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:24:43,693] Trial 3981 finished with value: 0.9971347403386027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:24:47,077] Trial 3982 finished with value: 0.9974854694160497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 111}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:24:48,039] Trial 3983 finished with value: 0.9897097813619683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:24:50,509] Trial 3984 finished with value: 0.9970052913797339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:24:53,207] Trial 3985 finished with value: 0.9974141146973171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:24:57,158] Trial 3986 finished with value: 0.9938752923435151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 49, 'rf_n_estimators': 107}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:24:59,080] Trial 3987 finished with value: 0.9971929933317524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:25:03,769] Trial 3988 finished with value: 0.9971413410616469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 19, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:25:06,530] Trial 3989 finished with value: 0.9973754501819688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:25:20,132] Trial 3990 finished with value: 0.9963903863705368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 60, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:25:26,523] Trial 3991 finished with value: 0.9970379584144456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 27, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:25:29,686] Trial 3992 finished with value: 0.9975156075108181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:25:31,790] Trial 3993 finished with value: 0.9974070039460999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:25:33,941] Trial 3994 finished with value: 0.997245226310351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:25:38,776] Trial 3995 finished with value: 0.9890068867811205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 74, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:25:41,387] Trial 3996 finished with value: 0.9971356985695051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:25:42,534] Trial 3997 finished with value: 0.9877623056232107 and parameters: {'classifier': 'SVC', 'svc_c': 56298.54535675822, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:25:45,460] Trial 3998 finished with value: 0.9972584488938855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:25:49,239] Trial 3999 finished with value: 0.9971139900312228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 17, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:25:52,520] Trial 4000 finished with value: 0.9974144779376681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:25:55,660] Trial 4001 finished with value: 0.9973920103555907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:26:01,986] Trial 4002 finished with value: 0.9972744161081822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 28, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:26:03,329] Trial 4003 finished with value: 0.9966392542525906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:26:04,610] Trial 4004 finished with value: 0.9973040852753678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:26:16,115] Trial 4005 finished with value: 0.9967278349745058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 52, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:26:18,331] Trial 4006 finished with value: 0.997608057527985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:26:20,569] Trial 4007 finished with value: 0.9972980702754062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 96}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:26:21,992] Trial 4008 finished with value: 0.997016673577228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:26:24,619] Trial 4009 finished with value: 0.9972362110625203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:26:26,497] Trial 4010 finished with value: 0.9975293256183021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:26:28,030] Trial 4011 finished with value: 0.9972975554548092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:26:29,405] Trial 4012 finished with value: 0.9975054125014909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:26:30,974] Trial 4013 finished with value: 0.9972834068543484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:26:43,673] Trial 4014 finished with value: 0.9965155577259749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 67, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:26:45,884] Trial 4015 finished with value: 0.9974660413098949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:26:47,694] Trial 4016 finished with value: 0.9853876253038548 and parameters: {'classifier': 'SVC', 'svc_c': 0.03885116020114153, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:26:50,544] Trial 4017 finished with value: 0.9974805323623773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:26:51,649] Trial 4018 finished with value: 0.9941176780753471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:26:57,767] Trial 4019 finished with value: 0.9970740929742378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 26, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:27:00,762] Trial 4020 finished with value: 0.9973455737979852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:27:04,910] Trial 4021 finished with value: 0.9967467558454234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 23, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:27:08,211] Trial 4022 finished with value: 0.9973623837489388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:27:10,706] Trial 4023 finished with value: 0.9972219375733936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:27:11,551] Trial 4024 finished with value: 0.9944649112540239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:27:14,179] Trial 4025 finished with value: 0.9970141469858899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:27:15,627] Trial 4026 finished with value: 0.9973229958314654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 90}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:27:19,604] Trial 4027 finished with value: 0.9972616821297331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 21, 'rf_n_estimators': 105}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:27:21,289] Trial 4028 finished with value: 0.9973352040397394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:27:23,507] Trial 4029 finished with value: 0.997259954508478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:27:26,015] Trial 4030 finished with value: 0.9974131711928038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:27:28,859] Trial 4031 finished with value: 0.9972700956585762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:27:31,550] Trial 4032 finished with value: 0.997688773247312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:27:32,536] Trial 4033 finished with value: 0.9904341131219896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:27:34,287] Trial 4034 finished with value: 0.9852049079171561 and parameters: {'classifier': 'SVC', 'svc_c': 4.064743458088509e-07, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:27:44,285] Trial 4035 finished with value: 0.9963290799367853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 44, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:27:47,828] Trial 4036 finished with value: 0.9970800509411798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:27:48,332] Trial 4037 finished with value: 0.9950592981186341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 10}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:27:49,874] Trial 4038 finished with value: 0.9970406755284419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:27:53,639] Trial 4039 finished with value: 0.9973899665613013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:27:55,499] Trial 4040 finished with value: 0.9974028535164643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:27:56,954] Trial 4041 finished with value: 0.9974499899266674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:27:57,842] Trial 4042 finished with value: 0.9965372743256857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 23}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:28:00,222] Trial 4043 finished with value: 0.9971693201535219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:28:02,760] Trial 4044 finished with value: 0.9974309653362683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:28:06,426] Trial 4045 finished with value: 0.9974520514307094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:28:08,726] Trial 4046 finished with value: 0.9973751064286929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:28:11,680] Trial 4047 finished with value: 0.9975418412082098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:28:14,318] Trial 4048 finished with value: 0.9974564677922717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:28:16,359] Trial 4049 finished with value: 0.9971156670305157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:28:18,859] Trial 4050 finished with value: 0.9973937960254787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:28:19,938] Trial 4051 finished with value: 0.9974407947566393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 61}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:28:29,419] Trial 4052 finished with value: 0.9971548532853248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 42, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:28:32,107] Trial 4053 finished with value: 0.9971964609520468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:28:34,953] Trial 4054 finished with value: 0.9975609319086701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:28:37,182] Trial 4055 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 7.631433581081844e-06, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:28:39,417] Trial 4056 finished with value: 0.9974131437712518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:28:45,682] Trial 4057 finished with value: 0.9974170564204847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 27, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:28:46,758] Trial 4058 finished with value: 0.9969144763408705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:28:48,152] Trial 4059 finished with value: 0.9943814285604476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:28:51,006] Trial 4060 finished with value: 0.9973942515596647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:28:55,515] Trial 4061 finished with value: 0.9963684314826166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 30, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:28:57,051] Trial 4062 finished with value: 0.9975660689111595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:28:58,665] Trial 4063 finished with value: 0.9967974246847281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:29:01,102] Trial 4064 finished with value: 0.9973322501609531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:29:04,714] Trial 4065 finished with value: 0.9972507793968073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 17, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:29:07,242] Trial 4066 finished with value: 0.9973299213285168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:29:08,973] Trial 4067 finished with value: 0.9972554246838964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:29:14,997] Trial 4068 finished with value: 0.9972533621642414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 25, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:29:18,402] Trial 4069 finished with value: 0.9976355410641725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:29:19,248] Trial 4070 finished with value: 0.9958670901970068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 7, 'rf_n_estimators': 38}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:29:20,574] Trial 4071 finished with value: 0.9954995849694775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:29:21,627] Trial 4072 finished with value: 0.9891035014147675 and parameters: {'classifier': 'SVC', 'svc_c': 21353.1063234984, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:29:28,628] Trial 4073 finished with value: 0.9969360292047167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 34, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:29:31,478] Trial 4074 finished with value: 0.997176584928804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:29:33,536] Trial 4075 finished with value: 0.9976326763689064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:29:35,864] Trial 4076 finished with value: 0.9965496200225745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 93}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:29:38,006] Trial 4077 finished with value: 0.9975414758731569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:29:41,755] Trial 4078 finished with value: 0.997234547615314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:29:49,598] Trial 4079 finished with value: 0.9969584194097756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 34, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:29:53,670] Trial 4080 finished with value: 0.9973298433167402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:30:09,962] Trial 4081 finished with value: 0.9962048085414515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 72, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:30:12,644] Trial 4082 finished with value: 0.9973348548275435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:30:13,554] Trial 4083 finished with value: 0.9963858311556293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:30:20,829] Trial 4084 finished with value: 0.9970585539043127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 32, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:30:23,621] Trial 4085 finished with value: 0.9972778843632347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:30:26,822] Trial 4086 finished with value: 0.9972778666217446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:30:37,382] Trial 4087 finished with value: 0.9970869252132485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 52, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:30:40,263] Trial 4088 finished with value: 0.9976140186052418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:30:42,791] Trial 4089 finished with value: 0.9974569973075199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:30:43,564] Trial 4090 finished with value: 0.9929709827177543 and parameters: {'classifier': 'SVC', 'svc_c': 83.45330875998054, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:30:45,603] Trial 4091 finished with value: 0.9973328863473084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:30:48,054] Trial 4092 finished with value: 0.9973246140521538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:30:50,438] Trial 4093 finished with value: 0.9975506542220941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:30:53,109] Trial 4094 finished with value: 0.997374438536168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 66}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:30:55,327] Trial 4095 finished with value: 0.9972785215017271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:30:58,376] Trial 4096 finished with value: 0.9974474620975512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 108}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:30:59,761] Trial 4097 finished with value: 0.9970821476742989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:31:03,426] Trial 4098 finished with value: 0.9974773713937447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:31:05,430] Trial 4099 finished with value: 0.9973175345310376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:31:08,582] Trial 4100 finished with value: 0.9975097721474127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:31:11,135] Trial 4101 finished with value: 0.9973330590967389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:31:12,748] Trial 4102 finished with value: 0.9963526628841449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:31:15,796] Trial 4103 finished with value: 0.9969901049814367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:31:18,589] Trial 4104 finished with value: 0.9976423609374677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:31:20,722] Trial 4105 finished with value: 0.9976491049254261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:31:22,119] Trial 4106 finished with value: 0.9965289125931077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:31:24,172] Trial 4107 finished with value: 0.9968883705155082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:31:27,436] Trial 4108 finished with value: 0.9972569289020209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:31:28,438] Trial 4109 finished with value: 0.9885799528931352 and parameters: {'classifier': 'SVC', 'svc_c': 4.502081429921251, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:31:31,075] Trial 4110 finished with value: 0.9975149549477026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:31:31,769] Trial 4111 finished with value: 0.9967466983045972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 48}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:31:33,638] Trial 4112 finished with value: 0.9973324065653614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:31:35,360] Trial 4113 finished with value: 0.9969555333866356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:31:37,893] Trial 4114 finished with value: 0.997504463760223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:31:40,098] Trial 4115 finished with value: 0.9975347795237975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:31:41,550] Trial 4116 finished with value: 0.9976105375915504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 111}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:31:44,835] Trial 4117 finished with value: 0.9973536321796436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:31:49,382] Trial 4118 finished with value: 0.9971156499872592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 19, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:31:50,373] Trial 4119 finished with value: 0.9952331945252338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:31:52,551] Trial 4120 finished with value: 0.9972907940744774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:31:56,644] Trial 4121 finished with value: 0.9973941722783719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:31:59,384] Trial 4122 finished with value: 0.9974741442198374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:32:00,323] Trial 4123 finished with value: 0.9898822827923208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:32:14,314] Trial 4124 finished with value: 0.9965419530327914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 60, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:32:16,699] Trial 4125 finished with value: 0.997682462354839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:32:20,295] Trial 4126 finished with value: 0.9974954308661156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:32:31,911] Trial 4127 finished with value: 0.996870488108923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 49, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:32:33,131] Trial 4128 finished with value: 0.9867055979607091 and parameters: {'classifier': 'SVC', 'svc_c': 0.7037623816641848, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:32:35,570] Trial 4129 finished with value: 0.9972124906265455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:32:41,395] Trial 4130 finished with value: 0.9971301868058043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 29, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:32:43,075] Trial 4131 finished with value: 0.9965130257391926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 80}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:32:46,186] Trial 4132 finished with value: 0.997281182598317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:32:47,238] Trial 4133 finished with value: 0.9971547352203092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:32:48,394] Trial 4134 finished with value: 0.9960128541859006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:32:51,258] Trial 4135 finished with value: 0.9976147156966414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:32:53,525] Trial 4136 finished with value: 0.9974397156677854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:33:03,868] Trial 4137 finished with value: 0.9963773028625128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 67, 'rf_n_estimators': 85}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:33:05,808] Trial 4138 finished with value: 0.9971462666896725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:33:08,616] Trial 4139 finished with value: 0.9970984571184518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:33:11,538] Trial 4140 finished with value: 0.9975113760225668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:33:14,656] Trial 4141 finished with value: 0.9976772424529353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:33:23,476] Trial 4142 finished with value: 0.9967286828527039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 39, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:33:32,718] Trial 4143 finished with value: 0.9963708994857775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 55, 'rf_n_estimators': 109}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:33:34,894] Trial 4144 finished with value: 0.9974227617536834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:33:35,856] Trial 4145 finished with value: 0.9966880711849943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:33:37,519] Trial 4146 finished with value: 0.997218428186013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:33:38,875] Trial 4147 finished with value: 0.9909723243029699 and parameters: {'classifier': 'SVC', 'svc_c': 25.365832578122486, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:33:42,541] Trial 4148 finished with value: 0.9973976868707694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:33:44,957] Trial 4149 finished with value: 0.9972777175170551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:33:47,334] Trial 4150 finished with value: 0.9974029742474643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:33:49,333] Trial 4151 finished with value: 0.9974339099158476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:33:51,370] Trial 4152 finished with value: 0.997443992731672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:33:52,605] Trial 4153 finished with value: 0.9973761168049772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:33:55,655] Trial 4154 finished with value: 0.997459075918294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:34:00,632] Trial 4155 finished with value: 0.997285887235293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:34:03,175] Trial 4156 finished with value: 0.9973173506416018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:34:07,814] Trial 4157 finished with value: 0.9971581605339729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 22, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:34:10,056] Trial 4158 finished with value: 0.9973611426063295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:34:13,419] Trial 4159 finished with value: 0.9974094582384847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:34:15,842] Trial 4160 finished with value: 0.9972793184723217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:34:18,367] Trial 4161 finished with value: 0.9976151518389659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:34:20,215] Trial 4162 finished with value: 0.9975114656186795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:34:23,117] Trial 4163 finished with value: 0.9972149994446552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:34:27,079] Trial 4164 finished with value: 0.9974234938519948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 18, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:36:19,810] Trial 4165 finished with value: 0.9903869788382261 and parameters: {'classifier': 'SVC', 'svc_c': 609250845.2711192, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:36:25,276] Trial 4166 finished with value: 0.9970268815990971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 23, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:36:26,744] Trial 4167 finished with value: 0.997571475209794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 75}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:36:29,810] Trial 4168 finished with value: 0.997194479713173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:36:32,151] Trial 4169 finished with value: 0.997293669941487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:36:35,046] Trial 4170 finished with value: 0.9975589272789586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:36:36,391] Trial 4171 finished with value: 0.9956947246048982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:36:42,054] Trial 4172 finished with value: 0.9954669289795578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 43, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:36:44,749] Trial 4173 finished with value: 0.9977010658784198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:36:58,865] Trial 4174 finished with value: 0.9962006506851454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 65, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:37:01,971] Trial 4175 finished with value: 0.9972892158435527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:37:05,174] Trial 4176 finished with value: 0.9972117716994656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:37:07,307] Trial 4177 finished with value: 0.9973863111795462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:37:09,183] Trial 4178 finished with value: 0.9971944768250234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 70}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:37:10,217] Trial 4179 finished with value: 0.9969856054348187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:37:12,538] Trial 4180 finished with value: 0.9971647347876021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:37:27,118] Trial 4181 finished with value: 0.9962968799253821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 60, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:37:29,130] Trial 4182 finished with value: 0.9972961937081513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:37:32,368] Trial 4183 finished with value: 0.9972947810538897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:37:33,781] Trial 4184 finished with value: 0.9867042132992822 and parameters: {'classifier': 'SVC', 'svc_c': 4982488.824403422, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:37:36,436] Trial 4185 finished with value: 0.997112495144043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:37:48,832] Trial 4186 finished with value: 0.9966740951117985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 58, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:37:50,779] Trial 4187 finished with value: 0.9975716073347027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:37:52,323] Trial 4188 finished with value: 0.997320858791204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:37:53,717] Trial 4189 finished with value: 0.9973701486184291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 111}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:37:56,921] Trial 4190 finished with value: 0.9973199562285914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:37:59,321] Trial 4191 finished with value: 0.9973130716417028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:38:14,583] Trial 4192 finished with value: 0.9965376810787078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 63, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:38:15,719] Trial 4193 finished with value: 0.9972967267145693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:38:18,044] Trial 4194 finished with value: 0.9973389508901437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:38:20,740] Trial 4195 finished with value: 0.9974083618524712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:38:23,214] Trial 4196 finished with value: 0.9976351977869654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:38:26,351] Trial 4197 finished with value: 0.9974337291684646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:38:27,498] Trial 4198 finished with value: 0.9972157064065441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 106}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:38:29,440] Trial 4199 finished with value: 0.9973712883266863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:38:31,464] Trial 4200 finished with value: 0.9969643601747716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 26, 'rf_n_estimators': 35}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:38:41,781] Trial 4201 finished with value: 0.9968256251802456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 49, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:38:44,069] Trial 4202 finished with value: 0.9976558467869446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:38:46,316] Trial 4203 finished with value: 0.985075935820347 and parameters: {'classifier': 'SVC', 'svc_c': 0.0002170783711722396, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:38:47,534] Trial 4204 finished with value: 0.9970048118834276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:38:50,423] Trial 4205 finished with value: 0.9974183763365806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:38:55,028] Trial 4206 finished with value: 0.9973694578111351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:38:59,081] Trial 4207 finished with value: 0.997431403827198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:39:00,937] Trial 4208 finished with value: 0.9974785406499939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:39:02,735] Trial 4209 finished with value: 0.9965408700719124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:39:04,912] Trial 4210 finished with value: 0.997491844292144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:39:06,975] Trial 4211 finished with value: 0.9964088255552327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:39:09,259] Trial 4212 finished with value: 0.9975084619113787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:39:10,284] Trial 4213 finished with value: 0.9912466153914722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:39:12,003] Trial 4214 finished with value: 0.9972407012464556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:39:13,894] Trial 4215 finished with value: 0.9968069823016595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:39:20,358] Trial 4216 finished with value: 0.9970178442616828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 29, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:39:22,517] Trial 4217 finished with value: 0.9973376438596384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:39:23,629] Trial 4218 finished with value: 0.9938014261724265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:39:25,438] Trial 4219 finished with value: 0.9973787772668089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:39:27,691] Trial 4220 finished with value: 0.9976736924410329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:39:28,441] Trial 4221 finished with value: 0.9928131243961986 and parameters: {'classifier': 'SVC', 'svc_c': 602.4270210856237, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:39:31,161] Trial 4222 finished with value: 0.9975650382226143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:39:34,533] Trial 4223 finished with value: 0.997423629309384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:39:37,803] Trial 4224 finished with value: 0.9973409355884496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:39:40,319] Trial 4225 finished with value: 0.9974467986800714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:39:42,322] Trial 4226 finished with value: 0.9971163294323825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:39:44,742] Trial 4227 finished with value: 0.9974743967583671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:39:45,681] Trial 4228 finished with value: 0.9968686247128997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:39:48,195] Trial 4229 finished with value: 0.9974155791478435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:39:56,222] Trial 4230 finished with value: 0.9968993142220727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 34, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:39:57,980] Trial 4231 finished with value: 0.9969163471318264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 88}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:40:09,508] Trial 4232 finished with value: 0.9956130425932402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 53, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:40:12,358] Trial 4233 finished with value: 0.9973839392787692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:40:14,207] Trial 4234 finished with value: 0.9972779730072103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:40:17,252] Trial 4235 finished with value: 0.9971827999727964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:40:23,330] Trial 4236 finished with value: 0.9971180394708371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 23, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:40:29,303] Trial 4237 finished with value: 0.9970109469161555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 25, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:40:32,738] Trial 4238 finished with value: 0.9972889892983692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 103}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:40:34,878] Trial 4239 finished with value: 0.9975170660898319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:40:35,662] Trial 4240 finished with value: 0.9956356731177346 and parameters: {'classifier': 'SVC', 'svc_c': 5817.593081519914, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:40:37,681] Trial 4241 finished with value: 0.9976252906404589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:40:40,771] Trial 4242 finished with value: 0.9975256922309169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:40:43,295] Trial 4243 finished with value: 0.9974546088712932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:40:44,355] Trial 4244 finished with value: 0.997136141122887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:40:46,895] Trial 4245 finished with value: 0.9970748204388148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:40:48,208] Trial 4246 finished with value: 0.9890803150960373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:40:49,445] Trial 4247 finished with value: 0.9971502337694167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:40:57,611] Trial 4248 finished with value: 0.9969318033340748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 38, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:41:00,580] Trial 4249 finished with value: 0.9972830581182212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:41:10,776] Trial 4250 finished with value: 0.9965980552114274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 46, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:41:13,767] Trial 4251 finished with value: 0.997175648152727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:41:15,791] Trial 4252 finished with value: 0.9971989673580756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:41:18,233] Trial 4253 finished with value: 0.9972446399842484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:41:32,343] Trial 4254 finished with value: 0.9966775589870198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 60, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:41:34,666] Trial 4255 finished with value: 0.9968621053658504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:41:36,721] Trial 4256 finished with value: 0.9970937590829606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:41:41,634] Trial 4257 finished with value: 0.9972158966435615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:41:44,873] Trial 4258 finished with value: 0.9974562642253333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:41:47,574] Trial 4259 finished with value: 0.9974450358614767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:41:49,699] Trial 4260 finished with value: 0.9974745666831236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:41:51,004] Trial 4261 finished with value: 0.9867373041302722 and parameters: {'classifier': 'SVC', 'svc_c': 30991284.92849506, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:42:00,599] Trial 4262 finished with value: 0.9967271044948275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 45, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:42:03,474] Trial 4263 finished with value: 0.9975565500462132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:42:05,245] Trial 4264 finished with value: 0.9973754773496175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:42:06,761] Trial 4265 finished with value: 0.9943938533164642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 16, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:42:20,244] Trial 4266 finished with value: 0.9966046285446574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 62, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:42:22,290] Trial 4267 finished with value: 0.997265715922559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:42:24,180] Trial 4268 finished with value: 0.9970955046996094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:42:25,829] Trial 4269 finished with value: 0.996733109275183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:42:27,047] Trial 4270 finished with value: 0.9969024568461945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:42:29,857] Trial 4271 finished with value: 0.9971400745287115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:42:32,098] Trial 4272 finished with value: 0.9973926270548708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:42:33,445] Trial 4273 finished with value: 0.9962320517582038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 98}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:42:36,881] Trial 4274 finished with value: 0.9973611257852384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:42:38,601] Trial 4275 finished with value: 0.997401688037026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:42:50,939] Trial 4276 finished with value: 0.9963865549703469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 55, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:42:53,054] Trial 4277 finished with value: 0.9972793679199817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:42:56,366] Trial 4278 finished with value: 0.9977447249882667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:42:59,595] Trial 4279 finished with value: 0.9973318367747085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:43:00,289] Trial 4280 finished with value: 0.9936191206168151 and parameters: {'classifier': 'SVC', 'svc_c': 206.4379751715488, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:43:03,380] Trial 4281 finished with value: 0.9975168158046935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:43:06,821] Trial 4282 finished with value: 0.9973432461715892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:43:10,063] Trial 4283 finished with value: 0.9973461005520354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:43:27,638] Trial 4284 finished with value: 0.9961287933649102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 72, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:43:31,533] Trial 4285 finished with value: 0.9974533499554555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:43:34,578] Trial 4286 finished with value: 0.9974226635248596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:43:38,380] Trial 4287 finished with value: 0.9973689535592611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:43:41,388] Trial 4288 finished with value: 0.9972045004179123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:43:44,659] Trial 4289 finished with value: 0.9976290717043276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:43:46,673] Trial 4290 finished with value: 0.9955542751920864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:43:50,971] Trial 4291 finished with value: 0.997417603074203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:43:54,446] Trial 4292 finished with value: 0.9974244253595792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:43:57,470] Trial 4293 finished with value: 0.9973866822274223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:44:00,226] Trial 4294 finished with value: 0.9973851522381169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:44:03,249] Trial 4295 finished with value: 0.9973370542010555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:44:03,871] Trial 4296 finished with value: 0.9969811466714121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 52}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:44:05,107] Trial 4297 finished with value: 0.9865566414239652 and parameters: {'classifier': 'SVC', 'svc_c': 1.2150737924685182, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:44:10,924] Trial 4298 finished with value: 0.9973789698841693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 25, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:44:14,578] Trial 4299 finished with value: 0.9972611751801371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:44:17,356] Trial 4300 finished with value: 0.9973164532840059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:44:25,301] Trial 4301 finished with value: 0.9971115954061042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 31, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:44:28,510] Trial 4302 finished with value: 0.9973016885555473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:44:32,690] Trial 4303 finished with value: 0.9971323558696144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:44:42,423] Trial 4304 finished with value: 0.9969841924631782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 40, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:44:47,298] Trial 4305 finished with value: 0.9970394437167771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:44:50,108] Trial 4306 finished with value: 0.997147170045733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:44:51,724] Trial 4307 finished with value: 0.9972125687970116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:44:54,333] Trial 4308 finished with value: 0.9975723452727893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:44:56,102] Trial 4309 finished with value: 0.9976145632277339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:44:59,578] Trial 4310 finished with value: 0.9973138974620553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:45:01,160] Trial 4311 finished with value: 0.997067120727249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:45:04,214] Trial 4312 finished with value: 0.9973009669942211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:45:18,969] Trial 4313 finished with value: 0.9964312116026258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 59, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:45:20,944] Trial 4314 finished with value: 0.9976223090227417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:45:22,086] Trial 4315 finished with value: 0.9965811967014752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:45:23,937] Trial 4316 finished with value: 0.9853596024454054 and parameters: {'classifier': 'SVC', 'svc_c': 0.004765463107460503, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:45:25,700] Trial 4317 finished with value: 0.9973925378713507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:45:32,256] Trial 4318 finished with value: 0.9971436956017884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 28, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:45:37,595] Trial 4319 finished with value: 0.9973879087705946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 22, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:45:40,222] Trial 4320 finished with value: 0.9973288140246631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:45:43,437] Trial 4321 finished with value: 0.9973888479270144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:45:46,671] Trial 4322 finished with value: 0.9974321841036531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:45:50,508] Trial 4323 finished with value: 0.9974560434564488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 16, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:45:52,922] Trial 4324 finished with value: 0.9972931813046636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:45:56,377] Trial 4325 finished with value: 0.9976875073808724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:45:58,076] Trial 4326 finished with value: 0.9973149071401055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:46:00,703] Trial 4327 finished with value: 0.9974146153310696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:46:01,900] Trial 4328 finished with value: 0.9952918426553313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:46:05,034] Trial 4329 finished with value: 0.9973519139528088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:46:07,811] Trial 4330 finished with value: 0.9973203564118664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:46:10,820] Trial 4331 finished with value: 0.9956440077778774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 24, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:46:13,660] Trial 4332 finished with value: 0.9973778207180155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:46:17,269] Trial 4333 finished with value: 0.9972416506224816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:46:19,044] Trial 4334 finished with value: 0.9852034331200716 and parameters: {'classifier': 'SVC', 'svc_c': 3.099962166583185e-09, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:46:21,618] Trial 4335 finished with value: 0.9974325881589531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:46:32,761] Trial 4336 finished with value: 0.9968304018940094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 48, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:46:37,045] Trial 4337 finished with value: 0.9970762842228454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 18, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:46:53,215] Trial 4338 finished with value: 0.9963934778331519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 68, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:46:55,688] Trial 4339 finished with value: 0.996891457598292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:46:56,297] Trial 4340 finished with value: 0.9887862066676832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 58}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:46:59,010] Trial 4341 finished with value: 0.9977002483416614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:47:02,189] Trial 4342 finished with value: 0.9973913184692078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:47:05,081] Trial 4343 finished with value: 0.9972907474197535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:47:06,200] Trial 4344 finished with value: 0.9951843003110251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:47:14,577] Trial 4345 finished with value: 0.9969448029588094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 36, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:47:17,653] Trial 4346 finished with value: 0.9975379423332287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:47:21,326] Trial 4347 finished with value: 0.997500459229748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:47:23,089] Trial 4348 finished with value: 0.9973793347114156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:47:27,818] Trial 4349 finished with value: 0.9974337693169174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:47:38,599] Trial 4350 finished with value: 0.9962934580076744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 46, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:47:40,945] Trial 4351 finished with value: 0.9976287509292968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:47:41,914] Trial 4352 finished with value: 0.9968968277474497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:47:43,653] Trial 4353 finished with value: 0.9853881164162351 and parameters: {'classifier': 'SVC', 'svc_c': 0.013887198096221786, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:47:46,520] Trial 4354 finished with value: 0.9972834170739545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:47:47,585] Trial 4355 finished with value: 0.9970452187146824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:47:48,811] Trial 4356 finished with value: 0.9973655251987582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:47:50,972] Trial 4357 finished with value: 0.9976645306910216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:47:53,453] Trial 4358 finished with value: 0.9969968333860825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:47:54,444] Trial 4359 finished with value: 0.9974402178249573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 78}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:47:57,109] Trial 4360 finished with value: 0.9967836099035781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:47:57,826] Trial 4361 finished with value: 0.9969143747160908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 29}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:48:01,221] Trial 4362 finished with value: 0.997440839475351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:48:02,389] Trial 4363 finished with value: 0.9974627756696436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:48:06,255] Trial 4364 finished with value: 0.9972846287320479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:48:07,308] Trial 4365 finished with value: 0.9937093179090475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:48:16,993] Trial 4366 finished with value: 0.9970402517956393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 41, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:48:19,909] Trial 4367 finished with value: 0.9974081446064945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:48:22,515] Trial 4368 finished with value: 0.9976235558464367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:48:24,191] Trial 4369 finished with value: 0.9976951663092275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:48:26,207] Trial 4370 finished with value: 0.9971211122715623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:48:27,791] Trial 4371 finished with value: 0.9972445773970948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:48:29,643] Trial 4372 finished with value: 0.9853027385252521 and parameters: {'classifier': 'SVC', 'svc_c': 0.0014925504996862796, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:48:31,264] Trial 4373 finished with value: 0.9963352791435619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:48:34,130] Trial 4374 finished with value: 0.9974577993879176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:48:36,739] Trial 4375 finished with value: 0.9974027724261108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:48:39,782] Trial 4376 finished with value: 0.9971465922253895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:48:42,485] Trial 4377 finished with value: 0.9972971995141768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:48:44,773] Trial 4378 finished with value: 0.9975548183942436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:48:48,758] Trial 4379 finished with value: 0.9972529065348418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:48:54,348] Trial 4380 finished with value: 0.9956841992039543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 43, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:48:56,342] Trial 4381 finished with value: 0.9975943238689263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:48:58,914] Trial 4382 finished with value: 0.997188312117352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:49:05,233] Trial 4383 finished with value: 0.9969916128494205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 28, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:49:06,654] Trial 4384 finished with value: 0.9947643172469415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:49:14,087] Trial 4385 finished with value: 0.9968570919507725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 35, 'rf_n_estimators': 111}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:49:16,154] Trial 4386 finished with value: 0.996570624391904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:49:19,447] Trial 4387 finished with value: 0.9969519327845089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:49:21,866] Trial 4388 finished with value: 0.9974021992395018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:49:24,596] Trial 4389 finished with value: 0.9973750624716909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:49:26,518] Trial 4390 finished with value: 0.9976729511704661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:49:28,337] Trial 4391 finished with value: 0.9974927968102231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:50:38,591] Trial 4392 finished with value: 0.9899383758304398 and parameters: {'classifier': 'SVC', 'svc_c': 217114118.27556974, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:50:40,938] Trial 4393 finished with value: 0.9972166763804723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:50:41,880] Trial 4394 finished with value: 0.9967383873209333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:50:45,092] Trial 4395 finished with value: 0.9871019537395765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 65, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:50:47,461] Trial 4396 finished with value: 0.997467751157922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:50:51,456] Trial 4397 finished with value: 0.997256347463556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:50:54,792] Trial 4398 finished with value: 0.996531550457549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 20, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:50:57,096] Trial 4399 finished with value: 0.9971570456447593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:50:57,901] Trial 4400 finished with value: 0.9970177991938542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 32}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:51:00,587] Trial 4401 finished with value: 0.997188807450874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:51:03,193] Trial 4402 finished with value: 0.997418627954711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:51:06,289] Trial 4403 finished with value: 0.9975342602598934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:51:06,890] Trial 4404 finished with value: 0.9964308565506549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 41}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:51:08,172] Trial 4405 finished with value: 0.9972410470309573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:51:10,212] Trial 4406 finished with value: 0.9975508892095609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:51:12,992] Trial 4407 finished with value: 0.9972562019769882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:51:26,113] Trial 4408 finished with value: 0.9965116227967309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 57, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:51:27,928] Trial 4409 finished with value: 0.985419411643372 and parameters: {'classifier': 'SVC', 'svc_c': 0.30564931778849297, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:51:30,861] Trial 4410 finished with value: 0.9975517445144293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:51:40,412] Trial 4411 finished with value: 0.996798316869045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 43, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:51:42,163] Trial 4412 finished with value: 0.9972300472752483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:51:44,430] Trial 4413 finished with value: 0.9973238479942811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:51:48,421] Trial 4414 finished with value: 0.9972696659590471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:51:51,099] Trial 4415 finished with value: 0.9975220796635992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:51:56,494] Trial 4416 finished with value: 0.9968964511771775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 25, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:52:01,198] Trial 4417 finished with value: 0.9966853800008684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 37, 'rf_n_estimators': 63}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:52:03,429] Trial 4418 finished with value: 0.9964057921729883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:52:06,852] Trial 4419 finished with value: 0.9974627306652907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:52:09,014] Trial 4420 finished with value: 0.9973919509104899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:52:12,196] Trial 4421 finished with value: 0.9972425891441435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:52:14,350] Trial 4422 finished with value: 0.9973709215634275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:52:17,172] Trial 4423 finished with value: 0.9975145859310525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:52:19,922] Trial 4424 finished with value: 0.9973782589550421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:52:22,013] Trial 4425 finished with value: 0.9972731526855615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 100}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:52:26,155] Trial 4426 finished with value: 0.9972818177055833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:52:32,979] Trial 4427 finished with value: 0.9970011243829102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 27, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:55:55,697] Trial 4428 finished with value: 0.9896204528949529 and parameters: {'classifier': 'SVC', 'svc_c': 1873330368.2010908, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:56:00,626] Trial 4429 finished with value: 0.9973583149492011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:56:02,162] Trial 4430 finished with value: 0.9974636986079929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:56:03,924] Trial 4431 finished with value: 0.9969788679531314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:56:05,079] Trial 4432 finished with value: 0.9970142739375198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 4, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:56:06,830] Trial 4433 finished with value: 0.9974205463525281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:56:08,547] Trial 4434 finished with value: 0.9973557117742926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:56:10,799] Trial 4435 finished with value: 0.9972326613362593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:56:19,530] Trial 4436 finished with value: 0.9961855506139566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 39, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:56:22,709] Trial 4437 finished with value: 0.9972098175647646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:56:27,014] Trial 4438 finished with value: 0.997117618943563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 16, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:56:29,985] Trial 4439 finished with value: 0.9973427236069426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:56:32,466] Trial 4440 finished with value: 0.9973785620203204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:56:34,522] Trial 4441 finished with value: 0.9972109045880956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:56:37,300] Trial 4442 finished with value: 0.9975107307274321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:56:39,700] Trial 4443 finished with value: 0.9971884377359901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:56:42,450] Trial 4444 finished with value: 0.9970891741296338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:56:44,346] Trial 4445 finished with value: 0.9976219954522157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:56:46,183] Trial 4446 finished with value: 0.9970510553793422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 82}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:56:47,930] Trial 4447 finished with value: 0.9852055640666552 and parameters: {'classifier': 'SVC', 'svc_c': 1.1016231527507137e-10, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:56:49,127] Trial 4448 finished with value: 0.9969483213914936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 50}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:56:51,616] Trial 4449 finished with value: 0.997437768515424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:56:53,868] Trial 4450 finished with value: 0.9974097551783471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:56:59,558] Trial 4451 finished with value: 0.9974077179220665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 24, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:57:02,737] Trial 4452 finished with value: 0.997515691616273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:57:04,256] Trial 4453 finished with value: 0.9974035967547813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:57:06,292] Trial 4454 finished with value: 0.9972785598411197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:57:09,911] Trial 4455 finished with value: 0.99735683767656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:57:12,182] Trial 4456 finished with value: 0.9974976547730301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:57:13,487] Trial 4457 finished with value: 0.9946981214933303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:57:15,763] Trial 4458 finished with value: 0.9975059929878185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:57:18,076] Trial 4459 finished with value: 0.9975644338376425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:57:20,331] Trial 4460 finished with value: 0.9969728187079676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:57:22,026] Trial 4461 finished with value: 0.9955999102405766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 15, 'rf_n_estimators': 111}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:57:32,723] Trial 4462 finished with value: 0.9964873578017396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 46, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:57:35,319] Trial 4463 finished with value: 0.9973157123308182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:57:38,434] Trial 4464 finished with value: 0.9972724080825145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:57:39,303] Trial 4465 finished with value: 0.9908138558518811 and parameters: {'classifier': 'SVC', 'svc_c': 9.148841471095857, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:57:41,687] Trial 4466 finished with value: 0.9973784602685889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:57:48,182] Trial 4467 finished with value: 0.9968908472148555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 29, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:57:49,797] Trial 4468 finished with value: 0.9969530070492011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:57:52,298] Trial 4469 finished with value: 0.9973583848995493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:57:55,296] Trial 4470 finished with value: 0.9971465214815938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:57:56,576] Trial 4471 finished with value: 0.9968017021294694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:58:12,766] Trial 4472 finished with value: 0.9960463175881863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 71, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:58:14,461] Trial 4473 finished with value: 0.997524046144346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 93}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:58:17,385] Trial 4474 finished with value: 0.9972142550320355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:58:18,974] Trial 4475 finished with value: 0.9972708124592163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:58:21,819] Trial 4476 finished with value: 0.9971690279743456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:58:23,842] Trial 4477 finished with value: 0.9954735702636476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 18, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:58:26,875] Trial 4478 finished with value: 0.9974713170705157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:58:28,738] Trial 4479 finished with value: 0.9975774567580012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:58:33,540] Trial 4480 finished with value: 0.9973397902625827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 20, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:58:35,210] Trial 4481 finished with value: 0.9971330679413066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:58:36,121] Trial 4482 finished with value: 0.9969306222395863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 102}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:58:37,133] Trial 4483 finished with value: 0.9940725083045802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:58:37,944] Trial 4484 finished with value: 0.9930919350579385 and parameters: {'classifier': 'SVC', 'svc_c': 2294.216684523682, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:58:38,404] Trial 4485 finished with value: 0.9896359334401765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 12, 'rf_n_estimators': 4}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:58:40,921] Trial 4486 finished with value: 0.9976549972266376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:58:41,977] Trial 4487 finished with value: 0.9909575632243707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:58:51,858] Trial 4488 finished with value: 0.9967459260260947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 39, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:58:55,130] Trial 4489 finished with value: 0.996630923210569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:58:57,842] Trial 4490 finished with value: 0.9974478611382618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:58:59,313] Trial 4491 finished with value: 0.9967774873438481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:59:08,540] Trial 4492 finished with value: 0.9966647993008658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 48, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:59:10,902] Trial 4493 finished with value: 0.9975587805546123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:59:13,041] Trial 4494 finished with value: 0.9960979898214357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:59:15,722] Trial 4495 finished with value: 0.9976547119028494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:59:24,797] Trial 4496 finished with value: 0.9968338830981284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 40, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:59:26,965] Trial 4497 finished with value: 0.9972925633676052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:59:28,856] Trial 4498 finished with value: 0.9965518585924021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 46}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:59:31,257] Trial 4499 finished with value: 0.9971731433018558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:59:33,681] Trial 4500 finished with value: 0.9974811263055775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 06:59:50,837] Trial 4501 finished with value: 0.9959489002711216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 73, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:00:00,428] Trial 4502 finished with value: 0.9966290896799167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 43, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:00:03,473] Trial 4503 finished with value: 0.9974012124762207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:01:07,849] Trial 4504 finished with value: 0.9901026495256597 and parameters: {'classifier': 'SVC', 'svc_c': 64204741.44936791, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:01:10,382] Trial 4505 finished with value: 0.9976296740580736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:01:12,181] Trial 4506 finished with value: 0.9971043507843933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:01:13,417] Trial 4507 finished with value: 0.9972381116236333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 68}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:01:16,337] Trial 4508 finished with value: 0.9976175786145848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:01:21,250] Trial 4509 finished with value: 0.9972531429822524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 21, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:01:22,765] Trial 4510 finished with value: 0.9975611893348376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:01:26,200] Trial 4511 finished with value: 0.9973815726464851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:01:27,898] Trial 4512 finished with value: 0.9973158642601812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:01:40,907] Trial 4513 finished with value: 0.996473180700638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 54, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:01:43,946] Trial 4514 finished with value: 0.9890401377298538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 60, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:01:46,836] Trial 4515 finished with value: 0.9974561199448058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:01:49,652] Trial 4516 finished with value: 0.9974577023651344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:01:51,741] Trial 4517 finished with value: 0.9975193334142035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:01:53,844] Trial 4518 finished with value: 0.9974631747103541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 72}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:01:55,040] Trial 4519 finished with value: 0.9974526650514125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 110}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:01:56,470] Trial 4520 finished with value: 0.9974237826669529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:01:59,827] Trial 4521 finished with value: 0.9974373403075765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 17, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:02:01,616] Trial 4522 finished with value: 0.985203433024858 and parameters: {'classifier': 'SVC', 'svc_c': 4.199168818720589e-08, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:02:03,310] Trial 4523 finished with value: 0.9976826340251804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:02:05,771] Trial 4524 finished with value: 0.9974016591872683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:02:08,497] Trial 4525 finished with value: 0.9972572626895938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:02:14,058] Trial 4526 finished with value: 0.997251255941488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 23, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:02:14,835] Trial 4527 finished with value: 0.9960210273635702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 16}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:02:16,938] Trial 4528 finished with value: 0.9972087373333459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:02:20,175] Trial 4529 finished with value: 0.997076934627783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:02:38,224] Trial 4530 finished with value: 0.9960654927749565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 74, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:02:40,342] Trial 4531 finished with value: 0.997002037292081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:02:43,241] Trial 4532 finished with value: 0.9973757603565385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:02:44,103] Trial 4533 finished with value: 0.9946669739744145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:02:46,310] Trial 4534 finished with value: 0.9972690649065553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:02:48,312] Trial 4535 finished with value: 0.9977950460753194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:02:50,323] Trial 4536 finished with value: 0.9975930947867216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:02:52,079] Trial 4537 finished with value: 0.9974155595972927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:02:54,661] Trial 4538 finished with value: 0.9972913463140675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:02:56,449] Trial 4539 finished with value: 0.9975980831923282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:02:58,451] Trial 4540 finished with value: 0.9975057624119209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:03:00,427] Trial 4541 finished with value: 0.997404096975941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:03:01,980] Trial 4542 finished with value: 0.9958504760372042 and parameters: {'classifier': 'SVC', 'svc_c': 131060.51841798217, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:03:03,730] Trial 4543 finished with value: 0.9974720226359367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:03:05,578] Trial 4544 finished with value: 0.9973200204661161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:03:07,116] Trial 4545 finished with value: 0.9971586925247781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:03:09,094] Trial 4546 finished with value: 0.996973625961644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:03:10,805] Trial 4547 finished with value: 0.9974039207988166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:03:13,258] Trial 4548 finished with value: 0.9975813089147826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:03:14,307] Trial 4549 finished with value: 0.9954117740187701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:03:16,474] Trial 4550 finished with value: 0.9976120512675716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:03:18,233] Trial 4551 finished with value: 0.9976141080109272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:03:20,289] Trial 4552 finished with value: 0.9976060458207198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:03:21,787] Trial 4553 finished with value: 0.9970032459033353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:03:23,988] Trial 4554 finished with value: 0.9975107565303508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:03:24,604] Trial 4555 finished with value: 0.9964166157198351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 25}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:03:26,355] Trial 4556 finished with value: 0.9971769172564331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:03:28,756] Trial 4557 finished with value: 0.9971062809252361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:03:30,831] Trial 4558 finished with value: 0.997576672355618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:03:32,835] Trial 4559 finished with value: 0.9974131596719434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:03:35,060] Trial 4560 finished with value: 0.9973400156334636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:03:36,779] Trial 4561 finished with value: 0.9974191543596443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:03:38,540] Trial 4562 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 2.4531730610401374e-05, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:03:40,531] Trial 4563 finished with value: 0.9974641953697206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:03:42,382] Trial 4564 finished with value: 0.9974551365774809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:03:57,503] Trial 4565 finished with value: 0.9966240982909467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 63, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:03:59,432] Trial 4566 finished with value: 0.9972294860538305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:04:01,560] Trial 4567 finished with value: 0.9974171975906971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:04:02,645] Trial 4568 finished with value: 0.9973075391214105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 56}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:04:04,753] Trial 4569 finished with value: 0.9975324071152141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:04:18,560] Trial 4570 finished with value: 0.9966743542518129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 59, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:04:20,149] Trial 4571 finished with value: 0.9972984980389231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:04:28,703] Trial 4572 finished with value: 0.9964956119428113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 38, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:04:31,093] Trial 4573 finished with value: 0.9974003703425837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:04:33,107] Trial 4574 finished with value: 0.9972981614584144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:04:35,163] Trial 4575 finished with value: 0.9969876330745134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:04:37,497] Trial 4576 finished with value: 0.9971872452475926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:04:40,077] Trial 4577 finished with value: 0.9975014719863752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:04:41,809] Trial 4578 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 4.2789876329000705e-05, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:04:43,686] Trial 4579 finished with value: 0.9970204760959218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:04:44,646] Trial 4580 finished with value: 0.9935369513648017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:04:46,442] Trial 4581 finished with value: 0.9973925562475993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:04:48,769] Trial 4582 finished with value: 0.9976087618556274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:04:49,688] Trial 4583 finished with value: 0.9947393766788518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:04:51,810] Trial 4584 finished with value: 0.9974571772931933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:04:52,773] Trial 4585 finished with value: 0.9968984003607649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:04:53,783] Trial 4586 finished with value: 0.9969750141142409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:04:54,264] Trial 4587 finished with value: 0.9947458605111827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 7}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:04:56,879] Trial 4588 finished with value: 0.9974560690689401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:05:03,900] Trial 4589 finished with value: 0.9971849047356062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 31, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:05:05,847] Trial 4590 finished with value: 0.9975777797229476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:05:07,508] Trial 4591 finished with value: 0.9970939266591121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:05:12,718] Trial 4592 finished with value: 0.9968098453465545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 26, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:05:14,885] Trial 4593 finished with value: 0.9973628765434283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:05:15,564] Trial 4594 finished with value: 0.9955122600423705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 20}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:05:17,589] Trial 4595 finished with value: 0.9975807951097985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:05:18,723] Trial 4596 finished with value: 0.997185755755857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:05:21,551] Trial 4597 finished with value: 0.9969742875700632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:05:23,328] Trial 4598 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 8.754897522768932e-09, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:05:25,088] Trial 4599 finished with value: 0.9971697168456273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:05:27,045] Trial 4600 finished with value: 0.9971949669852664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:05:29,595] Trial 4601 finished with value: 0.9975122360881213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:05:31,201] Trial 4602 finished with value: 0.9973395930432255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:05:33,174] Trial 4603 finished with value: 0.9974271705298857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:05:39,737] Trial 4604 finished with value: 0.9966989453855414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 35, 'rf_n_estimators': 111}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:05:41,981] Trial 4605 finished with value: 0.9975623586545624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:05:46,313] Trial 4606 finished with value: 0.9971736271145172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 27, 'rf_n_estimators': 88}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:05:48,176] Trial 4607 finished with value: 0.9972553588594762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:05:54,460] Trial 4608 finished with value: 0.9971423457885836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 28, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:05:57,170] Trial 4609 finished with value: 0.9974631682992968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:05:59,379] Trial 4610 finished with value: 0.9972908526309167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:06:00,679] Trial 4611 finished with value: 0.9966391484066692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:06:06,584] Trial 4612 finished with value: 0.9965961165330874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 24, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:06:08,683] Trial 4613 finished with value: 0.9970963098903219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:06:11,023] Trial 4614 finished with value: 0.9975898038513581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:06:12,901] Trial 4615 finished with value: 0.9973661255212779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:06:14,668] Trial 4616 finished with value: 0.9973323158584217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:10:06,292] Trial 4617 finished with value: 0.9896098031766254 and parameters: {'classifier': 'SVC', 'svc_c': 9318039693.425236, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:10:08,262] Trial 4618 finished with value: 0.9973233889054497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:10:10,489] Trial 4619 finished with value: 0.9974747364491908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:10:12,711] Trial 4620 finished with value: 0.9974829898602905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:10:22,637] Trial 4621 finished with value: 0.9970391623284897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 44, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:10:23,480] Trial 4622 finished with value: 0.9898531255575826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:10:25,061] Trial 4623 finished with value: 0.996378003159441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:10:27,336] Trial 4624 finished with value: 0.9970050116735555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:10:29,929] Trial 4625 finished with value: 0.9975299462530826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:10:31,474] Trial 4626 finished with value: 0.997224097687114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:10:33,353] Trial 4627 finished with value: 0.997356822950171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:10:35,573] Trial 4628 finished with value: 0.9970071909252338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:10:37,702] Trial 4629 finished with value: 0.9971432352117026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:10:40,108] Trial 4630 finished with value: 0.9976219184243144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:10:42,424] Trial 4631 finished with value: 0.9973922176993403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:10:57,005] Trial 4632 finished with value: 0.9967530570260967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 64, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:10:58,979] Trial 4633 finished with value: 0.997531091705901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:11:00,814] Trial 4634 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 3.3825344245025486e-06, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:11:09,277] Trial 4635 finished with value: 0.9970534867569576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 37, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:11:10,430] Trial 4636 finished with value: 0.9972351380990824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 3, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:11:11,391] Trial 4637 finished with value: 0.9966132604620416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:11:13,731] Trial 4638 finished with value: 0.996826224264987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:11:15,722] Trial 4639 finished with value: 0.9974079117454674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:11:17,110] Trial 4640 finished with value: 0.9974265984223658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:11:19,521] Trial 4641 finished with value: 0.9977155004691648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:11:22,340] Trial 4642 finished with value: 0.997463435818119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:11:24,993] Trial 4643 finished with value: 0.9974595563032613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:11:27,007] Trial 4644 finished with value: 0.9973483064635563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:11:31,348] Trial 4645 finished with value: 0.9973465112088201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:11:33,856] Trial 4646 finished with value: 0.9975404304264849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:11:35,206] Trial 4647 finished with value: 0.9951028353549164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 2, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:11:36,390] Trial 4648 finished with value: 0.9941592892649767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:11:37,935] Trial 4649 finished with value: 0.9971853501771375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:11:39,217] Trial 4650 finished with value: 0.9971871015700854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 97}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:11:40,980] Trial 4651 finished with value: 0.9974276542155955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:11:48,278] Trial 4652 finished with value: 0.9966410427471523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 31, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:11:50,029] Trial 4653 finished with value: 0.985243417583254 and parameters: {'classifier': 'SVC', 'svc_c': 0.0007356674742734921, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:11:55,960] Trial 4654 finished with value: 0.9956888302407229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 48, 'rf_n_estimators': 61}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:12:00,661] Trial 4655 finished with value: 0.9971200487342831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:12:03,003] Trial 4656 finished with value: 0.9973488526729438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:12:08,556] Trial 4657 finished with value: 0.9968345084301191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 22, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:12:10,559] Trial 4658 finished with value: 0.997402407344961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:12:12,666] Trial 4659 finished with value: 0.9972721157446487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:12:15,475] Trial 4660 finished with value: 0.9968641171365912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:12:16,546] Trial 4661 finished with value: 0.9962709113029936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:12:18,153] Trial 4662 finished with value: 0.9976144554140621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 104}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:12:27,687] Trial 4663 finished with value: 0.9966892193037972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 41, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:12:29,216] Trial 4664 finished with value: 0.9954914612712059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:12:30,086] Trial 4665 finished with value: 0.9891799527971091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:12:32,663] Trial 4666 finished with value: 0.9974132621853845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:12:35,041] Trial 4667 finished with value: 0.997496156521632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:12:37,572] Trial 4668 finished with value: 0.9974506269382083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:12:39,285] Trial 4669 finished with value: 0.9964315524360141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:12:47,799] Trial 4670 finished with value: 0.9968782288258655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 39, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:12:50,051] Trial 4671 finished with value: 0.9973670790867081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:12:51,032] Trial 4672 finished with value: 0.9911895728821135 and parameters: {'classifier': 'SVC', 'svc_c': 8695.14486298469, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:12:53,367] Trial 4673 finished with value: 0.9975008537001999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:12:55,384] Trial 4674 finished with value: 0.9966892770033128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 91}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:12:57,311] Trial 4675 finished with value: 0.9974769535959309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:12:58,521] Trial 4676 finished with value: 0.996751827340872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 76}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:13:02,503] Trial 4677 finished with value: 0.9973818170918484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:13:04,858] Trial 4678 finished with value: 0.9972650274638702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:13:06,756] Trial 4679 finished with value: 0.9974800746382758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:13:08,318] Trial 4680 finished with value: 0.9973372863638486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:13:10,847] Trial 4681 finished with value: 0.9976841062197565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:13:13,411] Trial 4682 finished with value: 0.9974317333936291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:13:15,479] Trial 4683 finished with value: 0.9974418601029793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:13:18,457] Trial 4684 finished with value: 0.997229325396543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:13:21,271] Trial 4685 finished with value: 0.9975415227500463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:13:30,596] Trial 4686 finished with value: 0.9970656982977117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 44, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:13:33,148] Trial 4687 finished with value: 0.9975043301436326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:13:37,501] Trial 4688 finished with value: 0.9970399447631224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 18, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:13:42,206] Trial 4689 finished with value: 0.9967807642193186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 25, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:13:43,140] Trial 4690 finished with value: 0.9963184810625855 and parameters: {'classifier': 'SVC', 'svc_c': 27231.246584219312, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:13:45,152] Trial 4691 finished with value: 0.9974189420330433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:13:47,853] Trial 4692 finished with value: 0.9972862587274999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:13:49,626] Trial 4693 finished with value: 0.9973487922757059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:13:52,321] Trial 4694 finished with value: 0.9972871232680994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:13:55,163] Trial 4695 finished with value: 0.9974719315481423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:14:08,671] Trial 4696 finished with value: 0.9967275426049023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 57, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:14:13,908] Trial 4697 finished with value: 0.9968750694441285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 22, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:14:14,603] Trial 4698 finished with value: 0.9885100611332476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:14:17,071] Trial 4699 finished with value: 0.9973424556755278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:14:18,183] Trial 4700 finished with value: 0.9971225553307393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 85}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:14:20,363] Trial 4701 finished with value: 0.9973592125924382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:14:33,242] Trial 4702 finished with value: 0.996164227722988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 51, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:14:36,081] Trial 4703 finished with value: 0.9974584993674668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:14:38,272] Trial 4704 finished with value: 0.996398083987401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:14:40,096] Trial 4705 finished with value: 0.997115686803232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:14:40,966] Trial 4706 finished with value: 0.9974252696831316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 43}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:14:43,455] Trial 4707 finished with value: 0.9974675989429177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:14:51,229] Trial 4708 finished with value: 0.9961411731800499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 53, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:14:53,117] Trial 4709 finished with value: 0.9853940172549436 and parameters: {'classifier': 'SVC', 'svc_c': 0.051615696899011694, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:14:54,556] Trial 4710 finished with value: 0.9973403102247206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:15:08,291] Trial 4711 finished with value: 0.9964052585318122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 63, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:15:11,238] Trial 4712 finished with value: 0.9973295910638517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:15:13,282] Trial 4713 finished with value: 0.9975294573623558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:15:16,140] Trial 4714 finished with value: 0.9974350750779065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:15:18,809] Trial 4715 finished with value: 0.9970265680285713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:15:24,476] Trial 4716 finished with value: 0.9967408305050504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 25, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:15:26,634] Trial 4717 finished with value: 0.9975371068962903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:15:28,382] Trial 4718 finished with value: 0.9975277047316297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:15:29,769] Trial 4719 finished with value: 0.9974782207636247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:15:32,333] Trial 4720 finished with value: 0.9974119992388326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:15:33,398] Trial 4721 finished with value: 0.9972265317624517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:15:36,343] Trial 4722 finished with value: 0.9975173951801942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:15:38,788] Trial 4723 finished with value: 0.9974652642072304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:15:41,129] Trial 4724 finished with value: 0.9975846319689085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:15:44,877] Trial 4725 finished with value: 0.9972300549875599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 17, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:15:47,561] Trial 4726 finished with value: 0.9974377094511784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:15:49,894] Trial 4727 finished with value: 0.9973549397179554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:15:55,079] Trial 4728 finished with value: 0.9972424234405285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:15:56,781] Trial 4729 finished with value: 0.9850746254256233 and parameters: {'classifier': 'SVC', 'svc_c': 2.473295415829949e-10, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:16:08,461] Trial 4730 finished with value: 0.9967660960375745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 51, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:16:09,912] Trial 4731 finished with value: 0.9958463685489573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:16:12,931] Trial 4732 finished with value: 0.9970006265103559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:16:15,828] Trial 4733 finished with value: 0.9969143801115351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:16:18,417] Trial 4734 finished with value: 0.997524147007416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:16:19,379] Trial 4735 finished with value: 0.997030876957317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:16:20,462] Trial 4736 finished with value: 0.9952661725279627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:16:22,617] Trial 4737 finished with value: 0.9973725535583676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:16:32,137] Trial 4738 finished with value: 0.9968031645805079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 42, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:16:34,767] Trial 4739 finished with value: 0.9973380733687401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:16:37,789] Trial 4740 finished with value: 0.9973713176525129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:16:38,932] Trial 4741 finished with value: 0.9974212611536801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:16:42,770] Trial 4742 finished with value: 0.9974757242280851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:16:44,604] Trial 4743 finished with value: 0.9975514987678117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:16:48,074] Trial 4744 finished with value: 0.9968857895888726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 19, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:16:49,599] Trial 4745 finished with value: 0.9975018172313327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:16:51,929] Trial 4746 finished with value: 0.9975423458726764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:16:53,156] Trial 4747 finished with value: 0.986987861960685 and parameters: {'classifier': 'SVC', 'svc_c': 261168.28883350827, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:16:58,284] Trial 4748 finished with value: 0.9967552132995303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 29, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:17:00,738] Trial 4749 finished with value: 0.9973703128303623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:17:02,679] Trial 4750 finished with value: 0.997334518850055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:17:04,412] Trial 4751 finished with value: 0.9972450972005434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:17:06,915] Trial 4752 finished with value: 0.9973456922438558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:17:08,989] Trial 4753 finished with value: 0.9965089204091234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:17:10,979] Trial 4754 finished with value: 0.997035233746827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:17:13,957] Trial 4755 finished with value: 0.9974509690728509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:17:20,942] Trial 4756 finished with value: 0.9970742215762388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 35, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:17:22,056] Trial 4757 finished with value: 0.9909668435472044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:17:23,575] Trial 4758 finished with value: 0.9974991686712165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:17:25,416] Trial 4759 finished with value: 0.9970989236022159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:17:31,116] Trial 4760 finished with value: 0.9973855977748621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 24, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:17:36,639] Trial 4761 finished with value: 0.9971196055461431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 21, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:17:39,370] Trial 4762 finished with value: 0.9976808712700617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:17:52,944] Trial 4763 finished with value: 0.9964477395305339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 60, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:17:53,592] Trial 4764 finished with value: 0.9939875865825414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 13, 'rf_n_estimators': 12}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:17:57,451] Trial 4765 finished with value: 0.9972422757005693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:18:01,525] Trial 4766 finished with value: 0.9932064680889576 and parameters: {'classifier': 'SVC', 'svc_c': 1106990.2239408789, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:18:03,941] Trial 4767 finished with value: 0.9973406681331033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:18:06,289] Trial 4768 finished with value: 0.9973164317339668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:18:08,351] Trial 4769 finished with value: 0.9972361550451135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:18:12,973] Trial 4770 finished with value: 0.9974481943545523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 18, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:18:14,636] Trial 4771 finished with value: 0.9962724018420802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:18:16,801] Trial 4772 finished with value: 0.9973253254890876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:18:18,357] Trial 4773 finished with value: 0.9973276958029692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:18:20,262] Trial 4774 finished with value: 0.9975547147064999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:18:22,203] Trial 4775 finished with value: 0.9974201946647754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 74}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:18:24,629] Trial 4776 finished with value: 0.9974729553178237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:18:26,595] Trial 4777 finished with value: 0.9970971362502188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:18:29,840] Trial 4778 finished with value: 0.9972777795329263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:18:32,767] Trial 4779 finished with value: 0.9975506811358396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:18:42,944] Trial 4780 finished with value: 0.9966630201055109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 51, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:18:45,130] Trial 4781 finished with value: 0.9975172184635256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:18:47,561] Trial 4782 finished with value: 0.9974337673809052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:18:49,148] Trial 4783 finished with value: 0.9973960136165495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:18:50,977] Trial 4784 finished with value: 0.9854022098879504 and parameters: {'classifier': 'SVC', 'svc_c': 0.12209687324620595, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:18:53,753] Trial 4785 finished with value: 0.9976103522421709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:18:55,317] Trial 4786 finished with value: 0.9973238845880886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:18:57,444] Trial 4787 finished with value: 0.9939140045609384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 23, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:19:02,133] Trial 4788 finished with value: 0.9957630395303291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 36, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:19:05,825] Trial 4789 finished with value: 0.997103737988876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:19:07,927] Trial 4790 finished with value: 0.997435159691168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:19:16,727] Trial 4791 finished with value: 0.9970879348912987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 38, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:19:19,176] Trial 4792 finished with value: 0.9973269822078575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 101}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:19:22,723] Trial 4793 finished with value: 0.9972553352147351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:19:25,205] Trial 4794 finished with value: 0.9973855915542322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:19:36,851] Trial 4795 finished with value: 0.9970097178022129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 49, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:19:39,110] Trial 4796 finished with value: 0.9972239919364063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:19:41,338] Trial 4797 finished with value: 0.9975979423077571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:19:44,751] Trial 4798 finished with value: 0.9974299417887525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:19:47,175] Trial 4799 finished with value: 0.9976286973557089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:19:48,085] Trial 4800 finished with value: 0.9964231027576945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:19:51,741] Trial 4801 finished with value: 0.9972296837175182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 109}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:19:58,419] Trial 4802 finished with value: 0.9970289264089996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 30, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:20:00,214] Trial 4803 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 8.278383503041384e-07, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:20:01,952] Trial 4804 finished with value: 0.9956806963863204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:20:11,811] Trial 4805 finished with value: 0.9951717971941152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 70, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:20:14,581] Trial 4806 finished with value: 0.9971149399467935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:20:30,965] Trial 4807 finished with value: 0.9963227391154655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 65, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:20:32,925] Trial 4808 finished with value: 0.9974943264821494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:20:33,917] Trial 4809 finished with value: 0.9975556670341517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 37}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:20:37,610] Trial 4810 finished with value: 0.9967249329237226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:20:39,749] Trial 4811 finished with value: 0.9973909111131655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:20:41,494] Trial 4812 finished with value: 0.9973636160684102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:20:44,085] Trial 4813 finished with value: 0.9973348606990564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:20:44,970] Trial 4814 finished with value: 0.9900790964119329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:20:47,275] Trial 4815 finished with value: 0.9974173935405379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:20:50,505] Trial 4816 finished with value: 0.9972264942165069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:20:58,668] Trial 4817 finished with value: 0.9958247354834189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 66, 'rf_n_estimators': 65}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:21:01,196] Trial 4818 finished with value: 0.9969774829108493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:21:02,623] Trial 4819 finished with value: 0.9973545895218843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 80}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:21:04,305] Trial 4820 finished with value: 0.9973363637428784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:21:06,090] Trial 4821 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 8.777882566350207e-06, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:21:08,933] Trial 4822 finished with value: 0.9975092116877047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:21:13,110] Trial 4823 finished with value: 0.9974449051330359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:21:18,682] Trial 4824 finished with value: 0.9963651135700319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 33, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:21:21,102] Trial 4825 finished with value: 0.9972647949836979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:21:23,219] Trial 4826 finished with value: 0.9973962860547472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:21:24,696] Trial 4827 finished with value: 0.9974103670217271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:21:25,972] Trial 4828 finished with value: 0.9972082091828277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:21:27,118] Trial 4829 finished with value: 0.9969989548747694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 2, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:21:30,203] Trial 4830 finished with value: 0.9972952047866923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:21:33,691] Trial 4831 finished with value: 0.9970191564337293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:21:49,598] Trial 4832 finished with value: 0.9967179603593546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 68, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:21:50,569] Trial 4833 finished with value: 0.9960654241258626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:21:51,700] Trial 4834 finished with value: 0.997147437501079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 54}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:21:54,322] Trial 4835 finished with value: 0.9976047040372057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:21:57,732] Trial 4836 finished with value: 0.9971976600419289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:21:58,297] Trial 4837 finished with value: 0.9819075051615448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 45, 'rf_n_estimators': 2}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:22:00,769] Trial 4838 finished with value: 0.9974708073279839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:22:03,502] Trial 4839 finished with value: 0.997397960991076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:22:05,234] Trial 4840 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.4031511898436255e-07, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:22:07,170] Trial 4841 finished with value: 0.9971804052842019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:22:24,522] Trial 4842 finished with value: 0.996399106804945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 72, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:22:25,535] Trial 4843 finished with value: 0.9968299538499696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 1, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:22:26,661] Trial 4844 finished with value: 0.9943120695213369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:22:29,180] Trial 4845 finished with value: 0.9965631901996718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:22:32,271] Trial 4846 finished with value: 0.9972388878058984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:22:34,509] Trial 4847 finished with value: 0.9972846363174078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:22:38,467] Trial 4848 finished with value: 0.9972535399917369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:22:40,640] Trial 4849 finished with value: 0.9975321547671118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:22:43,002] Trial 4850 finished with value: 0.9974325348710064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:22:47,212] Trial 4851 finished with value: 0.9971794624461846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 20, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:22:48,567] Trial 4852 finished with value: 0.9969440623230007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:22:50,663] Trial 4853 finished with value: 0.9971682128496681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:22:53,923] Trial 4854 finished with value: 0.9973691088528424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:22:55,077] Trial 4855 finished with value: 0.9971567282022088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 3, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:22:57,170] Trial 4856 finished with value: 0.9975788945804233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:23:00,140] Trial 4857 finished with value: 0.9975240206270684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 104}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:23:02,564] Trial 4858 finished with value: 0.9975860649989065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:23:04,386] Trial 4859 finished with value: 0.9852058917288118 and parameters: {'classifier': 'SVC', 'svc_c': 7.472055989847182e-10, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:23:10,922] Trial 4860 finished with value: 0.9965840392436819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 28, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:23:13,872] Trial 4861 finished with value: 0.9971046251268656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:23:18,147] Trial 4862 finished with value: 0.997478814643349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:23:20,455] Trial 4863 finished with value: 0.9973423237093085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:23:25,504] Trial 4864 finished with value: 0.9973520207826055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 22, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:23:27,129] Trial 4865 finished with value: 0.99643293135288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:23:29,327] Trial 4866 finished with value: 0.9975679954656188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:23:31,729] Trial 4867 finished with value: 0.9972001632741669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:23:34,071] Trial 4868 finished with value: 0.9972452218353061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:23:37,072] Trial 4869 finished with value: 0.997208011201761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:23:54,001] Trial 4870 finished with value: 0.9964325408814044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 74, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:23:56,223] Trial 4871 finished with value: 0.9973077076814371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:23:59,443] Trial 4872 finished with value: 0.9975510649106168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:24:01,257] Trial 4873 finished with value: 0.9973368000756303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:24:04,552] Trial 4874 finished with value: 0.997393322241996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:24:07,480] Trial 4875 finished with value: 0.9973299600805018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:24:09,620] Trial 4876 finished with value: 0.9970442524223517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:24:10,404] Trial 4877 finished with value: 0.9921587946852934 and parameters: {'classifier': 'SVC', 'svc_c': 40.35545154829951, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:24:12,735] Trial 4878 finished with value: 0.9974720920150024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:24:14,699] Trial 4879 finished with value: 0.9974566101685247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:24:17,055] Trial 4880 finished with value: 0.9974062868598187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:24:19,784] Trial 4881 finished with value: 0.9970902953664288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:24:23,294] Trial 4882 finished with value: 0.9974197594745883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:24:26,437] Trial 4883 finished with value: 0.9972624009933373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:24:28,554] Trial 4884 finished with value: 0.9976006234309663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:24:32,177] Trial 4885 finished with value: 0.9974445732497373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 109}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:24:33,296] Trial 4886 finished with value: 0.9973116825369687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:24:34,339] Trial 4887 finished with value: 0.9957825115934856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 5, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:24:36,054] Trial 4888 finished with value: 0.9973972167688837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:24:48,657] Trial 4889 finished with value: 0.9966489131134469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 56, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:24:51,949] Trial 4890 finished with value: 0.9976520950806407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:24:53,562] Trial 4891 finished with value: 0.9976348609208155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 96}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:25:04,099] Trial 4892 finished with value: 0.9963833913674683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 43, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:25:07,108] Trial 4893 finished with value: 0.9948017644548487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 30, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:25:08,556] Trial 4894 finished with value: 0.9945177750870092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:25:11,074] Trial 4895 finished with value: 0.9974845540313223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:25:12,904] Trial 4896 finished with value: 0.9853364970583396 and parameters: {'classifier': 'SVC', 'svc_c': 0.002913635654260477, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:25:15,317] Trial 4897 finished with value: 0.9976802843726769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:25:16,299] Trial 4898 finished with value: 0.9903323258441831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:25:20,233] Trial 4899 finished with value: 0.9974660734286571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:25:21,473] Trial 4900 finished with value: 0.995577727093626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:25:22,892] Trial 4901 finished with value: 0.9974884553818603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:25:35,760] Trial 4902 finished with value: 0.9968132380971252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 58, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:25:38,778] Trial 4903 finished with value: 0.9977934127156493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:25:45,489] Trial 4904 finished with value: 0.9967835335421728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 27, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:25:49,473] Trial 4905 finished with value: 0.9974422793924749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 127}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:25:52,832] Trial 4906 finished with value: 0.9974136187925128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:25:55,814] Trial 4907 finished with value: 0.9964937877113659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:25:59,503] Trial 4908 finished with value: 0.9972939929699093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:26:02,715] Trial 4909 finished with value: 0.9973653510845978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:26:06,968] Trial 4910 finished with value: 0.9973587794652149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:26:10,287] Trial 4911 finished with value: 0.9974783264191185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:26:13,845] Trial 4912 finished with value: 0.9972145591764029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:26:17,352] Trial 4913 finished with value: 0.9974851380088198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:26:20,432] Trial 4914 finished with value: 0.9971218195190925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:26:35,096] Trial 4915 finished with value: 0.9966840872841591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 60, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:27:14,046] Trial 4916 finished with value: 0.9895626834922995 and parameters: {'classifier': 'SVC', 'svc_c': 19722124.479687065, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:27:17,663] Trial 4917 finished with value: 0.9972917997535514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:27:22,235] Trial 4918 finished with value: 0.9972604737406442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:27:31,089] Trial 4919 finished with value: 0.9969648088218318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 37, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:27:34,680] Trial 4920 finished with value: 0.9974858927997352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:27:37,889] Trial 4921 finished with value: 0.997393999370252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:27:46,272] Trial 4922 finished with value: 0.9964413362490121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 51, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:27:49,407] Trial 4923 finished with value: 0.9974797263147411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:27:50,447] Trial 4924 finished with value: 0.9965155310661326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:27:55,544] Trial 4925 finished with value: 0.9971777548198112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 21, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:28:02,576] Trial 4926 finished with value: 0.997212433847429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 28, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:28:06,603] Trial 4927 finished with value: 0.997070181245404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:28:08,428] Trial 4928 finished with value: 0.99745146672324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:28:10,213] Trial 4929 finished with value: 0.997216326247877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:28:12,039] Trial 4930 finished with value: 0.9972895735297698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:28:15,524] Trial 4931 finished with value: 0.9970280267345366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:28:21,879] Trial 4932 finished with value: 0.9954464508247344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 50, 'rf_n_estimators': 106}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:28:22,890] Trial 4933 finished with value: 0.9970383187666468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:28:24,599] Trial 4934 finished with value: 0.9852053993786534 and parameters: {'classifier': 'SVC', 'svc_c': 0.00010944819696372189, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:28:33,517] Trial 4935 finished with value: 0.9967642229297514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 36, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:28:35,756] Trial 4936 finished with value: 0.997451130936179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:28:39,044] Trial 4937 finished with value: 0.9972577363778626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:28:42,750] Trial 4938 finished with value: 0.997270058620438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 17, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:28:45,775] Trial 4939 finished with value: 0.9973393523111973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:28:48,613] Trial 4940 finished with value: 0.9972818006940649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:28:50,688] Trial 4941 finished with value: 0.9973486973476247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:29:01,551] Trial 4942 finished with value: 0.9967404367645702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 46, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:29:05,145] Trial 4943 finished with value: 0.9975639089243908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:29:08,196] Trial 4944 finished with value: 0.9976269933157189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:29:13,255] Trial 4945 finished with value: 0.9970371611264719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 23, 'rf_n_estimators': 111}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:29:14,338] Trial 4946 finished with value: 0.996820277945857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 33}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:29:16,811] Trial 4947 finished with value: 0.996103091943965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 18, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:29:18,960] Trial 4948 finished with value: 0.9974444673720781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:29:21,132] Trial 4949 finished with value: 0.997235301200189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:29:22,104] Trial 4950 finished with value: 0.9901684926711187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:29:23,749] Trial 4951 finished with value: 0.99751648976117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:29:25,872] Trial 4952 finished with value: 0.9973004940359238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:29:27,878] Trial 4953 finished with value: 0.9972621792723159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:29:37,469] Trial 4954 finished with value: 0.9927144563199383 and parameters: {'classifier': 'SVC', 'svc_c': 3901128.3259368544, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:29:39,754] Trial 4955 finished with value: 0.9963709665797138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 26, 'rf_n_estimators': 70}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:29:43,143] Trial 4956 finished with value: 0.9972497583883239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:29:44,730] Trial 4957 finished with value: 0.9974380476820582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:29:54,956] Trial 4958 finished with value: 0.9965669734217181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 43, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:29:57,916] Trial 4959 finished with value: 0.9973953462953071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:30:00,120] Trial 4960 finished with value: 0.997201889276789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:30:18,417] Trial 4961 finished with value: 0.9960712342576317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 73, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:30:20,670] Trial 4962 finished with value: 0.9972886437677705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:30:21,926] Trial 4963 finished with value: 0.9974954918346359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:30:24,328] Trial 4964 finished with value: 0.997476343339446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:30:26,308] Trial 4965 finished with value: 0.9974169644122909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:30:29,118] Trial 4966 finished with value: 0.9972423005513509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:30:32,358] Trial 4967 finished with value: 0.9974477971863781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:30:36,245] Trial 4968 finished with value: 0.9973726966963303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:30:38,792] Trial 4969 finished with value: 0.997527346156751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:30:40,778] Trial 4970 finished with value: 0.9956271977634478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:30:44,294] Trial 4971 finished with value: 0.9971812710625798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:30:45,425] Trial 4972 finished with value: 0.9977358007647547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 59}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:30:46,333] Trial 4973 finished with value: 0.9926908549963304 and parameters: {'classifier': 'SVC', 'svc_c': 357.2382989695963, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:30:57,925] Trial 4974 finished with value: 0.9967211143773854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 53, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:30:59,072] Trial 4975 finished with value: 0.9973021706543618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 53}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:31:01,317] Trial 4976 finished with value: 0.9975841933510271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:31:03,270] Trial 4977 finished with value: 0.9975112203163928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:31:04,570] Trial 4978 finished with value: 0.9975190162890321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 62}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:31:06,584] Trial 4979 finished with value: 0.9976428278338245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:31:09,383] Trial 4980 finished with value: 0.997462240060717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:31:10,541] Trial 4981 finished with value: 0.9970730787894047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 57}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:31:11,689] Trial 4982 finished with value: 0.9974066771726048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 59}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:31:12,944] Trial 4983 finished with value: 0.997233341923947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 59}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:31:15,252] Trial 4984 finished with value: 0.9975092018806914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:31:19,832] Trial 4985 finished with value: 0.9957028546507517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 54, 'rf_n_estimators': 62}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:31:20,893] Trial 4986 finished with value: 0.9970380976169076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 56}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:31:22,327] Trial 4987 finished with value: 0.992935532109868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 41, 'rf_n_estimators': 46}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:31:23,320] Trial 4988 finished with value: 0.997499454629763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 44}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:31:25,128] Trial 4989 finished with value: 0.9974695868150141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 59}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:31:25,995] Trial 4990 finished with value: 0.9971788360668429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 69}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:31:27,163] Trial 4991 finished with value: 0.9973998137549005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 61}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:33:26,079] Trial 4992 finished with value: 0.9897374656721588 and parameters: {'classifier': 'SVC', 'svc_c': 659702870.591043, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:33:27,271] Trial 4993 finished with value: 0.9975443370455152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 56}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:33:28,767] Trial 4994 finished with value: 0.9967557983878544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 58}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:33:30,113] Trial 4995 finished with value: 0.9975149071186761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 59}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:33:30,878] Trial 4996 finished with value: 0.9971320393792013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 27}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:33:32,961] Trial 4997 finished with value: 0.9971357455098703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 63}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:33:34,275] Trial 4998 finished with value: 0.9973430210863493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 52}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:33:35,723] Trial 4999 finished with value: 0.9967722924831532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 71}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:33:37,767] Trial 5000 finished with value: 0.9973867264700654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:33:38,974] Trial 5001 finished with value: 0.9972974039380388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 52}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:33:41,749] Trial 5002 finished with value: 0.9967833089330016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 27, 'rf_n_estimators': 61}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:33:44,058] Trial 5003 finished with value: 0.997071460029172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 55}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:33:45,689] Trial 5004 finished with value: 0.9973581023686969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 65}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:33:47,154] Trial 5005 finished with value: 0.9965602540941139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 55}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:33:49,747] Trial 5006 finished with value: 0.9974180852364932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:33:51,562] Trial 5007 finished with value: 0.9973045144670906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 57}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:33:54,823] Trial 5008 finished with value: 0.9973239681857367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:33:56,145] Trial 5009 finished with value: 0.9970720596851956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 67}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:33:57,317] Trial 5010 finished with value: 0.987940519813432 and parameters: {'classifier': 'SVC', 'svc_c': 3.160029455471179, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:33:58,957] Trial 5011 finished with value: 0.9965021539189886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 11, 'rf_n_estimators': 66}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:34:00,055] Trial 5012 finished with value: 0.9972430956176708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 56}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:34:09,067] Trial 5013 finished with value: 0.9971403522036638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 40, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:34:11,131] Trial 5014 finished with value: 0.997171232679826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 62}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:34:12,393] Trial 5015 finished with value: 0.9972663177684984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 52}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:34:13,676] Trial 5016 finished with value: 0.9973063855119496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 64}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:34:16,391] Trial 5017 finished with value: 0.9969397849099972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 23, 'rf_n_estimators': 58}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:34:18,253] Trial 5018 finished with value: 0.9972022428053403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 56}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:34:19,779] Trial 5019 finished with value: 0.9974946945784003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 55}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:34:20,804] Trial 5020 finished with value: 0.9946495086674095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 19, 'rf_n_estimators': 56}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:34:22,088] Trial 5021 finished with value: 0.9966845945193962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 55}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:34:24,192] Trial 5022 finished with value: 0.99710455225663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 53}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:34:38,214] Trial 5023 finished with value: 0.996179286884014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 57, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:34:39,233] Trial 5024 finished with value: 0.9973360387784437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 54}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:34:40,473] Trial 5025 finished with value: 0.9973796602788706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 58}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:34:41,608] Trial 5026 finished with value: 0.9966436327508293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 50}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:34:42,889] Trial 5027 finished with value: 0.9975142779146605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 52}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:34:44,737] Trial 5028 finished with value: 0.9967893127929578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 62}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:34:46,478] Trial 5029 finished with value: 0.985117397651384 and parameters: {'classifier': 'SVC', 'svc_c': 0.0004032541369539249, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:34:47,974] Trial 5030 finished with value: 0.9967125227671435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:34:48,673] Trial 5031 finished with value: 0.9970538685639846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 51}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:34:53,006] Trial 5032 finished with value: 0.9961936044253563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 37, 'rf_n_estimators': 59}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:34:55,133] Trial 5033 finished with value: 0.9972618075896813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:34:56,178] Trial 5034 finished with value: 0.9906121847772685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 27, 'rf_n_estimators': 62}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:34:58,909] Trial 5035 finished with value: 0.9970133665190074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 73}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:34:59,910] Trial 5036 finished with value: 0.9959363498647292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 55}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:35:00,875] Trial 5037 finished with value: 0.9965133772365179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 59}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:35:01,704] Trial 5038 finished with value: 0.9954135574670047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 58}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:35:02,917] Trial 5039 finished with value: 0.9971099976563663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 67}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:35:06,199] Trial 5040 finished with value: 0.997516305586093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:35:07,307] Trial 5041 finished with value: 0.9972803671562603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 61}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:35:10,674] Trial 5042 finished with value: 0.9975527134092687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:35:11,737] Trial 5043 finished with value: 0.9973839044622849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 40}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:35:13,973] Trial 5044 finished with value: 0.9971986412828141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 61}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:35:16,486] Trial 5045 finished with value: 0.9969611489332939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:35:17,651] Trial 5046 finished with value: 0.9961006676439027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 55}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:35:18,468] Trial 5047 finished with value: 0.9928073873885684 and parameters: {'classifier': 'SVC', 'svc_c': 757.674295955989, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:35:25,320] Trial 5048 finished with value: 0.9960729750501186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 49, 'rf_n_estimators': 68}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:35:27,087] Trial 5049 finished with value: 0.9971645868572154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 54}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:35:28,397] Trial 5050 finished with value: 0.997153070662276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 69}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:35:29,877] Trial 5051 finished with value: 0.997505778820419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 55}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:35:31,785] Trial 5052 finished with value: 0.9972052835190413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:35:33,139] Trial 5053 finished with value: 0.9970977986520856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 63}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:35:35,778] Trial 5054 finished with value: 0.9971712093524641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:35:37,064] Trial 5055 finished with value: 0.9967589503429212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 8, 'rf_n_estimators': 64}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:35:40,248] Trial 5056 finished with value: 0.9974582903098703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:35:41,806] Trial 5057 finished with value: 0.9968213890265218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 63}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:35:43,668] Trial 5058 finished with value: 0.9970765235901435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 50}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:35:45,146] Trial 5059 finished with value: 0.9972369633778789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 54}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:35:47,323] Trial 5060 finished with value: 0.9966655240359827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 15, 'rf_n_estimators': 65}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:35:55,666] Trial 5061 finished with value: 0.997308324412455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 36, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:36:04,203] Trial 5062 finished with value: 0.9953723384626976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 66, 'rf_n_estimators': 64}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:36:05,422] Trial 5063 finished with value: 0.9968627331099222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 52}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:36:07,943] Trial 5064 finished with value: 0.9970423950882686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 20, 'rf_n_estimators': 61}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:36:09,069] Trial 5065 finished with value: 0.9975187331551595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 59}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:36:09,902] Trial 5066 finished with value: 0.9930585059008546 and parameters: {'classifier': 'SVC', 'svc_c': 109.98486984919295, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:36:12,665] Trial 5067 finished with value: 0.9970288937824309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 64}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:36:13,354] Trial 5068 finished with value: 0.9967616381628291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 3, 'rf_n_estimators': 46}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:36:14,595] Trial 5069 finished with value: 0.9974342274853498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 57}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:36:15,994] Trial 5070 finished with value: 0.9972300486717164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 54}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:36:17,475] Trial 5071 finished with value: 0.9970699089024201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 66}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:36:19,520] Trial 5072 finished with value: 0.9965665521327344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 15, 'rf_n_estimators': 58}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:36:22,553] Trial 5073 finished with value: 0.9974149054790198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:36:25,868] Trial 5074 finished with value: 0.9975337038943755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:36:27,925] Trial 5075 finished with value: 0.9971665376594361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 58}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:36:28,701] Trial 5076 finished with value: 0.9966752391364112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 1, 'rf_n_estimators': 71}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:36:29,904] Trial 5077 finished with value: 0.9971540314004731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 60}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:36:37,638] Trial 5078 finished with value: 0.997054463237157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 35, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:36:38,830] Trial 5079 finished with value: 0.9966566257423413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 49}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:36:41,492] Trial 5080 finished with value: 0.996713097159793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 23, 'rf_n_estimators': 58}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:36:43,992] Trial 5081 finished with value: 0.9974151340554293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:36:46,005] Trial 5082 finished with value: 0.9973564831641336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:36:47,209] Trial 5083 finished with value: 0.9969576833442256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 2, 'rf_n_estimators': 63}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:36:54,928] Trial 5084 finished with value: 0.9964704889769674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 32, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:36:56,644] Trial 5085 finished with value: 0.9852054818654747 and parameters: {'classifier': 'SVC', 'svc_c': 9.100742917932898e-08, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:36:58,052] Trial 5086 finished with value: 0.9974713417943457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 62}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:37:01,002] Trial 5087 finished with value: 0.9972836435239243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:37:02,275] Trial 5088 finished with value: 0.997436540924901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 64}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:37:04,922] Trial 5089 finished with value: 0.9977420760472956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:37:06,571] Trial 5090 finished with value: 0.9972013295153149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 60}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:37:08,894] Trial 5091 finished with value: 0.9968417755222685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 66}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:37:10,416] Trial 5092 finished with value: 0.9969366932252167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 48}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:37:11,964] Trial 5093 finished with value: 0.9971565959503484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 60}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:37:13,292] Trial 5094 finished with value: 0.997207625681399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 48}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:37:15,152] Trial 5095 finished with value: 0.9970563909341807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 68}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:37:17,888] Trial 5096 finished with value: 0.9973687273631947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 94}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:37:18,671] Trial 5097 finished with value: 0.9955940751945502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 22}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:37:20,028] Trial 5098 finished with value: 0.9972576725211929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 49}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:37:20,893] Trial 5099 finished with value: 0.996957803281778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 64}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:37:31,439] Trial 5100 finished with value: 0.9968142851941687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 44, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:37:34,398] Trial 5101 finished with value: 0.9973130418715456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:37:35,962] Trial 5102 finished with value: 0.9973801624995181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 65}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:37:39,201] Trial 5103 finished with value: 0.9973246133856577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:37:40,927] Trial 5104 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 4.100315714967559e-09, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:37:42,463] Trial 5105 finished with value: 0.9972615921845035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 58}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:37:51,091] Trial 5106 finished with value: 0.9951998753717373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 73, 'rf_n_estimators': 59}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:37:54,470] Trial 5107 finished with value: 0.9970645914064509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:37:56,501] Trial 5108 finished with value: 0.9972431061229182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 57}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:37:59,339] Trial 5109 finished with value: 0.9968496257984677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 82}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:38:01,383] Trial 5110 finished with value: 0.9974254188195588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 61}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:38:03,977] Trial 5111 finished with value: 0.9972788696665722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:38:05,415] Trial 5112 finished with value: 0.9974227885404772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:38:12,196] Trial 5113 finished with value: 0.996424845073601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 57, 'rf_n_estimators': 61}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:38:15,182] Trial 5114 finished with value: 0.997505462234792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:38:17,794] Trial 5115 finished with value: 0.9967952725054846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 60}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:38:20,285] Trial 5116 finished with value: 0.9974558018992351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:38:23,957] Trial 5117 finished with value: 0.9973514629888816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:38:38,274] Trial 5118 finished with value: 0.9959437198194369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 61, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:38:40,037] Trial 5119 finished with value: 0.9975187722879996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 67}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:38:42,984] Trial 5120 finished with value: 0.9974564483369345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:38:45,485] Trial 5121 finished with value: 0.9973368790078062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:38:48,359] Trial 5122 finished with value: 0.9971105738580764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:38:51,662] Trial 5123 finished with value: 0.9974434932722221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:38:53,516] Trial 5124 finished with value: 0.9853889367776674 and parameters: {'classifier': 'SVC', 'svc_c': 0.012335840206222493, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:38:55,325] Trial 5125 finished with value: 0.9967734531066914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:39:03,739] Trial 5126 finished with value: 0.996857437576585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 36, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:39:07,769] Trial 5127 finished with value: 0.9968882327412517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 17, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:39:10,179] Trial 5128 finished with value: 0.9975566559238725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:39:12,816] Trial 5129 finished with value: 0.9973150384715668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:39:13,753] Trial 5130 finished with value: 0.9900817543029942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:39:16,339] Trial 5131 finished with value: 0.9974850519356147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:39:19,825] Trial 5132 finished with value: 0.9970203941803827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:39:26,601] Trial 5133 finished with value: 0.9972985321889115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 30, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:39:30,002] Trial 5134 finished with value: 0.9975545393862991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:39:41,259] Trial 5135 finished with value: 0.9963717636137842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 46, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:39:46,185] Trial 5136 finished with value: 0.995952480719677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 32, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:39:48,686] Trial 5137 finished with value: 0.9972097218114976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:39:50,480] Trial 5138 finished with value: 0.9976863934755341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:40:07,332] Trial 5139 finished with value: 0.9959070449852456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 73, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:40:10,319] Trial 5140 finished with value: 0.9976397198674976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:40:24,108] Trial 5141 finished with value: 0.9965055146460106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 62, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:40:26,380] Trial 5142 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.6330036723300154e-08, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:40:30,324] Trial 5143 finished with value: 0.9965607636779561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 22, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:40:32,735] Trial 5144 finished with value: 0.9974169304844679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:40:33,740] Trial 5145 finished with value: 0.9970963958365754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 3, 'rf_n_estimators': 86}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:40:38,011] Trial 5146 finished with value: 0.9975493578237874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:40:42,768] Trial 5147 finished with value: 0.9969290742548873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 25, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:40:46,581] Trial 5148 finished with value: 0.9973188491786408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:40:49,277] Trial 5149 finished with value: 0.9968088648356411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:40:50,257] Trial 5150 finished with value: 0.9970333313766533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:40:54,887] Trial 5151 finished with value: 0.9969796113501381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 27, 'rf_n_estimators': 78}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:40:58,053] Trial 5152 finished with value: 0.997109717537595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:41:00,770] Trial 5153 finished with value: 0.9976535312209536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:41:03,257] Trial 5154 finished with value: 0.997412230259061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 89}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:41:04,551] Trial 5155 finished with value: 0.9975350788440029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 52}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:41:06,981] Trial 5156 finished with value: 0.9974312528182342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:41:10,638] Trial 5157 finished with value: 0.9970620311729311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:41:12,000] Trial 5158 finished with value: 0.997389180825926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:41:13,704] Trial 5159 finished with value: 0.9950650859386542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:41:15,426] Trial 5160 finished with value: 0.9867336991483141 and parameters: {'classifier': 'SVC', 'svc_c': 149091796.97813767, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:41:17,797] Trial 5161 finished with value: 0.9972607836930486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:41:23,985] Trial 5162 finished with value: 0.9967740924668376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 26, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:41:27,009] Trial 5163 finished with value: 0.9969248369585989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:41:36,340] Trial 5164 finished with value: 0.9968402310287393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 42, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:41:38,957] Trial 5165 finished with value: 0.9974889284036331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:41:39,655] Trial 5166 finished with value: 0.9966494748109334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 57}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:41:42,372] Trial 5167 finished with value: 0.9974858488744713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:41:47,084] Trial 5168 finished with value: 0.9963616232571336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 32, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:41:48,976] Trial 5169 finished with value: 0.9968950461082758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:41:57,036] Trial 5170 finished with value: 0.9968390765306173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 33, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:42:02,758] Trial 5171 finished with value: 0.9969558980234545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 24, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:42:04,091] Trial 5172 finished with value: 0.9961584220027881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:42:06,708] Trial 5173 finished with value: 0.9974243467447823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:42:11,044] Trial 5174 finished with value: 0.9975001564183726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 19, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:42:13,245] Trial 5175 finished with value: 0.9974569112660528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:42:17,063] Trial 5176 finished with value: 0.9976051709335625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:42:19,398] Trial 5177 finished with value: 0.997697135297269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:42:22,105] Trial 5178 finished with value: 0.9973189451540732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:42:23,401] Trial 5179 finished with value: 0.9963427488822504 and parameters: {'classifier': 'SVC', 'svc_c': 63392.307117779324, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:42:27,372] Trial 5180 finished with value: 0.9970498408648371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:42:30,543] Trial 5181 finished with value: 0.9973406031021308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:42:32,562] Trial 5182 finished with value: 0.9976722211033806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:42:33,868] Trial 5183 finished with value: 0.9946273655419602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:42:36,165] Trial 5184 finished with value: 0.9974872162387388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:42:38,649] Trial 5185 finished with value: 0.9974193408515887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:42:39,530] Trial 5186 finished with value: 0.9896309945139676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:42:40,862] Trial 5187 finished with value: 0.9956692136431355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:42:46,625] Trial 5188 finished with value: 0.9960872576162867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 48, 'rf_n_estimators': 60}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:42:50,089] Trial 5189 finished with value: 0.9977214777327544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:42:52,105] Trial 5190 finished with value: 0.9976499200183658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:42:54,730] Trial 5191 finished with value: 0.997622748656236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:43:01,807] Trial 5192 finished with value: 0.997291267889698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 28, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:43:04,078] Trial 5193 finished with value: 0.9976582198937621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:43:06,627] Trial 5194 finished with value: 0.9973075276322879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:43:09,677] Trial 5195 finished with value: 0.9972106066008823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:43:11,934] Trial 5196 finished with value: 0.9973120090565608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:43:16,874] Trial 5197 finished with value: 0.997365263170594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:43:18,405] Trial 5198 finished with value: 0.9867325520133865 and parameters: {'classifier': 'SVC', 'svc_c': 4014998431.7466345, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:43:21,110] Trial 5199 finished with value: 0.9971265803004269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:43:25,268] Trial 5200 finished with value: 0.9972571935009554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 18, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:43:27,261] Trial 5201 finished with value: 0.9971860241633405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:43:30,977] Trial 5202 finished with value: 0.997306236915067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:43:34,092] Trial 5203 finished with value: 0.9974361088767667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:43:35,164] Trial 5204 finished with value: 0.9971838060644632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:43:37,467] Trial 5205 finished with value: 0.9974497070784362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:43:39,751] Trial 5206 finished with value: 0.9977244044121538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:43:44,509] Trial 5207 finished with value: 0.995995368439683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 35, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:43:47,226] Trial 5208 finished with value: 0.9974849693535793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:43:49,801] Trial 5209 finished with value: 0.9972504676988181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 14, 'rf_n_estimators': 66}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:43:52,669] Trial 5210 finished with value: 0.997289073752941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:43:55,346] Trial 5211 finished with value: 0.9976382258055034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:43:57,759] Trial 5212 finished with value: 0.9976165324696787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:44:04,144] Trial 5213 finished with value: 0.9966246353915547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 36, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:44:09,684] Trial 5214 finished with value: 0.9960466786068839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 50, 'rf_n_estimators': 53}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:44:13,425] Trial 5215 finished with value: 0.9967929969927328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:44:15,157] Trial 5216 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.856172112370536e-06, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:44:17,181] Trial 5217 finished with value: 0.9970417649638538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:44:19,368] Trial 5218 finished with value: 0.9974846775235203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:44:20,338] Trial 5219 finished with value: 0.9967557072683223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:44:23,067] Trial 5220 finished with value: 0.9973276150617325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:44:29,245] Trial 5221 finished with value: 0.9970161454584475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 25, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:44:31,374] Trial 5222 finished with value: 0.9975189285971937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:44:34,351] Trial 5223 finished with value: 0.9975140611447525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:44:34,887] Trial 5224 finished with value: 0.9938162348578868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 9}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:44:36,308] Trial 5225 finished with value: 0.9972513258918361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:44:39,553] Trial 5226 finished with value: 0.9974450065991259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:44:41,241] Trial 5227 finished with value: 0.9973410565098769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:44:43,108] Trial 5228 finished with value: 0.9969667598462179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:44:45,669] Trial 5229 finished with value: 0.9976675609946888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:44:49,943] Trial 5230 finished with value: 0.9965679290818499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 42, 'rf_n_estimators': 50}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:44:53,435] Trial 5231 finished with value: 0.9974159269953095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:44:55,629] Trial 5232 finished with value: 0.9975097616104275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:44:56,939] Trial 5233 finished with value: 0.9961723296490553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:44:59,518] Trial 5234 finished with value: 0.9972952238294367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:45:00,286] Trial 5235 finished with value: 0.9931027552088291 and parameters: {'classifier': 'SVC', 'svc_c': 1936.3743141262125, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:45:08,288] Trial 5236 finished with value: 0.9972908405705118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 34, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:45:11,486] Trial 5237 finished with value: 0.9976052177152382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:45:12,475] Trial 5238 finished with value: 0.9900326563948956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:45:17,070] Trial 5239 finished with value: 0.9971806953369383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 20, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:45:19,944] Trial 5240 finished with value: 0.9972066732585336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:45:30,686] Trial 5241 finished with value: 0.9957301806399667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 68, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:45:35,016] Trial 5242 finished with value: 0.9973629652191418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:45:37,822] Trial 5243 finished with value: 0.99767987920655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:45:38,884] Trial 5244 finished with value: 0.9937429270835425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:45:40,680] Trial 5245 finished with value: 0.9970601988483191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:45:42,806] Trial 5246 finished with value: 0.9971120631276466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 63}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:45:45,423] Trial 5247 finished with value: 0.9975605842198938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:45:48,539] Trial 5248 finished with value: 0.9972912738881625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:45:50,923] Trial 5249 finished with value: 0.9977198839502551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:45:52,914] Trial 5250 finished with value: 0.9974767707221078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:45:55,457] Trial 5251 finished with value: 0.9972116921960072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:45:56,969] Trial 5252 finished with value: 0.9954458945861681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:45:58,215] Trial 5253 finished with value: 0.9972509776635153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:46:00,916] Trial 5254 finished with value: 0.9942708653386326 and parameters: {'classifier': 'SVC', 'svc_c': 571968.0197368719, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:46:03,296] Trial 5255 finished with value: 0.9975218165246083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:46:04,449] Trial 5256 finished with value: 0.997137126870555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:46:07,680] Trial 5257 finished with value: 0.9971440217087876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:46:19,255] Trial 5258 finished with value: 0.9969151226833564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 50, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:46:22,248] Trial 5259 finished with value: 0.9974763952309247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:46:24,420] Trial 5260 finished with value: 0.9975043043724515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:46:25,404] Trial 5261 finished with value: 0.996856950526657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:46:33,605] Trial 5262 finished with value: 0.9968933513992306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 34, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:46:35,537] Trial 5263 finished with value: 0.9976806566265936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:46:38,818] Trial 5264 finished with value: 0.9974973492639326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:46:43,218] Trial 5265 finished with value: 0.9973140743691514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:46:46,118] Trial 5266 finished with value: 0.9975730782915001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:46:50,163] Trial 5267 finished with value: 0.9972878474319341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:46:52,648] Trial 5268 finished with value: 0.9973978578111389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:46:55,748] Trial 5269 finished with value: 0.9973348144886631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:46:58,526] Trial 5270 finished with value: 0.997429830420435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:47:01,115] Trial 5271 finished with value: 0.9976280233695057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:47:02,584] Trial 5272 finished with value: 0.9963395818199398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:47:03,902] Trial 5273 finished with value: 0.9868080140299386 and parameters: {'classifier': 'SVC', 'svc_c': 1.5198396779611976, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:47:04,505] Trial 5274 finished with value: 0.9966652789241235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 17}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:47:06,279] Trial 5275 finished with value: 0.9970937342639169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:47:09,601] Trial 5276 finished with value: 0.9975851026420761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:47:10,692] Trial 5277 finished with value: 0.9975254464208235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 56}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:47:23,243] Trial 5278 finished with value: 0.9969550454797841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 53, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:47:24,301] Trial 5279 finished with value: 0.9970708723066015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:47:26,079] Trial 5280 finished with value: 0.9974194944947987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 76}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:47:39,890] Trial 5281 finished with value: 0.9969310220102688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 60, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:47:41,869] Trial 5282 finished with value: 0.994742650221842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 21, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:47:47,578] Trial 5283 finished with value: 0.9972287940087581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 25, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:47:51,257] Trial 5284 finished with value: 0.9971022170448741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:47:52,411] Trial 5285 finished with value: 0.9964523266103006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:47:54,835] Trial 5286 finished with value: 0.9973437383313203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:47:58,051] Trial 5287 finished with value: 0.9970908536044835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:48:00,333] Trial 5288 finished with value: 0.9975815556770131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:48:01,436] Trial 5289 finished with value: 0.9972713576847289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 92}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:48:13,876] Trial 5290 finished with value: 0.9966016807278116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 55, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:48:15,596] Trial 5291 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.2903508699404477e-09, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:48:21,204] Trial 5292 finished with value: 0.9967837758293584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 42, 'rf_n_estimators': 61}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:48:23,060] Trial 5293 finished with value: 0.997381663543852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:48:25,821] Trial 5294 finished with value: 0.9972307638219853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:48:28,765] Trial 5295 finished with value: 0.9973087624590539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:48:31,302] Trial 5296 finished with value: 0.9975416779166757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:48:34,640] Trial 5297 finished with value: 0.997341082915816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:48:37,076] Trial 5298 finished with value: 0.9975720229108632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:48:38,919] Trial 5299 finished with value: 0.9971131834757802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:48:42,053] Trial 5300 finished with value: 0.9971648968730955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:48:44,908] Trial 5301 finished with value: 0.9972841622800219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:48:47,139] Trial 5302 finished with value: 0.9976725031899022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:48:53,430] Trial 5303 finished with value: 0.997041082281464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 28, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:49:02,231] Trial 5304 finished with value: 0.9970991709357288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 38, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:49:05,492] Trial 5305 finished with value: 0.9970941893537723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:49:09,479] Trial 5306 finished with value: 0.9969548773006124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 17, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:49:11,613] Trial 5307 finished with value: 0.9973778860028913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:49:14,673] Trial 5308 finished with value: 0.9972416616672733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:49:16,585] Trial 5309 finished with value: 0.9969314986819011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:49:19,133] Trial 5310 finished with value: 0.9970047595793563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:49:20,782] Trial 5311 finished with value: 0.9855958938959829 and parameters: {'classifier': 'SVC', 'svc_c': 0.3842013374888138, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:49:22,833] Trial 5312 finished with value: 0.9973094853533723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:49:28,516] Trial 5313 finished with value: 0.9971331977176102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 24, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:49:35,202] Trial 5314 finished with value: 0.9970304371333952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 32, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:49:38,734] Trial 5315 finished with value: 0.9974609999654586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:49:40,913] Trial 5316 finished with value: 0.997535358708871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:49:44,297] Trial 5317 finished with value: 0.9972797286530378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:49:45,750] Trial 5318 finished with value: 0.9961835251641776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:49:49,092] Trial 5319 finished with value: 0.997184219799825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:49:49,994] Trial 5320 finished with value: 0.9945509489443652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:49:52,846] Trial 5321 finished with value: 0.997466130080822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:49:56,278] Trial 5322 finished with value: 0.997287256503835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 98}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:49:57,156] Trial 5323 finished with value: 0.9889396515793019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:49:58,955] Trial 5324 finished with value: 0.9976288096444256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:50:01,036] Trial 5325 finished with value: 0.9975208318877669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:50:03,953] Trial 5326 finished with value: 0.9971226780929654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:50:04,805] Trial 5327 finished with value: 0.9939582139743631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 69}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:50:08,325] Trial 5328 finished with value: 0.9971360858671899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:50:09,199] Trial 5329 finished with value: 0.9911799559787706 and parameters: {'classifier': 'SVC', 'svc_c': 12.632081072354403, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:50:11,776] Trial 5330 finished with value: 0.9967150626884025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:50:17,116] Trial 5331 finished with value: 0.9972548521955212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 23, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:50:19,443] Trial 5332 finished with value: 0.9974447634232789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:50:22,091] Trial 5333 finished with value: 0.9971118234747073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:50:23,946] Trial 5334 finished with value: 0.9972732900472252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:50:26,063] Trial 5335 finished with value: 0.9972664790605442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:50:29,088] Trial 5336 finished with value: 0.9974148052507079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:50:30,151] Trial 5337 finished with value: 0.9969408511449988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 2, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:50:32,770] Trial 5338 finished with value: 0.996967864642777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:50:35,153] Trial 5339 finished with value: 0.9972192317263543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:50:37,757] Trial 5340 finished with value: 0.9976467484810101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:50:41,605] Trial 5341 finished with value: 0.9976848022003294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:50:44,269] Trial 5342 finished with value: 0.9975948948021438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:50:45,993] Trial 5343 finished with value: 0.9972250071368524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 57}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:50:46,852] Trial 5344 finished with value: 0.9952111750824099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:50:49,767] Trial 5345 finished with value: 0.9975223134450255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:50:53,919] Trial 5346 finished with value: 0.9971663796046567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 21, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:50:55,483] Trial 5347 finished with value: 0.9867327158444649 and parameters: {'classifier': 'SVC', 'svc_c': 1607517170.9964297, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:50:57,443] Trial 5348 finished with value: 0.9957096306939967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 17, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:50:59,999] Trial 5349 finished with value: 0.997699687977167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:51:15,373] Trial 5350 finished with value: 0.996210105026926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 61, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:51:17,586] Trial 5351 finished with value: 0.9973689865984228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:51:20,039] Trial 5352 finished with value: 0.997257188200725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:51:22,620] Trial 5353 finished with value: 0.9976778939369618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:51:29,994] Trial 5354 finished with value: 0.9969893894503127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 31, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:51:31,978] Trial 5355 finished with value: 0.9975006048750052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:51:33,758] Trial 5356 finished with value: 0.9973097574424532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:51:36,269] Trial 5357 finished with value: 0.9974670457194525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:51:37,684] Trial 5358 finished with value: 0.9974355891367939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:51:38,769] Trial 5359 finished with value: 0.9969602054287806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:51:41,377] Trial 5360 finished with value: 0.9974190028428742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:51:42,681] Trial 5361 finished with value: 0.997388865636767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 60}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:51:46,372] Trial 5362 finished with value: 0.9974433791109688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:51:49,569] Trial 5363 finished with value: 0.9972820251445466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:51:51,202] Trial 5364 finished with value: 0.9972839736616379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:51:53,447] Trial 5365 finished with value: 0.9973978423547779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:51:54,886] Trial 5366 finished with value: 0.9962472053395047 and parameters: {'classifier': 'SVC', 'svc_c': 15171.654915653024, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:51:59,578] Trial 5367 finished with value: 0.9973278846752565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 19, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:52:00,510] Trial 5368 finished with value: 0.9969169201597458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 84}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:52:03,398] Trial 5369 finished with value: 0.9974658319666571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:52:05,935] Trial 5370 finished with value: 0.9974089256129215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:52:08,274] Trial 5371 finished with value: 0.997565703512631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:52:10,506] Trial 5372 finished with value: 0.9974652066981421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:52:13,109] Trial 5373 finished with value: 0.9977443340724603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:52:16,333] Trial 5374 finished with value: 0.9972384090078265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:52:19,107] Trial 5375 finished with value: 0.9972133411707279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:52:21,694] Trial 5376 finished with value: 0.9972768980125464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:52:28,476] Trial 5377 finished with value: 0.9973301280692461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 30, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:52:31,140] Trial 5378 finished with value: 0.9975509185671253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:52:33,879] Trial 5379 finished with value: 0.9974194424446304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:52:36,510] Trial 5380 finished with value: 0.9973600216551755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:52:39,261] Trial 5381 finished with value: 0.9973169888611947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:52:42,674] Trial 5382 finished with value: 0.997232837037315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:52:45,284] Trial 5383 finished with value: 0.9974579799131353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:52:48,172] Trial 5384 finished with value: 0.9971727594636027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:52:49,441] Trial 5385 finished with value: 0.9867412368378626 and parameters: {'classifier': 'SVC', 'svc_c': 13767223.915128766, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:52:51,996] Trial 5386 finished with value: 0.9975041103903614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:52:55,003] Trial 5387 finished with value: 0.9972939059128292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:52:58,013] Trial 5388 finished with value: 0.997650392278429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:53:00,523] Trial 5389 finished with value: 0.997144862287267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:53:03,859] Trial 5390 finished with value: 0.997431956415905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:53:16,285] Trial 5391 finished with value: 0.9970335063477371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 54, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:53:18,665] Trial 5392 finished with value: 0.9972839713130327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:53:21,290] Trial 5393 finished with value: 0.9973331488515411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:53:23,806] Trial 5394 finished with value: 0.997054551658967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:53:31,135] Trial 5395 finished with value: 0.9971641941323485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 32, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:53:33,888] Trial 5396 finished with value: 0.9972340470450373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:53:37,196] Trial 5397 finished with value: 0.9970992489157675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:53:40,099] Trial 5398 finished with value: 0.9973510354157922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:53:50,544] Trial 5399 finished with value: 0.9967604198080372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 45, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:53:52,973] Trial 5400 finished with value: 0.9971594960016436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:53:55,809] Trial 5401 finished with value: 0.9975625975140542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:53:59,102] Trial 5402 finished with value: 0.9972047963738994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:54:00,397] Trial 5403 finished with value: 0.9945465351535733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:54:02,209] Trial 5404 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 5.393232085020035e-05, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:54:04,190] Trial 5405 finished with value: 0.9962680143302757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:54:06,465] Trial 5406 finished with value: 0.9970053297826018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:54:07,561] Trial 5407 finished with value: 0.990668807171946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:54:10,147] Trial 5408 finished with value: 0.9972506858969319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:54:12,583] Trial 5409 finished with value: 0.9975459916695834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:54:15,792] Trial 5410 finished with value: 0.9971643721502715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:54:18,684] Trial 5411 finished with value: 0.9974948538709579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:54:21,554] Trial 5412 finished with value: 0.9973208584103489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:54:24,334] Trial 5413 finished with value: 0.9972960346060211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:54:26,459] Trial 5414 finished with value: 0.9967479309414475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:54:29,942] Trial 5415 finished with value: 0.9972464114355537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:54:32,496] Trial 5416 finished with value: 0.9974552739074064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:54:36,253] Trial 5417 finished with value: 0.9971362813092243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:54:45,896] Trial 5418 finished with value: 0.9967243864604317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 39, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:54:48,521] Trial 5419 finished with value: 0.9975043330317822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:54:51,573] Trial 5420 finished with value: 0.9974877436275474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:54:54,313] Trial 5421 finished with value: 0.9972587099381744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:54:55,739] Trial 5422 finished with value: 0.9867151923301374 and parameters: {'classifier': 'SVC', 'svc_c': 2302204.7622307613, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:54:58,627] Trial 5423 finished with value: 0.9972262188901597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:55:02,030] Trial 5424 finished with value: 0.9975717675793976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:55:04,442] Trial 5425 finished with value: 0.9975844130725605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:55:06,761] Trial 5426 finished with value: 0.9973392161873122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:55:17,535] Trial 5427 finished with value: 0.9967248750020415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 45, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:55:20,525] Trial 5428 finished with value: 0.9967714866894205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:55:23,066] Trial 5429 finished with value: 0.9971000389040224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:55:26,563] Trial 5430 finished with value: 0.9971642331699746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:55:29,323] Trial 5431 finished with value: 0.9975538309327286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:55:33,000] Trial 5432 finished with value: 0.9973093752545714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:55:35,450] Trial 5433 finished with value: 0.9970399032182016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:55:37,893] Trial 5434 finished with value: 0.9975097464397077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:55:40,797] Trial 5435 finished with value: 0.9972830338069839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:55:42,094] Trial 5436 finished with value: 0.9962034692334942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 17, 'rf_n_estimators': 30}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:55:44,652] Trial 5437 finished with value: 0.9977550959525531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:55:47,419] Trial 5438 finished with value: 0.9975341061723526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:55:49,710] Trial 5439 finished with value: 0.9975729528950278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:56:04,730] Trial 5440 finished with value: 0.9963715683939153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 72, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:56:07,093] Trial 5441 finished with value: 0.997383204038405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:56:09,555] Trial 5442 finished with value: 0.9972920794914678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:56:11,304] Trial 5443 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 4.383719250874549e-07, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:56:13,631] Trial 5444 finished with value: 0.9976465824282782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:56:28,652] Trial 5445 finished with value: 0.9961566378563197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 73, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:56:31,616] Trial 5446 finished with value: 0.9976423315164276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:56:38,198] Trial 5447 finished with value: 0.9969579842513264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 30, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:56:40,467] Trial 5448 finished with value: 0.9973694690463543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:56:43,027] Trial 5449 finished with value: 0.9974024263559677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:56:45,117] Trial 5450 finished with value: 0.9974213622071776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:56:50,598] Trial 5451 finished with value: 0.9970864717420264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 25, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:56:53,229] Trial 5452 finished with value: 0.9974603593040584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:56:54,943] Trial 5453 finished with value: 0.9970214921215538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:56:57,053] Trial 5454 finished with value: 0.9974700029624569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:56:59,500] Trial 5455 finished with value: 0.9970606087116561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:57:01,920] Trial 5456 finished with value: 0.9975590782879223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:57:09,943] Trial 5457 finished with value: 0.9970834967257938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 37, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:57:12,479] Trial 5458 finished with value: 0.9976207037193817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:57:17,206] Trial 5459 finished with value: 0.997206969119307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 21, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:57:19,976] Trial 5460 finished with value: 0.9975845732537795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:57:21,861] Trial 5461 finished with value: 0.9853940169375646 and parameters: {'classifier': 'SVC', 'svc_c': 0.037375666792616245, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:57:24,865] Trial 5462 finished with value: 0.9973269477087522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:57:25,823] Trial 5463 finished with value: 0.9966199979119911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:57:27,874] Trial 5464 finished with value: 0.9973720123635695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:57:29,982] Trial 5465 finished with value: 0.9973743179638576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:57:31,042] Trial 5466 finished with value: 0.9970983379108714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:57:33,675] Trial 5467 finished with value: 0.9975065834398492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:57:35,701] Trial 5468 finished with value: 0.9974343459629583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:57:38,071] Trial 5469 finished with value: 0.9974088132289912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:57:41,096] Trial 5470 finished with value: 0.9973499224943287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:57:48,620] Trial 5471 finished with value: 0.9969691307948575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 35, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:57:53,126] Trial 5472 finished with value: 0.9973045106902796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:57:59,824] Trial 5473 finished with value: 0.9968604659759778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 33, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:58:00,871] Trial 5474 finished with value: 0.9902098102851044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:58:02,192] Trial 5475 finished with value: 0.9957149071845893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:58:04,459] Trial 5476 finished with value: 0.9973412281484806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:58:08,043] Trial 5477 finished with value: 0.9973639520141607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:58:09,992] Trial 5478 finished with value: 0.9972752687153285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:59:11,448] Trial 5479 finished with value: 0.9899649408398474 and parameters: {'classifier': 'SVC', 'svc_c': 343006104.0158233, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:59:15,688] Trial 5480 finished with value: 0.9971425731272149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:59:18,269] Trial 5481 finished with value: 0.9973220905076551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:59:23,437] Trial 5482 finished with value: 0.9970524176972825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 22, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:59:25,399] Trial 5483 finished with value: 0.9974627039737105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:59:28,269] Trial 5484 finished with value: 0.9974845964649045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:59:29,938] Trial 5485 finished with value: 0.9940012386117019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:59:32,306] Trial 5486 finished with value: 0.9974665200127532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:59:35,106] Trial 5487 finished with value: 0.9973786048347576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:59:36,723] Trial 5488 finished with value: 0.9967051938812883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:59:39,824] Trial 5489 finished with value: 0.997472548374374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:59:41,954] Trial 5490 finished with value: 0.9974727028110317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:59:42,789] Trial 5491 finished with value: 0.9926188387643923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:59:44,353] Trial 5492 finished with value: 0.9946707269184971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:59:45,759] Trial 5493 finished with value: 0.9973233765276657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:59:48,783] Trial 5494 finished with value: 0.997206512156915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:59:53,918] Trial 5495 finished with value: 0.996624447312715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 32, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:59:54,893] Trial 5496 finished with value: 0.996384864323754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:59:57,809] Trial 5497 finished with value: 0.9976713281573538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 07:59:59,629] Trial 5498 finished with value: 0.9852063832220469 and parameters: {'classifier': 'SVC', 'svc_c': 5.545429676586036e-10, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:00:02,031] Trial 5499 finished with value: 0.9975969548779798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:00:03,979] Trial 5500 finished with value: 0.9972208169078809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:00:06,869] Trial 5501 finished with value: 0.997184491095458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:00:09,266] Trial 5502 finished with value: 0.9962120734436852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:00:11,793] Trial 5503 finished with value: 0.9975609808167856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:00:15,491] Trial 5504 finished with value: 0.9972071933476233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:00:17,800] Trial 5505 finished with value: 0.9969684209448189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:00:20,110] Trial 5506 finished with value: 0.9968101608530929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:00:22,169] Trial 5507 finished with value: 0.9975009204132813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:00:24,577] Trial 5508 finished with value: 0.9973740091540179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:00:27,334] Trial 5509 finished with value: 0.9970258474828579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:00:31,838] Trial 5510 finished with value: 0.9972775872012072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:00:45,471] Trial 5511 finished with value: 0.9967389576828684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 56, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:01:01,349] Trial 5512 finished with value: 0.9963012133557921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 68, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:01:03,993] Trial 5513 finished with value: 0.9976841070132041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:01:06,453] Trial 5514 finished with value: 0.9969542669489139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:01:14,030] Trial 5515 finished with value: 0.9968186270986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 38, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:01:16,307] Trial 5516 finished with value: 0.9973850886036125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:01:18,581] Trial 5517 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 1.873027777874606e-05, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:01:21,023] Trial 5518 finished with value: 0.9974884559214047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:01:23,777] Trial 5519 finished with value: 0.9974977938802785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:01:26,296] Trial 5520 finished with value: 0.9974197385275693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:01:29,620] Trial 5521 finished with value: 0.9974024886892178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:01:31,984] Trial 5522 finished with value: 0.9975766920331207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:01:34,884] Trial 5523 finished with value: 0.9974582001742132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:01:37,449] Trial 5524 finished with value: 0.997192687537014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:01:38,488] Trial 5525 finished with value: 0.9950973549800061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 2, 'rf_n_estimators': 35}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:01:41,403] Trial 5526 finished with value: 0.9972928524682042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:01:45,503] Trial 5527 finished with value: 0.9971442773893702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:01:48,061] Trial 5528 finished with value: 0.9973968776810803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:01:48,689] Trial 5529 finished with value: 0.9962142405080071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 14}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:01:52,187] Trial 5530 finished with value: 0.9973285312399075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:02:08,063] Trial 5531 finished with value: 0.9961325793798923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 74, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:02:23,211] Trial 5532 finished with value: 0.9966378561977663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 65, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:02:26,015] Trial 5533 finished with value: 0.9977495202052307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:02:28,271] Trial 5534 finished with value: 0.9974306795998874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:02:30,557] Trial 5535 finished with value: 0.9975721411980443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:02:31,482] Trial 5536 finished with value: 0.9922540445254434 and parameters: {'classifier': 'SVC', 'svc_c': 5631.482157437262, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:02:33,455] Trial 5537 finished with value: 0.9974186823534844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:02:35,540] Trial 5538 finished with value: 0.997504530600256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:02:40,385] Trial 5539 finished with value: 0.9973826103808457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 20, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:02:42,620] Trial 5540 finished with value: 0.9969256037464435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:02:48,454] Trial 5541 finished with value: 0.9969913139735459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 22, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:02:50,737] Trial 5542 finished with value: 0.9973557504310638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:02:52,777] Trial 5543 finished with value: 0.9971525560955823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:02:54,984] Trial 5544 finished with value: 0.9974452512666546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:03:07,022] Trial 5545 finished with value: 0.9967463456012315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 48, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:03:23,850] Trial 5546 finished with value: 0.9957307867070478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 68, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:03:27,654] Trial 5547 finished with value: 0.9972780339122548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:03:35,003] Trial 5548 finished with value: 0.9964783721336387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 31, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:03:51,938] Trial 5549 finished with value: 0.9959264335777055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 66, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:03:54,063] Trial 5550 finished with value: 0.9970667376507056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:03:56,312] Trial 5551 finished with value: 0.9974054465987184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:03:58,345] Trial 5552 finished with value: 0.9974870206380152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:03:59,379] Trial 5553 finished with value: 0.9970156017563546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:04:00,996] Trial 5554 finished with value: 0.9973204388986879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:05:09,263] Trial 5555 finished with value: 0.9901024856311054 and parameters: {'classifier': 'SVC', 'svc_c': 64249047.9187924, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:05:12,042] Trial 5556 finished with value: 0.9972578891006734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:05:16,340] Trial 5557 finished with value: 0.9971926520222955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 18, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:05:19,713] Trial 5558 finished with value: 0.9966970579639219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:05:21,809] Trial 5559 finished with value: 0.9973673086152548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:05:24,035] Trial 5560 finished with value: 0.997405436791705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:05:26,415] Trial 5561 finished with value: 0.9973171097508841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:05:28,682] Trial 5562 finished with value: 0.9969831428588404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:05:31,980] Trial 5563 finished with value: 0.9972116206905017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:05:37,859] Trial 5564 finished with value: 0.9971914668653546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 23, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:05:41,652] Trial 5565 finished with value: 0.9971947313947792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:05:45,045] Trial 5566 finished with value: 0.99720497458225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:05:52,534] Trial 5567 finished with value: 0.9969375396117334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 32, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:05:56,508] Trial 5568 finished with value: 0.9971999792577795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 16, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:05:57,897] Trial 5569 finished with value: 0.9975397520287125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:05:59,070] Trial 5570 finished with value: 0.9970219537494179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 2, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:06:02,066] Trial 5571 finished with value: 0.9974890598937839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:06:08,137] Trial 5572 finished with value: 0.9973141819606578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 23, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:06:10,029] Trial 5573 finished with value: 0.985205481452882 and parameters: {'classifier': 'SVC', 'svc_c': 1.423463614465238e-07, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:06:12,385] Trial 5574 finished with value: 0.9973448281793248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:06:15,207] Trial 5575 finished with value: 0.9973963914563378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:06:17,535] Trial 5576 finished with value: 0.9971069353926261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:06:19,163] Trial 5577 finished with value: 0.9974160315399767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:06:20,464] Trial 5578 finished with value: 0.9963142782336645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:06:22,804] Trial 5579 finished with value: 0.9973764065085966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:06:31,377] Trial 5580 finished with value: 0.9969789634842329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 35, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:06:32,649] Trial 5581 finished with value: 0.9913222749764982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 17, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:06:42,557] Trial 5582 finished with value: 0.9966472301156895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 41, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:06:44,421] Trial 5583 finished with value: 0.997360375850223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:06:53,415] Trial 5584 finished with value: 0.9969308242196294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 38, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:06:55,955] Trial 5585 finished with value: 0.997683143862926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:06:57,384] Trial 5586 finished with value: 0.9973633511203586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:07:04,033] Trial 5587 finished with value: 0.9969449174691797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 25, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:07:06,139] Trial 5588 finished with value: 0.9968502837887652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:07:09,625] Trial 5589 finished with value: 0.9969896921664742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:07:16,105] Trial 5590 finished with value: 0.9970685206228715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 28, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:07:18,411] Trial 5591 finished with value: 0.9974036179239657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:07:20,202] Trial 5592 finished with value: 0.9853686160111271 and parameters: {'classifier': 'SVC', 'svc_c': 0.005353136817222244, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:07:22,265] Trial 5593 finished with value: 0.9974325938717764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:07:34,395] Trial 5594 finished with value: 0.9966741208829794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 52, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:07:37,362] Trial 5595 finished with value: 0.9973784798826159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:07:39,973] Trial 5596 finished with value: 0.9971335437877532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:07:42,808] Trial 5597 finished with value: 0.9970453302416895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:07:49,713] Trial 5598 finished with value: 0.9968111411101028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 34, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:07:50,951] Trial 5599 finished with value: 0.9954415949883672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:07:54,203] Trial 5600 finished with value: 0.9976226014240832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:07:56,337] Trial 5601 finished with value: 0.9973451558732195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:07:59,580] Trial 5602 finished with value: 0.9973601858671087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:08:00,383] Trial 5603 finished with value: 0.9879017740490404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:08:02,858] Trial 5604 finished with value: 0.9972098222937129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:08:04,741] Trial 5605 finished with value: 0.9974393117076991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:08:08,198] Trial 5606 finished with value: 0.9969514961343781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 19, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:08:10,799] Trial 5607 finished with value: 0.9973782681272971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:08:12,733] Trial 5608 finished with value: 0.9973789510953281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:08:17,835] Trial 5609 finished with value: 0.9972278123552801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 25, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:08:19,270] Trial 5610 finished with value: 0.9962607160397633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:08:28,535] Trial 5611 finished with value: 0.9968590926132457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 41, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:08:29,344] Trial 5612 finished with value: 0.9915280254830474 and parameters: {'classifier': 'SVC', 'svc_c': 52.666018337190906, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:08:30,685] Trial 5613 finished with value: 0.9971408995238781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:08:40,015] Trial 5614 finished with value: 0.9968284875269067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 39, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:08:42,385] Trial 5615 finished with value: 0.9974522449367312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:08:46,428] Trial 5616 finished with value: 0.9974525221673529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:08:54,046] Trial 5617 finished with value: 0.9968616772849543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 33, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:08:57,680] Trial 5618 finished with value: 0.9972729241726278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:09:01,053] Trial 5619 finished with value: 0.9966230476392578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:09:03,347] Trial 5620 finished with value: 0.9975430148125523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:09:05,367] Trial 5621 finished with value: 0.9970213742469655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:09:07,540] Trial 5622 finished with value: 0.9974630106253727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:09:19,473] Trial 5623 finished with value: 0.9967448915607386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 49, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:09:22,148] Trial 5624 finished with value: 0.9974338180028676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:09:24,379] Trial 5625 finished with value: 0.99729818488099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:09:25,526] Trial 5626 finished with value: 0.9942040874800607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:09:28,651] Trial 5627 finished with value: 0.9975527226449996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:09:31,164] Trial 5628 finished with value: 0.9974994158143019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:09:32,909] Trial 5629 finished with value: 0.9850754448983942 and parameters: {'classifier': 'SVC', 'svc_c': 1.0754909321527583e-10, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:09:33,763] Trial 5630 finished with value: 0.9883242787850866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:09:37,872] Trial 5631 finished with value: 0.9968203480231569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 18, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:09:39,961] Trial 5632 finished with value: 0.9963599339117947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:09:45,647] Trial 5633 finished with value: 0.9969484552302496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 21, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:09:49,281] Trial 5634 finished with value: 0.9973977946844411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:09:51,123] Trial 5635 finished with value: 0.9963038860049803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:09:53,467] Trial 5636 finished with value: 0.9972234038329808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:09:56,734] Trial 5637 finished with value: 0.9973504346489417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:10:09,507] Trial 5638 finished with value: 0.9960918590415876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 55, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:10:11,614] Trial 5639 finished with value: 0.9972761869882053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:10:14,208] Trial 5640 finished with value: 0.9975426133597605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:10:16,649] Trial 5641 finished with value: 0.997516187901932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:10:21,522] Trial 5642 finished with value: 0.9950351286230065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 45, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:10:25,055] Trial 5643 finished with value: 0.9970489573449689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:10:26,129] Trial 5644 finished with value: 0.9935869525654848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:10:27,782] Trial 5645 finished with value: 0.9972597039694363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:10:30,212] Trial 5646 finished with value: 0.9969334046701963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:10:31,512] Trial 5647 finished with value: 0.9973428460517896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:10:33,853] Trial 5648 finished with value: 0.9852068747152819 and parameters: {'classifier': 'SVC', 'svc_c': 1.1691879069365567e-08, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:10:36,741] Trial 5649 finished with value: 0.9974677920363467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:10:39,202] Trial 5650 finished with value: 0.9974249804555808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:10:45,848] Trial 5651 finished with value: 0.9967685160212811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 27, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:10:48,909] Trial 5652 finished with value: 0.9973596420698021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:10:52,817] Trial 5653 finished with value: 0.9974044582802798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:10:54,044] Trial 5654 finished with value: 0.9972161525145715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:10:55,795] Trial 5655 finished with value: 0.997281112997086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:10:58,520] Trial 5656 finished with value: 0.9975219669305518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:11:09,668] Trial 5657 finished with value: 0.9960840751928289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 48, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:11:12,146] Trial 5658 finished with value: 0.9973978865022074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:11:14,147] Trial 5659 finished with value: 0.9969978002179577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:11:15,744] Trial 5660 finished with value: 0.99740732291207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:11:20,899] Trial 5661 finished with value: 0.9933066880536797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 60, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:11:24,443] Trial 5662 finished with value: 0.9974508936001069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:11:27,103] Trial 5663 finished with value: 0.9972321237913203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:11:28,461] Trial 5664 finished with value: 0.9951108573649329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 1, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:11:30,716] Trial 5665 finished with value: 0.9975115607054503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:11:31,857] Trial 5666 finished with value: 0.9971925690911432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:11:33,733] Trial 5667 finished with value: 0.9852824191551797 and parameters: {'classifier': 'SVC', 'svc_c': 0.0010470567446530994, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:11:36,617] Trial 5668 finished with value: 0.9975624944293308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:11:43,124] Trial 5669 finished with value: 0.9972761911776091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 28, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:11:46,142] Trial 5670 finished with value: 0.9967367981721682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:11:50,310] Trial 5671 finished with value: 0.9960465515600402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 26, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:12:00,928] Trial 5672 finished with value: 0.9963168300566388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 46, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:12:04,765] Trial 5673 finished with value: 0.9968174858986613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 20, 'rf_n_estimators': 95}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:12:06,302] Trial 5674 finished with value: 0.995425327501728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:12:17,778] Trial 5675 finished with value: 0.9969057570807648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 50, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:12:21,166] Trial 5676 finished with value: 0.9973126820271506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:12:22,159] Trial 5677 finished with value: 0.99009562541893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:12:24,095] Trial 5678 finished with value: 0.9975739591453842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:12:25,935] Trial 5679 finished with value: 0.9972678509315945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:12:27,358] Trial 5680 finished with value: 0.9963826602530318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:12:29,004] Trial 5681 finished with value: 0.9973881253500751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:12:31,410] Trial 5682 finished with value: 0.9974990240098341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:12:34,415] Trial 5683 finished with value: 0.9972948888675613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:12:36,443] Trial 5684 finished with value: 0.9970148524560972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:12:38,277] Trial 5685 finished with value: 0.9852051536002978 and parameters: {'classifier': 'SVC', 'svc_c': 4.651464259847451e-06, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:12:40,982] Trial 5686 finished with value: 0.9971581687223532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:12:45,133] Trial 5687 finished with value: 0.9972885661368488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:12:47,237] Trial 5688 finished with value: 0.9974165969190604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:12:49,052] Trial 5689 finished with value: 0.9974303042356558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:12:49,935] Trial 5690 finished with value: 0.9965281729094362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 2, 'rf_n_estimators': 90}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:12:52,668] Trial 5691 finished with value: 0.9974110138720192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:13:02,414] Trial 5692 finished with value: 0.996703679284868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 40, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:13:05,311] Trial 5693 finished with value: 0.9973349129396519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:13:17,896] Trial 5694 finished with value: 0.9968264935928698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 53, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:13:20,364] Trial 5695 finished with value: 0.9971091695191466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:13:24,409] Trial 5696 finished with value: 0.9974962046997756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:13:27,046] Trial 5697 finished with value: 0.9973301442555789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:13:29,693] Trial 5698 finished with value: 0.9974404730929471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:13:33,131] Trial 5699 finished with value: 0.9974599904460978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:13:35,570] Trial 5700 finished with value: 0.9975753864625588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:13:37,878] Trial 5701 finished with value: 0.9974099051716977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:13:43,848] Trial 5702 finished with value: 0.9968212140236999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 23, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:13:45,988] Trial 5703 finished with value: 0.9972741377349958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 79}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:13:48,079] Trial 5704 finished with value: 0.9951926838475457 and parameters: {'classifier': 'SVC', 'svc_c': 237703.49145900493, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:13:49,809] Trial 5705 finished with value: 0.9974153937032503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:13:51,818] Trial 5706 finished with value: 0.9976239703435081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:13:54,436] Trial 5707 finished with value: 0.9973847346307306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:13:58,248] Trial 5708 finished with value: 0.9972193060882715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:14:04,896] Trial 5709 finished with value: 0.9967625083210384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 31, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:14:07,223] Trial 5710 finished with value: 0.9974908636860169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:14:10,415] Trial 5711 finished with value: 0.9974488174648898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:14:12,759] Trial 5712 finished with value: 0.9974635057367292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:14:15,540] Trial 5713 finished with value: 0.9972561875045024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:14:18,011] Trial 5714 finished with value: 0.9971644240734879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:14:20,253] Trial 5715 finished with value: 0.9972311380436523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:14:21,289] Trial 5716 finished with value: 0.9934163456660429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:14:24,996] Trial 5717 finished with value: 0.9976112801633715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:14:31,956] Trial 5718 finished with value: 0.9953197881685002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 54, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:14:34,254] Trial 5719 finished with value: 0.9970033812337729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:14:36,715] Trial 5720 finished with value: 0.9968993200618476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:14:39,443] Trial 5721 finished with value: 0.997582601536278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:14:50,081] Trial 5722 finished with value: 0.9962622923346757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 61, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:14:57,435] Trial 5723 finished with value: 0.9969549548045825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 31, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:14:59,277] Trial 5724 finished with value: 0.9852053993786534 and parameters: {'classifier': 'SVC', 'svc_c': 0.00015248306762923175, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:15:03,290] Trial 5725 finished with value: 0.9976036988024624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:15:05,433] Trial 5726 finished with value: 0.9973992481536514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:15:07,194] Trial 5727 finished with value: 0.9973369961524227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:15:10,520] Trial 5728 finished with value: 0.9869247280899591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 65, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:15:22,901] Trial 5729 finished with value: 0.996238472686002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 54, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:15:25,524] Trial 5730 finished with value: 0.9973806092740417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:15:28,699] Trial 5731 finished with value: 0.9975061067999548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:15:31,206] Trial 5732 finished with value: 0.9974717197610857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:15:33,632] Trial 5733 finished with value: 0.9972124321653199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:15:37,221] Trial 5734 finished with value: 0.9972496170276841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 17, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:15:40,265] Trial 5735 finished with value: 0.997480490277912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:15:42,814] Trial 5736 finished with value: 0.9975453631003259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:15:43,807] Trial 5737 finished with value: 0.9967907617871233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:15:46,487] Trial 5738 finished with value: 0.9975406590663702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:15:49,092] Trial 5739 finished with value: 0.9972036929738084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:15:51,144] Trial 5740 finished with value: 0.997111239401996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:15:51,952] Trial 5741 finished with value: 0.9933628307933616 and parameters: {'classifier': 'SVC', 'svc_c': 158.23751201848435, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:15:54,812] Trial 5742 finished with value: 0.997450191779759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:15:56,682] Trial 5743 finished with value: 0.9961837292071848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:16:03,291] Trial 5744 finished with value: 0.997143137966754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 28, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:16:06,020] Trial 5745 finished with value: 0.9975131651201488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:16:07,785] Trial 5746 finished with value: 0.997650915668261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:16:10,297] Trial 5747 finished with value: 0.9971980170933881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:16:11,362] Trial 5748 finished with value: 0.9975427438977741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 87}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:16:27,553] Trial 5749 finished with value: 0.9956378624938056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 67, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:16:32,102] Trial 5750 finished with value: 0.9974661788619859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 19, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:16:34,001] Trial 5751 finished with value: 0.9942281010790867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 21, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:16:35,664] Trial 5752 finished with value: 0.997420433873384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:16:37,735] Trial 5753 finished with value: 0.997446586480422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:16:41,383] Trial 5754 finished with value: 0.9973810841366134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:16:43,196] Trial 5755 finished with value: 0.9968471283742666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:16:43,955] Trial 5756 finished with value: 0.9968526756844239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 26}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:16:46,945] Trial 5757 finished with value: 0.9972042138246078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:16:50,386] Trial 5758 finished with value: 0.9970624351330173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:16:52,331] Trial 5759 finished with value: 0.9970760200682415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:16:54,180] Trial 5760 finished with value: 0.985391886371836 and parameters: {'classifier': 'SVC', 'svc_c': 0.07831476651204462, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:16:56,419] Trial 5761 finished with value: 0.997211783855084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:16:59,344] Trial 5762 finished with value: 0.9973702941367347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:17:09,455] Trial 5763 finished with value: 0.9969599835173316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 48, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:17:11,930] Trial 5764 finished with value: 0.9975577494852125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:17:14,008] Trial 5765 finished with value: 0.9974598561947491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:17:16,928] Trial 5766 finished with value: 0.9972742163180547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:17:32,231] Trial 5767 finished with value: 0.9962521039903091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 63, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:17:37,527] Trial 5768 finished with value: 0.9973987014681954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 24, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:17:40,150] Trial 5769 finished with value: 0.9973014105632158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:17:44,639] Trial 5770 finished with value: 0.9973102728025945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:17:58,522] Trial 5771 finished with value: 0.9965501012644656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 64, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:18:00,701] Trial 5772 finished with value: 0.9973731220160283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:18:01,747] Trial 5773 finished with value: 0.9968633514595734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:18:03,185] Trial 5774 finished with value: 0.9972987534656025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:18:05,617] Trial 5775 finished with value: 0.9975491131562588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:18:08,714] Trial 5776 finished with value: 0.9972130007499324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:18:11,991] Trial 5777 finished with value: 0.9971496482367619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:18:12,441] Trial 5778 finished with value: 0.9933609898043008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 5}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:18:14,185] Trial 5779 finished with value: 0.9855487012144697 and parameters: {'classifier': 'SVC', 'svc_c': 0.19325057166898446, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:18:16,611] Trial 5780 finished with value: 0.9975474575800535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:18:18,434] Trial 5781 finished with value: 0.9956650665459801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:18:20,191] Trial 5782 finished with value: 0.9971373201544115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:18:22,304] Trial 5783 finished with value: 0.996950503150467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:18:25,247] Trial 5784 finished with value: 0.9970360485223876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:18:28,518] Trial 5785 finished with value: 0.9972037116991738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:18:31,402] Trial 5786 finished with value: 0.9965700013133044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:18:33,495] Trial 5787 finished with value: 0.9975671095654078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:18:38,856] Trial 5788 finished with value: 0.9968808550742327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 22, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:18:47,413] Trial 5789 finished with value: 0.9972219808321615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 38, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:18:49,791] Trial 5790 finished with value: 0.9974959049352395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:18:52,963] Trial 5791 finished with value: 0.9972993015792645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:18:55,974] Trial 5792 finished with value: 0.9973286060144174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:19:02,317] Trial 5793 finished with value: 0.9973268309767285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 26, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:19:03,912] Trial 5794 finished with value: 0.9946204813994024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:19:05,167] Trial 5795 finished with value: 0.9974302726881756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 82}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:19:07,139] Trial 5796 finished with value: 0.9975642660710636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:19:09,989] Trial 5797 finished with value: 0.9973043921809331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:19:11,390] Trial 5798 finished with value: 0.9862021943776099 and parameters: {'classifier': 'SVC', 'svc_c': 0.7881090093347898, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:19:12,460] Trial 5799 finished with value: 0.9959619269682912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 39}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:19:19,826] Trial 5800 finished with value: 0.9972528549607422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 30, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:19:21,424] Trial 5801 finished with value: 0.9972183718194895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:19:23,631] Trial 5802 finished with value: 0.9971763956439239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:19:27,799] Trial 5803 finished with value: 0.9973731634657356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:19:30,397] Trial 5804 finished with value: 0.9972288300947588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:19:32,938] Trial 5805 finished with value: 0.9973314481122936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:19:34,961] Trial 5806 finished with value: 0.9976962345119792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:19:44,888] Trial 5807 finished with value: 0.9968083755005838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 46, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:19:48,160] Trial 5808 finished with value: 0.9976042581196056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:19:50,401] Trial 5809 finished with value: 0.9976183734587395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:19:53,870] Trial 5810 finished with value: 0.9976369452761507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:19:56,467] Trial 5811 finished with value: 0.9976130331432147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:19:59,224] Trial 5812 finished with value: 0.9974336068188312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:20:04,094] Trial 5813 finished with value: 0.9972249326479835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 20, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:20:11,394] Trial 5814 finished with value: 0.9944800309075016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 60, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:20:13,813] Trial 5815 finished with value: 0.9971888317621111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:20:14,763] Trial 5816 finished with value: 0.9899723678910503 and parameters: {'classifier': 'SVC', 'svc_c': 5.092455158440452, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:20:16,390] Trial 5817 finished with value: 0.9968073418604133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:20:23,809] Trial 5818 finished with value: 0.9971941760448743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 34, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:20:26,002] Trial 5819 finished with value: 0.9969823855288923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:20:28,229] Trial 5820 finished with value: 0.9975156541972799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:20:43,529] Trial 5821 finished with value: 0.9966614083276178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 66, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:20:45,355] Trial 5822 finished with value: 0.9973106888865616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:20:48,590] Trial 5823 finished with value: 0.9972373568961936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:20:51,300] Trial 5824 finished with value: 0.9975710438916314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:20:53,797] Trial 5825 finished with value: 0.9972318521148326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:21:07,693] Trial 5826 finished with value: 0.996385362354998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 58, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:21:10,997] Trial 5827 finished with value: 0.9973470526575215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:21:11,999] Trial 5828 finished with value: 0.9967914318378259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 2, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:21:14,472] Trial 5829 finished with value: 0.9976618226223287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:21:16,223] Trial 5830 finished with value: 0.9975264859007691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:21:18,662] Trial 5831 finished with value: 0.9970412125973122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:21:24,083] Trial 5832 finished with value: 0.9932871977094884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 59, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:21:27,810] Trial 5833 finished with value: 0.9973224362286809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:21:29,896] Trial 5834 finished with value: 0.9975115568334255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:21:30,947] Trial 5835 finished with value: 0.9906751530713311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:21:32,451] Trial 5836 finished with value: 0.9866206586241316 and parameters: {'classifier': 'SVC', 'svc_c': 7707430.093728173, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:21:35,596] Trial 5837 finished with value: 0.9972246593846004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:21:36,584] Trial 5838 finished with value: 0.9967945268233486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:21:38,648] Trial 5839 finished with value: 0.997193699722359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:21:41,139] Trial 5840 finished with value: 0.9972258973851571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:21:43,498] Trial 5841 finished with value: 0.9975729430245387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:21:45,867] Trial 5842 finished with value: 0.9974483556465982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:21:48,363] Trial 5843 finished with value: 0.9971973531363637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:21:51,876] Trial 5844 finished with value: 0.9970683882440595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:21:55,203] Trial 5845 finished with value: 0.9967968751428602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:21:57,281] Trial 5846 finished with value: 0.9971218902628882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:21:59,493] Trial 5847 finished with value: 0.9973918609335223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:22:02,046] Trial 5848 finished with value: 0.997383622820094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:22:09,573] Trial 5849 finished with value: 0.9971567667955042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 32, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:22:13,966] Trial 5850 finished with value: 0.9974173842730689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:22:15,991] Trial 5851 finished with value: 0.9973890461937224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:22:18,894] Trial 5852 finished with value: 0.9973771353696416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:22:20,689] Trial 5853 finished with value: 0.9974976356033339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:22:21,995] Trial 5854 finished with value: 0.9963470082998603 and parameters: {'classifier': 'SVC', 'svc_c': 62417.19498159115, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:22:31,534] Trial 5855 finished with value: 0.9969222830091846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 43, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:22:34,847] Trial 5856 finished with value: 0.9974965997415098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:22:37,330] Trial 5857 finished with value: 0.9975890797509992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:22:39,298] Trial 5858 finished with value: 0.9973907745766876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:22:41,653] Trial 5859 finished with value: 0.9974683059682824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:22:44,304] Trial 5860 finished with value: 0.9973907651822668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:22:47,283] Trial 5861 finished with value: 0.9976809926992957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:22:49,501] Trial 5862 finished with value: 0.9960571934073666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:22:51,862] Trial 5863 finished with value: 0.9971719899780361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:22:53,761] Trial 5864 finished with value: 0.9972063216025188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:22:55,875] Trial 5865 finished with value: 0.9975140306446234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:23:00,978] Trial 5866 finished with value: 0.9972575637871218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:23:04,961] Trial 5867 finished with value: 0.9971695651701676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:23:08,380] Trial 5868 finished with value: 0.9972787925751949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:23:10,906] Trial 5869 finished with value: 0.9971375088997473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:23:13,697] Trial 5870 finished with value: 0.997764015351903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:23:16,593] Trial 5871 finished with value: 0.9970649288121453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:23:19,690] Trial 5872 finished with value: 0.9972594919284766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:23:23,055] Trial 5873 finished with value: 0.9970137734941948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:23:25,975] Trial 5874 finished with value: 0.997148149953626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:23:27,782] Trial 5875 finished with value: 0.985205317494852 and parameters: {'classifier': 'SVC', 'svc_c': 1.5665090723167908e-06, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:23:30,915] Trial 5876 finished with value: 0.9969161985349436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:23:33,611] Trial 5877 finished with value: 0.9973360027559188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:23:36,493] Trial 5878 finished with value: 0.9971375530154386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:23:39,526] Trial 5879 finished with value: 0.997308247924098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:23:42,742] Trial 5880 finished with value: 0.9975048856204891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:23:45,723] Trial 5881 finished with value: 0.9971179658071537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:23:48,437] Trial 5882 finished with value: 0.997391170602297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:23:51,716] Trial 5883 finished with value: 0.9971485998067265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:23:54,500] Trial 5884 finished with value: 0.9969491408325267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:23:57,726] Trial 5885 finished with value: 0.9969842897398647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:24:00,698] Trial 5886 finished with value: 0.9975687004914954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:24:03,874] Trial 5887 finished with value: 0.9975283879853016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:24:06,620] Trial 5888 finished with value: 0.9974588136679645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:24:09,721] Trial 5889 finished with value: 0.996636956713731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:24:12,463] Trial 5890 finished with value: 0.9973741844424809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:24:15,820] Trial 5891 finished with value: 0.9972151964418469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:24:17,615] Trial 5892 finished with value: 0.9853374787752935 and parameters: {'classifier': 'SVC', 'svc_c': 0.0023547610987088618, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:24:20,448] Trial 5893 finished with value: 0.9975087366664437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:24:24,122] Trial 5894 finished with value: 0.9969101503371306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:24:27,616] Trial 5895 finished with value: 0.9973990199263588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:24:30,400] Trial 5896 finished with value: 0.9973742801322719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:24:32,964] Trial 5897 finished with value: 0.9971447893218177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:24:36,094] Trial 5898 finished with value: 0.9973168077964324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:24:38,850] Trial 5899 finished with value: 0.9973817451737501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:24:41,421] Trial 5900 finished with value: 0.996872333509553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:24:44,592] Trial 5901 finished with value: 0.9968420397403482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:24:48,444] Trial 5902 finished with value: 0.9971599104352391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:24:50,990] Trial 5903 finished with value: 0.997334454326889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:24:58,528] Trial 5904 finished with value: 0.9969288134327637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 33, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:25:02,038] Trial 5905 finished with value: 0.9971336600437084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:25:05,040] Trial 5906 finished with value: 0.9972802227170435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:25:07,821] Trial 5907 finished with value: 0.9974041006575384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:25:10,481] Trial 5908 finished with value: 0.9974057338267809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:25:14,676] Trial 5909 finished with value: 0.9973455839541154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 16, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:25:16,545] Trial 5910 finished with value: 0.9853912305397161 and parameters: {'classifier': 'SVC', 'svc_c': 0.01974215541795253, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:25:18,404] Trial 5911 finished with value: 0.9964225743850109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:25:21,799] Trial 5912 finished with value: 0.9968137417459789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:25:23,942] Trial 5913 finished with value: 0.9974902739956962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 99}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:25:26,503] Trial 5914 finished with value: 0.9975356020116696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:25:29,499] Trial 5915 finished with value: 0.9973838723117847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:25:35,039] Trial 5916 finished with value: 0.9965800193520596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 24, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:25:38,280] Trial 5917 finished with value: 0.9976778178929355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:25:40,821] Trial 5918 finished with value: 0.9975001464209319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:25:43,805] Trial 5919 finished with value: 0.9974136784280411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:25:45,828] Trial 5920 finished with value: 0.9970363252452028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:25:48,362] Trial 5921 finished with value: 0.9975731947378828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:25:54,274] Trial 5922 finished with value: 0.9970679868547437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 25, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:25:58,112] Trial 5923 finished with value: 0.9972167515040993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:26:01,373] Trial 5924 finished with value: 0.997526182708539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:26:04,377] Trial 5925 finished with value: 0.9973442763205899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:26:07,674] Trial 5926 finished with value: 0.9972544137363298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:26:08,422] Trial 5927 finished with value: 0.9956743336975826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 19}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:26:19,890] Trial 5928 finished with value: 0.9960679164085225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 48, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:26:20,553] Trial 5929 finished with value: 0.9849916862437125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:26:21,397] Trial 5930 finished with value: 0.9913869411533964 and parameters: {'classifier': 'SVC', 'svc_c': 16.73943143393624, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:26:23,852] Trial 5931 finished with value: 0.9966009454239712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:26:27,391] Trial 5932 finished with value: 0.9971709210453126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:26:28,816] Trial 5933 finished with value: 0.9974012847116981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:26:31,015] Trial 5934 finished with value: 0.9972094941554874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:26:33,054] Trial 5935 finished with value: 0.9957943047334057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:26:33,892] Trial 5936 finished with value: 0.9969995556098822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 42}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:26:36,817] Trial 5937 finished with value: 0.9972495250512283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:26:40,042] Trial 5938 finished with value: 0.9973737026610454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:26:41,658] Trial 5939 finished with value: 0.9955532635462857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:26:44,246] Trial 5940 finished with value: 0.997148991325553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:26:47,093] Trial 5941 finished with value: 0.9975672471492366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:26:54,504] Trial 5942 finished with value: 0.9968725020378416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 31, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:26:57,039] Trial 5943 finished with value: 0.997356110211983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:27:01,939] Trial 5944 finished with value: 0.9971550104831808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 21, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:27:14,308] Trial 5945 finished with value: 0.9960204579855102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 70, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:27:17,782] Trial 5946 finished with value: 0.997154780891158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:27:20,650] Trial 5947 finished with value: 0.9969510164476444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:27:21,478] Trial 5948 finished with value: 0.9930139769184398 and parameters: {'classifier': 'SVC', 'svc_c': 1050.8907174599758, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:27:25,127] Trial 5949 finished with value: 0.997258287824005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:27:28,087] Trial 5950 finished with value: 0.9974810166828453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:27:30,614] Trial 5951 finished with value: 0.9974592263559754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:27:33,070] Trial 5952 finished with value: 0.9977378371641117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:27:35,122] Trial 5953 finished with value: 0.9973780197781713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:27:39,328] Trial 5954 finished with value: 0.9973080880602581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:27:41,566] Trial 5955 finished with value: 0.9967842303161932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:27:44,150] Trial 5956 finished with value: 0.9973580046476799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:27:47,469] Trial 5957 finished with value: 0.9969431460178741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:27:48,591] Trial 5958 finished with value: 0.9972934094684804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:27:50,521] Trial 5959 finished with value: 0.9973910811331358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 93}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:27:54,069] Trial 5960 finished with value: 0.997279153752582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:27:56,671] Trial 5961 finished with value: 0.9974951819139695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:27:58,956] Trial 5962 finished with value: 0.9973171699576945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:27:59,959] Trial 5963 finished with value: 0.9973333079854093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:28:03,501] Trial 5964 finished with value: 0.9974765695989883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:28:08,436] Trial 5965 finished with value: 0.9973785407241845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 24, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:28:10,242] Trial 5966 finished with value: 0.9850849502112542 and parameters: {'classifier': 'SVC', 'svc_c': 0.00031054402997245296, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:28:12,228] Trial 5967 finished with value: 0.9974396325462056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:28:14,330] Trial 5968 finished with value: 0.9963392480641048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:28:15,660] Trial 5969 finished with value: 0.9970131946899764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:28:18,210] Trial 5970 finished with value: 0.9977287712308428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:28:19,977] Trial 5971 finished with value: 0.9962675430540875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:28:24,083] Trial 5972 finished with value: 0.9966178487478486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 23, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:28:26,410] Trial 5973 finished with value: 0.9966978856885489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:28:27,526] Trial 5974 finished with value: 0.9961336863346292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 11}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:28:30,751] Trial 5975 finished with value: 0.9974594327793255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:28:32,558] Trial 5976 finished with value: 0.9942044798875486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 19, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:28:35,423] Trial 5977 finished with value: 0.9969400545235212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:28:37,728] Trial 5978 finished with value: 0.9973649801319354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:28:40,069] Trial 5979 finished with value: 0.9975097142257318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:28:49,836] Trial 5980 finished with value: 0.9951834662705549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 65, 'rf_n_estimators': 74}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:28:53,892] Trial 5981 finished with value: 0.99738221854464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:29:01,396] Trial 5982 finished with value: 0.9969328001900107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 31, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:29:04,081] Trial 5983 finished with value: 0.9974083813395462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:29:07,114] Trial 5984 finished with value: 0.9971507338636248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:29:09,509] Trial 5985 finished with value: 0.9969687223279883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:29:11,331] Trial 5986 finished with value: 0.9852049084884383 and parameters: {'classifier': 'SVC', 'svc_c': 2.985586544800853e-10, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:29:13,555] Trial 5987 finished with value: 0.9968975341380563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:29:16,682] Trial 5988 finished with value: 0.9974243322405586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:29:18,799] Trial 5989 finished with value: 0.9970877011098723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:29:22,884] Trial 5990 finished with value: 0.9972913907788757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:29:24,377] Trial 5991 finished with value: 0.9960578304823834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 26, 'rf_n_estimators': 24}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:29:25,568] Trial 5992 finished with value: 0.9971662769007882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:29:31,247] Trial 5993 finished with value: 0.9952745792014177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 44, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:29:33,741] Trial 5994 finished with value: 0.9974693072992631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:29:36,133] Trial 5995 finished with value: 0.997472741150424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:29:39,684] Trial 5996 finished with value: 0.9879257774284603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 62, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:29:41,281] Trial 5997 finished with value: 0.994449140306947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 16, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:29:42,548] Trial 5998 finished with value: 0.997386923149878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:29:47,443] Trial 5999 finished with value: 0.997620568166779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 21, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:29:53,438] Trial 6000 finished with value: 0.9970456045841617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 28, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:29:56,750] Trial 6001 finished with value: 0.997217736680485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:29:58,144] Trial 6002 finished with value: 0.9954804893179038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:30:01,725] Trial 6003 finished with value: 0.997418503097783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:30:02,492] Trial 6004 finished with value: 0.9952999508655044 and parameters: {'classifier': 'SVC', 'svc_c': 3454.7846744582644, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:30:03,474] Trial 6005 finished with value: 0.9967770911912871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:30:06,150] Trial 6006 finished with value: 0.9974536956130059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:30:17,511] Trial 6007 finished with value: 0.996859223214735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 51, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:30:19,450] Trial 6008 finished with value: 0.9967281039532715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:30:22,855] Trial 6009 finished with value: 0.9972693362339262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:30:25,930] Trial 6010 finished with value: 0.9975141088150895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:30:29,167] Trial 6011 finished with value: 0.9974767136256125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:30:32,019] Trial 6012 finished with value: 0.9974453041737464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:30:35,541] Trial 6013 finished with value: 0.9974913725398875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:30:38,638] Trial 6014 finished with value: 0.997326915209135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:30:40,697] Trial 6015 finished with value: 0.9974093589940479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:30:43,286] Trial 6016 finished with value: 0.9974844831923129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:30:46,412] Trial 6017 finished with value: 0.9973039325842951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:30:53,012] Trial 6018 finished with value: 0.9970041771570163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 33, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:30:55,662] Trial 6019 finished with value: 0.9971971284002409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:30:58,042] Trial 6020 finished with value: 0.9973809911445444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:31:16,116] Trial 6021 finished with value: 0.9953022126992184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 74, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:31:18,020] Trial 6022 finished with value: 0.9852068748104955 and parameters: {'classifier': 'SVC', 'svc_c': 4.503117298811432e-08, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:31:20,912] Trial 6023 finished with value: 0.9975353253205923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:31:23,994] Trial 6024 finished with value: 0.995536634913997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 45, 'rf_n_estimators': 32}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:31:27,938] Trial 6025 finished with value: 0.997361589983873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 17, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:31:31,392] Trial 6026 finished with value: 0.9975588549482673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:31:33,327] Trial 6027 finished with value: 0.9973455537078896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:31:34,350] Trial 6028 finished with value: 0.9970203225161877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:31:39,174] Trial 6029 finished with value: 0.9968248126898144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 20, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:31:41,064] Trial 6030 finished with value: 0.997469321390894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:31:42,715] Trial 6031 finished with value: 0.9974785311920975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:31:46,018] Trial 6032 finished with value: 0.9974731983032431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:31:51,950] Trial 6033 finished with value: 0.9969631588314982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 27, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:31:54,815] Trial 6034 finished with value: 0.9977509937645365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:31:57,873] Trial 6035 finished with value: 0.9971096141354924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:32:00,855] Trial 6036 finished with value: 0.9975987315660401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:32:03,917] Trial 6037 finished with value: 0.997106310473228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:32:07,158] Trial 6038 finished with value: 0.9974976286527322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:32:10,475] Trial 6039 finished with value: 0.9974715814155471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:32:13,341] Trial 6040 finished with value: 0.9971281244131011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:32:16,587] Trial 6041 finished with value: 0.9973276054768844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:32:22,160] Trial 6042 finished with value: 0.9929465751878205 and parameters: {'classifier': 'SVC', 'svc_c': 1474560.466694805, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:32:25,229] Trial 6043 finished with value: 0.9976513630775427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:32:28,075] Trial 6044 finished with value: 0.9974169784721839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:32:30,949] Trial 6045 finished with value: 0.9975302991786137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:32:34,912] Trial 6046 finished with value: 0.9969219982884168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:32:37,890] Trial 6047 finished with value: 0.9974668088911871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:32:41,355] Trial 6048 finished with value: 0.9975097957921538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:32:44,214] Trial 6049 finished with value: 0.9974078675345622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:32:46,822] Trial 6050 finished with value: 0.9970501202853743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:32:50,060] Trial 6051 finished with value: 0.997523842704359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:32:52,869] Trial 6052 finished with value: 0.9975593223524307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:32:56,185] Trial 6053 finished with value: 0.9974464044000468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:32:59,293] Trial 6054 finished with value: 0.9972395550319272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:33:02,977] Trial 6055 finished with value: 0.9970025854374809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:33:05,654] Trial 6056 finished with value: 0.9971940663904041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:33:08,904] Trial 6057 finished with value: 0.9975483207241851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:33:11,836] Trial 6058 finished with value: 0.9975412397113873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:33:20,898] Trial 6059 finished with value: 0.9968771066051954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 41, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:33:23,354] Trial 6060 finished with value: 0.9973749982659043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 77}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:33:27,073] Trial 6061 finished with value: 0.9970265627283407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:33:28,681] Trial 6062 finished with value: 0.9866068935762825 and parameters: {'classifier': 'SVC', 'svc_c': 962305221.742271, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:33:32,075] Trial 6063 finished with value: 0.9975463941697259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:33:35,046] Trial 6064 finished with value: 0.9972588582176781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:33:37,960] Trial 6065 finished with value: 0.9970272288435428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:33:40,832] Trial 6066 finished with value: 0.9974997832123188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:33:54,155] Trial 6067 finished with value: 0.9963153528157358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 53, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:33:56,870] Trial 6068 finished with value: 0.9973115929725939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:33:59,610] Trial 6069 finished with value: 0.9972586435424721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:34:02,692] Trial 6070 finished with value: 0.9973230709233546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:34:05,374] Trial 6071 finished with value: 0.9974818117491653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:34:08,328] Trial 6072 finished with value: 0.9972825963951432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:34:11,025] Trial 6073 finished with value: 0.9972143307586827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:34:23,062] Trial 6074 finished with value: 0.9969191970372276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 54, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:34:31,808] Trial 6075 finished with value: 0.997237929955851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 37, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:34:35,422] Trial 6076 finished with value: 0.9974664282267248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:34:38,249] Trial 6077 finished with value: 0.9975976657436313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:34:41,266] Trial 6078 finished with value: 0.9974593191893547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:34:43,018] Trial 6079 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 5.713102730040352e-09, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:34:46,143] Trial 6080 finished with value: 0.9970774131084762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:34:49,129] Trial 6081 finished with value: 0.9974208126335719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:34:52,545] Trial 6082 finished with value: 0.9972941153830184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 17, 'rf_n_estimators': 97}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:34:55,383] Trial 6083 finished with value: 0.9972615486718324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:35:05,024] Trial 6084 finished with value: 0.9970201948663239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 41, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:35:06,220] Trial 6085 finished with value: 0.991153088443629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:35:09,595] Trial 6086 finished with value: 0.996894564453792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 41, 'rf_n_estimators': 37}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:35:12,231] Trial 6087 finished with value: 0.9974207203079989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:35:16,316] Trial 6088 finished with value: 0.9972049998773622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:35:18,308] Trial 6089 finished with value: 0.9975014999474717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 85}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:35:21,483] Trial 6090 finished with value: 0.9973354267128981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:35:24,046] Trial 6091 finished with value: 0.9974952660194244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:35:26,131] Trial 6092 finished with value: 0.9965295423366678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:35:29,095] Trial 6093 finished with value: 0.9975709762581505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:35:32,150] Trial 6094 finished with value: 0.9975168444005481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:35:33,923] Trial 6095 finished with value: 0.9968085396807792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:35:37,770] Trial 6096 finished with value: 0.9973704163594165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:35:40,442] Trial 6097 finished with value: 0.9973980396376106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:35:41,992] Trial 6098 finished with value: 0.9866067297452042 and parameters: {'classifier': 'SVC', 'svc_c': 3340744915.985828, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:35:45,468] Trial 6099 finished with value: 0.9976994487685582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:35:47,832] Trial 6100 finished with value: 0.9974638046126038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:35:50,969] Trial 6101 finished with value: 0.9970967092801496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:35:54,314] Trial 6102 finished with value: 0.9968397131295652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:35:58,513] Trial 6103 finished with value: 0.997270454836475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 18, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:36:01,166] Trial 6104 finished with value: 0.9974127086445405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:36:02,672] Trial 6105 finished with value: 0.9942069961640666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:36:05,954] Trial 6106 finished with value: 0.9974297140057905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:36:08,213] Trial 6107 finished with value: 0.9976119719862785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:36:10,983] Trial 6108 finished with value: 0.9970256719087539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:36:14,182] Trial 6109 finished with value: 0.997381965371352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:36:17,320] Trial 6110 finished with value: 0.9972936272540015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:36:19,793] Trial 6111 finished with value: 0.9974636487160023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:36:23,069] Trial 6112 finished with value: 0.9973061728362317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:36:25,218] Trial 6113 finished with value: 0.9977058471941801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 89}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:36:28,304] Trial 6114 finished with value: 0.9972514549699057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:36:30,859] Trial 6115 finished with value: 0.9976022779598207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:36:35,251] Trial 6116 finished with value: 0.9974379403444552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 17, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:36:35,986] Trial 6117 finished with value: 0.9942676534623965 and parameters: {'classifier': 'SVC', 'svc_c': 361.2399283307951, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:36:43,046] Trial 6118 finished with value: 0.9968552356323025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 29, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:36:49,841] Trial 6119 finished with value: 0.9972581199622126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 29, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:36:57,990] Trial 6120 finished with value: 0.997355259540849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 36, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:37:06,869] Trial 6121 finished with value: 0.9972124411154097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 38, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:37:09,848] Trial 6122 finished with value: 0.9971209538359282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:37:12,724] Trial 6123 finished with value: 0.9976436866298627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:37:15,219] Trial 6124 finished with value: 0.997224050715011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:37:19,016] Trial 6125 finished with value: 0.9975510827473207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:37:22,136] Trial 6126 finished with value: 0.9972660737674657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:37:24,930] Trial 6127 finished with value: 0.9967568987093687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:37:26,452] Trial 6128 finished with value: 0.9963629510442304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:37:29,136] Trial 6129 finished with value: 0.997359496329331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:37:30,745] Trial 6130 finished with value: 0.9963070018740462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:37:45,221] Trial 6131 finished with value: 0.9961533050269183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 61, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:37:52,430] Trial 6132 finished with value: 0.9972413270227771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 30, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:37:56,794] Trial 6133 finished with value: 0.9972043499484929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:37:58,727] Trial 6134 finished with value: 0.9961936512070318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:38:01,078] Trial 6135 finished with value: 0.9971114738181805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:38:02,940] Trial 6136 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 8.468691387376605e-06, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:38:08,805] Trial 6137 finished with value: 0.997101130814991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:38:11,992] Trial 6138 finished with value: 0.9973715622883036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:38:14,965] Trial 6139 finished with value: 0.9938618001147187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 37, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:38:16,499] Trial 6140 finished with value: 0.9957071944604813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:38:18,833] Trial 6141 finished with value: 0.9972389704514094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:38:22,524] Trial 6142 finished with value: 0.9972135663194434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:38:25,309] Trial 6143 finished with value: 0.9972950970999722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:38:28,989] Trial 6144 finished with value: 0.9974134969506862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:38:33,306] Trial 6145 finished with value: 0.9971777780202217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 19, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:38:35,147] Trial 6146 finished with value: 0.9966881238064449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:38:37,552] Trial 6147 finished with value: 0.9974151130449345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:38:38,579] Trial 6148 finished with value: 0.9971167958209328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:38:40,930] Trial 6149 finished with value: 0.997385894492559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:38:44,189] Trial 6150 finished with value: 0.9974259974968257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:38:47,664] Trial 6151 finished with value: 0.9974265693821804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:38:48,629] Trial 6152 finished with value: 0.995571823366768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:38:49,710] Trial 6153 finished with value: 0.9902806770335094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:42:46,454] Trial 6154 finished with value: 0.989609639345547 and parameters: {'classifier': 'SVC', 'svc_c': 9910958525.446167, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:42:49,879] Trial 6155 finished with value: 0.9973396946997432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:42:52,359] Trial 6156 finished with value: 0.9974332538298244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:43:02,892] Trial 6157 finished with value: 0.9970122204949066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 45, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:43:06,077] Trial 6158 finished with value: 0.9971524373005947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:43:19,634] Trial 6159 finished with value: 0.9960110072301132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 58, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:43:22,566] Trial 6160 finished with value: 0.9973219986264127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:43:23,157] Trial 6161 finished with value: 0.9950451606581788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 17, 'rf_n_estimators': 7}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:43:25,994] Trial 6162 finished with value: 0.9976030919101957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:43:31,373] Trial 6163 finished with value: 0.9973224538749577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 22, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:43:33,530] Trial 6164 finished with value: 0.9952660705858039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:43:36,006] Trial 6165 finished with value: 0.9974020521343006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:43:38,627] Trial 6166 finished with value: 0.9973619348797137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:43:41,911] Trial 6167 finished with value: 0.997529466217232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:43:44,953] Trial 6168 finished with value: 0.9969918658322809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:44:00,790] Trial 6169 finished with value: 0.9966571073016114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 67, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:44:03,099] Trial 6170 finished with value: 0.9974419685514091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:44:05,453] Trial 6171 finished with value: 0.9973240176968723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 81}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:44:08,122] Trial 6172 finished with value: 0.9973485386580873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:44:09,923] Trial 6173 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 2.57772960479406e-09, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:44:15,797] Trial 6174 finished with value: 0.9965880575801466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 25, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:44:19,459] Trial 6175 finished with value: 0.9973078430118746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:44:21,791] Trial 6176 finished with value: 0.9973228318734356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:44:26,901] Trial 6177 finished with value: 0.9958890293429249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 38, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:44:29,657] Trial 6178 finished with value: 0.9972378510236749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:44:32,385] Trial 6179 finished with value: 0.9973692558945677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:44:36,205] Trial 6180 finished with value: 0.9971256607580337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:44:38,785] Trial 6181 finished with value: 0.9973809187186397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:44:42,106] Trial 6182 finished with value: 0.9974623879593659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:44:46,586] Trial 6183 finished with value: 0.9970788025940651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:44:48,459] Trial 6184 finished with value: 0.9975227493017087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 100}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:44:51,393] Trial 6185 finished with value: 0.9974326288786884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:44:54,432] Trial 6186 finished with value: 0.9975075000940926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:44:56,830] Trial 6187 finished with value: 0.9972314107992291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:45:00,104] Trial 6188 finished with value: 0.9971326046630712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:45:03,040] Trial 6189 finished with value: 0.9974634170610157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:45:12,769] Trial 6190 finished with value: 0.9961547836325515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 40, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:45:15,117] Trial 6191 finished with value: 0.9976418314856953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:45:17,544] Trial 6192 finished with value: 0.9971759586446757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:45:18,561] Trial 6193 finished with value: 0.9963559983795305 and parameters: {'classifier': 'SVC', 'svc_c': 29945.28733493652, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:45:21,147] Trial 6194 finished with value: 0.9974008434278324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:45:24,483] Trial 6195 finished with value: 0.9971957221570368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:45:25,491] Trial 6196 finished with value: 0.9904285978988567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:45:28,306] Trial 6197 finished with value: 0.9972091626530438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:45:31,458] Trial 6198 finished with value: 0.9973448666774067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:45:40,082] Trial 6199 finished with value: 0.9973378125148785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 35, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:45:44,546] Trial 6200 finished with value: 0.9968086069968809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 18, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:45:48,472] Trial 6201 finished with value: 0.9967149509074925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:45:50,784] Trial 6202 finished with value: 0.997144100164895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:45:56,978] Trial 6203 finished with value: 0.994250499155147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 55, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:46:01,992] Trial 6204 finished with value: 0.997278342880784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:46:04,106] Trial 6205 finished with value: 0.997358234081013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:46:07,261] Trial 6206 finished with value: 0.9970986115868475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:46:19,555] Trial 6207 finished with value: 0.9967429579922017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 55, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:46:20,924] Trial 6208 finished with value: 0.9944316609083109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:46:21,935] Trial 6209 finished with value: 0.9963729621323839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 29}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:46:23,174] Trial 6210 finished with value: 0.9867427410242494 and parameters: {'classifier': 'SVC', 'svc_c': 608580.0175587243, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:46:25,553] Trial 6211 finished with value: 0.997458208806924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:46:32,081] Trial 6212 finished with value: 0.9969511815799771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 28, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:46:33,804] Trial 6213 finished with value: 0.997324477103083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:46:36,327] Trial 6214 finished with value: 0.9973160705883175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:46:39,720] Trial 6215 finished with value: 0.9976104750043969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:46:41,940] Trial 6216 finished with value: 0.9975841097851168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:46:42,775] Trial 6217 finished with value: 0.9943491321610195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:46:45,457] Trial 6218 finished with value: 0.9974724908335477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:46:47,593] Trial 6219 finished with value: 0.9976115496816816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:46:53,389] Trial 6220 finished with value: 0.9971803055954346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 25, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:46:56,505] Trial 6221 finished with value: 0.9972354767108174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:46:59,732] Trial 6222 finished with value: 0.9972845732859237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:47:02,506] Trial 6223 finished with value: 0.9967855563259674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:47:05,136] Trial 6224 finished with value: 0.9970909888079692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:47:06,256] Trial 6225 finished with value: 0.9961249392721165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 4, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:47:10,940] Trial 6226 finished with value: 0.9972348868618068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 17, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:47:28,767] Trial 6227 finished with value: 0.9962720733547378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 74, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:47:41,505] Trial 6228 finished with value: 0.9967519159213717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 57, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:48:42,829] Trial 6229 finished with value: 0.9896677853502105 and parameters: {'classifier': 'SVC', 'svc_c': 39566667.19160776, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:48:45,220] Trial 6230 finished with value: 0.9975552756105386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:48:48,842] Trial 6231 finished with value: 0.9974532684525093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:48:50,010] Trial 6232 finished with value: 0.9971096879578653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 3, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:48:52,706] Trial 6233 finished with value: 0.9973364805383778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:49:02,371] Trial 6234 finished with value: 0.997033791100243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 46, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:49:05,397] Trial 6235 finished with value: 0.9975730442049877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:49:07,839] Trial 6236 finished with value: 0.9972047349610486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:49:10,540] Trial 6237 finished with value: 0.9976483078278799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:49:13,212] Trial 6238 finished with value: 0.9974714151723877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:49:16,501] Trial 6239 finished with value: 0.9969835836348993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:49:19,535] Trial 6240 finished with value: 0.9973414369204359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:49:21,734] Trial 6241 finished with value: 0.9974633681211623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:49:24,591] Trial 6242 finished with value: 0.9973331954427893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:49:27,649] Trial 6243 finished with value: 0.9974587306415984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:49:30,448] Trial 6244 finished with value: 0.9972730720712768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:49:35,057] Trial 6245 finished with value: 0.9973666736984158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:49:37,390] Trial 6246 finished with value: 0.9973408394860658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:49:39,165] Trial 6247 finished with value: 0.9938109714115742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:49:40,970] Trial 6248 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 4.5339399602866924e-05, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:49:44,478] Trial 6249 finished with value: 0.9950990786974986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 35, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:49:53,775] Trial 6250 finished with value: 0.9969912935978092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 41, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:49:56,993] Trial 6251 finished with value: 0.9974383570314423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:50:00,710] Trial 6252 finished with value: 0.9972478492262381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:50:05,470] Trial 6253 finished with value: 0.9940514135456905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 52, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:50:07,815] Trial 6254 finished with value: 0.9971609963477434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:50:10,109] Trial 6255 finished with value: 0.9971529247631153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:50:13,188] Trial 6256 finished with value: 0.9976157198840339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:50:22,362] Trial 6257 finished with value: 0.9971717706690955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 43, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:50:25,646] Trial 6258 finished with value: 0.9972306294436851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 15, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:50:28,425] Trial 6259 finished with value: 0.9973783167815093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:50:30,181] Trial 6260 finished with value: 0.9972353795293446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 91}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:50:33,235] Trial 6261 finished with value: 0.9974419986072077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:50:35,735] Trial 6262 finished with value: 0.9976085751415177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:50:38,906] Trial 6263 finished with value: 0.9973851648380663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:50:41,208] Trial 6264 finished with value: 0.9972201144845126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 11, 'rf_n_estimators': 95}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:50:41,896] Trial 6265 finished with value: 0.9860157134146296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 1, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:50:42,961] Trial 6266 finished with value: 0.9886466481379341 and parameters: {'classifier': 'SVC', 'svc_c': 2.1876346490279244, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:50:47,303] Trial 6267 finished with value: 0.9975527275008996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:50:50,349] Trial 6268 finished with value: 0.9974479531781935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:50:53,479] Trial 6269 finished with value: 0.9968930447475687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:50:55,616] Trial 6270 finished with value: 0.9972487253194359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:50:58,937] Trial 6271 finished with value: 0.9972418971942846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:50:59,626] Trial 6272 finished with value: 0.9952331698014037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 15}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:51:02,277] Trial 6273 finished with value: 0.9975820948088473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:51:06,460] Trial 6274 finished with value: 0.9973628713701492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:51:21,159] Trial 6275 finished with value: 0.9967024975238834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 60, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:51:32,508] Trial 6276 finished with value: 0.9968342694754138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 51, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:51:35,190] Trial 6277 finished with value: 0.9972872768795716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:51:38,344] Trial 6278 finished with value: 0.9974066467042135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:51:40,759] Trial 6279 finished with value: 0.9976814697200448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:51:43,811] Trial 6280 finished with value: 0.9974363808706337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:51:46,406] Trial 6281 finished with value: 0.997510107172764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:51:56,089] Trial 6282 finished with value: 0.9967905446363604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 42, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:51:58,798] Trial 6283 finished with value: 0.9974636637915083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:52:04,855] Trial 6284 finished with value: 0.9972113967795645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 27, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:52:06,738] Trial 6285 finished with value: 0.9852052355793127 and parameters: {'classifier': 'SVC', 'svc_c': 6.336503668044251e-07, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:52:07,598] Trial 6286 finished with value: 0.9910665199050475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 4, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:52:10,363] Trial 6287 finished with value: 0.9974318098185103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:52:16,228] Trial 6288 finished with value: 0.9970421876493054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 22, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:52:18,687] Trial 6289 finished with value: 0.9973880291842155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:52:22,235] Trial 6290 finished with value: 0.9974604063078992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:52:23,150] Trial 6291 finished with value: 0.9944562888580117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 3, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:52:27,454] Trial 6292 finished with value: 0.9971525491132427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 19, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:52:44,672] Trial 6293 finished with value: 0.9966713935176387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 74, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:52:48,297] Trial 6294 finished with value: 0.9974108782242027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:52:51,923] Trial 6295 finished with value: 0.9973818347381251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:52:54,181] Trial 6296 finished with value: 0.9971101612970171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:52:56,869] Trial 6297 finished with value: 0.9973049644471428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:52:57,791] Trial 6298 finished with value: 0.995517062971646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 2, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:52:59,834] Trial 6299 finished with value: 0.9970399845624582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:53:03,724] Trial 6300 finished with value: 0.9971351625797237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:53:06,480] Trial 6301 finished with value: 0.9967915025498836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:53:09,309] Trial 6302 finished with value: 0.9974415286640116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:53:12,209] Trial 6303 finished with value: 0.9971194049308302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:54:41,565] Trial 6304 finished with value: 0.9899570676171412 and parameters: {'classifier': 'SVC', 'svc_c': 278449409.92175907, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:54:42,880] Trial 6305 finished with value: 0.9972110807334819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:54:45,093] Trial 6306 finished with value: 0.9975966343568522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:54:47,610] Trial 6307 finished with value: 0.9974048408490163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:54:51,595] Trial 6308 finished with value: 0.9973688021377046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:54:53,990] Trial 6309 finished with value: 0.9973937005578529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:54:56,938] Trial 6310 finished with value: 0.9975196952898245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:54:59,413] Trial 6311 finished with value: 0.9972543791102727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:55:02,526] Trial 6312 finished with value: 0.9973351692232549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:55:04,892] Trial 6313 finished with value: 0.9976038507953012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:55:07,642] Trial 6314 finished with value: 0.9975055577341556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:55:11,758] Trial 6315 finished with value: 0.9970033659995771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:55:14,362] Trial 6316 finished with value: 0.9973922563878493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:55:16,400] Trial 6317 finished with value: 0.9974781263750877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:55:19,200] Trial 6318 finished with value: 0.9975076597675052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:55:21,930] Trial 6319 finished with value: 0.9975422436131386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:55:37,935] Trial 6320 finished with value: 0.9963434547650505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 68, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:55:47,324] Trial 6321 finished with value: 0.9969516614254003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 37, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:55:50,185] Trial 6322 finished with value: 0.9972189487194334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:55:52,062] Trial 6323 finished with value: 0.9853676336594152 and parameters: {'classifier': 'SVC', 'svc_c': 0.006143680631194514, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:55:55,579] Trial 6324 finished with value: 0.9974976079278788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:55:57,138] Trial 6325 finished with value: 0.9963267238732243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:56:01,991] Trial 6326 finished with value: 0.9972829535100779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 20, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:56:05,549] Trial 6327 finished with value: 0.9971802698902886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:56:06,474] Trial 6328 finished with value: 0.9948046436543386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:56:19,516] Trial 6329 finished with value: 0.9967263707461447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 56, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:56:23,210] Trial 6330 finished with value: 0.9973460336802645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 22, 'rf_n_estimators': 83}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:56:30,108] Trial 6331 finished with value: 0.9970595994461986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 29, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:56:32,794] Trial 6332 finished with value: 0.9971810385824075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:56:33,872] Trial 6333 finished with value: 0.9905126759638393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:56:45,140] Trial 6334 finished with value: 0.9967220689901662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 51, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:56:47,453] Trial 6335 finished with value: 0.9973054928198263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:56:49,856] Trial 6336 finished with value: 0.9972223532447678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:56:51,892] Trial 6337 finished with value: 0.9973745667255763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:57:06,628] Trial 6338 finished with value: 0.9959762517141382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 73, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:57:11,145] Trial 6339 finished with value: 0.997291081651657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:57:12,592] Trial 6340 finished with value: 0.9960503236738191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 20}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:57:13,537] Trial 6341 finished with value: 0.9918990478420066 and parameters: {'classifier': 'SVC', 'svc_c': 28.21140344974368, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:57:14,974] Trial 6342 finished with value: 0.9974308600933671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:57:17,614] Trial 6343 finished with value: 0.9974216927257459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:57:18,979] Trial 6344 finished with value: 0.9944112653672605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:57:21,429] Trial 6345 finished with value: 0.9974930484600915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:57:22,408] Trial 6346 finished with value: 0.9969162021848028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:57:24,537] Trial 6347 finished with value: 0.9971627734483963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:57:28,627] Trial 6348 finished with value: 0.997183246017348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:57:31,356] Trial 6349 finished with value: 0.9972031591422047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:57:34,702] Trial 6350 finished with value: 0.9974468916086644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:57:36,858] Trial 6351 finished with value: 0.9975928160009424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:57:41,771] Trial 6352 finished with value: 0.9970275853237194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 24, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:57:44,501] Trial 6353 finished with value: 0.9975107749065991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:57:46,839] Trial 6354 finished with value: 0.9973806628793674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:57:51,283] Trial 6355 finished with value: 0.9974415918541855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:57:54,222] Trial 6356 finished with value: 0.9975756450947669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:57:57,103] Trial 6357 finished with value: 0.9975018896254997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:57:59,606] Trial 6358 finished with value: 0.9975811137583895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:58:03,204] Trial 6359 finished with value: 0.9972026001107026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:58:05,029] Trial 6360 finished with value: 0.9852066288734506 and parameters: {'classifier': 'SVC', 'svc_c': 1.7335378884727277e-08, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:58:06,791] Trial 6361 finished with value: 0.9972841850043638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:58:08,509] Trial 6362 finished with value: 0.9953372266252357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:58:10,880] Trial 6363 finished with value: 0.9974053226304518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:58:12,734] Trial 6364 finished with value: 0.9959918900285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:58:13,873] Trial 6365 finished with value: 0.9968110614479552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:58:14,849] Trial 6366 finished with value: 0.9949212849393375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:58:16,672] Trial 6367 finished with value: 0.996899955486493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:58:20,000] Trial 6368 finished with value: 0.9970047558025453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:58:23,530] Trial 6369 finished with value: 0.9972907500539998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:58:27,003] Trial 6370 finished with value: 0.9973489730865648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:58:29,453] Trial 6371 finished with value: 0.9966266713783188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:58:31,619] Trial 6372 finished with value: 0.9974930638529765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:58:34,075] Trial 6373 finished with value: 0.9973968670171435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:58:36,041] Trial 6374 finished with value: 0.9974520798043987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:58:39,168] Trial 6375 finished with value: 0.9969048319842377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:58:40,468] Trial 6376 finished with value: 0.9974153496827726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:58:43,446] Trial 6377 finished with value: 0.9970759778250865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:58:45,174] Trial 6378 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.1972704614822616e-07, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:58:48,042] Trial 6379 finished with value: 0.9973089982717064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:58:50,456] Trial 6380 finished with value: 0.9972014126686325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:59:00,128] Trial 6381 finished with value: 0.9967268153624905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 41, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:59:02,900] Trial 6382 finished with value: 0.99760992923934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:59:05,877] Trial 6383 finished with value: 0.9971953644073438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 18, 'rf_n_estimators': 79}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:59:09,201] Trial 6384 finished with value: 0.9973564995091561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:59:10,584] Trial 6385 finished with value: 0.9974390901136291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:59:12,871] Trial 6386 finished with value: 0.9973571090039309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:59:15,711] Trial 6387 finished with value: 0.9973822252730763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:59:18,228] Trial 6388 finished with value: 0.9975200092094673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:59:19,690] Trial 6389 finished with value: 0.9912647761077679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 20, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:59:25,101] Trial 6390 finished with value: 0.9969988016758901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 25, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:59:28,077] Trial 6391 finished with value: 0.9971838909951035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:59:30,498] Trial 6392 finished with value: 0.9975541785580292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:59:34,106] Trial 6393 finished with value: 0.9974177700155963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:59:36,805] Trial 6394 finished with value: 0.9977781749336799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:59:39,786] Trial 6395 finished with value: 0.9973740267368186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:59:42,263] Trial 6396 finished with value: 0.9973862250111275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:59:49,797] Trial 6397 finished with value: 0.9967785816986355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 31, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:59:51,190] Trial 6398 finished with value: 0.9867027391369558 and parameters: {'classifier': 'SVC', 'svc_c': 3829742.9562517675, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:59:54,055] Trial 6399 finished with value: 0.9974689772885013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:59:56,531] Trial 6400 finished with value: 0.997468016962897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 08:59:59,365] Trial 6401 finished with value: 0.9971173027705288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:00:01,909] Trial 6402 finished with value: 0.9973686938797023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:00:04,630] Trial 6403 finished with value: 0.9971429723583528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:00:07,139] Trial 6404 finished with value: 0.9974639270257128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:00:09,897] Trial 6405 finished with value: 0.9972011282969815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:00:12,612] Trial 6406 finished with value: 0.9971996498500378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:00:14,900] Trial 6407 finished with value: 0.9974392911732729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:00:17,904] Trial 6408 finished with value: 0.9973786366678787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:00:20,151] Trial 6409 finished with value: 0.9975172250967482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:00:22,650] Trial 6410 finished with value: 0.9972386006730495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:00:25,396] Trial 6411 finished with value: 0.9975435453751512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:00:28,142] Trial 6412 finished with value: 0.9975176475282966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:00:30,507] Trial 6413 finished with value: 0.9974648989356534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:00:33,525] Trial 6414 finished with value: 0.997428747237391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:00:36,003] Trial 6415 finished with value: 0.9973521733784644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:00:38,021] Trial 6416 finished with value: 0.9975300254074239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:00:39,908] Trial 6417 finished with value: 0.9972001870141218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 87}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:00:41,185] Trial 6418 finished with value: 0.9865033854056572 and parameters: {'classifier': 'SVC', 'svc_c': 0.5880286837422946, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:00:43,884] Trial 6419 finished with value: 0.9971909470301682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:00:50,833] Trial 6420 finished with value: 0.9969943297412517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 29, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:00:53,416] Trial 6421 finished with value: 0.9974980449271266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:00:55,912] Trial 6422 finished with value: 0.9976562439233808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:00:58,154] Trial 6423 finished with value: 0.9974651142773556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:01:00,214] Trial 6424 finished with value: 0.9967667627240587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:01:01,721] Trial 6425 finished with value: 0.9954583813897938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:01:04,306] Trial 6426 finished with value: 0.997153522705292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:01:06,527] Trial 6427 finished with value: 0.9974738250634397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:01:07,560] Trial 6428 finished with value: 0.9934559667619225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:01:10,643] Trial 6429 finished with value: 0.9973957902768946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:01:13,318] Trial 6430 finished with value: 0.9971132897025566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:01:16,140] Trial 6431 finished with value: 0.9973790802686114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:01:29,915] Trial 6432 finished with value: 0.9962726421297776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 56, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:01:32,321] Trial 6433 finished with value: 0.9975892233332925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:01:34,450] Trial 6434 finished with value: 0.9973872299284917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:01:35,645] Trial 6435 finished with value: 0.9873144868591176 and parameters: {'classifier': 'SVC', 'svc_c': 104410.83683487165, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:01:38,416] Trial 6436 finished with value: 0.997560725104465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:01:54,106] Trial 6437 finished with value: 0.9964233970315727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 67, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:01:56,070] Trial 6438 finished with value: 0.9967916669839822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:01:57,024] Trial 6439 finished with value: 0.9947051786074838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 3, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:01:59,915] Trial 6440 finished with value: 0.9972944462189659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:02:10,892] Trial 6441 finished with value: 0.9966899282651741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 44, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:02:13,226] Trial 6442 finished with value: 0.9974434103410698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:02:16,346] Trial 6443 finished with value: 0.9975446090076444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:02:18,822] Trial 6444 finished with value: 0.9976627169330854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:02:24,043] Trial 6445 finished with value: 0.9966797042473995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 30, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:02:26,322] Trial 6446 finished with value: 0.9974362950513319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:02:31,254] Trial 6447 finished with value: 0.9952584361273756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 74, 'rf_n_estimators': 35}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:02:33,958] Trial 6448 finished with value: 0.9977702513111767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:02:37,459] Trial 6449 finished with value: 0.9975681267653421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:02:39,612] Trial 6450 finished with value: 0.9974047340192197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:02:41,118] Trial 6451 finished with value: 0.9972136041827669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:02:43,958] Trial 6452 finished with value: 0.9973533344780714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:02:46,417] Trial 6453 finished with value: 0.997573321943416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:04:11,445] Trial 6454 finished with value: 0.9903963756074425 and parameters: {'classifier': 'SVC', 'svc_c': 97551908.88704236, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:04:14,351] Trial 6455 finished with value: 0.9974128741894658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:04:17,555] Trial 6456 finished with value: 0.9974961830862606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:04:20,028] Trial 6457 finished with value: 0.997090728557128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:04:22,097] Trial 6458 finished with value: 0.9973667260659632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:04:24,387] Trial 6459 finished with value: 0.99721635881097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:04:27,299] Trial 6460 finished with value: 0.9974113539754357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:04:28,363] Trial 6461 finished with value: 0.9967299284068827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:04:35,600] Trial 6462 finished with value: 0.9965297255596074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 27, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:04:38,361] Trial 6463 finished with value: 0.9974527761658264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:04:44,246] Trial 6464 finished with value: 0.9969504990880148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 24, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:04:47,147] Trial 6465 finished with value: 0.9972958472571533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:04:49,632] Trial 6466 finished with value: 0.9974053854397708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:04:51,920] Trial 6467 finished with value: 0.997419578092447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:04:55,101] Trial 6468 finished with value: 0.9975110891118831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:04:57,137] Trial 6469 finished with value: 0.9971739131048013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:04:59,585] Trial 6470 finished with value: 0.997762351142987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:05:01,685] Trial 6471 finished with value: 0.9973843661536249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:05:03,995] Trial 6472 finished with value: 0.9975269594303485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:05:06,349] Trial 6473 finished with value: 0.9971428476601146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:05:08,274] Trial 6474 finished with value: 0.9854046662750372 and parameters: {'classifier': 'SVC', 'svc_c': 0.18351410120898576, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:05:11,037] Trial 6475 finished with value: 0.997313567260866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:05:13,135] Trial 6476 finished with value: 0.9972029942320374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:05:15,397] Trial 6477 finished with value: 0.9973370753067639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:05:17,476] Trial 6478 finished with value: 0.9975620375938906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:05:33,719] Trial 6479 finished with value: 0.9964719311157451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 66, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:05:36,067] Trial 6480 finished with value: 0.9972444599668372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:05:39,053] Trial 6481 finished with value: 0.9971435548441687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:05:41,554] Trial 6482 finished with value: 0.9974177099039996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:05:43,789] Trial 6483 finished with value: 0.9970009693749704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:05:45,864] Trial 6484 finished with value: 0.9972625731397476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:05:48,328] Trial 6485 finished with value: 0.9976459956261071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:05:50,595] Trial 6486 finished with value: 0.9972695208850718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:05:52,679] Trial 6487 finished with value: 0.9973631241625823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:05:55,659] Trial 6488 finished with value: 0.9973008363609939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:05:58,251] Trial 6489 finished with value: 0.9971612227977132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:06:00,570] Trial 6490 finished with value: 0.9970501125730628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:06:09,210] Trial 6491 finished with value: 0.9971651994305675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 35, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:06:10,134] Trial 6492 finished with value: 0.9960953025093344 and parameters: {'classifier': 'SVC', 'svc_c': 10650.592821095152, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:06:12,551] Trial 6493 finished with value: 0.9973305836986457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:06:20,883] Trial 6494 finished with value: 0.9966847700617625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 33, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:06:23,178] Trial 6495 finished with value: 0.9975374095489759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:06:25,272] Trial 6496 finished with value: 0.9973512785599014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:06:27,111] Trial 6497 finished with value: 0.9965217917174979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:06:28,087] Trial 6498 finished with value: 0.9892017798764758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:06:30,480] Trial 6499 finished with value: 0.9969693760971442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:06:32,782] Trial 6500 finished with value: 0.997470646067676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:06:35,319] Trial 6501 finished with value: 0.997420204090934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:06:40,733] Trial 6502 finished with value: 0.9976794262748725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 22, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:06:43,252] Trial 6503 finished with value: 0.9972707616468265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:06:44,665] Trial 6504 finished with value: 0.9972334845858413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 74}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:06:47,125] Trial 6505 finished with value: 0.9974162115891257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:06:57,353] Trial 6506 finished with value: 0.9959977610335754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 58, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:06:59,078] Trial 6507 finished with value: 0.9956627138466372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:07:01,799] Trial 6508 finished with value: 0.9971843148865958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:07:04,329] Trial 6509 finished with value: 0.9976137799044397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:07:06,231] Trial 6510 finished with value: 0.9974889671238802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:07:08,072] Trial 6511 finished with value: 0.9852063832220469 and parameters: {'classifier': 'SVC', 'svc_c': 1.095375863575256e-09, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:07:10,411] Trial 6512 finished with value: 0.9972226777648716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:07:19,097] Trial 6513 finished with value: 0.9971304201746379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 37, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:07:22,053] Trial 6514 finished with value: 0.9973796672612102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:07:24,772] Trial 6515 finished with value: 0.9976738432595694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:07:27,228] Trial 6516 finished with value: 0.997516933615806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:07:29,490] Trial 6517 finished with value: 0.9974383382426012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:07:31,571] Trial 6518 finished with value: 0.9970155323772888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:07:34,176] Trial 6519 finished with value: 0.9976045805450079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:07:36,721] Trial 6520 finished with value: 0.9970796143227867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:07:39,481] Trial 6521 finished with value: 0.9974876033142582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:07:42,161] Trial 6522 finished with value: 0.997734022204158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:07:44,231] Trial 6523 finished with value: 0.9974002565939234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:07:45,326] Trial 6524 finished with value: 0.996774957991312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:07:47,557] Trial 6525 finished with value: 0.9973319616633743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:07:50,218] Trial 6526 finished with value: 0.9974616834412958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:07:52,956] Trial 6527 finished with value: 0.9975098552372544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:07:55,675] Trial 6528 finished with value: 0.9974760341804894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:07:57,474] Trial 6529 finished with value: 0.9852227709953555 and parameters: {'classifier': 'SVC', 'svc_c': 0.0006567642800085712, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:07:59,698] Trial 6530 finished with value: 0.9971949384211497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:08:02,178] Trial 6531 finished with value: 0.9975186039818761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:08:02,753] Trial 6532 finished with value: 0.9811098896845128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 34, 'rf_n_estimators': 2}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:08:04,997] Trial 6533 finished with value: 0.9970105971009394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:08:08,204] Trial 6534 finished with value: 0.9972521977638923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:08:10,502] Trial 6535 finished with value: 0.9973142675895321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:08:19,310] Trial 6536 finished with value: 0.9952888332034693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 68, 'rf_n_estimators': 111}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:08:22,068] Trial 6537 finished with value: 0.9959143949450713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 21, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:08:24,748] Trial 6538 finished with value: 0.9973961376165539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:08:26,779] Trial 6539 finished with value: 0.9973199901564144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:08:37,257] Trial 6540 finished with value: 0.996755562289561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 41, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:08:43,952] Trial 6541 finished with value: 0.9968095099086106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 27, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:08:48,516] Trial 6542 finished with value: 0.9963131665499795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 26, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:08:50,790] Trial 6543 finished with value: 0.9974689035296042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:08:51,999] Trial 6544 finished with value: 0.9936853656911345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:08:54,851] Trial 6545 finished with value: 0.9963478148235652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 39, 'rf_n_estimators': 40}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:08:58,334] Trial 6546 finished with value: 0.9962143248038896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 23, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:09:01,209] Trial 6547 finished with value: 0.9973615993465558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:09:03,050] Trial 6548 finished with value: 0.9853900832778368 and parameters: {'classifier': 'SVC', 'svc_c': 0.020336882801024615, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:09:15,921] Trial 6549 finished with value: 0.9965233937518535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 54, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:09:18,059] Trial 6550 finished with value: 0.9969727309526535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:09:20,622] Trial 6551 finished with value: 0.9976214164258318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:09:22,738] Trial 6552 finished with value: 0.997578262900851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:09:24,313] Trial 6553 finished with value: 0.9969874149081374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:09:26,522] Trial 6554 finished with value: 0.9974014421317191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:09:29,256] Trial 6555 finished with value: 0.9974884886749251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:09:31,578] Trial 6556 finished with value: 0.99740837324638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:09:32,727] Trial 6557 finished with value: 0.9970196057155474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:09:33,568] Trial 6558 finished with value: 0.9970057202858155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 23}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:09:36,410] Trial 6559 finished with value: 0.997016082903032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:09:39,428] Trial 6560 finished with value: 0.9971854852219337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:09:46,276] Trial 6561 finished with value: 0.9970394265465693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 29, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:09:49,034] Trial 6562 finished with value: 0.9974634833615044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:09:50,025] Trial 6563 finished with value: 0.9899656556409994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:09:52,249] Trial 6564 finished with value: 0.9972223366775802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:09:53,619] Trial 6565 finished with value: 0.996832434643507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:10:04,201] Trial 6566 finished with value: 0.9970021558331653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 43, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:10:06,038] Trial 6567 finished with value: 0.9850780662591238 and parameters: {'classifier': 'SVC', 'svc_c': 0.00015349711899216215, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:10:08,762] Trial 6568 finished with value: 0.9974623541584945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:10:11,497] Trial 6569 finished with value: 0.9974907341318787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:10:13,774] Trial 6570 finished with value: 0.9974188537064469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:10:16,277] Trial 6571 finished with value: 0.9973503008419238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:10:25,693] Trial 6572 finished with value: 0.996949508420971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 37, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:10:26,686] Trial 6573 finished with value: 0.9942549760091609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 4, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:10:28,802] Trial 6574 finished with value: 0.9973893604624822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:10:31,380] Trial 6575 finished with value: 0.9976301321630299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:10:36,897] Trial 6576 finished with value: 0.9969751649327773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 22, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:10:38,966] Trial 6577 finished with value: 0.997326533751225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:10:46,939] Trial 6578 finished with value: 0.9968257095078658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 33, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:10:57,987] Trial 6579 finished with value: 0.9972823628993579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 44, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:10:59,060] Trial 6580 finished with value: 0.9969632531248213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 1, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:11:00,821] Trial 6581 finished with value: 0.9968281500259986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:11:05,357] Trial 6582 finished with value: 0.9969002122144266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 19, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:11:08,070] Trial 6583 finished with value: 0.9971534100991964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:11:10,688] Trial 6584 finished with value: 0.9975737680197053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:11:12,223] Trial 6585 finished with value: 0.9890759811578208 and parameters: {'classifier': 'SVC', 'svc_c': 6.072496056416214, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:11:17,263] Trial 6586 finished with value: 0.9964693377795877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 54, 'rf_n_estimators': 44}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:11:18,753] Trial 6587 finished with value: 0.9972332097673003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:11:19,843] Trial 6588 finished with value: 0.9970127425200087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 92}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:11:21,869] Trial 6589 finished with value: 0.9973759283452828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:11:24,061] Trial 6590 finished with value: 0.9974219279353781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:11:26,466] Trial 6591 finished with value: 0.9975871401205221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:11:29,686] Trial 6592 finished with value: 0.9974287751032738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:11:31,329] Trial 6593 finished with value: 0.9970178241398494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:11:34,145] Trial 6594 finished with value: 0.9976540176995993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:11:35,446] Trial 6595 finished with value: 0.9944568419545253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:11:37,975] Trial 6596 finished with value: 0.997389238811083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:11:49,041] Trial 6597 finished with value: 0.9965938653633105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 50, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:11:50,963] Trial 6598 finished with value: 0.9974105926782492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:11:55,682] Trial 6599 finished with value: 0.9945555753473992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 50, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:12:02,258] Trial 6600 finished with value: 0.9970058217836435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 27, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:12:12,385] Trial 6601 finished with value: 0.9969997769817867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 44, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:12:14,495] Trial 6602 finished with value: 0.997761476477995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:12:16,338] Trial 6603 finished with value: 0.9972689855935245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:12:18,076] Trial 6604 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 1.7730149297667604e-05, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:12:20,459] Trial 6605 finished with value: 0.9973715464510877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:12:22,364] Trial 6606 finished with value: 0.997268395109756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:12:24,314] Trial 6607 finished with value: 0.9975947946690459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:12:26,398] Trial 6608 finished with value: 0.9976804469342389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:12:28,482] Trial 6609 finished with value: 0.9973961578970769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:12:30,414] Trial 6610 finished with value: 0.9974135056468727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:12:32,986] Trial 6611 finished with value: 0.9972089092575908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:12:33,862] Trial 6612 finished with value: 0.9888892368336842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:12:35,973] Trial 6613 finished with value: 0.9973495258974371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:12:38,055] Trial 6614 finished with value: 0.9968394059066208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:12:39,879] Trial 6615 finished with value: 0.9973925026105355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:12:41,955] Trial 6616 finished with value: 0.997511962094766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:12:44,624] Trial 6617 finished with value: 0.9973279304730568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:12:45,861] Trial 6618 finished with value: 0.9960784775146125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:12:47,534] Trial 6619 finished with value: 0.9969518533127886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:12:49,693] Trial 6620 finished with value: 0.9975752227266943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:12:51,720] Trial 6621 finished with value: 0.9974179903718879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:12:53,726] Trial 6622 finished with value: 0.9972824344683393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:12:54,537] Trial 6623 finished with value: 0.9918952583358548 and parameters: {'classifier': 'SVC', 'svc_c': 105.88248276034265, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:12:56,968] Trial 6624 finished with value: 0.9972413785968768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:12:58,368] Trial 6625 finished with value: 0.9965433291884591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:13:00,286] Trial 6626 finished with value: 0.997383703434379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:13:02,381] Trial 6627 finished with value: 0.9971367927021273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:13:04,259] Trial 6628 finished with value: 0.997499666829412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:13:06,190] Trial 6629 finished with value: 0.9972922739813649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:13:20,064] Trial 6630 finished with value: 0.9964350433519327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 58, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:13:21,638] Trial 6631 finished with value: 0.9947129253863666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:13:23,760] Trial 6632 finished with value: 0.9971920327522449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:13:26,043] Trial 6633 finished with value: 0.9971474305504774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:13:28,080] Trial 6634 finished with value: 0.9976295349190871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:13:42,341] Trial 6635 finished with value: 0.9966332194481744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 59, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:13:44,317] Trial 6636 finished with value: 0.9969902992809062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:13:47,092] Trial 6637 finished with value: 0.997447293347097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:13:48,799] Trial 6638 finished with value: 0.9971307214943316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:13:50,880] Trial 6639 finished with value: 0.9975334653840008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:13:53,154] Trial 6640 finished with value: 0.9974978122247892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:13:55,169] Trial 6641 finished with value: 0.9977267732978296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:13:56,920] Trial 6642 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 7.991601701280294e-08, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:13:59,195] Trial 6643 finished with value: 0.9973403324729938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:14:01,602] Trial 6644 finished with value: 0.9974120087919426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:14:03,835] Trial 6645 finished with value: 0.9976749449458134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:14:05,959] Trial 6646 finished with value: 0.9976163137320205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:14:07,839] Trial 6647 finished with value: 0.997526341144173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:14:10,025] Trial 6648 finished with value: 0.9975012246211244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:14:11,349] Trial 6649 finished with value: 0.9968275981672635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:14:14,110] Trial 6650 finished with value: 0.9972961053815547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:14:16,061] Trial 6651 finished with value: 0.99731609861289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:14:17,087] Trial 6652 finished with value: 0.9934599132755025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:14:19,011] Trial 6653 finished with value: 0.9975572799546092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:14:24,053] Trial 6654 finished with value: 0.9969471181756836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 21, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:14:26,279] Trial 6655 finished with value: 0.9970764950577647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:14:38,132] Trial 6656 finished with value: 0.996794776029398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 51, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:14:40,470] Trial 6657 finished with value: 0.9971394004790325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:14:42,374] Trial 6658 finished with value: 0.997290519160723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:14:44,011] Trial 6659 finished with value: 0.997563272928463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:14:46,262] Trial 6660 finished with value: 0.9977850467301916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:14:48,230] Trial 6661 finished with value: 0.9977034348275714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:14:50,727] Trial 6662 finished with value: 0.9973392711256301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:14:52,531] Trial 6663 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 3.4048291864312386e-06, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:14:54,473] Trial 6664 finished with value: 0.9975793253590414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:14:56,447] Trial 6665 finished with value: 0.9975822456591215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:14:58,578] Trial 6666 finished with value: 0.9975853861885414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:15:00,554] Trial 6667 finished with value: 0.9973367083530776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:15:02,570] Trial 6668 finished with value: 0.9973507915099732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:15:05,166] Trial 6669 finished with value: 0.9974469945981742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:15:07,178] Trial 6670 finished with value: 0.9975209583315903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:15:08,999] Trial 6671 finished with value: 0.9975112135562183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:15:11,237] Trial 6672 finished with value: 0.9973546834026147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:15:13,198] Trial 6673 finished with value: 0.9973444994063415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:15:15,340] Trial 6674 finished with value: 0.9974031963176029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:15:17,835] Trial 6675 finished with value: 0.9974675755203419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:15:24,533] Trial 6676 finished with value: 0.9967963557202667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 33, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:15:26,662] Trial 6677 finished with value: 0.9974314338829963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:15:28,621] Trial 6678 finished with value: 0.9977234110156502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:15:30,330] Trial 6679 finished with value: 0.9853833646802044 and parameters: {'classifier': 'SVC', 'svc_c': 0.09708700750308819, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:15:31,986] Trial 6680 finished with value: 0.9974960400752497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:15:34,038] Trial 6681 finished with value: 0.9975230973078641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:15:36,776] Trial 6682 finished with value: 0.9975613714786885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:15:37,854] Trial 6683 finished with value: 0.996781713119276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:15:39,931] Trial 6684 finished with value: 0.9975593213050797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:15:42,009] Trial 6685 finished with value: 0.9975068127462308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:15:43,942] Trial 6686 finished with value: 0.9972850076826633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:15:45,708] Trial 6687 finished with value: 0.9975801714281788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:15:48,435] Trial 6688 finished with value: 0.997530397502651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:15:50,444] Trial 6689 finished with value: 0.9975562947147475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:15:52,445] Trial 6690 finished with value: 0.9975422901726487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:15:54,267] Trial 6691 finished with value: 0.9976898102199628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:15:56,161] Trial 6692 finished with value: 0.997456186118343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 99}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:16:11,499] Trial 6693 finished with value: 0.9958574801490522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 73, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:16:13,363] Trial 6694 finished with value: 0.9973432447751213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 95}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:16:15,358] Trial 6695 finished with value: 0.9972855049839354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:16:17,054] Trial 6696 finished with value: 0.9972655123873583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:16:19,159] Trial 6697 finished with value: 0.997352101206463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:16:20,063] Trial 6698 finished with value: 0.9930947265338522 and parameters: {'classifier': 'SVC', 'svc_c': 1975.325656614778, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:16:22,092] Trial 6699 finished with value: 0.9975174578308238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:16:23,345] Trial 6700 finished with value: 0.9970986388179722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:16:25,955] Trial 6701 finished with value: 0.9974488147671675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:16:27,954] Trial 6702 finished with value: 0.9974212426504799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:16:30,210] Trial 6703 finished with value: 0.9975896475421638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:16:31,746] Trial 6704 finished with value: 0.9973591947557342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 76}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:16:33,423] Trial 6705 finished with value: 0.9974010691795684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:16:35,351] Trial 6706 finished with value: 0.9973399722160061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:16:37,880] Trial 6707 finished with value: 0.9971846267750123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:16:40,182] Trial 6708 finished with value: 0.9974082775248511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:16:42,321] Trial 6709 finished with value: 0.9975395298316223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:16:46,968] Trial 6710 finished with value: 0.9972010562201937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 20, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:16:47,989] Trial 6711 finished with value: 0.9967965293266204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 111}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:16:49,977] Trial 6712 finished with value: 0.9976119842053729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:16:51,535] Trial 6713 finished with value: 0.9969056470454397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:16:53,824] Trial 6714 finished with value: 0.9974409626501698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:16:58,268] Trial 6715 finished with value: 0.9974154257902746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:17:10,970] Trial 6716 finished with value: 0.9964729026130926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 63, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:17:12,736] Trial 6717 finished with value: 0.9968140060592724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:17:15,315] Trial 6718 finished with value: 0.9949767032612814 and parameters: {'classifier': 'SVC', 'svc_c': 378590.6475242889, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:17:17,008] Trial 6719 finished with value: 0.9972566340885983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:17:21,996] Trial 6720 finished with value: 0.9961471045188874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 31, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:17:22,523] Trial 6721 finished with value: 0.995336440699433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 10}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:17:24,394] Trial 6722 finished with value: 0.9973225354096419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:17:26,481] Trial 6723 finished with value: 0.9974992437313676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:17:28,470] Trial 6724 finished with value: 0.9975188558539099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:17:34,835] Trial 6725 finished with value: 0.9972194284379049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 28, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:17:37,872] Trial 6726 finished with value: 0.9971330066236693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:17:46,491] Trial 6727 finished with value: 0.9965005479808705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 50, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:17:51,428] Trial 6728 finished with value: 0.9959924303981126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 31, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:17:53,373] Trial 6729 finished with value: 0.9976533083256295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:17:55,636] Trial 6730 finished with value: 0.9975346722179325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:17:56,877] Trial 6731 finished with value: 0.9960478017479534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:18:03,897] Trial 6732 finished with value: 0.9969763664347404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 28, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:18:05,603] Trial 6733 finished with value: 0.9966668711832035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:18:06,626] Trial 6734 finished with value: 0.9968880803040823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:18:08,820] Trial 6735 finished with value: 0.997148025794932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:18:10,638] Trial 6736 finished with value: 0.9853010991988554 and parameters: {'classifier': 'SVC', 'svc_c': 0.0014715099032726136, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:18:12,905] Trial 6737 finished with value: 0.996882129636859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:18:13,892] Trial 6738 finished with value: 0.989110745814313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:18:15,549] Trial 6739 finished with value: 0.9952994904754187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:18:17,940] Trial 6740 finished with value: 0.997600528915478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:18:21,504] Trial 6741 finished with value: 0.9972850445303738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 85}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:18:23,625] Trial 6742 finished with value: 0.9973687612275418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:18:24,749] Trial 6743 finished with value: 0.9966992218861913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:18:30,117] Trial 6744 finished with value: 0.997018526436266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 23, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:18:32,715] Trial 6745 finished with value: 0.997355690033826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:18:35,183] Trial 6746 finished with value: 0.997282723346773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:18:37,062] Trial 6747 finished with value: 0.9973103621765419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:18:37,773] Trial 6748 finished with value: 0.996787695080076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 28}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:18:40,041] Trial 6749 finished with value: 0.9973266453099697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:18:43,995] Trial 6750 finished with value: 0.9972718168052982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:18:45,339] Trial 6751 finished with value: 0.9899120589162548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:18:46,867] Trial 6752 finished with value: 0.9961612664810073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:18:47,798] Trial 6753 finished with value: 0.9887694003031132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:19:18,849] Trial 6754 finished with value: 0.9898783464983469 and parameters: {'classifier': 'SVC', 'svc_c': 17288993.367766093, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:19:21,050] Trial 6755 finished with value: 0.9975064349064423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:19:28,820] Trial 6756 finished with value: 0.9969194470367247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 32, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:19:31,321] Trial 6757 finished with value: 0.9973318945376999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:19:41,649] Trial 6758 finished with value: 0.9952572323720211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 65, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:19:43,924] Trial 6759 finished with value: 0.9971540911946909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:19:49,453] Trial 6760 finished with value: 0.9966073972327534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 25, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:19:57,383] Trial 6761 finished with value: 0.997104259284006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 36, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:20:11,022] Trial 6762 finished with value: 0.9965131770020595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 63, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:20:12,297] Trial 6763 finished with value: 0.9973389370206781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:20:15,261] Trial 6764 finished with value: 0.9974192752810719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:20:17,365] Trial 6765 finished with value: 0.9975672751738088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:20:23,307] Trial 6766 finished with value: 0.9969405381774932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 27, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:20:25,503] Trial 6767 finished with value: 0.9973435267346913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:20:29,525] Trial 6768 finished with value: 0.9969982180792476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:20:30,570] Trial 6769 finished with value: 0.997248950975958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 4, 'rf_n_estimators': 72}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:20:33,509] Trial 6770 finished with value: 0.9970157098556675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:20:35,397] Trial 6771 finished with value: 0.9976432028489391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:20:48,087] Trial 6772 finished with value: 0.996146463540108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 54, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:20:49,961] Trial 6773 finished with value: 0.9852054000451492 and parameters: {'classifier': 'SVC', 'svc_c': 2.630635797513476e-10, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:20:52,060] Trial 6774 finished with value: 0.9974230895110537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:20:54,329] Trial 6775 finished with value: 0.9970721127827149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:20:55,879] Trial 6776 finished with value: 0.9930107171814392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:21:03,796] Trial 6777 finished with value: 0.996906056115329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 36, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:21:05,518] Trial 6778 finished with value: 0.9966349862657454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:21:09,584] Trial 6779 finished with value: 0.9967885189961541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 24, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:21:12,108] Trial 6780 finished with value: 0.997320213273904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:21:14,129] Trial 6781 finished with value: 0.9969796437545416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:21:15,504] Trial 6782 finished with value: 0.9973383630088836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:21:20,749] Trial 6783 finished with value: 0.9968743594671384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 19, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:21:22,967] Trial 6784 finished with value: 0.9975332931741149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:21:25,244] Trial 6785 finished with value: 0.9972196616480488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:21:25,869] Trial 6786 finished with value: 0.9968464553084629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 5, 'rf_n_estimators': 17}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:21:29,930] Trial 6787 finished with value: 0.9975948404033704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:21:31,919] Trial 6788 finished with value: 0.9973653402619714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:21:34,719] Trial 6789 finished with value: 0.9974242763183656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:21:36,509] Trial 6790 finished with value: 0.996748927575218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:21:38,021] Trial 6791 finished with value: 0.997431595492421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:21:38,822] Trial 6792 finished with value: 0.9947207240884661 and parameters: {'classifier': 'SVC', 'svc_c': 576.9212914320735, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:21:46,123] Trial 6793 finished with value: 0.9970624212635518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 33, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:21:48,429] Trial 6794 finished with value: 0.997132146843756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:21:49,988] Trial 6795 finished with value: 0.9966860596998947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:21:51,730] Trial 6796 finished with value: 0.9974902454950554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:22:05,065] Trial 6797 finished with value: 0.9965058248840561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 56, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:22:07,150] Trial 6798 finished with value: 0.9974330253486284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:22:11,133] Trial 6799 finished with value: 0.9949611596845737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 74, 'rf_n_estimators': 32}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:22:21,359] Trial 6800 finished with value: 0.9966960009646515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 44, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:22:24,225] Trial 6801 finished with value: 0.9972066060059076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:22:26,967] Trial 6802 finished with value: 0.9962658928733266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 20, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:22:28,696] Trial 6803 finished with value: 0.997335751613857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:22:32,858] Trial 6804 finished with value: 0.9972939269233239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:22:34,985] Trial 6805 finished with value: 0.9973249112141813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:22:37,434] Trial 6806 finished with value: 0.9972687014757767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:22:40,135] Trial 6807 finished with value: 0.9971393975274071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:22:43,531] Trial 6808 finished with value: 0.9935473284227662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 43, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:22:48,561] Trial 6809 finished with value: 0.9972544696267848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 22, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:22:50,619] Trial 6810 finished with value: 0.9976052843331059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:22:51,527] Trial 6811 finished with value: 0.9923304103106485 and parameters: {'classifier': 'SVC', 'svc_c': 5371.730726948704, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:22:52,386] Trial 6812 finished with value: 0.9946402687469318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:22:54,825] Trial 6813 finished with value: 0.9974579897836247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:22:56,846] Trial 6814 finished with value: 0.9970658422608601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 80}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:22:58,117] Trial 6815 finished with value: 0.9970972713267531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:22:59,479] Trial 6816 finished with value: 0.9956196741972683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:23:01,092] Trial 6817 finished with value: 0.997244189750293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:23:01,957] Trial 6818 finished with value: 0.9894489818992422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 89}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:23:04,222] Trial 6819 finished with value: 0.9974881610127685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:23:05,932] Trial 6820 finished with value: 0.997083789285825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:23:11,856] Trial 6821 finished with value: 0.9967482141705338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 33, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:23:14,122] Trial 6822 finished with value: 0.9974667925779025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:23:16,760] Trial 6823 finished with value: 0.9971841397250844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:23:25,324] Trial 6824 finished with value: 0.9971220162941189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 38, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:23:27,484] Trial 6825 finished with value: 0.9973571540717597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:23:30,609] Trial 6826 finished with value: 0.9974099092341496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:23:34,602] Trial 6827 finished with value: 0.9973790258063623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:23:35,683] Trial 6828 finished with value: 0.996968077223281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:23:36,622] Trial 6829 finished with value: 0.9923551206836952 and parameters: {'classifier': 'SVC', 'svc_c': 46.85766294168987, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:23:38,135] Trial 6830 finished with value: 0.9973139376739839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:23:42,780] Trial 6831 finished with value: 0.9972671061698577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 23, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:23:45,120] Trial 6832 finished with value: 0.9974527016452196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:23:46,353] Trial 6833 finished with value: 0.9973219411490623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:23:56,379] Trial 6834 finished with value: 0.9968866381018288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 40, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:23:57,989] Trial 6835 finished with value: 0.9961189545818564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:24:00,181] Trial 6836 finished with value: 0.9976148806068087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:24:01,999] Trial 6837 finished with value: 0.9966033679784484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:24:08,689] Trial 6838 finished with value: 0.9966480217543155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 25, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:24:11,326] Trial 6839 finished with value: 0.9973841504945437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:24:13,529] Trial 6840 finished with value: 0.9971787602767198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:24:14,175] Trial 6841 finished with value: 0.9956090952544745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 13}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:24:16,764] Trial 6842 finished with value: 0.9975109525436675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:24:22,047] Trial 6843 finished with value: 0.9966116606493397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 31, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:24:26,517] Trial 6844 finished with value: 0.9944965505835537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 47, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:24:28,823] Trial 6845 finished with value: 0.9975313478942901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:24:32,901] Trial 6846 finished with value: 0.9972428719288989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 18, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:24:35,148] Trial 6847 finished with value: 0.9973161446011178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:24:36,671] Trial 6848 finished with value: 0.9867327158444649 and parameters: {'classifier': 'SVC', 'svc_c': 1211459160.3290465, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:24:38,786] Trial 6849 finished with value: 0.9976860037340304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:24:41,401] Trial 6850 finished with value: 0.9976444885198328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:24:44,122] Trial 6851 finished with value: 0.9974673827760299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:24:46,520] Trial 6852 finished with value: 0.9975598594530389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:25:03,032] Trial 6853 finished with value: 0.9955646620253263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 72, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:25:14,149] Trial 6854 finished with value: 0.99715531323108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 47, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:25:18,882] Trial 6855 finished with value: 0.9972218383289569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 21, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:25:26,980] Trial 6856 finished with value: 0.9970905580928268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 35, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:25:29,406] Trial 6857 finished with value: 0.9976254443471447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:25:31,892] Trial 6858 finished with value: 0.9974445903882074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:25:35,779] Trial 6859 finished with value: 0.9974883333178681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:25:37,252] Trial 6860 finished with value: 0.9970241718165572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:25:40,028] Trial 6861 finished with value: 0.9974374610703145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:25:42,144] Trial 6862 finished with value: 0.9974164324214859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:25:44,642] Trial 6863 finished with value: 0.997551492198065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:25:46,469] Trial 6864 finished with value: 0.99682993791754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:25:50,395] Trial 6865 finished with value: 0.9969499188873283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 20, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:25:51,527] Trial 6866 finished with value: 0.9879483841495241 and parameters: {'classifier': 'SVC', 'svc_c': 1.5247343978609456, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:25:54,117] Trial 6867 finished with value: 0.9973066393834715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:25:56,769] Trial 6868 finished with value: 0.9974671086239852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:25:57,725] Trial 6869 finished with value: 0.9925650541512354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:26:00,215] Trial 6870 finished with value: 0.9974294655297129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:26:01,234] Trial 6871 finished with value: 0.996856312816882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:26:03,551] Trial 6872 finished with value: 0.9973020895005323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:26:05,828] Trial 6873 finished with value: 0.9975068063669111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:26:06,995] Trial 6874 finished with value: 0.9971811477925471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 42}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:26:22,772] Trial 6875 finished with value: 0.9964897310355086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 61, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:26:25,680] Trial 6876 finished with value: 0.9974612671986393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:26:29,657] Trial 6877 finished with value: 0.9973420572695754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:26:32,276] Trial 6878 finished with value: 0.9974878481087388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:26:34,217] Trial 6879 finished with value: 0.9974943931000172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:26:36,402] Trial 6880 finished with value: 0.9975453411694319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:26:38,756] Trial 6881 finished with value: 0.997518165998753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:26:54,424] Trial 6882 finished with value: 0.9957566584970804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 62, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:26:57,214] Trial 6883 finished with value: 0.997272093718541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:26:59,449] Trial 6884 finished with value: 0.997604400368907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:27:00,718] Trial 6885 finished with value: 0.9872279555491015 and parameters: {'classifier': 'SVC', 'svc_c': 145236.87405570125, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:27:04,479] Trial 6886 finished with value: 0.9972679369413237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 19, 'rf_n_estimators': 111}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:27:10,468] Trial 6887 finished with value: 0.9971369698631266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 26, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:27:13,876] Trial 6888 finished with value: 0.9974681049721145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:27:15,898] Trial 6889 finished with value: 0.9971832469060095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:27:17,666] Trial 6890 finished with value: 0.9973837688779442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:27:19,844] Trial 6891 finished with value: 0.9974102612392817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:27:21,307] Trial 6892 finished with value: 0.9974420544341869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:27:25,446] Trial 6893 finished with value: 0.9973280243220494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:27:28,972] Trial 6894 finished with value: 0.9973704431462104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:27:31,186] Trial 6895 finished with value: 0.997477102732358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:27:36,665] Trial 6896 finished with value: 0.997254858828744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 23, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:27:37,740] Trial 6897 finished with value: 0.9907555281159595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:27:39,582] Trial 6898 finished with value: 0.9973565414031939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:27:42,145] Trial 6899 finished with value: 0.9974109892116653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:27:44,660] Trial 6900 finished with value: 0.9974119725155144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:27:46,666] Trial 6901 finished with value: 0.9968690823100496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:27:48,848] Trial 6902 finished with value: 0.9975461544215728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:27:50,107] Trial 6903 finished with value: 0.9974416456182006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 83}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:27:51,976] Trial 6904 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 4.9757757030496295e-09, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:27:55,768] Trial 6905 finished with value: 0.9972616726400988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:27:58,528] Trial 6906 finished with value: 0.9975660810350401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:28:01,721] Trial 6907 finished with value: 0.9974708211974495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:28:03,779] Trial 6908 finished with value: 0.9976117514078217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:28:06,039] Trial 6909 finished with value: 0.9975109592403658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:28:08,836] Trial 6910 finished with value: 0.9973871963497856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:28:16,551] Trial 6911 finished with value: 0.996920463252784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 33, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:28:19,070] Trial 6912 finished with value: 0.997053163538108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:28:23,303] Trial 6913 finished with value: 0.9971131005763659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:28:25,901] Trial 6914 finished with value: 0.9968934000534428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:28:29,029] Trial 6915 finished with value: 0.9974881667255917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:28:30,910] Trial 6916 finished with value: 0.9974461608116071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:28:33,381] Trial 6917 finished with value: 0.9975162343027527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:28:35,893] Trial 6918 finished with value: 0.9973414865585232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:28:38,650] Trial 6919 finished with value: 0.9975159406953709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:28:45,037] Trial 6920 finished with value: 0.9972458905530165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 29, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:28:46,415] Trial 6921 finished with value: 0.997386905344912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:28:47,642] Trial 6922 finished with value: 0.9971196634360865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:28:49,494] Trial 6923 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 9.563638393723481e-07, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:28:52,533] Trial 6924 finished with value: 0.9957501118236928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 25, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:28:55,344] Trial 6925 finished with value: 0.9976160982951047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:28:59,637] Trial 6926 finished with value: 0.9973723964239877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:29:06,034] Trial 6927 finished with value: 0.997147769225688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 27, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:29:07,102] Trial 6928 finished with value: 0.9968013431102603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:29:09,209] Trial 6929 finished with value: 0.9974982212629406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:29:22,450] Trial 6930 finished with value: 0.9963943396442914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 56, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:29:25,369] Trial 6931 finished with value: 0.9970986888051764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:29:26,478] Trial 6932 finished with value: 0.9897554265031131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:29:28,153] Trial 6933 finished with value: 0.9946309128561402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:29:29,640] Trial 6934 finished with value: 0.9955971011183863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:29:31,445] Trial 6935 finished with value: 0.997209443565263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:29:34,332] Trial 6936 finished with value: 0.9973142136668273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:29:37,218] Trial 6937 finished with value: 0.9972904974519942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:29:39,072] Trial 6938 finished with value: 0.9973816454532449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:29:40,034] Trial 6939 finished with value: 0.9963310236931903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 1, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:29:42,025] Trial 6940 finished with value: 0.9973971253002345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:29:43,705] Trial 6941 finished with value: 0.9973796869387127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:30:07,189] Trial 6942 finished with value: 0.9914556179227104 and parameters: {'classifier': 'SVC', 'svc_c': 5895378.726599062, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:30:09,882] Trial 6943 finished with value: 0.9974676545477315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:30:11,005] Trial 6944 finished with value: 0.9968440692843172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 38}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:30:14,596] Trial 6945 finished with value: 0.9973963155392633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:30:19,980] Trial 6946 finished with value: 0.997080328711346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 23, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:30:23,680] Trial 6947 finished with value: 0.9949183439778796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 36, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:30:26,129] Trial 6948 finished with value: 0.9972765331853001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:30:28,338] Trial 6949 finished with value: 0.9972497020218004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:30:30,448] Trial 6950 finished with value: 0.9965756995689495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:30:32,846] Trial 6951 finished with value: 0.9972811539389865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:30:35,352] Trial 6952 finished with value: 0.9969984537649484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:30:36,749] Trial 6953 finished with value: 0.9971901269861151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:30:51,645] Trial 6954 finished with value: 0.9966826027435371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 66, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:30:53,679] Trial 6955 finished with value: 0.9972107032745483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:30:55,926] Trial 6956 finished with value: 0.9965003526975259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:31:00,732] Trial 6957 finished with value: 0.9972826087411891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 20, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:31:03,736] Trial 6958 finished with value: 0.997402058545358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:31:04,995] Trial 6959 finished with value: 0.997344088654343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:31:08,958] Trial 6960 finished with value: 0.997172890795064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:31:10,064] Trial 6961 finished with value: 0.9885884589062406 and parameters: {'classifier': 'SVC', 'svc_c': 29183.634044099075, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:31:13,484] Trial 6962 finished with value: 0.9970258305030774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:31:15,491] Trial 6963 finished with value: 0.9972114688880902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:31:18,582] Trial 6964 finished with value: 0.9974420418977133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:31:21,199] Trial 6965 finished with value: 0.9974277589506902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:31:23,892] Trial 6966 finished with value: 0.9972871996295049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:31:26,272] Trial 6967 finished with value: 0.9972164430751144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:31:27,983] Trial 6968 finished with value: 0.9970845706413689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:31:29,883] Trial 6969 finished with value: 0.9970571517235608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:31:32,423] Trial 6970 finished with value: 0.9974745818855815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:31:38,297] Trial 6971 finished with value: 0.9967956192421238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 25, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:31:41,718] Trial 6972 finished with value: 0.9971349380340283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:31:43,599] Trial 6973 finished with value: 0.9976389052506264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 98}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:31:46,844] Trial 6974 finished with value: 0.9974690503809022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:31:50,788] Trial 6975 finished with value: 0.997435429304692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:31:53,346] Trial 6976 finished with value: 0.9974840405437173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:31:56,380] Trial 6977 finished with value: 0.9972501817402718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:31:57,228] Trial 6978 finished with value: 0.9896928799423651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 40, 'rf_n_estimators': 5}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:31:59,003] Trial 6979 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.7571853888252525e-08, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:32:01,427] Trial 6980 finished with value: 0.9974850144214081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:32:03,390] Trial 6981 finished with value: 0.9968712581657719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:32:05,715] Trial 6982 finished with value: 0.9973615630701276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:32:08,674] Trial 6983 finished with value: 0.997259863991966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:32:13,276] Trial 6984 finished with value: 0.9973621161349032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 19, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:32:27,597] Trial 6985 finished with value: 0.9967653542274633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 65, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:32:31,690] Trial 6986 finished with value: 0.9974468545387886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:32:33,985] Trial 6987 finished with value: 0.9974574433838095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:32:36,669] Trial 6988 finished with value: 0.9975314667844916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:32:47,720] Trial 6989 finished with value: 0.9965809958322587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 48, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:32:49,346] Trial 6990 finished with value: 0.9974770641708005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 93}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:33:02,014] Trial 6991 finished with value: 0.9963980992850724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 54, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:33:05,219] Trial 6992 finished with value: 0.9974910421165329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:33:06,819] Trial 6993 finished with value: 0.9968950989518919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 46}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:33:23,312] Trial 6994 finished with value: 0.9956763302023898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 71, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:33:25,614] Trial 6995 finished with value: 0.9975289702489522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:33:27,736] Trial 6996 finished with value: 0.9971836482635874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:33:29,552] Trial 6997 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 6.198686668958021e-05, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:33:32,501] Trial 6998 finished with value: 0.9973639743576476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:33:35,427] Trial 6999 finished with value: 0.9975640784048169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:33:36,427] Trial 7000 finished with value: 0.996488026202071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:33:37,952] Trial 7001 finished with value: 0.9974237166838432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:33:39,642] Trial 7002 finished with value: 0.9975797142118837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:33:40,989] Trial 7003 finished with value: 0.997057681270547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:33:43,845] Trial 7004 finished with value: 0.9974208968342403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:33:46,504] Trial 7005 finished with value: 0.9973382087309154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:33:47,990] Trial 7006 finished with value: 0.9973225567375157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:33:53,109] Trial 7007 finished with value: 0.9971610336397845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 23, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:33:55,803] Trial 7008 finished with value: 0.9972177572149109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:33:58,165] Trial 7009 finished with value: 0.9974908865373103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:34:14,464] Trial 7010 finished with value: 0.9964359442324361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 66, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:34:21,349] Trial 7011 finished with value: 0.9965954513065468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 28, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:34:26,097] Trial 7012 finished with value: 0.9910049323369116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 67, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:34:28,863] Trial 7013 finished with value: 0.9974777302542646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:34:29,971] Trial 7014 finished with value: 0.9903959852629186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:34:31,932] Trial 7015 finished with value: 0.9974555169880398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:34:36,070] Trial 7016 finished with value: 0.9931845087577306 and parameters: {'classifier': 'SVC', 'svc_c': 1122466.1405264952, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:34:40,329] Trial 7017 finished with value: 0.9974084311045851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 110}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:34:42,851] Trial 7018 finished with value: 0.9975179137458645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:34:46,358] Trial 7019 finished with value: 0.9973996186937212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:34:48,650] Trial 7020 finished with value: 0.9976063464421795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:34:53,790] Trial 7021 finished with value: 0.9972658809279399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 21, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:34:56,297] Trial 7022 finished with value: 0.9971092750794268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:34:59,213] Trial 7023 finished with value: 0.9969248871679687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:35:01,273] Trial 7024 finished with value: 0.9972792851475188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:35:03,020] Trial 7025 finished with value: 0.9973630336143323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:35:05,424] Trial 7026 finished with value: 0.9974757233076857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:35:08,339] Trial 7027 finished with value: 0.9975354820741172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:35:09,772] Trial 7028 finished with value: 0.9954258314362227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:35:12,536] Trial 7029 finished with value: 0.9966011143648527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:35:14,829] Trial 7030 finished with value: 0.9974477844912153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:35:16,735] Trial 7031 finished with value: 0.996162641303683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:35:25,938] Trial 7032 finished with value: 0.9962892857423583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 57, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:35:30,418] Trial 7033 finished with value: 0.9974010053863743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:35:32,339] Trial 7034 finished with value: 0.9970474256735544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 87}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:35:38,965] Trial 7035 finished with value: 0.9970444946777994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 28, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:35:41,742] Trial 7036 finished with value: 0.9975737255543852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:35:42,873] Trial 7037 finished with value: 0.9970808463883546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:35:44,778] Trial 7038 finished with value: 0.9853481337621135 and parameters: {'classifier': 'SVC', 'svc_c': 0.00364197176004146, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:35:46,581] Trial 7039 finished with value: 0.9971476001261171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:35:54,975] Trial 7040 finished with value: 0.9969687432432693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 36, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:36:03,894] Trial 7041 finished with value: 0.9971063290716419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 34, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:36:06,461] Trial 7042 finished with value: 0.9972770319782538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:36:08,534] Trial 7043 finished with value: 0.997309705328809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:36:17,988] Trial 7044 finished with value: 0.9963670034037322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 61, 'rf_n_estimators': 77}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:36:21,988] Trial 7045 finished with value: 0.9972197500381212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:36:25,362] Trial 7046 finished with value: 0.9975252102273161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:36:28,069] Trial 7047 finished with value: 0.9974883778144145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:36:30,865] Trial 7048 finished with value: 0.9977423899352004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:36:33,363] Trial 7049 finished with value: 0.9975241315827929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:36:36,249] Trial 7050 finished with value: 0.9971918162362402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:36:38,843] Trial 7051 finished with value: 0.9975139748176441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:36:41,184] Trial 7052 finished with value: 0.9974458390209632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:36:43,555] Trial 7053 finished with value: 0.9853854953728844 and parameters: {'classifier': 'SVC', 'svc_c': 0.052424702680978826, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:36:45,799] Trial 7054 finished with value: 0.9971658918882326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:36:48,231] Trial 7055 finished with value: 0.9971358132068269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:36:49,591] Trial 7056 finished with value: 0.9976822036274173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:36:50,919] Trial 7057 finished with value: 0.9972640668843628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:36:53,117] Trial 7058 finished with value: 0.9972900987286626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:36:57,431] Trial 7059 finished with value: 0.9975036674878623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:37:00,691] Trial 7060 finished with value: 0.9973874883702721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:37:01,817] Trial 7061 finished with value: 0.9958457086543852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:37:08,934] Trial 7062 finished with value: 0.9964121361363608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 30, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:37:10,993] Trial 7063 finished with value: 0.9975125459453119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:37:13,633] Trial 7064 finished with value: 0.997280606682248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:37:27,089] Trial 7065 finished with value: 0.9970201924859806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 56, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:37:30,309] Trial 7066 finished with value: 0.99696551048349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:37:32,592] Trial 7067 finished with value: 0.9976189509934418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:37:35,154] Trial 7068 finished with value: 0.9971996668932941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:37:37,339] Trial 7069 finished with value: 0.9974660939948211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:37:42,257] Trial 7070 finished with value: 0.9967678593004999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 20, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:38:00,358] Trial 7071 finished with value: 0.9960961193478589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 73, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:38:01,167] Trial 7072 finished with value: 0.9924406146719438 and parameters: {'classifier': 'SVC', 'svc_c': 230.98862129407885, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:38:02,516] Trial 7073 finished with value: 0.9948911224063802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 36, 'rf_n_estimators': 21}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:38:05,054] Trial 7074 finished with value: 0.997511736120865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:38:10,711] Trial 7075 finished with value: 0.9967100971023514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 25, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:38:12,778] Trial 7076 finished with value: 0.997217306536625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:38:20,504] Trial 7077 finished with value: 0.9972054236736406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 30, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:38:24,011] Trial 7078 finished with value: 0.997201230048713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:38:25,897] Trial 7079 finished with value: 0.9974461098722656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:38:29,451] Trial 7080 finished with value: 0.9971092753015922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:38:32,036] Trial 7081 finished with value: 0.9974356471219509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:38:34,587] Trial 7082 finished with value: 0.9975616275401261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:38:36,339] Trial 7083 finished with value: 0.9952302627360311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:38:37,392] Trial 7084 finished with value: 0.9969792109129596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:38:38,456] Trial 7085 finished with value: 0.9962503482492678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 25}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:38:39,465] Trial 7086 finished with value: 0.9901701564674421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:38:41,579] Trial 7087 finished with value: 0.9973785689074463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:38:45,000] Trial 7088 finished with value: 0.9972588711667444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:38:48,540] Trial 7089 finished with value: 0.9974486535068596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:38:51,367] Trial 7090 finished with value: 0.9975526321602256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:38:54,071] Trial 7091 finished with value: 0.9974712794928333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:41:02,527] Trial 7092 finished with value: 0.9897256599957652 and parameters: {'classifier': 'SVC', 'svc_c': 479623276.7360687, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:41:11,150] Trial 7093 finished with value: 0.9968169185200892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 38, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:41:15,556] Trial 7094 finished with value: 0.9968810341395068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 22, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:41:18,175] Trial 7095 finished with value: 0.9974903079235192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:41:21,454] Trial 7096 finished with value: 0.9971559899467431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:41:27,651] Trial 7097 finished with value: 0.9971604885094858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 27, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:41:32,145] Trial 7098 finished with value: 0.996828827693799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 18, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:41:33,105] Trial 7099 finished with value: 0.9970671236153984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 34}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:41:35,706] Trial 7100 finished with value: 0.9973782763791531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:41:37,285] Trial 7101 finished with value: 0.9928181724373335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:41:40,369] Trial 7102 finished with value: 0.99711786484887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:41:42,436] Trial 7103 finished with value: 0.9972360273952496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:41:45,957] Trial 7104 finished with value: 0.9972429107126218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:41:53,903] Trial 7105 finished with value: 0.9966633489102322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 39, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:41:56,833] Trial 7106 finished with value: 0.9971940337320971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:41:59,293] Trial 7107 finished with value: 0.9974338929678049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:42:01,105] Trial 7108 finished with value: 0.9973755581543299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 96}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:42:02,849] Trial 7109 finished with value: 0.9855582049404342 and parameters: {'classifier': 'SVC', 'svc_c': 0.37388790555077106, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:42:06,582] Trial 7110 finished with value: 0.9974436070208824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:42:08,478] Trial 7111 finished with value: 0.9966568727902129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:42:10,843] Trial 7112 finished with value: 0.9975691052450294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:42:14,062] Trial 7113 finished with value: 0.997218544791085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:42:17,327] Trial 7114 finished with value: 0.9973000077477057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:42:19,474] Trial 7115 finished with value: 0.9974110934389534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:42:22,047] Trial 7116 finished with value: 0.9976031335503303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:42:23,903] Trial 7117 finished with value: 0.9972577665288749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:42:26,042] Trial 7118 finished with value: 0.997616349595856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:42:28,179] Trial 7119 finished with value: 0.9973634976542773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:42:29,330] Trial 7120 finished with value: 0.9937684711162046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:42:32,011] Trial 7121 finished with value: 0.9972927600474178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:42:34,491] Trial 7122 finished with value: 0.9974741260657544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:42:37,798] Trial 7123 finished with value: 0.9975552590116131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:42:42,292] Trial 7124 finished with value: 0.9970335576996714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 20, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:42:45,083] Trial 7125 finished with value: 0.9970295863353097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:43:00,070] Trial 7126 finished with value: 0.9968615718833634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 61, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:43:01,242] Trial 7127 finished with value: 0.9972374974951238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:43:11,819] Trial 7128 finished with value: 0.9966429543213193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 45, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:46:54,643] Trial 7129 finished with value: 0.9896093098425918 and parameters: {'classifier': 'SVC', 'svc_c': 3404222728.5305877, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:47:00,712] Trial 7130 finished with value: 0.9972421820420042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 32, 'rf_n_estimators': 102}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:47:03,331] Trial 7131 finished with value: 0.9970988580951748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:47:05,759] Trial 7132 finished with value: 0.9976104702437109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:47:07,912] Trial 7133 finished with value: 0.997180097616927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:47:11,431] Trial 7134 finished with value: 0.9975226427575534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:47:19,525] Trial 7135 finished with value: 0.9970838060434399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 38, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:47:22,503] Trial 7136 finished with value: 0.9974668798254102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:47:26,436] Trial 7137 finished with value: 0.9974631398938697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:47:27,505] Trial 7138 finished with value: 0.9968851500700371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:47:29,270] Trial 7139 finished with value: 0.9971543447170955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:47:31,315] Trial 7140 finished with value: 0.9968151798223043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:47:33,642] Trial 7141 finished with value: 0.9975121411600401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:47:35,490] Trial 7142 finished with value: 0.9972921043422494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:47:46,836] Trial 7143 finished with value: 0.996927919153745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 48, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:47:48,495] Trial 7144 finished with value: 0.9961832348258001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:47:51,032] Trial 7145 finished with value: 0.9976114095270824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:47:53,766] Trial 7146 finished with value: 0.9973188672375102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:47:55,610] Trial 7147 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 8.88448275326929e-10, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:47:57,940] Trial 7148 finished with value: 0.9975745601344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:48:07,268] Trial 7149 finished with value: 0.9971627798594535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 39, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:48:09,296] Trial 7150 finished with value: 0.9974741332385214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:48:11,677] Trial 7151 finished with value: 0.9973863189870715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:48:15,367] Trial 7152 finished with value: 0.9974721895455921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:48:17,823] Trial 7153 finished with value: 0.9974612285418681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:48:21,334] Trial 7154 finished with value: 0.9975565635665617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:48:22,730] Trial 7155 finished with value: 0.9970828883101076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:48:25,029] Trial 7156 finished with value: 0.9972647379506783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:48:28,052] Trial 7157 finished with value: 0.9971445474472249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:48:30,933] Trial 7158 finished with value: 0.9975409090023915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:48:36,315] Trial 7159 finished with value: 0.9972979961356544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 22, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:48:38,881] Trial 7160 finished with value: 0.9971646124697068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:48:42,072] Trial 7161 finished with value: 0.9973686099329369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:48:43,162] Trial 7162 finished with value: 0.9900514719594361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:48:45,928] Trial 7163 finished with value: 0.9973216264359719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:48:48,021] Trial 7164 finished with value: 0.9973726369655885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:49:46,792] Trial 7165 finished with value: 0.9904585039577838 and parameters: {'classifier': 'SVC', 'svc_c': 116803380.03932703, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:49:56,367] Trial 7166 finished with value: 0.9966710304359774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 48, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:49:58,664] Trial 7167 finished with value: 0.9973368237521093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:50:01,280] Trial 7168 finished with value: 0.9974598249011724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:50:02,757] Trial 7169 finished with value: 0.9970996625876535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:50:04,869] Trial 7170 finished with value: 0.9974434156095624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:50:06,603] Trial 7171 finished with value: 0.9974424336069673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:50:11,720] Trial 7172 finished with value: 0.997455883592609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:50:13,406] Trial 7173 finished with value: 0.9977038573860711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 73}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:50:15,286] Trial 7174 finished with value: 0.995723762600318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:50:16,766] Trial 7175 finished with value: 0.9961339771808132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:50:22,218] Trial 7176 finished with value: 0.9972803867068114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:50:25,198] Trial 7177 finished with value: 0.9975181203279043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:50:28,236] Trial 7178 finished with value: 0.9973508550175261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:50:31,433] Trial 7179 finished with value: 0.9975805378740583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:50:33,953] Trial 7180 finished with value: 0.9972846083563115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:50:36,626] Trial 7181 finished with value: 0.9971984897343061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:50:40,959] Trial 7182 finished with value: 0.997344682057999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:50:42,550] Trial 7183 finished with value: 0.9974723151324921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:50:44,879] Trial 7184 finished with value: 0.9852175258618154 and parameters: {'classifier': 'SVC', 'svc_c': 0.00042377941281036347, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:50:48,910] Trial 7185 finished with value: 0.997154648163229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:50:51,185] Trial 7186 finished with value: 0.9972742806190552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:50:54,067] Trial 7187 finished with value: 0.9972755022111137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:50:54,947] Trial 7188 finished with value: 0.9890294462761778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:50:57,494] Trial 7189 finished with value: 0.9972883496208441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:50:58,970] Trial 7190 finished with value: 0.9955712392305808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:51:01,377] Trial 7191 finished with value: 0.9972689657255945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:51:03,330] Trial 7192 finished with value: 0.9972876997237128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:51:03,812] Trial 7193 finished with value: 0.9799696405180928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 1, 'rf_n_estimators': 8}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:51:18,626] Trial 7194 finished with value: 0.996841122578298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 66, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:51:21,394] Trial 7195 finished with value: 0.9971560381566245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:51:23,992] Trial 7196 finished with value: 0.9973054591459065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:51:36,828] Trial 7197 finished with value: 0.9964297019573193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 64, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:51:40,610] Trial 7198 finished with value: 0.9973234256896842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:51:43,931] Trial 7199 finished with value: 0.9975513198612274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:51:46,741] Trial 7200 finished with value: 0.9975317745152426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:51:51,308] Trial 7201 finished with value: 0.9971125974670567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 25, 'rf_n_estimators': 91}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:51:54,302] Trial 7202 finished with value: 0.9975941816196251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:51:56,099] Trial 7203 finished with value: 0.9853890999739875 and parameters: {'classifier': 'SVC', 'svc_c': 0.018950225956204596, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:51:58,124] Trial 7204 finished with value: 0.9976510782298229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:52:00,892] Trial 7205 finished with value: 0.9975920264252803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:52:03,896] Trial 7206 finished with value: 0.9974292926850686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:52:13,712] Trial 7207 finished with value: 0.9967273482102191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 46, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:52:15,570] Trial 7208 finished with value: 0.9971872693366644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:52:18,142] Trial 7209 finished with value: 0.9972325055666094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:52:22,149] Trial 7210 finished with value: 0.9971992733432415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:52:24,240] Trial 7211 finished with value: 0.997349301669121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:52:33,984] Trial 7212 finished with value: 0.9970854497179301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 41, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:52:36,820] Trial 7213 finished with value: 0.9972858469916263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:52:39,275] Trial 7214 finished with value: 0.9974768814239292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:52:41,459] Trial 7215 finished with value: 0.9972680468814352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:52:42,885] Trial 7216 finished with value: 0.9973130864633055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:52:45,124] Trial 7217 finished with value: 0.9974311848356363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:52:48,445] Trial 7218 finished with value: 0.997567612992096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:52:50,351] Trial 7219 finished with value: 0.9974640568972303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:52:52,022] Trial 7220 finished with value: 0.9970713067350788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:52:53,878] Trial 7221 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 6.380610355035503e-06, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:52:55,473] Trial 7222 finished with value: 0.9966056518700078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:53:02,026] Trial 7223 finished with value: 0.9972227473343648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 29, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:53:04,722] Trial 7224 finished with value: 0.9972944744657036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:53:08,075] Trial 7225 finished with value: 0.997422348875245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:53:19,266] Trial 7226 finished with value: 0.9969023704873482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 52, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:53:23,059] Trial 7227 finished with value: 0.9972808628706371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:53:32,596] Trial 7228 finished with value: 0.9961215122446059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 56, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:53:34,930] Trial 7229 finished with value: 0.9968249798216351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:53:37,836] Trial 7230 finished with value: 0.9974808868748036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:53:39,772] Trial 7231 finished with value: 0.9971969102973408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:53:41,626] Trial 7232 finished with value: 0.9955168103696405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:53:43,922] Trial 7233 finished with value: 0.9974807922323636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:53:56,701] Trial 7234 finished with value: 0.996468660238739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 57, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:53:58,356] Trial 7235 finished with value: 0.9973494705147886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:54:03,455] Trial 7236 finished with value: 0.997332836074463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:54:06,875] Trial 7237 finished with value: 0.9973607866339592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:54:12,989] Trial 7238 finished with value: 0.9973323944097426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 27, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:54:18,517] Trial 7239 finished with value: 0.9970803010358905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 26, 'rf_n_estimators': 110}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:54:20,346] Trial 7240 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.4484601740816089e-07, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:54:22,623] Trial 7241 finished with value: 0.9969777271657853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:54:25,105] Trial 7242 finished with value: 0.997495603329905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:54:29,251] Trial 7243 finished with value: 0.9973978548912514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:54:31,299] Trial 7244 finished with value: 0.997466306035781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:54:34,012] Trial 7245 finished with value: 0.9974003849420212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:54:37,218] Trial 7246 finished with value: 0.9973811298392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:54:40,063] Trial 7247 finished with value: 0.9974980631446856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:54:42,212] Trial 7248 finished with value: 0.9974154531800888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:54:45,284] Trial 7249 finished with value: 0.9971323831642148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:54:48,313] Trial 7250 finished with value: 0.9975091984529972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:54:50,739] Trial 7251 finished with value: 0.9973183727926497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:54:53,589] Trial 7252 finished with value: 0.9970061493188487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:55:09,730] Trial 7253 finished with value: 0.996576210803163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 67, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:55:18,987] Trial 7254 finished with value: 0.9970366453219998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 39, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:55:29,446] Trial 7255 finished with value: 0.9962528668109151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 43, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:55:31,479] Trial 7256 finished with value: 0.997431199371598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:55:36,561] Trial 7257 finished with value: 0.9973931748194159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 23, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:55:42,971] Trial 7258 finished with value: 0.9972113479349248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 29, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:55:44,797] Trial 7259 finished with value: 0.985205317494852 and parameters: {'classifier': 'SVC', 'svc_c': 1.7125057078153223e-06, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:55:49,029] Trial 7260 finished with value: 0.9971289759094205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:55:52,976] Trial 7261 finished with value: 0.9975564817462362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:55:55,531] Trial 7262 finished with value: 0.9971506470921857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:56:08,508] Trial 7263 finished with value: 0.9968521116383323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 57, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:56:10,611] Trial 7264 finished with value: 0.9968878858459232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:56:12,637] Trial 7265 finished with value: 0.9973758762633765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:56:14,437] Trial 7266 finished with value: 0.9972261816298564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:56:17,408] Trial 7267 finished with value: 0.9975538767940049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:56:18,661] Trial 7268 finished with value: 0.9962955668964121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:56:22,977] Trial 7269 finished with value: 0.9967413189831843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:56:25,069] Trial 7270 finished with value: 0.9973933314777271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:56:27,777] Trial 7271 finished with value: 0.9975017650224749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:56:30,511] Trial 7272 finished with value: 0.9974557246809063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:56:33,811] Trial 7273 finished with value: 0.9973433325939113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:56:34,667] Trial 7274 finished with value: 0.993112312667071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:56:37,358] Trial 7275 finished with value: 0.9974646544268141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:56:39,092] Trial 7276 finished with value: 0.9974513571639833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:56:40,301] Trial 7277 finished with value: 0.99731732655253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:56:44,223] Trial 7278 finished with value: 0.9974049980468719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:56:46,854] Trial 7279 finished with value: 0.9976122876832441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:56:47,826] Trial 7280 finished with value: 0.9897370408920052 and parameters: {'classifier': 'SVC', 'svc_c': 4.345212733556309, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:56:50,822] Trial 7281 finished with value: 0.9972624548208285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:56:51,848] Trial 7282 finished with value: 0.9967392065080629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:56:54,328] Trial 7283 finished with value: 0.9974263980609558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:56:57,502] Trial 7284 finished with value: 0.9971596408534532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:56:59,144] Trial 7285 finished with value: 0.9973464311975553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 81}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:57:01,299] Trial 7286 finished with value: 0.9975747308208663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:57:07,135] Trial 7287 finished with value: 0.996829646055743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 24, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:57:09,454] Trial 7288 finished with value: 0.9975630372745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:57:12,684] Trial 7289 finished with value: 0.9972343357330437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:57:21,415] Trial 7290 finished with value: 0.9969661752022242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 36, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:57:24,121] Trial 7291 finished with value: 0.9974271439969952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:57:29,215] Trial 7292 finished with value: 0.997025760362302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 21, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:57:39,809] Trial 7293 finished with value: 0.9969769020436668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 50, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:57:42,073] Trial 7294 finished with value: 0.9976079440014898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:57:45,583] Trial 7295 finished with value: 0.9975782195151314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:57:47,022] Trial 7296 finished with value: 0.9903838365949591 and parameters: {'classifier': 'SVC', 'svc_c': 14.446942497422343, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:57:50,117] Trial 7297 finished with value: 0.9972649687804793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:57:52,861] Trial 7298 finished with value: 0.9965008297500132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 17, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:57:54,178] Trial 7299 finished with value: 0.9941098618856605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:57:56,750] Trial 7300 finished with value: 0.9972009239048574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:57:57,650] Trial 7301 finished with value: 0.9894042317353501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:57:59,439] Trial 7302 finished with value: 0.9971158892593438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:58:09,339] Trial 7303 finished with value: 0.9954632980677296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 64, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:58:11,999] Trial 7304 finished with value: 0.9974172684614445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:58:13,850] Trial 7305 finished with value: 0.9972696242554365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:58:17,619] Trial 7306 finished with value: 0.9975266032040752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:58:19,772] Trial 7307 finished with value: 0.9976022750399333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:58:23,070] Trial 7308 finished with value: 0.9971510496558041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:58:30,168] Trial 7309 finished with value: 0.9970857820772969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 31, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:58:32,628] Trial 7310 finished with value: 0.9974043648121422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:58:34,213] Trial 7311 finished with value: 0.9961374178873621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:58:36,056] Trial 7312 finished with value: 0.9954959004205858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:58:39,532] Trial 7313 finished with value: 0.9973547956913312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:58:41,474] Trial 7314 finished with value: 0.9974509953201004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:59:13,266] Trial 7315 finished with value: 0.9897751037835795 and parameters: {'classifier': 'SVC', 'svc_c': 24225870.75740497, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:59:21,355] Trial 7316 finished with value: 0.9967526810588448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 35, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:59:23,456] Trial 7317 finished with value: 0.997536872353154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:59:39,940] Trial 7318 finished with value: 0.9965266418093041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 73, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:59:43,280] Trial 7319 finished with value: 0.9975032135405719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:59:47,188] Trial 7320 finished with value: 0.9969874756544922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:59:49,708] Trial 7321 finished with value: 0.9973098563695105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:59:52,230] Trial 7322 finished with value: 0.9976510269413646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:59:54,392] Trial 7323 finished with value: 0.997140176883463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 09:59:57,581] Trial 7324 finished with value: 0.9972906981307831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:00:09,580] Trial 7325 finished with value: 0.9970749452322671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 46, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:00:12,663] Trial 7326 finished with value: 0.9975068797449534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:00:16,275] Trial 7327 finished with value: 0.9968006673784723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 18, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:00:22,333] Trial 7328 finished with value: 0.9973476431412901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 26, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:00:24,277] Trial 7329 finished with value: 0.9973685344601929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:00:31,769] Trial 7330 finished with value: 0.9970456203579016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 32, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:00:34,795] Trial 7331 finished with value: 0.9970007348953099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:00:42,890] Trial 7332 finished with value: 0.9966737722420659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 41, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:00:44,924] Trial 7333 finished with value: 0.9975192590205486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:00:46,827] Trial 7334 finished with value: 0.9853723846972118 and parameters: {'classifier': 'SVC', 'svc_c': 0.00810748957613458, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:00:49,712] Trial 7335 finished with value: 0.9974527698499829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:00:52,765] Trial 7336 finished with value: 0.9971005548037083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:00:55,893] Trial 7337 finished with value: 0.9970538566940071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:01:01,078] Trial 7338 finished with value: 0.9974685031241636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 21, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:01:02,725] Trial 7339 finished with value: 0.9965879207580276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:01:03,813] Trial 7340 finished with value: 0.9895667446749394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:01:05,409] Trial 7341 finished with value: 0.9977623395903886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:01:07,252] Trial 7342 finished with value: 0.9968447287980343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:01:08,815] Trial 7343 finished with value: 0.9973275828477565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 108}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:01:10,343] Trial 7344 finished with value: 0.9974121932526608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 109}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:01:11,967] Trial 7345 finished with value: 0.997344408667664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:01:12,842] Trial 7346 finished with value: 0.9920737952053814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 4, 'rf_n_estimators': 110}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:01:14,352] Trial 7347 finished with value: 0.9973992539616886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:01:16,509] Trial 7348 finished with value: 0.9973124068277551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:01:17,864] Trial 7349 finished with value: 0.9972040375205319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 5, 'rf_n_estimators': 106}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:01:19,451] Trial 7350 finished with value: 0.9976028779966993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:01:20,877] Trial 7351 finished with value: 0.9974833568774525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 4, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:01:22,625] Trial 7352 finished with value: 0.9975660467263623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:01:24,441] Trial 7353 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.0541879207635193e-09, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:01:26,602] Trial 7354 finished with value: 0.9973942422604578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:01:28,358] Trial 7355 finished with value: 0.9974706417830586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:01:29,935] Trial 7356 finished with value: 0.9974027837248057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 111}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:01:31,498] Trial 7357 finished with value: 0.9972477186564866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 109}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:01:32,828] Trial 7358 finished with value: 0.9970369414684143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 5, 'rf_n_estimators': 111}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:01:34,423] Trial 7359 finished with value: 0.997157377432844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:01:35,971] Trial 7360 finished with value: 0.9955031851272738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 4, 'rf_n_estimators': 108}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:01:37,582] Trial 7361 finished with value: 0.9971239311372903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:01:39,257] Trial 7362 finished with value: 0.9972144879248005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 104}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:01:41,268] Trial 7363 finished with value: 0.9974934184923546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:01:42,852] Trial 7364 finished with value: 0.9970720819969446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:01:44,270] Trial 7365 finished with value: 0.9973938070067948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 111}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:01:46,314] Trial 7366 finished with value: 0.9973917752094343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:01:48,021] Trial 7367 finished with value: 0.9973624405597933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:01:49,564] Trial 7368 finished with value: 0.9972294054712836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 106}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:01:51,225] Trial 7369 finished with value: 0.9974487970891532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:01:52,943] Trial 7370 finished with value: 0.9972388299794311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:01:55,245] Trial 7371 finished with value: 0.9974055550154103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:01:57,125] Trial 7372 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 2.962818940794076e-05, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:01:58,669] Trial 7373 finished with value: 0.9975376954757844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:02:00,476] Trial 7374 finished with value: 0.9970720761254318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:02:02,240] Trial 7375 finished with value: 0.997582537362229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:02:03,749] Trial 7376 finished with value: 0.9972529632822204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 107}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:02:14,005] Trial 7377 finished with value: 0.9970681205348099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 48, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:02:15,379] Trial 7378 finished with value: 0.9966259389943662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:02:16,860] Trial 7379 finished with value: 0.9969032432480658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:02:18,630] Trial 7380 finished with value: 0.9969490276234106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:02:20,134] Trial 7381 finished with value: 0.9973871674365519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:02:21,859] Trial 7382 finished with value: 0.9973693261305568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:02:24,396] Trial 7383 finished with value: 0.9974986801930825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:02:26,057] Trial 7384 finished with value: 0.9974469863463181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:02:27,587] Trial 7385 finished with value: 0.9973696749936359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 109}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:02:29,581] Trial 7386 finished with value: 0.9973265533652519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:02:30,825] Trial 7387 finished with value: 0.9969032170325541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 4, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:02:32,260] Trial 7388 finished with value: 0.997383917823944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:02:34,738] Trial 7389 finished with value: 0.9969337496612506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:02:36,711] Trial 7390 finished with value: 0.9972272559262864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:02:38,504] Trial 7391 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 3.045819542719133e-07, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:02:51,428] Trial 7392 finished with value: 0.9966645842130669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 61, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:02:52,880] Trial 7393 finished with value: 0.9970895580631005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 4, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:02:54,326] Trial 7394 finished with value: 0.9972954527867012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:02:56,468] Trial 7395 finished with value: 0.9973299330715425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:02:57,504] Trial 7396 finished with value: 0.9947633898652851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:02:59,285] Trial 7397 finished with value: 0.9975690981992139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:03:00,732] Trial 7398 finished with value: 0.9972842242324175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:03:02,222] Trial 7399 finished with value: 0.9975023604573571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 105}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:03:04,462] Trial 7400 finished with value: 0.9974397899027508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:03:06,606] Trial 7401 finished with value: 0.997364491114257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:03:08,043] Trial 7402 finished with value: 0.9974658079093232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:03:09,487] Trial 7403 finished with value: 0.9972200465019149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 4, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:03:11,218] Trial 7404 finished with value: 0.9972351994167196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:03:13,147] Trial 7405 finished with value: 0.9973802021719025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:03:15,114] Trial 7406 finished with value: 0.9973931999241006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:03:17,488] Trial 7407 finished with value: 0.9975131446174607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:03:19,681] Trial 7408 finished with value: 0.9974278577825343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:03:20,487] Trial 7409 finished with value: 0.9929404233022638 and parameters: {'classifier': 'SVC', 'svc_c': 873.7523943481095, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:03:26,843] Trial 7410 finished with value: 0.9971338049272559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 28, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:03:28,168] Trial 7411 finished with value: 0.997069664361843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:03:30,944] Trial 7412 finished with value: 0.9973581984393428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:03:33,023] Trial 7413 finished with value: 0.9974664524744861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:03:34,999] Trial 7414 finished with value: 0.9974343883330649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:03:36,444] Trial 7415 finished with value: 0.997277819713117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 4, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:03:37,533] Trial 7416 finished with value: 0.9968139365215171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 109}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:03:40,458] Trial 7417 finished with value: 0.9974147250490156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:03:42,572] Trial 7418 finished with value: 0.9975444101696541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:03:44,551] Trial 7419 finished with value: 0.9973165568447979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:03:51,207] Trial 7420 finished with value: 0.9969837391506458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 30, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:03:53,538] Trial 7421 finished with value: 0.9972781382347566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:04:02,815] Trial 7422 finished with value: 0.9967304915960508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 43, 'rf_n_estimators': 111}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:04:05,149] Trial 7423 finished with value: 0.9973527889986559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:04:07,692] Trial 7424 finished with value: 0.9975164538655967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:04:09,721] Trial 7425 finished with value: 0.997381328391549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:04:12,032] Trial 7426 finished with value: 0.9976085001131044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:04:13,090] Trial 7427 finished with value: 0.9971128859963736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:04:14,169] Trial 7428 finished with value: 0.9961606876767887 and parameters: {'classifier': 'SVC', 'svc_c': 12769.021957015157, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:04:30,414] Trial 7429 finished with value: 0.9967253608141912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 70, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:04:31,436] Trial 7430 finished with value: 0.9933931330365876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:04:34,022] Trial 7431 finished with value: 0.9976477542870358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:04:36,411] Trial 7432 finished with value: 0.9971548330048021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:04:37,571] Trial 7433 finished with value: 0.9963365066388712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:04:39,334] Trial 7434 finished with value: 0.9973832921428359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:04:42,005] Trial 7435 finished with value: 0.9974717927582729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:04:44,600] Trial 7436 finished with value: 0.9974206625132694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:04:45,883] Trial 7437 finished with value: 0.997310102877838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 3, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:04:46,872] Trial 7438 finished with value: 0.9892974088894064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:04:54,112] Trial 7439 finished with value: 0.9967449843306421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 32, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:04:57,203] Trial 7440 finished with value: 0.9975275196361532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:04:59,269] Trial 7441 finished with value: 0.9975944791625077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:05:00,801] Trial 7442 finished with value: 0.9962607072801007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:05:02,970] Trial 7443 finished with value: 0.9971245413620372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:05:05,113] Trial 7444 finished with value: 0.9972879200482665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:05:06,993] Trial 7445 finished with value: 0.9972267503414202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:05:10,050] Trial 7446 finished with value: 0.9973064667292549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:05:11,889] Trial 7447 finished with value: 0.9852068747152819 and parameters: {'classifier': 'SVC', 'svc_c': 1.1250099289803866e-08, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:05:13,891] Trial 7448 finished with value: 0.9975335322240341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:05:16,443] Trial 7449 finished with value: 0.9974677164366511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:05:19,129] Trial 7450 finished with value: 0.9973237730610816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:05:20,163] Trial 7451 finished with value: 0.9969923194939304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:05:22,365] Trial 7452 finished with value: 0.9971525986878541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 5, 'rf_n_estimators': 111}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:05:24,171] Trial 7453 finished with value: 0.9971549121908811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:05:25,438] Trial 7454 finished with value: 0.9971475596920228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:05:27,845] Trial 7455 finished with value: 0.9975733974161599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:05:29,892] Trial 7456 finished with value: 0.9976793771128537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:05:32,590] Trial 7457 finished with value: 0.9969775612082671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:05:35,186] Trial 7458 finished with value: 0.9974795549617786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:05:37,620] Trial 7459 finished with value: 0.9970795037161791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:05:38,682] Trial 7460 finished with value: 0.9974060108352374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 2, 'rf_n_estimators': 99}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:05:40,905] Trial 7461 finished with value: 0.9972616633091541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:05:42,428] Trial 7462 finished with value: 0.9975141502013208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 5, 'rf_n_estimators': 104}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:05:59,361] Trial 7463 finished with value: 0.9961503761893411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 69, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:06:01,632] Trial 7464 finished with value: 0.9974670833288729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:06:09,712] Trial 7465 finished with value: 0.992614102008654 and parameters: {'classifier': 'SVC', 'svc_c': 2196106.85829234, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:06:11,736] Trial 7466 finished with value: 0.9975495464739096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:06:13,610] Trial 7467 finished with value: 0.9973961096237196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:06:14,831] Trial 7468 finished with value: 0.9972235189463712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 78}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:06:17,908] Trial 7469 finished with value: 0.9973259996022422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:06:20,348] Trial 7470 finished with value: 0.9970619955947368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:06:33,550] Trial 7471 finished with value: 0.9966653129154223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 59, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:06:35,702] Trial 7472 finished with value: 0.9975637532499548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:06:47,000] Trial 7473 finished with value: 0.9969080039659243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 52, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:06:50,005] Trial 7474 finished with value: 0.9974353909652997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:06:52,417] Trial 7475 finished with value: 0.9973744066713089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:06:54,524] Trial 7476 finished with value: 0.9968497240590292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 84}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:06:56,597] Trial 7477 finished with value: 0.9972285494047052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:06:58,937] Trial 7478 finished with value: 0.9976493781253336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:07:01,198] Trial 7479 finished with value: 0.9967261677504885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:07:04,266] Trial 7480 finished with value: 0.9973230697807899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:07:11,484] Trial 7481 finished with value: 0.9972893216894742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 33, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:07:14,217] Trial 7482 finished with value: 0.9971559543050731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:07:15,595] Trial 7483 finished with value: 0.9975057244851214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 88}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:07:17,810] Trial 7484 finished with value: 0.997475585311264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:07:19,692] Trial 7485 finished with value: 0.9852063832220469 and parameters: {'classifier': 'SVC', 'svc_c': 4.515931288057364e-10, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:07:21,152] Trial 7486 finished with value: 0.9909277784677261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:07:22,963] Trial 7487 finished with value: 0.997259390271959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 102}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:07:23,846] Trial 7488 finished with value: 0.9960712468893188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 31}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:07:25,246] Trial 7489 finished with value: 0.9973800565901211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:07:26,297] Trial 7490 finished with value: 0.9903207516006108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:07:32,723] Trial 7491 finished with value: 0.9972191031878289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 28, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:07:46,465] Trial 7492 finished with value: 0.9964330270426709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 59, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:07:47,127] Trial 7493 finished with value: 0.9900407444514973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 1, 'rf_n_estimators': 70}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:07:56,436] Trial 7494 finished with value: 0.997055468535376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 43, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:08:04,411] Trial 7495 finished with value: 0.9966996208951641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 37, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:08:06,446] Trial 7496 finished with value: 0.9976041464021715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:08:07,918] Trial 7497 finished with value: 0.9945968617947596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 3, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:08:09,119] Trial 7498 finished with value: 0.9972360060991138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:08:11,912] Trial 7499 finished with value: 0.9974242906638998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:08:17,507] Trial 7500 finished with value: 0.9967509640380507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 31, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:08:18,618] Trial 7501 finished with value: 0.9969653923549986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 36}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:08:26,613] Trial 7502 finished with value: 0.9968010444565509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 33, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:08:28,950] Trial 7503 finished with value: 0.9850762638633586 and parameters: {'classifier': 'SVC', 'svc_c': 1.5990747446122246e-10, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:08:31,323] Trial 7504 finished with value: 0.9970949731213973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:08:33,429] Trial 7505 finished with value: 0.9971696425154479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:08:35,208] Trial 7506 finished with value: 0.9975013928320339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:08:38,066] Trial 7507 finished with value: 0.9976870441661131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:08:40,150] Trial 7508 finished with value: 0.9975599077581339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:08:42,875] Trial 7509 finished with value: 0.9974300998752694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:08:45,109] Trial 7510 finished with value: 0.997046847821473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:08:47,957] Trial 7511 finished with value: 0.9975655843367884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:09:00,896] Trial 7512 finished with value: 0.9968526507701664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 56, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:09:02,949] Trial 7513 finished with value: 0.9975843638788039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:09:06,072] Trial 7514 finished with value: 0.9972877544398653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 96}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:09:08,645] Trial 7515 finished with value: 0.9971476249451606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:09:10,870] Trial 7516 finished with value: 0.9974654325450917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:09:13,269] Trial 7517 finished with value: 0.997554219753833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:09:15,876] Trial 7518 finished with value: 0.9974623054725443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:09:17,760] Trial 7519 finished with value: 0.9972247083244538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:09:20,545] Trial 7520 finished with value: 0.9972838016421793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:09:22,819] Trial 7521 finished with value: 0.9972523910160108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:09:23,733] Trial 7522 finished with value: 0.9918878837791506 and parameters: {'classifier': 'SVC', 'svc_c': 103.89985483069276, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:09:26,187] Trial 7523 finished with value: 0.9973311161020435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:09:28,452] Trial 7524 finished with value: 0.996733784340475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:09:34,705] Trial 7525 finished with value: 0.9972150821219041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 29, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:09:37,113] Trial 7526 finished with value: 0.9973319642658827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:09:39,445] Trial 7527 finished with value: 0.9974116376805906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:09:42,050] Trial 7528 finished with value: 0.9974008400318765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:09:44,455] Trial 7529 finished with value: 0.9975895051659109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:09:46,045] Trial 7530 finished with value: 0.9957340089933174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:09:49,107] Trial 7531 finished with value: 0.9971736799263953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:09:51,269] Trial 7532 finished with value: 0.9965404413562583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:09:52,616] Trial 7533 finished with value: 0.995955174284146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:10:00,508] Trial 7534 finished with value: 0.9962679582176553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 47, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:10:11,193] Trial 7535 finished with value: 0.996674105617046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 48, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:10:20,984] Trial 7536 finished with value: 0.9971430675085996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 44, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:10:23,336] Trial 7537 finished with value: 0.9975066660853602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:10:25,503] Trial 7538 finished with value: 0.9974983623696771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:10:35,519] Trial 7539 finished with value: 0.9965662161869838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 47, 'rf_n_estimators': 111}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:10:37,300] Trial 7540 finished with value: 0.9850769189972445 and parameters: {'classifier': 'SVC', 'svc_c': 0.00011058121743102161, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:10:39,035] Trial 7541 finished with value: 0.9976055262076987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:10:41,641] Trial 7542 finished with value: 0.9975055252662762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:10:44,183] Trial 7543 finished with value: 0.9974398764520246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:10:45,570] Trial 7544 finished with value: 0.9943872676689263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:10:48,054] Trial 7545 finished with value: 0.9972584158229859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:10:50,993] Trial 7546 finished with value: 0.9971870275572852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:10:59,329] Trial 7547 finished with value: 0.9969772111074099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 34, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:11:02,034] Trial 7548 finished with value: 0.9972113713892385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:11:03,276] Trial 7549 finished with value: 0.9967327986562825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 42}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:11:04,558] Trial 7550 finished with value: 0.9968090321896272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 3, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:11:15,579] Trial 7551 finished with value: 0.9970992810980056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 46, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:11:16,679] Trial 7552 finished with value: 0.9970415847560151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:11:19,152] Trial 7553 finished with value: 0.9971678022246212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:11:21,410] Trial 7554 finished with value: 0.9969920598143717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:11:22,569] Trial 7555 finished with value: 0.9970462365176372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:11:25,556] Trial 7556 finished with value: 0.9972529351941724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:11:27,520] Trial 7557 finished with value: 0.9974306527496176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 75}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:11:29,838] Trial 7558 finished with value: 0.9973790093026502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:11:31,049] Trial 7559 finished with value: 0.987686268261872 and parameters: {'classifier': 'SVC', 'svc_c': 60393.16950368692, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:11:33,517] Trial 7560 finished with value: 0.9972017348083932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:11:36,072] Trial 7561 finished with value: 0.9975547876719494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:11:37,413] Trial 7562 finished with value: 0.9971429432229538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:11:44,848] Trial 7563 finished with value: 0.9969172522969473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 34, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:11:46,990] Trial 7564 finished with value: 0.9976692116832563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:11:49,842] Trial 7565 finished with value: 0.9974727947240117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:12:02,742] Trial 7566 finished with value: 0.9969270891439886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 56, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:12:05,748] Trial 7567 finished with value: 0.997335640816822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:12:08,058] Trial 7568 finished with value: 0.9974643419036394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:12:19,866] Trial 7569 finished with value: 0.9970725425774579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 50, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:12:22,490] Trial 7570 finished with value: 0.9973595972241388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:12:26,070] Trial 7571 finished with value: 0.9973710641935837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:12:28,126] Trial 7572 finished with value: 0.9974375063285704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:12:30,563] Trial 7573 finished with value: 0.9967602382989442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:12:32,945] Trial 7574 finished with value: 0.9973128101530832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:12:34,742] Trial 7575 finished with value: 0.9970214547342988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 93}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:12:50,355] Trial 7576 finished with value: 0.9967228460610927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 65, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:12:52,259] Trial 7577 finished with value: 0.9852738969557415 and parameters: {'classifier': 'SVC', 'svc_c': 0.0010003386941259726, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:12:52,906] Trial 7578 finished with value: 0.9954487400165245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 18}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:12:55,689] Trial 7579 finished with value: 0.9972350288572048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:13:03,947] Trial 7580 finished with value: 0.9969452149485862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 35, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:13:06,906] Trial 7581 finished with value: 0.9971809187400691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:13:09,461] Trial 7582 finished with value: 0.9973732419535807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:13:15,265] Trial 7583 finished with value: 0.9967491256832365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 23, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:13:17,754] Trial 7584 finished with value: 0.9975057268337265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:13:19,499] Trial 7585 finished with value: 0.9974733716239559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:13:21,084] Trial 7586 finished with value: 0.9972515839844996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:13:22,421] Trial 7587 finished with value: 0.9972693600056189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:13:25,232] Trial 7588 finished with value: 0.9972834225646126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:13:27,768] Trial 7589 finished with value: 0.9972341307696372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:13:30,438] Trial 7590 finished with value: 0.9973518645686248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:13:33,070] Trial 7591 finished with value: 0.9977192654101764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:13:35,251] Trial 7592 finished with value: 0.9976411622284406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:13:37,802] Trial 7593 finished with value: 0.9974423460103427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:13:49,395] Trial 7594 finished with value: 0.996198840513593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 50, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:13:50,479] Trial 7595 finished with value: 0.9970651699885043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:13:51,754] Trial 7596 finished with value: 0.9868476719417908 and parameters: {'classifier': 'SVC', 'svc_c': 1.5539639805450334, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:13:54,912] Trial 7597 finished with value: 0.9973822403168445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:13:58,221] Trial 7598 finished with value: 0.9874343118688285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 65, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:14:00,670] Trial 7599 finished with value: 0.9967581602911907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:14:02,800] Trial 7600 finished with value: 0.9974448189328792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:14:13,042] Trial 7601 finished with value: 0.996776990645596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 44, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:14:15,011] Trial 7602 finished with value: 0.9969877760855245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:14:16,657] Trial 7603 finished with value: 0.9975130349312522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:14:19,718] Trial 7604 finished with value: 0.997547735921502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:14:22,622] Trial 7605 finished with value: 0.9973410124259234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:14:24,766] Trial 7606 finished with value: 0.9974725179059828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:14:27,514] Trial 7607 finished with value: 0.9973112083091552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:14:37,219] Trial 7608 finished with value: 0.9969963389094841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 42, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:14:39,800] Trial 7609 finished with value: 0.9976394665989959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:14:41,398] Trial 7610 finished with value: 0.9973383023260046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 45}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:14:43,554] Trial 7611 finished with value: 0.9970129697634261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:14:51,135] Trial 7612 finished with value: 0.9968721781207579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 37, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:15:00,299] Trial 7613 finished with value: 0.9970169917814883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 42, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:15:03,058] Trial 7614 finished with value: 0.9970921956419008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:15:05,434] Trial 7615 finished with value: 0.9952669110690695 and parameters: {'classifier': 'SVC', 'svc_c': 206536.74386050197, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:15:06,542] Trial 7616 finished with value: 0.9954365196208941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:15:08,507] Trial 7617 finished with value: 0.9973473166851737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:15:15,654] Trial 7618 finished with value: 0.9970422457296761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 32, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:15:16,840] Trial 7619 finished with value: 0.9969912750628716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:15:19,358] Trial 7620 finished with value: 0.9972935511782374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:15:26,266] Trial 7621 finished with value: 0.99652196186442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 40, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:15:27,029] Trial 7622 finished with value: 0.995768753686666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 26}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:15:29,253] Trial 7623 finished with value: 0.9966906281495097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:15:31,639] Trial 7624 finished with value: 0.9972022174467522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:15:34,139] Trial 7625 finished with value: 0.997393942718087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:15:36,753] Trial 7626 finished with value: 0.9975465593020584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:15:39,284] Trial 7627 finished with value: 0.9974043629078677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:15:45,737] Trial 7628 finished with value: 0.9969839387186079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 27, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:15:48,421] Trial 7629 finished with value: 0.9974805363296156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:15:50,956] Trial 7630 finished with value: 0.9975067397173056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:15:54,800] Trial 7631 finished with value: 0.9935554391719718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 52, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:15:57,312] Trial 7632 finished with value: 0.9975389897476509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:15:59,203] Trial 7633 finished with value: 0.9854048302965429 and parameters: {'classifier': 'SVC', 'svc_c': 0.17654444407974668, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:16:02,322] Trial 7634 finished with value: 0.9975299003283303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:16:16,710] Trial 7635 finished with value: 0.9963879474710374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 64, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:16:19,511] Trial 7636 finished with value: 0.9972419451820008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:16:21,001] Trial 7637 finished with value: 0.9964104917318991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:16:24,101] Trial 7638 finished with value: 0.9975038063412076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:16:26,626] Trial 7639 finished with value: 0.9975295861865222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:16:36,527] Trial 7640 finished with value: 0.9965647501495619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 40, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:16:37,891] Trial 7641 finished with value: 0.9968481423686724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:16:40,084] Trial 7642 finished with value: 0.9975167577877987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:16:42,462] Trial 7643 finished with value: 0.9975077419052099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:16:43,953] Trial 7644 finished with value: 0.9971756222228567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 4, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:16:46,386] Trial 7645 finished with value: 0.9976315224738047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 90}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:16:49,730] Trial 7646 finished with value: 0.9975523860327531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:16:50,766] Trial 7647 finished with value: 0.9969417260956318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:16:53,264] Trial 7648 finished with value: 0.9975963782954147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:16:56,380] Trial 7649 finished with value: 0.9970576873642251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:17:10,261] Trial 7650 finished with value: 0.9968768494964069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 56, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:17:12,446] Trial 7651 finished with value: 0.9975115085918063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:17:13,236] Trial 7652 finished with value: 0.9951670532656097 and parameters: {'classifier': 'SVC', 'svc_c': 2687.5132090801253, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:17:15,967] Trial 7653 finished with value: 0.9974920490333852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:17:17,593] Trial 7654 finished with value: 0.990818910399287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:17:19,736] Trial 7655 finished with value: 0.9974074355816415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:17:21,364] Trial 7656 finished with value: 0.9973842774144354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:17:22,971] Trial 7657 finished with value: 0.9972493419552401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:17:24,355] Trial 7658 finished with value: 0.9953576184212128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:17:27,082] Trial 7659 finished with value: 0.9974603902485182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:17:30,658] Trial 7660 finished with value: 0.9973129149199157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:17:33,075] Trial 7661 finished with value: 0.9974262215347145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:17:35,843] Trial 7662 finished with value: 0.9974660331215147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:17:38,279] Trial 7663 finished with value: 0.9974047684865872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:17:40,588] Trial 7664 finished with value: 0.9972116961949835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:17:46,287] Trial 7665 finished with value: 0.9973455997278555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 23, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:17:49,353] Trial 7666 finished with value: 0.9937317355356585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 39, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:17:51,441] Trial 7667 finished with value: 0.9975431106610327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:17:54,194] Trial 7668 finished with value: 0.9972837858367014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:18:04,642] Trial 7669 finished with value: 0.9969642358573884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 44, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:18:07,763] Trial 7670 finished with value: 0.9972687523516425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:18:09,823] Trial 7671 finished with value: 0.9866072213653911 and parameters: {'classifier': 'SVC', 'svc_c': 300592643.8386563, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:18:11,130] Trial 7672 finished with value: 0.9972508156732355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:18:13,489] Trial 7673 finished with value: 0.9973798581012477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:18:16,449] Trial 7674 finished with value: 0.9975385903260854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:18:18,711] Trial 7675 finished with value: 0.9974898125899974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:18:21,408] Trial 7676 finished with value: 0.9971486801671082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:18:25,069] Trial 7677 finished with value: 0.9971787108290601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:18:27,067] Trial 7678 finished with value: 0.9975018067578233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:18:31,300] Trial 7679 finished with value: 0.9965915457031294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 23, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:18:33,693] Trial 7680 finished with value: 0.9975632856236261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:18:35,556] Trial 7681 finished with value: 0.9974762248300993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:18:38,932] Trial 7682 finished with value: 0.997343396482319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:18:40,703] Trial 7683 finished with value: 0.9973581235696191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:18:43,017] Trial 7684 finished with value: 0.9974400060061628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:18:44,388] Trial 7685 finished with value: 0.9973896273782841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:18:45,473] Trial 7686 finished with value: 0.9901044051397493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:18:48,011] Trial 7687 finished with value: 0.9974987369087231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:18:53,120] Trial 7688 finished with value: 0.9958681570032907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 34, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:18:56,059] Trial 7689 finished with value: 0.9973340210727143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:18:56,962] Trial 7690 finished with value: 0.990762233256719 and parameters: {'classifier': 'SVC', 'svc_c': 8.571662008287781, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:19:04,799] Trial 7691 finished with value: 0.9971101219420119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 38, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:19:07,995] Trial 7692 finished with value: 0.9970182850377419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:19:09,921] Trial 7693 finished with value: 0.9971805187154832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:19:11,036] Trial 7694 finished with value: 0.9971630071346089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:19:12,563] Trial 7695 finished with value: 0.9969082343831325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:19:15,662] Trial 7696 finished with value: 0.9974504858632095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:19:18,328] Trial 7697 finished with value: 0.9975019266318998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:19:24,197] Trial 7698 finished with value: 0.9972114547012456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 25, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:19:26,831] Trial 7699 finished with value: 0.9973295427904943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:19:29,063] Trial 7700 finished with value: 0.9975446058338537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:19:42,980] Trial 7701 finished with value: 0.9967533865290523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 55, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:19:48,445] Trial 7702 finished with value: 0.9971363070486672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 23, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:19:51,099] Trial 7703 finished with value: 0.9974217262092383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:20:03,241] Trial 7704 finished with value: 0.9964513782181496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 59, 'rf_n_estimators': 104}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:20:06,166] Trial 7705 finished with value: 0.9972498134853315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:20:07,886] Trial 7706 finished with value: 0.9972147720742859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:20:10,217] Trial 7707 finished with value: 0.9974897684743059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:20:11,689] Trial 7708 finished with value: 0.9867346822617359 and parameters: {'classifier': 'SVC', 'svc_c': 54417275.86415021, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:20:13,837] Trial 7709 finished with value: 0.9972887466303285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:20:15,852] Trial 7710 finished with value: 0.9974899171346646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:20:22,978] Trial 7711 finished with value: 0.9971653568505886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 31, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:20:25,842] Trial 7712 finished with value: 0.9975561604316611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:20:28,400] Trial 7713 finished with value: 0.9974814240388876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:20:29,113] Trial 7714 finished with value: 0.9946502048384099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 14}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:20:32,226] Trial 7715 finished with value: 0.9967954301159331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:20:35,493] Trial 7716 finished with value: 0.9973205210681305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:20:37,178] Trial 7717 finished with value: 0.9973040545848114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:20:38,310] Trial 7718 finished with value: 0.9969086174279379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:20:39,680] Trial 7719 finished with value: 0.9961437774975231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:20:42,137] Trial 7720 finished with value: 0.9975160480647117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:20:54,466] Trial 7721 finished with value: 0.9970239379081792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 54, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:21:03,933] Trial 7722 finished with value: 0.9969997040798133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 42, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:21:09,284] Trial 7723 finished with value: 0.997203588841734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 21, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:21:11,386] Trial 7724 finished with value: 0.9974619662260514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:21:18,554] Trial 7725 finished with value: 0.9972175851002388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 31, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:21:21,100] Trial 7726 finished with value: 0.9972601783876772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:21:35,626] Trial 7727 finished with value: 0.9907720028193966 and parameters: {'classifier': 'SVC', 'svc_c': 7322507.967029861, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:21:37,903] Trial 7728 finished with value: 0.9970703988087598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:21:40,399] Trial 7729 finished with value: 0.9974900987389711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:21:46,108] Trial 7730 finished with value: 0.9971918817115434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 25, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:21:49,357] Trial 7731 finished with value: 0.9976091732423841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:21:52,955] Trial 7732 finished with value: 0.9975826830074864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:21:55,341] Trial 7733 finished with value: 0.9971330817472963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:21:57,467] Trial 7734 finished with value: 0.9973315020667362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:21:59,968] Trial 7735 finished with value: 0.9973727384634166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:22:02,215] Trial 7736 finished with value: 0.9971446875066107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:22:08,377] Trial 7737 finished with value: 0.9970230289345093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 26, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:22:12,136] Trial 7738 finished with value: 0.9962650523583232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 45, 'rf_n_estimators': 39}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:22:14,593] Trial 7739 finished with value: 0.9924227608294753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 53, 'rf_n_estimators': 71}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:22:16,969] Trial 7740 finished with value: 0.9974422521613504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:22:18,832] Trial 7741 finished with value: 0.9974849798270888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:22:21,505] Trial 7742 finished with value: 0.9973961877624479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:22:24,616] Trial 7743 finished with value: 0.9973266517527649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:22:27,515] Trial 7744 finished with value: 0.997333457248788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:22:29,422] Trial 7745 finished with value: 0.9975815424423056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:22:31,341] Trial 7746 finished with value: 0.9852055630193042 and parameters: {'classifier': 'SVC', 'svc_c': 0.0002525965327886803, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:22:33,709] Trial 7747 finished with value: 0.9975275004664571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:22:36,118] Trial 7748 finished with value: 0.997641192189025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:22:39,860] Trial 7749 finished with value: 0.9973724611058431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:22:41,777] Trial 7750 finished with value: 0.9973948195729946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 85}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:22:44,654] Trial 7751 finished with value: 0.9974752668213626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:22:47,047] Trial 7752 finished with value: 0.997393046471318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:22:49,124] Trial 7753 finished with value: 0.9975297703298615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:22:51,630] Trial 7754 finished with value: 0.9971726605048074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:22:54,322] Trial 7755 finished with value: 0.9973415021418358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:23:03,291] Trial 7756 finished with value: 0.9969892706235871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 39, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:23:05,491] Trial 7757 finished with value: 0.9973247177398975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:23:08,606] Trial 7758 finished with value: 0.9974331621707475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:23:11,237] Trial 7759 finished with value: 0.9977072971722208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:23:14,212] Trial 7760 finished with value: 0.9976183185204217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:23:17,195] Trial 7761 finished with value: 0.99736617766666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:23:20,442] Trial 7762 finished with value: 0.9973185245633233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:23:21,596] Trial 7763 finished with value: 0.9969278667227218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:26:43,589] Trial 7764 finished with value: 0.9896207807475371 and parameters: {'classifier': 'SVC', 'svc_c': 1924140219.7378423, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:26:50,788] Trial 7765 finished with value: 0.9965692274161687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 33, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:26:52,688] Trial 7766 finished with value: 0.9970872084105967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:26:54,677] Trial 7767 finished with value: 0.9973735518742469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:26:56,295] Trial 7768 finished with value: 0.997605151224322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:26:58,143] Trial 7769 finished with value: 0.9970583199959346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:27:00,708] Trial 7770 finished with value: 0.9976747009447808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:27:03,888] Trial 7771 finished with value: 0.9972783089846988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:27:06,076] Trial 7772 finished with value: 0.9976129027638909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:27:12,551] Trial 7773 finished with value: 0.9970331074022404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 28, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:27:18,431] Trial 7774 finished with value: 0.9970752124971858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 25, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:27:34,389] Trial 7775 finished with value: 0.9955639104716774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 68, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:27:38,101] Trial 7776 finished with value: 0.9974565990285192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:27:38,870] Trial 7777 finished with value: 0.9898043881921129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 1, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:27:41,048] Trial 7778 finished with value: 0.9976143272881298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:27:42,271] Trial 7779 finished with value: 0.9971880834139909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:27:44,574] Trial 7780 finished with value: 0.9972758344435292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:27:54,017] Trial 7781 finished with value: 0.9961068629469167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 48, 'rf_n_estimators': 100}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:27:56,369] Trial 7782 finished with value: 0.9974297756408067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:28:00,077] Trial 7783 finished with value: 0.9953975816199971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 30, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:28:01,979] Trial 7784 finished with value: 0.9852060546712288 and parameters: {'classifier': 'SVC', 'svc_c': 5.8844895286065994e-08, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:28:03,488] Trial 7785 finished with value: 0.9973367301570201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:28:05,935] Trial 7786 finished with value: 0.9971196075773693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:28:07,411] Trial 7787 finished with value: 0.9891044134987523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:28:13,872] Trial 7788 finished with value: 0.9970537212683559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 27, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:28:17,204] Trial 7789 finished with value: 0.9973811429786937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:28:19,819] Trial 7790 finished with value: 0.9973724843062534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:28:22,078] Trial 7791 finished with value: 0.9975807024351088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:28:24,817] Trial 7792 finished with value: 0.9974191034520409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:28:27,827] Trial 7793 finished with value: 0.9974201376634936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:28:32,709] Trial 7794 finished with value: 0.9955917128786215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 36, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:28:35,481] Trial 7795 finished with value: 0.9971152235884725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:28:38,030] Trial 7796 finished with value: 0.9954391959516795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 50, 'rf_n_estimators': 22}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:28:39,364] Trial 7797 finished with value: 0.997214771058673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:28:42,381] Trial 7798 finished with value: 0.9972452738537364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:28:43,569] Trial 7799 finished with value: 0.9973342240366324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 82}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:28:45,644] Trial 7800 finished with value: 0.9973077502102331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:28:47,657] Trial 7801 finished with value: 0.9975612976563157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:28:56,442] Trial 7802 finished with value: 0.997091786381584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 40, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:28:57,722] Trial 7803 finished with value: 0.9867721295013813 and parameters: {'classifier': 'SVC', 'svc_c': 0.7416993090625429, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:28:59,171] Trial 7804 finished with value: 0.99691739483189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 29}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:29:01,705] Trial 7805 finished with value: 0.9971775111361577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:29:03,505] Trial 7806 finished with value: 0.9955685921304083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:29:06,246] Trial 7807 finished with value: 0.9976885957054575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:29:07,592] Trial 7808 finished with value: 0.9942010681894472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:29:12,869] Trial 7809 finished with value: 0.9972969538310351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 20, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:29:15,365] Trial 7810 finished with value: 0.9974417454021817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:29:18,837] Trial 7811 finished with value: 0.9972334565930067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:29:21,141] Trial 7812 finished with value: 0.9973684311215664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:29:24,200] Trial 7813 finished with value: 0.9970124040034875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:29:29,735] Trial 7814 finished with value: 0.9971312940144443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 26, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:29:32,499] Trial 7815 finished with value: 0.9968789829502849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:29:34,526] Trial 7816 finished with value: 0.9975140425463387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:29:35,858] Trial 7817 finished with value: 0.996812448934056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:29:37,370] Trial 7818 finished with value: 0.9973299057452042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:29:42,194] Trial 7819 finished with value: 0.9974780784825854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 21, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:29:45,335] Trial 7820 finished with value: 0.9972621557862643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:29:46,239] Trial 7821 finished with value: 0.9910019821714605 and parameters: {'classifier': 'SVC', 'svc_c': 26.720599304656393, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:29:49,561] Trial 7822 finished with value: 0.9976622622558229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:29:51,925] Trial 7823 finished with value: 0.9974751325700139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:29:54,082] Trial 7824 finished with value: 0.9973551512193709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:29:56,897] Trial 7825 finished with value: 0.9970891296013495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:29:58,711] Trial 7826 finished with value: 0.997521588519481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:30:01,865] Trial 7827 finished with value: 0.9974979483804122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:30:07,058] Trial 7828 finished with value: 0.9974332807753079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 23, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:30:09,287] Trial 7829 finished with value: 0.9975425342371572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:30:11,654] Trial 7830 finished with value: 0.9974434289712214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:30:15,240] Trial 7831 finished with value: 0.9974067852719175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:30:28,088] Trial 7832 finished with value: 0.9961767053860963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 69, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:30:29,819] Trial 7833 finished with value: 0.9965691386135035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:30:33,307] Trial 7834 finished with value: 0.9974536738725392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:30:36,030] Trial 7835 finished with value: 0.9975196373681433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:30:41,447] Trial 7836 finished with value: 0.9973283337666472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 24, 'rf_n_estimators': 106}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:30:42,542] Trial 7837 finished with value: 0.9972588432373858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 2, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:30:44,148] Trial 7838 finished with value: 0.997149417057844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:30:45,991] Trial 7839 finished with value: 0.9853460008477799 and parameters: {'classifier': 'SVC', 'svc_c': 0.0029068073478822733, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:30:49,027] Trial 7840 finished with value: 0.9972589932942123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:31:05,984] Trial 7841 finished with value: 0.996154620531445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 70, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:31:08,601] Trial 7842 finished with value: 0.9972018241506028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:31:10,980] Trial 7843 finished with value: 0.9975552965258198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:31:11,953] Trial 7844 finished with value: 0.9964793806373865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:31:14,902] Trial 7845 finished with value: 0.9974358740479894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:31:15,994] Trial 7846 finished with value: 0.9898247201938725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:31:18,819] Trial 7847 finished with value: 0.9973177395579199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:31:19,807] Trial 7848 finished with value: 0.9866933204685832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 62, 'rf_n_estimators': 4}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:31:22,248] Trial 7849 finished with value: 0.997393032411425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:31:24,071] Trial 7850 finished with value: 0.9961641497429493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:31:25,792] Trial 7851 finished with value: 0.9971933531126714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:31:27,902] Trial 7852 finished with value: 0.9973735849451467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:31:31,660] Trial 7853 finished with value: 0.9976404563456405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:31:33,983] Trial 7854 finished with value: 0.9973542536396097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:31:36,319] Trial 7855 finished with value: 0.9972234362373843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:31:38,868] Trial 7856 finished with value: 0.9974349543469067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:31:42,063] Trial 7857 finished with value: 0.9973666484667795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:31:44,518] Trial 7858 finished with value: 0.9973423182503884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:31:46,614] Trial 7859 finished with value: 0.9866067297452042 and parameters: {'classifier': 'SVC', 'svc_c': 9793585832.140692, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:31:48,491] Trial 7860 finished with value: 0.9935910128594633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 66, 'rf_n_estimators': 11}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:31:51,331] Trial 7861 finished with value: 0.9974291744931013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:31:52,676] Trial 7862 finished with value: 0.9955363837084596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:31:55,451] Trial 7863 finished with value: 0.9973966999487986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:32:04,893] Trial 7864 finished with value: 0.9966833260821862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 37, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:32:07,309] Trial 7865 finished with value: 0.9971495270931691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:32:18,699] Trial 7866 finished with value: 0.9966583922107951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 48, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:32:20,624] Trial 7867 finished with value: 0.997516304887859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 78}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:32:32,272] Trial 7868 finished with value: 0.9964640043829268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 51, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:32:34,201] Trial 7869 finished with value: 0.9971160441403321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:32:37,448] Trial 7870 finished with value: 0.9972343741359118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:32:38,798] Trial 7871 finished with value: 0.9974203637643463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 74}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:32:41,239] Trial 7872 finished with value: 0.997126780566623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:32:42,591] Trial 7873 finished with value: 0.9969484679571504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 4, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:32:44,737] Trial 7874 finished with value: 0.9963961141741736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:32:46,334] Trial 7875 finished with value: 0.9974490812386388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:32:48,143] Trial 7876 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.3575714998071749e-05, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:32:50,283] Trial 7877 finished with value: 0.9972403425446252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:32:55,269] Trial 7878 finished with value: 0.9973305577052994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:32:57,914] Trial 7879 finished with value: 0.9975272273935012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:33:01,325] Trial 7880 finished with value: 0.9976060298248145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:33:02,689] Trial 7881 finished with value: 0.9946965920118315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:33:05,425] Trial 7882 finished with value: 0.996651473251753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:33:07,754] Trial 7883 finished with value: 0.99763025349705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:33:09,668] Trial 7884 finished with value: 0.9971113165885871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:33:13,193] Trial 7885 finished with value: 0.9971386149340846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:33:15,427] Trial 7886 finished with value: 0.997419798607428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:33:29,896] Trial 7887 finished with value: 0.9963995357110266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 59, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:33:36,186] Trial 7888 finished with value: 0.996656818962722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 26, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:33:47,910] Trial 7889 finished with value: 0.9970514460095073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 50, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:33:52,688] Trial 7890 finished with value: 0.9962804140450832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 47, 'rf_n_estimators': 48}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:33:55,399] Trial 7891 finished with value: 0.9972553023342631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 94}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:33:57,720] Trial 7892 finished with value: 0.9970777882505425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:34:05,155] Trial 7893 finished with value: 0.9947295319608093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 64, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:34:07,197] Trial 7894 finished with value: 0.9974182287235728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:34:08,514] Trial 7895 finished with value: 0.9868120291926125 and parameters: {'classifier': 'SVC', 'svc_c': 935213.5993443867, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:34:12,081] Trial 7896 finished with value: 0.9973181784614423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:34:14,614] Trial 7897 finished with value: 0.9975388129357685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:34:17,267] Trial 7898 finished with value: 0.9973723020354509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:34:19,409] Trial 7899 finished with value: 0.9973898371658524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:34:25,719] Trial 7900 finished with value: 0.9966340771333861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 27, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:34:28,963] Trial 7901 finished with value: 0.9974517811506893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:34:32,464] Trial 7902 finished with value: 0.9972064252585247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:34:38,576] Trial 7903 finished with value: 0.9969809755406148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 30, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:34:41,045] Trial 7904 finished with value: 0.997511175661157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:34:43,787] Trial 7905 finished with value: 0.9973837816365828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:34:46,024] Trial 7906 finished with value: 0.997568302085543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:34:48,266] Trial 7907 finished with value: 0.9955051906456468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:34:55,156] Trial 7908 finished with value: 0.996903731916627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 31, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:34:57,643] Trial 7909 finished with value: 0.9975163742034491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:34:58,650] Trial 7910 finished with value: 0.9957363043105235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:35:01,493] Trial 7911 finished with value: 0.9973229471772534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:35:04,312] Trial 7912 finished with value: 0.9976559996049691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:35:07,558] Trial 7913 finished with value: 0.9972655092770434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 110}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:35:09,471] Trial 7914 finished with value: 0.9853864787402095 and parameters: {'classifier': 'SVC', 'svc_c': 0.0607560806040162, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:35:11,565] Trial 7915 finished with value: 0.9976177361298196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:35:14,114] Trial 7916 finished with value: 0.9975178415738629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:35:16,058] Trial 7917 finished with value: 0.9975235154547951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:35:19,359] Trial 7918 finished with value: 0.997386734150639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:35:37,109] Trial 7919 finished with value: 0.9964047475197639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 74, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:35:39,712] Trial 7920 finished with value: 0.9973875573367451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:35:42,033] Trial 7921 finished with value: 0.9975991777692812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:35:45,476] Trial 7922 finished with value: 0.9972793235503868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:35:47,411] Trial 7923 finished with value: 0.9973934502409768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:35:48,380] Trial 7924 finished with value: 0.9921295485209386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:35:51,235] Trial 7925 finished with value: 0.9970662010261663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:35:53,292] Trial 7926 finished with value: 0.997341717832655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:35:55,626] Trial 7927 finished with value: 0.9976107815291071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:35:57,946] Trial 7928 finished with value: 0.9972201798328642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:36:01,273] Trial 7929 finished with value: 0.9906565065428857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 51, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:36:04,558] Trial 7930 finished with value: 0.9973378087698056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:36:07,172] Trial 7931 finished with value: 0.9973711393172108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:36:08,791] Trial 7932 finished with value: 0.9976075999625729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 87}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:36:10,774] Trial 7933 finished with value: 0.9973835648031991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:36:13,192] Trial 7934 finished with value: 0.9853813980090301 and parameters: {'classifier': 'SVC', 'svc_c': 0.008980207754333554, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:36:15,414] Trial 7935 finished with value: 0.9970351822996791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:36:17,693] Trial 7936 finished with value: 0.9975373513733915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:36:20,653] Trial 7937 finished with value: 0.9974796265942358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:36:23,123] Trial 7938 finished with value: 0.9971629442935522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:36:25,893] Trial 7939 finished with value: 0.997291589331225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:36:28,846] Trial 7940 finished with value: 0.9973721745125387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:36:31,246] Trial 7941 finished with value: 0.9972561233621914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:36:34,076] Trial 7942 finished with value: 0.9976455910947385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 108}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:36:36,614] Trial 7943 finished with value: 0.9973278689967303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:36:38,547] Trial 7944 finished with value: 0.997325825107227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:36:41,569] Trial 7945 finished with value: 0.9973060121472063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:36:43,671] Trial 7946 finished with value: 0.9972374647098654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:36:45,431] Trial 7947 finished with value: 0.9974200346105081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:36:47,407] Trial 7948 finished with value: 0.997533743503284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:36:50,731] Trial 7949 finished with value: 0.997290342126675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:36:54,467] Trial 7950 finished with value: 0.9975000385120465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:36:55,289] Trial 7951 finished with value: 0.9936541880846826 and parameters: {'classifier': 'SVC', 'svc_c': 213.60880539721336, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:37:02,867] Trial 7952 finished with value: 0.9939702720305966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 60, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:37:07,245] Trial 7953 finished with value: 0.9975372240091689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:37:09,582] Trial 7954 finished with value: 0.9974134661331778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:37:12,917] Trial 7955 finished with value: 0.9976834808560276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:37:15,380] Trial 7956 finished with value: 0.9969467529358443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:37:17,869] Trial 7957 finished with value: 0.9973754289175707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:37:19,393] Trial 7958 finished with value: 0.9964430015370173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:37:22,554] Trial 7959 finished with value: 0.9973648186494621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:37:24,121] Trial 7960 finished with value: 0.9966592385020978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:37:28,331] Trial 7961 finished with value: 0.9973538382856146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:37:29,591] Trial 7962 finished with value: 0.9970718154302597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:37:38,060] Trial 7963 finished with value: 0.9968885113048657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 34, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:37:39,628] Trial 7964 finished with value: 0.9974294369338582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:37:42,200] Trial 7965 finished with value: 0.9973975272290946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:37:46,071] Trial 7966 finished with value: 0.9970697068589013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:37:48,381] Trial 7967 finished with value: 0.9976045018667351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:37:50,676] Trial 7968 finished with value: 0.9975765384533865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:37:51,857] Trial 7969 finished with value: 0.9971724160594438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:37:52,879] Trial 7970 finished with value: 0.9920280772892146 and parameters: {'classifier': 'SVC', 'svc_c': 5953.720061898608, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:37:56,188] Trial 7971 finished with value: 0.9974868811499119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:38:01,605] Trial 7972 finished with value: 0.9973716128467901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 22, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:38:06,055] Trial 7973 finished with value: 0.9975188738175654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:38:07,110] Trial 7974 finished with value: 0.9933071669469654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:38:08,315] Trial 7975 finished with value: 0.9969833084672414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:38:16,819] Trial 7976 finished with value: 0.9970247185654894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 40, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:38:19,712] Trial 7977 finished with value: 0.9976088714148839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:38:31,134] Trial 7978 finished with value: 0.9968498683078186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 46, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:38:33,432] Trial 7979 finished with value: 0.9974406148344418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:38:34,504] Trial 7980 finished with value: 0.9969628657001848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:38:37,727] Trial 7981 finished with value: 0.9975334086366222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:38:40,069] Trial 7982 finished with value: 0.9975048966652809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 97}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:38:43,619] Trial 7983 finished with value: 0.9975980001977002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:38:45,062] Trial 7984 finished with value: 0.9952501621501119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:38:47,659] Trial 7985 finished with value: 0.9973430039796171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:38:50,219] Trial 7986 finished with value: 0.997425245530584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:38:54,066] Trial 7987 finished with value: 0.9973452001158626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:38:56,326] Trial 7988 finished with value: 0.9973498156327943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:38:58,109] Trial 7989 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 4.138494708894867e-06, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:38:59,801] Trial 7990 finished with value: 0.9974242020199243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:39:02,308] Trial 7991 finished with value: 0.9970653426109828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:39:07,987] Trial 7992 finished with value: 0.9968942659905102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 21, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:39:18,105] Trial 7993 finished with value: 0.9964964157687938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 43, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:39:20,009] Trial 7994 finished with value: 0.997309818855304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:39:22,510] Trial 7995 finished with value: 0.9970062919490047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:39:23,492] Trial 7996 finished with value: 0.9892689330675415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:39:25,886] Trial 7997 finished with value: 0.9975440425812098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:39:29,080] Trial 7998 finished with value: 0.9973599997242814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:39:30,955] Trial 7999 finished with value: 0.997229142173603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:39:33,648] Trial 8000 finished with value: 0.9974336916859959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:39:50,263] Trial 8001 finished with value: 0.9963689908632358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 74, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:40:03,347] Trial 8002 finished with value: 0.9967231264337674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 52, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:40:06,155] Trial 8003 finished with value: 0.9976129921061004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:40:08,490] Trial 8004 finished with value: 0.9968831202404269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:40:11,033] Trial 8005 finished with value: 0.9972785347364347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:40:14,463] Trial 8006 finished with value: 0.9973189188433477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:40:16,605] Trial 8007 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 7.086866471882965e-09, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:40:19,131] Trial 8008 finished with value: 0.9973400514020853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:40:30,788] Trial 8009 finished with value: 0.996995968210725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 59, 'rf_n_estimators': 106}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:40:33,649] Trial 8010 finished with value: 0.9972100778156058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:40:50,044] Trial 8011 finished with value: 0.9968267980863542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 66, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:40:51,327] Trial 8012 finished with value: 0.9970605285734399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:40:52,873] Trial 8013 finished with value: 0.9970067432937868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 4, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:40:58,692] Trial 8014 finished with value: 0.997300700110157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:41:01,342] Trial 8015 finished with value: 0.9972572140353817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:41:04,219] Trial 8016 finished with value: 0.997259214951758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:41:06,928] Trial 8017 finished with value: 0.9974364598028096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:41:08,857] Trial 8018 finished with value: 0.9973814699426166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:41:11,107] Trial 8019 finished with value: 0.9971886880211281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:41:14,070] Trial 8020 finished with value: 0.997196227995806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:41:16,278] Trial 8021 finished with value: 0.9973324556321662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:41:18,748] Trial 8022 finished with value: 0.9975240427801279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:41:27,309] Trial 8023 finished with value: 0.9970289783004783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 36, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:41:28,917] Trial 8024 finished with value: 0.997005971110498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:41:31,234] Trial 8025 finished with value: 0.9974003035342885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:41:33,112] Trial 8026 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 8.316447965873501e-07, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:41:34,641] Trial 8027 finished with value: 0.995655999025816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:41:38,099] Trial 8028 finished with value: 0.9967636819571185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:41:39,865] Trial 8029 finished with value: 0.9962726967189784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:41:42,769] Trial 8030 finished with value: 0.9971103979665932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:41:48,859] Trial 8031 finished with value: 0.9968330166532544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 31, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:41:51,529] Trial 8032 finished with value: 0.9971897130920637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:41:56,464] Trial 8033 finished with value: 0.996116256669294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 30, 'rf_n_estimators': 80}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:41:58,573] Trial 8034 finished with value: 0.9973958983762073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:42:02,434] Trial 8035 finished with value: 0.9972199075216182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:42:04,243] Trial 8036 finished with value: 0.9974602715170061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:42:11,599] Trial 8037 finished with value: 0.9971148218183018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 30, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:42:13,872] Trial 8038 finished with value: 0.9975064286223366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:42:16,279] Trial 8039 finished with value: 0.9974957660818943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:42:18,157] Trial 8040 finished with value: 0.9974213706494609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:42:21,270] Trial 8041 finished with value: 0.99747151114782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:42:22,488] Trial 8042 finished with value: 0.9968495894903014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:42:24,271] Trial 8043 finished with value: 0.9973834376294038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:42:35,756] Trial 8044 finished with value: 0.9966692355620962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 49, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:42:49,196] Trial 8045 finished with value: 0.9966751251655855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 56, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:42:50,733] Trial 8046 finished with value: 0.9967490870899408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:42:51,998] Trial 8047 finished with value: 0.9881223368274338 and parameters: {'classifier': 'SVC', 'svc_c': 42528.435087519756, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:42:54,618] Trial 8048 finished with value: 0.9975670050207404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:42:57,578] Trial 8049 finished with value: 0.997084032144293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:43:00,841] Trial 8050 finished with value: 0.997528082254039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:43:03,848] Trial 8051 finished with value: 0.9974771793794046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:43:07,771] Trial 8052 finished with value: 0.9975628213932536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:43:14,382] Trial 8053 finished with value: 0.996111197773795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 27, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:43:16,941] Trial 8054 finished with value: 0.9973869177861717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:43:19,117] Trial 8055 finished with value: 0.9975895493133402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:43:21,707] Trial 8056 finished with value: 0.9975741459864454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:43:22,827] Trial 8057 finished with value: 0.9970945847446235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 34}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:43:30,474] Trial 8058 finished with value: 0.9970910085489475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 35, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:43:32,974] Trial 8059 finished with value: 0.9972801486725054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:43:35,491] Trial 8060 finished with value: 0.9973645130134132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:43:40,186] Trial 8061 finished with value: 0.9975341853901697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:43:41,124] Trial 8062 finished with value: 0.9888360891368547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:43:41,924] Trial 8063 finished with value: 0.9946550076407337 and parameters: {'classifier': 'SVC', 'svc_c': 531.0331652469187, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:43:45,195] Trial 8064 finished with value: 0.9971575892833764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:43:47,278] Trial 8065 finished with value: 0.997522461438888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:43:49,989] Trial 8066 finished with value: 0.9973373575202372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:43:52,511] Trial 8067 finished with value: 0.9966682096024991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:44:10,438] Trial 8068 finished with value: 0.9962885502798285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 73, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:44:13,419] Trial 8069 finished with value: 0.9968959069355402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:44:16,173] Trial 8070 finished with value: 0.9972248863423766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:44:17,713] Trial 8071 finished with value: 0.9974703326241018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 111}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:44:20,390] Trial 8072 finished with value: 0.9972509317387632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:44:21,686] Trial 8073 finished with value: 0.995574559460033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:44:24,196] Trial 8074 finished with value: 0.9977045114091304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:44:28,046] Trial 8075 finished with value: 0.997442210743381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:44:29,539] Trial 8076 finished with value: 0.9973095002067129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:44:31,939] Trial 8077 finished with value: 0.9960450382966121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:44:33,843] Trial 8078 finished with value: 0.9973334600734618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:44:34,869] Trial 8079 finished with value: 0.9923189869490887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:44:38,274] Trial 8080 finished with value: 0.9971436331733243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:44:40,421] Trial 8081 finished with value: 0.9976751848209181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:44:42,625] Trial 8082 finished with value: 0.9866070574708368 and parameters: {'classifier': 'SVC', 'svc_c': 804095024.7925584, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:44:46,877] Trial 8083 finished with value: 0.9972804100976491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:44:49,258] Trial 8084 finished with value: 0.9974079862660741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:44:52,134] Trial 8085 finished with value: 0.9970089788802512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:44:53,397] Trial 8086 finished with value: 0.9971416729766832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:45:09,332] Trial 8087 finished with value: 0.9962259624280629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 73, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:45:12,297] Trial 8088 finished with value: 0.9974376691757737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:45:18,503] Trial 8089 finished with value: 0.9965595866776576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 33, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:45:20,728] Trial 8090 finished with value: 0.997315525108902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:45:22,757] Trial 8091 finished with value: 0.9973652595524727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:45:25,382] Trial 8092 finished with value: 0.9975692089010352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:45:28,952] Trial 8093 finished with value: 0.9971793589171307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:45:34,340] Trial 8094 finished with value: 0.997187629942769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 23, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:45:35,629] Trial 8095 finished with value: 0.9971472306651362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:45:42,970] Trial 8096 finished with value: 0.9968088070409117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 30, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:45:46,495] Trial 8097 finished with value: 0.9974700254963714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:45:50,632] Trial 8098 finished with value: 0.9973730665064281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:45:52,989] Trial 8099 finished with value: 0.9975345069586482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:45:59,907] Trial 8100 finished with value: 0.997143304336865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 29, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:46:01,834] Trial 8101 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.6744455518681264e-08, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:46:03,877] Trial 8102 finished with value: 0.9972306405519528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:46:05,842] Trial 8103 finished with value: 0.9975028663278641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:46:09,104] Trial 8104 finished with value: 0.9969695885189589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:46:10,140] Trial 8105 finished with value: 0.9965629090970255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:46:25,305] Trial 8106 finished with value: 0.9966885464918968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 65, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:46:27,876] Trial 8107 finished with value: 0.9972151771134611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:46:29,718] Trial 8108 finished with value: 0.9973083927124319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:46:32,802] Trial 8109 finished with value: 0.9973552052690273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:46:34,217] Trial 8110 finished with value: 0.9946217055304936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:46:36,979] Trial 8111 finished with value: 0.9960634676108188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 20, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:46:38,613] Trial 8112 finished with value: 0.9956361671182644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:46:46,922] Trial 8113 finished with value: 0.9956537349704485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 59, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:46:58,437] Trial 8114 finished with value: 0.9971473003933188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 44, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:47:06,602] Trial 8115 finished with value: 0.99719721517168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 36, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:47:09,150] Trial 8116 finished with value: 0.9974886993828928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:47:09,679] Trial 8117 finished with value: 0.9804896083690041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 2}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:47:11,834] Trial 8118 finished with value: 0.9974001607454429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:47:13,210] Trial 8119 finished with value: 0.9867335352537601 and parameters: {'classifier': 'SVC', 'svc_c': 159034947.23962763, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:47:15,956] Trial 8120 finished with value: 0.997184247919611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:47:16,871] Trial 8121 finished with value: 0.9889075611271552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:47:19,735] Trial 8122 finished with value: 0.9971612785294787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:47:22,864] Trial 8123 finished with value: 0.9973004698199005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:47:28,245] Trial 8124 finished with value: 0.9968367582986418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 25, 'rf_n_estimators': 110}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:47:40,792] Trial 8125 finished with value: 0.996648240745877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 52, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:47:51,063] Trial 8126 finished with value: 0.9966019179369319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 41, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:47:53,720] Trial 8127 finished with value: 0.9976429897606285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:47:57,679] Trial 8128 finished with value: 0.9974327064461342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:47:59,978] Trial 8129 finished with value: 0.997389031245168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:48:07,086] Trial 8130 finished with value: 0.9972351381308204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 29, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:48:10,657] Trial 8131 finished with value: 0.9971568790524831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:48:13,188] Trial 8132 finished with value: 0.9971590545273505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:48:15,949] Trial 8133 finished with value: 0.9974725340923157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:48:18,446] Trial 8134 finished with value: 0.9970851848333542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:48:22,289] Trial 8135 finished with value: 0.9973034889200866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:48:24,350] Trial 8136 finished with value: 0.9975756765470333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:48:26,369] Trial 8137 finished with value: 0.9973518894511443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 91}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:48:28,816] Trial 8138 finished with value: 0.9969806203299546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:48:31,044] Trial 8139 finished with value: 0.9950298031925603 and parameters: {'classifier': 'SVC', 'svc_c': 348341.658094332, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:48:33,798] Trial 8140 finished with value: 0.9974010522632636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:48:36,278] Trial 8141 finished with value: 0.9974248690237877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:48:38,951] Trial 8142 finished with value: 0.997611956022111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:48:42,668] Trial 8143 finished with value: 0.9972414347412349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:48:44,730] Trial 8144 finished with value: 0.9974184487624854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:48:47,185] Trial 8145 finished with value: 0.9975729844742457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:48:49,955] Trial 8146 finished with value: 0.9972941557853745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:48:50,824] Trial 8147 finished with value: 0.9970017548881803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 4, 'rf_n_estimators': 44}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:48:55,556] Trial 8148 finished with value: 0.9974195830118227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:48:57,256] Trial 8149 finished with value: 0.9973495595078812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:49:00,395] Trial 8150 finished with value: 0.9973872250725918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:49:06,574] Trial 8151 finished with value: 0.9955228903370985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 43, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:49:15,292] Trial 8152 finished with value: 0.9967468242088762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 40, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:49:19,500] Trial 8153 finished with value: 0.9971731640584472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:49:21,233] Trial 8154 finished with value: 0.9974811630898124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:49:23,584] Trial 8155 finished with value: 0.9974766090174695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:49:30,365] Trial 8156 finished with value: 0.9973082367523546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 28, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:49:32,231] Trial 8157 finished with value: 0.9852078579556555 and parameters: {'classifier': 'SVC', 'svc_c': 1.1432620845914577e-10, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:49:34,768] Trial 8158 finished with value: 0.9971765103129835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:49:37,272] Trial 8159 finished with value: 0.997377088587966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:49:39,800] Trial 8160 finished with value: 0.9970205140861972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 101}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:49:42,362] Trial 8161 finished with value: 0.9974020530547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:49:44,046] Trial 8162 finished with value: 0.9975597066350144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:49:45,294] Trial 8163 finished with value: 0.9973364636855488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 108}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:49:47,388] Trial 8164 finished with value: 0.9974124752757069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:49:50,133] Trial 8165 finished with value: 0.9966412852565033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:49:54,002] Trial 8166 finished with value: 0.9971628165484745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:50:05,759] Trial 8167 finished with value: 0.9962681938398803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 50, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:50:19,920] Trial 8168 finished with value: 0.9970197538998374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 61, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:50:22,545] Trial 8169 finished with value: 0.9974343190174749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:50:28,205] Trial 8170 finished with value: 0.9975020677386364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:50:31,107] Trial 8171 finished with value: 0.9973982159734248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:50:34,148] Trial 8172 finished with value: 0.9976388397435855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:50:36,055] Trial 8173 finished with value: 0.9973577221168276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:50:36,982] Trial 8174 finished with value: 0.9954266141882347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 1, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:50:42,107] Trial 8175 finished with value: 0.9973558801438918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:50:47,296] Trial 8176 finished with value: 0.9972989335147515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 21, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:50:48,895] Trial 8177 finished with value: 0.9893054023670439 and parameters: {'classifier': 'SVC', 'svc_c': 3.3372003283408933, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:50:50,977] Trial 8178 finished with value: 0.9974819015357056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:50:53,956] Trial 8179 finished with value: 0.9975376461550761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:50:55,163] Trial 8180 finished with value: 0.9904252580871159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:50:57,642] Trial 8181 finished with value: 0.9973216337356906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:51:00,319] Trial 8182 finished with value: 0.9975577806835755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:51:02,964] Trial 8183 finished with value: 0.9974828279969623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:51:04,976] Trial 8184 finished with value: 0.9966723332453412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:51:07,513] Trial 8185 finished with value: 0.9976315296465716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:51:11,008] Trial 8186 finished with value: 0.9973461482223723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:51:13,782] Trial 8187 finished with value: 0.9973879358112918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:51:15,926] Trial 8188 finished with value: 0.9975065809960304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:51:18,552] Trial 8189 finished with value: 0.9972043730536896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:51:20,519] Trial 8190 finished with value: 0.9961985212937194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:51:21,949] Trial 8191 finished with value: 0.9973785260612712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 110}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:51:24,373] Trial 8192 finished with value: 0.9973831568758743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:51:25,822] Trial 8193 finished with value: 0.9955828427999794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:51:29,316] Trial 8194 finished with value: 0.9972068650824464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 105}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:51:30,378] Trial 8195 finished with value: 0.9895680960115637 and parameters: {'classifier': 'SVC', 'svc_c': 17919.26682435097, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:51:33,633] Trial 8196 finished with value: 0.9971720643399534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:51:39,194] Trial 8197 finished with value: 0.9971561435264773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 26, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:51:41,828] Trial 8198 finished with value: 0.9975004460585163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:51:45,477] Trial 8199 finished with value: 0.9975617322434829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:51:58,448] Trial 8200 finished with value: 0.9968113106857425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 54, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:52:01,318] Trial 8201 finished with value: 0.9969438870662758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:52:03,609] Trial 8202 finished with value: 0.9974935028517127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:52:06,804] Trial 8203 finished with value: 0.9971896655804162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:52:09,314] Trial 8204 finished with value: 0.9974884048551115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:52:23,006] Trial 8205 finished with value: 0.9966545060944529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 59, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:52:24,126] Trial 8206 finished with value: 0.9970376723289475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:52:27,553] Trial 8207 finished with value: 0.9971359135938282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:52:30,025] Trial 8208 finished with value: 0.9973893302797322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:52:33,638] Trial 8209 finished with value: 0.9972195093695687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 18, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:52:36,323] Trial 8210 finished with value: 0.9976981942325519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:52:44,136] Trial 8211 finished with value: 0.9971035059530343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 32, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:52:46,868] Trial 8212 finished with value: 0.9975014087962015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:52:49,226] Trial 8213 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 3.596123804667194e-05, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:52:50,400] Trial 8214 finished with value: 0.9967612914261901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:52:52,716] Trial 8215 finished with value: 0.9973556549951761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:52:54,498] Trial 8216 finished with value: 0.9970827436169873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 76}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:52:56,107] Trial 8217 finished with value: 0.997580741409259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:52:59,435] Trial 8218 finished with value: 0.9973171816689823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:53:01,363] Trial 8219 finished with value: 0.9971480195108263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:53:02,965] Trial 8220 finished with value: 0.9971287526649794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:53:05,511] Trial 8221 finished with value: 0.9971739302115336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:53:07,380] Trial 8222 finished with value: 0.9970934902628844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:53:10,923] Trial 8223 finished with value: 0.9968304906649367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:53:12,111] Trial 8224 finished with value: 0.9935127591448323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 8}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:53:14,236] Trial 8225 finished with value: 0.9975305825029137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:53:19,232] Trial 8226 finished with value: 0.9897499169610658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 74, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:53:21,364] Trial 8227 finished with value: 0.9973205731817746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:53:23,180] Trial 8228 finished with value: 0.9973477809155464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:53:26,314] Trial 8229 finished with value: 0.9975046245444622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:53:29,640] Trial 8230 finished with value: 0.9974478991920129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:53:31,543] Trial 8231 finished with value: 0.9852061373802156 and parameters: {'classifier': 'SVC', 'svc_c': 1.879291960138699e-09, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:53:33,817] Trial 8232 finished with value: 0.9974860446021466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:53:36,483] Trial 8233 finished with value: 0.997512920135241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:53:41,487] Trial 8234 finished with value: 0.9973421799048497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:53:44,239] Trial 8235 finished with value: 0.9974592878005643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:53:46,478] Trial 8236 finished with value: 0.9974575541173686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:53:49,620] Trial 8237 finished with value: 0.9973956810350172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:53:53,328] Trial 8238 finished with value: 0.9973671787437374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:53:56,173] Trial 8239 finished with value: 0.9973862289148899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:53:58,361] Trial 8240 finished with value: 0.9972941263960723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:54:00,998] Trial 8241 finished with value: 0.9973960623659753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:54:06,464] Trial 8242 finished with value: 0.9971504768500501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 25, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:54:09,886] Trial 8243 finished with value: 0.997053326163146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:54:13,222] Trial 8244 finished with value: 0.9972814328199795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:54:15,314] Trial 8245 finished with value: 0.9974835221367367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:54:29,648] Trial 8246 finished with value: 0.9968575120654536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 60, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:54:32,188] Trial 8247 finished with value: 0.9972730032317555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:54:33,322] Trial 8248 finished with value: 0.9969370995021704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 37}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:54:35,934] Trial 8249 finished with value: 0.9974433624803053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:54:37,732] Trial 8250 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.893836920681817e-07, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:54:38,630] Trial 8251 finished with value: 0.9885153087106066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:54:41,544] Trial 8252 finished with value: 0.9973000577983857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:54:43,345] Trial 8253 finished with value: 0.9974069640198125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:54:44,534] Trial 8254 finished with value: 0.9971642654474264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:54:49,888] Trial 8255 finished with value: 0.9971719499565349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 20, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:54:50,596] Trial 8256 finished with value: 0.9964726820663737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 16}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:54:53,104] Trial 8257 finished with value: 0.9973946608517194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:54:57,039] Trial 8258 finished with value: 0.9975101312618359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:55:00,682] Trial 8259 finished with value: 0.9974019179464279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:55:02,478] Trial 8260 finished with value: 0.9955896806369303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:55:05,135] Trial 8261 finished with value: 0.9971504358129358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:55:07,132] Trial 8262 finished with value: 0.9973488354075223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:55:08,926] Trial 8263 finished with value: 0.9970869615531522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:55:16,896] Trial 8264 finished with value: 0.9969733781203246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 39, 'rf_n_estimators': 109}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:55:22,471] Trial 8265 finished with value: 0.996962352879076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 22, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:55:25,541] Trial 8266 finished with value: 0.9974837350346201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:55:26,843] Trial 8267 finished with value: 0.9944114047284122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:55:29,397] Trial 8268 finished with value: 0.997470811390436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:55:30,254] Trial 8269 finished with value: 0.9916301126840796 and parameters: {'classifier': 'SVC', 'svc_c': 65.12603291088463, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:55:32,434] Trial 8270 finished with value: 0.9969732608804943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:55:35,284] Trial 8271 finished with value: 0.9973273847080001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:55:36,736] Trial 8272 finished with value: 0.997205090520826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:55:39,257] Trial 8273 finished with value: 0.9973840428078234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:55:42,032] Trial 8274 finished with value: 0.9970349466457161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:55:44,660] Trial 8275 finished with value: 0.9976298057386516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:55:46,876] Trial 8276 finished with value: 0.9975093051875801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:55:48,508] Trial 8277 finished with value: 0.9966144716440665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 41}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:55:51,021] Trial 8278 finished with value: 0.9961935958878593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 17, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:55:53,648] Trial 8279 finished with value: 0.9973625726847021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:55:57,267] Trial 8280 finished with value: 0.9974891743089401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:56:00,274] Trial 8281 finished with value: 0.9975946668604924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:56:01,559] Trial 8282 finished with value: 0.9973537657010203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:56:03,349] Trial 8283 finished with value: 0.9973997530720213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:56:05,894] Trial 8284 finished with value: 0.9975440683523905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:56:08,840] Trial 8285 finished with value: 0.9973797295944604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 98}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:56:11,108] Trial 8286 finished with value: 0.9963208777189303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:56:12,020] Trial 8287 finished with value: 0.9964271426441985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 83}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:56:13,949] Trial 8288 finished with value: 0.9853892639954934 and parameters: {'classifier': 'SVC', 'svc_c': 0.03622384769518682, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:56:16,241] Trial 8289 finished with value: 0.9971020404868948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:56:18,665] Trial 8290 finished with value: 0.9971860798951061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:56:21,103] Trial 8291 finished with value: 0.997273779191855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:56:33,670] Trial 8292 finished with value: 0.9968429814675387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 51, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:56:35,570] Trial 8293 finished with value: 0.9974429008841791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 70}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:56:38,748] Trial 8294 finished with value: 0.9977498474865326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:56:53,378] Trial 8295 finished with value: 0.9962320836548009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 74, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:56:57,108] Trial 8296 finished with value: 0.9972990024177486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:57:00,550] Trial 8297 finished with value: 0.9972947731828886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:57:03,998] Trial 8298 finished with value: 0.997237658977597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:57:07,120] Trial 8299 finished with value: 0.9971110960418681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:57:10,558] Trial 8300 finished with value: 0.9975361759282504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:57:14,225] Trial 8301 finished with value: 0.9974177547496629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:57:17,663] Trial 8302 finished with value: 0.9973012867219008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:57:20,772] Trial 8303 finished with value: 0.9975290315348513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 110}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:57:23,887] Trial 8304 finished with value: 0.997642571137629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:57:27,261] Trial 8305 finished with value: 0.9972545826137353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:57:30,724] Trial 8306 finished with value: 0.9976578336116902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:57:32,059] Trial 8307 finished with value: 0.98670683453306 and parameters: {'classifier': 'SVC', 'svc_c': 3051786.6439201883, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:57:35,048] Trial 8308 finished with value: 0.9976850059576954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:57:38,572] Trial 8309 finished with value: 0.9973001446650386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:57:41,771] Trial 8310 finished with value: 0.9972607737908215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:57:44,835] Trial 8311 finished with value: 0.9972717792593536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:57:48,502] Trial 8312 finished with value: 0.9975468490056779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:57:51,453] Trial 8313 finished with value: 0.9973593177718635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:57:55,124] Trial 8314 finished with value: 0.997390162511142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:57:58,681] Trial 8315 finished with value: 0.9973531428763239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:58:01,636] Trial 8316 finished with value: 0.9973861252906223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:58:05,384] Trial 8317 finished with value: 0.9973853122289086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:58:08,334] Trial 8318 finished with value: 0.9974577200114109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:58:11,553] Trial 8319 finished with value: 0.9973871644531885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:58:14,474] Trial 8320 finished with value: 0.9973071137064987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:58:18,370] Trial 8321 finished with value: 0.9973756227727094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:58:21,724] Trial 8322 finished with value: 0.9975590285228834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:58:24,715] Trial 8323 finished with value: 0.9969867552992064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:58:28,158] Trial 8324 finished with value: 0.9971469469282433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:58:30,915] Trial 8325 finished with value: 0.997414422428068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:58:32,696] Trial 8326 finished with value: 0.9851224783825635 and parameters: {'classifier': 'SVC', 'svc_c': 0.0004092806387371275, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:58:36,520] Trial 8327 finished with value: 0.9974679333969867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:58:39,754] Trial 8328 finished with value: 0.9971789578769318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:58:42,553] Trial 8329 finished with value: 0.997480829111812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:58:45,600] Trial 8330 finished with value: 0.997343225288046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:58:49,278] Trial 8331 finished with value: 0.9972204385602859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 16, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:58:53,156] Trial 8332 finished with value: 0.9973510670902238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:58:56,316] Trial 8333 finished with value: 0.997428777451879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:58:58,430] Trial 8334 finished with value: 0.9966679818512754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:59:01,244] Trial 8335 finished with value: 0.997313466683437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:59:05,330] Trial 8336 finished with value: 0.9972975222569579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 17, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:59:09,039] Trial 8337 finished with value: 0.9973897147527433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 108}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:59:12,825] Trial 8338 finished with value: 0.9974541645723267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:59:15,556] Trial 8339 finished with value: 0.9973525376344287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:59:16,733] Trial 8340 finished with value: 0.9909760340517604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:59:19,502] Trial 8341 finished with value: 0.9971759289379943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:59:22,596] Trial 8342 finished with value: 0.9974388461443343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:59:25,951] Trial 8343 finished with value: 0.9974571483482215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:59:29,433] Trial 8344 finished with value: 0.9974967119032749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:59:31,308] Trial 8345 finished with value: 0.9852052356427885 and parameters: {'classifier': 'SVC', 'svc_c': 9.618361718889851e-08, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:59:34,002] Trial 8346 finished with value: 0.9973215746397068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:59:36,857] Trial 8347 finished with value: 0.9975735412206186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:59:39,928] Trial 8348 finished with value: 0.9967286194403648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:59:41,602] Trial 8349 finished with value: 0.9943655682711611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 17, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:59:45,734] Trial 8350 finished with value: 0.9971947769386764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:59:48,397] Trial 8351 finished with value: 0.9973611363222238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:59:51,216] Trial 8352 finished with value: 0.9972426047909316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:59:54,469] Trial 8353 finished with value: 0.9973889362218733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 10:59:59,051] Trial 8354 finished with value: 0.9970269651015317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 19, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:00:01,709] Trial 8355 finished with value: 0.9972832664458456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:00:10,740] Trial 8356 finished with value: 0.996820423083308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 42, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:00:13,930] Trial 8357 finished with value: 0.9973020250091045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:00:17,090] Trial 8358 finished with value: 0.9974438839976009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:00:20,242] Trial 8359 finished with value: 0.9973127288405642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:00:23,290] Trial 8360 finished with value: 0.9971047485873256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:00:28,751] Trial 8361 finished with value: 0.997007258812618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 26, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:00:31,474] Trial 8362 finished with value: 0.997481014397716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:00:40,457] Trial 8363 finished with value: 0.9972283394267093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 39, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:01:15,799] Trial 8364 finished with value: 0.9897785428397573 and parameters: {'classifier': 'SVC', 'svc_c': 24891145.770556577, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:01:18,617] Trial 8365 finished with value: 0.9974823859831252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:01:21,890] Trial 8366 finished with value: 0.9970214681911714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:01:25,504] Trial 8367 finished with value: 0.9975734729206418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:01:28,730] Trial 8368 finished with value: 0.9975473949929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:01:31,855] Trial 8369 finished with value: 0.9974005208120031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:01:36,027] Trial 8370 finished with value: 0.9970039184295946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:01:38,746] Trial 8371 finished with value: 0.9973533033431843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:01:41,524] Trial 8372 finished with value: 0.9970603998444871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:01:44,729] Trial 8373 finished with value: 0.9974107967847323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:01:48,014] Trial 8374 finished with value: 0.997263487731027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:01:50,974] Trial 8375 finished with value: 0.9972720407479735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:01:54,075] Trial 8376 finished with value: 0.9973283929895825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:01:56,142] Trial 8377 finished with value: 0.9964696068535671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:02:04,223] Trial 8378 finished with value: 0.9971451627500368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 36, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:02:07,725] Trial 8379 finished with value: 0.9968825083970468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:02:10,028] Trial 8380 finished with value: 0.9974119417297441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:02:13,282] Trial 8381 finished with value: 0.9977779538791544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:02:14,863] Trial 8382 finished with value: 0.985834809309798 and parameters: {'classifier': 'SVC', 'svc_c': 0.49570834469016484, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:02:18,665] Trial 8383 finished with value: 0.9972418919892679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:02:22,601] Trial 8384 finished with value: 0.9972223139532382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 109}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:02:26,177] Trial 8385 finished with value: 0.9971971145307753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 111}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:02:29,418] Trial 8386 finished with value: 0.9974562922499054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 110}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:02:33,246] Trial 8387 finished with value: 0.9972893292748339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:02:36,655] Trial 8388 finished with value: 0.9974245812561806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:02:40,776] Trial 8389 finished with value: 0.9974417883435707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 109}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:02:44,530] Trial 8390 finished with value: 0.9974992928933863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 111}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:02:48,330] Trial 8391 finished with value: 0.9973854198838907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:02:51,444] Trial 8392 finished with value: 0.9974121948395563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:02:54,905] Trial 8393 finished with value: 0.9972672522594458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:02:58,748] Trial 8394 finished with value: 0.9975055160305452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:03:02,106] Trial 8395 finished with value: 0.9973423552250505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:03:05,458] Trial 8396 finished with value: 0.9974515669515517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 111}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:03:08,440] Trial 8397 finished with value: 0.9974624979629532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 106}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:03:12,090] Trial 8398 finished with value: 0.9973486986488789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:03:16,205] Trial 8399 finished with value: 0.9973983156621921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:03:19,433] Trial 8400 finished with value: 0.9975623381836124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:03:21,328] Trial 8401 finished with value: 0.9853025745037463 and parameters: {'classifier': 'SVC', 'svc_c': 0.0012789780870745263, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:03:24,510] Trial 8402 finished with value: 0.9971816608358214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:03:27,950] Trial 8403 finished with value: 0.9975541874763811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:03:31,564] Trial 8404 finished with value: 0.9970482438768089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 109}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:03:35,309] Trial 8405 finished with value: 0.997312017530582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 18, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:03:38,834] Trial 8406 finished with value: 0.9975064688342653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:03:42,210] Trial 8407 finished with value: 0.9975930206152318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:03:45,342] Trial 8408 finished with value: 0.9973139790919533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:03:49,249] Trial 8409 finished with value: 0.9975604347660876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 107}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:03:53,443] Trial 8410 finished with value: 0.9972761192595109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:03:56,563] Trial 8411 finished with value: 0.9972458421844453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:03:59,565] Trial 8412 finished with value: 0.9975345507569605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:04:03,152] Trial 8413 finished with value: 0.9972500817023874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:04:06,832] Trial 8414 finished with value: 0.9974544849030266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 109}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:04:09,933] Trial 8415 finished with value: 0.997566641907341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:04:13,330] Trial 8416 finished with value: 0.9972038548053986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 111}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:04:16,339] Trial 8417 finished with value: 0.9975047913271661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:04:19,653] Trial 8418 finished with value: 0.9975358387447214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:04:23,282] Trial 8419 finished with value: 0.9973697799826339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:04:24,167] Trial 8420 finished with value: 0.9930152873766391 and parameters: {'classifier': 'SVC', 'svc_c': 1062.371428564671, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:04:27,516] Trial 8421 finished with value: 0.9972331763472838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:04:30,733] Trial 8422 finished with value: 0.997350609778715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:04:34,586] Trial 8423 finished with value: 0.9972059287824381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 111}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:04:39,066] Trial 8424 finished with value: 0.9972964313933402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:04:42,507] Trial 8425 finished with value: 0.9973155963287663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:04:45,675] Trial 8426 finished with value: 0.9974952033370571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:04:49,189] Trial 8427 finished with value: 0.9974366521345287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:04:52,201] Trial 8428 finished with value: 0.9972326355333404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:04:55,816] Trial 8429 finished with value: 0.9972801387702782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:05:00,346] Trial 8430 finished with value: 0.9974444154805994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:05:03,666] Trial 8431 finished with value: 0.9973376649018709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:05:07,574] Trial 8432 finished with value: 0.9974667808031391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:05:10,354] Trial 8433 finished with value: 0.9974586460283371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:05:14,083] Trial 8434 finished with value: 0.9973419910008245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:05:16,949] Trial 8435 finished with value: 0.9976267362704063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:05:20,072] Trial 8436 finished with value: 0.9973745243872078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:05:21,874] Trial 8437 finished with value: 0.9956547878437908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 15, 'rf_n_estimators': 108}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:05:23,699] Trial 8438 finished with value: 0.9850752809403641 and parameters: {'classifier': 'SVC', 'svc_c': 5.381101968018639e-10, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:05:27,241] Trial 8439 finished with value: 0.9973244994148319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:05:32,269] Trial 8440 finished with value: 0.9973450606594971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:05:35,142] Trial 8441 finished with value: 0.9977220128656122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:05:39,361] Trial 8442 finished with value: 0.9972650760546063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 110}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:05:42,697] Trial 8443 finished with value: 0.9974950594056468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:05:45,479] Trial 8444 finished with value: 0.997227813783486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:05:49,027] Trial 8445 finished with value: 0.9973555452454921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:05:52,959] Trial 8446 finished with value: 0.9972412819866864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 18, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:06:01,833] Trial 8447 finished with value: 0.996712682091439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 47, 'rf_n_estimators': 105}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:06:05,036] Trial 8448 finished with value: 0.9975426279274601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:06:08,486] Trial 8449 finished with value: 0.997314770127559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:06:12,134] Trial 8450 finished with value: 0.9975009357109528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:06:15,022] Trial 8451 finished with value: 0.9973980295132182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:06:18,616] Trial 8452 finished with value: 0.9973917369969936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:06:22,037] Trial 8453 finished with value: 0.9973460081312489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:06:24,974] Trial 8454 finished with value: 0.9974434416029085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:06:28,122] Trial 8455 finished with value: 0.9973514068445232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:06:31,193] Trial 8456 finished with value: 0.9969450492767092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:06:32,790] Trial 8457 finished with value: 0.9867325520133865 and parameters: {'classifier': 'SVC', 'svc_c': 3655919066.080859, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:06:37,217] Trial 8458 finished with value: 0.9971649991643714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:06:40,150] Trial 8459 finished with value: 0.997570798462393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:06:44,571] Trial 8460 finished with value: 0.9974794595893668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:06:47,398] Trial 8461 finished with value: 0.9971743660999547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:06:50,558] Trial 8462 finished with value: 0.9973646886192552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:06:54,047] Trial 8463 finished with value: 0.9973884597089304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:06:56,809] Trial 8464 finished with value: 0.9965863753440991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 16, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:07:01,231] Trial 8465 finished with value: 0.9971836544207413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 107}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:07:04,000] Trial 8466 finished with value: 0.9971596124797638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:07:06,866] Trial 8467 finished with value: 0.9974175479771956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:07:09,511] Trial 8468 finished with value: 0.997106145499585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:07:12,153] Trial 8469 finished with value: 0.9970328496586937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:07:15,417] Trial 8470 finished with value: 0.9972256000009639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:07:18,256] Trial 8471 finished with value: 0.997431696006374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:07:21,698] Trial 8472 finished with value: 0.9973595949390095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:07:24,834] Trial 8473 finished with value: 0.9894795046891872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 61, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:07:30,141] Trial 8474 finished with value: 0.9967719313375042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 29, 'rf_n_estimators': 103}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:07:32,450] Trial 8475 finished with value: 0.9959720422519948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:07:34,294] Trial 8476 finished with value: 0.9850769189972445 and parameters: {'classifier': 'SVC', 'svc_c': 0.00012364065638441958, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:07:37,749] Trial 8477 finished with value: 0.9974826742268008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:07:42,855] Trial 8478 finished with value: 0.9971185753336668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 22, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:07:46,855] Trial 8479 finished with value: 0.9971412586383012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 111}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:07:50,345] Trial 8480 finished with value: 0.9974315404906275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:07:53,625] Trial 8481 finished with value: 0.9972252403469967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:07:56,162] Trial 8482 finished with value: 0.9973689039846496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:07:59,244] Trial 8483 finished with value: 0.9970138996841148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:08:02,114] Trial 8484 finished with value: 0.9972597077462474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:08:07,055] Trial 8485 finished with value: 0.9974403890192303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 18, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:08:08,801] Trial 8486 finished with value: 0.9953866143639054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:08:21,533] Trial 8487 finished with value: 0.9966543270291789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 65, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:08:24,237] Trial 8488 finished with value: 0.9972977667023212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:08:27,056] Trial 8489 finished with value: 0.997272181219952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:08:28,751] Trial 8490 finished with value: 0.9968845968783099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:08:32,015] Trial 8491 finished with value: 0.9975450988187703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:08:35,033] Trial 8492 finished with value: 0.997439412888148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:08:38,446] Trial 8493 finished with value: 0.9975486533057175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:08:41,223] Trial 8494 finished with value: 0.9974816516314221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:08:44,788] Trial 8495 finished with value: 0.9974552268718275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:08:47,448] Trial 8496 finished with value: 0.9974672649966552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:08:48,813] Trial 8497 finished with value: 0.9973079697096009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:08:56,466] Trial 8498 finished with value: 0.9968736673903281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 38, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:08:58,433] Trial 8499 finished with value: 0.9854013900978006 and parameters: {'classifier': 'SVC', 'svc_c': 0.1383822663262254, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:09:00,651] Trial 8500 finished with value: 0.9944973230842215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:09:04,040] Trial 8501 finished with value: 0.9971289967929637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:09:10,884] Trial 8502 finished with value: 0.9961389890089954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 43, 'rf_n_estimators': 107}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:09:13,631] Trial 8503 finished with value: 0.997517240584847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:09:16,474] Trial 8504 finished with value: 0.9975226618955116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:09:21,624] Trial 8505 finished with value: 0.9961622158252955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 34, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:09:24,775] Trial 8506 finished with value: 0.9975444529523534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:09:33,152] Trial 8507 finished with value: 0.9969069075799107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 36, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:09:36,126] Trial 8508 finished with value: 0.9966151634669734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 18, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:09:37,624] Trial 8509 finished with value: 0.9973042758297642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:09:41,016] Trial 8510 finished with value: 0.9973813368973085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:09:44,340] Trial 8511 finished with value: 0.9972915722244928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:09:48,886] Trial 8512 finished with value: 0.9970442881909735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:09:58,875] Trial 8513 finished with value: 0.99638451584153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 53, 'rf_n_estimators': 109}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:11:08,590] Trial 8514 finished with value: 0.9904650621520319 and parameters: {'classifier': 'SVC', 'svc_c': 10918070.261081256, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:11:11,397] Trial 8515 finished with value: 0.9973966862697604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:11:21,257] Trial 8516 finished with value: 0.9970853714522502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 45, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:11:23,862] Trial 8517 finished with value: 0.9977160626427196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:11:26,857] Trial 8518 finished with value: 0.9974134210336114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:11:29,697] Trial 8519 finished with value: 0.9970327827869226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 17, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:11:34,523] Trial 8520 finished with value: 0.9968563405558132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 26, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:11:46,026] Trial 8521 finished with value: 0.9970020365938469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 47, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:11:52,480] Trial 8522 finished with value: 0.9969110329683373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 34, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:11:55,167] Trial 8523 finished with value: 0.9972797597244493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:11:58,335] Trial 8524 finished with value: 0.9974822522713209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:12:00,944] Trial 8525 finished with value: 0.99768786839957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:12:05,138] Trial 8526 finished with value: 0.9974218678872573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:12:06,286] Trial 8527 finished with value: 0.9965203718269936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 3, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:12:09,160] Trial 8528 finished with value: 0.9969616808606232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:12:11,661] Trial 8529 finished with value: 0.997463030366351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:12:15,251] Trial 8530 finished with value: 0.9860388027740523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 73, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:12:27,709] Trial 8531 finished with value: 0.996593409416532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 55, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:12:28,780] Trial 8532 finished with value: 0.9899304060610189 and parameters: {'classifier': 'SVC', 'svc_c': 10.71990071350018, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:12:29,593] Trial 8533 finished with value: 0.9876682304664919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:12:32,335] Trial 8534 finished with value: 0.9973516040321423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:12:36,175] Trial 8535 finished with value: 0.9974119796882817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:12:39,905] Trial 8536 finished with value: 0.9973764959460198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:12:44,951] Trial 8537 finished with value: 0.9967552752201879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 21, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:12:47,135] Trial 8538 finished with value: 0.9962786079994586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:12:48,710] Trial 8539 finished with value: 0.9958471007107447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:12:54,620] Trial 8540 finished with value: 0.996908824486046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 28, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:12:57,000] Trial 8541 finished with value: 0.9976115237518114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 72}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:12:59,418] Trial 8542 finished with value: 0.9975295499100941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 90}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:13:02,039] Trial 8543 finished with value: 0.9973485191075363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:13:05,330] Trial 8544 finished with value: 0.9972339900120176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:13:06,224] Trial 8545 finished with value: 0.9929810144355474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 2, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:13:09,547] Trial 8546 finished with value: 0.9973611382582361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:13:11,009] Trial 8547 finished with value: 0.9967294841713917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 28}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:13:20,674] Trial 8548 finished with value: 0.9968342907715497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 44, 'rf_n_estimators': 110}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:13:23,779] Trial 8549 finished with value: 0.9975435764465628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:13:25,557] Trial 8550 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.0161450802957971e-05, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:13:28,156] Trial 8551 finished with value: 0.9974816520440148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 86}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:13:29,227] Trial 8552 finished with value: 0.9950771369490722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:13:30,413] Trial 8553 finished with value: 0.9969886731892169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:13:33,081] Trial 8554 finished with value: 0.9975282148867542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:13:36,521] Trial 8555 finished with value: 0.9975622862286578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:13:40,023] Trial 8556 finished with value: 0.9972310970382757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:13:42,113] Trial 8557 finished with value: 0.9970415994506662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:13:43,216] Trial 8558 finished with value: 0.9970938350317732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 94}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:13:44,896] Trial 8559 finished with value: 0.991957507734575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 25, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:13:47,693] Trial 8560 finished with value: 0.997533854998553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:13:53,858] Trial 8561 finished with value: 0.9970414368891042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 25, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:13:56,665] Trial 8562 finished with value: 0.9976365940644666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:14:00,350] Trial 8563 finished with value: 0.9973858155603832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:14:03,657] Trial 8564 finished with value: 0.9973767505475136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:14:05,900] Trial 8565 finished with value: 0.997162443881965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:14:09,386] Trial 8566 finished with value: 0.9963940127121066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 20, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:14:15,311] Trial 8567 finished with value: 0.9971190594954451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 28, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:14:16,835] Trial 8568 finished with value: 0.9956505216977446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:14:25,486] Trial 8569 finished with value: 0.9970141653621383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 39, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:14:28,287] Trial 8570 finished with value: 0.9975193980325833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:14:30,706] Trial 8571 finished with value: 0.9852052355793127 and parameters: {'classifier': 'SVC', 'svc_c': 5.22636558174909e-07, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:14:32,234] Trial 8572 finished with value: 0.9945359705563136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:14:33,309] Trial 8573 finished with value: 0.9967492028698274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 111}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:14:34,221] Trial 8574 finished with value: 0.9969955835790243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 23}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:14:37,965] Trial 8575 finished with value: 0.9972746101220107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:14:39,985] Trial 8576 finished with value: 0.9972912318671732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:14:42,092] Trial 8577 finished with value: 0.9969043282401705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:14:43,593] Trial 8578 finished with value: 0.9941932521901883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:14:49,158] Trial 8579 finished with value: 0.9972191855794369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 23, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:14:50,276] Trial 8580 finished with value: 0.996389087337984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 2, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:14:52,343] Trial 8581 finished with value: 0.9971350439751636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 47}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:14:56,743] Trial 8582 finished with value: 0.9971674120070491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:14:59,436] Trial 8583 finished with value: 0.997579164987395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:15:01,220] Trial 8584 finished with value: 0.9960415919407156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:15:03,687] Trial 8585 finished with value: 0.9972144296540023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:15:08,978] Trial 8586 finished with value: 0.9970459822017848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 23, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:15:12,041] Trial 8587 finished with value: 0.9973906913916321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:15:13,553] Trial 8588 finished with value: 0.9962067654056125 and parameters: {'classifier': 'SVC', 'svc_c': 108575.73100323213, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:15:17,268] Trial 8589 finished with value: 0.997420828724691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:15:25,404] Trial 8590 finished with value: 0.9973006670392576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 40, 'rf_n_estimators': 109}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:15:28,114] Trial 8591 finished with value: 0.9970924729994742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:15:40,267] Trial 8592 finished with value: 0.9971350056675092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 51, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:15:43,287] Trial 8593 finished with value: 0.9975814548139432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:15:45,999] Trial 8594 finished with value: 0.9974042465249612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:15:48,779] Trial 8595 finished with value: 0.996992354976911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:15:52,787] Trial 8596 finished with value: 0.9973382843940869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:15:55,892] Trial 8597 finished with value: 0.9976522400594018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:15:58,743] Trial 8598 finished with value: 0.9973821628446125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:16:01,312] Trial 8599 finished with value: 0.9966690236163501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:16:05,046] Trial 8600 finished with value: 0.9973003914907449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:16:10,464] Trial 8601 finished with value: 0.9973072049847206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:16:13,163] Trial 8602 finished with value: 0.9974016229743158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:16:27,793] Trial 8603 finished with value: 0.9966998081805559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 67, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:16:31,021] Trial 8604 finished with value: 0.9973068895099204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:16:39,613] Trial 8605 finished with value: 0.9964172104882211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 45, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:16:43,573] Trial 8606 finished with value: 0.9971725231114058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:16:45,029] Trial 8607 finished with value: 0.9867345184941333 and parameters: {'classifier': 'SVC', 'svc_c': 82904303.11257726, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:16:46,131] Trial 8608 finished with value: 0.9967393600877973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 110}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:16:47,697] Trial 8609 finished with value: 0.9972405009485215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:16:48,622] Trial 8610 finished with value: 0.9962778006188304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 20}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:16:51,577] Trial 8611 finished with value: 0.99756440870122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:16:54,416] Trial 8612 finished with value: 0.9971929563253523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:17:01,428] Trial 8613 finished with value: 0.9972965134993069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 31, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:17:07,990] Trial 8614 finished with value: 0.9970800314223668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 30, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:17:10,334] Trial 8615 finished with value: 0.9973040384619546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:17:12,143] Trial 8616 finished with value: 0.9969309014379583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 105}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:17:15,005] Trial 8617 finished with value: 0.9976558212696672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:17:18,010] Trial 8618 finished with value: 0.9975321347087543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:17:19,932] Trial 8619 finished with value: 0.9967249481896561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:17:22,837] Trial 8620 finished with value: 0.9965729965148462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:17:26,816] Trial 8621 finished with value: 0.9968037430990853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:17:28,388] Trial 8622 finished with value: 0.9957727869082093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:17:33,971] Trial 8623 finished with value: 0.9965047980992736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 34, 'rf_n_estimators': 80}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:17:36,504] Trial 8624 finished with value: 0.9976316130220545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:17:40,548] Trial 8625 finished with value: 0.9971974380035283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 18, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:17:42,373] Trial 8626 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.0646897524008672e-06, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:17:45,352] Trial 8627 finished with value: 0.9972862724700139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:17:48,246] Trial 8628 finished with value: 0.9973841672204208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:17:49,414] Trial 8629 finished with value: 0.9970677159717035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:17:52,900] Trial 8630 finished with value: 0.9972308360257247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:17:56,019] Trial 8631 finished with value: 0.9971245708465531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:17:58,111] Trial 8632 finished with value: 0.9974017215839943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:18:01,350] Trial 8633 finished with value: 0.9976012373690485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:18:05,966] Trial 8634 finished with value: 0.9973323255702212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:18:08,640] Trial 8635 finished with value: 0.9974973548180666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:18:12,040] Trial 8636 finished with value: 0.9975103508881554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:18:22,537] Trial 8637 finished with value: 0.9964259437130059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 47, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:18:23,874] Trial 8638 finished with value: 0.9972307131682849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:18:29,353] Trial 8639 finished with value: 0.9969859323987414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 23, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:18:32,486] Trial 8640 finished with value: 0.9972626087179418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:18:35,656] Trial 8641 finished with value: 0.9972996290509938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:18:38,203] Trial 8642 finished with value: 0.997414340449053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:18:41,681] Trial 8643 finished with value: 0.9974856453710087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:18:43,556] Trial 8644 finished with value: 0.9853902478071491 and parameters: {'classifier': 'SVC', 'svc_c': 0.013592852973391394, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:18:44,966] Trial 8645 finished with value: 0.9918335792038556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:18:47,694] Trial 8646 finished with value: 0.9972789039752502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:18:49,360] Trial 8647 finished with value: 0.9948766797859446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:18:51,967] Trial 8648 finished with value: 0.9971142226383467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:18:54,735] Trial 8649 finished with value: 0.9975101540179154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:18:56,665] Trial 8650 finished with value: 0.9961418614800491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:18:58,769] Trial 8651 finished with value: 0.9948350725000776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:19:01,272] Trial 8652 finished with value: 0.9975693144613155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:19:07,543] Trial 8653 finished with value: 0.9972509045711143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 29, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:19:13,253] Trial 8654 finished with value: 0.9968778497165607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 24, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:19:16,542] Trial 8655 finished with value: 0.9973243761447993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:19:19,485] Trial 8656 finished with value: 0.9973495014909863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:19:20,545] Trial 8657 finished with value: 0.9970409313994519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:19:23,684] Trial 8658 finished with value: 0.9974423336642967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:19:26,203] Trial 8659 finished with value: 0.9975080104079069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:19:29,218] Trial 8660 finished with value: 0.9973885391806506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:19:33,469] Trial 8661 finished with value: 0.9962411192466303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 55, 'rf_n_estimators': 32}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:19:37,525] Trial 8662 finished with value: 0.9971711779954116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 19, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:19:39,421] Trial 8663 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.4061433601179465e-08, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:19:49,930] Trial 8664 finished with value: 0.9963552542842898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 55, 'rf_n_estimators': 101}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:19:52,909] Trial 8665 finished with value: 0.997071532359863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:19:56,098] Trial 8666 finished with value: 0.9972743432696847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:19:59,362] Trial 8667 finished with value: 0.9975782729935054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:20:01,730] Trial 8668 finished with value: 0.9971396033477372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:20:07,539] Trial 8669 finished with value: 0.9972049778829923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 25, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:20:10,307] Trial 8670 finished with value: 0.9977205861197199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:20:13,872] Trial 8671 finished with value: 0.9970850628011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:20:17,972] Trial 8672 finished with value: 0.9972107997895249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:20:21,110] Trial 8673 finished with value: 0.997199636075786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:20:23,630] Trial 8674 finished with value: 0.9975928647503682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:20:27,316] Trial 8675 finished with value: 0.9971332802044318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 19, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:20:30,110] Trial 8676 finished with value: 0.9973991740773753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:20:32,814] Trial 8677 finished with value: 0.9975599376235049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:20:42,976] Trial 8678 finished with value: 0.9971120638258806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 44, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:20:46,145] Trial 8679 finished with value: 0.9971659252447735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:20:48,780] Trial 8680 finished with value: 0.9973155916632939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:20:50,198] Trial 8681 finished with value: 0.9929110286045022 and parameters: {'classifier': 'SVC', 'svc_c': 3066.6073242930283, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:20:59,047] Trial 8682 finished with value: 0.9968188572619049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 56, 'rf_n_estimators': 88}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:21:01,448] Trial 8683 finished with value: 0.9965417038902177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:21:03,315] Trial 8684 finished with value: 0.9944126022948749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 63, 'rf_n_estimators': 12}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:21:04,133] Trial 8685 finished with value: 0.9867434540480784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 3, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:21:06,278] Trial 8686 finished with value: 0.9960413333085079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:21:11,561] Trial 8687 finished with value: 0.9962616929960312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 34, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:21:13,210] Trial 8688 finished with value: 0.9974532265267334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:21:19,047] Trial 8689 finished with value: 0.9971317480886865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 25, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:21:21,737] Trial 8690 finished with value: 0.9976502703413884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:21:24,854] Trial 8691 finished with value: 0.9972666042348513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:21:38,179] Trial 8692 finished with value: 0.9965021677567162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 59, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:21:40,622] Trial 8693 finished with value: 0.9976251223025977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:21:50,469] Trial 8694 finished with value: 0.9963990351724877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 47, 'rf_n_estimators': 107}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:21:53,812] Trial 8695 finished with value: 0.9972707303849876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 16, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:21:57,229] Trial 8696 finished with value: 0.9974364778934168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:21:58,327] Trial 8697 finished with value: 0.9971819720577422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 75}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:22:09,290] Trial 8698 finished with value: 0.9967124720182294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 52, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:22:12,723] Trial 8699 finished with value: 0.9977177729033396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:22:18,005] Trial 8700 finished with value: 0.992950670520449 and parameters: {'classifier': 'SVC', 'svc_c': 1432514.6685790364, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:22:21,026] Trial 8701 finished with value: 0.9971996776841827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:22:25,072] Trial 8702 finished with value: 0.997059315296713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 97}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:22:27,915] Trial 8703 finished with value: 0.9973428231687583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:22:30,718] Trial 8704 finished with value: 0.9976512696728811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 104}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:22:33,331] Trial 8705 finished with value: 0.9973429565631835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:22:35,970] Trial 8706 finished with value: 0.9967936473341948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:22:37,649] Trial 8707 finished with value: 0.9972373008787869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 68}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:22:38,699] Trial 8708 finished with value: 0.997236041296453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:22:41,418] Trial 8709 finished with value: 0.997531744840299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:22:42,970] Trial 8710 finished with value: 0.9948408558133148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:22:46,365] Trial 8711 finished with value: 0.9973952539062584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:22:48,805] Trial 8712 finished with value: 0.9973224834864252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:22:56,963] Trial 8713 finished with value: 0.9970776485085358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 37, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:22:59,150] Trial 8714 finished with value: 0.9972805601862137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:23:00,480] Trial 8715 finished with value: 0.9971841538801911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:23:04,842] Trial 8716 finished with value: 0.9974570094631385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:23:07,853] Trial 8717 finished with value: 0.9971927009304108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:23:11,716] Trial 8718 finished with value: 0.997340112211916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 19, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:23:13,638] Trial 8719 finished with value: 0.9853422338120664 and parameters: {'classifier': 'SVC', 'svc_c': 0.0031500490573815472, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:23:16,758] Trial 8720 finished with value: 0.9973110634573455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:23:30,986] Trial 8721 finished with value: 0.9965534388862909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 59, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:23:32,202] Trial 8722 finished with value: 0.9970160063194613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:23:34,985] Trial 8723 finished with value: 0.9975794217788042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:23:36,739] Trial 8724 finished with value: 0.9971884135199666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:23:38,264] Trial 8725 finished with value: 0.9975425800032198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:23:41,323] Trial 8726 finished with value: 0.9975379690882846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:23:43,703] Trial 8727 finished with value: 0.9976401189082083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:23:46,792] Trial 8728 finished with value: 0.9974864501173905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:23:49,625] Trial 8729 finished with value: 0.9972528028153603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:24:07,362] Trial 8730 finished with value: 0.9966285162394044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 72, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:24:09,822] Trial 8731 finished with value: 0.9969429245190179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:24:13,311] Trial 8732 finished with value: 0.9967895252147724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:24:14,921] Trial 8733 finished with value: 0.995858695203102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:24:17,694] Trial 8734 finished with value: 0.9970120592028607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:24:20,382] Trial 8735 finished with value: 0.9973986642078919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:24:24,279] Trial 8736 finished with value: 0.9970494466800263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 16, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:24:31,819] Trial 8737 finished with value: 0.9967069366097876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 36, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:24:34,629] Trial 8738 finished with value: 0.9944834140414863 and parameters: {'classifier': 'SVC', 'svc_c': 493149.1569184852, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:24:37,843] Trial 8739 finished with value: 0.9973235209986205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:24:41,718] Trial 8740 finished with value: 0.9971829159113725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:24:44,635] Trial 8741 finished with value: 0.9973423199007595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:24:50,086] Trial 8742 finished with value: 0.9970909111453096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 23, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:24:52,752] Trial 8743 finished with value: 0.9970021371712757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:25:06,500] Trial 8744 finished with value: 0.9962352959118919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 63, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:25:10,094] Trial 8745 finished with value: 0.9966258314028599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:25:12,539] Trial 8746 finished with value: 0.9960539283701356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:25:14,681] Trial 8747 finished with value: 0.9973835609946503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:25:17,290] Trial 8748 finished with value: 0.9975727084496645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:25:19,983] Trial 8749 finished with value: 0.9974644739650724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:25:28,229] Trial 8750 finished with value: 0.9968021551563608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 38, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:25:30,537] Trial 8751 finished with value: 0.996905372861657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:25:34,270] Trial 8752 finished with value: 0.9974622860806829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:25:36,451] Trial 8753 finished with value: 0.9972250512525439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:25:39,699] Trial 8754 finished with value: 0.997245076380476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:25:42,392] Trial 8755 finished with value: 0.9974403772127286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:25:44,417] Trial 8756 finished with value: 0.986732879739019 and parameters: {'classifier': 'SVC', 'svc_c': 578613123.0224308, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:25:53,213] Trial 8757 finished with value: 0.9970810333881056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 39, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:25:55,909] Trial 8758 finished with value: 0.9906376743794194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 53, 'rf_n_estimators': 109}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:25:59,005] Trial 8759 finished with value: 0.9971891598685986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:26:00,184] Trial 8760 finished with value: 0.9971554674138345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:26:02,250] Trial 8761 finished with value: 0.9973838048052553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:26:03,662] Trial 8762 finished with value: 0.9968796581742664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:26:05,374] Trial 8763 finished with value: 0.9973791366033972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:26:15,300] Trial 8764 finished with value: 0.9969890280824983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 41, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:26:17,869] Trial 8765 finished with value: 0.9974047839429483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:26:20,804] Trial 8766 finished with value: 0.9973723785555458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:26:25,075] Trial 8767 finished with value: 0.9968877523245463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 18, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:26:27,959] Trial 8768 finished with value: 0.9974718662632666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:26:31,334] Trial 8769 finished with value: 0.9970964734357591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:26:34,955] Trial 8770 finished with value: 0.9972849728979166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:26:36,955] Trial 8771 finished with value: 0.996137356506249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:26:38,963] Trial 8772 finished with value: 0.9973872870567252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 93}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:26:41,496] Trial 8773 finished with value: 0.9974072722583699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:26:43,968] Trial 8774 finished with value: 0.9974190905029746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:26:44,832] Trial 8775 finished with value: 0.9915616317376547 and parameters: {'classifier': 'SVC', 'svc_c': 20.19768403529784, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:26:50,008] Trial 8776 finished with value: 0.9973235769525514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 20, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:26:53,438] Trial 8777 finished with value: 0.9974992047254793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:26:56,222] Trial 8778 finished with value: 0.9975944190191729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:26:57,237] Trial 8779 finished with value: 0.9969053049742729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 107}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:27:00,322] Trial 8780 finished with value: 0.9971823490088693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:27:03,372] Trial 8781 finished with value: 0.997428685126306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:27:09,493] Trial 8782 finished with value: 0.9972271361474236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 28, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:27:10,634] Trial 8783 finished with value: 0.9952539940263702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 78}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:27:27,374] Trial 8784 finished with value: 0.9963392605688405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 68, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:27:29,373] Trial 8785 finished with value: 0.996750519072588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:27:30,530] Trial 8786 finished with value: 0.9970252024733646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:27:46,745] Trial 8787 finished with value: 0.9959620819127554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 70, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:27:50,756] Trial 8788 finished with value: 0.9973202942690437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:27:53,839] Trial 8789 finished with value: 0.997403737544139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:27:57,198] Trial 8790 finished with value: 0.9974891172441827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:28:00,439] Trial 8791 finished with value: 0.9973574582478649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:28:01,745] Trial 8792 finished with value: 0.993970762762122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:28:03,176] Trial 8793 finished with value: 0.9867223107619282 and parameters: {'classifier': 'SVC', 'svc_c': 1.4292443971457167, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:28:04,283] Trial 8794 finished with value: 0.9906319486387464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:28:06,921] Trial 8795 finished with value: 0.9966862860863887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:28:09,430] Trial 8796 finished with value: 0.9971415383762176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:28:20,118] Trial 8797 finished with value: 0.9969312350351037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 47, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:28:23,825] Trial 8798 finished with value: 0.9973035928617335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:28:29,293] Trial 8799 finished with value: 0.9962607409540206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 35, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:28:35,707] Trial 8800 finished with value: 0.9970428894379154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 28, 'rf_n_estimators': 111}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:28:37,972] Trial 8801 finished with value: 0.9973824999011897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:28:40,606] Trial 8802 finished with value: 0.9972601268135777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:28:45,765] Trial 8803 finished with value: 0.9972855205672481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 22, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:28:48,956] Trial 8804 finished with value: 0.9976211956569476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:28:52,353] Trial 8805 finished with value: 0.9974112101392391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:28:53,230] Trial 8806 finished with value: 0.9972196211187411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 39}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:28:58,561] Trial 8807 finished with value: 0.9972070656977595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 23, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:29:01,321] Trial 8808 finished with value: 0.9975732621174602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:29:04,249] Trial 8809 finished with value: 0.997352485012978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:29:06,259] Trial 8810 finished with value: 0.9974407894881469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 84}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:29:12,199] Trial 8811 finished with value: 0.996949206593471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 25, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:29:15,944] Trial 8812 finished with value: 0.9972205473260947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:29:16,778] Trial 8813 finished with value: 0.9938706406136308 and parameters: {'classifier': 'SVC', 'svc_c': 281.63671462015174, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:29:20,624] Trial 8814 finished with value: 0.9973256125901987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:29:23,364] Trial 8815 finished with value: 0.997489774980577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:29:26,689] Trial 8816 finished with value: 0.9973991079355762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:29:32,180] Trial 8817 finished with value: 0.9972163934052892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 26, 'rf_n_estimators': 108}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:29:40,048] Trial 8818 finished with value: 0.9967701687728128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 33, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:29:41,711] Trial 8819 finished with value: 0.9969910979336097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:29:53,138] Trial 8820 finished with value: 0.9965349353688566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 59, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:30:00,195] Trial 8821 finished with value: 0.9972167071345046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 30, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:30:02,568] Trial 8822 finished with value: 0.9974725410746551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:30:10,617] Trial 8823 finished with value: 0.996511287295311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 44, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:30:27,444] Trial 8824 finished with value: 0.9965337198070007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 71, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:30:29,987] Trial 8825 finished with value: 0.9975324465019574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:30:31,564] Trial 8826 finished with value: 0.997434446540387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:30:34,787] Trial 8827 finished with value: 0.9973500607129159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:30:37,037] Trial 8828 finished with value: 0.9974446935998825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:30:40,119] Trial 8829 finished with value: 0.9973848954467076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:30:44,715] Trial 8830 finished with value: 0.9971355056030277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:30:45,698] Trial 8831 finished with value: 0.9908870665082289 and parameters: {'classifier': 'SVC', 'svc_c': 10324.388875384015, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:30:49,534] Trial 8832 finished with value: 0.9969253423530374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:30:51,118] Trial 8833 finished with value: 0.9972968829920257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:30:54,451] Trial 8834 finished with value: 0.9972189075871052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:30:56,963] Trial 8835 finished with value: 0.9964885973574539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:31:00,296] Trial 8836 finished with value: 0.9969990065123447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:31:02,381] Trial 8837 finished with value: 0.9971428727330615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:31:05,545] Trial 8838 finished with value: 0.9972168841368144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:31:08,118] Trial 8839 finished with value: 0.9967709358780362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:31:10,684] Trial 8840 finished with value: 0.9975540982928611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:31:15,156] Trial 8841 finished with value: 0.9975723132492407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 18, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:31:17,611] Trial 8842 finished with value: 0.997502702814165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:31:20,468] Trial 8843 finished with value: 0.9972085176435503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:31:22,348] Trial 8844 finished with value: 0.9972791705101972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:31:38,446] Trial 8845 finished with value: 0.9965173455223025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 69, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:31:40,161] Trial 8846 finished with value: 0.9974603357862689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:31:42,845] Trial 8847 finished with value: 0.9974988798245205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:31:46,426] Trial 8848 finished with value: 0.9973279688441871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:31:47,786] Trial 8849 finished with value: 0.9921296243745376 and parameters: {'classifier': 'SVC', 'svc_c': 39.393071733215, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:32:00,550] Trial 8850 finished with value: 0.9964923231656254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 61, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:32:01,691] Trial 8851 finished with value: 0.9970652289892742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 1, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:32:04,049] Trial 8852 finished with value: 0.9967837777653709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 39, 'rf_n_estimators': 26}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:32:07,001] Trial 8853 finished with value: 0.9973435479038754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:32:09,804] Trial 8854 finished with value: 0.99752322705243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:32:10,586] Trial 8855 finished with value: 0.9925866454496877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 21, 'rf_n_estimators': 6}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:32:13,152] Trial 8856 finished with value: 0.9972966506388051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 103}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:32:15,539] Trial 8857 finished with value: 0.9974710369517444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:32:18,600] Trial 8858 finished with value: 0.9973635560202893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:32:20,899] Trial 8859 finished with value: 0.9976979560078183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:32:23,874] Trial 8860 finished with value: 0.9976072218688813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:32:27,472] Trial 8861 finished with value: 0.9970640289155167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:32:28,710] Trial 8862 finished with value: 0.9973219532094673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:32:30,841] Trial 8863 finished with value: 0.9954896369445464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:32:32,073] Trial 8864 finished with value: 0.9972211392063312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 72}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:32:34,530] Trial 8865 finished with value: 0.9974862478517061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:32:36,909] Trial 8866 finished with value: 0.9969653084399712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:32:40,333] Trial 8867 finished with value: 0.9971795496619545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:32:42,766] Trial 8868 finished with value: 0.9852061373802156 and parameters: {'classifier': 'SVC', 'svc_c': 4.453817466139294e-09, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:32:45,232] Trial 8869 finished with value: 0.9974619146519518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:32:47,558] Trial 8870 finished with value: 0.9974202168495726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:32:50,242] Trial 8871 finished with value: 0.9971973597695865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:32:54,614] Trial 8872 finished with value: 0.9973009550290298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:32:57,558] Trial 8873 finished with value: 0.9947313701251964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 31, 'rf_n_estimators': 110}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:33:00,187] Trial 8874 finished with value: 0.9970885287075474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:33:01,958] Trial 8875 finished with value: 0.9961047848756871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:33:04,485] Trial 8876 finished with value: 0.9975006239812254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:33:11,658] Trial 8877 finished with value: 0.9969057440682229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 31, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:33:17,277] Trial 8878 finished with value: 0.9971054223196253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 26, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:33:31,511] Trial 8879 finished with value: 0.9963826603165075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 67, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:33:34,564] Trial 8880 finished with value: 0.9972938139046353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:33:45,723] Trial 8881 finished with value: 0.9968183745600703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 45, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:33:49,595] Trial 8882 finished with value: 0.9972944593901975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:33:52,400] Trial 8883 finished with value: 0.9972885663272762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 100}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:33:54,570] Trial 8884 finished with value: 0.9974372562021218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:33:55,755] Trial 8885 finished with value: 0.9906960673684789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:33:58,184] Trial 8886 finished with value: 0.9975040143197152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:33:59,971] Trial 8887 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 3.223464535397009e-05, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:34:03,299] Trial 8888 finished with value: 0.9973545350278973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:34:04,082] Trial 8889 finished with value: 0.9966997261063272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 43}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:34:07,709] Trial 8890 finished with value: 0.9971976491240887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:34:11,579] Trial 8891 finished with value: 0.997236521935324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:34:22,825] Trial 8892 finished with value: 0.9967039998059956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 51, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:34:25,643] Trial 8893 finished with value: 0.9975726982300582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:34:27,113] Trial 8894 finished with value: 0.9971881300052391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:34:29,029] Trial 8895 finished with value: 0.9961824418859199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:34:43,313] Trial 8896 finished with value: 0.9967564817367404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 65, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:34:48,272] Trial 8897 finished with value: 0.9971200258829898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 21, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:34:51,353] Trial 8898 finished with value: 0.9973961474870432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:34:52,947] Trial 8899 finished with value: 0.9973528781504378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 5, 'rf_n_estimators': 108}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:34:55,572] Trial 8900 finished with value: 0.9973183017949507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:34:58,261] Trial 8901 finished with value: 0.9973649466801809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:35:02,497] Trial 8902 finished with value: 0.997311209705623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:35:04,175] Trial 8903 finished with value: 0.9955884289573355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:35:06,522] Trial 8904 finished with value: 0.9973344485188522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:35:08,456] Trial 8905 finished with value: 0.9853943445362455 and parameters: {'classifier': 'SVC', 'svc_c': 0.03505145488236335, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:35:11,155] Trial 8906 finished with value: 0.9976171074018726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:35:13,303] Trial 8907 finished with value: 0.997527274460818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:35:21,086] Trial 8908 finished with value: 0.9969889943451026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 34, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:35:25,199] Trial 8909 finished with value: 0.9960013673802633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 29, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:35:27,813] Trial 8910 finished with value: 0.9973445295256157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:35:30,396] Trial 8911 finished with value: 0.997450618495925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:35:34,014] Trial 8912 finished with value: 0.9971533583664073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:35:35,102] Trial 8913 finished with value: 0.9893791768790557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:35:37,330] Trial 8914 finished with value: 0.9943263801120774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 24, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:35:39,578] Trial 8915 finished with value: 0.9974455370982493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:35:42,222] Trial 8916 finished with value: 0.9974521119231609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:35:47,543] Trial 8917 finished with value: 0.9970522179706308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 20, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:35:50,871] Trial 8918 finished with value: 0.997157116705934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:35:53,740] Trial 8919 finished with value: 0.9974885748750819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:35:56,876] Trial 8920 finished with value: 0.9972937913072454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:35:58,807] Trial 8921 finished with value: 0.9972318965796408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:36:01,275] Trial 8922 finished with value: 0.997629105536937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:36:03,571] Trial 8923 finished with value: 0.9974616730947381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:36:05,830] Trial 8924 finished with value: 0.9970540499778636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:36:08,467] Trial 8925 finished with value: 0.9975416490986558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:36:09,873] Trial 8926 finished with value: 0.9950606960465066 and parameters: {'classifier': 'SVC', 'svc_c': 1172.7713563858083, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:36:13,335] Trial 8927 finished with value: 0.9973850047203231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:36:19,557] Trial 8928 finished with value: 0.9970895559366606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 28, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:36:20,664] Trial 8929 finished with value: 0.9967986611618652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:36:24,498] Trial 8930 finished with value: 0.9976778786710284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:36:29,333] Trial 8931 finished with value: 0.9973471428566546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 17, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:36:31,951] Trial 8932 finished with value: 0.997263071012302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:36:34,721] Trial 8933 finished with value: 0.9973288949245892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:36:45,937] Trial 8934 finished with value: 0.9968164637158753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 49, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:36:51,692] Trial 8935 finished with value: 0.9971557943142814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 24, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:36:54,453] Trial 8936 finished with value: 0.997355732213505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:36:57,424] Trial 8937 finished with value: 0.9974376229019045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:37:05,191] Trial 8938 finished with value: 0.9961137470577367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 55, 'rf_n_estimators': 96}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:37:07,670] Trial 8939 finished with value: 0.9974476013634891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:37:10,937] Trial 8940 finished with value: 0.9973620186360513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:37:13,950] Trial 8941 finished with value: 0.9970712252638704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:37:15,670] Trial 8942 finished with value: 0.9973739713224322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:37:17,504] Trial 8943 finished with value: 0.9855183864347703 and parameters: {'classifier': 'SVC', 'svc_c': 0.3554856137033411, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:37:20,030] Trial 8944 finished with value: 0.9970531058703304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:37:22,437] Trial 8945 finished with value: 0.9975353707057999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:37:26,081] Trial 8946 finished with value: 0.9974939940275687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:37:28,774] Trial 8947 finished with value: 0.9975377354338099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:37:32,521] Trial 8948 finished with value: 0.9972666184216958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:37:35,578] Trial 8949 finished with value: 0.9969969946781284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:37:38,243] Trial 8950 finished with value: 0.997209782780018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:37:40,248] Trial 8951 finished with value: 0.9966785242319998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:37:41,477] Trial 8952 finished with value: 0.9968043071769147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 3, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:37:50,578] Trial 8953 finished with value: 0.9969889611155135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 37, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:37:53,069] Trial 8954 finished with value: 0.9976303991105695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:38:02,544] Trial 8955 finished with value: 0.9965427418467435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 37, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:38:05,074] Trial 8956 finished with value: 0.9977373545892286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:38:07,881] Trial 8957 finished with value: 0.9972295608918164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:38:11,287] Trial 8958 finished with value: 0.9976084076923178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:38:23,849] Trial 8959 finished with value: 0.9964263866789805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 56, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:38:27,306] Trial 8960 finished with value: 0.9972472267189209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:38:30,066] Trial 8961 finished with value: 0.9974408142437144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:38:30,930] Trial 8962 finished with value: 0.9890573748413041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:38:32,751] Trial 8963 finished with value: 0.9850765916524669 and parameters: {'classifier': 'SVC', 'svc_c': 1.1008669947156998e-09, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:38:38,205] Trial 8964 finished with value: 0.9968696579404774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 24, 'rf_n_estimators': 114}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:38:45,348] Trial 8965 finished with value: 0.9972578099780701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 29, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:38:49,874] Trial 8966 finished with value: 0.9975325554899315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:38:53,458] Trial 8967 finished with value: 0.9971686206500413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:38:57,029] Trial 8968 finished with value: 0.9975064755944395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:38:58,218] Trial 8969 finished with value: 0.9970252332273969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 48}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:39:03,703] Trial 8970 finished with value: 0.9961814201474647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 32, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:39:06,327] Trial 8971 finished with value: 0.9976146500626489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:39:07,584] Trial 8972 finished with value: 0.990186721814343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:39:09,578] Trial 8973 finished with value: 0.9974102324847375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 89}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:39:13,030] Trial 8974 finished with value: 0.9974974229593538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:39:15,248] Trial 8975 finished with value: 0.9974761805874565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:39:17,968] Trial 8976 finished with value: 0.9970103127292885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:39:20,534] Trial 8977 finished with value: 0.9974595539229183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:39:25,183] Trial 8978 finished with value: 0.9973580024895022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:39:28,829] Trial 8979 finished with value: 0.9970384366094973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:39:30,010] Trial 8980 finished with value: 0.9877530500242067 and parameters: {'classifier': 'SVC', 'svc_c': 2.8556976530756577, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:39:32,804] Trial 8981 finished with value: 0.9969155626977053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:39:34,549] Trial 8982 finished with value: 0.9976459132662372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:39:39,841] Trial 8983 finished with value: 0.997177911287695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 22, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:39:41,810] Trial 8984 finished with value: 0.995517593883362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:39:50,664] Trial 8985 finished with value: 0.996754668391397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 38, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:39:54,403] Trial 8986 finished with value: 0.99716662754119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 17, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:39:56,953] Trial 8987 finished with value: 0.997390524704142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:39:58,044] Trial 8988 finished with value: 0.9968857107201726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:40:10,175] Trial 8989 finished with value: 0.9963224720727121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 48, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:40:14,195] Trial 8990 finished with value: 0.99731659109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:40:16,277] Trial 8991 finished with value: 0.9964135489493121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:40:18,487] Trial 8992 finished with value: 0.9970525647707457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:40:22,426] Trial 8993 finished with value: 0.9973596792983676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:40:31,943] Trial 8994 finished with value: 0.9968237768279904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 40, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:40:34,267] Trial 8995 finished with value: 0.9969559686720366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:40:41,279] Trial 8996 finished with value: 0.9972601524578067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 30, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:40:46,815] Trial 8997 finished with value: 0.996925504406793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 34, 'rf_n_estimators': 81}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:40:48,897] Trial 8998 finished with value: 0.9973352430773655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:40:49,724] Trial 8999 finished with value: 0.9930589972671382 and parameters: {'classifier': 'SVC', 'svc_c': 108.54649938396632, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:41:03,258] Trial 9000 finished with value: 0.9961671933765378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 61, 'rf_n_estimators': 111}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:41:06,358] Trial 9001 finished with value: 0.9974691626696187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:41:08,963] Trial 9002 finished with value: 0.9975092059431435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:41:11,771] Trial 9003 finished with value: 0.9936056405753751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 27, 'rf_n_estimators': 115}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:41:13,935] Trial 9004 finished with value: 0.99733049096048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:41:16,676] Trial 9005 finished with value: 0.9974527746741448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:41:19,487] Trial 9006 finished with value: 0.9975026565720336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:41:22,024] Trial 9007 finished with value: 0.9972615200442396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:41:25,318] Trial 9008 finished with value: 0.996966474332002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:41:29,430] Trial 9009 finished with value: 0.9974956758192856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:41:30,967] Trial 9010 finished with value: 0.9969692054106779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:41:45,146] Trial 9011 finished with value: 0.9963800981787133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 61, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:41:47,990] Trial 9012 finished with value: 0.9977927334609537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:41:51,092] Trial 9013 finished with value: 0.9973377418028208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:41:53,684] Trial 9014 finished with value: 0.9976000924875122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:41:56,265] Trial 9015 finished with value: 0.9977734453507087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:41:58,866] Trial 9016 finished with value: 0.9973240394373389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:42:01,727] Trial 9017 finished with value: 0.9974652103480014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:42:03,575] Trial 9018 finished with value: 0.9852066290004023 and parameters: {'classifier': 'SVC', 'svc_c': 3.0636766521086994e-10, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:42:05,998] Trial 9019 finished with value: 0.9973668075689096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:42:08,578] Trial 9020 finished with value: 0.9973022352727415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:42:26,858] Trial 9021 finished with value: 0.9964570394356566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 73, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:42:29,752] Trial 9022 finished with value: 0.997499492620038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:42:32,134] Trial 9023 finished with value: 0.9975655682456693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:42:34,547] Trial 9024 finished with value: 0.9973831153944293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:42:36,967] Trial 9025 finished with value: 0.9973855155736818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:42:38,676] Trial 9026 finished with value: 0.9963122943605444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:42:41,781] Trial 9027 finished with value: 0.9973612221097876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:42:44,348] Trial 9028 finished with value: 0.9972804439937343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:42:46,713] Trial 9029 finished with value: 0.9973012940850955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:42:49,048] Trial 9030 finished with value: 0.9975179710645254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:42:51,615] Trial 9031 finished with value: 0.9974563737845897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:42:54,576] Trial 9032 finished with value: 0.9973718960441386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:42:57,197] Trial 9033 finished with value: 0.9975955221653608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:42:59,624] Trial 9034 finished with value: 0.9975838238583083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:43:02,265] Trial 9035 finished with value: 0.9975722777345221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:43:05,393] Trial 9036 finished with value: 0.9976026108587321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:44:52,523] Trial 9037 finished with value: 0.9899470627496175 and parameters: {'classifier': 'SVC', 'svc_c': 224417198.46071342, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:44:55,111] Trial 9038 finished with value: 0.9974978524049799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:44:57,523] Trial 9039 finished with value: 0.9972382559676364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:44:59,888] Trial 9040 finished with value: 0.9972381295238132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:45:02,965] Trial 9041 finished with value: 0.997403919624514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:45:05,526] Trial 9042 finished with value: 0.9975097257148541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:45:07,916] Trial 9043 finished with value: 0.997250353823206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:45:10,336] Trial 9044 finished with value: 0.9973955088886072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:45:12,928] Trial 9045 finished with value: 0.9974832832772451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:45:16,010] Trial 9046 finished with value: 0.9974447791335432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:45:18,176] Trial 9047 finished with value: 0.9973979767965541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:45:19,764] Trial 9048 finished with value: 0.9962795440773015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:45:22,427] Trial 9049 finished with value: 0.9977035059522219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 127}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:45:25,262] Trial 9050 finished with value: 0.9974273664162506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:45:28,191] Trial 9051 finished with value: 0.9974375019487393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:45:30,740] Trial 9052 finished with value: 0.9974283444516073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:45:33,578] Trial 9053 finished with value: 0.9970043504142532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:45:35,598] Trial 9054 finished with value: 0.997263359129026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:45:37,283] Trial 9055 finished with value: 0.9867325520133865 and parameters: {'classifier': 'SVC', 'svc_c': 2225787246.4319153, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:45:40,042] Trial 9056 finished with value: 0.9972163474805371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:45:42,819] Trial 9057 finished with value: 0.9972162763558864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:45:45,372] Trial 9058 finished with value: 0.9973665782307902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:45:47,810] Trial 9059 finished with value: 0.9973926208659788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:45:51,110] Trial 9060 finished with value: 0.9975020767204641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:45:53,309] Trial 9061 finished with value: 0.9976076941924202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:45:55,870] Trial 9062 finished with value: 0.9973897631530523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:45:58,355] Trial 9063 finished with value: 0.9972977283629291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:46:00,944] Trial 9064 finished with value: 0.9973759986764857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:46:03,877] Trial 9065 finished with value: 0.9973300967756692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:46:06,029] Trial 9066 finished with value: 0.9974244802978968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:46:07,637] Trial 9067 finished with value: 0.9958026668468385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:46:10,052] Trial 9068 finished with value: 0.9974593140160758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:46:12,644] Trial 9069 finished with value: 0.9970287844453395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:46:15,872] Trial 9070 finished with value: 0.9973487004896775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:46:17,804] Trial 9071 finished with value: 0.9967885146797985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:46:19,318] Trial 9072 finished with value: 0.996302707862117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:46:20,399] Trial 9073 finished with value: 0.9895230698548282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:46:22,241] Trial 9074 finished with value: 0.9852504666359789 and parameters: {'classifier': 'SVC', 'svc_c': 0.0008005074083154611, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:46:25,563] Trial 9075 finished with value: 0.9970838238166683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:46:28,161] Trial 9076 finished with value: 0.9974542183998177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:46:30,448] Trial 9077 finished with value: 0.997136198695451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:46:33,201] Trial 9078 finished with value: 0.9973704094088148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:46:35,622] Trial 9079 finished with value: 0.9970041064132206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:46:38,097] Trial 9080 finished with value: 0.9973597537237605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:46:40,387] Trial 9081 finished with value: 0.9973498962470795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:46:42,463] Trial 9082 finished with value: 0.9976003149702438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:46:45,046] Trial 9083 finished with value: 0.9973777020817174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:46:48,420] Trial 9084 finished with value: 0.9972775660637607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:46:49,991] Trial 9085 finished with value: 0.9956847318612553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:46:52,158] Trial 9086 finished with value: 0.9973665587119772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:46:54,518] Trial 9087 finished with value: 0.9973168383917752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:46:56,866] Trial 9088 finished with value: 0.9974734950526779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:46:59,978] Trial 9089 finished with value: 0.9975820681807429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:47:02,635] Trial 9090 finished with value: 0.9973575372752546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:47:04,722] Trial 9091 finished with value: 0.9972401035264441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:47:07,161] Trial 9092 finished with value: 0.9974355666346176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:47:08,676] Trial 9093 finished with value: 0.9866103350445412 and parameters: {'classifier': 'SVC', 'svc_c': 30644863.149145458, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:47:11,584] Trial 9094 finished with value: 0.9973324627414574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:47:14,351] Trial 9095 finished with value: 0.9973495422424595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:47:16,028] Trial 9096 finished with value: 0.9961837886205477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:47:18,265] Trial 9097 finished with value: 0.9975231956001638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:47:21,612] Trial 9098 finished with value: 0.9974429648678004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:47:24,201] Trial 9099 finished with value: 0.997403045721232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:47:26,522] Trial 9100 finished with value: 0.997431142814647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:47:29,330] Trial 9101 finished with value: 0.997477523672225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:47:31,794] Trial 9102 finished with value: 0.9976342540285489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:47:33,471] Trial 9103 finished with value: 0.9929428808319152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:47:44,439] Trial 9104 finished with value: 0.9969602430382011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 46, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:47:54,887] Trial 9105 finished with value: 0.9969542055678008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 42, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:47:57,664] Trial 9106 finished with value: 0.9974470880028359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:48:00,067] Trial 9107 finished with value: 0.9973942525435397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:48:02,720] Trial 9108 finished with value: 0.9974338149877663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:48:05,092] Trial 9109 finished with value: 0.9975653163736355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:48:07,486] Trial 9110 finished with value: 0.9971107083950662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:48:10,246] Trial 9111 finished with value: 0.997262476275654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:48:12,006] Trial 9112 finished with value: 0.9850756087294726 and parameters: {'classifier': 'SVC', 'svc_c': 1.0198222031557295e-10, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:48:14,700] Trial 9113 finished with value: 0.9972181767583099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:48:16,660] Trial 9114 finished with value: 0.9976074917045704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:48:19,282] Trial 9115 finished with value: 0.9970004350672981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:48:21,037] Trial 9116 finished with value: 0.9965403378272043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:48:23,657] Trial 9117 finished with value: 0.99737308301014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:48:26,921] Trial 9118 finished with value: 0.9974538411947874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:48:29,733] Trial 9119 finished with value: 0.997091790126657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:48:32,095] Trial 9120 finished with value: 0.9976370778136522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:48:34,602] Trial 9121 finished with value: 0.9974105172372433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:48:45,228] Trial 9122 finished with value: 0.9968690866264049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 41, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:48:47,430] Trial 9123 finished with value: 0.9973996035547392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:48:50,189] Trial 9124 finished with value: 0.9973014787045033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:48:52,746] Trial 9125 finished with value: 0.997192925920437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:48:55,123] Trial 9126 finished with value: 0.9974363850917753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:48:58,392] Trial 9127 finished with value: 0.9973508270564296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:49:00,581] Trial 9128 finished with value: 0.9973325119669519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:49:02,544] Trial 9129 finished with value: 0.9971998656995466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:49:03,707] Trial 9130 finished with value: 0.9885205889780105 and parameters: {'classifier': 'SVC', 'svc_c': 32792.32640631504, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:49:04,881] Trial 9131 finished with value: 0.9899024215102239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:49:07,193] Trial 9132 finished with value: 0.997386363071025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:49:09,563] Trial 9133 finished with value: 0.9975952785134451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:49:12,272] Trial 9134 finished with value: 0.9973063507906789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:49:14,442] Trial 9135 finished with value: 0.9975497607365229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:49:16,039] Trial 9136 finished with value: 0.9971450759468602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:49:19,299] Trial 9137 finished with value: 0.9974307234299374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:49:21,263] Trial 9138 finished with value: 0.9972877755455739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:49:30,705] Trial 9139 finished with value: 0.9964749918243276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 52, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:49:31,973] Trial 9140 finished with value: 0.9969660032462415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:49:35,051] Trial 9141 finished with value: 0.997551632479616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:49:37,343] Trial 9142 finished with value: 0.9976260544449401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:49:39,698] Trial 9143 finished with value: 0.9974779247758994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:49:42,176] Trial 9144 finished with value: 0.9975405993673662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:49:44,903] Trial 9145 finished with value: 0.9975061789719563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:49:47,282] Trial 9146 finished with value: 0.9969563786305874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:49:49,786] Trial 9147 finished with value: 0.9973069288966636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:49:59,425] Trial 9148 finished with value: 0.9969279102671309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 42, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:50:01,456] Trial 9149 finished with value: 0.9972615138870857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:50:22,295] Trial 9150 finished with value: 0.9906648101316171 and parameters: {'classifier': 'SVC', 'svc_c': 8947640.957114272, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:50:24,632] Trial 9151 finished with value: 0.9972309638025402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:50:26,096] Trial 9152 finished with value: 0.9973805257081314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:50:28,897] Trial 9153 finished with value: 0.9974896063570746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:50:31,693] Trial 9154 finished with value: 0.9974363893446551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:50:34,540] Trial 9155 finished with value: 0.9974891639941204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:50:37,142] Trial 9156 finished with value: 0.9970496231427918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:50:39,252] Trial 9157 finished with value: 0.9973878621476086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:50:41,579] Trial 9158 finished with value: 0.9974495005598722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:50:44,112] Trial 9159 finished with value: 0.9976363464770506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:50:47,160] Trial 9160 finished with value: 0.9974328936680504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:50:49,898] Trial 9161 finished with value: 0.9976330764887059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:50:52,782] Trial 9162 finished with value: 0.9941494258850446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 34, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:50:55,306] Trial 9163 finished with value: 0.9973996596356218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:50:59,129] Trial 9164 finished with value: 0.9962528470699366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 25, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:51:01,076] Trial 9165 finished with value: 0.9972236018140476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:51:02,925] Trial 9166 finished with value: 0.997236312338183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:51:04,853] Trial 9167 finished with value: 0.9852039244863552 and parameters: {'classifier': 'SVC', 'svc_c': 4.984550230424463e-08, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:51:06,853] Trial 9168 finished with value: 0.9972435844131838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:51:08,298] Trial 9169 finished with value: 0.989971891917652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 1, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:51:10,500] Trial 9170 finished with value: 0.9974601620529634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:51:12,914] Trial 9171 finished with value: 0.997232907654159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:51:14,210] Trial 9172 finished with value: 0.9967600242902342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 4, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:51:16,021] Trial 9173 finished with value: 0.9965120737606581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:51:19,263] Trial 9174 finished with value: 0.9972562621520608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:51:21,573] Trial 9175 finished with value: 0.9973934606510104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:51:24,320] Trial 9176 finished with value: 0.9974903718436648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:51:27,264] Trial 9177 finished with value: 0.9973031372005959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:51:29,358] Trial 9178 finished with value: 0.9975967601976553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:51:32,295] Trial 9179 finished with value: 0.9972869830500241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:51:34,552] Trial 9180 finished with value: 0.9972040068299753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:51:50,910] Trial 9181 finished with value: 0.9960598475533549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 70, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:51:53,982] Trial 9182 finished with value: 0.9975142020293237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:51:56,793] Trial 9183 finished with value: 0.9974648878908616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:51:58,010] Trial 9184 finished with value: 0.9969949365383046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:52:00,656] Trial 9185 finished with value: 0.9952417656962632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 22, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:52:02,849] Trial 9186 finished with value: 0.9973491893804042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:52:04,665] Trial 9187 finished with value: 0.985077902554997 and parameters: {'classifier': 'SVC', 'svc_c': 0.00024048499770863973, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:52:07,629] Trial 9188 finished with value: 0.9949448140592061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 27, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:52:10,244] Trial 9189 finished with value: 0.9975451538523018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:52:12,193] Trial 9190 finished with value: 0.9971865349849613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:52:14,814] Trial 9191 finished with value: 0.9974183346964459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:52:17,541] Trial 9192 finished with value: 0.997098698580452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:52:20,441] Trial 9193 finished with value: 0.9976594463417204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:52:22,962] Trial 9194 finished with value: 0.9974026838138731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:52:25,990] Trial 9195 finished with value: 0.9970011600245806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:52:28,108] Trial 9196 finished with value: 0.9973997270151994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:52:30,870] Trial 9197 finished with value: 0.9972110383633755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:52:43,321] Trial 9198 finished with value: 0.9969759440666679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 50, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:52:44,393] Trial 9199 finished with value: 0.9961707553218933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:52:46,102] Trial 9200 finished with value: 0.9969914892302709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:52:51,578] Trial 9201 finished with value: 0.9970979993626125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 21, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:52:53,669] Trial 9202 finished with value: 0.9972131999370396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:52:55,416] Trial 9203 finished with value: 0.9973816140327165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:52:56,486] Trial 9204 finished with value: 0.9897936390071834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:52:57,940] Trial 9205 finished with value: 0.9870293201101248 and parameters: {'classifier': 'SVC', 'svc_c': 228438.22466465522, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:53:01,002] Trial 9206 finished with value: 0.9974774904743736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:53:03,846] Trial 9207 finished with value: 0.9976557365294542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:53:06,285] Trial 9208 finished with value: 0.9973781811654306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:53:08,449] Trial 9209 finished with value: 0.9973493691121741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:53:09,957] Trial 9210 finished with value: 0.9971734648385965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:53:13,007] Trial 9211 finished with value: 0.9970767754304393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:53:16,158] Trial 9212 finished with value: 0.9967760812910713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:53:18,504] Trial 9213 finished with value: 0.9974559273591832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:53:26,065] Trial 9214 finished with value: 0.9971604722596773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 30, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:53:32,218] Trial 9215 finished with value: 0.9971652768075859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 26, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:53:35,239] Trial 9216 finished with value: 0.9974516993938396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:53:37,837] Trial 9217 finished with value: 0.9974147309522664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:53:39,400] Trial 9218 finished with value: 0.9961766636824857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:53:48,941] Trial 9219 finished with value: 0.9971194635507453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 38, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:53:50,373] Trial 9220 finished with value: 0.9972245062174588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:53:53,627] Trial 9221 finished with value: 0.9969273471414386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:53:56,664] Trial 9222 finished with value: 0.9974024615533069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:53:58,448] Trial 9223 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 4.246841480075539e-06, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:54:00,564] Trial 9224 finished with value: 0.9971667067907449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:54:03,203] Trial 9225 finished with value: 0.9973785164129474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:54:06,638] Trial 9226 finished with value: 0.9973826627166552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:54:08,980] Trial 9227 finished with value: 0.9975786061145824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:54:11,511] Trial 9228 finished with value: 0.9975924947498429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:54:13,470] Trial 9229 finished with value: 0.9973576166517611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:54:16,587] Trial 9230 finished with value: 0.997395393648265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:54:19,054] Trial 9231 finished with value: 0.9970719900204887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:54:21,655] Trial 9232 finished with value: 0.997520600708849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:54:22,795] Trial 9233 finished with value: 0.9972013900077665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:54:25,270] Trial 9234 finished with value: 0.9977288645402907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:54:27,975] Trial 9235 finished with value: 0.9976169578845905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:54:33,116] Trial 9236 finished with value: 0.9968980973907001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 24, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:54:35,842] Trial 9237 finished with value: 0.9974093534081763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:54:38,157] Trial 9238 finished with value: 0.9975553589225458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:54:38,990] Trial 9239 finished with value: 0.9968017971527644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 18}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:54:40,722] Trial 9240 finished with value: 0.9901242870979807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:54:43,596] Trial 9241 finished with value: 0.9974671292218872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:54:44,615] Trial 9242 finished with value: 0.9895656301031049 and parameters: {'classifier': 'SVC', 'svc_c': 8.787310962160705, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:54:45,902] Trial 9243 finished with value: 0.9966456764181671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:54:47,883] Trial 9244 finished with value: 0.9973125701510268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:54:49,704] Trial 9245 finished with value: 0.997064167419745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:54:51,871] Trial 9246 finished with value: 0.9974791283408266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:54:54,454] Trial 9247 finished with value: 0.9976004541409679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:54:56,226] Trial 9248 finished with value: 0.9972218483581355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:55:06,119] Trial 9249 finished with value: 0.9969778668443162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 40, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:55:09,128] Trial 9250 finished with value: 0.997503437800626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:55:13,995] Trial 9251 finished with value: 0.9968011178663309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 20, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:55:15,788] Trial 9252 finished with value: 0.9967382953444773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:55:18,508] Trial 9253 finished with value: 0.9975221945548242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:55:21,730] Trial 9254 finished with value: 0.9974459183022559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:55:34,526] Trial 9255 finished with value: 0.9972979905497826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 51, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:55:36,885] Trial 9256 finished with value: 0.9974306943897521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:55:39,601] Trial 9257 finished with value: 0.9974657107278507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:55:41,790] Trial 9258 finished with value: 0.9973683422554253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:55:43,403] Trial 9259 finished with value: 0.9967198739330096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 34}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:55:45,637] Trial 9260 finished with value: 0.9970119138115067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:55:47,408] Trial 9261 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 8.261422297526807e-05, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:55:49,333] Trial 9262 finished with value: 0.9972748598993424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:55:52,475] Trial 9263 finished with value: 0.9973653949463861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:55:55,278] Trial 9264 finished with value: 0.9974240955709824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:55:56,868] Trial 9265 finished with value: 0.997224011931288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:55:59,209] Trial 9266 finished with value: 0.9973471367629765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:56:06,509] Trial 9267 finished with value: 0.9972354732513854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 33, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:56:18,303] Trial 9268 finished with value: 0.9967163945379517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 46, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:56:21,058] Trial 9269 finished with value: 0.9974371674311945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:56:34,380] Trial 9270 finished with value: 0.996830197247982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 59, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:56:35,439] Trial 9271 finished with value: 0.9941458521966634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:56:37,413] Trial 9272 finished with value: 0.997411898597928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:56:39,950] Trial 9273 finished with value: 0.9968512088218163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:56:42,848] Trial 9274 finished with value: 0.9973060760038761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:56:50,479] Trial 9275 finished with value: 0.9963832588617046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 30, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:56:52,258] Trial 9276 finished with value: 0.9974576278127899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:56:55,630] Trial 9277 finished with value: 0.997295601796177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:56:57,738] Trial 9278 finished with value: 0.997381781926247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:56:58,958] Trial 9279 finished with value: 0.9967770177497691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:57:00,902] Trial 9280 finished with value: 0.9853687811117218 and parameters: {'classifier': 'SVC', 'svc_c': 0.004793593667001242, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:57:06,814] Trial 9281 finished with value: 0.9971859113985552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 27, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:57:16,089] Trial 9282 finished with value: 0.9968521819060595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 36, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:57:18,496] Trial 9283 finished with value: 0.9975095286859245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:57:20,621] Trial 9284 finished with value: 0.9973417513161472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:57:28,359] Trial 9285 finished with value: 0.9965734745194705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 31, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:57:30,889] Trial 9286 finished with value: 0.9972348422700469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:57:36,005] Trial 9287 finished with value: 0.9960891490051446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 33, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:57:38,968] Trial 9288 finished with value: 0.9972488510332873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:57:41,728] Trial 9289 finished with value: 0.9974983021311287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:57:44,665] Trial 9290 finished with value: 0.9968746163537614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:57:46,548] Trial 9291 finished with value: 0.9971302873832331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 3, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:57:49,090] Trial 9292 finished with value: 0.9974725765258978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:57:51,848] Trial 9293 finished with value: 0.9974253950796038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:57:53,787] Trial 9294 finished with value: 0.9970802396230397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 86}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:57:56,029] Trial 9295 finished with value: 0.997607246973566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:57:57,726] Trial 9296 finished with value: 0.9962931759211529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:58:02,641] Trial 9297 finished with value: 0.9972325985904161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:58:13,305] Trial 9298 finished with value: 0.9925895844751332 and parameters: {'classifier': 'SVC', 'svc_c': 4137682.6594505557, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:58:15,492] Trial 9299 finished with value: 0.9973558954098252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:58:17,451] Trial 9300 finished with value: 0.9975287907710854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:58:20,914] Trial 9301 finished with value: 0.9973694221377271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:58:22,265] Trial 9302 finished with value: 0.9942786400468742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:58:29,673] Trial 9303 finished with value: 0.9970031423425431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 31, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:58:33,869] Trial 9304 finished with value: 0.996667842045793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 23, 'rf_n_estimators': 91}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:58:36,679] Trial 9305 finished with value: 0.9973868341885236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:58:38,571] Trial 9306 finished with value: 0.9967421229361184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:58:40,488] Trial 9307 finished with value: 0.9960942793744113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:58:42,454] Trial 9308 finished with value: 0.9970215067209912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:58:45,176] Trial 9309 finished with value: 0.9972827414691183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:58:55,563] Trial 9310 finished with value: 0.9970115966545974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 42, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:58:57,805] Trial 9311 finished with value: 0.9969959396783462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:59:00,153] Trial 9312 finished with value: 0.9974440288494105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:59:13,271] Trial 9313 finished with value: 0.9964326082927197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 58, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:59:14,495] Trial 9314 finished with value: 0.9968804298180106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:59:17,196] Trial 9315 finished with value: 0.9975172332216524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:59:20,254] Trial 9316 finished with value: 0.9974956869275532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:59:22,136] Trial 9317 finished with value: 0.9852051536002978 and parameters: {'classifier': 'SVC', 'svc_c': 1.6732880273713238e-06, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:59:23,725] Trial 9318 finished with value: 0.9973681961340994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 4, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:59:26,076] Trial 9319 finished with value: 0.9974000026589257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:59:28,092] Trial 9320 finished with value: 0.9976829354718255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:59:30,816] Trial 9321 finished with value: 0.9974956324335661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:59:33,350] Trial 9322 finished with value: 0.9973267407458576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:59:38,668] Trial 9323 finished with value: 0.9975186492083944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 21, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:59:42,049] Trial 9324 finished with value: 0.997249027781694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:59:44,409] Trial 9325 finished with value: 0.9975387651384798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:59:47,055] Trial 9326 finished with value: 0.997302908084642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:59:49,769] Trial 9327 finished with value: 0.9975645804350372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:59:52,568] Trial 9328 finished with value: 0.9973661414537075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:59:55,459] Trial 9329 finished with value: 0.9973094751655042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 11:59:57,877] Trial 9330 finished with value: 0.997289661919842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:00:00,405] Trial 9331 finished with value: 0.997528942192642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:00:02,299] Trial 9332 finished with value: 0.9973450170198744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:00:05,778] Trial 9333 finished with value: 0.9974141993423163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:00:07,424] Trial 9334 finished with value: 0.9974214202558103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 76}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:00:10,258] Trial 9335 finished with value: 0.997391148671403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:00:12,036] Trial 9336 finished with value: 0.9853823810589762 and parameters: {'classifier': 'SVC', 'svc_c': 0.09972264141583699, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:00:18,610] Trial 9337 finished with value: 0.9972063385822993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 28, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:00:21,649] Trial 9338 finished with value: 0.997334554174346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:00:23,733] Trial 9339 finished with value: 0.9974291221572918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:00:25,477] Trial 9340 finished with value: 0.9975110831134187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:00:37,024] Trial 9341 finished with value: 0.9966334553243029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 51, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:00:38,691] Trial 9342 finished with value: 0.9971993154277068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 50}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:00:39,883] Trial 9343 finished with value: 0.9968296819830543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:00:41,366] Trial 9344 finished with value: 0.9956122942768579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:00:44,131] Trial 9345 finished with value: 0.9974167708110553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:00:46,738] Trial 9346 finished with value: 0.9973860582918995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:00:49,384] Trial 9347 finished with value: 0.9972765640345461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:00:50,975] Trial 9348 finished with value: 0.9974350984687446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:00:53,873] Trial 9349 finished with value: 0.9971850766598509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:01:05,285] Trial 9350 finished with value: 0.9968919421091874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 48, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:01:14,963] Trial 9351 finished with value: 0.996920642667175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 40, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:01:21,526] Trial 9352 finished with value: 0.9970540863812435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 25, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:01:28,204] Trial 9353 finished with value: 0.9970356378973407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 28, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:01:30,205] Trial 9354 finished with value: 0.985205317494852 and parameters: {'classifier': 'SVC', 'svc_c': 1.722553073752297e-07, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:01:32,946] Trial 9355 finished with value: 0.9972326543856574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:01:35,967] Trial 9356 finished with value: 0.9974423400118783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:01:38,331] Trial 9357 finished with value: 0.9975227449218776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:01:39,476] Trial 9358 finished with value: 0.9899703074660974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:01:40,746] Trial 9359 finished with value: 0.995011088015021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:01:43,331] Trial 9360 finished with value: 0.9973983533033502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:01:45,362] Trial 9361 finished with value: 0.9944132346409433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:01:49,911] Trial 9362 finished with value: 0.9972783405956548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:01:51,600] Trial 9363 finished with value: 0.997436829708121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 73}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:01:57,072] Trial 9364 finished with value: 0.9972314030234418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:01:58,601] Trial 9365 finished with value: 0.9963463723039326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:02:11,124] Trial 9366 finished with value: 0.9972760030035558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 50, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:02:13,652] Trial 9367 finished with value: 0.9973708315547221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:02:15,083] Trial 9368 finished with value: 0.9974031442674347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:02:18,069] Trial 9369 finished with value: 0.9975206811009686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:02:34,977] Trial 9370 finished with value: 0.9967152090636319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 67, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:02:37,209] Trial 9371 finished with value: 0.9976607601958761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:02:39,526] Trial 9372 finished with value: 0.9971526844436799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:02:41,504] Trial 9373 finished with value: 0.9968085217171235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:02:42,961] Trial 9374 finished with value: 0.9962811613458524 and parameters: {'classifier': 'SVC', 'svc_c': 94089.68910362349, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:02:45,850] Trial 9375 finished with value: 0.9969834702353558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:02:50,163] Trial 9376 finished with value: 0.995061495429182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 37, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:02:53,177] Trial 9377 finished with value: 0.9971110699850461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:02:55,520] Trial 9378 finished with value: 0.997315133685289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:02:57,448] Trial 9379 finished with value: 0.9972763049897453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:02:59,526] Trial 9380 finished with value: 0.9972964485635482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:03:12,061] Trial 9381 finished with value: 0.9961470451372625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 71, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:03:14,817] Trial 9382 finished with value: 0.9974883790839307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:03:16,623] Trial 9383 finished with value: 0.9975240840394074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:03:19,999] Trial 9384 finished with value: 0.9974821930483856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:03:22,620] Trial 9385 finished with value: 0.9974200925004513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:03:23,254] Trial 9386 finished with value: 0.988561412654942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 6, 'rf_n_estimators': 29}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:03:24,976] Trial 9387 finished with value: 0.9967811223181284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:03:27,786] Trial 9388 finished with value: 0.9974645756533279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:03:39,110] Trial 9389 finished with value: 0.9964643642590595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 44, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:03:48,912] Trial 9390 finished with value: 0.997023093140296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 55, 'rf_n_estimators': 95}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:03:50,883] Trial 9391 finished with value: 0.997357777880331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:03:52,786] Trial 9392 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 9.834235768167516e-06, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:03:55,659] Trial 9393 finished with value: 0.9973113703946486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:03:56,857] Trial 9394 finished with value: 0.9969973812775791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:04:05,795] Trial 9395 finished with value: 0.997036660683147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 36, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:04:11,860] Trial 9396 finished with value: 0.9967728763971749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 25, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:04:13,343] Trial 9397 finished with value: 0.9971701306762029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:04:26,462] Trial 9398 finished with value: 0.9968880262861637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 55, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:04:27,237] Trial 9399 finished with value: 0.9962293750783017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 14}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:04:29,975] Trial 9400 finished with value: 0.9974185363591102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:04:32,973] Trial 9401 finished with value: 0.997266343571417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:04:35,517] Trial 9402 finished with value: 0.9972548468000771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:04:39,032] Trial 9403 finished with value: 0.9975200580858448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:04:40,115] Trial 9404 finished with value: 0.9976490066013888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 45}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:04:42,624] Trial 9405 finished with value: 0.9975590668940134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:04:45,066] Trial 9406 finished with value: 0.9975117652245261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:04:48,400] Trial 9407 finished with value: 0.9972225223443387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:04:49,008] Trial 9408 finished with value: 0.9936697216956875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 9}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:04:50,053] Trial 9409 finished with value: 0.9922310715489275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:04:51,050] Trial 9410 finished with value: 0.9955712840127683 and parameters: {'classifier': 'SVC', 'svc_c': 5199.705098847651, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:04:52,969] Trial 9411 finished with value: 0.9974371649873758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:04:55,502] Trial 9412 finished with value: 0.9968561847226876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:04:59,259] Trial 9413 finished with value: 0.9967534646995183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 20, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:05:00,383] Trial 9414 finished with value: 0.9971914422050006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 1, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:05:06,057] Trial 9415 finished with value: 0.9971561448277315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:05:08,861] Trial 9416 finished with value: 0.9974364558355711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:05:11,759] Trial 9417 finished with value: 0.997432934990806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:05:14,459] Trial 9418 finished with value: 0.9975316311551143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:05:16,586] Trial 9419 finished with value: 0.9972767888024068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:05:19,853] Trial 9420 finished with value: 0.9970070746692787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:05:22,484] Trial 9421 finished with value: 0.9974949317240448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 98}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:05:23,438] Trial 9422 finished with value: 0.9967975123765664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 37}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:05:28,774] Trial 9423 finished with value: 0.99702589826351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 21, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:05:31,374] Trial 9424 finished with value: 0.9974143628560156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:05:44,213] Trial 9425 finished with value: 0.9966489419314669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 56, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:06:00,551] Trial 9426 finished with value: 0.9960560431303862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 73, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:06:02,930] Trial 9427 finished with value: 0.9971653872872418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:06:05,185] Trial 9428 finished with value: 0.997453748361408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:06:08,209] Trial 9429 finished with value: 0.9971503185413676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:06:10,626] Trial 9430 finished with value: 0.9852073661133033 and parameters: {'classifier': 'SVC', 'svc_c': 3.160653991915525e-09, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:06:13,109] Trial 9431 finished with value: 0.9973318988540555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:06:14,907] Trial 9432 finished with value: 0.9974368003505568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:06:18,086] Trial 9433 finished with value: 0.997528451016786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:06:19,468] Trial 9434 finished with value: 0.997375043651112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:06:22,208] Trial 9435 finished with value: 0.9975224713093773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:06:24,216] Trial 9436 finished with value: 0.9967631540922416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:06:27,193] Trial 9437 finished with value: 0.9974980033822055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:06:38,517] Trial 9438 finished with value: 0.996763174563192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 50, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:06:41,063] Trial 9439 finished with value: 0.9976617653036678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:06:43,960] Trial 9440 finished with value: 0.9972725077078061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:06:46,969] Trial 9441 finished with value: 0.997266120644355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:06:54,425] Trial 9442 finished with value: 0.9970187834815786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 32, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:06:57,212] Trial 9443 finished with value: 0.9977268480406017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:06:59,906] Trial 9444 finished with value: 0.9974179343862192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:07:02,552] Trial 9445 finished with value: 0.9974893630225381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:07:05,334] Trial 9446 finished with value: 0.9974353122552891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:07:08,068] Trial 9447 finished with value: 0.9972568862462733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:07:11,766] Trial 9448 finished with value: 0.9936784359729415 and parameters: {'classifier': 'SVC', 'svc_c': 834747.2687196706, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:07:13,152] Trial 9449 finished with value: 0.9961986201255635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 70}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:07:15,155] Trial 9450 finished with value: 0.9974635608337366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:07:17,509] Trial 9451 finished with value: 0.9974707036085023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:07:28,969] Trial 9452 finished with value: 0.9969355640539449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 47, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:07:30,845] Trial 9453 finished with value: 0.9960955052193494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 19, 'rf_n_estimators': 24}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:07:34,011] Trial 9454 finished with value: 0.9972266258653472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:07:44,011] Trial 9455 finished with value: 0.9971048723651648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 43, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:07:45,607] Trial 9456 finished with value: 0.9971795323965328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:07:53,276] Trial 9457 finished with value: 0.9969729359160598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 32, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:07:56,153] Trial 9458 finished with value: 0.997219326495746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:08:11,215] Trial 9459 finished with value: 0.9965176608384132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 63, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:08:13,496] Trial 9460 finished with value: 0.9975730947634743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:08:16,375] Trial 9461 finished with value: 0.9974195262327061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:08:19,658] Trial 9462 finished with value: 0.9974167812845648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:08:21,973] Trial 9463 finished with value: 0.9974195421333979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:08:24,566] Trial 9464 finished with value: 0.9971728449337874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:08:31,814] Trial 9465 finished with value: 0.9966465547012805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 30, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:08:45,578] Trial 9466 finished with value: 0.9959885383467816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 56, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:08:48,049] Trial 9467 finished with value: 0.9852051540128905 and parameters: {'classifier': 'SVC', 'svc_c': 1.5383583529292333e-08, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:08:49,215] Trial 9468 finished with value: 0.990220281572916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:08:51,952] Trial 9469 finished with value: 0.9963314584707849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 19, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:08:54,356] Trial 9470 finished with value: 0.9974479556854883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:08:56,133] Trial 9471 finished with value: 0.995804135074176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:08:59,259] Trial 9472 finished with value: 0.997417688830029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:09:01,270] Trial 9473 finished with value: 0.9976061669008368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 83}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:09:03,162] Trial 9474 finished with value: 0.9972427706214982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:09:05,578] Trial 9475 finished with value: 0.9976769706177576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:09:08,072] Trial 9476 finished with value: 0.9975112949639512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:09:11,059] Trial 9477 finished with value: 0.9973176578645458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:09:12,207] Trial 9478 finished with value: 0.9965805068463184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:09:30,136] Trial 9479 finished with value: 0.995944368351838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 71, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:09:34,979] Trial 9480 finished with value: 0.9971801777234054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:09:38,642] Trial 9481 finished with value: 0.996911149732099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:09:49,736] Trial 9482 finished with value: 0.99703649015537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 46, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:09:51,549] Trial 9483 finished with value: 0.9974098874302074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:09:54,018] Trial 9484 finished with value: 0.9974451114929103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:09:56,443] Trial 9485 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 6.066405155748553e-07, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:09:58,951] Trial 9486 finished with value: 0.9974537715618185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:10:01,680] Trial 9487 finished with value: 0.9974632185404045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:10:03,888] Trial 9488 finished with value: 0.9975458029242477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:10:06,784] Trial 9489 finished with value: 0.9973541960670455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:10:09,668] Trial 9490 finished with value: 0.9970488431837157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:10:12,193] Trial 9491 finished with value: 0.9973295824628786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:10:18,807] Trial 9492 finished with value: 0.9967500075844713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 27, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:10:21,262] Trial 9493 finished with value: 0.9972867928447445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:10:23,902] Trial 9494 finished with value: 0.9938197871866564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 22, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:10:26,368] Trial 9495 finished with value: 0.997435301337449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:10:27,638] Trial 9496 finished with value: 0.9972864823210581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 67}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:10:30,309] Trial 9497 finished with value: 0.9976209352474168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:10:42,543] Trial 9498 finished with value: 0.9968800675297969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 56, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:11:01,240] Trial 9499 finished with value: 0.9955856586506061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 74, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:11:02,927] Trial 9500 finished with value: 0.9966893692971478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:11:06,020] Trial 9501 finished with value: 0.9974461318666353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:11:08,394] Trial 9502 finished with value: 0.9974067190983803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:11:11,605] Trial 9503 finished with value: 0.9978286091663725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:11:13,244] Trial 9504 finished with value: 0.986732879739019 and parameters: {'classifier': 'SVC', 'svc_c': 789073889.4612145, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:11:16,463] Trial 9505 finished with value: 0.9973003951088663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:11:19,424] Trial 9506 finished with value: 0.997509473303276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:11:22,184] Trial 9507 finished with value: 0.9939680844635864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 33, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:11:25,643] Trial 9508 finished with value: 0.9975744248991761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:11:28,782] Trial 9509 finished with value: 0.9973082404656898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:11:31,903] Trial 9510 finished with value: 0.9972893650751938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:11:34,900] Trial 9511 finished with value: 0.9975904042056157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:11:37,947] Trial 9512 finished with value: 0.9972074390625029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:11:41,394] Trial 9513 finished with value: 0.9977028314264745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:11:44,555] Trial 9514 finished with value: 0.9975321940586412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:11:47,140] Trial 9515 finished with value: 0.9972563832956536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:11:50,240] Trial 9516 finished with value: 0.9975493348138048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:11:53,705] Trial 9517 finished with value: 0.9974297972543217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:11:56,368] Trial 9518 finished with value: 0.9975170245449109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:11:59,468] Trial 9519 finished with value: 0.9975019842996776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:12:01,716] Trial 9520 finished with value: 0.9968709099374512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:12:04,435] Trial 9521 finished with value: 0.9971325708621998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:12:07,729] Trial 9522 finished with value: 0.9976691042821774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:15:54,669] Trial 9523 finished with value: 0.9896075085259154 and parameters: {'classifier': 'SVC', 'svc_c': 6014185639.17733, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:16:03,648] Trial 9524 finished with value: 0.9973396119907564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 39, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:16:06,590] Trial 9525 finished with value: 0.9974716792000401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:16:10,063] Trial 9526 finished with value: 0.9974203250123613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:16:12,840] Trial 9527 finished with value: 0.997271649133933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:16:16,117] Trial 9528 finished with value: 0.9974305799428578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:16:18,984] Trial 9529 finished with value: 0.9972965095638062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:16:21,658] Trial 9530 finished with value: 0.9974689663071853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:16:24,249] Trial 9531 finished with value: 0.996008267740892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:16:27,087] Trial 9532 finished with value: 0.9975455701266963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:16:29,965] Trial 9533 finished with value: 0.9974563176719693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:16:31,545] Trial 9534 finished with value: 0.9956645500115361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:16:34,326] Trial 9535 finished with value: 0.9971930766754973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 78}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:16:37,199] Trial 9536 finished with value: 0.9973746023037706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:16:52,780] Trial 9537 finished with value: 0.9964918674092743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 69, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:16:55,510] Trial 9538 finished with value: 0.9972440243957951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:16:57,798] Trial 9539 finished with value: 0.9972465128064303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:17:01,367] Trial 9540 finished with value: 0.9973792606668775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:17:02,581] Trial 9541 finished with value: 0.9904294855446528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:17:03,478] Trial 9542 finished with value: 0.9927713268415764 and parameters: {'classifier': 'SVC', 'svc_c': 450.18275008562074, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:17:04,724] Trial 9543 finished with value: 0.9969082748489645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 41}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:17:06,333] Trial 9544 finished with value: 0.9970352461246109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 4, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:17:10,040] Trial 9545 finished with value: 0.9973464524936914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:17:12,854] Trial 9546 finished with value: 0.9974187643959752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:17:15,605] Trial 9547 finished with value: 0.9975236901085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:17:18,462] Trial 9548 finished with value: 0.9965350818392995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 18, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:17:28,113] Trial 9549 finished with value: 0.9969815004221285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 37, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:17:40,052] Trial 9550 finished with value: 0.9962209087375805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 50, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:17:42,938] Trial 9551 finished with value: 0.9975857477467834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:17:45,705] Trial 9552 finished with value: 0.9971916065438854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:17:48,886] Trial 9553 finished with value: 0.9974570942350894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:17:52,231] Trial 9554 finished with value: 0.9973837008953463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:17:55,167] Trial 9555 finished with value: 0.997530353958242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:18:02,754] Trial 9556 finished with value: 0.9965740618929241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 41, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:18:05,019] Trial 9557 finished with value: 0.9972327939054987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:18:16,045] Trial 9558 finished with value: 0.9971237252852223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 43, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:18:18,668] Trial 9559 finished with value: 0.9972593124506098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:18:19,995] Trial 9560 finished with value: 0.9868163715096369 and parameters: {'classifier': 'SVC', 'svc_c': 0.7751415781495462, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:18:22,978] Trial 9561 finished with value: 0.9974369305077153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:18:25,777] Trial 9562 finished with value: 0.9974203947088064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:18:29,004] Trial 9563 finished with value: 0.9972149369844532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:18:31,443] Trial 9564 finished with value: 0.9976966518019866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:18:34,913] Trial 9565 finished with value: 0.9978017741308483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:18:38,823] Trial 9566 finished with value: 0.9970241035800562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:18:43,019] Trial 9567 finished with value: 0.9971464294733999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:18:47,050] Trial 9568 finished with value: 0.997644627024061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:18:50,550] Trial 9569 finished with value: 0.9975135565120237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:18:53,880] Trial 9570 finished with value: 0.9971905505284901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:18:57,710] Trial 9571 finished with value: 0.9974522828317927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:19:02,631] Trial 9572 finished with value: 0.9970939902936166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:19:05,747] Trial 9573 finished with value: 0.9973486357126083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 14, 'rf_n_estimators': 100}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:19:09,818] Trial 9574 finished with value: 0.9972834019667106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:19:13,366] Trial 9575 finished with value: 0.9973056716629349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:19:17,175] Trial 9576 finished with value: 0.9971639054760799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:19:20,517] Trial 9577 finished with value: 0.9975133857620815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:19:24,827] Trial 9578 finished with value: 0.9972605852676509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:19:28,253] Trial 9579 finished with value: 0.9975155112180069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:19:30,162] Trial 9580 finished with value: 0.9852073663989445 and parameters: {'classifier': 'SVC', 'svc_c': 3.948104475058543e-08, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:19:33,940] Trial 9581 finished with value: 0.9967396390957418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 16, 'rf_n_estimators': 93}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:19:38,179] Trial 9582 finished with value: 0.9972331560667609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:19:41,671] Trial 9583 finished with value: 0.9974010665135841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:19:45,271] Trial 9584 finished with value: 0.9973843556483774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:19:48,581] Trial 9585 finished with value: 0.9970327732338125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:19:52,547] Trial 9586 finished with value: 0.9972251246940619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:19:56,360] Trial 9587 finished with value: 0.997482025599186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:20:00,599] Trial 9588 finished with value: 0.9970995959697858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:20:04,393] Trial 9589 finished with value: 0.9975957562006905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:20:08,633] Trial 9590 finished with value: 0.9972562997614811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:20:12,208] Trial 9591 finished with value: 0.9976219514952139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:20:27,402] Trial 9592 finished with value: 0.9966703501021928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 67, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:20:30,862] Trial 9593 finished with value: 0.9972683578177147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:20:39,359] Trial 9594 finished with value: 0.9962309607041587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 34, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:20:44,239] Trial 9595 finished with value: 0.9970092692186286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 18, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:20:47,574] Trial 9596 finished with value: 0.9973206288183265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:20:51,432] Trial 9597 finished with value: 0.9973236801959642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:21:51,121] Trial 9598 finished with value: 0.9901006841874773 and parameters: {'classifier': 'SVC', 'svc_c': 64928004.47753714, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:21:55,154] Trial 9599 finished with value: 0.9969454465083593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:21:58,757] Trial 9600 finished with value: 0.9972667124611156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:22:02,630] Trial 9601 finished with value: 0.9976788932049786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:22:06,207] Trial 9602 finished with value: 0.997372893344405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:22:13,049] Trial 9603 finished with value: 0.9968829276230665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 27, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:22:18,004] Trial 9604 finished with value: 0.9973244478407323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:22:21,457] Trial 9605 finished with value: 0.9973215936507135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:22:27,148] Trial 9606 finished with value: 0.9971560331737731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 24, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:22:30,327] Trial 9607 finished with value: 0.9973519975821951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:22:46,293] Trial 9608 finished with value: 0.9959835912639305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 64, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:22:50,211] Trial 9609 finished with value: 0.9972714283333111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:22:54,286] Trial 9610 finished with value: 0.9973861393187774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:22:56,932] Trial 9611 finished with value: 0.9970481325719676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 88}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:23:00,165] Trial 9612 finished with value: 0.9975171646042966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:23:04,046] Trial 9613 finished with value: 0.997462701783795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:23:09,064] Trial 9614 finished with value: 0.9973508509233361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 20, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:23:12,921] Trial 9615 finished with value: 0.997531603447921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:23:16,585] Trial 9616 finished with value: 0.9973577982878056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:23:18,436] Trial 9617 finished with value: 0.9853079823258003 and parameters: {'classifier': 'SVC', 'svc_c': 0.0015919598348298695, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:23:25,296] Trial 9618 finished with value: 0.996665164191588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 26, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:23:28,423] Trial 9619 finished with value: 0.9976157906595674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:23:32,153] Trial 9620 finished with value: 0.9972890002162093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:23:40,944] Trial 9621 finished with value: 0.9968218881685926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 36, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:23:44,733] Trial 9622 finished with value: 0.9970213309881976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:23:47,865] Trial 9623 finished with value: 0.9973064119813646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:23:49,009] Trial 9624 finished with value: 0.9970200569333779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:23:50,581] Trial 9625 finished with value: 0.9960896906125355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 17, 'rf_n_estimators': 32}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:23:54,343] Trial 9626 finished with value: 0.9971106457761748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:23:58,180] Trial 9627 finished with value: 0.9973596879628163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:24:02,842] Trial 9628 finished with value: 0.9971808675785624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 19, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:24:06,766] Trial 9629 finished with value: 0.9972706360916646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:24:10,132] Trial 9630 finished with value: 0.9968862834624508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:24:24,307] Trial 9631 finished with value: 0.9968328268288298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 59, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:24:27,663] Trial 9632 finished with value: 0.9974898526432366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:24:34,743] Trial 9633 finished with value: 0.9939919302008199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 65, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:24:36,358] Trial 9634 finished with value: 0.9972474819551728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:24:39,476] Trial 9635 finished with value: 0.9973121213452774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:24:40,835] Trial 9636 finished with value: 0.9951396978553545 and parameters: {'classifier': 'SVC', 'svc_c': 1914.0310928525182, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:24:57,862] Trial 9637 finished with value: 0.996794401141235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 74, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:25:01,940] Trial 9638 finished with value: 0.9970533652325101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:25:03,760] Trial 9639 finished with value: 0.9971429409060866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:25:11,693] Trial 9640 finished with value: 0.9967744860168901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 31, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:25:13,547] Trial 9641 finished with value: 0.9954597534830095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:25:25,746] Trial 9642 finished with value: 0.9964045057721226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 50, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:25:29,118] Trial 9643 finished with value: 0.9970872149486055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:25:32,722] Trial 9644 finished with value: 0.9973648743812277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:25:35,668] Trial 9645 finished with value: 0.9954056908775212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 48, 'rf_n_estimators': 20}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:25:40,161] Trial 9646 finished with value: 0.9973201198057665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:25:44,071] Trial 9647 finished with value: 0.997429409639258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:25:50,904] Trial 9648 finished with value: 0.997034177350577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 29, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:25:54,669] Trial 9649 finished with value: 0.9974557860302814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:25:58,223] Trial 9650 finished with value: 0.9968229764931777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:26:01,432] Trial 9651 finished with value: 0.9974399702058032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:26:02,538] Trial 9652 finished with value: 0.9957018045386072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 3, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:26:03,807] Trial 9653 finished with value: 0.9969246682081448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:26:07,428] Trial 9654 finished with value: 0.997425077795743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:26:08,532] Trial 9655 finished with value: 0.9888808160051227 and parameters: {'classifier': 'SVC', 'svc_c': 5.270869196606061, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:26:11,900] Trial 9656 finished with value: 0.9973139834400465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:26:16,383] Trial 9657 finished with value: 0.9972739715235743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 18, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:26:17,690] Trial 9658 finished with value: 0.9971326294503768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:26:23,978] Trial 9659 finished with value: 0.996558172023908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 24, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:26:25,610] Trial 9660 finished with value: 0.9973052767164144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:26:27,405] Trial 9661 finished with value: 0.9972545733462663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:26:30,549] Trial 9662 finished with value: 0.9974529154317643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:26:35,271] Trial 9663 finished with value: 0.9973009415086813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:26:38,759] Trial 9664 finished with value: 0.9976038488592889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:26:42,551] Trial 9665 finished with value: 0.9972639082583011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:26:45,985] Trial 9666 finished with value: 0.9973461328294873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:27:04,061] Trial 9667 finished with value: 0.9955636875446153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 74, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:27:07,794] Trial 9668 finished with value: 0.9975927282138902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:27:10,678] Trial 9669 finished with value: 0.9974774068767253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:27:24,994] Trial 9670 finished with value: 0.9967267749918722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 59, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:27:28,819] Trial 9671 finished with value: 0.9970602878731495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:27:32,398] Trial 9672 finished with value: 0.9969176463230687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:27:33,209] Trial 9673 finished with value: 0.9928082424077957 and parameters: {'classifier': 'SVC', 'svc_c': 71.42883509665982, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:27:44,142] Trial 9674 finished with value: 0.9969715323705778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 48, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:27:49,212] Trial 9675 finished with value: 0.9971893713065382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:27:52,702] Trial 9676 finished with value: 0.9975346052826856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:27:56,184] Trial 9677 finished with value: 0.9971794661912577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:27:57,679] Trial 9678 finished with value: 0.9971210319111807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:27:59,021] Trial 9679 finished with value: 0.9972691040076572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 2, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:28:02,449] Trial 9680 finished with value: 0.9971884002217832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:28:05,892] Trial 9681 finished with value: 0.9974067273502363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:28:09,157] Trial 9682 finished with value: 0.9974643853210967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:28:13,085] Trial 9683 finished with value: 0.9973882916884483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:28:14,932] Trial 9684 finished with value: 0.9970477261680623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:28:17,793] Trial 9685 finished with value: 0.9962410691642124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 21, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:28:22,547] Trial 9686 finished with value: 0.9972028111043114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:28:27,909] Trial 9687 finished with value: 0.9972127835991693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 23, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:28:29,070] Trial 9688 finished with value: 0.9941531814951113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 80}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:28:32,046] Trial 9689 finished with value: 0.9972995350433118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:28:35,956] Trial 9690 finished with value: 0.9974973675132294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:28:37,508] Trial 9691 finished with value: 0.9970393423776386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:28:39,462] Trial 9692 finished with value: 0.9853905753423543 and parameters: {'classifier': 'SVC', 'svc_c': 0.010269868030299589, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:28:42,488] Trial 9693 finished with value: 0.9972522542573675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:28:50,892] Trial 9694 finished with value: 0.9967343626686249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 34, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:28:53,159] Trial 9695 finished with value: 0.9972044480186271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:28:55,711] Trial 9696 finished with value: 0.9971332735712091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:28:56,822] Trial 9697 finished with value: 0.9967008857459904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:29:00,085] Trial 9698 finished with value: 0.9974272714246936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:29:11,149] Trial 9699 finished with value: 0.9964242904219299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 43, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:29:14,146] Trial 9700 finished with value: 0.9974226905338188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:29:18,027] Trial 9701 finished with value: 0.9973707383087498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:29:21,436] Trial 9702 finished with value: 0.997273431058748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:29:24,575] Trial 9703 finished with value: 0.9976500810882462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:29:32,857] Trial 9704 finished with value: 0.9954867563803266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 58, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:29:40,229] Trial 9705 finished with value: 0.9965654407981663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 30, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:29:44,686] Trial 9706 finished with value: 0.9970246712442693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 18, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:29:48,026] Trial 9707 finished with value: 0.9971467890004159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:29:50,742] Trial 9708 finished with value: 0.9967499108155913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:29:52,019] Trial 9709 finished with value: 0.9971041664506268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:29:53,917] Trial 9710 finished with value: 0.9850752810038399 and parameters: {'classifier': 'SVC', 'svc_c': 5.210364455763462e-10, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:29:56,477] Trial 9711 finished with value: 0.9955685932729729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 21, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:29:59,342] Trial 9712 finished with value: 0.9971044350167997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:30:01,318] Trial 9713 finished with value: 0.9972315847229621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:30:04,391] Trial 9714 finished with value: 0.9973524875202727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:30:22,496] Trial 9715 finished with value: 0.9963414702889102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 74, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:30:23,915] Trial 9716 finished with value: 0.9972161368360452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 4, 'rf_n_estimators': 102}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:30:28,030] Trial 9717 finished with value: 0.9965514229896222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:30:32,297] Trial 9718 finished with value: 0.9967977775150455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:30:34,123] Trial 9719 finished with value: 0.997322201272952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:30:40,052] Trial 9720 finished with value: 0.9969801028116353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 24, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:30:42,027] Trial 9721 finished with value: 0.9970768886712932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:30:44,061] Trial 9722 finished with value: 0.9961543255910709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:30:46,814] Trial 9723 finished with value: 0.9974494417495295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:30:54,082] Trial 9724 finished with value: 0.9971040076023998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 29, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:31:04,454] Trial 9725 finished with value: 0.996567581932618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 45, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:31:07,909] Trial 9726 finished with value: 0.9974333409186426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:31:16,380] Trial 9727 finished with value: 0.9971275239001538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 36, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:31:19,756] Trial 9728 finished with value: 0.997055806766256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:31:29,610] Trial 9729 finished with value: 0.9970194978701379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 41, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:31:32,102] Trial 9730 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 1.5484902760063518e-05, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:31:34,181] Trial 9731 finished with value: 0.9974408376662902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 85}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:31:35,301] Trial 9732 finished with value: 0.9890428073004648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:31:39,172] Trial 9733 finished with value: 0.9976379953882951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:31:39,931] Trial 9734 finished with value: 0.9893354835240066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 23, 'rf_n_estimators': 4}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:31:43,434] Trial 9735 finished with value: 0.9974891698021574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:31:47,642] Trial 9736 finished with value: 0.9972174904260608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 17, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:31:52,134] Trial 9737 finished with value: 0.9972085439860137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:31:54,755] Trial 9738 finished with value: 0.9975423674544536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:32:04,239] Trial 9739 finished with value: 0.9971276691010805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 37, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:32:06,902] Trial 9740 finished with value: 0.9972734639392202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:32:18,160] Trial 9741 finished with value: 0.9968431617705912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 46, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:32:21,269] Trial 9742 finished with value: 0.9972597398967475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:32:24,953] Trial 9743 finished with value: 0.997454894322033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:32:26,621] Trial 9744 finished with value: 0.996897942414498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:32:29,633] Trial 9745 finished with value: 0.9975385377998486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:32:30,939] Trial 9746 finished with value: 0.997144819060237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:32:34,382] Trial 9747 finished with value: 0.9972921126575812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:35:27,195] Trial 9748 finished with value: 0.9897202631550274 and parameters: {'classifier': 'SVC', 'svc_c': 1434838303.5648263, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:35:29,996] Trial 9749 finished with value: 0.9974310636920437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:35:33,912] Trial 9750 finished with value: 0.9972259784120349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:35:34,606] Trial 9751 finished with value: 0.9941958109955021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 16}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:35:37,753] Trial 9752 finished with value: 0.9974282664715686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:35:41,012] Trial 9753 finished with value: 0.9970212545633164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:35:54,656] Trial 9754 finished with value: 0.9966256566539412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 55, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:35:57,148] Trial 9755 finished with value: 0.9975573810715824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:35:58,638] Trial 9756 finished with value: 0.9944106635213212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:36:02,645] Trial 9757 finished with value: 0.9972528732417768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:36:05,573] Trial 9758 finished with value: 0.9973044758420572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:36:17,743] Trial 9759 finished with value: 0.9970102991137261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 51, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:36:19,434] Trial 9760 finished with value: 0.9973594286641122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 68}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:36:23,031] Trial 9761 finished with value: 0.9975307728668826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:36:26,233] Trial 9762 finished with value: 0.9974921661145258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:36:28,537] Trial 9763 finished with value: 0.9969553015729594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:36:31,102] Trial 9764 finished with value: 0.9972741615701644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:36:33,108] Trial 9765 finished with value: 0.9976128384946282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:36:34,816] Trial 9766 finished with value: 0.9902997779218382 and parameters: {'classifier': 'SVC', 'svc_c': 12786.50767736418, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:36:36,326] Trial 9767 finished with value: 0.9969573272449037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:36:40,751] Trial 9768 finished with value: 0.9972508560755918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 18, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:36:43,238] Trial 9769 finished with value: 0.997032821761073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:36:48,497] Trial 9770 finished with value: 0.9971784045582529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 22, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:36:50,724] Trial 9771 finished with value: 0.9973304603651373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:36:52,930] Trial 9772 finished with value: 0.9972147324336397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:36:56,335] Trial 9773 finished with value: 0.9974245079733524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:36:59,211] Trial 9774 finished with value: 0.9975263421280482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:37:01,061] Trial 9775 finished with value: 0.996926519035957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:37:04,328] Trial 9776 finished with value: 0.9973499206217923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:37:16,673] Trial 9777 finished with value: 0.9968938727895745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 52, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:37:18,518] Trial 9778 finished with value: 0.9972813336072809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:37:21,355] Trial 9779 finished with value: 0.9973944319896687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:37:24,309] Trial 9780 finished with value: 0.99623960601494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:37:26,277] Trial 9781 finished with value: 0.9966587092090151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:37:27,458] Trial 9782 finished with value: 0.9970207490736641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:37:28,639] Trial 9783 finished with value: 0.9902007074406489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:37:32,475] Trial 9784 finished with value: 0.9974274332245457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:37:36,379] Trial 9785 finished with value: 0.9974355010006248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:37:37,840] Trial 9786 finished with value: 0.9972700520824292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 50}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:37:40,008] Trial 9787 finished with value: 0.997249522797837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:37:41,758] Trial 9788 finished with value: 0.9856760234161591 and parameters: {'classifier': 'SVC', 'svc_c': 0.2167995158891541, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:37:45,094] Trial 9789 finished with value: 0.9971012039708677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:37:47,963] Trial 9790 finished with value: 0.9974719149809546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:37:52,586] Trial 9791 finished with value: 0.9975060889315129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:37:56,120] Trial 9792 finished with value: 0.9965198197778311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 22, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:37:59,181] Trial 9793 finished with value: 0.9975397886225199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:38:02,271] Trial 9794 finished with value: 0.997362140858733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:38:04,554] Trial 9795 finished with value: 0.9972966642861052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 73}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:38:06,298] Trial 9796 finished with value: 0.9973696203726972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:38:08,787] Trial 9797 finished with value: 0.9974675082994539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:38:23,458] Trial 9798 finished with value: 0.9962597848495581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 59, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:38:26,244] Trial 9799 finished with value: 0.9971501093568196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:38:27,580] Trial 9800 finished with value: 0.9969219321148798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:38:35,201] Trial 9801 finished with value: 0.9971118082722495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 33, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:38:37,279] Trial 9802 finished with value: 0.9975367225502308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:38:43,350] Trial 9803 finished with value: 0.9972610789508017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 25, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:38:45,244] Trial 9804 finished with value: 0.9852053993786534 and parameters: {'classifier': 'SVC', 'svc_c': 7.724778790083574e-05, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:38:48,581] Trial 9805 finished with value: 0.9951932498296495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 32, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:38:52,843] Trial 9806 finished with value: 0.9972578958925857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:38:55,599] Trial 9807 finished with value: 0.9973190974642909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:39:10,278] Trial 9808 finished with value: 0.9959458344527358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 59, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:39:17,320] Trial 9809 finished with value: 0.9969596206895736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 30, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:39:19,774] Trial 9810 finished with value: 0.9970451685370509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:39:22,220] Trial 9811 finished with value: 0.9967396588684583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:39:24,853] Trial 9812 finished with value: 0.9972271173268444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:39:28,913] Trial 9813 finished with value: 0.9974925848644771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:39:31,934] Trial 9814 finished with value: 0.9972929204825399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:39:36,290] Trial 9815 finished with value: 0.9973458161486466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:39:39,072] Trial 9816 finished with value: 0.9970819982522307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:39:48,715] Trial 9817 finished with value: 0.9967447909198341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 42, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:39:52,123] Trial 9818 finished with value: 0.9974264984162192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:39:54,669] Trial 9819 finished with value: 0.9972637451889325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:39:58,546] Trial 9820 finished with value: 0.9975068684462584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:40:01,325] Trial 9821 finished with value: 0.9975281158327451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:40:02,092] Trial 9822 finished with value: 0.9935540707920912 and parameters: {'classifier': 'SVC', 'svc_c': 191.4051834358757, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:40:04,990] Trial 9823 finished with value: 0.9976874640586288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:40:10,469] Trial 9824 finished with value: 0.997360103443763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 20, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:40:13,028] Trial 9825 finished with value: 0.9974141000026661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:40:16,675] Trial 9826 finished with value: 0.9975643025379194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:40:19,129] Trial 9827 finished with value: 0.9975133111145231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:40:20,912] Trial 9828 finished with value: 0.9975411290730419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:40:24,317] Trial 9829 finished with value: 0.9972691453621508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:40:26,860] Trial 9830 finished with value: 0.9972188171975448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:40:29,663] Trial 9831 finished with value: 0.9969836710093585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:40:32,123] Trial 9832 finished with value: 0.9973391636610754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:40:35,925] Trial 9833 finished with value: 0.9975038145930636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:40:40,280] Trial 9834 finished with value: 0.9973445399039115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:40:41,390] Trial 9835 finished with value: 0.9965861392775434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:40:53,779] Trial 9836 finished with value: 0.9968998061279005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 53, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:41:00,808] Trial 9837 finished with value: 0.996916800380883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 37, 'rf_n_estimators': 91}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:41:03,405] Trial 9838 finished with value: 0.9976033395293499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:41:05,439] Trial 9839 finished with value: 0.9970223599946336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:41:08,537] Trial 9840 finished with value: 0.9974282785637114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:41:10,485] Trial 9841 finished with value: 0.9853913951325041 and parameters: {'classifier': 'SVC', 'svc_c': 0.027574830154820953, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:41:12,681] Trial 9842 finished with value: 0.9974432167398343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:41:14,624] Trial 9843 finished with value: 0.9958334149124507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:41:16,238] Trial 9844 finished with value: 0.9957120091645203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:41:30,104] Trial 9845 finished with value: 0.9964445420315698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 62, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:41:37,305] Trial 9846 finished with value: 0.9973178380406468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 28, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:41:39,784] Trial 9847 finished with value: 0.9974323708495008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:41:42,056] Trial 9848 finished with value: 0.9966261782029747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:41:43,075] Trial 9849 finished with value: 0.9960748171182682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 46}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:41:44,159] Trial 9850 finished with value: 0.9895331145851634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:41:45,943] Trial 9851 finished with value: 0.9972196657105011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 30}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:41:48,326] Trial 9852 finished with value: 0.9975608495488002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:41:51,258] Trial 9853 finished with value: 0.9974009587316504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:41:54,970] Trial 9854 finished with value: 0.9973615211443518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:41:56,559] Trial 9855 finished with value: 0.9968208349143953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 82}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:41:58,514] Trial 9856 finished with value: 0.996891296369722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:42:13,901] Trial 9857 finished with value: 0.9964879526336015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 69, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:42:17,953] Trial 9858 finished with value: 0.9974439181793272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:42:21,606] Trial 9859 finished with value: 0.9976217006387934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:42:29,217] Trial 9860 finished with value: 0.9970481757355217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 31, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:42:31,127] Trial 9861 finished with value: 0.9851185449132632 and parameters: {'classifier': 'SVC', 'svc_c': 0.0004055337645778838, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:42:32,519] Trial 9862 finished with value: 0.9942083724149482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:42:40,559] Trial 9863 finished with value: 0.9972876928683249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 33, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:42:48,996] Trial 9864 finished with value: 0.9970192262253876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 35, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:42:58,003] Trial 9865 finished with value: 0.9956519073747847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 61, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:43:00,381] Trial 9866 finished with value: 0.9972514636026166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:43:03,414] Trial 9867 finished with value: 0.9973345098047514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:43:06,481] Trial 9868 finished with value: 0.9973394125814837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:43:10,895] Trial 9869 finished with value: 0.9974360527958841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:43:13,759] Trial 9870 finished with value: 0.9974931490692581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:43:16,328] Trial 9871 finished with value: 0.9969638947700966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:43:18,321] Trial 9872 finished with value: 0.9970867902954037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 96}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:43:24,728] Trial 9873 finished with value: 0.997254655103116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 24, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:43:27,649] Trial 9874 finished with value: 0.9971777688162283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:43:30,637] Trial 9875 finished with value: 0.9976582239244763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:43:32,436] Trial 9876 finished with value: 0.9928203184911609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 60, 'rf_n_estimators': 11}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:43:36,654] Trial 9877 finished with value: 0.9973174181481309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:43:38,224] Trial 9878 finished with value: 0.9867330436335733 and parameters: {'classifier': 'SVC', 'svc_c': 270102268.1121794, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:43:45,253] Trial 9879 finished with value: 0.9971436424090553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 28, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:43:48,064] Trial 9880 finished with value: 0.9974385109602935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:43:50,211] Trial 9881 finished with value: 0.9970262150395643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:43:53,216] Trial 9882 finished with value: 0.9970874652337439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:43:55,705] Trial 9883 finished with value: 0.997560363958816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:44:02,511] Trial 9884 finished with value: 0.9964731099885801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 28, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:44:04,885] Trial 9885 finished with value: 0.9972380060316152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:44:08,676] Trial 9886 finished with value: 0.9971987279273016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:44:11,174] Trial 9887 finished with value: 0.9973193591433379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:44:13,798] Trial 9888 finished with value: 0.997273106570382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:44:15,483] Trial 9889 finished with value: 0.9940535146903787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:44:17,829] Trial 9890 finished with value: 0.997320266085782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:44:30,598] Trial 9891 finished with value: 0.996920658440915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 54, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:44:31,776] Trial 9892 finished with value: 0.9896088608781527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:44:36,273] Trial 9893 finished with value: 0.9970832065778437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 18, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:44:39,651] Trial 9894 finished with value: 0.9974059874443996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:44:42,154] Trial 9895 finished with value: 0.9974747984650619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:44:46,190] Trial 9896 finished with value: 0.9974744751827366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:44:52,579] Trial 9897 finished with value: 0.9926470293259447 and parameters: {'classifier': 'SVC', 'svc_c': 2023857.8926846217, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:44:55,044] Trial 9898 finished with value: 0.9975480571726015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:44:58,388] Trial 9899 finished with value: 0.99739032923037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:45:03,430] Trial 9900 finished with value: 0.9970654349365556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 21, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:45:05,030] Trial 9901 finished with value: 0.9973382605906563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:45:07,675] Trial 9902 finished with value: 0.9974895323442744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:45:18,208] Trial 9903 finished with value: 0.9966406455789781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 48, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:45:20,853] Trial 9904 finished with value: 0.9976212084155863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:45:21,833] Trial 9905 finished with value: 0.993418928465215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:45:28,009] Trial 9906 finished with value: 0.9971677610288173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 26, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:45:30,796] Trial 9907 finished with value: 0.9971341482362011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:45:34,508] Trial 9908 finished with value: 0.9974442707240034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:45:37,229] Trial 9909 finished with value: 0.9974733467414364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:45:39,817] Trial 9910 finished with value: 0.997587114793672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:45:41,165] Trial 9911 finished with value: 0.9966935129666092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 35}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:45:43,144] Trial 9912 finished with value: 0.9974166555389755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 3, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:45:44,990] Trial 9913 finished with value: 0.9972546123204168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:45:47,780] Trial 9914 finished with value: 0.9966464765942903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 25, 'rf_n_estimators': 75}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:45:49,970] Trial 9915 finished with value: 0.9974683600814146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:45:51,912] Trial 9916 finished with value: 0.98520548148462 and parameters: {'classifier': 'SVC', 'svc_c': 1.1074692680190114e-07, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:45:53,539] Trial 9917 finished with value: 0.997511418107032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 39}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:45:57,198] Trial 9918 finished with value: 0.9929186259613165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 48, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:46:01,102] Trial 9919 finished with value: 0.9972907860130489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:46:02,398] Trial 9920 finished with value: 0.9971997885764314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:46:06,012] Trial 9921 finished with value: 0.9974605676316829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:46:08,690] Trial 9922 finished with value: 0.9973405317553148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:46:17,727] Trial 9923 finished with value: 0.9967366977534291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 41, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:46:19,369] Trial 9924 finished with value: 0.9973377120009257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 4, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:46:21,962] Trial 9925 finished with value: 0.997670623258429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:46:31,370] Trial 9926 finished with value: 0.997183163340099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 40, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:46:33,411] Trial 9927 finished with value: 0.9974727596218861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:46:37,118] Trial 9928 finished with value: 0.9973379754890335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:46:39,423] Trial 9929 finished with value: 0.9974357098043182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:46:43,113] Trial 9930 finished with value: 0.9969876466583377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:46:44,111] Trial 9931 finished with value: 0.9959102199820332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 26}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:46:47,116] Trial 9932 finished with value: 0.9969148203163117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:46:49,839] Trial 9933 finished with value: 0.9974635928572851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:46:54,602] Trial 9934 finished with value: 0.9972582047024253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:47:06,112] Trial 9935 finished with value: 0.9967240369308566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 46, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:47:07,956] Trial 9936 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.5900212162309326e-09, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:47:11,455] Trial 9937 finished with value: 0.9972335937642427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:47:13,682] Trial 9938 finished with value: 0.9974508524360409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:47:17,066] Trial 9939 finished with value: 0.997543785218518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:47:19,368] Trial 9940 finished with value: 0.997214923019774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:47:21,274] Trial 9941 finished with value: 0.9973739427900533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 103}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:47:24,468] Trial 9942 finished with value: 0.997206100674945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:47:26,539] Trial 9943 finished with value: 0.9956092581334155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:47:43,012] Trial 9944 finished with value: 0.9966317740086547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 71, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:47:46,247] Trial 9945 finished with value: 0.9973266802851438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 99}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:47:48,780] Trial 9946 finished with value: 0.997180067434177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:47:51,826] Trial 9947 finished with value: 0.9974269044392695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:47:53,804] Trial 9948 finished with value: 0.9972089789222977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:47:55,191] Trial 9949 finished with value: 0.9971586835112122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:47:58,227] Trial 9950 finished with value: 0.997334091118276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:48:07,258] Trial 9951 finished with value: 0.9968519708489746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 36, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:48:13,239] Trial 9952 finished with value: 0.9970621407956634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 22, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:48:14,231] Trial 9953 finished with value: 0.9907582814429082 and parameters: {'classifier': 'SVC', 'svc_c': 19.275958111402172, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:48:15,201] Trial 9954 finished with value: 0.9931520754727075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 2, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:48:19,896] Trial 9955 finished with value: 0.9971874582724274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 19, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:48:23,810] Trial 9956 finished with value: 0.9973808289955751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:48:26,137] Trial 9957 finished with value: 0.9973916382286255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:48:42,909] Trial 9958 finished with value: 0.9965316949602419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 74, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:48:45,163] Trial 9959 finished with value: 0.9971636432574885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:49:00,483] Trial 9960 finished with value: 0.9957592516110724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 67, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:49:03,573] Trial 9961 finished with value: 0.9973265209925861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:49:04,690] Trial 9962 finished with value: 0.9968497831232749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:49:07,886] Trial 9963 finished with value: 0.9973457168089963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:49:16,665] Trial 9964 finished with value: 0.997190587661842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 36, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:49:17,827] Trial 9965 finished with value: 0.9810984930145331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 2}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:49:19,688] Trial 9966 finished with value: 0.997373959801572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:49:21,572] Trial 9967 finished with value: 0.9966952186887083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:49:24,455] Trial 9968 finished with value: 0.9974106345088115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:49:27,443] Trial 9969 finished with value: 0.9972928717331143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:49:37,459] Trial 9970 finished with value: 0.9965808425381657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 42, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:49:38,509] Trial 9971 finished with value: 0.9898191360360046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:49:42,227] Trial 9972 finished with value: 0.9972050966462421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:49:44,463] Trial 9973 finished with value: 0.997578445362081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:50:24,596] Trial 9974 finished with value: 0.9896095617781011 and parameters: {'classifier': 'SVC', 'svc_c': 20942486.190074358, 'svc_kernel': 'rbf'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:50:27,102] Trial 9975 finished with value: 0.9974463879915487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:50:30,224] Trial 9976 finished with value: 0.9973878072092907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:50:32,704] Trial 9977 finished with value: 0.9974588725417828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:50:34,689] Trial 9978 finished with value: 0.9960920820321255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:50:37,712] Trial 9979 finished with value: 0.9975440086216488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:50:40,148] Trial 9980 finished with value: 0.9973331531678965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:50:41,624] Trial 9981 finished with value: 0.9969098565710591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:50:49,980] Trial 9982 finished with value: 0.9950937563773675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 64, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:50:54,054] Trial 9983 finished with value: 0.9975301017370913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:50:56,094] Trial 9984 finished with value: 0.9972035888734719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:51:01,507] Trial 9985 finished with value: 0.9971469123339243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 124}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:51:03,958] Trial 9986 finished with value: 0.9974031814959999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:51:07,179] Trial 9987 finished with value: 0.9974469727307559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:51:11,499] Trial 9988 finished with value: 0.9975219087549673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:51:14,457] Trial 9989 finished with value: 0.9973767769217147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:51:17,882] Trial 9990 finished with value: 0.9974757553312344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:51:19,498] Trial 9991 finished with value: 0.9867325520133865 and parameters: {'classifier': 'SVC', 'svc_c': 9682019504.557072, 'svc_kernel': 'sigmoid'}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:51:22,550] Trial 9992 finished with value: 0.9974276904602859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:51:25,703] Trial 9993 finished with value: 0.9975979704275431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:51:27,658] Trial 9994 finished with value: 0.9971394803950835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:51:28,614] Trial 9995 finished with value: 0.9954033529045673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 22}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:51:32,923] Trial 9996 finished with value: 0.9967884725635954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:51:42,285] Trial 9997 finished with value: 0.9953871385471852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 63, 'rf_n_estimators': 125}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:51:45,595] Trial 9998 finished with value: 0.9975947805774149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:51:47,707] Trial 9999 finished with value: 0.9973904216194186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 526 with value: 0.9978583668505822.
[I 2023-09-09 12:51:47,708] A new study created in memory with name: no-name-aa0818f9-0105-4a5b-9798-f9028274f693
[I 2023-09-09 12:51:48,086] Trial 0 finished with value: 0.9877937839780738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 28}. Best is trial 0 with value: 0.9877937839780738.
[I 2023-09-09 12:51:48,433] Trial 1 finished with value: 0.9914990689905739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 2, 'rf_n_estimators': 51}. Best is trial 1 with value: 0.9914990689905739.
[I 2023-09-09 12:51:56,326] Trial 2 finished with value: 0.9962795692772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 65, 'rf_n_estimators': 79}. Best is trial 2 with value: 0.9962795692772.
[I 2023-09-09 12:51:56,597] Trial 3 finished with value: 0.9958452112261614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 18}. Best is trial 2 with value: 0.9962795692772.
[I 2023-09-09 12:51:57,133] Trial 4 finished with value: 0.9958383207677599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 18}. Best is trial 2 with value: 0.9962795692772.
[I 2023-09-09 12:52:10,955] Trial 5 finished with value: 0.9968949118886653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 62, 'rf_n_estimators': 118}. Best is trial 5 with value: 0.9968949118886653.
[I 2023-09-09 12:52:11,541] Trial 6 finished with value: 0.9920391032286973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 5 with value: 0.9968949118886653.
[I 2023-09-09 12:52:12,415] Trial 7 finished with value: 0.9941733345585485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 87}. Best is trial 5 with value: 0.9968949118886653.
[I 2023-09-09 12:52:13,122] Trial 8 finished with value: 0.9921042230672451 and parameters: {'classifier': 'SVC', 'svc_c': 38.59616490733923, 'svc_kernel': 'rbf'}. Best is trial 5 with value: 0.9968949118886653.
[I 2023-09-09 12:52:14,889] Trial 9 finished with value: 0.9850797055855205 and parameters: {'classifier': 'SVC', 'svc_c': 0.00028453570454300064, 'svc_kernel': 'rbf'}. Best is trial 5 with value: 0.9968949118886653.
[I 2023-09-09 12:52:16,630] Trial 10 finished with value: 0.9867330436335733 and parameters: {'classifier': 'SVC', 'svc_c': 487417580.4612635, 'svc_kernel': 'sigmoid'}. Best is trial 5 with value: 0.9968949118886653.
[I 2023-09-09 12:52:26,613] Trial 11 finished with value: 0.9963918692290497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 59, 'rf_n_estimators': 102}. Best is trial 5 with value: 0.9968949118886653.
[I 2023-09-09 12:52:44,430] Trial 12 finished with value: 0.9952376158379096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 73, 'rf_n_estimators': 123}. Best is trial 5 with value: 0.9968949118886653.
[I 2023-09-09 12:52:50,337] Trial 13 finished with value: 0.9971377505204367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 32, 'rf_n_estimators': 102}. Best is trial 13 with value: 0.9971377505204367.
[I 2023-09-09 12:52:52,007] Trial 14 finished with value: 0.9852062193274927 and parameters: {'classifier': 'SVC', 'svc_c': 4.722192013862264e-10, 'svc_kernel': 'sigmoid'}. Best is trial 13 with value: 0.9971377505204367.
[I 2023-09-09 12:52:57,589] Trial 15 finished with value: 0.996541045169948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 28, 'rf_n_estimators': 105}. Best is trial 13 with value: 0.9971377505204367.
[I 2023-09-09 12:53:00,428] Trial 16 finished with value: 0.9970113920720457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 25, 'rf_n_estimators': 59}. Best is trial 13 with value: 0.9971377505204367.
[I 2023-09-09 12:53:01,970] Trial 17 finished with value: 0.9962260463430903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 23, 'rf_n_estimators': 49}. Best is trial 13 with value: 0.9971377505204367.
[I 2023-09-09 12:53:03,370] Trial 18 finished with value: 0.9867327158444649 and parameters: {'classifier': 'SVC', 'svc_c': 1541948293.7299306, 'svc_kernel': 'sigmoid'}. Best is trial 13 with value: 0.9971377505204367.
[I 2023-09-09 12:53:04,172] Trial 19 finished with value: 0.9973715578132586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 68}. Best is trial 19 with value: 0.9973715578132586.
[I 2023-09-09 12:53:04,922] Trial 20 finished with value: 0.996788683366777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 4, 'rf_n_estimators': 76}. Best is trial 19 with value: 0.9973715578132586.
[I 2023-09-09 12:53:05,654] Trial 21 finished with value: 0.9970038411795278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 59}. Best is trial 19 with value: 0.9973715578132586.
[I 2023-09-09 12:53:07,891] Trial 22 finished with value: 0.996430360931492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 27, 'rf_n_estimators': 40}. Best is trial 19 with value: 0.9973715578132586.
[I 2023-09-09 12:53:08,845] Trial 23 finished with value: 0.9968204205125376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 6, 'rf_n_estimators': 68}. Best is trial 19 with value: 0.9973715578132586.
[I 2023-09-09 12:53:11,862] Trial 24 finished with value: 0.9972782910210433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 93}. Best is trial 19 with value: 0.9973715578132586.
[I 2023-09-09 12:53:14,116] Trial 25 finished with value: 0.9970971431056067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 96}. Best is trial 19 with value: 0.9973715578132586.
[I 2023-09-09 12:53:15,808] Trial 26 finished with value: 0.9850756087929483 and parameters: {'classifier': 'SVC', 'svc_c': 1.0491104102426805e-10, 'svc_kernel': 'rbf'}. Best is trial 19 with value: 0.9973715578132586.
[I 2023-09-09 12:53:17,131] Trial 27 finished with value: 0.9973430039161414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 90}. Best is trial 19 with value: 0.9973715578132586.
[I 2023-09-09 12:53:18,123] Trial 28 finished with value: 0.9969042418813242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 85}. Best is trial 19 with value: 0.9973715578132586.
[I 2023-09-09 12:53:18,835] Trial 29 finished with value: 0.9970954161191097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 73}. Best is trial 19 with value: 0.9973715578132586.
[I 2023-09-09 12:53:20,025] Trial 30 finished with value: 0.9973377815069431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 92}. Best is trial 19 with value: 0.9973715578132586.
[I 2023-09-09 12:53:21,417] Trial 31 finished with value: 0.9972289729788185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 93}. Best is trial 19 with value: 0.9973715578132586.
[I 2023-09-09 12:53:22,327] Trial 32 finished with value: 0.9964791612332321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 85}. Best is trial 19 with value: 0.9973715578132586.
[I 2023-09-09 12:53:25,783] Trial 33 finished with value: 0.9969463879181705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 111}. Best is trial 19 with value: 0.9973715578132586.
[I 2023-09-09 12:53:26,748] Trial 34 finished with value: 0.9969366261630181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 5, 'rf_n_estimators': 93}. Best is trial 19 with value: 0.9973715578132586.
[I 2023-09-09 12:53:27,874] Trial 35 finished with value: 0.9973367092417392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 68}. Best is trial 19 with value: 0.9973715578132586.
[I 2023-09-09 12:53:29,048] Trial 36 finished with value: 0.9970886133208087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 65}. Best is trial 19 with value: 0.9973715578132586.
[I 2023-09-09 12:53:29,720] Trial 37 finished with value: 0.9963304842122392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 42}. Best is trial 19 with value: 0.9973715578132586.
[I 2023-09-09 12:53:30,363] Trial 38 finished with value: 0.9971344196587858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 3, 'rf_n_estimators': 67}. Best is trial 19 with value: 0.9973715578132586.
[I 2023-09-09 12:53:31,481] Trial 39 finished with value: 0.9975765558140218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 78}. Best is trial 39 with value: 0.9975765558140218.
[I 2023-09-09 12:53:32,108] Trial 40 finished with value: 0.9950012470737896 and parameters: {'classifier': 'SVC', 'svc_c': 844.118232254922, 'svc_kernel': 'rbf'}. Best is trial 39 with value: 0.9975765558140218.
[I 2023-09-09 12:53:33,488] Trial 41 finished with value: 0.997614409870165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 79}. Best is trial 41 with value: 0.997614409870165.
[I 2023-09-09 12:53:34,513] Trial 42 finished with value: 0.9975760572432333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 80}. Best is trial 41 with value: 0.997614409870165.
[I 2023-09-09 12:53:35,455] Trial 43 finished with value: 0.9969902618619134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 5, 'rf_n_estimators': 79}. Best is trial 41 with value: 0.997614409870165.
[I 2023-09-09 12:53:37,108] Trial 44 finished with value: 0.9974115066347707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 81}. Best is trial 41 with value: 0.997614409870165.
[I 2023-09-09 12:53:37,441] Trial 45 finished with value: 0.9929372050784465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 6}. Best is trial 41 with value: 0.997614409870165.
[I 2023-09-09 12:53:38,103] Trial 46 finished with value: 0.997077299613719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 2, 'rf_n_estimators': 80}. Best is trial 41 with value: 0.997614409870165.
[I 2023-09-09 12:53:39,427] Trial 47 finished with value: 0.997475866160007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 57}. Best is trial 41 with value: 0.997614409870165.
[I 2023-09-09 12:53:41,159] Trial 48 finished with value: 0.9852235902142232 and parameters: {'classifier': 'SVC', 'svc_c': 0.0004685173337599371, 'svc_kernel': 'sigmoid'}. Best is trial 41 with value: 0.997614409870165.
[I 2023-09-09 12:53:42,426] Trial 49 finished with value: 0.9971824167058259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 54}. Best is trial 41 with value: 0.997614409870165.
[I 2023-09-09 12:53:44,009] Trial 50 finished with value: 0.9967213884976921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 76}. Best is trial 41 with value: 0.997614409870165.
[I 2023-09-09 12:53:45,630] Trial 51 finished with value: 0.9965107819326103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 60}. Best is trial 41 with value: 0.997614409870165.
[I 2023-09-09 12:53:47,228] Trial 52 finished with value: 0.9975699065637172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 82}. Best is trial 41 with value: 0.997614409870165.
[I 2023-09-09 12:53:48,892] Trial 53 finished with value: 0.9974427794232071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 81}. Best is trial 41 with value: 0.997614409870165.
[I 2023-09-09 12:53:50,996] Trial 54 finished with value: 0.9964772770806172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 14, 'rf_n_estimators': 73}. Best is trial 41 with value: 0.997614409870165.
[I 2023-09-09 12:53:52,429] Trial 55 finished with value: 0.9976035701687233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 82}. Best is trial 41 with value: 0.997614409870165.
[I 2023-09-09 12:53:53,367] Trial 56 finished with value: 0.9971040030321413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 50}. Best is trial 41 with value: 0.997614409870165.
[I 2023-09-09 12:53:54,533] Trial 57 finished with value: 0.9870879903615438 and parameters: {'classifier': 'SVC', 'svc_c': 206494.49734042655, 'svc_kernel': 'sigmoid'}. Best is trial 41 with value: 0.997614409870165.
[I 2023-09-09 12:53:55,885] Trial 58 finished with value: 0.9974604243350308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 101}. Best is trial 41 with value: 0.997614409870165.
[I 2023-09-09 12:53:56,936] Trial 59 finished with value: 0.9970878690034027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 5, 'rf_n_estimators': 87}. Best is trial 41 with value: 0.997614409870165.
[I 2023-09-09 12:53:58,905] Trial 60 finished with value: 0.9970735023000419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 73}. Best is trial 41 with value: 0.997614409870165.
[I 2023-09-09 12:54:00,260] Trial 61 finished with value: 0.9972133050212509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 100}. Best is trial 41 with value: 0.997614409870165.
[I 2023-09-09 12:54:01,970] Trial 62 finished with value: 0.9975821726936722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 41 with value: 0.997614409870165.
[I 2023-09-09 12:54:03,972] Trial 63 finished with value: 0.9971154082078802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 41 with value: 0.997614409870165.
[I 2023-09-09 12:54:05,531] Trial 64 finished with value: 0.9969793362142182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 63}. Best is trial 41 with value: 0.997614409870165.
[I 2023-09-09 12:54:07,510] Trial 65 finished with value: 0.9975197817438847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 41 with value: 0.997614409870165.
[I 2023-09-09 12:54:09,407] Trial 66 finished with value: 0.9975530637322912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 41 with value: 0.997614409870165.
[I 2023-09-09 12:54:10,953] Trial 67 finished with value: 0.9974527947325024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 41 with value: 0.997614409870165.
[I 2023-09-09 12:54:12,846] Trial 68 finished with value: 0.9853897560600108 and parameters: {'classifier': 'SVC', 'svc_c': 0.028101535252172696, 'svc_kernel': 'rbf'}. Best is trial 41 with value: 0.997614409870165.
[I 2023-09-09 12:54:16,432] Trial 69 finished with value: 0.9973985531569537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 118}. Best is trial 41 with value: 0.997614409870165.
[I 2023-09-09 12:54:17,536] Trial 70 finished with value: 0.9973425295296385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 97}. Best is trial 41 with value: 0.997614409870165.
[I 2023-09-09 12:54:19,602] Trial 71 finished with value: 0.9976081458545814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 41 with value: 0.997614409870165.
[I 2023-09-09 12:54:21,159] Trial 72 finished with value: 0.9974092299477162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 41 with value: 0.997614409870165.
[I 2023-09-09 12:54:23,503] Trial 73 finished with value: 0.9974462916035236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 41 with value: 0.997614409870165.
[I 2023-09-09 12:54:26,449] Trial 74 finished with value: 0.9973105328947462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 41 with value: 0.997614409870165.
[I 2023-09-09 12:54:27,821] Trial 75 finished with value: 0.9974089750605813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 41 with value: 0.997614409870165.
[I 2023-09-09 12:54:31,019] Trial 76 finished with value: 0.9973896756833792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 87}. Best is trial 41 with value: 0.997614409870165.
[I 2023-09-09 12:54:32,752] Trial 77 finished with value: 0.9973033284214886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 41 with value: 0.997614409870165.
[I 2023-09-09 12:54:35,091] Trial 78 finished with value: 0.9971987757880661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 98}. Best is trial 41 with value: 0.997614409870165.
[I 2023-09-09 12:54:36,607] Trial 79 finished with value: 0.9976054706663606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 84}. Best is trial 41 with value: 0.997614409870165.
[I 2023-09-09 12:54:38,530] Trial 80 finished with value: 0.9852052355793127 and parameters: {'classifier': 'SVC', 'svc_c': 5.378424422151955e-07, 'svc_kernel': 'sigmoid'}. Best is trial 41 with value: 0.997614409870165.
[I 2023-09-09 12:54:40,014] Trial 81 finished with value: 0.9974012125079584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 84}. Best is trial 41 with value: 0.997614409870165.
[I 2023-09-09 12:54:41,223] Trial 82 finished with value: 0.9975116424940379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 76}. Best is trial 41 with value: 0.997614409870165.
[I 2023-09-09 12:54:43,058] Trial 83 finished with value: 0.997424115661078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 90}. Best is trial 41 with value: 0.997614409870165.
[I 2023-09-09 12:54:44,171] Trial 84 finished with value: 0.9975906131997365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 70}. Best is trial 41 with value: 0.997614409870165.
[I 2023-09-09 12:54:45,091] Trial 85 finished with value: 0.9970407635693972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 70}. Best is trial 41 with value: 0.997614409870165.
[I 2023-09-09 12:54:46,370] Trial 86 finished with value: 0.9974551107110861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 77}. Best is trial 41 with value: 0.997614409870165.
[I 2023-09-09 12:54:47,560] Trial 87 finished with value: 0.9974209485352916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 83}. Best is trial 41 with value: 0.997614409870165.
[I 2023-09-09 12:54:48,224] Trial 88 finished with value: 0.9967629654103817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 4, 'rf_n_estimators': 70}. Best is trial 41 with value: 0.997614409870165.
[I 2023-09-09 12:54:49,988] Trial 89 finished with value: 0.9973704458439325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 89}. Best is trial 41 with value: 0.997614409870165.
[I 2023-09-09 12:54:51,153] Trial 90 finished with value: 0.9971882486732752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 73}. Best is trial 41 with value: 0.997614409870165.
[I 2023-09-09 12:54:52,681] Trial 91 finished with value: 0.9975254697164475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 94}. Best is trial 41 with value: 0.997614409870165.
[I 2023-09-09 12:54:54,848] Trial 92 finished with value: 0.9973944043776891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 41 with value: 0.997614409870165.
[I 2023-09-09 12:54:55,990] Trial 93 finished with value: 0.997462879103484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 82}. Best is trial 41 with value: 0.997614409870165.
[I 2023-09-09 12:54:57,346] Trial 94 finished with value: 0.997240455817217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 78}. Best is trial 41 with value: 0.997614409870165.
[I 2023-09-09 12:54:58,409] Trial 95 finished with value: 0.9972370173323216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 64}. Best is trial 41 with value: 0.997614409870165.
[I 2023-09-09 12:55:01,862] Trial 96 finished with value: 0.9974563162437636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 41 with value: 0.997614409870165.
[I 2023-09-09 12:55:03,751] Trial 97 finished with value: 0.9973738523052793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 86}. Best is trial 41 with value: 0.997614409870165.
[I 2023-09-09 12:55:05,148] Trial 98 finished with value: 0.9962687105012759 and parameters: {'classifier': 'SVC', 'svc_c': 99408.74600329345, 'svc_kernel': 'rbf'}. Best is trial 41 with value: 0.997614409870165.
[I 2023-09-09 12:55:06,857] Trial 99 finished with value: 0.9970088411694706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 75}. Best is trial 41 with value: 0.997614409870165.
[I 2023-09-09 12:55:08,209] Trial 100 finished with value: 0.9972079405531789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 80}. Best is trial 41 with value: 0.997614409870165.
[I 2023-09-09 12:55:09,758] Trial 101 finished with value: 0.9971999537087638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 95}. Best is trial 41 with value: 0.997614409870165.
[I 2023-09-09 12:55:11,488] Trial 102 finished with value: 0.9975497550871754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 92}. Best is trial 41 with value: 0.997614409870165.
[I 2023-09-09 12:55:12,864] Trial 103 finished with value: 0.9974968042605857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 90}. Best is trial 41 with value: 0.997614409870165.
[I 2023-09-09 12:55:14,803] Trial 104 finished with value: 0.9974713789594353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 41 with value: 0.997614409870165.
[I 2023-09-09 12:55:16,320] Trial 105 finished with value: 0.9970035676939791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 71}. Best is trial 41 with value: 0.997614409870165.
[I 2023-09-09 12:55:16,876] Trial 106 finished with value: 0.9972634269211964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 30}. Best is trial 41 with value: 0.997614409870165.
[I 2023-09-09 12:55:18,075] Trial 107 finished with value: 0.9975183211653827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 85}. Best is trial 41 with value: 0.997614409870165.
[I 2023-09-09 12:55:20,057] Trial 108 finished with value: 0.9969620120139497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 79}. Best is trial 41 with value: 0.997614409870165.
[I 2023-09-09 12:55:21,953] Trial 109 finished with value: 0.9973138944152161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 99}. Best is trial 41 with value: 0.997614409870165.
[I 2023-09-09 12:55:23,438] Trial 110 finished with value: 0.997271857017227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 41 with value: 0.997614409870165.
[I 2023-09-09 12:55:25,315] Trial 111 finished with value: 0.9975192648920613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 93}. Best is trial 41 with value: 0.997614409870165.
[I 2023-09-09 12:55:27,017] Trial 112 finished with value: 0.9976864025843136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 112 with value: 0.9976864025843136.
[I 2023-09-09 12:55:28,683] Trial 113 finished with value: 0.9973490246606643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 112 with value: 0.9976864025843136.
[I 2023-09-09 12:55:30,782] Trial 114 finished with value: 0.9975511858955199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 112 with value: 0.9976864025843136.
[I 2023-09-09 12:55:33,668] Trial 115 finished with value: 0.9974699286005396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 112 with value: 0.9976864025843136.
[I 2023-09-09 12:55:36,113] Trial 116 finished with value: 0.9973374662225701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 112 with value: 0.9976864025843136.
[I 2023-09-09 12:55:37,847] Trial 117 finished with value: 0.9854045022535313 and parameters: {'classifier': 'SVC', 'svc_c': 0.1822584269723613, 'svc_kernel': 'sigmoid'}. Best is trial 112 with value: 0.9976864025843136.
[I 2023-09-09 12:55:39,297] Trial 118 finished with value: 0.9971148832311528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 112 with value: 0.9976864025843136.
[I 2023-09-09 12:55:41,036] Trial 119 finished with value: 0.9976582386191275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 112 with value: 0.9976864025843136.
[I 2023-09-09 12:55:42,714] Trial 120 finished with value: 0.9974336579803379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 112 with value: 0.9976864025843136.
[I 2023-09-09 12:55:44,501] Trial 121 finished with value: 0.9972981477476383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 112 with value: 0.9976864025843136.
[I 2023-09-09 12:55:46,595] Trial 122 finished with value: 0.9973503476870752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 112 with value: 0.9976864025843136.
[I 2023-09-09 12:55:48,841] Trial 123 finished with value: 0.9975199012053683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 112 with value: 0.9976864025843136.
[I 2023-09-09 12:55:50,807] Trial 124 finished with value: 0.9975964782380854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 112 with value: 0.9976864025843136.
[I 2023-09-09 12:55:52,595] Trial 125 finished with value: 0.9975085520470359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 112 with value: 0.9976864025843136.
[I 2023-09-09 12:55:54,283] Trial 126 finished with value: 0.9971961327820836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 112 with value: 0.9976864025843136.
[I 2023-09-09 12:55:55,866] Trial 127 finished with value: 0.9975947085006269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 112 with value: 0.9976864025843136.
[I 2023-09-09 12:55:57,390] Trial 128 finished with value: 0.9974824822759364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 112 with value: 0.9976864025843136.
[I 2023-09-09 12:55:59,044] Trial 129 finished with value: 0.9975237534891012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 112 with value: 0.9976864025843136.
[I 2023-09-09 12:56:00,248] Trial 130 finished with value: 0.9968919550899916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 75}. Best is trial 112 with value: 0.9976864025843136.
[I 2023-09-09 12:56:01,790] Trial 131 finished with value: 0.9974476339265822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 67}. Best is trial 112 with value: 0.9976864025843136.
[I 2023-09-09 12:56:03,787] Trial 132 finished with value: 0.9973585182304986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 112 with value: 0.9976864025843136.
[I 2023-09-09 12:56:05,306] Trial 133 finished with value: 0.9971726433980752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 112 with value: 0.9976864025843136.
[I 2023-09-09 12:56:06,350] Trial 134 finished with value: 0.9974942949346693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 81}. Best is trial 112 with value: 0.9976864025843136.
[I 2023-09-09 12:56:08,464] Trial 135 finished with value: 0.9974279681987143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 112 with value: 0.9976864025843136.
[I 2023-09-09 12:56:09,934] Trial 136 finished with value: 0.9975645591389014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 102}. Best is trial 112 with value: 0.9976864025843136.
[I 2023-09-09 12:56:11,597] Trial 137 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.1784416791870558e-07, 'svc_kernel': 'rbf'}. Best is trial 112 with value: 0.9976864025843136.
[I 2023-09-09 12:56:12,773] Trial 138 finished with value: 0.9968632424398612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 84}. Best is trial 112 with value: 0.9976864025843136.
[I 2023-09-09 12:56:14,326] Trial 139 finished with value: 0.9975667858070135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 102}. Best is trial 112 with value: 0.9976864025843136.
[I 2023-09-09 12:56:15,652] Trial 140 finished with value: 0.9973713351400998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 127}. Best is trial 112 with value: 0.9976864025843136.
[I 2023-09-09 12:56:17,183] Trial 141 finished with value: 0.9975162705157051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 100}. Best is trial 112 with value: 0.9976864025843136.
[I 2023-09-09 12:56:18,905] Trial 142 finished with value: 0.9973827843045786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 112 with value: 0.9976864025843136.
[I 2023-09-09 12:56:20,060] Trial 143 finished with value: 0.9971457582483948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 78}. Best is trial 112 with value: 0.9976864025843136.
[I 2023-09-09 12:56:21,547] Trial 144 finished with value: 0.9972674989582008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 88}. Best is trial 112 with value: 0.9976864025843136.
[I 2023-09-09 12:56:22,605] Trial 145 finished with value: 0.9974338457417987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 62}. Best is trial 112 with value: 0.9976864025843136.
[I 2023-09-09 12:56:24,095] Trial 146 finished with value: 0.9971502681098326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 112 with value: 0.9976864025843136.
[I 2023-09-09 12:56:25,825] Trial 147 finished with value: 0.997342485413947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 112 with value: 0.9976864025843136.
[I 2023-09-09 12:56:26,970] Trial 148 finished with value: 0.9974441413920303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 72}. Best is trial 112 with value: 0.9976864025843136.
[I 2023-09-09 12:56:28,173] Trial 149 finished with value: 0.9972576646184539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 98}. Best is trial 112 with value: 0.9976864025843136.
[I 2023-09-09 12:56:29,500] Trial 150 finished with value: 0.9972752197119993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 75}. Best is trial 112 with value: 0.9976864025843136.
[I 2023-09-09 12:56:31,384] Trial 151 finished with value: 0.9974371952018636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 112 with value: 0.9976864025843136.
[I 2023-09-09 12:56:33,614] Trial 152 finished with value: 0.9973941860208857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 112 with value: 0.9976864025843136.
[I 2023-09-09 12:56:35,273] Trial 153 finished with value: 0.9977425143477977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 96}. Best is trial 153 with value: 0.9977425143477977.
[I 2023-09-09 12:56:36,316] Trial 154 finished with value: 0.9974125058710493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 82}. Best is trial 153 with value: 0.9977425143477977.
[I 2023-09-09 12:56:37,228] Trial 155 finished with value: 0.9955619540518472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 96}. Best is trial 153 with value: 0.9977425143477977.
[I 2023-09-09 12:56:39,400] Trial 156 finished with value: 0.9974396451778929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 102}. Best is trial 153 with value: 0.9977425143477977.
[I 2023-09-09 12:56:40,717] Trial 157 finished with value: 0.9975903623433159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 87}. Best is trial 153 with value: 0.9977425143477977.
[I 2023-09-09 12:56:42,350] Trial 158 finished with value: 0.9974397556258108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 87}. Best is trial 153 with value: 0.9977425143477977.
[I 2023-09-09 12:56:43,597] Trial 159 finished with value: 0.997528274331855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 90}. Best is trial 153 with value: 0.9977425143477977.
[I 2023-09-09 12:56:44,457] Trial 160 finished with value: 0.9907592835990746 and parameters: {'classifier': 'SVC', 'svc_c': 8.564681172872458, 'svc_kernel': 'rbf'}. Best is trial 153 with value: 0.9977425143477977.
[I 2023-09-09 12:56:45,712] Trial 161 finished with value: 0.9970388837648757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 83}. Best is trial 153 with value: 0.9977425143477977.
[I 2023-09-09 12:56:47,312] Trial 162 finished with value: 0.9975166609237051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 79}. Best is trial 153 with value: 0.9977425143477977.
[I 2023-09-09 12:56:48,764] Trial 163 finished with value: 0.9973164104378308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 85}. Best is trial 153 with value: 0.9977425143477977.
[I 2023-09-09 12:56:50,259] Trial 164 finished with value: 0.9975438539628256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 96}. Best is trial 153 with value: 0.9977425143477977.
[I 2023-09-09 12:56:50,561] Trial 165 finished with value: 0.9949383201976963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 6}. Best is trial 153 with value: 0.9977425143477977.
[I 2023-09-09 12:56:51,583] Trial 166 finished with value: 0.9974375458422653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 77}. Best is trial 153 with value: 0.9977425143477977.
[I 2023-09-09 12:56:53,608] Trial 167 finished with value: 0.997405487508881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 153 with value: 0.9977425143477977.
[I 2023-09-09 12:56:55,299] Trial 168 finished with value: 0.9973768292257862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 91}. Best is trial 153 with value: 0.9977425143477977.
[I 2023-09-09 12:57:00,691] Trial 169 finished with value: 0.9970620753838362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 38, 'rf_n_estimators': 81}. Best is trial 153 with value: 0.9977425143477977.
[I 2023-09-09 12:57:02,074] Trial 170 finished with value: 0.9972981553647361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 105}. Best is trial 153 with value: 0.9977425143477977.
[I 2023-09-09 12:57:04,105] Trial 171 finished with value: 0.9974844123533032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 153 with value: 0.9977425143477977.
[I 2023-09-09 12:57:04,843] Trial 172 finished with value: 0.9965161994029881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 109}. Best is trial 153 with value: 0.9977425143477977.
[I 2023-09-09 12:57:06,649] Trial 173 finished with value: 0.9974324201702087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 153 with value: 0.9977425143477977.
[I 2023-09-09 12:57:08,487] Trial 174 finished with value: 0.9974746252078251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 153 with value: 0.9977425143477977.
[I 2023-09-09 12:57:09,985] Trial 175 finished with value: 0.9975638515105163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 99}. Best is trial 153 with value: 0.9977425143477977.
[I 2023-09-09 12:57:10,622] Trial 176 finished with value: 0.9884530780055139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 94}. Best is trial 153 with value: 0.9977425143477977.
[I 2023-09-09 12:57:12,150] Trial 177 finished with value: 0.996927815910332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 99}. Best is trial 153 with value: 0.9977425143477977.
[I 2023-09-09 12:57:13,192] Trial 178 finished with value: 0.9973662804022664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 86}. Best is trial 153 with value: 0.9977425143477977.
[I 2023-09-09 12:57:14,791] Trial 179 finished with value: 0.9977579564584153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 97}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 12:57:16,038] Trial 180 finished with value: 0.9974625051357203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 69}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 12:57:17,712] Trial 181 finished with value: 0.9974169221691361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 100}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 12:57:19,062] Trial 182 finished with value: 0.9977280774401854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 97}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 12:57:20,304] Trial 183 finished with value: 0.9975044820095197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 95}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 12:57:21,574] Trial 184 finished with value: 0.9974786443377376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 104}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 12:57:22,681] Trial 185 finished with value: 0.9973733462443445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 82}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 12:57:24,432] Trial 186 finished with value: 0.9973025838501792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 88}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 12:57:26,233] Trial 187 finished with value: 0.9971965437245095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 97}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 12:57:28,285] Trial 188 finished with value: 0.9974300300836111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 12:57:29,836] Trial 189 finished with value: 0.9867325520133865 and parameters: {'classifier': 'SVC', 'svc_c': 8703700370.554344, 'svc_kernel': 'sigmoid'}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 12:57:31,284] Trial 190 finished with value: 0.9975024580196846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 92}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 12:57:32,758] Trial 191 finished with value: 0.9975042812355172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 99}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 12:57:34,144] Trial 192 finished with value: 0.9974778676794038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 103}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 12:57:35,551] Trial 193 finished with value: 0.9974587353070709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 97}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 12:57:37,795] Trial 194 finished with value: 0.9972771432830952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 101}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 12:57:39,104] Trial 195 finished with value: 0.9974444188765554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 79}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 12:57:40,273] Trial 196 finished with value: 0.9974495279179484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 75}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 12:57:41,430] Trial 197 finished with value: 0.9966172067851944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 84}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 12:57:43,375] Trial 198 finished with value: 0.997646333127015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 12:57:45,933] Trial 199 finished with value: 0.9977400804311496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 12:57:48,763] Trial 200 finished with value: 0.9970196442136291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 12:57:51,222] Trial 201 finished with value: 0.9973622999926012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 12:57:53,197] Trial 202 finished with value: 0.9973686228185273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 12:57:55,395] Trial 203 finished with value: 0.9975450352477417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 12:57:57,522] Trial 204 finished with value: 0.9973565860901675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 12:57:59,035] Trial 205 finished with value: 0.9970282475986347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 12:58:01,516] Trial 206 finished with value: 0.9977539138741894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 12:58:03,909] Trial 207 finished with value: 0.9974638221001907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 12:58:06,522] Trial 208 finished with value: 0.9973318432809796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 12:58:09,653] Trial 209 finished with value: 0.9970326332696405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 108}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 12:58:11,166] Trial 210 finished with value: 0.9975312638840491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 77}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 12:58:13,079] Trial 211 finished with value: 0.997612746994241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 12:58:15,180] Trial 212 finished with value: 0.9974933056006178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 12:58:17,372] Trial 213 finished with value: 0.997436358114554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 12:58:19,412] Trial 214 finished with value: 0.9973878182540824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 81}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 12:58:21,208] Trial 215 finished with value: 0.9974528370391328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 12:58:23,130] Trial 216 finished with value: 0.9974786326581877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 12:58:23,756] Trial 217 finished with value: 0.9964280858313327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 20}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 12:58:25,186] Trial 218 finished with value: 0.9974459528648373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 85}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 12:58:40,379] Trial 219 finished with value: 0.996776793077122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 72, 'rf_n_estimators': 115}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 12:58:41,949] Trial 220 finished with value: 0.9971052904486197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 73}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 12:58:43,614] Trial 221 finished with value: 0.997373138868857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 12:58:45,206] Trial 222 finished with value: 0.9972018939739993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 12:58:47,243] Trial 223 finished with value: 0.99697305179116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 12:58:49,029] Trial 224 finished with value: 0.997443007206169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 12:58:50,522] Trial 225 finished with value: 0.9975369209756283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 102}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 12:58:52,074] Trial 226 finished with value: 0.9972380222496859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 79}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 12:58:54,758] Trial 227 finished with value: 0.9974404908026995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 97}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 12:58:56,137] Trial 228 finished with value: 0.9968064644342233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 93}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 12:59:00,516] Trial 229 finished with value: 0.9930027797846841 and parameters: {'classifier': 'SVC', 'svc_c': 1276089.130137413, 'svc_kernel': 'rbf'}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 12:59:02,044] Trial 230 finished with value: 0.9976818090300137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 12:59:03,594] Trial 231 finished with value: 0.9975173838497614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 12:59:05,445] Trial 232 finished with value: 0.9975247522493115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 12:59:06,773] Trial 233 finished with value: 0.9974364826223651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 12:59:08,940] Trial 234 finished with value: 0.9974334097264258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 127}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 12:59:10,332] Trial 235 finished with value: 0.9975219653436564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 12:59:12,054] Trial 236 finished with value: 0.997381699248998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 12:59:13,667] Trial 237 finished with value: 0.9973458299228986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 83}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 12:59:17,616] Trial 238 finished with value: 0.997415087495919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 100}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 12:59:19,845] Trial 239 finished with value: 0.9976755340013761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 12:59:22,152] Trial 240 finished with value: 0.997414973239452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 12:59:23,965] Trial 241 finished with value: 0.9972199422746266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 12:59:25,897] Trial 242 finished with value: 0.9974245740516756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 12:59:27,607] Trial 243 finished with value: 0.9972673212576568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 12:59:30,319] Trial 244 finished with value: 0.9973767801907192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 12:59:32,054] Trial 245 finished with value: 0.9974076786940129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 12:59:33,940] Trial 246 finished with value: 0.9975857635839992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 81}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 12:59:35,804] Trial 247 finished with value: 0.9968789426748804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 82}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 12:59:37,416] Trial 248 finished with value: 0.9969879232859392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 78}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 12:59:39,589] Trial 249 finished with value: 0.9970230971392725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 88}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 12:59:40,346] Trial 250 finished with value: 0.9973698311758786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 80}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 12:59:42,100] Trial 251 finished with value: 0.9973811385671247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 85}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 12:59:43,232] Trial 252 finished with value: 0.9973605454258626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 56}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 12:59:45,768] Trial 253 finished with value: 0.9970716998408008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 75}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 12:59:48,112] Trial 254 finished with value: 0.9975921519169665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 12:59:50,462] Trial 255 finished with value: 0.9973984559754809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 12:59:51,244] Trial 256 finished with value: 0.9927867980558552 and parameters: {'classifier': 'SVC', 'svc_c': 3687.862367523503, 'svc_kernel': 'sigmoid'}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 12:59:53,598] Trial 257 finished with value: 0.9975275641326995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 12:59:55,870] Trial 258 finished with value: 0.9974925243720253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 12:59:58,151] Trial 259 finished with value: 0.9973502575196801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 81}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:00:01,097] Trial 260 finished with value: 0.9974010143364643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:00:02,074] Trial 261 finished with value: 0.9970124635438019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 47}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:00:04,148] Trial 262 finished with value: 0.99753214099286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:00:05,798] Trial 263 finished with value: 0.9968352994974627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 12, 'rf_n_estimators': 66}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:00:07,396] Trial 264 finished with value: 0.9972474056889812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 89}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:00:08,787] Trial 265 finished with value: 0.9974418295076366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 77}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:00:09,644] Trial 266 finished with value: 0.9967757486778009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 122}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:00:10,788] Trial 267 finished with value: 0.9973136745032551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 84}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:00:12,651] Trial 268 finished with value: 0.9972030638650066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 80}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:00:14,693] Trial 269 finished with value: 0.9970433611901721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:00:16,490] Trial 270 finished with value: 0.9976338570825402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:00:17,344] Trial 271 finished with value: 0.9968171198971122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 109}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:00:19,189] Trial 272 finished with value: 0.9976800581131343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:00:20,931] Trial 273 finished with value: 0.9976390959954503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:00:22,753] Trial 274 finished with value: 0.9974537811466663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:00:32,454] Trial 275 finished with value: 0.9967087379899396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 51, 'rf_n_estimators': 112}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:00:34,338] Trial 276 finished with value: 0.9975017491217834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:00:35,873] Trial 277 finished with value: 0.9866154145696803 and parameters: {'classifier': 'SVC', 'svc_c': 13157106.439571913, 'svc_kernel': 'sigmoid'}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:00:37,693] Trial 278 finished with value: 0.9975882949677612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:00:39,547] Trial 279 finished with value: 0.9974740522433816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:00:42,783] Trial 280 finished with value: 0.9972258158504728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:00:44,890] Trial 281 finished with value: 0.9974264521423502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:00:46,651] Trial 282 finished with value: 0.997297015275624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:00:48,634] Trial 283 finished with value: 0.9974428488974866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:00:50,922] Trial 284 finished with value: 0.9976776201022961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:00:52,638] Trial 285 finished with value: 0.9975095234491698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:00:53,806] Trial 286 finished with value: 0.9963153690972821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:00:56,080] Trial 287 finished with value: 0.9974778488905627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:00:57,817] Trial 288 finished with value: 0.9974699025437177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:01:00,025] Trial 289 finished with value: 0.997581026764785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:01:01,969] Trial 290 finished with value: 0.9973132470571174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:01:04,362] Trial 291 finished with value: 0.9974318839582622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:01:06,281] Trial 292 finished with value: 0.9973561291277759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:01:08,116] Trial 293 finished with value: 0.9975894801247018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:01:09,781] Trial 294 finished with value: 0.9974568347459579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:01:12,818] Trial 295 finished with value: 0.9974520355300176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:01:14,618] Trial 296 finished with value: 0.9974111929690311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:01:53,806] Trial 297 finished with value: 0.9897249890564014 and parameters: {'classifier': 'SVC', 'svc_c': 40753820.5658572, 'svc_kernel': 'rbf'}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:01:54,458] Trial 298 finished with value: 0.9884040280216554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:01:56,692] Trial 299 finished with value: 0.9973750740242893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:01:59,861] Trial 300 finished with value: 0.9972906989877067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 105}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:02:02,260] Trial 301 finished with value: 0.9975329088597933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:02:04,070] Trial 302 finished with value: 0.9976153830178839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:02:05,717] Trial 303 finished with value: 0.997257023893578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:02:07,707] Trial 304 finished with value: 0.9975630567298374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:02:09,014] Trial 305 finished with value: 0.9974485925066015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 109}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:02:11,220] Trial 306 finished with value: 0.9973653466730287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:02:12,913] Trial 307 finished with value: 0.9975417602765457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 95}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:02:15,128] Trial 308 finished with value: 0.9974937565645451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 91}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:02:16,814] Trial 309 finished with value: 0.9974115819488252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:02:18,494] Trial 310 finished with value: 0.9973435276233525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:02:19,120] Trial 311 finished with value: 0.9914772980238276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 4, 'rf_n_estimators': 104}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:02:20,933] Trial 312 finished with value: 0.9973756688878891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:02:22,984] Trial 313 finished with value: 0.9976175434489832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:02:25,041] Trial 314 finished with value: 0.9972876272025942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:02:30,888] Trial 315 finished with value: 0.9970277977137963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 29, 'rf_n_estimators': 111}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:02:33,277] Trial 316 finished with value: 0.9969505925878902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:02:35,215] Trial 317 finished with value: 0.9974457563754521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:02:35,870] Trial 318 finished with value: 0.9930570241214308 and parameters: {'classifier': 'SVC', 'svc_c': 98.22418145031799, 'svc_kernel': 'rbf'}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:02:38,386] Trial 319 finished with value: 0.9973294289148823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:02:43,236] Trial 320 finished with value: 0.9969408441309211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 24, 'rf_n_estimators': 110}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:02:45,511] Trial 321 finished with value: 0.997372542767479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:02:48,066] Trial 322 finished with value: 0.9971959039835087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:02:49,930] Trial 323 finished with value: 0.9973760805602868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:02:55,248] Trial 324 finished with value: 0.9973320053982109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 26, 'rf_n_estimators': 122}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:02:57,801] Trial 325 finished with value: 0.9975080811517026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:03:00,920] Trial 326 finished with value: 0.9968392703540182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 20, 'rf_n_estimators': 101}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:03:04,227] Trial 327 finished with value: 0.9972450028437444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:03:05,975] Trial 328 finished with value: 0.997190355054718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:03:07,823] Trial 329 finished with value: 0.9972877749742914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:03:09,131] Trial 330 finished with value: 0.9971154536565637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 61}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:03:09,948] Trial 331 finished with value: 0.9970084145802564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 33}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:03:15,645] Trial 332 finished with value: 0.9967860307759461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 31, 'rf_n_estimators': 107}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:03:17,933] Trial 333 finished with value: 0.9975231118755638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:03:27,594] Trial 334 finished with value: 0.995960971022518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 46, 'rf_n_estimators': 112}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:03:29,365] Trial 335 finished with value: 0.9974776890584606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:03:30,444] Trial 336 finished with value: 0.9887377455172223 and parameters: {'classifier': 'SVC', 'svc_c': 25972.945449886418, 'svc_kernel': 'sigmoid'}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:03:31,982] Trial 337 finished with value: 0.9966168547483246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:03:33,849] Trial 338 finished with value: 0.9970275519671787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:03:35,350] Trial 339 finished with value: 0.9973510811818548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 99}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:03:36,790] Trial 340 finished with value: 0.9971829728174404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 69}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:03:38,102] Trial 341 finished with value: 0.9971124788942345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 6, 'rf_n_estimators': 94}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:03:40,963] Trial 342 finished with value: 0.9973528881161408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 105}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:03:41,801] Trial 343 finished with value: 0.9971788954802056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:03:43,162] Trial 344 finished with value: 0.997367779796229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:03:45,011] Trial 345 finished with value: 0.9973795011767402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:03:46,659] Trial 346 finished with value: 0.9974634631761953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:03:49,561] Trial 347 finished with value: 0.9973573356760662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:03:50,709] Trial 348 finished with value: 0.9974436696715118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 65}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:03:52,877] Trial 349 finished with value: 0.9975486247098627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:03:54,444] Trial 350 finished with value: 0.997535943543292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:03:56,777] Trial 351 finished with value: 0.9971937424733203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:03:58,240] Trial 352 finished with value: 0.9974596654181873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 97}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:04:00,001] Trial 353 finished with value: 0.9973715547664194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:04:03,826] Trial 354 finished with value: 0.9972545788686622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 111}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:04:06,901] Trial 355 finished with value: 0.997349913131646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:04:19,826] Trial 356 finished with value: 0.9963598481559689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 74, 'rf_n_estimators': 108}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:04:21,168] Trial 357 finished with value: 0.9862010511147069 and parameters: {'classifier': 'SVC', 'svc_c': 0.4086024064068945, 'svc_kernel': 'rbf'}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:04:23,551] Trial 358 finished with value: 0.9971725786210062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:04:27,136] Trial 359 finished with value: 0.9973092535079583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:04:28,177] Trial 360 finished with value: 0.9969114967226412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 71}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:04:29,763] Trial 361 finished with value: 0.9975767933722594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:04:32,074] Trial 362 finished with value: 0.9974208092376156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:04:34,003] Trial 363 finished with value: 0.9974447079454167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:04:34,837] Trial 364 finished with value: 0.9972230765516791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 100}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:04:36,267] Trial 365 finished with value: 0.9975598908735672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:04:37,836] Trial 366 finished with value: 0.9971633899889868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:04:38,960] Trial 367 finished with value: 0.996988021514763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:04:40,721] Trial 368 finished with value: 0.997153274705283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 95}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:04:43,039] Trial 369 finished with value: 0.9973039773982205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:04:52,973] Trial 370 finished with value: 0.9964355825155048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 63, 'rf_n_estimators': 92}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:04:53,989] Trial 371 finished with value: 0.9941518021656527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:04:55,827] Trial 372 finished with value: 0.997552688241108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:04:57,444] Trial 373 finished with value: 0.9972547095653651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:04:59,695] Trial 374 finished with value: 0.9971457149896269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:05:00,562] Trial 375 finished with value: 0.9914558693504133 and parameters: {'classifier': 'SVC', 'svc_c': 7620.79608545226, 'svc_kernel': 'sigmoid'}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:05:02,080] Trial 376 finished with value: 0.9976774013646379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:05:03,609] Trial 377 finished with value: 0.9973681441474068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:05:10,189] Trial 378 finished with value: 0.9966218596259052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 40, 'rf_n_estimators': 115}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:05:11,529] Trial 379 finished with value: 0.9972508848936118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:05:12,946] Trial 380 finished with value: 0.9973764553214983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:05:18,119] Trial 381 finished with value: 0.9969020443486111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 26, 'rf_n_estimators': 118}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:05:20,131] Trial 382 finished with value: 0.9974916035601159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:05:21,470] Trial 383 finished with value: 0.9973799880679787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:05:24,533] Trial 384 finished with value: 0.9973970731231147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:05:26,392] Trial 385 finished with value: 0.9975739402295912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:05:36,070] Trial 386 finished with value: 0.9965937249230699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 55, 'rf_n_estimators': 98}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:05:37,301] Trial 387 finished with value: 0.9975174557043839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:05:39,577] Trial 388 finished with value: 0.9974305569646128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 101}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:05:40,543] Trial 389 finished with value: 0.9954235135216266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:05:42,593] Trial 390 finished with value: 0.9975064364615998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:05:44,647] Trial 391 finished with value: 0.997444059222588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:05:46,489] Trial 392 finished with value: 0.9972675610058097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:05:48,245] Trial 393 finished with value: 0.9976735183586105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:05:49,977] Trial 394 finished with value: 0.99754950308819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:05:54,647] Trial 395 finished with value: 0.9970988704729588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 23, 'rf_n_estimators': 126}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:05:56,087] Trial 396 finished with value: 0.9866227889359568 and parameters: {'classifier': 'SVC', 'svc_c': 6728829.167340232, 'svc_kernel': 'sigmoid'}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:05:57,650] Trial 397 finished with value: 0.997452360938783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:05:58,809] Trial 398 finished with value: 0.9960663019329076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:06:03,250] Trial 399 finished with value: 0.9970825541099418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 21, 'rf_n_estimators': 120}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:06:05,171] Trial 400 finished with value: 0.9974404071733133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:06:06,845] Trial 401 finished with value: 0.9975308538302846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:06:09,052] Trial 402 finished with value: 0.9975757367538437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:06:10,783] Trial 403 finished with value: 0.9973982067376935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:06:12,147] Trial 404 finished with value: 0.9974326378605162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 96}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:06:13,715] Trial 405 finished with value: 0.9972385143776791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:06:15,440] Trial 406 finished with value: 0.9973930672596474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 99}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:06:17,259] Trial 407 finished with value: 0.9975152407475595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:06:24,547] Trial 408 finished with value: 0.9968545387948061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 32, 'rf_n_estimators': 118}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:06:25,570] Trial 409 finished with value: 0.9971008887182325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 113}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:06:26,651] Trial 410 finished with value: 0.9973534460368162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 93}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:06:28,178] Trial 411 finished with value: 0.9976319252278504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 89}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:06:29,861] Trial 412 finished with value: 0.9973420555874662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:06:31,828] Trial 413 finished with value: 0.9972505406960054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 92}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:06:33,532] Trial 414 finished with value: 0.9973022423820327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 91}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:06:34,529] Trial 415 finished with value: 0.9893019605179303 and parameters: {'classifier': 'SVC', 'svc_c': 3.307821144164483, 'svc_kernel': 'rbf'}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:06:36,169] Trial 416 finished with value: 0.9973641626269147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 95}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:06:38,096] Trial 417 finished with value: 0.9973105944662869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:06:44,402] Trial 418 finished with value: 0.9970672389826921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 40, 'rf_n_estimators': 86}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:06:45,891] Trial 419 finished with value: 0.9973946970964097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 88}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:06:47,254] Trial 420 finished with value: 0.9974685602206591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 86}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:06:49,270] Trial 421 finished with value: 0.9969468930904437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 88}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:06:51,116] Trial 422 finished with value: 0.9973399420649939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 90}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:06:52,813] Trial 423 finished with value: 0.9975019641461064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:06:53,251] Trial 424 finished with value: 0.9931731251955065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 8}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:06:55,083] Trial 425 finished with value: 0.9971852081817394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 9, 'rf_n_estimators': 97}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:06:56,620] Trial 426 finished with value: 0.9976391086588755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 102}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:06:59,445] Trial 427 finished with value: 0.9972875117400869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 103}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:07:00,585] Trial 428 finished with value: 0.9970832467897724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 100}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:07:02,135] Trial 429 finished with value: 0.9971463366400206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 98}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:07:03,642] Trial 430 finished with value: 0.9973270068047358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:07:13,453] Trial 431 finished with value: 0.9967834315365381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 55, 'rf_n_estimators': 104}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:07:14,214] Trial 432 finished with value: 0.9892074895577676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 101}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:07:14,989] Trial 433 finished with value: 0.9972239873344096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 1, 'rf_n_estimators': 108}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:07:15,733] Trial 434 finished with value: 0.99343494014432 and parameters: {'classifier': 'SVC', 'svc_c': 168.08200691520972, 'svc_kernel': 'rbf'}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:07:17,437] Trial 435 finished with value: 0.9976675833064377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:07:19,012] Trial 436 finished with value: 0.9972114367693279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 102}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:07:22,509] Trial 437 finished with value: 0.997349624348426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 105}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:07:24,241] Trial 438 finished with value: 0.9974686897747974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 99}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:07:25,990] Trial 439 finished with value: 0.9975807370929036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:07:27,435] Trial 440 finished with value: 0.9973221091695446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 6, 'rf_n_estimators': 106}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:07:29,586] Trial 441 finished with value: 0.9973237767426788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:07:33,174] Trial 442 finished with value: 0.9919016128362125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 62, 'rf_n_estimators': 102}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:07:35,477] Trial 443 finished with value: 0.9970762307444714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 95}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:07:37,406] Trial 444 finished with value: 0.9976292145249112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:07:39,522] Trial 445 finished with value: 0.99747446163065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:07:41,341] Trial 446 finished with value: 0.9975208128132845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:07:42,918] Trial 447 finished with value: 0.9976933534399528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:07:44,525] Trial 448 finished with value: 0.9973395311543061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 103}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:07:45,215] Trial 449 finished with value: 0.9954834069202617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 2, 'rf_n_estimators': 99}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:07:46,392] Trial 450 finished with value: 0.9973182660580667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 106}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:07:52,061] Trial 451 finished with value: 0.9968168368901913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 30, 'rf_n_estimators': 100}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:07:53,687] Trial 452 finished with value: 0.9975553297554088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:07:55,371] Trial 453 finished with value: 0.997449223456202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:07:57,031] Trial 454 finished with value: 0.9976229328947888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:07:58,501] Trial 455 finished with value: 0.9974946740439742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:07:59,381] Trial 456 finished with value: 0.9904377467950157 and parameters: {'classifier': 'SVC', 'svc_c': 15.21001007864031, 'svc_kernel': 'sigmoid'}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:08:02,496] Trial 457 finished with value: 0.9976087186920731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 108}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:08:04,105] Trial 458 finished with value: 0.9975295111581092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:08:05,593] Trial 459 finished with value: 0.997381713943649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 97}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:08:20,132] Trial 460 finished with value: 0.9964105009676301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 73, 'rf_n_estimators': 105}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:08:21,399] Trial 461 finished with value: 0.997520032632043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 109}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:08:22,806] Trial 462 finished with value: 0.9976541665503854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 103}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:08:24,179] Trial 463 finished with value: 0.9973773451889479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 103}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:08:25,451] Trial 464 finished with value: 0.9974174262623204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 106}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:08:26,758] Trial 465 finished with value: 0.997387154360534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 101}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:08:30,601] Trial 466 finished with value: 0.9969484725591471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 19, 'rf_n_estimators': 103}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:08:35,792] Trial 467 finished with value: 0.9972138596729221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 27, 'rf_n_estimators': 107}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:08:37,520] Trial 468 finished with value: 0.9971352162167874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:08:38,918] Trial 469 finished with value: 0.9975816021413095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:08:42,038] Trial 470 finished with value: 0.9971037834692974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 16, 'rf_n_estimators': 99}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:08:44,884] Trial 471 finished with value: 0.997303222892946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:08:46,433] Trial 472 finished with value: 0.9976485345952288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:08:48,145] Trial 473 finished with value: 0.9973268023808739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:08:49,442] Trial 474 finished with value: 0.9972115716871727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 105}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:08:50,846] Trial 475 finished with value: 0.9974672410345352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 101}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:08:51,986] Trial 476 finished with value: 0.9973499658483105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 107}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:08:53,753] Trial 477 finished with value: 0.9853809054367062 and parameters: {'classifier': 'SVC', 'svc_c': 0.007987603435463318, 'svc_kernel': 'rbf'}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:08:55,364] Trial 478 finished with value: 0.9972859237338866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:08:57,008] Trial 479 finished with value: 0.9976070941238034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 97}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:08:58,403] Trial 480 finished with value: 0.9973931661232293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:09:00,001] Trial 481 finished with value: 0.9972201305438938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 7, 'rf_n_estimators': 103}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:09:01,830] Trial 482 finished with value: 0.9973232390390505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 100}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:09:05,857] Trial 483 finished with value: 0.9968792484378809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 107}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:09:07,730] Trial 484 finished with value: 0.9974729907055905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:09:10,289] Trial 485 finished with value: 0.9972429915808102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:09:12,448] Trial 486 finished with value: 0.9973149917533668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:09:13,313] Trial 487 finished with value: 0.9962262972947246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 4, 'rf_n_estimators': 114}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:09:16,089] Trial 488 finished with value: 0.9974034393982362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 102}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:09:17,786] Trial 489 finished with value: 0.9972233166806869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 98}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:09:19,414] Trial 490 finished with value: 0.9971960959661108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:09:20,876] Trial 491 finished with value: 0.9974144766681518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:09:22,641] Trial 492 finished with value: 0.9973668159159793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 95}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:09:23,841] Trial 493 finished with value: 0.9973633833025968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 46}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:09:24,881] Trial 494 finished with value: 0.9963237773576324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:09:32,624] Trial 495 finished with value: 0.9968057064377792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 40, 'rf_n_estimators': 101}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:09:34,424] Trial 496 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 1.952262446543363e-05, 'svc_kernel': 'rbf'}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:09:36,115] Trial 497 finished with value: 0.9974330052902709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:09:38,169] Trial 498 finished with value: 0.9974301588443016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:09:40,433] Trial 499 finished with value: 0.997298226076794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:09:42,035] Trial 500 finished with value: 0.9974141307566983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:09:44,596] Trial 501 finished with value: 0.9971907891340787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 13, 'rf_n_estimators': 99}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:09:49,900] Trial 502 finished with value: 0.9971053526231805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 25, 'rf_n_estimators': 112}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:09:56,303] Trial 503 finished with value: 0.996866721231899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 32, 'rf_n_estimators': 116}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:09:57,588] Trial 504 finished with value: 0.9972698300440285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:09:58,779] Trial 505 finished with value: 0.9972791261088645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 101}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:10:05,188] Trial 506 finished with value: 0.9962926529756514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 35, 'rf_n_estimators': 96}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:10:05,989] Trial 507 finished with value: 0.9969047182038396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 110}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:10:15,927] Trial 508 finished with value: 0.9965110347250432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 58, 'rf_n_estimators': 105}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:10:18,220] Trial 509 finished with value: 0.9974766911551741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 11, 'rf_n_estimators': 103}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:10:28,345] Trial 510 finished with value: 0.9970218615507968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 50, 'rf_n_estimators': 113}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:10:30,123] Trial 511 finished with value: 0.9972579152209713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:10:32,248] Trial 512 finished with value: 0.9974625807988917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:10:33,746] Trial 513 finished with value: 0.9973663640951286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 98}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:10:35,539] Trial 514 finished with value: 0.9975302552850877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:10:36,395] Trial 515 finished with value: 0.9971487104450719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 52}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:10:38,120] Trial 516 finished with value: 0.9866077128586261 and parameters: {'classifier': 'SVC', 'svc_c': 196238117.69528535, 'svc_kernel': 'sigmoid'}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:10:40,210] Trial 517 finished with value: 0.9974749942562132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:10:40,765] Trial 518 finished with value: 0.9970009990499138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 19}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:10:43,451] Trial 519 finished with value: 0.9974171443979643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:10:45,204] Trial 520 finished with value: 0.9975748682460058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:10:46,530] Trial 521 finished with value: 0.9974922932565832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 100}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:10:47,644] Trial 522 finished with value: 0.9972529473180529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 105}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:10:49,913] Trial 523 finished with value: 0.9975819780133478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:10:51,697] Trial 524 finished with value: 0.9972500383801437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:10:55,156] Trial 525 finished with value: 0.9973247246904992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 108}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:10:58,176] Trial 526 finished with value: 0.9974101313360264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 103}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:10:58,811] Trial 527 finished with value: 0.9977304590527621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 39}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:11:00,023] Trial 528 finished with value: 0.9974370843413528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 94}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:11:00,658] Trial 529 finished with value: 0.9972670501524511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 40}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:11:01,349] Trial 530 finished with value: 0.9964729018196451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 55}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:11:03,125] Trial 531 finished with value: 0.9974390412689894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:11:03,707] Trial 532 finished with value: 0.9962226325502869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 28}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:11:04,361] Trial 533 finished with value: 0.996948311330577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 5, 'rf_n_estimators': 44}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:11:06,136] Trial 534 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 1.1682208400916301e-08, 'svc_kernel': 'sigmoid'}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:11:07,664] Trial 535 finished with value: 0.9974737505110952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 102}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:11:08,602] Trial 536 finished with value: 0.9967753359897901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 58}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:11:09,039] Trial 537 finished with value: 0.9967681402761946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 34}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:11:10,368] Trial 538 finished with value: 0.9974064250466678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 97}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:11:11,074] Trial 539 finished with value: 0.9892382361316981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 99}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:11:11,547] Trial 540 finished with value: 0.9950372272921381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 33}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:11:13,248] Trial 541 finished with value: 0.9972919955129647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 93}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:11:15,251] Trial 542 finished with value: 0.9974045185505659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:11:16,905] Trial 543 finished with value: 0.9974709140625665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:11:18,815] Trial 544 finished with value: 0.9975591961942486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:11:19,853] Trial 545 finished with value: 0.9932330518237308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 43, 'rf_n_estimators': 25}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:11:21,311] Trial 546 finished with value: 0.997224295541229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 6, 'rf_n_estimators': 104}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:11:26,763] Trial 547 finished with value: 0.9967170308512584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 28, 'rf_n_estimators': 100}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:11:27,960] Trial 548 finished with value: 0.9959708619192159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:11:29,353] Trial 549 finished with value: 0.9975375933431981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 6, 'rf_n_estimators': 97}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:11:31,152] Trial 550 finished with value: 0.996787978785231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 22, 'rf_n_estimators': 38}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:11:32,536] Trial 551 finished with value: 0.9973026289180078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:11:34,340] Trial 552 finished with value: 0.9975617717254398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:11:36,061] Trial 553 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.3484370553020991e-05, 'svc_kernel': 'rbf'}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:11:38,019] Trial 554 finished with value: 0.9974033315845645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:11:38,428] Trial 555 finished with value: 0.9957479129262494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 8}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:11:49,548] Trial 556 finished with value: 0.9960626410287565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 55, 'rf_n_estimators': 106}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:11:50,050] Trial 557 finished with value: 0.9968658831607144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 49}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:11:53,650] Trial 558 finished with value: 0.9971634457524902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 20, 'rf_n_estimators': 110}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:11:54,075] Trial 559 finished with value: 0.9969960316865398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 15}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:11:57,166] Trial 560 finished with value: 0.9972979092055256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:11:59,050] Trial 561 finished with value: 0.9973580315931633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:12:03,630] Trial 562 finished with value: 0.9971207513163408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 23, 'rf_n_estimators': 105}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:12:14,416] Trial 563 finished with value: 0.9952706659809024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 72, 'rf_n_estimators': 108}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:12:15,775] Trial 564 finished with value: 0.9974235437122476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 100}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:12:16,817] Trial 565 finished with value: 0.9970545031634442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 104}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:12:17,303] Trial 566 finished with value: 0.9955742764213742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 12}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:12:19,565] Trial 567 finished with value: 0.9974372057388488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:12:21,199] Trial 568 finished with value: 0.9972905981563747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 95}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:12:23,449] Trial 569 finished with value: 0.9976552868033052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:12:25,715] Trial 570 finished with value: 0.9974321823580681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:12:27,456] Trial 571 finished with value: 0.9967359998685817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:12:29,258] Trial 572 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 1.663122927780403e-09, 'svc_kernel': 'sigmoid'}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:12:31,666] Trial 573 finished with value: 0.997480225425074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:12:33,878] Trial 574 finished with value: 0.9974350686985872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:12:35,861] Trial 575 finished with value: 0.9974287495859961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:12:36,224] Trial 576 finished with value: 0.9966450033523634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 3, 'rf_n_estimators': 23}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:12:38,932] Trial 577 finished with value: 0.9975418701531812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:12:41,422] Trial 578 finished with value: 0.9973735184224927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:12:43,207] Trial 579 finished with value: 0.9969110516619649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:12:52,891] Trial 580 finished with value: 0.9970365540755157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 45, 'rf_n_estimators': 119}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:12:54,885] Trial 581 finished with value: 0.9973646560561623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:12:56,500] Trial 582 finished with value: 0.9973113894691311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 97}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:13:00,152] Trial 583 finished with value: 0.9974014839305432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:13:05,769] Trial 584 finished with value: 0.9971746121956894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 30, 'rf_n_estimators': 102}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:13:08,595] Trial 585 finished with value: 0.9972860146947293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:13:10,316] Trial 586 finished with value: 0.9973654094506097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 99}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:13:11,312] Trial 587 finished with value: 0.9974897982762011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 92}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:13:13,517] Trial 588 finished with value: 0.9974843176473874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:13:14,142] Trial 589 finished with value: 0.9887962728211063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:13:15,996] Trial 590 finished with value: 0.9973762451213372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:13:16,649] Trial 591 finished with value: 0.9944021812481707 and parameters: {'classifier': 'SVC', 'svc_c': 414.9773711710206, 'svc_kernel': 'rbf'}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:13:19,495] Trial 592 finished with value: 0.9972487658487438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:13:23,048] Trial 593 finished with value: 0.9970728617973311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 18, 'rf_n_estimators': 102}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:13:25,052] Trial 594 finished with value: 0.9974741829083466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:13:27,603] Trial 595 finished with value: 0.9973361207574588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:13:31,675] Trial 596 finished with value: 0.997338377259204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 22, 'rf_n_estimators': 104}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:13:33,879] Trial 597 finished with value: 0.9971440915004463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:13:37,527] Trial 598 finished with value: 0.9966981543816734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 24, 'rf_n_estimators': 99}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:13:39,169] Trial 599 finished with value: 0.9974562468964357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:13:40,581] Trial 600 finished with value: 0.9974330455974134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:13:42,184] Trial 601 finished with value: 0.9974876406697755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 95}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:13:44,583] Trial 602 finished with value: 0.997580285240315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:13:51,989] Trial 603 finished with value: 0.9971576059775157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 34, 'rf_n_estimators': 113}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:13:52,698] Trial 604 finished with value: 0.9967822573609134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 102}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:13:53,970] Trial 605 finished with value: 0.9972418260696342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 105}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:13:55,624] Trial 606 finished with value: 0.9974862880953728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:13:57,872] Trial 607 finished with value: 0.9973474675989239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:13:59,543] Trial 608 finished with value: 0.9975354361811032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 100}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:14:01,682] Trial 609 finished with value: 0.9971482683042829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:14:03,253] Trial 610 finished with value: 0.9867325520133865 and parameters: {'classifier': 'SVC', 'svc_c': 7923435544.277576, 'svc_kernel': 'sigmoid'}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:14:04,887] Trial 611 finished with value: 0.9973121765057605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:14:11,122] Trial 612 finished with value: 0.9971205100765062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 28, 'rf_n_estimators': 128}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:14:18,827] Trial 613 finished with value: 0.9970580328630857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 44, 'rf_n_estimators': 97}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:14:21,089] Trial 614 finished with value: 0.9975329548162833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:14:22,790] Trial 615 finished with value: 0.9974653042922076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:14:25,489] Trial 616 finished with value: 0.9971525176609762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:14:26,744] Trial 617 finished with value: 0.9966742817941703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 93}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:14:28,270] Trial 618 finished with value: 0.9973259738627993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:14:28,941] Trial 619 finished with value: 0.9928948040909894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:14:32,479] Trial 620 finished with value: 0.9971499623468322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 16, 'rf_n_estimators': 116}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:14:34,184] Trial 621 finished with value: 0.9973997314267686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 100}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:14:35,822] Trial 622 finished with value: 0.9974968642769686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:14:38,654] Trial 623 finished with value: 0.9972234194162933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:14:43,492] Trial 624 finished with value: 0.9970858886531904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 25, 'rf_n_estimators': 103}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:14:45,024] Trial 625 finished with value: 0.9974768811700261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:14:46,248] Trial 626 finished with value: 0.9971371273466237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 63}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:14:47,484] Trial 627 finished with value: 0.9967710045271302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:14:47,745] Trial 628 finished with value: 0.9831467802808701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 2}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:14:48,810] Trial 629 finished with value: 0.9883282464678511 and parameters: {'classifier': 'SVC', 'svc_c': 1.8418358326313888, 'svc_kernel': 'rbf'}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:14:52,501] Trial 630 finished with value: 0.997212363579702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 105}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:14:58,738] Trial 631 finished with value: 0.9964949327198535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 34, 'rf_n_estimators': 97}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:15:00,650] Trial 632 finished with value: 0.9974622095605881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:15:02,271] Trial 633 finished with value: 0.9974380187688244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:15:12,367] Trial 634 finished with value: 0.9970199432799314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 52, 'rf_n_estimators': 102}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:15:14,795] Trial 635 finished with value: 0.9975944469167937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:15:16,779] Trial 636 finished with value: 0.9975130960902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:15:17,790] Trial 637 finished with value: 0.997557549663347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 53}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:15:19,394] Trial 638 finished with value: 0.9973844411503001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:15:20,127] Trial 639 finished with value: 0.9971660996445751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 38}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:15:20,924] Trial 640 finished with value: 0.9970899888417185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 100}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:15:21,711] Trial 641 finished with value: 0.9963392181035203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 125}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:15:23,628] Trial 642 finished with value: 0.9972561798556668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 95}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:15:24,987] Trial 643 finished with value: 0.9970939277382009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 60}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:15:26,867] Trial 644 finished with value: 0.9974041831443597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:15:29,866] Trial 645 finished with value: 0.9972617992426117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 109}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:15:31,045] Trial 646 finished with value: 0.9972128985538702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 105}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:15:33,183] Trial 647 finished with value: 0.9974563714042467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:15:34,692] Trial 648 finished with value: 0.986732879739019 and parameters: {'classifier': 'SVC', 'svc_c': 575707698.1645472, 'svc_kernel': 'sigmoid'}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:15:36,218] Trial 649 finished with value: 0.9976449006682994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 98}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:15:46,807] Trial 650 finished with value: 0.9965334657133132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 63, 'rf_n_estimators': 97}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:15:48,137] Trial 651 finished with value: 0.9975186546673145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 90}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:15:49,471] Trial 652 finished with value: 0.9972324408530161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 93}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:15:50,673] Trial 653 finished with value: 0.9976773113559324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 99}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:15:51,881] Trial 654 finished with value: 0.9975712181010055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 99}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:15:53,062] Trial 655 finished with value: 0.9973263439268004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 98}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:15:54,445] Trial 656 finished with value: 0.9972793764257407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 101}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:15:55,383] Trial 657 finished with value: 0.9970676115857259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 4, 'rf_n_estimators': 97}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:15:56,517] Trial 658 finished with value: 0.9973397319283087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 95}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:15:57,826] Trial 659 finished with value: 0.9973327030608928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 100}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:15:59,612] Trial 660 finished with value: 0.9973507001047998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:16:00,370] Trial 661 finished with value: 0.9955043665074035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 4, 'rf_n_estimators': 102}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:16:01,589] Trial 662 finished with value: 0.9973624029186352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 101}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:16:13,821] Trial 663 finished with value: 0.9959835296289142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 64, 'rf_n_estimators': 96}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:16:28,397] Trial 664 finished with value: 0.9967861825783576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 67, 'rf_n_estimators': 115}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:16:29,771] Trial 665 finished with value: 0.9971832773426628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 99}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:16:34,473] Trial 666 finished with value: 0.9972760265530831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 22, 'rf_n_estimators': 120}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:16:36,036] Trial 667 finished with value: 0.9974328219721174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 103}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:16:39,025] Trial 668 finished with value: 0.9939229465894166 and parameters: {'classifier': 'SVC', 'svc_c': 705467.3769213554, 'svc_kernel': 'rbf'}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:16:42,031] Trial 669 finished with value: 0.9974585355169433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:16:43,368] Trial 670 finished with value: 0.9974771647482292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:16:46,300] Trial 671 finished with value: 0.9973310090183437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 94}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:16:51,306] Trial 672 finished with value: 0.9972230157418482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 29, 'rf_n_estimators': 104}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:16:52,820] Trial 673 finished with value: 0.9974546577794086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 98}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:16:54,086] Trial 674 finished with value: 0.9974199364768982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:17:01,321] Trial 675 finished with value: 0.9965278122398556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 40, 'rf_n_estimators': 115}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:17:05,277] Trial 676 finished with value: 0.9974386132198315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 20, 'rf_n_estimators': 101}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:17:06,718] Trial 677 finished with value: 0.997558487359823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:17:18,003] Trial 678 finished with value: 0.9964464630953712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 46, 'rf_n_estimators': 126}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:17:19,623] Trial 679 finished with value: 0.9974803414906018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:17:21,304] Trial 680 finished with value: 0.9971567362318994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:17:22,585] Trial 681 finished with value: 0.9958707897579292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:17:31,795] Trial 682 finished with value: 0.9962193040689789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 49, 'rf_n_estimators': 98}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:17:42,053] Trial 683 finished with value: 0.9968790583278152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 51, 'rf_n_estimators': 106}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:17:44,541] Trial 684 finished with value: 0.997450113545817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:17:47,360] Trial 685 finished with value: 0.9972246047001857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 102}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:17:49,101] Trial 686 finished with value: 0.9852063832220469 and parameters: {'classifier': 'SVC', 'svc_c': 3.646177052320608e-10, 'svc_kernel': 'sigmoid'}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:17:50,417] Trial 687 finished with value: 0.9975640111521908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 100}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:17:51,162] Trial 688 finished with value: 0.9962837826748442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 49}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:17:58,170] Trial 689 finished with value: 0.9970016868103686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 34, 'rf_n_estimators': 113}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:17:59,829] Trial 690 finished with value: 0.9974862649901762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:18:02,254] Trial 691 finished with value: 0.99753894896444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:18:03,890] Trial 692 finished with value: 0.9975612060924529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:18:05,908] Trial 693 finished with value: 0.9974680479390946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:18:07,123] Trial 694 finished with value: 0.9972808199609863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 103}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:18:08,588] Trial 695 finished with value: 0.9966468913135271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 95}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:18:10,535] Trial 696 finished with value: 0.9974357622036033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:18:12,973] Trial 697 finished with value: 0.9972785882148089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 98}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:18:14,929] Trial 698 finished with value: 0.9973828749480423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:18:17,436] Trial 699 finished with value: 0.9910202087121763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 57, 'rf_n_estimators': 109}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:18:18,314] Trial 700 finished with value: 0.996762631940188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 3, 'rf_n_estimators': 101}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:18:19,862] Trial 701 finished with value: 0.9976979306492303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:18:21,305] Trial 702 finished with value: 0.9975176773936676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:18:22,887] Trial 703 finished with value: 0.9975650604391498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:18:24,251] Trial 704 finished with value: 0.9973502324784711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:18:25,804] Trial 705 finished with value: 0.9976000257109551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:18:27,501] Trial 706 finished with value: 0.9853809054367062 and parameters: {'classifier': 'SVC', 'svc_c': 0.007208839345632776, 'svc_kernel': 'rbf'}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:18:29,342] Trial 707 finished with value: 0.9972210025111635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:18:30,172] Trial 708 finished with value: 0.9932758073236142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:18:31,707] Trial 709 finished with value: 0.9973519767621277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:18:40,297] Trial 710 finished with value: 0.9951558354070006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 64, 'rf_n_estimators': 117}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:18:46,486] Trial 711 finished with value: 0.9967118980064349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 26, 'rf_n_estimators': 128}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:18:48,346] Trial 712 finished with value: 0.9974186404911846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:18:49,708] Trial 713 finished with value: 0.997411898947045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:18:52,495] Trial 714 finished with value: 0.9972082873215559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:18:53,639] Trial 715 finished with value: 0.9959529017547575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 93}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:18:54,177] Trial 716 finished with value: 0.9959606315538597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 14}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:18:55,528] Trial 717 finished with value: 0.9973465995671544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 6, 'rf_n_estimators': 96}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:18:56,508] Trial 718 finished with value: 0.9957882437452161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 23}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:18:58,247] Trial 719 finished with value: 0.997323495100488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:19:00,298] Trial 720 finished with value: 0.9975637479814622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:19:09,952] Trial 721 finished with value: 0.9960158318998552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 58, 'rf_n_estimators': 118}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:19:12,293] Trial 722 finished with value: 0.9975707924321906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:19:13,716] Trial 723 finished with value: 0.9974355957700166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 99}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:19:15,317] Trial 724 finished with value: 0.9971878315102192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 42}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:19:15,981] Trial 725 finished with value: 0.9973655421150629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 28}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:19:16,722] Trial 726 finished with value: 0.9930426422156122 and parameters: {'classifier': 'SVC', 'svc_c': 1134.2479253272973, 'svc_kernel': 'sigmoid'}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:19:18,019] Trial 727 finished with value: 0.9944848120010966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:19:18,816] Trial 728 finished with value: 0.9967878293314246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 103}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:19:20,178] Trial 729 finished with value: 0.9972794692908581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:19:28,101] Trial 730 finished with value: 0.9957913567896082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 41, 'rf_n_estimators': 100}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:19:30,238] Trial 731 finished with value: 0.9976828515567983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 96}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:19:32,483] Trial 732 finished with value: 0.9972020167997012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 94}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:19:34,748] Trial 733 finished with value: 0.9974989684050203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 96}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:19:37,106] Trial 734 finished with value: 0.9974492161882212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 92}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:19:39,190] Trial 735 finished with value: 0.9974402209670102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 96}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:19:41,972] Trial 736 finished with value: 0.9975134927188297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 98}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:19:44,251] Trial 737 finished with value: 0.9971074278697363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 97}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:19:46,078] Trial 738 finished with value: 0.9975555836586686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 91}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:19:48,554] Trial 739 finished with value: 0.9971115682067175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 98}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:19:49,562] Trial 740 finished with value: 0.9973421115096591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 93}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:19:51,764] Trial 741 finished with value: 0.9975493352263974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 101}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:19:53,719] Trial 742 finished with value: 0.9973097856891909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 94}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:19:55,617] Trial 743 finished with value: 0.9975823180532885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 100}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:19:57,027] Trial 744 finished with value: 0.9974474880274217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 102}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:19:58,773] Trial 745 finished with value: 0.9851665617647577 and parameters: {'classifier': 'SVC', 'svc_c': 0.0005109986774912009, 'svc_kernel': 'rbf'}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:20:01,530] Trial 746 finished with value: 0.9967773091354976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 13, 'rf_n_estimators': 104}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:20:06,980] Trial 747 finished with value: 0.9974875800503722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 24, 'rf_n_estimators': 122}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:20:07,863] Trial 748 finished with value: 0.9970944556348159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 99}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:20:15,169] Trial 749 finished with value: 0.9964760884007688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 43, 'rf_n_estimators': 90}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:20:19,132] Trial 750 finished with value: 0.9953553316097659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 38, 'rf_n_estimators': 96}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:20:20,675] Trial 751 finished with value: 0.9973622465777029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 103}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:20:22,342] Trial 752 finished with value: 0.9975529530939458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:20:23,141] Trial 753 finished with value: 0.9896309101863473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:20:23,697] Trial 754 finished with value: 0.9968699638621673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 5, 'rf_n_estimators': 31}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:20:25,590] Trial 755 finished with value: 0.9971068067271492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:20:27,926] Trial 756 finished with value: 0.99735077002341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 100}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:20:30,169] Trial 757 finished with value: 0.9947482239062003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 28, 'rf_n_estimators': 97}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:20:31,795] Trial 758 finished with value: 0.9973343774576774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:20:32,871] Trial 759 finished with value: 0.9973427883522739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 94}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:20:34,076] Trial 760 finished with value: 0.9970493757140652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 102}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:20:36,516] Trial 761 finished with value: 0.9973905158175279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:20:38,386] Trial 762 finished with value: 0.9972110369351695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 99}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:20:45,133] Trial 763 finished with value: 0.9967336765268033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 31, 'rf_n_estimators': 118}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:20:46,513] Trial 764 finished with value: 0.9975434167414123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 102}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:20:50,477] Trial 765 finished with value: 0.9974451737944227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 109}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:20:51,321] Trial 766 finished with value: 0.9909747820865243 and parameters: {'classifier': 'SVC', 'svc_c': 25.506572389954144, 'svc_kernel': 'sigmoid'}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:20:52,906] Trial 767 finished with value: 0.9976145924266088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:21:03,409] Trial 768 finished with value: 0.9970383658339635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 45, 'rf_n_estimators': 120}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:21:05,004] Trial 769 finished with value: 0.9973236827032591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 95}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:21:06,571] Trial 770 finished with value: 0.9976992745909222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:21:08,171] Trial 771 finished with value: 0.9976589396777656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:21:09,527] Trial 772 finished with value: 0.9974298506374821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:21:14,125] Trial 773 finished with value: 0.9974540731671531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 115}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:21:15,113] Trial 774 finished with value: 0.997221490164112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 67}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:21:16,403] Trial 775 finished with value: 0.9975203130681934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:21:19,484] Trial 776 finished with value: 0.9975937550621485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:21:21,009] Trial 777 finished with value: 0.9975417924587839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:21:22,315] Trial 778 finished with value: 0.9973930813512784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:21:23,881] Trial 779 finished with value: 0.997412823662717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:21:24,865] Trial 780 finished with value: 0.9970502680253337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 115}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:21:27,242] Trial 781 finished with value: 0.9975442404988007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:21:29,611] Trial 782 finished with value: 0.9973228132432839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:21:31,109] Trial 783 finished with value: 0.9857538627924081 and parameters: {'classifier': 'SVC', 'svc_c': 0.2342894942888362, 'svc_kernel': 'rbf'}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:21:33,554] Trial 784 finished with value: 0.9975943928988751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:21:35,055] Trial 785 finished with value: 0.9973212927436128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:21:36,690] Trial 786 finished with value: 0.9974149655271405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:21:37,919] Trial 787 finished with value: 0.9972291421101273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:21:45,381] Trial 788 finished with value: 0.9968173695157544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 40, 'rf_n_estimators': 112}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:21:49,610] Trial 789 finished with value: 0.9960921184355054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 33, 'rf_n_estimators': 118}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:21:51,007] Trial 790 finished with value: 0.9973762586734236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:21:54,510] Trial 791 finished with value: 0.9972821314665367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 112}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:22:07,476] Trial 792 finished with value: 0.9966105186559532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 63, 'rf_n_estimators': 110}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:22:09,694] Trial 793 finished with value: 0.9975624608188868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 127}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:22:11,975] Trial 794 finished with value: 0.9974999398388921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:22:13,918] Trial 795 finished with value: 0.9975105121484633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:22:17,239] Trial 796 finished with value: 0.9972990010847566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:22:19,568] Trial 797 finished with value: 0.9974227122425475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:22:20,677] Trial 798 finished with value: 0.9969371376193972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:22:22,213] Trial 799 finished with value: 0.9975606416020306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:22:23,982] Trial 800 finished with value: 0.9971011706460647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:22:26,023] Trial 801 finished with value: 0.9972533436610415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:22:27,151] Trial 802 finished with value: 0.9872594236208826 and parameters: {'classifier': 'SVC', 'svc_c': 128650.55655747207, 'svc_kernel': 'sigmoid'}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:22:28,811] Trial 803 finished with value: 0.9974426580891868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:22:30,919] Trial 804 finished with value: 0.9957277683050957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 20, 'rf_n_estimators': 121}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:22:33,631] Trial 805 finished with value: 0.997139959066204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:22:35,078] Trial 806 finished with value: 0.9974069989632485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:22:36,307] Trial 807 finished with value: 0.9972862136596713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 114}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:22:37,435] Trial 808 finished with value: 0.9971844800506663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 119}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:22:41,068] Trial 809 finished with value: 0.9974237155095406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 111}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:22:43,163] Trial 810 finished with value: 0.997530649247733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:22:54,011] Trial 811 finished with value: 0.9968976998099333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 50, 'rf_n_estimators': 122}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:22:57,372] Trial 812 finished with value: 0.9972017503599679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:23:05,410] Trial 813 finished with value: 0.9967680155779562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 36, 'rf_n_estimators': 118}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:23:10,771] Trial 814 finished with value: 0.9973369665726929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 26, 'rf_n_estimators': 114}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:23:21,733] Trial 815 finished with value: 0.996883230624869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 52, 'rf_n_estimators': 110}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:23:23,217] Trial 816 finished with value: 0.997474317572288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:23:25,101] Trial 817 finished with value: 0.9971363944548642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:23:27,222] Trial 818 finished with value: 0.9973977835444354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:23:29,513] Trial 819 finished with value: 0.9975217903090966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:23:32,452] Trial 820 finished with value: 0.9972709088155035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:23:34,110] Trial 821 finished with value: 0.9973754636388414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:23:35,394] Trial 822 finished with value: 0.9974472442802922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 107}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:23:37,144] Trial 823 finished with value: 0.9850752810038399 and parameters: {'classifier': 'SVC', 'svc_c': 1.1947508807645927e-10, 'svc_kernel': 'rbf'}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:23:37,954] Trial 824 finished with value: 0.9961435602515465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:23:40,847] Trial 825 finished with value: 0.9970033559386605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:23:42,302] Trial 826 finished with value: 0.9972801318196765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 6, 'rf_n_estimators': 105}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:23:43,338] Trial 827 finished with value: 0.9971900365013407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 114}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:23:49,055] Trial 828 finished with value: 0.9967114069575306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 27, 'rf_n_estimators': 111}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:23:51,594] Trial 829 finished with value: 0.9975805715797161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:23:52,217] Trial 830 finished with value: 0.9894776404045024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 21, 'rf_n_estimators': 38}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:23:58,635] Trial 831 finished with value: 0.9968412288685502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 33, 'rf_n_estimators': 104}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:24:00,630] Trial 832 finished with value: 0.997331941192424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:24:01,831] Trial 833 finished with value: 0.9961954808656598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:24:02,592] Trial 834 finished with value: 0.9972134382569866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 44}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:24:03,877] Trial 835 finished with value: 0.9970227565915253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:24:09,463] Trial 836 finished with value: 0.9955644336076063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 49, 'rf_n_estimators': 57}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:24:11,751] Trial 837 finished with value: 0.9976084831967998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:24:13,620] Trial 838 finished with value: 0.9974435429420471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:24:15,339] Trial 839 finished with value: 0.9852073662085171 and parameters: {'classifier': 'SVC', 'svc_c': 7.839036525138485e-09, 'svc_kernel': 'sigmoid'}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:24:16,865] Trial 840 finished with value: 0.9974529053391098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:24:18,935] Trial 841 finished with value: 0.9975443397749754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 91}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:24:20,622] Trial 842 finished with value: 0.9975263108344715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:24:22,438] Trial 843 finished with value: 0.9974648516779091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:24:23,885] Trial 844 finished with value: 0.9970673834536469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 6, 'rf_n_estimators': 106}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:24:26,015] Trial 845 finished with value: 0.9975243372761712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:24:27,584] Trial 846 finished with value: 0.9974403332557268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:24:42,302] Trial 847 finished with value: 0.9967636894790027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 67, 'rf_n_estimators': 113}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:24:44,028] Trial 848 finished with value: 0.997509143419466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:24:46,801] Trial 849 finished with value: 0.9976084538074975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 102}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:24:49,450] Trial 850 finished with value: 0.9974417159811416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:24:51,550] Trial 851 finished with value: 0.9975217414644572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:24:53,707] Trial 852 finished with value: 0.9972378141124887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:25:05,454] Trial 853 finished with value: 0.9966469287007822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 54, 'rf_n_estimators': 120}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:25:18,431] Trial 854 finished with value: 0.9960302066646447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 68, 'rf_n_estimators': 111}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:25:19,391] Trial 855 finished with value: 0.9973073589135718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 73}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:25:20,832] Trial 856 finished with value: 0.9974828890289585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:25:22,310] Trial 857 finished with value: 0.997546192792703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 100}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:25:23,388] Trial 858 finished with value: 0.9972201667251084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 36}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:25:25,056] Trial 859 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 4.75866206219258e-07, 'svc_kernel': 'rbf'}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:25:26,834] Trial 860 finished with value: 0.9975685377395059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:25:28,498] Trial 861 finished with value: 0.9972694576314223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:25:29,272] Trial 862 finished with value: 0.9970230574986262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 103}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:25:37,683] Trial 863 finished with value: 0.9963656585733789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 57, 'rf_n_estimators': 114}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:25:38,513] Trial 864 finished with value: 0.9941718674103001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 96}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:25:39,733] Trial 865 finished with value: 0.9969795938625511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 51}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:25:55,640] Trial 866 finished with value: 0.9963270418235813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 74, 'rf_n_estimators': 118}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:25:57,693] Trial 867 finished with value: 0.9973804938432722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:25:58,163] Trial 868 finished with value: 0.997232728938002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 25}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:26:00,056] Trial 869 finished with value: 0.997441581031559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:26:02,184] Trial 870 finished with value: 0.9975660654517277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:26:04,310] Trial 871 finished with value: 0.9962781272336362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 17, 'rf_n_estimators': 100}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:26:05,900] Trial 872 finished with value: 0.9973698756724249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:26:07,414] Trial 873 finished with value: 0.9974956295136784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:26:07,978] Trial 874 finished with value: 0.9892776349035359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 2, 'rf_n_estimators': 92}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:26:09,101] Trial 875 finished with value: 0.9962354687565359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:26:10,328] Trial 876 finished with value: 0.9972041773260143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 4, 'rf_n_estimators': 114}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:26:12,027] Trial 877 finished with value: 0.9969637562976064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:26:13,024] Trial 878 finished with value: 0.9896187361280621 and parameters: {'classifier': 'SVC', 'svc_c': 17469.58333616414, 'svc_kernel': 'sigmoid'}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:26:21,509] Trial 879 finished with value: 0.9965989702470376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 45, 'rf_n_estimators': 99}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:26:24,017] Trial 880 finished with value: 0.9973135138142296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:26:26,993] Trial 881 finished with value: 0.997035141452992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 107}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:26:34,225] Trial 882 finished with value: 0.9971905175845425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 39, 'rf_n_estimators': 102}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:26:35,873] Trial 883 finished with value: 0.9974698702980037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:26:36,589] Trial 884 finished with value: 0.9927815401319383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 3, 'rf_n_estimators': 115}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:26:38,754] Trial 885 finished with value: 0.9975331658416301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:26:39,799] Trial 886 finished with value: 0.9971946853113375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 5, 'rf_n_estimators': 95}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:26:41,932] Trial 887 finished with value: 0.9975148043513317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:26:44,468] Trial 888 finished with value: 0.9973355308767106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:26:58,513] Trial 889 finished with value: 0.9960837668590578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 74, 'rf_n_estimators': 97}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:27:00,331] Trial 890 finished with value: 0.9973701120563597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:27:01,925] Trial 891 finished with value: 0.9975529435090977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:27:03,847] Trial 892 finished with value: 0.9961807775817899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 19, 'rf_n_estimators': 47}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:27:05,430] Trial 893 finished with value: 0.9974089257081352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:27:07,517] Trial 894 finished with value: 0.9972680840465248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 89}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:27:08,861] Trial 895 finished with value: 0.9973693806880198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 63}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:27:10,663] Trial 896 finished with value: 0.9974991031324373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:27:11,491] Trial 897 finished with value: 0.9930232682543275 and parameters: {'classifier': 'SVC', 'svc_c': 93.60739322237086, 'svc_kernel': 'rbf'}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:27:12,939] Trial 898 finished with value: 0.9974547779391264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:27:19,817] Trial 899 finished with value: 0.9971390018826526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 33, 'rf_n_estimators': 111}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:27:22,857] Trial 900 finished with value: 0.9973638741610739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:27:23,360] Trial 901 finished with value: 0.9956897661598761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 17}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:27:25,502] Trial 902 finished with value: 0.9974453930398873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:27:26,873] Trial 903 finished with value: 0.9972964340275866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 98}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:27:28,065] Trial 904 finished with value: 0.997221408851593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 113}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:27:29,257] Trial 905 finished with value: 0.9972244838739721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 101}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:27:31,350] Trial 906 finished with value: 0.9974641601723814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:27:33,747] Trial 907 finished with value: 0.9974153421926264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:27:35,967] Trial 908 finished with value: 0.9969828113881346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:27:37,403] Trial 909 finished with value: 0.997225879231074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 93}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:27:43,486] Trial 910 finished with value: 0.996661249479391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 36, 'rf_n_estimators': 109}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:27:44,511] Trial 911 finished with value: 0.9975366301294443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 70}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:27:46,615] Trial 912 finished with value: 0.997356064572872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:27:51,978] Trial 913 finished with value: 0.9968489659038954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 24, 'rf_n_estimators': 116}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:27:53,004] Trial 914 finished with value: 0.9908186147606788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:27:55,131] Trial 915 finished with value: 0.9971803888439658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:27:55,901] Trial 916 finished with value: 0.9928405535018751 and parameters: {'classifier': 'SVC', 'svc_c': 3487.9081154540927, 'svc_kernel': 'sigmoid'}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:27:57,279] Trial 917 finished with value: 0.997303035321913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 98}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:28:03,495] Trial 918 finished with value: 0.996295483584405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 47, 'rf_n_estimators': 101}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:28:04,745] Trial 919 finished with value: 0.9974354952878016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 106}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:28:07,278] Trial 920 finished with value: 0.9972007616289366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:28:08,838] Trial 921 finished with value: 0.9973984422329671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:28:10,842] Trial 922 finished with value: 0.9973820915295343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:28:17,405] Trial 923 finished with value: 0.9965936696038974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 63, 'rf_n_estimators': 54}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:28:19,277] Trial 924 finished with value: 0.9974552278874406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:28:20,778] Trial 925 finished with value: 0.9971280885810034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 95}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:28:27,079] Trial 926 finished with value: 0.9969747676376516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 31, 'rf_n_estimators': 108}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:28:29,971] Trial 927 finished with value: 0.9973086639128512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:28:30,373] Trial 928 finished with value: 0.9959091567303949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 12}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:28:35,072] Trial 929 finished with value: 0.9971652972785362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 27, 'rf_n_estimators': 99}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:28:37,146] Trial 930 finished with value: 0.9969967387119046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:28:38,691] Trial 931 finished with value: 0.9974006527464846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:28:40,427] Trial 932 finished with value: 0.9973961859851249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:28:42,417] Trial 933 finished with value: 0.9971426154021076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:28:46,451] Trial 934 finished with value: 0.9932700518762597 and parameters: {'classifier': 'SVC', 'svc_c': 1073487.6790255513, 'svc_kernel': 'rbf'}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:28:48,075] Trial 935 finished with value: 0.9973055314765976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:28:51,473] Trial 936 finished with value: 0.9968622749414898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 17, 'rf_n_estimators': 106}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:28:52,573] Trial 937 finished with value: 0.997627240966611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 96}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:28:54,015] Trial 938 finished with value: 0.9974314540365675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 101}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:28:58,742] Trial 939 finished with value: 0.9973636531382861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 126}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:29:01,019] Trial 940 finished with value: 0.9973818415617749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:29:03,569] Trial 941 finished with value: 0.9972427597353962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:29:06,171] Trial 942 finished with value: 0.9975344422767929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:29:06,795] Trial 943 finished with value: 0.9970695410918106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 60}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:29:08,886] Trial 944 finished with value: 0.9972083423868253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:29:11,477] Trial 945 finished with value: 0.9975477744830598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 106}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:29:13,059] Trial 946 finished with value: 0.997489703316382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 91}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:29:13,461] Trial 947 finished with value: 0.9958671044155892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 21}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:29:13,761] Trial 948 finished with value: 0.9947857787056141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 6}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:29:14,954] Trial 949 finished with value: 0.997594792225227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 98}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:29:15,979] Trial 950 finished with value: 0.9946102549695467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 103}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:29:17,705] Trial 951 finished with value: 0.9975053765741797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:29:22,816] Trial 952 finished with value: 0.9966685027338128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 23, 'rf_n_estimators': 116}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:29:24,637] Trial 953 finished with value: 0.9853945089386063 and parameters: {'classifier': 'SVC', 'svc_c': 0.08370708531833836, 'svc_kernel': 'sigmoid'}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:29:26,333] Trial 954 finished with value: 0.9976606258493138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 100}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:29:27,605] Trial 955 finished with value: 0.9974520432105912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 95}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:29:29,128] Trial 956 finished with value: 0.9973129837276992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 100}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:29:30,743] Trial 957 finished with value: 0.9974888515344212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 97}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:29:31,870] Trial 958 finished with value: 0.9965691139848875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 94}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:29:33,243] Trial 959 finished with value: 0.9975510248891154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 99}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:29:38,025] Trial 960 finished with value: 0.9967989455652542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 31, 'rf_n_estimators': 97}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:29:38,968] Trial 961 finished with value: 0.9971916733521807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 5, 'rf_n_estimators': 93}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:29:40,255] Trial 962 finished with value: 0.9962623188675663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:29:41,776] Trial 963 finished with value: 0.9976461603458469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 100}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:29:50,530] Trial 964 finished with value: 0.9968706785998437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 38, 'rf_n_estimators': 128}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:29:53,206] Trial 965 finished with value: 0.9973947448936983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 101}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:29:54,713] Trial 966 finished with value: 0.9975073966285143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:29:56,618] Trial 967 finished with value: 0.9974316025699744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:29:57,960] Trial 968 finished with value: 0.9973429296494379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 97}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:29:59,816] Trial 969 finished with value: 0.9974612791955685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:30:05,702] Trial 970 finished with value: 0.9965218485283523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 26, 'rf_n_estimators': 117}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:30:09,234] Trial 971 finished with value: 0.9972066266038097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 125}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:30:10,787] Trial 972 finished with value: 0.997376791902007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 98}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:30:11,899] Trial 973 finished with value: 0.988229098133575 and parameters: {'classifier': 'SVC', 'svc_c': 1.7444356056073793, 'svc_kernel': 'rbf'}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:30:14,298] Trial 974 finished with value: 0.997545690286414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:30:15,537] Trial 975 finished with value: 0.9972570982237571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 103}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:30:17,546] Trial 976 finished with value: 0.997594446440725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:30:18,777] Trial 977 finished with value: 0.9966909176944395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 93}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:30:19,955] Trial 978 finished with value: 0.9973363798022595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 89}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:30:22,677] Trial 979 finished with value: 0.99737807030492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 100}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:30:24,411] Trial 980 finished with value: 0.9972937722962386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:30:26,989] Trial 981 finished with value: 0.9973229603802228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:30:28,355] Trial 982 finished with value: 0.9973544896744274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 105}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:30:29,604] Trial 983 finished with value: 0.9973402114563527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 99}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:30:31,257] Trial 984 finished with value: 0.9970891196356467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 96}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:30:33,681] Trial 985 finished with value: 0.9975975428544536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:30:35,386] Trial 986 finished with value: 0.9974264547448586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:30:35,665] Trial 987 finished with value: 0.9823551046801727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 2}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:30:36,771] Trial 988 finished with value: 0.9957707599350107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:30:37,818] Trial 989 finished with value: 0.9966033884811366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 4, 'rf_n_estimators': 115}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:30:40,319] Trial 990 finished with value: 0.9974354022639949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:30:41,643] Trial 991 finished with value: 0.9867341907685009 and parameters: {'classifier': 'SVC', 'svc_c': 92586915.99573831, 'svc_kernel': 'sigmoid'}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:30:43,541] Trial 992 finished with value: 0.9975891689027812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:30:44,461] Trial 993 finished with value: 0.9973321794488954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 95}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:30:45,181] Trial 994 finished with value: 0.9974135297676825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 42}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:30:46,727] Trial 995 finished with value: 0.9975283657687665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 101}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:30:48,829] Trial 996 finished with value: 0.9973946426658985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:30:50,840] Trial 997 finished with value: 0.9969244439798285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:30:53,516] Trial 998 finished with value: 0.9973742786088523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:30:56,945] Trial 999 finished with value: 0.996612812671905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 17, 'rf_n_estimators': 104}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:30:58,631] Trial 1000 finished with value: 0.9973403372019422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:30:59,536] Trial 1001 finished with value: 0.9970950169831854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 109}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:31:09,667] Trial 1002 finished with value: 0.9965309308066437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 59, 'rf_n_estimators': 112}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:31:17,175] Trial 1003 finished with value: 0.9964370604229039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 44, 'rf_n_estimators': 98}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:31:19,743] Trial 1004 finished with value: 0.9974856215993159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 102}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:31:21,107] Trial 1005 finished with value: 0.9975097250483579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:31:24,584] Trial 1006 finished with value: 0.9974280666179652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:31:26,014] Trial 1007 finished with value: 0.997552037899646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 106}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:31:27,698] Trial 1008 finished with value: 0.9974386418791618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:31:28,360] Trial 1009 finished with value: 0.9959358392970117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 1, 'rf_n_estimators': 92}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:32:07,298] Trial 1010 finished with value: 0.9902723328837322 and parameters: {'classifier': 'SVC', 'svc_c': 12110041.29229259, 'svc_kernel': 'rbf'}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:32:09,512] Trial 1011 finished with value: 0.9972834207872897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 99}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:32:11,517] Trial 1012 finished with value: 0.9973865792696506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:32:13,267] Trial 1013 finished with value: 0.9971798100714852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:32:15,415] Trial 1014 finished with value: 0.9972616449011676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:32:27,255] Trial 1015 finished with value: 0.9957354801405426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 63, 'rf_n_estimators': 95}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:32:28,278] Trial 1016 finished with value: 0.9973141958301234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 66}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:32:36,338] Trial 1017 finished with value: 0.9970460333315537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 42, 'rf_n_estimators': 101}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:32:37,054] Trial 1018 finished with value: 0.9966329786526705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 32}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:32:38,310] Trial 1019 finished with value: 0.9974455843559937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 104}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:32:44,778] Trial 1020 finished with value: 0.9970478968862665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 31, 'rf_n_estimators': 118}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:32:45,815] Trial 1021 finished with value: 0.9962881730113224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:32:48,737] Trial 1022 finished with value: 0.9975134783732954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:33:04,821] Trial 1023 finished with value: 0.9965807009553603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 71, 'rf_n_estimators': 121}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:33:06,304] Trial 1024 finished with value: 0.9974755540176873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 97}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:33:07,978] Trial 1025 finished with value: 0.9968262099829287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:33:09,375] Trial 1026 finished with value: 0.9975744180120504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 87}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:33:11,180] Trial 1027 finished with value: 0.9974198958206387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:33:13,492] Trial 1028 finished with value: 0.9976941282892259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:33:14,362] Trial 1029 finished with value: 0.9903089518274681 and parameters: {'classifier': 'SVC', 'svc_c': 13.771206600579367, 'svc_kernel': 'sigmoid'}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:33:16,779] Trial 1030 finished with value: 0.9975320780248514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:33:19,032] Trial 1031 finished with value: 0.9975164892533636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:33:21,299] Trial 1032 finished with value: 0.9974553824827878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:33:24,388] Trial 1033 finished with value: 0.9971184316878974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:33:26,736] Trial 1034 finished with value: 0.9976399143891325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:33:29,346] Trial 1035 finished with value: 0.9973991621439221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:33:31,425] Trial 1036 finished with value: 0.9976501814435096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:33:33,815] Trial 1037 finished with value: 0.9973774513522483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:33:36,154] Trial 1038 finished with value: 0.9976353776774248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:33:38,689] Trial 1039 finished with value: 0.9951588713917534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 27, 'rf_n_estimators': 115}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:33:39,643] Trial 1040 finished with value: 0.9901052642531666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:33:42,131] Trial 1041 finished with value: 0.9973006412680766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:33:44,289] Trial 1042 finished with value: 0.9976364898689164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:33:46,861] Trial 1043 finished with value: 0.9973326744333001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:33:48,863] Trial 1044 finished with value: 0.9977148446370446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:33:53,051] Trial 1045 finished with value: 0.9969862630759995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 22, 'rf_n_estimators': 116}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:33:55,132] Trial 1046 finished with value: 0.9974169069032026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:33:57,143] Trial 1047 finished with value: 0.9973847697645942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:34:01,430] Trial 1048 finished with value: 0.9971754542023744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 19, 'rf_n_estimators': 116}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:34:03,427] Trial 1049 finished with value: 0.9974283386118324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:34:04,482] Trial 1050 finished with value: 0.9964043318483897 and parameters: {'classifier': 'SVC', 'svc_c': 46039.03941376765, 'svc_kernel': 'rbf'}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:34:06,805] Trial 1051 finished with value: 0.9973854243906736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:34:13,933] Trial 1052 finished with value: 0.9967459731886253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 38, 'rf_n_estimators': 113}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:34:16,550] Trial 1053 finished with value: 0.9974715221926117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:34:19,006] Trial 1054 finished with value: 0.9972176743154968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:34:20,992] Trial 1055 finished with value: 0.9973236779425729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:34:23,023] Trial 1056 finished with value: 0.997149031505744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:34:24,979] Trial 1057 finished with value: 0.9976461697402673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:34:26,137] Trial 1058 finished with value: 0.997349172273672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 115}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:34:28,151] Trial 1059 finished with value: 0.9974077469622517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:34:30,210] Trial 1060 finished with value: 0.9976036362787846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:34:33,098] Trial 1061 finished with value: 0.9970372925848846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:34:33,937] Trial 1062 finished with value: 0.990216765806216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:34:36,068] Trial 1063 finished with value: 0.9972961574951987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:34:38,540] Trial 1064 finished with value: 0.9973525458862845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:34:39,285] Trial 1065 finished with value: 0.9974124293826926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 35}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:34:43,113] Trial 1066 finished with value: 0.9971677938775515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 19, 'rf_n_estimators': 123}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:34:46,022] Trial 1067 finished with value: 0.9974764989821442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:34:47,068] Trial 1068 finished with value: 0.9971404526858789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:34:49,239] Trial 1069 finished with value: 0.9974497659839924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:34:51,957] Trial 1070 finished with value: 0.9971472164148157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:34:53,480] Trial 1071 finished with value: 0.9867327158444649 and parameters: {'classifier': 'SVC', 'svc_c': 1064393168.6399618, 'svc_kernel': 'sigmoid'}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:34:57,819] Trial 1072 finished with value: 0.9965583532790974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 25, 'rf_n_estimators': 127}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:34:59,425] Trial 1073 finished with value: 0.9973019814646954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 91}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:35:00,846] Trial 1074 finished with value: 0.9970298761976185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 45}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:35:02,688] Trial 1075 finished with value: 0.9972397481253562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 76}. Best is trial 179 with value: 0.9977579564584153.
[I 2023-09-09 13:35:04,816] Trial 1076 finished with value: 0.9977828299643065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:35:06,842] Trial 1077 finished with value: 0.9973913062818515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:35:07,652] Trial 1078 finished with value: 0.9968239981998949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 111}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:35:17,044] Trial 1079 finished with value: 0.9966766943512066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 51, 'rf_n_estimators': 113}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:35:19,010] Trial 1080 finished with value: 0.9975236588466609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:35:24,041] Trial 1081 finished with value: 0.9947008582530915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 50, 'rf_n_estimators': 115}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:35:26,307] Trial 1082 finished with value: 0.9973704191523524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:35:27,969] Trial 1083 finished with value: 0.9974508838565693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:35:29,146] Trial 1084 finished with value: 0.9954784673910324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:35:31,155] Trial 1085 finished with value: 0.9975061813522994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:35:32,759] Trial 1086 finished with value: 0.9974835165508651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:35:35,184] Trial 1087 finished with value: 0.9950633966250532 and parameters: {'classifier': 'SVC', 'svc_c': 331412.9804852492, 'svc_kernel': 'rbf'}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:35:42,896] Trial 1088 finished with value: 0.9968931318998626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 37, 'rf_n_estimators': 120}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:35:44,983] Trial 1089 finished with value: 0.9940382636737021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 34, 'rf_n_estimators': 94}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:35:45,803] Trial 1090 finished with value: 0.9953848244728757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 19, 'rf_n_estimators': 30}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:35:47,487] Trial 1091 finished with value: 0.9969125138590998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:35:48,252] Trial 1092 finished with value: 0.9971482579259873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 49}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:35:50,420] Trial 1093 finished with value: 0.9972211545040026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:35:52,386] Trial 1094 finished with value: 0.9972170718347994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:36:02,337] Trial 1095 finished with value: 0.9969424701273967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 47, 'rf_n_estimators': 122}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:36:15,262] Trial 1096 finished with value: 0.9962917432720099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 62, 'rf_n_estimators': 128}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:36:17,916] Trial 1097 finished with value: 0.9970749869676155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:36:19,588] Trial 1098 finished with value: 0.9974796722968226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:36:21,928] Trial 1099 finished with value: 0.9973150988370668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:36:23,639] Trial 1100 finished with value: 0.9974039477443002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:36:25,376] Trial 1101 finished with value: 0.9971961146914764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 57}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:36:26,340] Trial 1102 finished with value: 0.9972699671835267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 2, 'rf_n_estimators': 119}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:36:28,013] Trial 1103 finished with value: 0.9973324931146349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 95}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:36:29,664] Trial 1104 finished with value: 0.997278325012342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:36:31,510] Trial 1105 finished with value: 0.997486738043687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:36:33,279] Trial 1106 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 8.234570681931913e-06, 'svc_kernel': 'sigmoid'}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:36:34,593] Trial 1107 finished with value: 0.9975115900312769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 109}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:36:41,093] Trial 1108 finished with value: 0.9967130138795236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 40, 'rf_n_estimators': 92}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:36:43,464] Trial 1109 finished with value: 0.9975018357662707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:36:46,041] Trial 1110 finished with value: 0.9975288270157757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:36:47,475] Trial 1111 finished with value: 0.9975055512596224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:36:49,407] Trial 1112 finished with value: 0.9972734338834218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:36:51,643] Trial 1113 finished with value: 0.9971771927732078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:36:54,483] Trial 1114 finished with value: 0.997257752437244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 17, 'rf_n_estimators': 97}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:36:55,643] Trial 1115 finished with value: 0.9944493685342396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:36:57,397] Trial 1116 finished with value: 0.997475473086023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:36:58,685] Trial 1117 finished with value: 0.997404205360895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:37:00,707] Trial 1118 finished with value: 0.9968715543756623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:37:02,160] Trial 1119 finished with value: 0.9973347637714868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 89}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:37:03,780] Trial 1120 finished with value: 0.9975216797977028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:37:04,726] Trial 1121 finished with value: 0.9972736861363103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 2, 'rf_n_estimators': 113}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:37:06,562] Trial 1122 finished with value: 0.9976922478182083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 99}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:37:08,549] Trial 1123 finished with value: 0.997355912008751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 96}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:37:10,732] Trial 1124 finished with value: 0.9976687220942958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 99}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:37:12,978] Trial 1125 finished with value: 0.9971825786643677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 99}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:37:23,318] Trial 1126 finished with value: 0.9926143297598781 and parameters: {'classifier': 'SVC', 'svc_c': 4078648.0754512185, 'svc_kernel': 'rbf'}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:37:25,560] Trial 1127 finished with value: 0.9973635352636977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 98}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:37:27,472] Trial 1128 finished with value: 0.9970866465861586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 94}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:37:29,871] Trial 1129 finished with value: 0.9976952345774666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 96}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:37:32,295] Trial 1130 finished with value: 0.9975591028848005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 93}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:37:34,873] Trial 1131 finished with value: 0.9975105887955099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 95}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:37:37,354] Trial 1132 finished with value: 0.9972684635049466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 96}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:37:39,376] Trial 1133 finished with value: 0.9968090164158875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 92}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:37:41,032] Trial 1134 finished with value: 0.9964555486426668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 97}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:37:43,738] Trial 1135 finished with value: 0.9974009105852447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 93}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:37:45,917] Trial 1136 finished with value: 0.997547756551142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 88}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:37:48,172] Trial 1137 finished with value: 0.9972391792551026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 91}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:37:50,404] Trial 1138 finished with value: 0.9972497922526712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 98}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:37:52,999] Trial 1139 finished with value: 0.9976074816119159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 95}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:37:55,370] Trial 1140 finished with value: 0.9975950592679803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 99}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:37:57,542] Trial 1141 finished with value: 0.9971078138661671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 96}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:37:59,954] Trial 1142 finished with value: 0.9970756174728851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 99}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:38:02,030] Trial 1143 finished with value: 0.9974357639174504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 101}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:38:04,696] Trial 1144 finished with value: 0.9967321907484029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 94}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:38:06,548] Trial 1145 finished with value: 0.9973452802223411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 91}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:38:07,495] Trial 1146 finished with value: 0.9892647608339633 and parameters: {'classifier': 'SVC', 'svc_c': 7.0560570167564665, 'svc_kernel': 'sigmoid'}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:38:09,871] Trial 1147 finished with value: 0.9970691840403515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 99}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:38:13,508] Trial 1148 finished with value: 0.9972235072350834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 97}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:38:15,280] Trial 1149 finished with value: 0.9973480606852007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 84}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:38:17,486] Trial 1150 finished with value: 0.997416361804642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 101}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:38:19,356] Trial 1151 finished with value: 0.9973562381792259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 95}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:38:21,553] Trial 1152 finished with value: 0.9975081218079622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 97}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:38:23,233] Trial 1153 finished with value: 0.9966033870846687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 100}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:38:27,710] Trial 1154 finished with value: 0.9972018840717721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 24, 'rf_n_estimators': 95}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:38:30,553] Trial 1155 finished with value: 0.9974209498365457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 90}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:38:32,645] Trial 1156 finished with value: 0.9973595727224742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:38:34,384] Trial 1157 finished with value: 0.9974715266676566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 93}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:38:35,708] Trial 1158 finished with value: 0.9939328878541737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 53, 'rf_n_estimators': 10}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:38:39,105] Trial 1159 finished with value: 0.9970362786856927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 18, 'rf_n_estimators': 98}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:38:42,074] Trial 1160 finished with value: 0.996774183205515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 15, 'rf_n_estimators': 100}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:38:48,318] Trial 1161 finished with value: 0.9969578933222213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 33, 'rf_n_estimators': 102}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:38:49,031] Trial 1162 finished with value: 0.9902507515827207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:39:25,536] Trial 1163 finished with value: 0.9897159739037843 and parameters: {'classifier': 'SVC', 'svc_c': 40442729.21402691, 'svc_kernel': 'rbf'}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:39:26,337] Trial 1164 finished with value: 0.9959527819124189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 27}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:39:26,922] Trial 1165 finished with value: 0.9960335556803788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 18}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:39:29,078] Trial 1166 finished with value: 0.9971540591711422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 93}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:39:31,758] Trial 1167 finished with value: 0.9972282568129364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 106}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:39:33,711] Trial 1168 finished with value: 0.9974516864130356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 96}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:39:34,465] Trial 1169 finished with value: 0.9968039993192123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 102}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:39:36,013] Trial 1170 finished with value: 0.9971720697353977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 100}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:39:38,230] Trial 1171 finished with value: 0.9969554186858381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 97}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:39:40,269] Trial 1172 finished with value: 0.9968679190205268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:39:42,713] Trial 1173 finished with value: 0.9975281431590833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 103}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:39:48,484] Trial 1174 finished with value: 0.9965836143048388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 34, 'rf_n_estimators': 90}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:39:49,655] Trial 1175 finished with value: 0.9970816591326891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 4, 'rf_n_estimators': 104}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:39:52,286] Trial 1176 finished with value: 0.9973623423627075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 94}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:39:54,484] Trial 1177 finished with value: 0.9972894089687196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:39:55,970] Trial 1178 finished with value: 0.9968544468500881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 40}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:39:57,801] Trial 1179 finished with value: 0.9972962403628752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 100}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:39:59,055] Trial 1180 finished with value: 0.9966816665070047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 96}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:39:59,978] Trial 1181 finished with value: 0.9969978818161178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 86}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:40:02,721] Trial 1182 finished with value: 0.9974259730268992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:40:05,089] Trial 1183 finished with value: 0.9974107607304695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:40:06,450] Trial 1184 finished with value: 0.9862957628068979 and parameters: {'classifier': 'SVC', 'svc_c': 0.9006049050648293, 'svc_kernel': 'sigmoid'}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:40:08,320] Trial 1185 finished with value: 0.9976435075011129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:40:10,764] Trial 1186 finished with value: 0.9975430667992446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 101}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:40:12,396] Trial 1187 finished with value: 0.9972578085498643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 93}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:40:14,796] Trial 1188 finished with value: 0.9974517821345644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:40:16,708] Trial 1189 finished with value: 0.9975077326060028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:40:18,171] Trial 1190 finished with value: 0.9969739485774735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:40:20,316] Trial 1191 finished with value: 0.9971717240778473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:40:22,398] Trial 1192 finished with value: 0.9972527435924249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 14, 'rf_n_estimators': 73}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:40:24,845] Trial 1193 finished with value: 0.9966579352484034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 12, 'rf_n_estimators': 102}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:40:26,520] Trial 1194 finished with value: 0.9974997376684215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 95}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:40:27,604] Trial 1195 finished with value: 0.9955494973040199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:40:30,444] Trial 1196 finished with value: 0.9974222997132264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 100}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:40:32,903] Trial 1197 finished with value: 0.9919210296436723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 62, 'rf_n_estimators': 68}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:40:34,165] Trial 1198 finished with value: 0.9974455641389465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 111}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:40:36,398] Trial 1199 finished with value: 0.9975698586712148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:40:37,284] Trial 1200 finished with value: 0.9973074539686048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 91}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:43:10,265] Trial 1201 finished with value: 0.9896078339029427 and parameters: {'classifier': 'SVC', 'svc_c': 2460420332.2389965, 'svc_kernel': 'rbf'}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:43:12,440] Trial 1202 finished with value: 0.9967692962977365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 11, 'rf_n_estimators': 97}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:43:15,865] Trial 1203 finished with value: 0.9972028622023424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 102}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:43:20,069] Trial 1204 finished with value: 0.9967380417585967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 25, 'rf_n_estimators': 113}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:43:23,242] Trial 1205 finished with value: 0.996085472200302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 26, 'rf_n_estimators': 62}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:43:24,566] Trial 1206 finished with value: 0.9973633338866749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:43:26,260] Trial 1207 finished with value: 0.997430669475495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 99}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:43:28,304] Trial 1208 finished with value: 0.9972287235506035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:43:40,504] Trial 1209 finished with value: 0.9963324691327103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 65, 'rf_n_estimators': 95}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:43:42,835] Trial 1210 finished with value: 0.9976384024269586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:43:43,704] Trial 1211 finished with value: 0.9969287774419766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 2, 'rf_n_estimators': 102}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:43:46,269] Trial 1212 finished with value: 0.9974676534686427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 99}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:43:48,638] Trial 1213 finished with value: 0.9972951305517267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:43:50,913] Trial 1214 finished with value: 0.9975352572745187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 93}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:43:52,939] Trial 1215 finished with value: 0.997464452097654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:43:53,991] Trial 1216 finished with value: 0.996182639390918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 96}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:43:55,699] Trial 1217 finished with value: 0.9969239167179719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:43:57,430] Trial 1218 finished with value: 0.9974620354781655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:43:59,908] Trial 1219 finished with value: 0.9969893414308588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 15, 'rf_n_estimators': 108}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:44:01,684] Trial 1220 finished with value: 0.9852041705186139 and parameters: {'classifier': 'SVC', 'svc_c': 9.454058118700647e-08, 'svc_kernel': 'sigmoid'}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:44:03,198] Trial 1221 finished with value: 0.9973506099691426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 98}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:44:04,414] Trial 1222 finished with value: 0.9972659307247168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 112}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:44:07,051] Trial 1223 finished with value: 0.9973977568528553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:44:14,031] Trial 1224 finished with value: 0.9968056903149223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 36, 'rf_n_estimators': 103}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:44:23,491] Trial 1225 finished with value: 0.9968699430103621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 50, 'rf_n_estimators': 100}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:44:25,547] Trial 1226 finished with value: 0.9973527050836285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:44:26,784] Trial 1227 finished with value: 0.996979178825935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:44:29,714] Trial 1228 finished with value: 0.9970220019275615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 90}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:44:31,812] Trial 1229 finished with value: 0.9974445916577236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:44:32,957] Trial 1230 finished with value: 0.9973846692189032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 96}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:44:35,840] Trial 1231 finished with value: 0.9975417621173442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:44:40,996] Trial 1232 finished with value: 0.9968285626822716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 30, 'rf_n_estimators': 109}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:44:42,705] Trial 1233 finished with value: 0.997231191299861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 100}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:44:44,274] Trial 1234 finished with value: 0.9971982683624016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 94}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:44:46,509] Trial 1235 finished with value: 0.9960371227672752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 46, 'rf_n_estimators': 22}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:44:47,285] Trial 1236 finished with value: 0.9966417194628154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 114}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:44:59,488] Trial 1237 finished with value: 0.9965887469274969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 67, 'rf_n_estimators': 102}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:45:02,103] Trial 1238 finished with value: 0.997446866694407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:45:02,804] Trial 1239 finished with value: 0.9948277275548412 and parameters: {'classifier': 'SVC', 'svc_c': 660.2183964053521, 'svc_kernel': 'rbf'}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:45:03,467] Trial 1240 finished with value: 0.9963753871624178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 53}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:45:05,608] Trial 1241 finished with value: 0.9970840284626957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 97}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:45:06,306] Trial 1242 finished with value: 0.9887104005487387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:45:08,586] Trial 1243 finished with value: 0.997565576243622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:45:10,507] Trial 1244 finished with value: 0.9973663129653595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:45:11,318] Trial 1245 finished with value: 0.9970705070667623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 100}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:45:13,663] Trial 1246 finished with value: 0.997298796502205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 87}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:45:17,594] Trial 1247 finished with value: 0.9967897658833248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 20, 'rf_n_estimators': 104}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:45:18,590] Trial 1248 finished with value: 0.9962091659339819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 31, 'rf_n_estimators': 15}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:45:22,447] Trial 1249 finished with value: 0.9972245357019749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 93}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:45:23,441] Trial 1250 finished with value: 0.9968869895039404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 109}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:45:25,646] Trial 1251 finished with value: 0.9976826953110797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:45:27,992] Trial 1252 finished with value: 0.9973242600475339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:45:30,665] Trial 1253 finished with value: 0.9975413563799352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:45:32,908] Trial 1254 finished with value: 0.9972998969824084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:45:50,785] Trial 1255 finished with value: 0.9963202136349544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 74, 'rf_n_estimators': 123}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:46:07,688] Trial 1256 finished with value: 0.9963537480666771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 72, 'rf_n_estimators': 122}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:46:10,418] Trial 1257 finished with value: 0.997482576061453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:46:11,797] Trial 1258 finished with value: 0.9867330436335733 and parameters: {'classifier': 'SVC', 'svc_c': 302029175.24304056, 'svc_kernel': 'sigmoid'}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:46:13,161] Trial 1259 finished with value: 0.9973293013602323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:46:15,625] Trial 1260 finished with value: 0.9975239423296506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:46:17,542] Trial 1261 finished with value: 0.9972865868974633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:46:18,734] Trial 1262 finished with value: 0.9974011562049107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:46:20,942] Trial 1263 finished with value: 0.9974795196057498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:46:23,887] Trial 1264 finished with value: 0.9971668650676895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:46:25,214] Trial 1265 finished with value: 0.9958440776115823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:46:27,474] Trial 1266 finished with value: 0.9974690597753226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:46:32,295] Trial 1267 finished with value: 0.9971768867563039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 117}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:46:34,687] Trial 1268 finished with value: 0.997607653060092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:46:37,517] Trial 1269 finished with value: 0.9975779264790318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:46:39,722] Trial 1270 finished with value: 0.9970329424920731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:46:40,650] Trial 1271 finished with value: 0.9940017824407463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:46:41,882] Trial 1272 finished with value: 0.9948691155000297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 22, 'rf_n_estimators': 25}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:46:43,560] Trial 1273 finished with value: 0.9973653164585409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:46:44,864] Trial 1274 finished with value: 0.9973338615579913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:46:46,626] Trial 1275 finished with value: 0.9974072103377122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:46:55,898] Trial 1276 finished with value: 0.9965752683777388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 52, 'rf_n_estimators': 117}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:46:58,870] Trial 1277 finished with value: 0.9972801985327578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:46:59,616] Trial 1278 finished with value: 0.9926868081592245 and parameters: {'classifier': 'SVC', 'svc_c': 64.80999243836546, 'svc_kernel': 'rbf'}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:47:01,776] Trial 1279 finished with value: 0.9974251335909844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:47:02,562] Trial 1280 finished with value: 0.9966855863607428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 113}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:47:04,939] Trial 1281 finished with value: 0.997308217423969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:47:08,701] Trial 1282 finished with value: 0.9971456931539467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 112}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:47:10,768] Trial 1283 finished with value: 0.9974039951924718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:47:14,239] Trial 1284 finished with value: 0.9968650557852047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:47:16,128] Trial 1285 finished with value: 0.997184643754793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 91}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:47:18,230] Trial 1286 finished with value: 0.9974728496623296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:47:20,728] Trial 1287 finished with value: 0.9975276978762416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:47:21,733] Trial 1288 finished with value: 0.997282874990495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 95}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:47:22,042] Trial 1289 finished with value: 0.9915093688619474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 4}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:47:23,681] Trial 1290 finished with value: 0.9973663777424288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:47:31,009] Trial 1291 finished with value: 0.9966047954860505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 31, 'rf_n_estimators': 125}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:47:32,929] Trial 1292 finished with value: 0.9972397046444229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:47:35,157] Trial 1293 finished with value: 0.9974428101137636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 97}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:47:36,672] Trial 1294 finished with value: 0.9974267064582026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 78}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:47:38,380] Trial 1295 finished with value: 0.9971195344532305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 59}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:47:40,274] Trial 1296 finished with value: 0.9852053993786534 and parameters: {'classifier': 'SVC', 'svc_c': 0.00018428194663026992, 'svc_kernel': 'sigmoid'}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:47:41,742] Trial 1297 finished with value: 0.9971337646835893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:47:43,874] Trial 1298 finished with value: 0.997010184254239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 93}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:47:45,134] Trial 1299 finished with value: 0.9974110796647014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 111}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:47:47,604] Trial 1300 finished with value: 0.9974196320468897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:47:49,672] Trial 1301 finished with value: 0.9974225195617114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:47:52,713] Trial 1302 finished with value: 0.9974144537851206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 97}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:48:07,105] Trial 1303 finished with value: 0.9960710632220483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 65, 'rf_n_estimators': 115}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:48:08,865] Trial 1304 finished with value: 0.997100530492471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 65}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:48:10,903] Trial 1305 finished with value: 0.9973053918615427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:48:12,067] Trial 1306 finished with value: 0.9967332120425274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 71}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:48:13,383] Trial 1307 finished with value: 0.9970824179860568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:48:15,271] Trial 1308 finished with value: 0.9973797920864002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 99}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:48:18,031] Trial 1309 finished with value: 0.997585974577608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 127}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:48:19,616] Trial 1310 finished with value: 0.997376969570813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 89}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:48:20,234] Trial 1311 finished with value: 0.9882501177370996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 5, 'rf_n_estimators': 95}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:48:21,812] Trial 1312 finished with value: 0.9974987610295329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:48:24,327] Trial 1313 finished with value: 0.9975238058566486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:48:32,681] Trial 1314 finished with value: 0.9969873964366752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 43, 'rf_n_estimators': 112}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:48:34,405] Trial 1315 finished with value: 0.9853828731869694 and parameters: {'classifier': 'SVC', 'svc_c': 0.011086547370406178, 'svc_kernel': 'rbf'}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:48:34,918] Trial 1316 finished with value: 0.9965107680948826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 2, 'rf_n_estimators': 42}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:48:37,319] Trial 1317 finished with value: 0.9947527101863729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 43, 'rf_n_estimators': 48}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:48:39,882] Trial 1318 finished with value: 0.9973599449763911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:48:47,354] Trial 1319 finished with value: 0.9968599007873215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 38, 'rf_n_estimators': 110}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:48:49,416] Trial 1320 finished with value: 0.9974709521480555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:49:02,373] Trial 1321 finished with value: 0.9959136332352921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 68, 'rf_n_estimators': 97}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:49:10,100] Trial 1322 finished with value: 0.9966047762846166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 43, 'rf_n_estimators': 93}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:49:11,550] Trial 1323 finished with value: 0.9974187709022463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 99}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:49:12,337] Trial 1324 finished with value: 0.9943729719950021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 3, 'rf_n_estimators': 114}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:49:13,987] Trial 1325 finished with value: 0.997483388647098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:49:14,517] Trial 1326 finished with value: 0.9936071044863573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 37}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:49:21,129] Trial 1327 finished with value: 0.9967324108825292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 33, 'rf_n_estimators': 108}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:49:22,993] Trial 1328 finished with value: 0.9972910990440303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:49:25,024] Trial 1329 finished with value: 0.9973399567279073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 101}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:49:26,784] Trial 1330 finished with value: 0.9976041254234146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:49:29,333] Trial 1331 finished with value: 0.9973989224909828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:49:32,731] Trial 1332 finished with value: 0.9973035097718917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 96}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:49:34,007] Trial 1333 finished with value: 0.986713717533053 and parameters: {'classifier': 'SVC', 'svc_c': 2451355.5193877104, 'svc_kernel': 'sigmoid'}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:49:42,290] Trial 1334 finished with value: 0.9969567334921309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 37, 'rf_n_estimators': 119}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:49:44,747] Trial 1335 finished with value: 0.9973764957555925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:49:45,472] Trial 1336 finished with value: 0.9951466645799475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 82}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:49:51,860] Trial 1337 finished with value: 0.9970188424188727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 40, 'rf_n_estimators': 92}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:49:53,127] Trial 1338 finished with value: 0.9972327132594758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 5, 'rf_n_estimators': 99}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:49:54,244] Trial 1339 finished with value: 0.9968729864217853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 51}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:49:57,387] Trial 1340 finished with value: 0.997236551070723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:50:00,590] Trial 1341 finished with value: 0.9973694490514725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:50:03,009] Trial 1342 finished with value: 0.9974355196942524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:50:04,822] Trial 1343 finished with value: 0.9974613527957757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:50:06,442] Trial 1344 finished with value: 0.9974608903109882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 102}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:50:08,596] Trial 1345 finished with value: 0.9972211318431365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:50:14,094] Trial 1346 finished with value: 0.995886556928195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 51, 'rf_n_estimators': 55}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:50:19,269] Trial 1347 finished with value: 0.9972339530056175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 27, 'rf_n_estimators': 106}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:50:21,573] Trial 1348 finished with value: 0.9975848082729843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:50:24,779] Trial 1349 finished with value: 0.9971765045366844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:50:26,171] Trial 1350 finished with value: 0.9976291076316387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 95}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:50:27,675] Trial 1351 finished with value: 0.9973025905468775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:50:29,480] Trial 1352 finished with value: 0.9853843481110052 and parameters: {'classifier': 'SVC', 'svc_c': 0.05577196320205509, 'svc_kernel': 'rbf'}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:50:31,711] Trial 1353 finished with value: 0.9974762745634006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 100}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:50:33,661] Trial 1354 finished with value: 0.9975443585320787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:50:34,462] Trial 1355 finished with value: 0.9904287790270948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 98}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:50:35,385] Trial 1356 finished with value: 0.9963860909621398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 5, 'rf_n_estimators': 103}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:50:37,817] Trial 1357 finished with value: 0.997277225039945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:50:43,808] Trial 1358 finished with value: 0.9972507993599512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 30, 'rf_n_estimators': 108}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:50:44,812] Trial 1359 finished with value: 0.9965465341775692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 4, 'rf_n_estimators': 116}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:50:46,603] Trial 1360 finished with value: 0.9972744154099482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 94}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:50:52,699] Trial 1361 finished with value: 0.9965522629016056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 37, 'rf_n_estimators': 113}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:50:57,080] Trial 1362 finished with value: 0.9974203293604545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 19, 'rf_n_estimators': 124}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:51:01,211] Trial 1363 finished with value: 0.9964193470206761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 23, 'rf_n_estimators': 91}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:51:03,330] Trial 1364 finished with value: 0.997349980003417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 98}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:51:08,526] Trial 1365 finished with value: 0.9968042462718701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 26, 'rf_n_estimators': 106}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:51:10,119] Trial 1366 finished with value: 0.997386615546079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:51:11,907] Trial 1367 finished with value: 0.9973463258594405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:51:12,758] Trial 1368 finished with value: 0.9965985455938356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 110}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:51:14,384] Trial 1369 finished with value: 0.9974654465415088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:51:24,232] Trial 1370 finished with value: 0.9966210597671612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 54, 'rf_n_estimators': 97}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:51:25,568] Trial 1371 finished with value: 0.9861823664372967 and parameters: {'classifier': 'SVC', 'svc_c': 0.7675358563101566, 'svc_kernel': 'sigmoid'}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:51:27,060] Trial 1372 finished with value: 0.9961793805425789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 104}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:51:38,175] Trial 1373 finished with value: 0.9970679907902443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 48, 'rf_n_estimators': 122}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:51:39,877] Trial 1374 finished with value: 0.9972840845856245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 88}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:51:41,499] Trial 1375 finished with value: 0.9971733601352396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:51:42,820] Trial 1376 finished with value: 0.9973754407240722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:51:45,743] Trial 1377 finished with value: 0.9975302410347672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 109}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:51:48,102] Trial 1378 finished with value: 0.9974993738885262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:51:49,375] Trial 1379 finished with value: 0.9973538213375721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:51:54,369] Trial 1380 finished with value: 0.9971989482518554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 29, 'rf_n_estimators': 95}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:51:56,335] Trial 1381 finished with value: 0.9970383298114386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:51:58,978] Trial 1382 finished with value: 0.9972173260554381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 102}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:52:00,802] Trial 1383 finished with value: 0.9971922670732157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:52:01,557] Trial 1384 finished with value: 0.99678668594157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 99}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:52:03,458] Trial 1385 finished with value: 0.9974657854706227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:52:04,510] Trial 1386 finished with value: 0.9947313958963773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:52:06,526] Trial 1387 finished with value: 0.9975109067776048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:52:08,916] Trial 1388 finished with value: 0.997744897102939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:52:10,922] Trial 1389 finished with value: 0.9974236755197771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:52:12,749] Trial 1390 finished with value: 0.995240528870009 and parameters: {'classifier': 'SVC', 'svc_c': 216267.8069096631, 'svc_kernel': 'rbf'}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:52:27,781] Trial 1391 finished with value: 0.996149092359246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 70, 'rf_n_estimators': 120}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:52:29,536] Trial 1392 finished with value: 0.9976593777878403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:52:31,543] Trial 1393 finished with value: 0.9971014363240882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:52:33,663] Trial 1394 finished with value: 0.9970780448197866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:52:41,479] Trial 1395 finished with value: 0.9971030342642536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 35, 'rf_n_estimators': 120}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:52:43,110] Trial 1396 finished with value: 0.9975290215691484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:52:45,070] Trial 1397 finished with value: 0.9973357505030304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:52:47,341] Trial 1398 finished with value: 0.9972632425239539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:52:49,045] Trial 1399 finished with value: 0.997528783630056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:52:50,165] Trial 1400 finished with value: 0.9956055927224817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:52:51,770] Trial 1401 finished with value: 0.9974810920921134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:52:54,005] Trial 1402 finished with value: 0.9974687314466699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:52:55,276] Trial 1403 finished with value: 0.9974955598807096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 111}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:52:57,067] Trial 1404 finished with value: 0.9974944739047297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:52:59,492] Trial 1405 finished with value: 0.9974045972605765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:53:09,744] Trial 1406 finished with value: 0.9968707915867941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 45, 'rf_n_estimators': 120}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:53:11,438] Trial 1407 finished with value: 0.9972275228103502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:53:12,565] Trial 1408 finished with value: 0.9970489464588667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 118}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:53:13,497] Trial 1409 finished with value: 0.992655530260985 and parameters: {'classifier': 'SVC', 'svc_c': 4077.960933034939, 'svc_kernel': 'sigmoid'}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:53:17,602] Trial 1410 finished with value: 0.9972521639312829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 20, 'rf_n_estimators': 110}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:53:19,757] Trial 1411 finished with value: 0.9973905854822348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:53:22,949] Trial 1412 finished with value: 0.9968195754272751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 20, 'rf_n_estimators': 112}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:53:24,413] Trial 1413 finished with value: 0.9973341296163577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:53:26,296] Trial 1414 finished with value: 0.9973636870661092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:53:28,816] Trial 1415 finished with value: 0.9972857046153734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:53:31,208] Trial 1416 finished with value: 0.9974779623853198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:53:33,894] Trial 1417 finished with value: 0.9974651907022367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:53:34,624] Trial 1418 finished with value: 0.9962441358395216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 1, 'rf_n_estimators': 116}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:53:35,809] Trial 1419 finished with value: 0.9966110482029392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:53:37,118] Trial 1420 finished with value: 0.9974640640382594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:53:40,329] Trial 1421 finished with value: 0.997335868218929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 112}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:53:43,942] Trial 1422 finished with value: 0.9971609935865452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 116}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:53:45,809] Trial 1423 finished with value: 0.9972259336933232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:53:48,057] Trial 1424 finished with value: 0.9976913217378062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:53:50,437] Trial 1425 finished with value: 0.997212979231631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:53:52,655] Trial 1426 finished with value: 0.9970053276879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:53:54,926] Trial 1427 finished with value: 0.9975450641292375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:53:56,066] Trial 1428 finished with value: 0.9963163699204564 and parameters: {'classifier': 'SVC', 'svc_c': 68127.79355217471, 'svc_kernel': 'rbf'}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:53:58,561] Trial 1429 finished with value: 0.9970599504674552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:54:00,713] Trial 1430 finished with value: 0.9974480999025398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:54:03,155] Trial 1431 finished with value: 0.9975050728424053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:54:05,337] Trial 1432 finished with value: 0.997065597085525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:54:07,967] Trial 1433 finished with value: 0.9974781088875005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:54:24,942] Trial 1434 finished with value: 0.995281490955955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 74, 'rf_n_estimators': 114}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:54:27,412] Trial 1435 finished with value: 0.9973861561081304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:54:28,856] Trial 1436 finished with value: 0.9975138830950915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 75}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:54:31,665] Trial 1437 finished with value: 0.9974489585716264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:54:33,620] Trial 1438 finished with value: 0.9977249131708107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:54:35,669] Trial 1439 finished with value: 0.9973479003135542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:54:37,714] Trial 1440 finished with value: 0.9973711587725481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:54:38,911] Trial 1441 finished with value: 0.9961902121825922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:54:40,770] Trial 1442 finished with value: 0.9975784015320307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:54:42,788] Trial 1443 finished with value: 0.9972730196402534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:54:44,981] Trial 1444 finished with value: 0.9972091725552711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:54:46,469] Trial 1445 finished with value: 0.9970000719856366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:54:47,171] Trial 1446 finished with value: 0.9968589054865434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 30}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:54:49,373] Trial 1447 finished with value: 0.9972344709365295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:54:51,440] Trial 1448 finished with value: 0.9969089027517258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:54:52,217] Trial 1449 finished with value: 0.9925548404800187 and parameters: {'classifier': 'SVC', 'svc_c': 273.15583133501457, 'svc_kernel': 'sigmoid'}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:54:53,977] Trial 1450 finished with value: 0.9975652477562796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:54:54,365] Trial 1451 finished with value: 0.9958487052206569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 9}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:54:55,330] Trial 1452 finished with value: 0.9966378753992006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:54:57,420] Trial 1453 finished with value: 0.9975309012467184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:54:59,616] Trial 1454 finished with value: 0.9977054939195321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:55:01,795] Trial 1455 finished with value: 0.9973759649390899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:55:04,184] Trial 1456 finished with value: 0.9975154907470566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:55:06,197] Trial 1457 finished with value: 0.9975012970152913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:55:08,425] Trial 1458 finished with value: 0.9973061462716033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:55:10,850] Trial 1459 finished with value: 0.9974937053078246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:55:12,952] Trial 1460 finished with value: 0.99760628788574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:55:22,168] Trial 1461 finished with value: 0.9969432204750049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 41, 'rf_n_estimators': 118}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:55:24,497] Trial 1462 finished with value: 0.9974536860916338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:55:26,556] Trial 1463 finished with value: 0.9972884713991951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:55:40,600] Trial 1464 finished with value: 0.9968225797693343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 64, 'rf_n_estimators': 118}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:55:43,111] Trial 1465 finished with value: 0.9973528927181374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:55:48,092] Trial 1466 finished with value: 0.9971802068588044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 23, 'rf_n_estimators': 116}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:55:50,121] Trial 1467 finished with value: 0.9973666463403398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:55:50,860] Trial 1468 finished with value: 0.9890602097029374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:55:51,803] Trial 1469 finished with value: 0.989925825201882 and parameters: {'classifier': 'SVC', 'svc_c': 4.898922600486112, 'svc_kernel': 'rbf'}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:55:54,021] Trial 1470 finished with value: 0.9974969271180255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:55:55,785] Trial 1471 finished with value: 0.9975433121332693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:55:57,858] Trial 1472 finished with value: 0.9975751867359072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:55:58,855] Trial 1473 finished with value: 0.9938059123256474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:56:01,448] Trial 1474 finished with value: 0.9972681174665414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:56:04,166] Trial 1475 finished with value: 0.9956751569789022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 33, 'rf_n_estimators': 40}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:56:18,445] Trial 1476 finished with value: 0.9958864476863174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 62, 'rf_n_estimators': 116}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:56:20,319] Trial 1477 finished with value: 0.9972828112925146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:56:26,874] Trial 1478 finished with value: 0.9966763753217608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 30, 'rf_n_estimators': 121}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:56:29,090] Trial 1479 finished with value: 0.9974954447355812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:56:32,380] Trial 1480 finished with value: 0.9973854012220013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 112}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:56:35,121] Trial 1481 finished with value: 0.9975072359077511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:56:37,503] Trial 1482 finished with value: 0.9973478884118391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:56:41,176] Trial 1483 finished with value: 0.9974454790496167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 114}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:56:42,984] Trial 1484 finished with value: 0.9974114545211266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:56:45,592] Trial 1485 finished with value: 0.9970665655042956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:56:48,385] Trial 1486 finished with value: 0.9975507871721884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:56:50,134] Trial 1487 finished with value: 0.9853079823258003 and parameters: {'classifier': 'SVC', 'svc_c': 0.0015762713057967577, 'svc_kernel': 'sigmoid'}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:56:52,239] Trial 1488 finished with value: 0.9972127533529435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:56:52,854] Trial 1489 finished with value: 0.9914831054261364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 2, 'rf_n_estimators': 116}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:56:55,119] Trial 1490 finished with value: 0.9975680840778565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:56:56,820] Trial 1491 finished with value: 0.9974826586117502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:56:58,914] Trial 1492 finished with value: 0.997379120544016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:57:01,467] Trial 1493 finished with value: 0.9971580953760489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:57:02,898] Trial 1494 finished with value: 0.9967709287052692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:57:04,878] Trial 1495 finished with value: 0.9961581768591908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 44, 'rf_n_estimators': 20}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:57:08,612] Trial 1496 finished with value: 0.9968650349016616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 46, 'rf_n_estimators': 46}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:57:10,378] Trial 1497 finished with value: 0.9976112437282536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:57:13,304] Trial 1498 finished with value: 0.9969342361398962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:57:15,779] Trial 1499 finished with value: 0.9973551490294552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:57:17,620] Trial 1500 finished with value: 0.9975290439126353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:57:19,774] Trial 1501 finished with value: 0.9972981343225035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:57:21,577] Trial 1502 finished with value: 0.9963617930232006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:57:29,672] Trial 1503 finished with value: 0.9969471624818024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 39, 'rf_n_estimators': 110}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:57:30,572] Trial 1504 finished with value: 0.9969435930780387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 33}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:57:32,318] Trial 1505 finished with value: 0.9975764373364132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:57:34,343] Trial 1506 finished with value: 0.9974229527841484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:57:35,262] Trial 1507 finished with value: 0.9963017612155509 and parameters: {'classifier': 'SVC', 'svc_c': 17765.75050140566, 'svc_kernel': 'rbf'}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:57:38,092] Trial 1508 finished with value: 0.9976265436530459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:57:40,745] Trial 1509 finished with value: 0.9896597479155712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 58, 'rf_n_estimators': 113}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:57:41,482] Trial 1510 finished with value: 0.9950099543369664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 86}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:57:42,294] Trial 1511 finished with value: 0.9967654443631204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:57:44,688] Trial 1512 finished with value: 0.997430524306306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:57:45,129] Trial 1513 finished with value: 0.9946803188123688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 12}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:57:47,248] Trial 1514 finished with value: 0.9974773599363601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:57:55,177] Trial 1515 finished with value: 0.9970064586682327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 36, 'rf_n_estimators': 118}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:57:58,160] Trial 1516 finished with value: 0.9973229631731587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:58:00,580] Trial 1517 finished with value: 0.9974381998653246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:58:02,789] Trial 1518 finished with value: 0.9971854667187338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:58:04,550] Trial 1519 finished with value: 0.9971956865788424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:58:06,486] Trial 1520 finished with value: 0.9976242998782014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:58:08,070] Trial 1521 finished with value: 0.9973365532816617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:58:14,748] Trial 1522 finished with value: 0.996846593177933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 30, 'rf_n_estimators': 117}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:58:16,634] Trial 1523 finished with value: 0.9975371081658065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 68}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:58:19,673] Trial 1524 finished with value: 0.9973679630509068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 16, 'rf_n_estimators': 110}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:58:21,228] Trial 1525 finished with value: 0.9857284628181078 and parameters: {'classifier': 'SVC', 'svc_c': 0.43736712714712506, 'svc_kernel': 'sigmoid'}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:58:22,317] Trial 1526 finished with value: 0.9964778368420912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 63}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:58:23,900] Trial 1527 finished with value: 0.9975046800858003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:58:26,072] Trial 1528 finished with value: 0.9974332489421865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:58:29,424] Trial 1529 finished with value: 0.9966564108132318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 21, 'rf_n_estimators': 124}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:58:31,067] Trial 1530 finished with value: 0.9969180168948762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 79}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:58:34,015] Trial 1531 finished with value: 0.9922568719286683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 56, 'rf_n_estimators': 91}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:58:39,434] Trial 1532 finished with value: 0.9969390036496669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 26, 'rf_n_estimators': 119}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:58:43,275] Trial 1533 finished with value: 0.9972020686277041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 113}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:58:44,876] Trial 1534 finished with value: 0.9971594993975995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:58:47,486] Trial 1535 finished with value: 0.9971133664130788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:58:49,763] Trial 1536 finished with value: 0.9974247469280576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:58:50,317] Trial 1537 finished with value: 0.9963512580374086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 26}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:58:55,158] Trial 1538 finished with value: 0.9965026071997832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 21, 'rf_n_estimators': 121}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:58:56,876] Trial 1539 finished with value: 0.997256648973677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:58:59,294] Trial 1540 finished with value: 0.9975945573012357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:59:00,206] Trial 1541 finished with value: 0.9966059528723222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 120}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:59:01,927] Trial 1542 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.647732333991075e-09, 'svc_kernel': 'rbf'}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:59:03,641] Trial 1543 finished with value: 0.9975104819339755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 1076 with value: 0.9977828299643065.
[I 2023-09-09 13:59:05,887] Trial 1544 finished with value: 0.9978111987342094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 13:59:07,205] Trial 1545 finished with value: 0.9962495065599617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 13:59:09,682] Trial 1546 finished with value: 0.9974848973085296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 13:59:21,191] Trial 1547 finished with value: 0.9965524406656252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 50, 'rf_n_estimators': 123}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 13:59:23,458] Trial 1548 finished with value: 0.9974795501058789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 13:59:25,730] Trial 1549 finished with value: 0.9975052568270547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 13:59:28,067] Trial 1550 finished with value: 0.9973695464551106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 13:59:30,112] Trial 1551 finished with value: 0.9972689394466071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 13:59:32,798] Trial 1552 finished with value: 0.9975789323802711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 13:59:34,982] Trial 1553 finished with value: 0.9974734099316102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 13:59:38,049] Trial 1554 finished with value: 0.9970742015178814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 13:59:40,210] Trial 1555 finished with value: 0.9975242954456092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 13:59:41,222] Trial 1556 finished with value: 0.9971047536336529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 107}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 13:59:43,133] Trial 1557 finished with value: 0.9975167082131872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 92}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 13:59:45,501] Trial 1558 finished with value: 0.9973463858758236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 13:59:47,128] Trial 1559 finished with value: 0.9972521554889994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 59}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 13:59:49,150] Trial 1560 finished with value: 0.9974422960231385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 13:59:51,654] Trial 1561 finished with value: 0.9973847640835087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 13:59:53,684] Trial 1562 finished with value: 0.9975365091762788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 13:59:56,308] Trial 1563 finished with value: 0.997293672702685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 13:59:57,156] Trial 1564 finished with value: 0.9910177140809114 and parameters: {'classifier': 'SVC', 'svc_c': 27.025971395580452, 'svc_kernel': 'sigmoid'}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 13:59:59,112] Trial 1565 finished with value: 0.997383086005127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:00:01,749] Trial 1566 finished with value: 0.9969711727166103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 89}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:00:03,327] Trial 1567 finished with value: 0.9970013976780315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:00:04,989] Trial 1568 finished with value: 0.9974054838590217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 93}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:00:07,885] Trial 1569 finished with value: 0.9973931432719357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:00:08,751] Trial 1570 finished with value: 0.9970063079131722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 1, 'rf_n_estimators': 116}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:00:10,524] Trial 1571 finished with value: 0.997013684278937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:00:12,472] Trial 1572 finished with value: 0.9975062408291381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:00:15,090] Trial 1573 finished with value: 0.9975947453165998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:00:17,297] Trial 1574 finished with value: 0.9974694991866516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:00:20,986] Trial 1575 finished with value: 0.9974378095842765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 95}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:00:23,942] Trial 1576 finished with value: 0.9977384574497753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:00:27,340] Trial 1577 finished with value: 0.9972801510528484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 109}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:00:29,844] Trial 1578 finished with value: 0.9969975153385002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 83}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:00:32,861] Trial 1579 finished with value: 0.9976124373274778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:00:35,758] Trial 1580 finished with value: 0.9973426101756613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:00:38,762] Trial 1581 finished with value: 0.9974285527474939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:00:39,423] Trial 1582 finished with value: 0.9950598793666715 and parameters: {'classifier': 'SVC', 'svc_c': 1208.9533478807018, 'svc_kernel': 'rbf'}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:00:42,495] Trial 1583 finished with value: 0.9973281993883468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:00:45,285] Trial 1584 finished with value: 0.9971737620640998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 108}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:00:48,156] Trial 1585 finished with value: 0.9974957206966866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:00:50,671] Trial 1586 finished with value: 0.9974352156768367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 104}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:00:54,062] Trial 1587 finished with value: 0.9974002318066176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 111}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:00:56,441] Trial 1588 finished with value: 0.9944463630178779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 69, 'rf_n_estimators': 16}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:00:59,502] Trial 1589 finished with value: 0.9973465118435781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 106}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:01:03,570] Trial 1590 finished with value: 0.9974544719539605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 113}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:01:06,033] Trial 1591 finished with value: 0.997527419566531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 103}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:01:07,603] Trial 1592 finished with value: 0.9973698954451411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:01:09,352] Trial 1593 finished with value: 0.9975140624142688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:01:15,933] Trial 1594 finished with value: 0.9958494801651435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 36, 'rf_n_estimators': 96}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:01:19,674] Trial 1595 finished with value: 0.9972024857907599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 115}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:01:22,206] Trial 1596 finished with value: 0.9970615480902415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:01:24,711] Trial 1597 finished with value: 0.9974373472581782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:01:28,003] Trial 1598 finished with value: 0.996693002367154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:01:40,856] Trial 1599 finished with value: 0.9964399224521859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 61, 'rf_n_estimators': 113}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:01:42,307] Trial 1600 finished with value: 0.9866104988756197 and parameters: {'classifier': 'SVC', 'svc_c': 34029964.46131603, 'svc_kernel': 'sigmoid'}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:01:43,943] Trial 1601 finished with value: 0.997205718518801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 93}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:01:47,048] Trial 1602 finished with value: 0.9975488975289156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:01:48,514] Trial 1603 finished with value: 0.9974471348162494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 102}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:01:50,022] Trial 1604 finished with value: 0.996323624222229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:01:51,022] Trial 1605 finished with value: 0.9974611558937978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 42}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:01:53,223] Trial 1606 finished with value: 0.9972861240318206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 97}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:01:57,273] Trial 1607 finished with value: 0.9961016464727069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 31, 'rf_n_estimators': 105}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:01:59,582] Trial 1608 finished with value: 0.9954630945007911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 30, 'rf_n_estimators': 36}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:02:03,156] Trial 1609 finished with value: 0.9970862345963818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:02:06,969] Trial 1610 finished with value: 0.9972295879642514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 112}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:02:08,439] Trial 1611 finished with value: 0.9967317196309043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 55}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:02:09,769] Trial 1612 finished with value: 0.9968713465241064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:02:11,617] Trial 1613 finished with value: 0.9974277523174676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 89}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:02:13,204] Trial 1614 finished with value: 0.9974898502628936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 101}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:02:16,423] Trial 1615 finished with value: 0.9974908093507193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:02:17,439] Trial 1616 finished with value: 0.9955005143823601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:02:19,457] Trial 1617 finished with value: 0.9971163716120616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:02:21,812] Trial 1618 finished with value: 0.9972889177293878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:02:23,386] Trial 1619 finished with value: 0.997540519927384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 94}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:02:25,118] Trial 1620 finished with value: 0.9853943433936806 and parameters: {'classifier': 'SVC', 'svc_c': 0.14805036997024257, 'svc_kernel': 'rbf'}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:02:27,291] Trial 1621 finished with value: 0.9973406694660953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:02:30,250] Trial 1622 finished with value: 0.9974045263263532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:02:35,038] Trial 1623 finished with value: 0.9972821949423517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 27, 'rf_n_estimators': 97}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:02:37,764] Trial 1624 finished with value: 0.9975906175160919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:02:39,359] Trial 1625 finished with value: 0.9974379175566375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:02:40,162] Trial 1626 finished with value: 0.9971027492261065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 100}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:02:40,558] Trial 1627 finished with value: 0.9915275803906329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 6}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:02:42,850] Trial 1628 finished with value: 0.9976838729143985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:02:45,791] Trial 1629 finished with value: 0.9975844363681846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:02:48,373] Trial 1630 finished with value: 0.9974125381167634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:02:51,094] Trial 1631 finished with value: 0.997286713531714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:02:53,375] Trial 1632 finished with value: 0.9973287213182352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:02:56,270] Trial 1633 finished with value: 0.9975378004965202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:02:58,533] Trial 1634 finished with value: 0.9975201721836222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:03:01,164] Trial 1635 finished with value: 0.9975083989433702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:03:03,613] Trial 1636 finished with value: 0.9972751413828437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:03:05,881] Trial 1637 finished with value: 0.997445959117205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:03:09,485] Trial 1638 finished with value: 0.9975661897056355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 127}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:03:10,213] Trial 1639 finished with value: 0.992197580883779 and parameters: {'classifier': 'SVC', 'svc_c': 158.4043569388846, 'svc_kernel': 'sigmoid'}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:03:12,647] Trial 1640 finished with value: 0.9970272196712876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:03:16,540] Trial 1641 finished with value: 0.9973905332733771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 125}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:03:23,400] Trial 1642 finished with value: 0.9972221077520534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 29, 'rf_n_estimators': 121}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:03:25,524] Trial 1643 finished with value: 0.9975213967273061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:03:28,221] Trial 1644 finished with value: 0.9973301721849376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:03:29,489] Trial 1645 finished with value: 0.9946151229297945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:03:31,152] Trial 1646 finished with value: 0.9974119820051488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:03:32,305] Trial 1647 finished with value: 0.9968503364419536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 70}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:03:34,343] Trial 1648 finished with value: 0.9974298999899283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:03:36,628] Trial 1649 finished with value: 0.996936515143818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 91}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:03:40,239] Trial 1650 finished with value: 0.9965296178728874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 20, 'rf_n_estimators': 126}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:03:42,798] Trial 1651 finished with value: 0.9972104347083753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 24, 'rf_n_estimators': 51}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:03:56,382] Trial 1652 finished with value: 0.9962157006421783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 62, 'rf_n_estimators': 118}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:03:57,663] Trial 1653 finished with value: 0.9973971129541885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:04:03,771] Trial 1654 finished with value: 0.9972201665664189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 27, 'rf_n_estimators': 121}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:04:05,429] Trial 1655 finished with value: 0.997464335175203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:04:07,452] Trial 1656 finished with value: 0.9974865114985034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 95}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:04:09,178] Trial 1657 finished with value: 0.9853881170509933 and parameters: {'classifier': 'SVC', 'svc_c': 0.029730410977070645, 'svc_kernel': 'rbf'}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:04:10,548] Trial 1658 finished with value: 0.9919361640235392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 23, 'rf_n_estimators': 117}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:04:13,218] Trial 1659 finished with value: 0.9974471276117444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 97}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:04:15,557] Trial 1660 finished with value: 0.997252130574742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 101}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:04:17,355] Trial 1661 finished with value: 0.9971879825509209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:04:19,581] Trial 1662 finished with value: 0.9975409113192587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:04:20,494] Trial 1663 finished with value: 0.9972960756113974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 98}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:04:22,579] Trial 1664 finished with value: 0.99690710127636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:04:25,575] Trial 1665 finished with value: 0.9974983458342273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:04:42,686] Trial 1666 finished with value: 0.9963095486824312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 74, 'rf_n_estimators': 119}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:04:44,725] Trial 1667 finished with value: 0.997321258022342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 93}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:04:46,476] Trial 1668 finished with value: 0.9972194624609415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:04:53,669] Trial 1669 finished with value: 0.9972784366028248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 34, 'rf_n_estimators': 116}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:04:56,717] Trial 1670 finished with value: 0.9971589606466201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:04:58,423] Trial 1671 finished with value: 0.997446436233168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 100}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:04:59,728] Trial 1672 finished with value: 0.9966549794336049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:05:01,084] Trial 1673 finished with value: 0.9973095665072017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:05:03,140] Trial 1674 finished with value: 0.9974602916388395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 95}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:05:04,102] Trial 1675 finished with value: 0.9969688927922893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:05:05,284] Trial 1676 finished with value: 0.9868213828617507 and parameters: {'classifier': 'SVC', 'svc_c': 546144.5848769719, 'svc_kernel': 'sigmoid'}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:05:08,785] Trial 1677 finished with value: 0.9972461063707873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:05:10,229] Trial 1678 finished with value: 0.9971029999555755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 65}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:05:12,310] Trial 1679 finished with value: 0.9973099147672605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:05:13,213] Trial 1680 finished with value: 0.9969603271436558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 103}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:05:14,530] Trial 1681 finished with value: 0.9959100030534355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 20, 'rf_n_estimators': 29}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:05:18,481] Trial 1682 finished with value: 0.9971935173563425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 118}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:05:23,216] Trial 1683 finished with value: 0.9971757822453862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 26, 'rf_n_estimators': 98}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:05:28,203] Trial 1684 finished with value: 0.9966886267253267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 59, 'rf_n_estimators': 45}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:05:30,325] Trial 1685 finished with value: 0.9974116876677949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:05:31,536] Trial 1686 finished with value: 0.9959222093256971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:05:33,301] Trial 1687 finished with value: 0.991138300609974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 39, 'rf_n_estimators': 101}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:05:34,581] Trial 1688 finished with value: 0.9975691023886176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 90}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:05:37,266] Trial 1689 finished with value: 0.9975725350972139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:05:38,316] Trial 1690 finished with value: 0.9943508263939961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:05:39,968] Trial 1691 finished with value: 0.9970034161772089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 74}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:05:40,639] Trial 1692 finished with value: 0.9932836615670517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 1, 'rf_n_estimators': 114}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:05:42,546] Trial 1693 finished with value: 0.9967196055255263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 95}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:05:49,266] Trial 1694 finished with value: 0.9967959440478689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 39, 'rf_n_estimators': 120}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:05:52,173] Trial 1695 finished with value: 0.9974550500599451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:05:53,835] Trial 1696 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 6.034460903270942e-06, 'svc_kernel': 'rbf'}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:05:55,954] Trial 1697 finished with value: 0.997235287775054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 99}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:05:57,881] Trial 1698 finished with value: 0.9975503854654936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:05:59,750] Trial 1699 finished with value: 0.9968927039141805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:06:02,110] Trial 1700 finished with value: 0.9973498403248864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:06:03,845] Trial 1701 finished with value: 0.9974690169291477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 92}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:06:05,353] Trial 1702 finished with value: 0.9970565900578121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:06:08,260] Trial 1703 finished with value: 0.9967645190126903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:06:10,141] Trial 1704 finished with value: 0.9974731773244864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:06:11,836] Trial 1705 finished with value: 0.9971974653933425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:06:13,297] Trial 1706 finished with value: 0.9973622912964144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 97}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:06:20,124] Trial 1707 finished with value: 0.9970143257020471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 34, 'rf_n_estimators': 114}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:06:21,256] Trial 1708 finished with value: 0.9956217705177947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:06:22,420] Trial 1709 finished with value: 0.9972122722380042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 101}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:06:25,052] Trial 1710 finished with value: 0.9974139518818518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:06:27,420] Trial 1711 finished with value: 0.9974836457241484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:06:28,927] Trial 1712 finished with value: 0.9974168511396991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 85}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:06:31,499] Trial 1713 finished with value: 0.9974289645785813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:06:32,998] Trial 1714 finished with value: 0.9867063428493975 and parameters: {'classifier': 'SVC', 'svc_c': 6337082.085916459, 'svc_kernel': 'sigmoid'}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:06:34,640] Trial 1715 finished with value: 0.9974180275687154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:06:36,101] Trial 1716 finished with value: 0.9974927084201508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:06:39,202] Trial 1717 finished with value: 0.997248624773745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:06:40,598] Trial 1718 finished with value: 0.9945565396719799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 23, 'rf_n_estimators': 87}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:06:41,980] Trial 1719 finished with value: 0.9972928128592958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 6, 'rf_n_estimators': 95}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:06:44,140] Trial 1720 finished with value: 0.9972533921565638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:06:45,031] Trial 1721 finished with value: 0.9970538706904244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 23}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:06:45,996] Trial 1722 finished with value: 0.9970851076467633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 99}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:06:53,302] Trial 1723 finished with value: 0.9966378990439416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 39, 'rf_n_estimators': 102}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:06:55,657] Trial 1724 finished with value: 0.9973636242885281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:06:58,266] Trial 1725 finished with value: 0.9973760555508159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:07:03,833] Trial 1726 finished with value: 0.9970153505190792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 24, 'rf_n_estimators': 125}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:07:05,708] Trial 1727 finished with value: 0.9974327470706558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:07:07,493] Trial 1728 finished with value: 0.9975616258262789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:07:08,428] Trial 1729 finished with value: 0.9969853293150238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 119}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:07:11,611] Trial 1730 finished with value: 0.9972837511471685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 93}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:07:13,546] Trial 1731 finished with value: 0.9976506707785671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:10:31,411] Trial 1732 finished with value: 0.9896096373777966 and parameters: {'classifier': 'SVC', 'svc_c': 3200469635.8087673, 'svc_kernel': 'rbf'}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:10:32,987] Trial 1733 finished with value: 0.997185581546483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 97}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:10:45,575] Trial 1734 finished with value: 0.9968567995176931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 53, 'rf_n_estimators': 122}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:10:48,068] Trial 1735 finished with value: 0.9974724171063887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:10:50,324] Trial 1736 finished with value: 0.9971931076199572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:10:51,548] Trial 1737 finished with value: 0.99613561438077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:10:53,794] Trial 1738 finished with value: 0.997187664219709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:10:56,049] Trial 1739 finished with value: 0.9975407740210711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:10:57,009] Trial 1740 finished with value: 0.9959735831591404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 34}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:11:00,203] Trial 1741 finished with value: 0.9974097793308946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:11:01,597] Trial 1742 finished with value: 0.9974142611360222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 101}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:11:06,508] Trial 1743 finished with value: 0.9972597224726364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 22, 'rf_n_estimators': 115}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:11:07,706] Trial 1744 finished with value: 0.9971784551802153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 112}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:11:09,229] Trial 1745 finished with value: 0.9974797998832107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 98}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:11:11,324] Trial 1746 finished with value: 0.9973493356921576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:11:14,333] Trial 1747 finished with value: 0.9967445108962764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:11:16,608] Trial 1748 finished with value: 0.9971271419026996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:11:17,939] Trial 1749 finished with value: 0.9976006261286884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 105}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:11:23,040] Trial 1750 finished with value: 0.9970908799469466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 23, 'rf_n_estimators': 115}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:11:24,472] Trial 1751 finished with value: 0.9867336991483141 and parameters: {'classifier': 'SVC', 'svc_c': 139294660.5072395, 'svc_kernel': 'sigmoid'}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:11:25,551] Trial 1752 finished with value: 0.9972472124051247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 110}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:11:27,197] Trial 1753 finished with value: 0.9976763251956714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 96}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:11:35,024] Trial 1754 finished with value: 0.996621437829115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 48, 'rf_n_estimators': 90}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:11:40,849] Trial 1755 finished with value: 0.9970445890345986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 27, 'rf_n_estimators': 117}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:11:42,361] Trial 1756 finished with value: 0.9974960599114416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:11:44,828] Trial 1757 finished with value: 0.9973695323952176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:11:45,630] Trial 1758 finished with value: 0.9972174020677266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 19}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:11:47,238] Trial 1759 finished with value: 0.9969030053089735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 102}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:11:48,709] Trial 1760 finished with value: 0.9956979023628838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:11:50,598] Trial 1761 finished with value: 0.9969971516538187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 94}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:11:51,413] Trial 1762 finished with value: 0.9969520791597383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 99}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:11:53,766] Trial 1763 finished with value: 0.9973494764815151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:11:55,593] Trial 1764 finished with value: 0.9973992677676783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:11:57,854] Trial 1765 finished with value: 0.9974282928140319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:11:59,731] Trial 1766 finished with value: 0.9973345383371303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:12:02,457] Trial 1767 finished with value: 0.997035307918317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:12:04,012] Trial 1768 finished with value: 0.9966067673305038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 6, 'rf_n_estimators': 104}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:12:05,106] Trial 1769 finished with value: 0.9968830535590834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 38}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:12:06,091] Trial 1770 finished with value: 0.9888272369583925 and parameters: {'classifier': 'SVC', 'svc_c': 2.4040149388199166, 'svc_kernel': 'rbf'}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:12:06,884] Trial 1771 finished with value: 0.9895126547431126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:12:08,254] Trial 1772 finished with value: 0.9972062682828341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:12:10,919] Trial 1773 finished with value: 0.9976056839768367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:12:12,836] Trial 1774 finished with value: 0.9974902002367992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 100}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:12:14,225] Trial 1775 finished with value: 0.9974930467462443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 92}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:12:15,944] Trial 1776 finished with value: 0.9973063565035023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 80}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:12:17,745] Trial 1777 finished with value: 0.9971001743296735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:12:19,870] Trial 1778 finished with value: 0.9972642047220948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:12:22,655] Trial 1779 finished with value: 0.9972287260896362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 106}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:12:25,165] Trial 1780 finished with value: 0.9974035196634041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 96}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:12:26,954] Trial 1781 finished with value: 0.9966984373885944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:12:28,738] Trial 1782 finished with value: 0.9975132519550636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:12:31,226] Trial 1783 finished with value: 0.9975243899928355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:12:32,761] Trial 1784 finished with value: 0.9974742036966759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:12:34,524] Trial 1785 finished with value: 0.9974996761286189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 99}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:12:35,384] Trial 1786 finished with value: 0.9971193195875969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 102}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:12:36,199] Trial 1787 finished with value: 0.9963768443767016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 61}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:12:38,653] Trial 1788 finished with value: 0.9972506320694409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:12:41,067] Trial 1789 finished with value: 0.9975425517882202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:12:41,865] Trial 1790 finished with value: 0.9913865986378991 and parameters: {'classifier': 'SVC', 'svc_c': 41.52374962183479, 'svc_kernel': 'sigmoid'}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:12:43,288] Trial 1791 finished with value: 0.9971236115682999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:12:44,596] Trial 1792 finished with value: 0.9974921406289862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:12:47,302] Trial 1793 finished with value: 0.9975804805236596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:12:48,582] Trial 1794 finished with value: 0.9971386793937748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 95}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:12:50,218] Trial 1795 finished with value: 0.9973445233684615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:12:53,787] Trial 1796 finished with value: 0.9971653057525577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 112}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:12:54,659] Trial 1797 finished with value: 0.9957443964613155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 77}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:12:58,224] Trial 1798 finished with value: 0.9974222023730642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:12:59,709] Trial 1799 finished with value: 0.9970815544610705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 105}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:13:00,702] Trial 1800 finished with value: 0.9974439510597994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 3, 'rf_n_estimators': 97}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:13:02,531] Trial 1801 finished with value: 0.9974373628732288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:13:14,538] Trial 1802 finished with value: 0.9962951574456677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 55, 'rf_n_estimators': 122}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:13:16,777] Trial 1803 finished with value: 0.9974506021826405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:13:24,802] Trial 1804 finished with value: 0.9967949159618322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 42, 'rf_n_estimators': 103}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:13:27,709] Trial 1805 finished with value: 0.997277023313805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:13:35,068] Trial 1806 finished with value: 0.9969761430950855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 39, 'rf_n_estimators': 109}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:13:36,787] Trial 1807 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 3.819667574618721e-05, 'svc_kernel': 'rbf'}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:13:38,463] Trial 1808 finished with value: 0.9964860437571565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 56}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:13:46,317] Trial 1809 finished with value: 0.9966621429014862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 44, 'rf_n_estimators': 93}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:13:46,699] Trial 1810 finished with value: 0.9952589847171063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 4, 'rf_n_estimators': 13}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:13:47,636] Trial 1811 finished with value: 0.9937964828029106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:13:49,562] Trial 1812 finished with value: 0.997621836603989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 99}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:13:53,247] Trial 1813 finished with value: 0.9974098717199431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 114}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:13:55,274] Trial 1814 finished with value: 0.9976178362629177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 88}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:13:57,493] Trial 1815 finished with value: 0.9975279726313064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:13:58,134] Trial 1816 finished with value: 0.9927078833040874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:14:00,048] Trial 1817 finished with value: 0.9974197463985703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:14:02,131] Trial 1818 finished with value: 0.997298882226293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 101}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:14:03,107] Trial 1819 finished with value: 0.9910635654232411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 14, 'rf_n_estimators': 107}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:14:04,818] Trial 1820 finished with value: 0.9970300814784041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:14:07,480] Trial 1821 finished with value: 0.9976147178230811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:14:10,881] Trial 1822 finished with value: 0.9974369769402739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:14:12,058] Trial 1823 finished with value: 0.9972000933238189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 5, 'rf_n_estimators': 96}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:14:13,637] Trial 1824 finished with value: 0.9971507256435069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:14:14,602] Trial 1825 finished with value: 0.9972916688981591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 48}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:14:16,743] Trial 1826 finished with value: 0.9976004866088473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:14:19,578] Trial 1827 finished with value: 0.9969598864945485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:14:21,350] Trial 1828 finished with value: 0.985205317494852 and parameters: {'classifier': 'SVC', 'svc_c': 1.2056745339950488e-06, 'svc_kernel': 'sigmoid'}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:14:23,516] Trial 1829 finished with value: 0.9973301116290099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:14:24,411] Trial 1830 finished with value: 0.9971914549001636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 110}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:14:25,867] Trial 1831 finished with value: 0.9974615104379622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 91}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:14:27,519] Trial 1832 finished with value: 0.9973827698320928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:14:29,775] Trial 1833 finished with value: 0.9971364362854264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 98}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:14:32,140] Trial 1834 finished with value: 0.9971675040152427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:14:34,734] Trial 1835 finished with value: 0.9971496736270878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:14:36,897] Trial 1836 finished with value: 0.9975480230226131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:14:41,217] Trial 1837 finished with value: 0.9971945159896013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 101}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:14:43,224] Trial 1838 finished with value: 0.9973124236805838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:14:44,675] Trial 1839 finished with value: 0.9973633599752348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 95}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:14:49,988] Trial 1840 finished with value: 0.9964008012918248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 31, 'rf_n_estimators': 126}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:14:52,093] Trial 1841 finished with value: 0.9976336007989373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:14:54,002] Trial 1842 finished with value: 0.9975290198235637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:14:57,112] Trial 1843 finished with value: 0.9974638904001676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 108}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:15:00,678] Trial 1844 finished with value: 0.9971058033014666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 19, 'rf_n_estimators': 113}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:18:30,798] Trial 1845 finished with value: 0.9896101307753064 and parameters: {'classifier': 'SVC', 'svc_c': 8787130511.769545, 'svc_kernel': 'rbf'}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:18:32,303] Trial 1846 finished with value: 0.9974980833934706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:18:34,138] Trial 1847 finished with value: 0.9973413484034119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 93}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:18:35,240] Trial 1848 finished with value: 0.9971952534516193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 122}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:18:38,503] Trial 1849 finished with value: 0.9955000836354797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 41, 'rf_n_estimators': 72}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:18:39,509] Trial 1850 finished with value: 0.9959727182059481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:18:41,840] Trial 1851 finished with value: 0.9974168836075785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 99}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:18:43,532] Trial 1852 finished with value: 0.9975038015170457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:18:44,824] Trial 1853 finished with value: 0.9972403914210028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 53}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:18:46,738] Trial 1854 finished with value: 0.9969572412986504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:18:52,520] Trial 1855 finished with value: 0.9970067903293657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 31, 'rf_n_estimators': 110}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:18:54,332] Trial 1856 finished with value: 0.9965807784910684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:18:56,491] Trial 1857 finished with value: 0.9972778923294495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:18:58,308] Trial 1858 finished with value: 0.9974704542120253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:19:01,358] Trial 1859 finished with value: 0.997430040684072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:19:02,451] Trial 1860 finished with value: 0.9971378433538162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 5, 'rf_n_estimators': 97}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:19:04,615] Trial 1861 finished with value: 0.9976087803270897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:19:06,439] Trial 1862 finished with value: 0.9974076650784506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:19:09,488] Trial 1863 finished with value: 0.9973771522542084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:19:11,247] Trial 1864 finished with value: 0.985206792799743 and parameters: {'classifier': 'SVC', 'svc_c': 1.1898843408815464e-10, 'svc_kernel': 'sigmoid'}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:19:21,785] Trial 1865 finished with value: 0.9967504682284604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 56, 'rf_n_estimators': 100}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:19:23,277] Trial 1866 finished with value: 0.9973254798940075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:19:24,469] Trial 1867 finished with value: 0.9971962451025383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 4, 'rf_n_estimators': 105}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:19:27,758] Trial 1868 finished with value: 0.994494768595263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 37, 'rf_n_estimators': 116}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:19:30,305] Trial 1869 finished with value: 0.9973585541895478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:19:32,367] Trial 1870 finished with value: 0.9975389205272748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 94}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:19:34,645] Trial 1871 finished with value: 0.9974399805206232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:19:36,298] Trial 1872 finished with value: 0.997211210700213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:19:38,007] Trial 1873 finished with value: 0.9969242389212085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 90}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:19:43,319] Trial 1874 finished with value: 0.9973517903653972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 25, 'rf_n_estimators': 117}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:19:47,562] Trial 1875 finished with value: 0.9971312304434156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 23, 'rf_n_estimators': 97}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:19:49,677] Trial 1876 finished with value: 0.9972340645326243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 101}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:19:51,308] Trial 1877 finished with value: 0.9977209686249807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:20:06,522] Trial 1878 finished with value: 0.9961365585517794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 74, 'rf_n_estimators': 108}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:20:08,201] Trial 1879 finished with value: 0.9975016690470428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:20:10,098] Trial 1880 finished with value: 0.9975149341276354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:20:15,011] Trial 1881 finished with value: 0.9971137688814835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 25, 'rf_n_estimators': 106}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:20:16,850] Trial 1882 finished with value: 0.9975643466536107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:20:18,628] Trial 1883 finished with value: 0.9853327269757869 and parameters: {'classifier': 'SVC', 'svc_c': 0.002515800100680639, 'svc_kernel': 'rbf'}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:20:20,727] Trial 1884 finished with value: 0.997247714435345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:20:26,227] Trial 1885 finished with value: 0.9970498429278011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 28, 'rf_n_estimators': 105}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:20:36,356] Trial 1886 finished with value: 0.9967444025747981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 50, 'rf_n_estimators': 109}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:20:46,322] Trial 1887 finished with value: 0.9967378229574626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 51, 'rf_n_estimators': 103}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:20:48,013] Trial 1888 finished with value: 0.9974836991707846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:21:00,124] Trial 1889 finished with value: 0.996754150428747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 60, 'rf_n_estimators': 107}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:21:02,066] Trial 1890 finished with value: 0.9974846068114624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:21:13,399] Trial 1891 finished with value: 0.9963796185237177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 56, 'rf_n_estimators': 104}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:21:16,839] Trial 1892 finished with value: 0.9971345127143305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 17, 'rf_n_estimators': 103}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:21:18,917] Trial 1893 finished with value: 0.9973428734733418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:21:22,938] Trial 1894 finished with value: 0.9973121596529316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 108}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:21:25,418] Trial 1895 finished with value: 0.996959873291579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:21:27,064] Trial 1896 finished with value: 0.9973316367941534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:21:29,006] Trial 1897 finished with value: 0.9976173390568591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:21:31,638] Trial 1898 finished with value: 0.9973409651999172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 102}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:21:33,851] Trial 1899 finished with value: 0.997348214296673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:21:35,884] Trial 1900 finished with value: 0.9974830802181133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:21:37,252] Trial 1901 finished with value: 0.9902436250260257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 101}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:21:38,873] Trial 1902 finished with value: 0.9974254872782251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:21:40,310] Trial 1903 finished with value: 0.9867330436335733 and parameters: {'classifier': 'SVC', 'svc_c': 467807555.48469406, 'svc_kernel': 'sigmoid'}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:21:42,389] Trial 1904 finished with value: 0.9943264591712048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 28, 'rf_n_estimators': 112}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:21:43,602] Trial 1905 finished with value: 0.9960951130022889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:21:55,788] Trial 1906 finished with value: 0.9957023634431578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 63, 'rf_n_estimators': 99}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:21:58,267] Trial 1907 finished with value: 0.997385903442649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:22:12,484] Trial 1908 finished with value: 0.9959005275424707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 73, 'rf_n_estimators': 107}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:22:14,461] Trial 1909 finished with value: 0.9970586614323432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:22:15,240] Trial 1910 finished with value: 0.9970434285697497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 100}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:22:20,660] Trial 1911 finished with value: 0.9971989985881766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 25, 'rf_n_estimators': 113}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:22:23,013] Trial 1912 finished with value: 0.9968396262946504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 15, 'rf_n_estimators': 109}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:22:25,139] Trial 1913 finished with value: 0.9974349787216195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:22:26,848] Trial 1914 finished with value: 0.9973140832240276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:22:28,742] Trial 1915 finished with value: 0.9968423797802887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 96}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:22:29,606] Trial 1916 finished with value: 0.9974969562851624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 42}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:22:32,054] Trial 1917 finished with value: 0.9975471738431608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:22:34,189] Trial 1918 finished with value: 0.9973555487366618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:22:37,997] Trial 1919 finished with value: 0.9972050579259951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 101}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:22:39,797] Trial 1920 finished with value: 0.9973517923331475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:22:44,900] Trial 1921 finished with value: 0.9928628414473962 and parameters: {'classifier': 'SVC', 'svc_c': 1711790.8158536735, 'svc_kernel': 'rbf'}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:22:47,264] Trial 1922 finished with value: 0.9976965234856268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 98}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:22:49,990] Trial 1923 finished with value: 0.9973109781458502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 98}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:22:52,514] Trial 1924 finished with value: 0.9970018574333593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 96}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:22:58,868] Trial 1925 finished with value: 0.9969859368737866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 34, 'rf_n_estimators': 99}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:23:01,818] Trial 1926 finished with value: 0.9972775430220399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 93}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:23:04,297] Trial 1927 finished with value: 0.9973813191558181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 94}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:23:06,689] Trial 1928 finished with value: 0.9973907791469462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 99}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:23:19,531] Trial 1929 finished with value: 0.9961365369065266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 69, 'rf_n_estimators': 94}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:23:22,381] Trial 1930 finished with value: 0.9972370814746325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 100}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:23:24,772] Trial 1931 finished with value: 0.9974416132455352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 97}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:23:27,419] Trial 1932 finished with value: 0.9972829732827945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 91}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:23:29,921] Trial 1933 finished with value: 0.9975423933843239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 98}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:23:32,433] Trial 1934 finished with value: 0.9971801018380687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 103}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:23:34,963] Trial 1935 finished with value: 0.9970433708384959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 96}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:23:40,711] Trial 1936 finished with value: 0.9965805943794672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 30, 'rf_n_estimators': 102}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:23:43,929] Trial 1937 finished with value: 0.9974674241305234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 95}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:23:53,726] Trial 1938 finished with value: 0.9963877015339923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 52, 'rf_n_estimators': 98}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:23:55,995] Trial 1939 finished with value: 0.9974786563664045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 92}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:23:57,784] Trial 1940 finished with value: 0.9852066292543057 and parameters: {'classifier': 'SVC', 'svc_c': 3.676326683623801e-08, 'svc_kernel': 'sigmoid'}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:24:00,533] Trial 1941 finished with value: 0.9969598899539805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 14, 'rf_n_estimators': 98}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:24:02,867] Trial 1942 finished with value: 0.9972974389766888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 102}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:24:05,175] Trial 1943 finished with value: 0.9972164083221058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 101}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:24:07,433] Trial 1944 finished with value: 0.9972050673838915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 100}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:24:12,144] Trial 1945 finished with value: 0.9960705147592693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 36, 'rf_n_estimators': 96}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:24:23,233] Trial 1946 finished with value: 0.9963127563057875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 59, 'rf_n_estimators': 95}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:24:25,885] Trial 1947 finished with value: 0.9971372721349575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 104}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:24:28,097] Trial 1948 finished with value: 0.997243779474363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 89}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:24:30,024] Trial 1949 finished with value: 0.9975386816043074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 93}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:24:31,750] Trial 1950 finished with value: 0.9971486238323224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 67}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:24:32,534] Trial 1951 finished with value: 0.9930055144180053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 6, 'rf_n_estimators': 100}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:24:35,752] Trial 1952 finished with value: 0.9973847951231821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 106}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:24:37,721] Trial 1953 finished with value: 0.9973451867224655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 84}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:24:40,726] Trial 1954 finished with value: 0.9974880717022968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 101}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:24:42,098] Trial 1955 finished with value: 0.9970491259049954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 97}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:24:44,680] Trial 1956 finished with value: 0.9973761905003983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 104}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:24:46,787] Trial 1957 finished with value: 0.9955596845375597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 23, 'rf_n_estimators': 107}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:24:48,863] Trial 1958 finished with value: 0.9961857318374082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 18, 'rf_n_estimators': 91}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:24:49,705] Trial 1959 finished with value: 0.9907155306719732 and parameters: {'classifier': 'SVC', 'svc_c': 8.214949026184971, 'svc_kernel': 'rbf'}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:24:51,809] Trial 1960 finished with value: 0.9972332667368442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 97}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:24:52,750] Trial 1961 finished with value: 0.9969101927389751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 4, 'rf_n_estimators': 99}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:24:55,213] Trial 1962 finished with value: 0.9969442679529031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 94}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:24:55,860] Trial 1963 finished with value: 0.9965807445632452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 27}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:24:58,320] Trial 1964 finished with value: 0.9972731190751176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 12, 'rf_n_estimators': 102}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:25:01,290] Trial 1965 finished with value: 0.997265079958369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 110}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:25:03,114] Trial 1966 finished with value: 0.9975462760412342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:25:05,262] Trial 1967 finished with value: 0.9973993984643813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:25:06,433] Trial 1968 finished with value: 0.996103960324851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 96}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:25:08,854] Trial 1969 finished with value: 0.9970519425173318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 106}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:25:10,431] Trial 1970 finished with value: 0.9972888228013065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:25:10,995] Trial 1971 finished with value: 0.9871674804898362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 3, 'rf_n_estimators': 88}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:25:13,337] Trial 1972 finished with value: 0.9974540788165006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 102}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:25:14,869] Trial 1973 finished with value: 0.9975263339396682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 98}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:25:16,720] Trial 1974 finished with value: 0.9975231274271384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 8, 'rf_n_estimators': 100}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:25:17,924] Trial 1975 finished with value: 0.9972507151592825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 93}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:25:19,178] Trial 1976 finished with value: 0.9969350346656481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:25:21,382] Trial 1977 finished with value: 0.9971397595299797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:25:23,157] Trial 1978 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 5.5081407444489514e-05, 'svc_kernel': 'sigmoid'}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:25:30,463] Trial 1979 finished with value: 0.996944324668544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 37, 'rf_n_estimators': 105}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:25:33,889] Trial 1980 finished with value: 0.9972057058871138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 95}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:25:34,696] Trial 1981 finished with value: 0.9968246024896531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 111}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:25:36,665] Trial 1982 finished with value: 0.9973419398710556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:25:37,469] Trial 1983 finished with value: 0.997021267385431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 98}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:25:39,799] Trial 1984 finished with value: 0.9974998137759236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:25:42,134] Trial 1985 finished with value: 0.997438040541029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 100}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:25:43,793] Trial 1986 finished with value: 0.997312954941417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 91}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:25:44,857] Trial 1987 finished with value: 0.9973775926176747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 59}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:25:46,898] Trial 1988 finished with value: 0.9974309883779892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:25:49,127] Trial 1989 finished with value: 0.9976184808280806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:25:52,059] Trial 1990 finished with value: 0.9970821467856373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:25:54,115] Trial 1991 finished with value: 0.9967810059669597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 10, 'rf_n_estimators': 95}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:25:55,313] Trial 1992 finished with value: 0.997184856779628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 110}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:26:07,750] Trial 1993 finished with value: 0.9957366254029335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 55, 'rf_n_estimators': 115}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:26:08,629] Trial 1994 finished with value: 0.9971120852489682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 98}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:26:10,682] Trial 1995 finished with value: 0.9968236679352298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 15, 'rf_n_estimators': 106}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:26:11,520] Trial 1996 finished with value: 0.9961157847583478 and parameters: {'classifier': 'SVC', 'svc_c': 11046.108784134332, 'svc_kernel': 'rbf'}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:26:13,377] Trial 1997 finished with value: 0.9974292346681738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:26:14,890] Trial 1998 finished with value: 0.9973493962163471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 6, 'rf_n_estimators': 103}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:26:17,127] Trial 1999 finished with value: 0.9974976068805276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:26:21,007] Trial 2000 finished with value: 0.9973590525064329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 100}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:26:21,960] Trial 2001 finished with value: 0.9951760931103187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:26:24,360] Trial 2002 finished with value: 0.9974699694472267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 96}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:26:25,895] Trial 2003 finished with value: 0.9973664684493683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 93}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:26:27,298] Trial 2004 finished with value: 0.9973469981000586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:26:29,627] Trial 2005 finished with value: 0.9975547675818538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:26:30,291] Trial 2006 finished with value: 0.9962862188766216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 31}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:26:38,274] Trial 2007 finished with value: 0.9963706422182995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 50, 'rf_n_estimators': 109}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:26:40,611] Trial 2008 finished with value: 0.9971206938707282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 11, 'rf_n_estimators': 101}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:26:41,412] Trial 2009 finished with value: 0.9952700749258515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 17}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:26:42,909] Trial 2010 finished with value: 0.9968843656359162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 50}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:26:43,635] Trial 2011 finished with value: 0.9965991815580256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 24}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:26:50,007] Trial 2012 finished with value: 0.996946427241438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 31, 'rf_n_estimators': 105}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:26:50,290] Trial 2013 finished with value: 0.9888121983635304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 2}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:26:52,210] Trial 2014 finished with value: 0.9975940222953296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 97}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:27:02,016] Trial 2015 finished with value: 0.9970248244431487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 47, 'rf_n_estimators': 111}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:27:03,858] Trial 2016 finished with value: 0.9852055630193042 and parameters: {'classifier': 'SVC', 'svc_c': 0.0002505633160740211, 'svc_kernel': 'sigmoid'}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:27:06,392] Trial 2017 finished with value: 0.9975207459732515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:27:08,894] Trial 2018 finished with value: 0.9973126250258689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 102}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:27:13,949] Trial 2019 finished with value: 0.9967402677919509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 27, 'rf_n_estimators': 116}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:27:15,614] Trial 2020 finished with value: 0.9972130790156121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 99}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:27:16,738] Trial 2021 finished with value: 0.9970894728785568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 87}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:27:18,334] Trial 2022 finished with value: 0.9971876160733034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 44}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:27:20,069] Trial 2023 finished with value: 0.9974929059886248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 92}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:27:23,495] Trial 2024 finished with value: 0.9976666708733358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 113}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:27:31,699] Trial 2025 finished with value: 0.9967975065685293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 41, 'rf_n_estimators': 109}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:27:35,370] Trial 2026 finished with value: 0.996824962016669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 33, 'rf_n_estimators': 63}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:27:37,369] Trial 2027 finished with value: 0.9974965662897555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:27:40,015] Trial 2028 finished with value: 0.9974343147645953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:27:42,031] Trial 2029 finished with value: 0.9977190122051506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 96}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:27:55,926] Trial 2030 finished with value: 0.9966349280584232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 65, 'rf_n_estimators': 112}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:27:57,610] Trial 2031 finished with value: 0.9974141464669625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 95}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:27:59,697] Trial 2032 finished with value: 0.9969813336711629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:28:01,491] Trial 2033 finished with value: 0.997091318501352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 82}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:28:02,649] Trial 2034 finished with value: 0.9963635538423071 and parameters: {'classifier': 'SVC', 'svc_c': 59579.78875674461, 'svc_kernel': 'rbf'}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:28:15,045] Trial 2035 finished with value: 0.9964998395273001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 55, 'rf_n_estimators': 116}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:28:16,828] Trial 2036 finished with value: 0.9973092984488353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:28:20,692] Trial 2037 finished with value: 0.9972533621007657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 21, 'rf_n_estimators': 98}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:28:22,875] Trial 2038 finished with value: 0.9973805812177315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:28:24,766] Trial 2039 finished with value: 0.9974165416316256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:28:25,759] Trial 2040 finished with value: 0.9968671166544882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 40}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:28:27,161] Trial 2041 finished with value: 0.9970348548596877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 101}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:28:32,234] Trial 2042 finished with value: 0.9971983565937842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 24, 'rf_n_estimators': 113}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:28:34,038] Trial 2043 finished with value: 0.9974380833237283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:28:35,907] Trial 2044 finished with value: 0.9971897137902976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 94}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:28:37,718] Trial 2045 finished with value: 0.9971345395328622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:28:39,117] Trial 2046 finished with value: 0.9974695423819439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 100}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:28:39,930] Trial 2047 finished with value: 0.9970542593845773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 90}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:28:41,848] Trial 2048 finished with value: 0.9974728290961655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:28:43,932] Trial 2049 finished with value: 0.9974253214476586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 97}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:28:44,682] Trial 2050 finished with value: 0.9891056368363959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:28:46,115] Trial 2051 finished with value: 0.9971146662708174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:28:56,586] Trial 2052 finished with value: 0.9971237225557624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 48, 'rf_n_estimators': 117}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:28:57,749] Trial 2053 finished with value: 0.9870181763595295 and parameters: {'classifier': 'SVC', 'svc_c': 234079.6589305085, 'svc_kernel': 'sigmoid'}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:28:59,920] Trial 2054 finished with value: 0.9974802265993766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:29:02,306] Trial 2055 finished with value: 0.9973575743133926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:29:03,906] Trial 2056 finished with value: 0.9970936280688786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 99}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:29:08,321] Trial 2057 finished with value: 0.997009511696242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 22, 'rf_n_estimators': 103}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:29:10,333] Trial 2058 finished with value: 0.9974202144057539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 94}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:29:10,695] Trial 2059 finished with value: 0.9941413585215583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 9}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:29:25,096] Trial 2060 finished with value: 0.9965825450864739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 65, 'rf_n_estimators': 118}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:29:26,417] Trial 2061 finished with value: 0.997409091824343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 69}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:29:27,826] Trial 2062 finished with value: 0.9974075295893235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 114}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:29:28,664] Trial 2063 finished with value: 0.9961286996428695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 3, 'rf_n_estimators': 110}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:29:30,454] Trial 2064 finished with value: 0.9976958430883665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 76}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:29:32,511] Trial 2065 finished with value: 0.997482207647823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 76}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:29:33,492] Trial 2066 finished with value: 0.9943253785589313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 93}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:29:35,388] Trial 2067 finished with value: 0.997075045079724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 71}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:29:36,883] Trial 2068 finished with value: 0.9973782199174157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 57}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:29:38,736] Trial 2069 finished with value: 0.9972160334974184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 78}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:29:41,365] Trial 2070 finished with value: 0.9974575983917496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 15, 'rf_n_estimators': 87}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:29:43,782] Trial 2071 finished with value: 0.9969995219677003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 19, 'rf_n_estimators': 75}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:29:45,342] Trial 2072 finished with value: 0.9973976192055504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 65}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:29:47,437] Trial 2073 finished with value: 0.9968551204554362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 13, 'rf_n_estimators': 78}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:29:49,085] Trial 2074 finished with value: 0.9974904447139005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 62}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:29:58,977] Trial 2075 finished with value: 0.9955969192919145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 66, 'rf_n_estimators': 79}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:30:01,197] Trial 2076 finished with value: 0.9972260128159265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 96}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:30:25,300] Trial 2077 finished with value: 0.9903855850997575 and parameters: {'classifier': 'SVC', 'svc_c': 14924887.626243021, 'svc_kernel': 'rbf'}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:30:26,109] Trial 2078 finished with value: 0.9972518773697162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 87}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:30:28,919] Trial 2079 finished with value: 0.9973312317232405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 101}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:30:30,510] Trial 2080 finished with value: 0.9972499721113929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 72}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:30:33,919] Trial 2081 finished with value: 0.9968145595683785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 24, 'rf_n_estimators': 82}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:30:35,849] Trial 2082 finished with value: 0.997052609965526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 85}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:30:38,005] Trial 2083 finished with value: 0.9970826615744967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 17, 'rf_n_estimators': 66}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:30:39,299] Trial 2084 finished with value: 0.9965239472292219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 74}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:30:41,716] Trial 2085 finished with value: 0.9975095628041751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 90}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:30:42,678] Trial 2086 finished with value: 0.9967654775927096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 6, 'rf_n_estimators': 60}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:30:44,663] Trial 2087 finished with value: 0.9973598888637706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 97}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:30:45,954] Trial 2088 finished with value: 0.9964467785384334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 92}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:30:48,143] Trial 2089 finished with value: 0.9975550050131398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:30:49,456] Trial 2090 finished with value: 0.9976395825375719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 89}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:30:52,418] Trial 2091 finished with value: 0.996826718138565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 98}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:30:53,960] Trial 2092 finished with value: 0.9867327158444649 and parameters: {'classifier': 'SVC', 'svc_c': 1158018508.9203181, 'svc_kernel': 'sigmoid'}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:30:56,525] Trial 2093 finished with value: 0.9974133568278245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:30:57,463] Trial 2094 finished with value: 0.9970968728890625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 48}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:30:59,147] Trial 2095 finished with value: 0.9974083009156888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 69}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:31:00,120] Trial 2096 finished with value: 0.996818558163865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 54}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:31:03,551] Trial 2097 finished with value: 0.9944184195041972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 46, 'rf_n_estimators': 80}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:31:06,279] Trial 2098 finished with value: 0.9971882923446357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 102}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:31:08,280] Trial 2099 finished with value: 0.9974104793104438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 95}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:31:11,537] Trial 2100 finished with value: 0.9969366595195591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 15, 'rf_n_estimators': 109}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:31:12,991] Trial 2101 finished with value: 0.9975336223596912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 99}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:31:15,177] Trial 2102 finished with value: 0.9974255029567515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:31:15,778] Trial 2103 finished with value: 0.9968296403746576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 21}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:31:16,719] Trial 2104 finished with value: 0.9972756873700659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 34}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:31:18,162] Trial 2105 finished with value: 0.9973640818222022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 92}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:31:19,457] Trial 2106 finished with value: 0.9975774115314829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 101}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:31:21,441] Trial 2107 finished with value: 0.9968704230462127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 84}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:31:23,151] Trial 2108 finished with value: 0.997332474167104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:31:24,908] Trial 2109 finished with value: 0.9954782351012877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 19, 'rf_n_estimators': 99}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:31:26,657] Trial 2110 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 6.662998910954666e-09, 'svc_kernel': 'rbf'}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:31:28,639] Trial 2111 finished with value: 0.9976758238002091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:31:29,857] Trial 2112 finished with value: 0.9973921511449483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 111}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:31:30,847] Trial 2113 finished with value: 0.997246233639796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 95}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:31:31,276] Trial 2114 finished with value: 0.9874324324768998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 3, 'rf_n_estimators': 52}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:31:32,026] Trial 2115 finished with value: 0.9919941118249703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 5, 'rf_n_estimators': 111}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:31:32,771] Trial 2116 finished with value: 0.9969929447624454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 81}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:31:36,317] Trial 2117 finished with value: 0.9968012499912398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 25, 'rf_n_estimators': 85}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:31:38,586] Trial 2118 finished with value: 0.9972243743464534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 90}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:31:40,588] Trial 2119 finished with value: 0.9975412498040419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 97}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:31:41,235] Trial 2120 finished with value: 0.9931137730234075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 1, 'rf_n_estimators': 113}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:31:43,483] Trial 2121 finished with value: 0.9970621405734983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:31:46,475] Trial 2122 finished with value: 0.9968802819510998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 14, 'rf_n_estimators': 107}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:31:48,569] Trial 2123 finished with value: 0.9974173068325746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:31:52,439] Trial 2124 finished with value: 0.9954663459859355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 56, 'rf_n_estimators': 57}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:31:53,743] Trial 2125 finished with value: 0.9970953736537895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 73}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:31:55,534] Trial 2126 finished with value: 0.9974126004500138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:31:56,691] Trial 2127 finished with value: 0.9971890281880206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 94}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:31:58,968] Trial 2128 finished with value: 0.9974432311805822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:32:00,708] Trial 2129 finished with value: 0.9852051536002978 and parameters: {'classifier': 'SVC', 'svc_c': 3.1260233408715988e-06, 'svc_kernel': 'sigmoid'}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:32:03,274] Trial 2130 finished with value: 0.9972656195027961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 98}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:32:04,795] Trial 2131 finished with value: 0.9971829479349211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:32:06,875] Trial 2132 finished with value: 0.9974736536152639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 101}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:32:08,647] Trial 2133 finished with value: 0.997217790920569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 92}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:32:11,848] Trial 2134 finished with value: 0.9972027723840643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 96}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:32:13,668] Trial 2135 finished with value: 0.9974043236798141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:32:15,694] Trial 2136 finished with value: 0.9975489249822055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:32:18,173] Trial 2137 finished with value: 0.9974865014693247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:32:20,021] Trial 2138 finished with value: 0.9971978241586484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:32:25,590] Trial 2139 finished with value: 0.997019409289638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 29, 'rf_n_estimators': 99}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:32:27,867] Trial 2140 finished with value: 0.9974770012345299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:32:30,616] Trial 2141 finished with value: 0.9974644230892067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:32:33,313] Trial 2142 finished with value: 0.9972367886924361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 96}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:32:34,324] Trial 2143 finished with value: 0.9907390570623816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 63, 'rf_n_estimators': 6}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:32:35,256] Trial 2144 finished with value: 0.9953213620513317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:32:37,107] Trial 2145 finished with value: 0.9973414608190803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:32:38,645] Trial 2146 finished with value: 0.9971193206984236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:32:40,487] Trial 2147 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 4.994324299142817e-07, 'svc_kernel': 'rbf'}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:32:41,916] Trial 2148 finished with value: 0.9977523367858292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:32:43,315] Trial 2149 finished with value: 0.9970803330911772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:32:44,567] Trial 2150 finished with value: 0.9972864395383588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 4, 'rf_n_estimators': 116}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:32:45,984] Trial 2151 finished with value: 0.9971819852289737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:32:47,411] Trial 2152 finished with value: 0.9973827772905012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:32:48,872] Trial 2153 finished with value: 0.9974247922815273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:32:50,352] Trial 2154 finished with value: 0.9972400275776314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:32:51,561] Trial 2155 finished with value: 0.9972682350237507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 4, 'rf_n_estimators': 116}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:32:53,046] Trial 2156 finished with value: 0.997295444693535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:32:54,528] Trial 2157 finished with value: 0.9973078896031226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:32:55,785] Trial 2158 finished with value: 0.9974552118597972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:32:59,359] Trial 2159 finished with value: 0.9970245664456988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 114}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:33:01,301] Trial 2160 finished with value: 0.9972507118902781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:33:02,940] Trial 2161 finished with value: 0.9974109897194717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:33:05,815] Trial 2162 finished with value: 0.9974951240557641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:33:07,448] Trial 2163 finished with value: 0.997752376585165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:33:09,030] Trial 2164 finished with value: 0.9973417634400278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:33:15,934] Trial 2165 finished with value: 0.9967284170794667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 40, 'rf_n_estimators': 118}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:33:17,500] Trial 2166 finished with value: 0.9973125593918762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:33:19,297] Trial 2167 finished with value: 0.9852051536320356 and parameters: {'classifier': 'SVC', 'svc_c': 1.7987589879563453e-07, 'svc_kernel': 'sigmoid'}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:33:20,711] Trial 2168 finished with value: 0.9975311379162944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:33:22,121] Trial 2169 finished with value: 0.997231288671761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 111}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:33:23,771] Trial 2170 finished with value: 0.9973112627396666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:33:25,112] Trial 2171 finished with value: 0.9967577743582358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 6, 'rf_n_estimators': 89}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:33:26,718] Trial 2172 finished with value: 0.99708381772299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:33:28,200] Trial 2173 finished with value: 0.9974390670084324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:33:44,992] Trial 2174 finished with value: 0.9956606496448733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 71, 'rf_n_estimators': 118}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:33:45,711] Trial 2175 finished with value: 0.9884694275663818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:33:47,387] Trial 2176 finished with value: 0.9974243017086916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:33:48,792] Trial 2177 finished with value: 0.9973942132520103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:34:02,505] Trial 2178 finished with value: 0.9966465848522928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 63, 'rf_n_estimators': 113}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:34:03,633] Trial 2179 finished with value: 0.9971313196904115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 92}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:34:15,322] Trial 2180 finished with value: 0.9964105567946094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 51, 'rf_n_estimators': 118}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:34:16,572] Trial 2181 finished with value: 0.9970321660559046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:34:18,743] Trial 2182 finished with value: 0.9965509957339118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 15, 'rf_n_estimators': 111}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:34:20,250] Trial 2183 finished with value: 0.9971602254974467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:34:21,734] Trial 2184 finished with value: 0.9973591488309821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:34:28,757] Trial 2185 finished with value: 0.9972070699506391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 31, 'rf_n_estimators': 119}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:34:29,513] Trial 2186 finished with value: 0.995221950070258 and parameters: {'classifier': 'SVC', 'svc_c': 2208.5175161602515, 'svc_kernel': 'rbf'}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:34:30,110] Trial 2187 finished with value: 0.992727638056786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 6, 'rf_n_estimators': 68}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:34:31,597] Trial 2188 finished with value: 0.9972459908448039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:34:32,890] Trial 2189 finished with value: 0.9969860582395448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 116}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:34:35,251] Trial 2190 finished with value: 0.9973047672277858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 18, 'rf_n_estimators': 63}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:34:37,831] Trial 2191 finished with value: 0.9970320284720757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 16, 'rf_n_estimators': 94}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:34:39,241] Trial 2192 finished with value: 0.9973111705410455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:34:42,498] Trial 2193 finished with value: 0.9972647739414654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:34:43,953] Trial 2194 finished with value: 0.99753681205113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:34:45,910] Trial 2195 finished with value: 0.9975815245738637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:34:48,767] Trial 2196 finished with value: 0.9973760880504331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:34:51,654] Trial 2197 finished with value: 0.9973234122328116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 91}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:34:52,499] Trial 2198 finished with value: 0.9973220692749948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 46}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:34:54,055] Trial 2199 finished with value: 0.9973345888956168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:34:56,810] Trial 2200 finished with value: 0.9971599137042437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:34:59,352] Trial 2201 finished with value: 0.9973489268126957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:35:02,148] Trial 2202 finished with value: 0.9973188166472857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:35:05,652] Trial 2203 finished with value: 0.9970414346674508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 21, 'rf_n_estimators': 86}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:35:14,942] Trial 2204 finished with value: 0.9967852312980571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 41, 'rf_n_estimators': 119}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:35:16,588] Trial 2205 finished with value: 0.9974256679303944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:35:17,870] Trial 2206 finished with value: 0.9867152114363579 and parameters: {'classifier': 'SVC', 'svc_c': 791433.429678697, 'svc_kernel': 'sigmoid'}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:35:18,850] Trial 2207 finished with value: 0.9969495012164661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 1, 'rf_n_estimators': 114}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:35:20,098] Trial 2208 finished with value: 0.9972367734582407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 5, 'rf_n_estimators': 95}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:35:22,645] Trial 2209 finished with value: 0.9974113261730287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 89}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:35:23,667] Trial 2210 finished with value: 0.9972108901473477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 75}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:35:28,172] Trial 2211 finished with value: 0.9967137026873297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 22, 'rf_n_estimators': 109}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:35:30,350] Trial 2212 finished with value: 0.9972996914477198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 93}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:35:33,150] Trial 2213 finished with value: 0.9973701981295647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:35:33,635] Trial 2214 finished with value: 0.9955319357042035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 3, 'rf_n_estimators': 37}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:35:35,419] Trial 2215 finished with value: 0.9974806982246817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:35:36,656] Trial 2216 finished with value: 0.9973532710657323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 112}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:35:37,515] Trial 2217 finished with value: 0.9968812593834361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 116}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:35:38,730] Trial 2218 finished with value: 0.9972819296134451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 109}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:35:39,439] Trial 2219 finished with value: 0.9946965782375795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 19, 'rf_n_estimators': 11}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:35:42,099] Trial 2220 finished with value: 0.997376811103441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 82}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:35:43,266] Trial 2221 finished with value: 0.9911645284358527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 23, 'rf_n_estimators': 94}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:35:44,799] Trial 2222 finished with value: 0.9975782558867734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:35:46,649] Trial 2223 finished with value: 0.9850765916524669 and parameters: {'classifier': 'SVC', 'svc_c': 3.215837119396251e-10, 'svc_kernel': 'rbf'}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:35:49,223] Trial 2224 finished with value: 0.997280118584969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:35:52,222] Trial 2225 finished with value: 0.9972236110180407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:35:53,604] Trial 2226 finished with value: 0.9970185668068844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 96}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:35:58,995] Trial 2227 finished with value: 0.9963717646611351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 35, 'rf_n_estimators': 113}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:36:01,119] Trial 2228 finished with value: 0.9972594299126053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:36:06,566] Trial 2229 finished with value: 0.9971275103480673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 24, 'rf_n_estimators': 119}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:36:08,094] Trial 2230 finished with value: 0.9977145153245169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 97}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:36:09,465] Trial 2231 finished with value: 0.9969579324867993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 94}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:36:10,678] Trial 2232 finished with value: 0.9972293006409751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 71}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:36:12,200] Trial 2233 finished with value: 0.9975695382135631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 95}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:36:13,819] Trial 2234 finished with value: 0.9973794178964711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:36:15,811] Trial 2235 finished with value: 0.9968715439021528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 7, 'rf_n_estimators': 91}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:36:16,695] Trial 2236 finished with value: 0.995953570758109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 91}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:36:17,938] Trial 2237 finished with value: 0.9973191239971815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 94}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:36:23,886] Trial 2238 finished with value: 0.9969557138483776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 36, 'rf_n_estimators': 84}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:36:24,644] Trial 2239 finished with value: 0.9930100829945724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 88}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:36:26,087] Trial 2240 finished with value: 0.9969299799912908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 7, 'rf_n_estimators': 93}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:36:27,747] Trial 2241 finished with value: 0.9973653343587207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:36:28,785] Trial 2242 finished with value: 0.9918375067699051 and parameters: {'classifier': 'SVC', 'svc_c': 6444.79416859167, 'svc_kernel': 'sigmoid'}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:36:29,929] Trial 2243 finished with value: 0.9975493588076628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 88}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:36:31,303] Trial 2244 finished with value: 0.9973737843861571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 90}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:36:32,922] Trial 2245 finished with value: 0.9974073101216933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:36:34,076] Trial 2246 finished with value: 0.9971258197966879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:36:35,867] Trial 2247 finished with value: 0.9972500559946823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:36:44,128] Trial 2248 finished with value: 0.9965286126381442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 48, 'rf_n_estimators': 111}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:36:45,633] Trial 2249 finished with value: 0.9968736196247775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 92}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:36:49,387] Trial 2250 finished with value: 0.9970428026347383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 112}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:36:52,270] Trial 2251 finished with value: 0.9972785255641794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:36:54,036] Trial 2252 finished with value: 0.9973443703600097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:36:56,861] Trial 2253 finished with value: 0.9973714490791875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 97}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:37:06,152] Trial 2254 finished with value: 0.9968649312773935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 46, 'rf_n_estimators': 117}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:37:07,611] Trial 2255 finished with value: 0.9972332741000388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:37:09,253] Trial 2256 finished with value: 0.9973367286018627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:37:10,301] Trial 2257 finished with value: 0.9974672413201763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 50}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:37:13,086] Trial 2258 finished with value: 0.9971745548770284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:37:13,817] Trial 2259 finished with value: 0.9964309362762785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 32}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:37:14,706] Trial 2260 finished with value: 0.9966948933434189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:37:16,055] Trial 2261 finished with value: 0.9973498964692448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 114}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:37:16,808] Trial 2262 finished with value: 0.9945455433439649 and parameters: {'classifier': 'SVC', 'svc_c': 463.7280522195693, 'svc_kernel': 'rbf'}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:37:18,713] Trial 2263 finished with value: 0.9970919495461662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:37:19,932] Trial 2264 finished with value: 0.9956451167638404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 96}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:37:28,830] Trial 2265 finished with value: 0.9962156320248224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 40, 'rf_n_estimators': 117}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:37:29,592] Trial 2266 finished with value: 0.9974889914033795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 43}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:37:31,261] Trial 2267 finished with value: 0.9971483964302155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 92}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:37:32,187] Trial 2268 finished with value: 0.997171189801913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 111}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:37:34,599] Trial 2269 finished with value: 0.9971020875859495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:37:36,099] Trial 2270 finished with value: 0.9972090419220438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:37:40,103] Trial 2271 finished with value: 0.997437130234367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:37:42,353] Trial 2272 finished with value: 0.9971565486608661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 97}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:37:43,614] Trial 2273 finished with value: 0.9968752135977041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:37:44,544] Trial 2274 finished with value: 0.9966009443766203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 2, 'rf_n_estimators': 113}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:37:45,025] Trial 2275 finished with value: 0.991745009907587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 1, 'rf_n_estimators': 60}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:37:56,958] Trial 2276 finished with value: 0.9967554064881732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 58, 'rf_n_estimators': 109}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:38:03,005] Trial 2277 finished with value: 0.9969089104640373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 37, 'rf_n_estimators': 93}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:38:04,173] Trial 2278 finished with value: 0.9964001817361331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:38:12,950] Trial 2279 finished with value: 0.9970578767125812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 40, 'rf_n_estimators': 115}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:38:13,704] Trial 2280 finished with value: 0.9923558827108536 and parameters: {'classifier': 'SVC', 'svc_c': 199.03210864925467, 'svc_kernel': 'sigmoid'}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:38:17,600] Trial 2281 finished with value: 0.9970804769908496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 21, 'rf_n_estimators': 96}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:38:20,312] Trial 2282 finished with value: 0.9961479658856961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 20, 'rf_n_estimators': 65}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:38:25,449] Trial 2283 finished with value: 0.9968641830562249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 31, 'rf_n_estimators': 86}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:38:30,722] Trial 2284 finished with value: 0.9966073123655889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 31, 'rf_n_estimators': 89}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:38:43,677] Trial 2285 finished with value: 0.9963656148702803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 72, 'rf_n_estimators': 111}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:38:44,729] Trial 2286 finished with value: 0.9970492094391679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 5, 'rf_n_estimators': 77}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:38:45,174] Trial 2287 finished with value: 0.9962664042662297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 15}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:38:49,146] Trial 2288 finished with value: 0.9975780969115949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 117}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:38:51,706] Trial 2289 finished with value: 0.9976362598008253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:39:00,605] Trial 2290 finished with value: 0.9968722842205827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 46, 'rf_n_estimators': 108}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:39:03,626] Trial 2291 finished with value: 0.99746426074981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:39:04,306] Trial 2292 finished with value: 0.9969386710998723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 28}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:39:05,837] Trial 2293 finished with value: 0.9974265315505947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 55}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:39:08,258] Trial 2294 finished with value: 0.9974528904857691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:39:09,313] Trial 2295 finished with value: 0.9973401024049026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 39}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:39:20,739] Trial 2296 finished with value: 0.9958752775615212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 54, 'rf_n_estimators': 107}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:39:22,553] Trial 2297 finished with value: 0.9970023129358072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:39:24,599] Trial 2298 finished with value: 0.9970594101613184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 10, 'rf_n_estimators': 98}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:39:26,557] Trial 2299 finished with value: 0.9973007217554098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:39:27,889] Trial 2300 finished with value: 0.9970842523418947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 93}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:39:29,582] Trial 2301 finished with value: 0.9854510350404723 and parameters: {'classifier': 'SVC', 'svc_c': 0.17394296847925553, 'svc_kernel': 'rbf'}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:39:30,758] Trial 2302 finished with value: 0.9973187697703964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:39:34,098] Trial 2303 finished with value: 0.9976253847750925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:39:38,499] Trial 2304 finished with value: 0.997202258356915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 26, 'rf_n_estimators': 95}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:39:41,166] Trial 2305 finished with value: 0.997276790738419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:39:42,272] Trial 2306 finished with value: 0.9972083547328715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 111}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:39:44,284] Trial 2307 finished with value: 0.9974338063550556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:39:46,837] Trial 2308 finished with value: 0.9974892398159813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 98}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:39:48,748] Trial 2309 finished with value: 0.9974654417173469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 109}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:39:51,763] Trial 2310 finished with value: 0.997239122222083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 90}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:39:52,945] Trial 2311 finished with value: 0.9962959583835008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:39:54,197] Trial 2312 finished with value: 0.9971267173764491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 4, 'rf_n_estimators': 107}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:40:02,806] Trial 2313 finished with value: 0.9970043479704342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 42, 'rf_n_estimators': 114}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:40:03,630] Trial 2314 finished with value: 0.9897473658045876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:40:05,805] Trial 2315 finished with value: 0.9974061254408212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 96}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:40:08,228] Trial 2316 finished with value: 0.9972915271566642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:40:10,110] Trial 2317 finished with value: 0.9853945088116545 and parameters: {'classifier': 'SVC', 'svc_c': 0.011281881884928775, 'svc_kernel': 'sigmoid'}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:40:15,329] Trial 2318 finished with value: 0.9973640988019828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 25, 'rf_n_estimators': 111}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:40:16,892] Trial 2319 finished with value: 0.997129220989542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:40:18,244] Trial 2320 finished with value: 0.9974066793942583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 98}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:40:20,615] Trial 2321 finished with value: 0.9970798059562719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 12, 'rf_n_estimators': 92}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:40:22,805] Trial 2322 finished with value: 0.9975361790703033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:40:23,885] Trial 2323 finished with value: 0.9952800379310753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:40:26,118] Trial 2324 finished with value: 0.9973291193115951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 80}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:40:28,424] Trial 2325 finished with value: 0.9974134337287744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:40:29,944] Trial 2326 finished with value: 0.9969208133853793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:40:31,194] Trial 2327 finished with value: 0.9976312640954998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 94}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:40:32,301] Trial 2328 finished with value: 0.9939222408970441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:40:41,496] Trial 2329 finished with value: 0.9964150633553048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 53, 'rf_n_estimators': 113}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:40:44,649] Trial 2330 finished with value: 0.9975732315855934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 99}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:40:47,223] Trial 2331 finished with value: 0.9975308002566967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:40:48,294] Trial 2332 finished with value: 0.9953706544810652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:40:50,972] Trial 2333 finished with value: 0.99732322478873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:40:52,754] Trial 2334 finished with value: 0.9973561379509142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:40:54,726] Trial 2335 finished with value: 0.997434235610254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 96}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:40:55,956] Trial 2336 finished with value: 0.9866185841075477 and parameters: {'classifier': 'SVC', 'svc_c': 0.6479944084636008, 'svc_kernel': 'rbf'}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:40:57,349] Trial 2337 finished with value: 0.9972913602787467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 107}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:40:58,233] Trial 2338 finished with value: 0.9970084753900871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:41:01,068] Trial 2339 finished with value: 0.997374943518014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:41:07,934] Trial 2340 finished with value: 0.9970530631193689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 36, 'rf_n_estimators': 115}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:41:09,184] Trial 2341 finished with value: 0.9968428884754698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 91}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:41:10,319] Trial 2342 finished with value: 0.9961120818649453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:41:11,186] Trial 2343 finished with value: 0.996868039434148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 2, 'rf_n_estimators': 98}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:41:12,969] Trial 2344 finished with value: 0.9973666371680844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:41:15,214] Trial 2345 finished with value: 0.9973240239175021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:41:20,460] Trial 2346 finished with value: 0.9969984856298076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 26, 'rf_n_estimators': 94}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:41:28,346] Trial 2347 finished with value: 0.9971227076726952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 36, 'rf_n_estimators': 116}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:41:30,189] Trial 2348 finished with value: 0.9973255609843611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 88}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:41:39,053] Trial 2349 finished with value: 0.9972343109774758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 42, 'rf_n_estimators': 111}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:41:41,126] Trial 2350 finished with value: 0.9976633977112005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 100}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:41:42,330] Trial 2351 finished with value: 0.9965143125526511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:41:43,430] Trial 2352 finished with value: 0.9968576038514821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 113}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:41:54,957] Trial 2353 finished with value: 0.9963061508855331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 50, 'rf_n_estimators': 121}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:41:56,233] Trial 2354 finished with value: 0.9976150205709805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 67}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:41:57,782] Trial 2355 finished with value: 0.9867343545995793 and parameters: {'classifier': 'SVC', 'svc_c': 67077042.936731614, 'svc_kernel': 'sigmoid'}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:42:00,414] Trial 2356 finished with value: 0.9971345765392624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 96}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:42:03,017] Trial 2357 finished with value: 0.9973143835281081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:42:05,173] Trial 2358 finished with value: 0.9970969201150689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:42:06,872] Trial 2359 finished with value: 0.9973931652028298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:42:08,962] Trial 2360 finished with value: 0.9974786422747736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 100}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:42:10,602] Trial 2361 finished with value: 0.9972128479319077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:42:14,050] Trial 2362 finished with value: 0.9973517025148692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 114}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:42:15,030] Trial 2363 finished with value: 0.9968929583252467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 4, 'rf_n_estimators': 105}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:42:18,883] Trial 2364 finished with value: 0.9974115369762103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 19, 'rf_n_estimators': 117}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:42:22,038] Trial 2365 finished with value: 0.9968368661440513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 20, 'rf_n_estimators': 93}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:42:24,463] Trial 2366 finished with value: 0.9974583348064167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:42:26,655] Trial 2367 finished with value: 0.9974577856136656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:42:28,189] Trial 2368 finished with value: 0.9974994290172713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 98}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:42:33,834] Trial 2369 finished with value: 0.9962873115493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 49, 'rf_n_estimators': 58}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:42:36,884] Trial 2370 finished with value: 0.997446213686961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:42:38,221] Trial 2371 finished with value: 0.9972331443554731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 95}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:42:39,728] Trial 2372 finished with value: 0.9973712236130928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:42:42,341] Trial 2373 finished with value: 0.9974439742919475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:42:44,121] Trial 2374 finished with value: 0.9852657039418796 and parameters: {'classifier': 'SVC', 'svc_c': 0.0008784682656682883, 'svc_kernel': 'rbf'}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:42:50,158] Trial 2375 finished with value: 0.9971114426832933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 27, 'rf_n_estimators': 116}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:42:52,350] Trial 2376 finished with value: 0.997393319893391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:42:53,834] Trial 2377 finished with value: 0.9975285656223697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 84}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:42:56,129] Trial 2378 finished with value: 0.9972287327863346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 100}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:42:57,960] Trial 2379 finished with value: 0.9972698285523469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:43:00,095] Trial 2380 finished with value: 0.9974900566227679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:43:00,493] Trial 2381 finished with value: 0.9890101186522382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 19}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:43:03,365] Trial 2382 finished with value: 0.9975385406562602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 91}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:43:04,378] Trial 2383 finished with value: 0.9963488464642474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 5, 'rf_n_estimators': 109}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:43:05,431] Trial 2384 finished with value: 0.9970326094662099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 97}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:43:07,376] Trial 2385 finished with value: 0.9971279458556337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:43:09,153] Trial 2386 finished with value: 0.9973516044764731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:43:12,447] Trial 2387 finished with value: 0.9970562248179732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 15, 'rf_n_estimators': 112}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:43:17,612] Trial 2388 finished with value: 0.9974359504411326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 25, 'rf_n_estimators': 116}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:43:19,852] Trial 2389 finished with value: 0.997510920424905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:43:21,738] Trial 2390 finished with value: 0.9969442675403104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 72}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:43:29,183] Trial 2391 finished with value: 0.9970147669541745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 40, 'rf_n_estimators': 102}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:43:30,282] Trial 2392 finished with value: 0.9887785471997841 and parameters: {'classifier': 'SVC', 'svc_c': 25091.470480676533, 'svc_kernel': 'sigmoid'}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:43:34,095] Trial 2393 finished with value: 0.9971294634354172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 109}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:43:36,275] Trial 2394 finished with value: 0.9971931191090797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 11, 'rf_n_estimators': 95}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:43:38,464] Trial 2395 finished with value: 0.9975734379137298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:43:40,282] Trial 2396 finished with value: 0.9975396762068516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:43:45,018] Trial 2397 finished with value: 0.9973383039446378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 24, 'rf_n_estimators': 106}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:43:45,791] Trial 2398 finished with value: 0.997021979108006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 4, 'rf_n_estimators': 53}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:43:46,618] Trial 2399 finished with value: 0.9972772132334434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 36}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:43:48,749] Trial 2400 finished with value: 0.9973010612240683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 98}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:43:49,842] Trial 2401 finished with value: 0.9970623100539239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 76}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:43:52,488] Trial 2402 finished with value: 0.9969759515885519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:43:53,572] Trial 2403 finished with value: 0.9974174839300983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 116}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:43:56,187] Trial 2404 finished with value: 0.9974393235776765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:43:56,891] Trial 2405 finished with value: 0.9966638659524829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 94}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:43:57,866] Trial 2406 finished with value: 0.9954668565219151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:43:59,212] Trial 2407 finished with value: 0.9976077391967729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:44:02,146] Trial 2408 finished with value: 0.9973760385710353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:44:02,901] Trial 2409 finished with value: 0.9969596541413278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 46}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:44:05,047] Trial 2410 finished with value: 0.9973700830479121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:44:06,918] Trial 2411 finished with value: 0.9967555590522944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 86}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:44:08,663] Trial 2412 finished with value: 0.9853528838477731 and parameters: {'classifier': 'SVC', 'svc_c': 0.0035363397829374183, 'svc_kernel': 'rbf'}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:44:10,195] Trial 2413 finished with value: 0.99717710901687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 91}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:44:17,082] Trial 2414 finished with value: 0.996895049186853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 37, 'rf_n_estimators': 97}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:44:18,588] Trial 2415 finished with value: 0.9974462603416848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:44:20,851] Trial 2416 finished with value: 0.99720501917401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:44:23,761] Trial 2417 finished with value: 0.9974264867049314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 103}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:44:24,699] Trial 2418 finished with value: 0.9967189097353808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 25}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:44:27,037] Trial 2419 finished with value: 0.9975572478675847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:44:28,774] Trial 2420 finished with value: 0.9972722632941807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 100}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:44:41,699] Trial 2421 finished with value: 0.9965115974698806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 59, 'rf_n_estimators': 114}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:44:53,882] Trial 2422 finished with value: 0.9966770262345049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 54, 'rf_n_estimators': 120}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:45:00,492] Trial 2423 finished with value: 0.9965190393426863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 49, 'rf_n_estimators': 69}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:45:03,492] Trial 2424 finished with value: 0.9976149214852335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:45:07,325] Trial 2425 finished with value: 0.997314229884898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 17, 'rf_n_estimators': 118}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:45:08,189] Trial 2426 finished with value: 0.9966361409542951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 106}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:45:09,813] Trial 2427 finished with value: 0.9971615782622768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 62}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:45:11,376] Trial 2428 finished with value: 0.9972648640771226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 94}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:45:13,495] Trial 2429 finished with value: 0.9974828425963999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:45:15,210] Trial 2430 finished with value: 0.9852053993786534 and parameters: {'classifier': 'SVC', 'svc_c': 0.00011665540098970643, 'svc_kernel': 'sigmoid'}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:45:17,497] Trial 2431 finished with value: 0.9976256746056636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:45:18,515] Trial 2432 finished with value: 0.9945737522500279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 14, 'rf_n_estimators': 88}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:45:19,957] Trial 2433 finished with value: 0.9972706182549606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:45:21,186] Trial 2434 finished with value: 0.9961260623497102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:45:23,140] Trial 2435 finished with value: 0.9971956719794051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 96}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:45:29,175] Trial 2436 finished with value: 0.9972175730398339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 29, 'rf_n_estimators': 119}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:45:30,891] Trial 2437 finished with value: 0.9973298305581014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:45:33,471] Trial 2438 finished with value: 0.9975434964035602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:45:34,900] Trial 2439 finished with value: 0.9970955651920611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 99}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:45:37,040] Trial 2440 finished with value: 0.9973503023653434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:45:38,983] Trial 2441 finished with value: 0.996914176068528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:45:46,614] Trial 2442 finished with value: 0.9962434161507319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 44, 'rf_n_estimators': 93}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:45:50,260] Trial 2443 finished with value: 0.9972943277096192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:45:52,446] Trial 2444 finished with value: 0.9967824311259567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:45:54,784] Trial 2445 finished with value: 0.997607526521055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:45:56,379] Trial 2446 finished with value: 0.9976392926117872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 100}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:45:56,748] Trial 2447 finished with value: 0.9948931211963168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 5}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:45:59,248] Trial 2448 finished with value: 0.9975734432456983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:46:01,125] Trial 2449 finished with value: 0.9975741747409895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 96}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:46:02,949] Trial 2450 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.6401711480847457e-05, 'svc_kernel': 'rbf'}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:46:04,550] Trial 2451 finished with value: 0.997487777364943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 90}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:46:06,134] Trial 2452 finished with value: 0.9972249580700475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:46:17,041] Trial 2453 finished with value: 0.9967080382642935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 48, 'rf_n_estimators': 111}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:46:19,274] Trial 2454 finished with value: 0.997386308862679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:46:24,713] Trial 2455 finished with value: 0.99670076031778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 28, 'rf_n_estimators': 102}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:46:26,361] Trial 2456 finished with value: 0.9974628848163074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:46:27,482] Trial 2457 finished with value: 0.9969382330215355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 4, 'rf_n_estimators': 98}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:46:32,783] Trial 2458 finished with value: 0.9958275872930947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 42, 'rf_n_estimators': 120}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:46:33,437] Trial 2459 finished with value: 0.9880771083098002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:46:36,988] Trial 2460 finished with value: 0.9974500603848222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 108}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:46:39,150] Trial 2461 finished with value: 0.9974769780658574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:46:41,720] Trial 2462 finished with value: 0.9973504489310002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 92}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:46:44,372] Trial 2463 finished with value: 0.9973617815538827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:46:45,944] Trial 2464 finished with value: 0.997480696003028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:46:47,617] Trial 2465 finished with value: 0.9975431695983269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 97}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:46:51,403] Trial 2466 finished with value: 0.9970335730608187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 22, 'rf_n_estimators': 103}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:46:56,883] Trial 2467 finished with value: 0.9972125412485079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 25, 'rf_n_estimators': 117}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:46:58,634] Trial 2468 finished with value: 0.9852168735843412 and parameters: {'classifier': 'SVC', 'svc_c': 0.0006662573730630584, 'svc_kernel': 'sigmoid'}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:47:01,326] Trial 2469 finished with value: 0.9974099670923552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:47:03,107] Trial 2470 finished with value: 0.997403761569735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 81}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:47:05,006] Trial 2471 finished with value: 0.9974960702897375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:47:07,957] Trial 2472 finished with value: 0.997435176131404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:47:10,365] Trial 2473 finished with value: 0.9972546157798486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:47:12,254] Trial 2474 finished with value: 0.9975925885353595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 100}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:47:14,254] Trial 2475 finished with value: 0.9977872849509022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:47:16,559] Trial 2476 finished with value: 0.9974521819369849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:47:18,630] Trial 2477 finished with value: 0.997041063778264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:47:21,119] Trial 2478 finished with value: 0.9975446252257152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:47:23,186] Trial 2479 finished with value: 0.9974103485820031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:47:25,510] Trial 2480 finished with value: 0.9974874971826958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:47:28,019] Trial 2481 finished with value: 0.9974270395792796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:47:30,284] Trial 2482 finished with value: 0.9969034969291601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:47:31,168] Trial 2483 finished with value: 0.9972031632681327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:47:44,623] Trial 2484 finished with value: 0.9964774226623989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 57, 'rf_n_estimators': 123}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:47:47,524] Trial 2485 finished with value: 0.9973356274234252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:47:49,548] Trial 2486 finished with value: 0.9975675593232944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:47:52,177] Trial 2487 finished with value: 0.9974331046299213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:48:54,545] Trial 2488 finished with value: 0.9902040447133573 and parameters: {'classifier': 'SVC', 'svc_c': 193851793.65813735, 'svc_kernel': 'rbf'}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:48:55,507] Trial 2489 finished with value: 0.997121470846441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 2, 'rf_n_estimators': 116}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:48:57,804] Trial 2490 finished with value: 0.997579904512377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:49:00,128] Trial 2491 finished with value: 0.9973543725932871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:49:02,904] Trial 2492 finished with value: 0.9973046466237373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:49:04,996] Trial 2493 finished with value: 0.9974542470908859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:49:08,649] Trial 2494 finished with value: 0.9971443656524909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:49:19,326] Trial 2495 finished with value: 0.9964535953648896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 48, 'rf_n_estimators': 116}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:49:21,712] Trial 2496 finished with value: 0.9974844871278133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:49:24,944] Trial 2497 finished with value: 0.9971096859266391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:49:28,425] Trial 2498 finished with value: 0.9972700787740094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 21, 'rf_n_estimators': 85}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:49:30,403] Trial 2499 finished with value: 0.9974864506569349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:49:45,874] Trial 2500 finished with value: 0.9959522084401687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 68, 'rf_n_estimators': 115}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:49:48,550] Trial 2501 finished with value: 0.9971757308617138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:49:49,962] Trial 2502 finished with value: 0.9961088225405378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:49:51,941] Trial 2503 finished with value: 0.9972151895229832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:50:00,757] Trial 2504 finished with value: 0.9950598219527969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 63, 'rf_n_estimators': 121}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:50:05,294] Trial 2505 finished with value: 0.9908348213105359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 72, 'rf_n_estimators': 114}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:50:06,318] Trial 2506 finished with value: 0.9965964242003625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 88}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:50:07,187] Trial 2507 finished with value: 0.9907182961862784 and parameters: {'classifier': 'SVC', 'svc_c': 18.9119972766518, 'svc_kernel': 'sigmoid'}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:50:10,173] Trial 2508 finished with value: 0.9972457843579781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:50:12,722] Trial 2509 finished with value: 0.9974278707950761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:50:14,817] Trial 2510 finished with value: 0.997351308171369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:50:17,316] Trial 2511 finished with value: 0.9952368944987486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 26, 'rf_n_estimators': 114}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:50:18,575] Trial 2512 finished with value: 0.9972091383418068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:50:19,829] Trial 2513 finished with value: 0.9953019420383433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:50:21,948] Trial 2514 finished with value: 0.9974533431000675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:50:24,697] Trial 2515 finished with value: 0.9972338015840609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:50:26,804] Trial 2516 finished with value: 0.9975324370440609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:50:28,992] Trial 2517 finished with value: 0.9972250900680045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:50:42,271] Trial 2518 finished with value: 0.9963848077350649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 63, 'rf_n_estimators': 113}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:50:43,331] Trial 2519 finished with value: 0.9973087170421083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 82}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:50:46,887] Trial 2520 finished with value: 0.997116202290325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:50:48,012] Trial 2521 finished with value: 0.9967821276798233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 115}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:50:50,875] Trial 2522 finished with value: 0.9970880956755379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:50:52,861] Trial 2523 finished with value: 0.9976800974998775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 90}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:50:54,574] Trial 2524 finished with value: 0.9853851675837761 and parameters: {'classifier': 'SVC', 'svc_c': 0.05015645605580658, 'svc_kernel': 'rbf'}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:50:57,757] Trial 2525 finished with value: 0.9973502036604511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:51:01,210] Trial 2526 finished with value: 0.9971383708061005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:51:02,845] Trial 2527 finished with value: 0.9975664099984511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:51:05,444] Trial 2528 finished with value: 0.9975019946144976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:51:07,592] Trial 2529 finished with value: 0.9972875748985227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:51:09,890] Trial 2530 finished with value: 0.9975716517042974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:51:13,594] Trial 2531 finished with value: 0.9973175754729381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 115}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:51:14,845] Trial 2532 finished with value: 0.9968654895471859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 64}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:51:18,234] Trial 2533 finished with value: 0.996865768777296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 19, 'rf_n_estimators': 119}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:51:29,666] Trial 2534 finished with value: 0.9949186360301043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 74, 'rf_n_estimators': 79}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:51:31,493] Trial 2535 finished with value: 0.9973136913243462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:51:33,215] Trial 2536 finished with value: 0.9917663636160637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 32, 'rf_n_estimators': 112}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:51:33,743] Trial 2537 finished with value: 0.9962009282966221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 22}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:51:34,736] Trial 2538 finished with value: 0.9976533730074849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 41}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:51:36,326] Trial 2539 finished with value: 0.9971129999037235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:51:43,280] Trial 2540 finished with value: 0.99711430449041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 32, 'rf_n_estimators': 115}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:51:44,553] Trial 2541 finished with value: 0.9974771378027457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 94}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:51:47,288] Trial 2542 finished with value: 0.9974915443371805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:51:48,508] Trial 2543 finished with value: 0.987297606926078 and parameters: {'classifier': 'SVC', 'svc_c': 114289.18468720053, 'svc_kernel': 'sigmoid'}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:51:51,035] Trial 2544 finished with value: 0.9959146302816552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 21, 'rf_n_estimators': 113}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:51:52,517] Trial 2545 finished with value: 0.9969589681899338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 74}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:51:53,154] Trial 2546 finished with value: 0.9966267458989259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 31}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:51:56,199] Trial 2547 finished with value: 0.9974370636799751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:51:57,741] Trial 2548 finished with value: 0.9972484568484766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 92}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:52:06,184] Trial 2549 finished with value: 0.9966010623146843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 48, 'rf_n_estimators': 122}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:52:09,418] Trial 2550 finished with value: 0.9975475334653904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:52:15,266] Trial 2551 finished with value: 0.9957678429991489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 59, 'rf_n_estimators': 49}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:52:17,800] Trial 2552 finished with value: 0.9974511026259655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:52:19,963] Trial 2553 finished with value: 0.9969922347854553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:52:21,963] Trial 2554 finished with value: 0.9975901946402127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:52:23,148] Trial 2555 finished with value: 0.9971460846092975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:52:25,797] Trial 2556 finished with value: 0.9974118576560272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 86}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:52:32,062] Trial 2557 finished with value: 0.9970081393808607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 32, 'rf_n_estimators': 117}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:52:33,969] Trial 2558 finished with value: 0.9974143864690187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:52:36,256] Trial 2559 finished with value: 0.997348975720811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:52:37,572] Trial 2560 finished with value: 0.9973519483567005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 89}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:52:38,411] Trial 2561 finished with value: 0.9967563399000318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 1, 'rf_n_estimators': 94}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:52:39,352] Trial 2562 finished with value: 0.989072708471754 and parameters: {'classifier': 'SVC', 'svc_c': 2.788400797052402, 'svc_kernel': 'rbf'}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:52:42,318] Trial 2563 finished with value: 0.9932340674050318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 43, 'rf_n_estimators': 115}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:52:47,382] Trial 2564 finished with value: 0.9967725070314076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 23, 'rf_n_estimators': 117}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:52:55,367] Trial 2565 finished with value: 0.9971594868293883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 38, 'rf_n_estimators': 111}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:52:56,341] Trial 2566 finished with value: 0.9969924419705153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 114}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:52:57,098] Trial 2567 finished with value: 0.9932981917523739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 6, 'rf_n_estimators': 92}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:52:59,341] Trial 2568 finished with value: 0.9973859110280089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:53:00,584] Trial 2569 finished with value: 0.9975199484313745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:53:02,465] Trial 2570 finished with value: 0.9975609768178092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:53:04,812] Trial 2571 finished with value: 0.9974736160693193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:53:07,148] Trial 2572 finished with value: 0.9973945663679689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 95}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:53:08,536] Trial 2573 finished with value: 0.9966204188518578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:53:14,842] Trial 2574 finished with value: 0.9962393842939185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 29, 'rf_n_estimators': 116}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:53:17,493] Trial 2575 finished with value: 0.9975716054304282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:53:18,881] Trial 2576 finished with value: 0.9973459495113338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:53:21,910] Trial 2577 finished with value: 0.9973152505442644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:53:24,125] Trial 2578 finished with value: 0.9970241095785207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:53:28,196] Trial 2579 finished with value: 0.9969131542665969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 112}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:53:29,348] Trial 2580 finished with value: 0.9970422903214361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 91}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:53:39,394] Trial 2581 finished with value: 0.9963383135731573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 59, 'rf_n_estimators': 96}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:53:40,255] Trial 2582 finished with value: 0.9930547612086281 and parameters: {'classifier': 'SVC', 'svc_c': 1200.2531418052786, 'svc_kernel': 'sigmoid'}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:53:42,808] Trial 2583 finished with value: 0.9971588036709299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:53:45,149] Trial 2584 finished with value: 0.9973862099356214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:53:52,098] Trial 2585 finished with value: 0.9968244294228437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 36, 'rf_n_estimators': 123}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:53:52,758] Trial 2586 finished with value: 0.9970547550354781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 29}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:53:54,544] Trial 2587 finished with value: 0.9971206570230177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:53:57,439] Trial 2588 finished with value: 0.9974277668534293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:53:59,549] Trial 2589 finished with value: 0.9970431177286839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:54:02,882] Trial 2590 finished with value: 0.9971422109024769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:54:04,868] Trial 2591 finished with value: 0.9973630480550802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 94}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:54:07,671] Trial 2592 finished with value: 0.9968878589004397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 31, 'rf_n_estimators': 44}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:54:08,943] Trial 2593 finished with value: 0.9974261140701598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 87}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:54:10,305] Trial 2594 finished with value: 0.9961758450031627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:54:13,763] Trial 2595 finished with value: 0.9972424109675307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 17, 'rf_n_estimators': 114}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:54:15,587] Trial 2596 finished with value: 0.9974777463453837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:54:18,340] Trial 2597 finished with value: 0.9973078811608392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:54:19,702] Trial 2598 finished with value: 0.9976120101669812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 97}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:54:22,866] Trial 2599 finished with value: 0.9971758122694467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:54:26,316] Trial 2600 finished with value: 0.9971896756413329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 28, 'rf_n_estimators': 67}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:54:28,027] Trial 2601 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.8869179317290575e-06, 'svc_kernel': 'rbf'}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:54:28,589] Trial 2602 finished with value: 0.9965758827918895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 14}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:54:31,084] Trial 2603 finished with value: 0.997290913599437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:54:33,066] Trial 2604 finished with value: 0.997450947078481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:54:33,968] Trial 2605 finished with value: 0.9963787022820668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 34}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:54:34,838] Trial 2606 finished with value: 0.9966254324891008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:54:35,969] Trial 2607 finished with value: 0.9972266114563372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 90}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:54:37,532] Trial 2608 finished with value: 0.9966404137018263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 7, 'rf_n_estimators': 56}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:54:39,401] Trial 2609 finished with value: 0.9972665288255831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 93}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:54:44,398] Trial 2610 finished with value: 0.9966417173998515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 22, 'rf_n_estimators': 119}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:54:49,891] Trial 2611 finished with value: 0.9973291383543396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 27, 'rf_n_estimators': 111}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:54:51,388] Trial 2612 finished with value: 0.9970064660314272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 77}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:54:53,109] Trial 2613 finished with value: 0.9975005637744151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:54:59,799] Trial 2614 finished with value: 0.9970222321860801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 37, 'rf_n_estimators': 97}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:55:01,643] Trial 2615 finished with value: 0.9967671436106865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 70}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:55:07,079] Trial 2616 finished with value: 0.9965099815343218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 32, 'rf_n_estimators': 114}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:55:09,501] Trial 2617 finished with value: 0.9970543334291153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:55:10,266] Trial 2618 finished with value: 0.9918862448336089 and parameters: {'classifier': 'SVC', 'svc_c': 103.80294375603327, 'svc_kernel': 'sigmoid'}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:55:13,727] Trial 2619 finished with value: 0.9973059535590291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:55:14,741] Trial 2620 finished with value: 0.996881376369363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 59}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:55:17,170] Trial 2621 finished with value: 0.9975980082908666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:55:18,134] Trial 2622 finished with value: 0.9969625929763458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 115}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:55:19,720] Trial 2623 finished with value: 0.9973096454711156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 96}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:55:23,122] Trial 2624 finished with value: 0.9971375788183575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:55:24,679] Trial 2625 finished with value: 0.9975633917869265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:55:27,427] Trial 2626 finished with value: 0.9976690470904682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:55:32,179] Trial 2627 finished with value: 0.9971914164972956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 22, 'rf_n_estimators': 122}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:55:41,463] Trial 2628 finished with value: 0.9963880964805129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 51, 'rf_n_estimators': 94}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:55:56,114] Trial 2629 finished with value: 0.9962750999450701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 63, 'rf_n_estimators': 119}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:55:57,557] Trial 2630 finished with value: 0.9970343890106818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:56:01,412] Trial 2631 finished with value: 0.9971628656152794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 110}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:56:02,685] Trial 2632 finished with value: 0.9956668358391081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:56:05,666] Trial 2633 finished with value: 0.9974217927953681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:56:16,137] Trial 2634 finished with value: 0.9959786060955903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 65, 'rf_n_estimators': 84}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:56:18,725] Trial 2635 finished with value: 0.997485579356161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:56:20,241] Trial 2636 finished with value: 0.9976323424861198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 98}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:56:21,989] Trial 2637 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.2372023302716275e-08, 'svc_kernel': 'rbf'}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:56:22,699] Trial 2638 finished with value: 0.9926111946893781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 5, 'rf_n_estimators': 91}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:56:24,003] Trial 2639 finished with value: 0.9975159988074793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:56:24,449] Trial 2640 finished with value: 0.9945629936072019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 8}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:56:26,256] Trial 2641 finished with value: 0.9975249061464248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:56:28,047] Trial 2642 finished with value: 0.9976063472991029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:56:30,167] Trial 2643 finished with value: 0.9975183494121204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 98}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:56:30,682] Trial 2644 finished with value: 0.9900881592348871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 51}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:56:33,338] Trial 2645 finished with value: 0.9969895683568971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 93}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:56:43,174] Trial 2646 finished with value: 0.9969726459585372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 44, 'rf_n_estimators': 117}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:56:44,742] Trial 2647 finished with value: 0.9966153613210887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:56:45,903] Trial 2648 finished with value: 0.9972976845646166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:56:47,915] Trial 2649 finished with value: 0.997395644028617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:56:49,111] Trial 2650 finished with value: 0.9971615298619678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 95}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:56:50,759] Trial 2651 finished with value: 0.9974477657658499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:56:52,610] Trial 2652 finished with value: 0.9970106427400504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 88}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:57:03,344] Trial 2653 finished with value: 0.9968087999633584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 47, 'rf_n_estimators': 118}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:57:05,374] Trial 2654 finished with value: 0.9973404950980317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:57:08,320] Trial 2655 finished with value: 0.9970668813916886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:57:09,669] Trial 2656 finished with value: 0.9867325520133865 and parameters: {'classifier': 'SVC', 'svc_c': 2748670309.893698, 'svc_kernel': 'sigmoid'}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:57:17,923] Trial 2657 finished with value: 0.9969330885606379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 41, 'rf_n_estimators': 114}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:57:19,514] Trial 2658 finished with value: 0.9971376107784303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 7, 'rf_n_estimators': 96}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:57:22,647] Trial 2659 finished with value: 0.9968857288425178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 16, 'rf_n_estimators': 99}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:57:25,027] Trial 2660 finished with value: 0.9974994812578671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:57:29,686] Trial 2661 finished with value: 0.9974628005839009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 125}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:57:32,149] Trial 2662 finished with value: 0.9976076917486013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:57:34,151] Trial 2663 finished with value: 0.9971648206069039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:57:37,490] Trial 2664 finished with value: 0.9971247992642732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:57:38,305] Trial 2665 finished with value: 0.9964177835478784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 115}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:57:40,241] Trial 2666 finished with value: 0.9973554955756668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 92}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:57:48,985] Trial 2667 finished with value: 0.9966706105117237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 52, 'rf_n_estimators': 109}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:57:55,365] Trial 2668 finished with value: 0.9974396919595684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 28, 'rf_n_estimators': 120}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:57:57,139] Trial 2669 finished with value: 0.99703682429206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:58:00,773] Trial 2670 finished with value: 0.9971974932592252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:58:02,620] Trial 2671 finished with value: 0.997204179865047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 96}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:58:05,457] Trial 2672 finished with value: 0.9949808164940896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 31, 'rf_n_estimators': 111}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:58:06,576] Trial 2673 finished with value: 0.9967622205216933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:58:08,435] Trial 2674 finished with value: 0.9853854942937956 and parameters: {'classifier': 'SVC', 'svc_c': 0.01747692692120227, 'svc_kernel': 'rbf'}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:58:11,551] Trial 2675 finished with value: 0.9951625986598689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 33, 'rf_n_estimators': 82}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:58:12,978] Trial 2676 finished with value: 0.9971711321976109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 99}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:58:14,135] Trial 2677 finished with value: 0.9970540070682127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 39}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:58:16,173] Trial 2678 finished with value: 0.9972466316648938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:58:17,332] Trial 2679 finished with value: 0.9972991848789787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:58:19,513] Trial 2680 finished with value: 0.9973733964219763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:58:21,873] Trial 2681 finished with value: 0.9972507238872073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:58:24,303] Trial 2682 finished with value: 0.997328905969381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:58:26,447] Trial 2683 finished with value: 0.9974336152293768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 94}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:58:35,116] Trial 2684 finished with value: 0.9970285254640144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 42, 'rf_n_estimators': 110}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:58:38,044] Trial 2685 finished with value: 0.9973106724145877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:58:41,305] Trial 2686 finished with value: 0.9970204611791053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 23, 'rf_n_estimators': 99}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:58:42,031] Trial 2687 finished with value: 0.9953405823376683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 4, 'rf_n_estimators': 90}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:58:43,407] Trial 2688 finished with value: 0.9973655510968907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 73}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:58:45,085] Trial 2689 finished with value: 0.9971766246646641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:58:49,001] Trial 2690 finished with value: 0.9970709405748405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 20, 'rf_n_estimators': 126}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:58:51,560] Trial 2691 finished with value: 0.9975525477691294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:58:53,541] Trial 2692 finished with value: 0.997587848098024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:58:54,749] Trial 2693 finished with value: 0.9866865898740218 and parameters: {'classifier': 'SVC', 'svc_c': 1.385597114905446, 'svc_kernel': 'sigmoid'}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:58:59,669] Trial 2694 finished with value: 0.9963267833183248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 34, 'rf_n_estimators': 116}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:59:00,454] Trial 2695 finished with value: 0.9947737735247343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 5, 'rf_n_estimators': 97}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:59:04,065] Trial 2696 finished with value: 0.9972412812884525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:59:06,145] Trial 2697 finished with value: 0.9972946503889247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:59:08,282] Trial 2698 finished with value: 0.9968417754270548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 11, 'rf_n_estimators': 93}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:59:08,864] Trial 2699 finished with value: 0.9969145973892495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 2, 'rf_n_estimators': 47}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:59:09,962] Trial 2700 finished with value: 0.9941608477866609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:59:11,830] Trial 2701 finished with value: 0.9974922595826633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:59:14,058] Trial 2702 finished with value: 0.9976574296833419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:59:15,163] Trial 2703 finished with value: 0.9970874439376081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 62}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:59:17,994] Trial 2704 finished with value: 0.99732504546553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 100}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:59:27,397] Trial 2705 finished with value: 0.996673490917254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 57, 'rf_n_estimators': 95}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:59:28,318] Trial 2706 finished with value: 0.9899500511909851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:59:29,918] Trial 2707 finished with value: 0.9972500606284168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:59:31,827] Trial 2708 finished with value: 0.9974226265501974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:59:34,195] Trial 2709 finished with value: 0.9972376142271474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:59:36,345] Trial 2710 finished with value: 0.997240480858426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 87}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:59:38,418] Trial 2711 finished with value: 0.9974092734921253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:59:40,478] Trial 2712 finished with value: 0.9975575778466087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:59:42,198] Trial 2713 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 4.315783714752297e-09, 'svc_kernel': 'rbf'}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:59:44,653] Trial 2714 finished with value: 0.9974554642396374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:59:48,110] Trial 2715 finished with value: 0.9973839023041071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 98}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:59:50,939] Trial 2716 finished with value: 0.9975175495851142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 14:59:52,937] Trial 2717 finished with value: 0.9978073215362192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:00:04,108] Trial 2718 finished with value: 0.9969209576659068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 46, 'rf_n_estimators': 127}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:00:05,997] Trial 2719 finished with value: 0.9974696873924428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:00:07,981] Trial 2720 finished with value: 0.9976147432768828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:00:10,123] Trial 2721 finished with value: 0.9975428823702644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:00:12,095] Trial 2722 finished with value: 0.9973757800340411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:00:14,209] Trial 2723 finished with value: 0.9973919548459906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:00:16,341] Trial 2724 finished with value: 0.9973383565026127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:00:18,204] Trial 2725 finished with value: 0.9974289088785538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:00:20,303] Trial 2726 finished with value: 0.9972314196858431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:00:21,956] Trial 2727 finished with value: 0.9975062200408087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:00:23,866] Trial 2728 finished with value: 0.9974508845548032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:00:25,743] Trial 2729 finished with value: 0.9975939475208196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:00:30,416] Trial 2730 finished with value: 0.9970976441202142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 26, 'rf_n_estimators': 90}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:00:32,197] Trial 2731 finished with value: 0.9852049898009575 and parameters: {'classifier': 'SVC', 'svc_c': 2.0541847973408757e-07, 'svc_kernel': 'sigmoid'}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:00:33,795] Trial 2732 finished with value: 0.9972815846223909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:00:35,053] Trial 2733 finished with value: 0.9968627906824863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 95}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:00:36,822] Trial 2734 finished with value: 0.9973431040492394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 100}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:00:38,869] Trial 2735 finished with value: 0.9972462475409997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:00:39,917] Trial 2736 finished with value: 0.9968705822435565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 6, 'rf_n_estimators': 65}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:00:42,293] Trial 2737 finished with value: 0.9975906608383357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:00:44,196] Trial 2738 finished with value: 0.9971040457513647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 97}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:00:45,280] Trial 2739 finished with value: 0.9962689717994682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 92}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:00:47,357] Trial 2740 finished with value: 0.9973955751573578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:00:48,892] Trial 2741 finished with value: 0.9972799430743406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:00:50,252] Trial 2742 finished with value: 0.9975682229629396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:00:51,692] Trial 2743 finished with value: 0.99726606399219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 101}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:01:05,254] Trial 2744 finished with value: 0.9964963263948464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 56, 'rf_n_estimators': 126}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:01:06,418] Trial 2745 finished with value: 0.9970810113937357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:01:07,259] Trial 2746 finished with value: 0.9970451496529961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 1, 'rf_n_estimators': 94}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:01:08,943] Trial 2747 finished with value: 0.9973848540604764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 97}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:01:11,144] Trial 2748 finished with value: 0.9975056953497224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:01:13,025] Trial 2749 finished with value: 0.9973978145841089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:01:14,852] Trial 2750 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.3360926367340571e-09, 'svc_kernel': 'rbf'}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:01:16,089] Trial 2751 finished with value: 0.9971486010762428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 84}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:01:17,685] Trial 2752 finished with value: 0.9970637529861494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 77}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:01:19,776] Trial 2753 finished with value: 0.9975818664863411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:01:23,272] Trial 2754 finished with value: 0.9973279957261947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 108}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:01:24,033] Trial 2755 finished with value: 0.9963966322637753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 55}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:01:25,460] Trial 2756 finished with value: 0.997329465730855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 100}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:01:27,654] Trial 2757 finished with value: 0.9969113443172096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 16, 'rf_n_estimators': 92}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:01:28,312] Trial 2758 finished with value: 0.9894029096610764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 80}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:01:29,804] Trial 2759 finished with value: 0.9970010650964992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:01:32,582] Trial 2760 finished with value: 0.9970836294854609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:01:35,013] Trial 2761 finished with value: 0.9972773325679755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 96}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:01:37,214] Trial 2762 finished with value: 0.9972522346433408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:01:39,146] Trial 2763 finished with value: 0.9976052786837584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:01:44,457] Trial 2764 finished with value: 0.996995290733352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 27, 'rf_n_estimators': 102}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:01:46,459] Trial 2765 finished with value: 0.9972013767413213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:01:47,419] Trial 2766 finished with value: 0.9968633102320316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 117}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:01:58,348] Trial 2767 finished with value: 0.9970193910086035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 47, 'rf_n_estimators': 124}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:02:01,577] Trial 2768 finished with value: 0.9974617227328254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:02:03,492] Trial 2769 finished with value: 0.9853663227568848 and parameters: {'classifier': 'SVC', 'svc_c': 0.0041014897399354105, 'svc_kernel': 'sigmoid'}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:02:04,820] Trial 2770 finished with value: 0.997220626797815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:02:06,152] Trial 2771 finished with value: 0.9973632362926095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 89}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:02:08,865] Trial 2772 finished with value: 0.9957063734960286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 28, 'rf_n_estimators': 99}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:02:10,069] Trial 2773 finished with value: 0.997407341447008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 95}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:02:11,915] Trial 2774 finished with value: 0.9970725184566481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:02:13,860] Trial 2775 finished with value: 0.9975684961311092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:02:15,994] Trial 2776 finished with value: 0.9974379362820031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:02:19,405] Trial 2777 finished with value: 0.9972493581098352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:02:24,687] Trial 2778 finished with value: 0.9971429649316826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 24, 'rf_n_estimators': 119}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:02:25,497] Trial 2779 finished with value: 0.9967924873454145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 27}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:02:28,254] Trial 2780 finished with value: 0.9972048536608223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 19, 'rf_n_estimators': 71}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:02:29,306] Trial 2781 finished with value: 0.9963555081558116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 11, 'rf_n_estimators': 36}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:02:31,259] Trial 2782 finished with value: 0.9970160539897982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 97}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:02:36,524] Trial 2783 finished with value: 0.9969246263141072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 23, 'rf_n_estimators': 121}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:02:38,030] Trial 2784 finished with value: 0.997038719330777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 7, 'rf_n_estimators': 92}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:02:40,239] Trial 2785 finished with value: 0.9976776018212616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:02:41,728] Trial 2786 finished with value: 0.9973824057348182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 6, 'rf_n_estimators': 102}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:02:43,551] Trial 2787 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 7.051595650537566e-08, 'svc_kernel': 'rbf'}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:02:55,446] Trial 2788 finished with value: 0.9966009399650511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 53, 'rf_n_estimators': 116}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:02:56,864] Trial 2789 finished with value: 0.9975423883379966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 111}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:02:58,984] Trial 2790 finished with value: 0.997520838013183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:03:01,008] Trial 2791 finished with value: 0.9973857562422341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 98}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:03:03,292] Trial 2792 finished with value: 0.9975456386488385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:03:04,801] Trial 2793 finished with value: 0.9971703001883667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:03:06,076] Trial 2794 finished with value: 0.9973415022370494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 109}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:03:10,600] Trial 2795 finished with value: 0.9970948482327313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 20, 'rf_n_estimators': 113}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:03:13,039] Trial 2796 finished with value: 0.9973318115430722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 94}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:03:15,044] Trial 2797 finished with value: 0.9976516842969042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:03:16,768] Trial 2798 finished with value: 0.9976548552312395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:03:17,902] Trial 2799 finished with value: 0.9972578303220688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 3, 'rf_n_estimators': 118}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:03:18,805] Trial 2800 finished with value: 0.9967532069559718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 101}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:03:22,290] Trial 2801 finished with value: 0.997290561721257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 115}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:03:24,276] Trial 2802 finished with value: 0.9976253728733772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 87}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:03:26,970] Trial 2803 finished with value: 0.9969286858146379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 25, 'rf_n_estimators': 53}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:03:29,315] Trial 2804 finished with value: 0.9975241917896033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:03:30,958] Trial 2805 finished with value: 0.9973355654075539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:03:32,885] Trial 2806 finished with value: 0.9968085461235745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 96}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:03:33,664] Trial 2807 finished with value: 0.9919907063792368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:03:34,958] Trial 2808 finished with value: 0.997425059260805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 99}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:03:36,298] Trial 2809 finished with value: 0.9867040496586311 and parameters: {'classifier': 'SVC', 'svc_c': 4795714.630788731, 'svc_kernel': 'sigmoid'}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:03:38,385] Trial 2810 finished with value: 0.9975107464694343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:03:40,406] Trial 2811 finished with value: 0.9973918837213399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:03:43,066] Trial 2812 finished with value: 0.9970695853979293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 17, 'rf_n_estimators': 60}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:03:45,837] Trial 2813 finished with value: 0.9968808610409594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:03:48,267] Trial 2814 finished with value: 0.9972024098102094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:03:48,821] Trial 2815 finished with value: 0.9954338590638488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 19}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:03:50,638] Trial 2816 finished with value: 0.9973019333182899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 92}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:03:53,069] Trial 2817 finished with value: 0.997415499073103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:03:54,585] Trial 2818 finished with value: 0.9968392566432419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 6, 'rf_n_estimators': 105}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:03:57,904] Trial 2819 finished with value: 0.9972940854541715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 112}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:04:00,008] Trial 2820 finished with value: 0.9972507766038715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:04:02,208] Trial 2821 finished with value: 0.9975954828420934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:04:03,435] Trial 2822 finished with value: 0.996630235799231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 95}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:04:04,887] Trial 2823 finished with value: 0.9973046827097382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:04:06,593] Trial 2824 finished with value: 0.9975826232767445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:04:08,436] Trial 2825 finished with value: 0.9850821640038331 and parameters: {'classifier': 'SVC', 'svc_c': 0.00030018190822301384, 'svc_kernel': 'rbf'}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:04:10,692] Trial 2826 finished with value: 0.9970558416779541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 89}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:04:14,658] Trial 2827 finished with value: 0.9943162808560171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 45, 'rf_n_estimators': 118}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:04:18,932] Trial 2828 finished with value: 0.995269244376551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 41, 'rf_n_estimators': 114}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:04:24,534] Trial 2829 finished with value: 0.9969137663956184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 30, 'rf_n_estimators': 98}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:04:27,356] Trial 2830 finished with value: 0.9972556306629158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:04:30,626] Trial 2831 finished with value: 0.9974467570716747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:04:31,375] Trial 2832 finished with value: 0.9969192186824806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 2, 'rf_n_estimators': 74}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:04:33,591] Trial 2833 finished with value: 0.9976014846390856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:04:35,734] Trial 2834 finished with value: 0.9971640524543295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:04:39,464] Trial 2835 finished with value: 0.9972407204161514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 22, 'rf_n_estimators': 94}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:04:41,588] Trial 2836 finished with value: 0.9972374995580878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 101}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:04:43,264] Trial 2837 finished with value: 0.9971725746855057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:04:45,393] Trial 2838 finished with value: 0.996992402298131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:04:47,277] Trial 2839 finished with value: 0.9974089053641366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:04:48,738] Trial 2840 finished with value: 0.9958004961643949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:04:51,414] Trial 2841 finished with value: 0.9973873879197951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:05:02,771] Trial 2842 finished with value: 0.9966992542905947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 61, 'rf_n_estimators': 97}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:05:04,325] Trial 2843 finished with value: 0.986732879739019 and parameters: {'classifier': 'SVC', 'svc_c': 541850422.963489, 'svc_kernel': 'sigmoid'}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:05:04,763] Trial 2844 finished with value: 0.9951473281561168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 12}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:05:08,137] Trial 2845 finished with value: 0.9971054164481123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 91}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:05:09,366] Trial 2846 finished with value: 0.9971878315419573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 4, 'rf_n_estimators': 110}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:05:15,046] Trial 2847 finished with value: 0.9968612960492097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 26, 'rf_n_estimators': 115}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:05:17,689] Trial 2848 finished with value: 0.9977479435929392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:05:20,063] Trial 2849 finished with value: 0.9975793893109248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:05:22,349] Trial 2850 finished with value: 0.9974687052628962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:05:24,684] Trial 2851 finished with value: 0.9973613271305234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:05:32,561] Trial 2852 finished with value: 0.9972220653502091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 36, 'rf_n_estimators': 123}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:05:35,169] Trial 2853 finished with value: 0.9973814466787303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:05:37,796] Trial 2854 finished with value: 0.9974083423971338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:05:46,594] Trial 2855 finished with value: 0.9972094092248471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 38, 'rf_n_estimators': 121}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:05:48,754] Trial 2856 finished with value: 0.9973926113763444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 127}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:05:51,231] Trial 2857 finished with value: 0.9973892786104189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:05:52,945] Trial 2858 finished with value: 0.9974185764123492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:05:54,896] Trial 2859 finished with value: 0.9974581724035442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:06:02,374] Trial 2860 finished with value: 0.9968391805992157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 35, 'rf_n_estimators': 128}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:06:04,446] Trial 2861 finished with value: 0.9975821459703541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:06:07,076] Trial 2862 finished with value: 0.9975255877814635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:06:08,675] Trial 2863 finished with value: 0.9855300219959796 and parameters: {'classifier': 'SVC', 'svc_c': 0.19033924169381855, 'svc_kernel': 'rbf'}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:06:17,491] Trial 2864 finished with value: 0.9971769596582774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 42, 'rf_n_estimators': 121}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:06:19,846] Trial 2865 finished with value: 0.9976061044723729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:06:20,975] Trial 2866 finished with value: 0.9972740209077585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:06:22,790] Trial 2867 finished with value: 0.9973730159796794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:06:25,153] Trial 2868 finished with value: 0.9975564434068441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:06:27,170] Trial 2869 finished with value: 0.9975790579036952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:06:36,635] Trial 2870 finished with value: 0.9970033918342338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 44, 'rf_n_estimators': 118}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:06:38,174] Trial 2871 finished with value: 0.9974358371368028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:06:52,224] Trial 2872 finished with value: 0.9962848934381299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 63, 'rf_n_estimators': 120}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:06:54,791] Trial 2873 finished with value: 0.9975397668503154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:06:58,381] Trial 2874 finished with value: 0.9967240304245856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 21, 'rf_n_estimators': 118}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:07:00,774] Trial 2875 finished with value: 0.9975586894033421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:07:02,245] Trial 2876 finished with value: 0.9974594196715697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:07:04,322] Trial 2877 finished with value: 0.9972418405738578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:07:06,600] Trial 2878 finished with value: 0.9975123410136435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:07:08,513] Trial 2879 finished with value: 0.9976092939416462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:07:11,052] Trial 2880 finished with value: 0.997307066321803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:07:11,844] Trial 2881 finished with value: 0.9913829931481347 and parameters: {'classifier': 'SVC', 'svc_c': 41.056734715805945, 'svc_kernel': 'sigmoid'}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:07:14,304] Trial 2882 finished with value: 0.9973294011759513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:07:16,518] Trial 2883 finished with value: 0.9903932077834221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 30, 'rf_n_estimators': 116}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:07:18,752] Trial 2884 finished with value: 0.9975564047818107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:07:20,315] Trial 2885 finished with value: 0.9970395833000941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:07:23,156] Trial 2886 finished with value: 0.9938535891054633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 38, 'rf_n_estimators': 120}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:07:24,783] Trial 2887 finished with value: 0.9973127418848442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:07:26,617] Trial 2888 finished with value: 0.997047893331621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:07:27,258] Trial 2889 finished with value: 0.9948278374949528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 10, 'rf_n_estimators': 17}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:07:29,010] Trial 2890 finished with value: 0.9962564048258883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:07:31,012] Trial 2891 finished with value: 0.9973852580205627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:07:31,872] Trial 2892 finished with value: 0.9967819662290882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 114}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:07:32,381] Trial 2893 finished with value: 0.9911788009093664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 27, 'rf_n_estimators': 4}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:07:34,688] Trial 2894 finished with value: 0.9975595052897294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:07:44,722] Trial 2895 finished with value: 0.996807069580905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 46, 'rf_n_estimators': 117}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:07:46,115] Trial 2896 finished with value: 0.9971215194054395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:07:47,767] Trial 2897 finished with value: 0.9974292437134776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:07:48,439] Trial 2898 finished with value: 0.9972195007368579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 24}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:07:51,079] Trial 2899 finished with value: 0.9975309369836021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:08:41,437] Trial 2900 finished with value: 0.9895702223878885 and parameters: {'classifier': 'SVC', 'svc_c': 19042638.137070794, 'svc_kernel': 'rbf'}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:08:44,265] Trial 2901 finished with value: 0.9901021928806469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 57, 'rf_n_estimators': 118}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:08:46,222] Trial 2902 finished with value: 0.9975943116815698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:08:47,810] Trial 2903 finished with value: 0.9963963616346384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:08:50,038] Trial 2904 finished with value: 0.9970672357771635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:08:51,478] Trial 2905 finished with value: 0.997379465979401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:08:53,211] Trial 2906 finished with value: 0.9970462403261862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:08:56,299] Trial 2907 finished with value: 0.9977447621216186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:08:59,573] Trial 2908 finished with value: 0.9972559568333909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:09:02,957] Trial 2909 finished with value: 0.9975684251651481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:09:06,109] Trial 2910 finished with value: 0.9974726036618087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:09:13,955] Trial 2911 finished with value: 0.9971972543362577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 33, 'rf_n_estimators': 126}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:09:15,558] Trial 2912 finished with value: 0.9947601919219905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 17, 'rf_n_estimators': 124}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:09:19,872] Trial 2913 finished with value: 0.9970930825894629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 19, 'rf_n_estimators': 122}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:09:21,759] Trial 2914 finished with value: 0.9972614808479241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:09:25,400] Trial 2915 finished with value: 0.9972369690589643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:09:29,114] Trial 2916 finished with value: 0.9975306260473227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 118}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:09:29,915] Trial 2917 finished with value: 0.9954729391870955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:09:32,937] Trial 2918 finished with value: 0.9969796960586131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:09:34,746] Trial 2919 finished with value: 0.9853037215117224 and parameters: {'classifier': 'SVC', 'svc_c': 0.0014794465493956697, 'svc_kernel': 'sigmoid'}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:09:38,192] Trial 2920 finished with value: 0.9973533689771767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:09:39,528] Trial 2921 finished with value: 0.9973512380940693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 124}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:09:42,346] Trial 2922 finished with value: 0.997248674475308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:09:48,818] Trial 2923 finished with value: 0.9953365174734312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 55, 'rf_n_estimators': 115}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:09:52,063] Trial 2924 finished with value: 0.9971168738009714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:09:55,199] Trial 2925 finished with value: 0.9972979639534162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:09:58,655] Trial 2926 finished with value: 0.9969275867943779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:10:00,718] Trial 2927 finished with value: 0.995642363627319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:10:03,447] Trial 2928 finished with value: 0.9969034977543458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:10:11,005] Trial 2929 finished with value: 0.9971861894226247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 33, 'rf_n_estimators': 118}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:10:15,985] Trial 2930 finished with value: 0.9972268531722405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 23, 'rf_n_estimators': 114}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:10:26,445] Trial 2931 finished with value: 0.9969256292002452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 50, 'rf_n_estimators': 116}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:10:28,095] Trial 2932 finished with value: 0.9975539128482677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:10:29,544] Trial 2933 finished with value: 0.9972760861568734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:10:33,141] Trial 2934 finished with value: 0.997054692956131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:10:33,922] Trial 2935 finished with value: 0.9958010755398958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:10:35,656] Trial 2936 finished with value: 0.9973843508876913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:10:37,669] Trial 2937 finished with value: 0.9974271944602681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:10:38,533] Trial 2938 finished with value: 0.9902332447942707 and parameters: {'classifier': 'SVC', 'svc_c': 5.852434134591717, 'svc_kernel': 'rbf'}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:10:52,145] Trial 2939 finished with value: 0.9966712494592768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 59, 'rf_n_estimators': 120}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:10:59,607] Trial 2940 finished with value: 0.997265464843973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 35, 'rf_n_estimators': 112}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:11:02,578] Trial 2941 finished with value: 0.9973553135905054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:11:15,054] Trial 2942 finished with value: 0.996336494038922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 65, 'rf_n_estimators': 118}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:11:19,294] Trial 2943 finished with value: 0.9970382142219796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 18, 'rf_n_estimators': 121}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:11:20,932] Trial 2944 finished with value: 0.9973092043142017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:11:22,105] Trial 2945 finished with value: 0.9917040866371019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 18, 'rf_n_estimators': 111}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:11:24,171] Trial 2946 finished with value: 0.9977676713049405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:11:26,115] Trial 2947 finished with value: 0.9972517414997344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:11:28,143] Trial 2948 finished with value: 0.9973615910947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:11:30,185] Trial 2949 finished with value: 0.9976082527478537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:11:32,517] Trial 2950 finished with value: 0.9976419900165431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:11:34,476] Trial 2951 finished with value: 0.9974762791336592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:11:35,668] Trial 2952 finished with value: 0.996014426672264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:11:48,643] Trial 2953 finished with value: 0.9963600136691562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 67, 'rf_n_estimators': 113}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:11:50,528] Trial 2954 finished with value: 0.9973612689232011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:11:52,419] Trial 2955 finished with value: 0.9974589704214895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:11:54,239] Trial 2956 finished with value: 0.9972734051288775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:11:55,479] Trial 2957 finished with value: 0.986782038901279 and parameters: {'classifier': 'SVC', 'svc_c': 1567937.4856941588, 'svc_kernel': 'sigmoid'}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:11:57,160] Trial 2958 finished with value: 0.9972184159669185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:11:58,684] Trial 2959 finished with value: 0.9972370242511855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:12:00,796] Trial 2960 finished with value: 0.997446201658294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:12:02,660] Trial 2961 finished with value: 0.9974865309221029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:12:04,684] Trial 2962 finished with value: 0.9974435437989708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:12:06,992] Trial 2963 finished with value: 0.9974658501524781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:12:08,580] Trial 2964 finished with value: 0.9972883045530154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:12:10,908] Trial 2965 finished with value: 0.9973201578595173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:12:12,685] Trial 2966 finished with value: 0.9971348208259362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:12:14,733] Trial 2967 finished with value: 0.9971767826877054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:12:16,527] Trial 2968 finished with value: 0.9973122154799109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:12:18,113] Trial 2969 finished with value: 0.9966167692781399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:12:19,646] Trial 2970 finished with value: 0.9974180309964095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:12:21,554] Trial 2971 finished with value: 0.9971587984341753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:12:23,158] Trial 2972 finished with value: 0.9972986152152775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:12:38,781] Trial 2973 finished with value: 0.9958576336335728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 74, 'rf_n_estimators': 110}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:12:40,646] Trial 2974 finished with value: 0.9972502950763392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:12:42,988] Trial 2975 finished with value: 0.997265298822979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:12:44,682] Trial 2976 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 6.588717446042349e-05, 'svc_kernel': 'rbf'}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:12:45,677] Trial 2977 finished with value: 0.9939240896301541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:12:59,093] Trial 2978 finished with value: 0.9966170057255505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 61, 'rf_n_estimators': 122}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:13:00,576] Trial 2979 finished with value: 0.9975759471126944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:13:02,406] Trial 2980 finished with value: 0.997581782095245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:13:04,700] Trial 2981 finished with value: 0.9975632960653976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:13:05,667] Trial 2982 finished with value: 0.9969203233203502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 113}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:13:07,645] Trial 2983 finished with value: 0.9974140317979029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:13:09,610] Trial 2984 finished with value: 0.9974203119363435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:13:10,957] Trial 2985 finished with value: 0.9976258481485415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:13:12,205] Trial 2986 finished with value: 0.9956726158833407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:13:13,854] Trial 2987 finished with value: 0.9975492439481757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:13:15,274] Trial 2988 finished with value: 0.9974081041089246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:13:16,932] Trial 2989 finished with value: 0.9972471525156933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:13:18,995] Trial 2990 finished with value: 0.9976147709840762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:13:23,613] Trial 2991 finished with value: 0.9968893788923042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 23, 'rf_n_estimators': 112}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:13:25,910] Trial 2992 finished with value: 0.9974132367950586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:13:27,742] Trial 2993 finished with value: 0.9975610270589169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:13:29,587] Trial 2994 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 2.255843704274504e-05, 'svc_kernel': 'sigmoid'}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:13:31,794] Trial 2995 finished with value: 0.9973315821414768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:13:33,913] Trial 2996 finished with value: 0.9976057084150255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:13:35,527] Trial 2997 finished with value: 0.9976398607838067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:13:36,894] Trial 2998 finished with value: 0.9970979816845981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:13:42,000] Trial 2999 finished with value: 0.9969154704356082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 20, 'rf_n_estimators': 120}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:13:46,317] Trial 3000 finished with value: 0.9973547288830362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 21, 'rf_n_estimators': 111}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:13:48,525] Trial 3001 finished with value: 0.9976644570273382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:13:49,758] Trial 3002 finished with value: 0.997492547159843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 114}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:14:05,507] Trial 3003 finished with value: 0.9958924338047833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 66, 'rf_n_estimators': 120}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:14:07,769] Trial 3004 finished with value: 0.9977047776266983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:14:10,061] Trial 3005 finished with value: 0.9973619938170079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:14:12,250] Trial 3006 finished with value: 0.9973087856277264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:14:14,393] Trial 3007 finished with value: 0.997357513059231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:14:16,749] Trial 3008 finished with value: 0.9974402030985682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 1544 with value: 0.9978111987342094.
[I 2023-09-09 15:14:19,047] Trial 3009 finished with value: 0.9978139914479014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:14:21,420] Trial 3010 finished with value: 0.9973694394983624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:14:23,896] Trial 3011 finished with value: 0.9972496622542023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 127}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:14:26,471] Trial 3012 finished with value: 0.9975240400189298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:14:28,970] Trial 3013 finished with value: 0.9973303214165782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:14:31,315] Trial 3014 finished with value: 0.9976284830930955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:14:32,245] Trial 3015 finished with value: 0.9961257806123056 and parameters: {'classifier': 'SVC', 'svc_c': 11138.981052213421, 'svc_kernel': 'rbf'}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:14:34,653] Trial 3016 finished with value: 0.9975390231994054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:14:36,781] Trial 3017 finished with value: 0.9974513892510078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:14:39,391] Trial 3018 finished with value: 0.9974832128190906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:14:41,541] Trial 3019 finished with value: 0.9971399318668173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:14:43,996] Trial 3020 finished with value: 0.9971748467070877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:14:46,802] Trial 3021 finished with value: 0.9975221192725074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:14:49,085] Trial 3022 finished with value: 0.997506079283189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:14:51,461] Trial 3023 finished with value: 0.9974155643579787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:14:53,648] Trial 3024 finished with value: 0.9975032674315388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:14:56,021] Trial 3025 finished with value: 0.9974360011583087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:14:58,428] Trial 3026 finished with value: 0.9976073750042848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:15:00,631] Trial 3027 finished with value: 0.9973987074349218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:15:02,757] Trial 3028 finished with value: 0.9976418312000542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:15:05,117] Trial 3029 finished with value: 0.9973050173542344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:15:07,602] Trial 3030 finished with value: 0.9975139355578526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:15:10,054] Trial 3031 finished with value: 0.9972680680188816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:15:12,179] Trial 3032 finished with value: 0.9972867476182264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:15:14,771] Trial 3033 finished with value: 0.9974603187747505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:15:15,980] Trial 3034 finished with value: 0.9868888960559009 and parameters: {'classifier': 'SVC', 'svc_c': 406176.38655903976, 'svc_kernel': 'sigmoid'}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:15:18,315] Trial 3035 finished with value: 0.9974595581123221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:15:20,479] Trial 3036 finished with value: 0.9972912501799457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:15:27,638] Trial 3037 finished with value: 0.9966976515262674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 43, 'rf_n_estimators': 117}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:15:30,469] Trial 3038 finished with value: 0.9974192551592385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:15:32,686] Trial 3039 finished with value: 0.9973502765624245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:15:34,947] Trial 3040 finished with value: 0.997594382615793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:15:37,500] Trial 3041 finished with value: 0.9975405042171196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:15:40,137] Trial 3042 finished with value: 0.9973945323449319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:15:42,465] Trial 3043 finished with value: 0.9971612895425325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:15:44,879] Trial 3044 finished with value: 0.9975108944632968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:15:46,835] Trial 3045 finished with value: 0.9974797320593024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:15:48,991] Trial 3046 finished with value: 0.9973809845113218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:15:50,632] Trial 3047 finished with value: 0.9961516019390655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:15:52,624] Trial 3048 finished with value: 0.9974454472799712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:15:54,987] Trial 3049 finished with value: 0.9975033839096592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:15:57,394] Trial 3050 finished with value: 0.9972323992128814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:15:59,700] Trial 3051 finished with value: 0.9973242696006439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:16:01,393] Trial 3052 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.8334823011497944e-08, 'svc_kernel': 'rbf'}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:16:04,297] Trial 3053 finished with value: 0.997358618903141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:16:06,648] Trial 3054 finished with value: 0.9976168710814136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:16:08,645] Trial 3055 finished with value: 0.9974071012862623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:16:10,407] Trial 3056 finished with value: 0.9967838915775068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:16:12,344] Trial 3057 finished with value: 0.9975090973995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:16:15,009] Trial 3058 finished with value: 0.9974291520226628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:16:16,558] Trial 3059 finished with value: 0.9966996933845446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:16:28,446] Trial 3060 finished with value: 0.9964679021470811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 60, 'rf_n_estimators': 119}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:16:30,894] Trial 3061 finished with value: 0.9969637243692713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:16:41,437] Trial 3062 finished with value: 0.9959633023622492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 57, 'rf_n_estimators': 116}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:16:41,975] Trial 3063 finished with value: 0.9967434021324788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 2, 'rf_n_estimators': 32}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:16:43,164] Trial 3064 finished with value: 0.9973919538621154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:16:44,024] Trial 3065 finished with value: 0.9957366590133775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:16:46,511] Trial 3066 finished with value: 0.9974558675332278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:16:57,637] Trial 3067 finished with value: 0.9965084019704049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 49, 'rf_n_estimators': 117}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:16:59,782] Trial 3068 finished with value: 0.9969755103999001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:17:03,898] Trial 3069 finished with value: 0.9957276301499843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 37, 'rf_n_estimators': 120}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:17:06,800] Trial 3070 finished with value: 0.9974759007543264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:17:09,601] Trial 3071 finished with value: 0.9972124606342229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:17:19,779] Trial 3072 finished with value: 0.9965254376730944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 53, 'rf_n_estimators': 116}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:17:22,193] Trial 3073 finished with value: 0.9973146490474419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:17:24,048] Trial 3074 finished with value: 0.9853945089386063 and parameters: {'classifier': 'SVC', 'svc_c': 0.08337938515224172, 'svc_kernel': 'sigmoid'}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:17:25,456] Trial 3075 finished with value: 0.9957352457560957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:17:27,028] Trial 3076 finished with value: 0.9965565573896032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:17:29,019] Trial 3077 finished with value: 0.9975727564056426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:17:31,319] Trial 3078 finished with value: 0.9971730768426775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:17:33,299] Trial 3079 finished with value: 0.9969935203611354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:17:34,239] Trial 3080 finished with value: 0.993760512994596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:17:37,916] Trial 3081 finished with value: 0.9972297412900825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 108}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:17:41,234] Trial 3082 finished with value: 0.9972777196752328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:17:43,948] Trial 3083 finished with value: 0.9974892564149069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:17:44,976] Trial 3084 finished with value: 0.9901011047464894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 43, 'rf_n_estimators': 43}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:17:49,555] Trial 3085 finished with value: 0.9972620803452581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 24, 'rf_n_estimators': 118}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:17:59,238] Trial 3086 finished with value: 0.995541113291431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 68, 'rf_n_estimators': 111}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:18:01,818] Trial 3087 finished with value: 0.9971987763276106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:18:04,207] Trial 3088 finished with value: 0.9974736441256292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:18:06,317] Trial 3089 finished with value: 0.9976246956499075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:18:08,139] Trial 3090 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.182970699499608e-06, 'svc_kernel': 'rbf'}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:18:10,993] Trial 3091 finished with value: 0.9974287557431502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:18:13,188] Trial 3092 finished with value: 0.9974187938170154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:18:13,806] Trial 3093 finished with value: 0.9967784145985528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 21}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:18:15,943] Trial 3094 finished with value: 0.9972184972159616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:18:17,099] Trial 3095 finished with value: 0.9914291682488585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 17, 'rf_n_estimators': 113}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:18:20,155] Trial 3096 finished with value: 0.9975560194201382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:18:22,694] Trial 3097 finished with value: 0.9975299101988196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:18:24,676] Trial 3098 finished with value: 0.997488924722036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:18:29,907] Trial 3099 finished with value: 0.9969036837702214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 24, 'rf_n_estimators': 122}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:18:32,130] Trial 3100 finished with value: 0.99743514525042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:18:35,148] Trial 3101 finished with value: 0.9972071806524604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:18:38,039] Trial 3102 finished with value: 0.9974800467406549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:18:39,001] Trial 3103 finished with value: 0.9969024776979998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 3, 'rf_n_estimators': 110}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:18:41,520] Trial 3104 finished with value: 0.9975439245796699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:18:43,191] Trial 3105 finished with value: 0.996927050360266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:18:46,720] Trial 3106 finished with value: 0.9974073117720645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:18:49,136] Trial 3107 finished with value: 0.9974662180265637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:18:51,287] Trial 3108 finished with value: 0.9972071658308576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:18:52,104] Trial 3109 finished with value: 0.9930943925241138 and parameters: {'classifier': 'SVC', 'svc_c': 2288.3560373354135, 'svc_kernel': 'sigmoid'}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:18:54,200] Trial 3110 finished with value: 0.9974612484097981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:18:56,842] Trial 3111 finished with value: 0.9973545058607604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:18:57,827] Trial 3112 finished with value: 0.9971911056562298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 120}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:18:59,689] Trial 3113 finished with value: 0.9974206303627691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:19:02,299] Trial 3114 finished with value: 0.9972483943565367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:19:04,907] Trial 3115 finished with value: 0.9974289259852859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:19:07,491] Trial 3116 finished with value: 0.9971015253806566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:19:10,558] Trial 3117 finished with value: 0.9975053548019752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:19:12,683] Trial 3118 finished with value: 0.997577293498205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:19:14,084] Trial 3119 finished with value: 0.9946551337037021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 16, 'rf_n_estimators': 118}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:19:25,716] Trial 3120 finished with value: 0.9966722382855219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 58, 'rf_n_estimators': 124}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:19:34,490] Trial 3121 finished with value: 0.9971597155962252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 42, 'rf_n_estimators': 111}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:19:35,302] Trial 3122 finished with value: 0.9962738960945018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 1, 'rf_n_estimators': 113}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:19:37,832] Trial 3123 finished with value: 0.9975076998207445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:19:40,207] Trial 3124 finished with value: 0.9976476342225319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:19:44,903] Trial 3125 finished with value: 0.9968548061549386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 21, 'rf_n_estimators': 117}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:19:49,624] Trial 3126 finished with value: 0.9965428590548359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 28, 'rf_n_estimators': 122}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:21:05,930] Trial 3127 finished with value: 0.9902600007389295 and parameters: {'classifier': 'SVC', 'svc_c': 86739775.00159988, 'svc_kernel': 'rbf'}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:21:09,807] Trial 3128 finished with value: 0.9962956940702073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 27, 'rf_n_estimators': 112}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:21:15,996] Trial 3129 finished with value: 0.9969803827399791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 28, 'rf_n_estimators': 120}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:21:17,091] Trial 3130 finished with value: 0.997219774095455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 108}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:21:19,716] Trial 3131 finished with value: 0.9973089599640521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:21:21,915] Trial 3132 finished with value: 0.9977045840572006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:21:25,330] Trial 3133 finished with value: 0.9972827623209234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:21:27,619] Trial 3134 finished with value: 0.9972946676543462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:21:29,577] Trial 3135 finished with value: 0.9974139827628358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:21:31,529] Trial 3136 finished with value: 0.9975138633223751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:21:34,302] Trial 3137 finished with value: 0.9970280695807116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 35, 'rf_n_estimators': 39}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:21:35,898] Trial 3138 finished with value: 0.9966387597442541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:21:37,221] Trial 3139 finished with value: 0.9958988800276939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:21:41,287] Trial 3140 finished with value: 0.9973888017483592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 126}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:21:44,270] Trial 3141 finished with value: 0.99744320512376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:21:52,974] Trial 3142 finished with value: 0.9966423234351947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 45, 'rf_n_estimators': 119}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:21:55,874] Trial 3143 finished with value: 0.997657588118976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:21:58,310] Trial 3144 finished with value: 0.9967808362008926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:22:00,853] Trial 3145 finished with value: 0.9960108622513518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 22, 'rf_n_estimators': 112}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:22:01,986] Trial 3146 finished with value: 0.9883240880402626 and parameters: {'classifier': 'SVC', 'svc_c': 37722.224979739076, 'svc_kernel': 'sigmoid'}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:22:04,310] Trial 3147 finished with value: 0.9974772562168784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:22:10,750] Trial 3148 finished with value: 0.9968190653356263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 30, 'rf_n_estimators': 114}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:22:11,824] Trial 3149 finished with value: 0.9967074487326624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 30}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:22:20,423] Trial 3150 finished with value: 0.9969558077291079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 37, 'rf_n_estimators': 123}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:22:23,021] Trial 3151 finished with value: 0.9974368517977048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:22:24,964] Trial 3152 finished with value: 0.9977494761530151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:22:26,728] Trial 3153 finished with value: 0.9976596878354584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:22:28,622] Trial 3154 finished with value: 0.9974324420058892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:22:29,024] Trial 3155 finished with value: 0.9927775410921212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 7}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:22:30,991] Trial 3156 finished with value: 0.9974779689550667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:22:32,764] Trial 3157 finished with value: 0.9973846026010355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:22:34,677] Trial 3158 finished with value: 0.9975462642982086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:22:36,501] Trial 3159 finished with value: 0.9970804216082011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:22:38,390] Trial 3160 finished with value: 0.9976299759490493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:22:40,196] Trial 3161 finished with value: 0.9973279543082255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:22:42,237] Trial 3162 finished with value: 0.9972830888405154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:22:44,194] Trial 3163 finished with value: 0.9973552568113889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:26:22,817] Trial 3164 finished with value: 0.9896094754509929 and parameters: {'classifier': 'SVC', 'svc_c': 9846606603.634157, 'svc_kernel': 'rbf'}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:26:24,737] Trial 3165 finished with value: 0.9975303011781018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:26:26,764] Trial 3166 finished with value: 0.9973280024863689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:26:27,234] Trial 3167 finished with value: 0.9952030298658366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 10}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:26:29,370] Trial 3168 finished with value: 0.9974641409392092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:26:35,087] Trial 3169 finished with value: 0.9972149472992732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 26, 'rf_n_estimators': 121}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:26:39,019] Trial 3170 finished with value: 0.9972695035244366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 115}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:26:40,687] Trial 3171 finished with value: 0.9962010980309511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 29, 'rf_n_estimators': 26}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:26:41,964] Trial 3172 finished with value: 0.9971205441947567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:26:43,891] Trial 3173 finished with value: 0.9975599128996752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:26:45,828] Trial 3174 finished with value: 0.9977707203022353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:26:47,527] Trial 3175 finished with value: 0.9973588263738421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:26:49,177] Trial 3176 finished with value: 0.997570220451622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:26:50,933] Trial 3177 finished with value: 0.9974338718938344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:26:52,818] Trial 3178 finished with value: 0.9974883818451286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:26:54,599] Trial 3179 finished with value: 0.9975664453227422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:26:56,563] Trial 3180 finished with value: 0.9973993504131894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:27:07,058] Trial 3181 finished with value: 0.9967318471855545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 52, 'rf_n_estimators': 111}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:27:07,914] Trial 3182 finished with value: 0.9968993537675052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 111}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:27:10,198] Trial 3183 finished with value: 0.997527556452126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:27:11,049] Trial 3184 finished with value: 0.9927726381249614 and parameters: {'classifier': 'SVC', 'svc_c': 453.22360747981344, 'svc_kernel': 'sigmoid'}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:27:13,031] Trial 3185 finished with value: 0.9973685833048327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:27:20,158] Trial 3186 finished with value: 0.9970363113757372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 37, 'rf_n_estimators': 106}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:27:20,399] Trial 3187 finished with value: 0.9800723093480171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 2}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:27:22,164] Trial 3188 finished with value: 0.9975861075911783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:27:23,120] Trial 3189 finished with value: 0.9969108240059547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 112}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:27:25,068] Trial 3190 finished with value: 0.9971765918794055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:27:27,134] Trial 3191 finished with value: 0.9974887156644394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:27:39,743] Trial 3192 finished with value: 0.996768885164883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 62, 'rf_n_estimators': 112}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:27:41,601] Trial 3193 finished with value: 0.9972959223807804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:27:43,471] Trial 3194 finished with value: 0.9975066606581781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:27:47,495] Trial 3195 finished with value: 0.9968555154019568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 19, 'rf_n_estimators': 110}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:27:50,814] Trial 3196 finished with value: 0.9967467322006826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:27:53,270] Trial 3197 finished with value: 0.9962902330871585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 34, 'rf_n_estimators': 35}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:27:54,484] Trial 3198 finished with value: 0.9973897852426359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 111}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:27:56,305] Trial 3199 finished with value: 0.9970585177865741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:28:10,010] Trial 3200 finished with value: 0.9969752289798747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 64, 'rf_n_estimators': 114}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:28:21,362] Trial 3201 finished with value: 0.9969114655560163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 55, 'rf_n_estimators': 106}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:28:23,514] Trial 3202 finished with value: 0.9971618094094569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:28:24,315] Trial 3203 finished with value: 0.9898433870345786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:28:26,551] Trial 3204 finished with value: 0.9853894278265717 and parameters: {'classifier': 'SVC', 'svc_c': 0.03746572002570788, 'svc_kernel': 'rbf'}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:28:36,245] Trial 3205 finished with value: 0.9964150342199058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 47, 'rf_n_estimators': 107}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:28:38,307] Trial 3206 finished with value: 0.9976327318785065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:28:40,002] Trial 3207 finished with value: 0.9969524033624632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:28:41,813] Trial 3208 finished with value: 0.997377473790949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:28:42,838] Trial 3209 finished with value: 0.9970387791567327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 115}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:28:53,491] Trial 3210 finished with value: 0.9970637367998164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 50, 'rf_n_estimators': 117}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:28:56,611] Trial 3211 finished with value: 0.9975823138638846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:28:58,337] Trial 3212 finished with value: 0.9974581801475934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:29:02,960] Trial 3213 finished with value: 0.9971119585512417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 21, 'rf_n_estimators': 116}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:29:04,952] Trial 3214 finished with value: 0.9975252293335363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:29:07,062] Trial 3215 finished with value: 0.9974253402047619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:29:09,266] Trial 3216 finished with value: 0.9971815591475659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:29:11,322] Trial 3217 finished with value: 0.9972626606411584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3009 with value: 0.9978139914479014.
[I 2023-09-09 15:29:13,555] Trial 3218 finished with value: 0.9978308573527861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:29:15,652] Trial 3219 finished with value: 0.9975957204638067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:29:17,959] Trial 3220 finished with value: 0.9974300105330599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:29:18,829] Trial 3221 finished with value: 0.9903935037711472 and parameters: {'classifier': 'SVC', 'svc_c': 14.638622729334704, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:29:20,973] Trial 3222 finished with value: 0.9975520480875145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:29:23,670] Trial 3223 finished with value: 0.9974395330478658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:29:25,283] Trial 3224 finished with value: 0.9965484458469499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:29:27,884] Trial 3225 finished with value: 0.997329888987589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:29:30,197] Trial 3226 finished with value: 0.9977407363267455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:29:44,627] Trial 3227 finished with value: 0.996525334683585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 73, 'rf_n_estimators': 107}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:29:57,882] Trial 3228 finished with value: 0.9964203517158748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 65, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:30:00,529] Trial 3229 finished with value: 0.9974773379737282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:30:02,965] Trial 3230 finished with value: 0.9973698789731671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:30:05,731] Trial 3231 finished with value: 0.9973032683098918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 108}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:30:07,064] Trial 3232 finished with value: 0.9953596783066215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:30:08,192] Trial 3233 finished with value: 0.994194373553935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:30:11,501] Trial 3234 finished with value: 0.9971743698450278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 108}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:30:14,260] Trial 3235 finished with value: 0.9972358488695202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:30:25,846] Trial 3236 finished with value: 0.9966134415902794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 54, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:30:28,536] Trial 3237 finished with value: 0.9975935278187311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:30:30,844] Trial 3238 finished with value: 0.9975485367641213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:30:37,445] Trial 3239 finished with value: 0.9971955736871054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 32, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:30:39,812] Trial 3240 finished with value: 0.9974879854704022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:30:42,151] Trial 3241 finished with value: 0.9975071635770597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:30:44,421] Trial 3242 finished with value: 0.9853761524946351 and parameters: {'classifier': 'SVC', 'svc_c': 0.0067116853965039575, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:30:47,473] Trial 3243 finished with value: 0.9974920848020069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 108}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:30:50,034] Trial 3244 finished with value: 0.9972891050782554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:30:52,620] Trial 3245 finished with value: 0.9972870186916943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:30:54,787] Trial 3246 finished with value: 0.9973332080744765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:30:55,904] Trial 3247 finished with value: 0.9972847544776373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:30:58,215] Trial 3248 finished with value: 0.9973156897016899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:30:59,078] Trial 3249 finished with value: 0.9968812263125365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:31:01,264] Trial 3250 finished with value: 0.9975960391441356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:31:04,783] Trial 3251 finished with value: 0.9974555208600644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 106}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:31:13,235] Trial 3252 finished with value: 0.9971435317072341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 43, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:31:15,622] Trial 3253 finished with value: 0.997572076484451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:31:18,166] Trial 3254 finished with value: 0.996930321522913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:31:22,169] Trial 3255 finished with value: 0.9973661083193323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:31:25,215] Trial 3256 finished with value: 0.9973790320269919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:31:27,680] Trial 3257 finished with value: 0.9970683806269617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:31:30,459] Trial 3258 finished with value: 0.9978068595909758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:31:33,815] Trial 3259 finished with value: 0.9975554820656268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:31:35,700] Trial 3260 finished with value: 0.9867081453721142 and parameters: {'classifier': 'SVC', 'svc_c': 2952663.35517459, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:31:38,722] Trial 3261 finished with value: 0.9966601966060487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:31:41,652] Trial 3262 finished with value: 0.9976266294406098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:31:44,749] Trial 3263 finished with value: 0.9973948952996419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:31:46,946] Trial 3264 finished with value: 0.9966291290666599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:31:50,355] Trial 3265 finished with value: 0.9972749746318779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:31:53,668] Trial 3266 finished with value: 0.9975416851211808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:31:54,897] Trial 3267 finished with value: 0.9946032623468213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:31:57,903] Trial 3268 finished with value: 0.9974866309599872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:32:00,717] Trial 3269 finished with value: 0.9974797972489644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:32:02,234] Trial 3270 finished with value: 0.9954472623947664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 14, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:32:05,641] Trial 3271 finished with value: 0.9974076761867181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:32:08,362] Trial 3272 finished with value: 0.9976338334377991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:32:11,130] Trial 3273 finished with value: 0.9976596125848797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 108}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:32:19,276] Trial 3274 finished with value: 0.9965259837237926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 38, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:32:22,137] Trial 3275 finished with value: 0.9972681189582232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:32:24,664] Trial 3276 finished with value: 0.9972228288055732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:32:26,977] Trial 3277 finished with value: 0.9958206037156727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 18, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:32:30,286] Trial 3278 finished with value: 0.9974797866802412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:32:33,628] Trial 3279 finished with value: 0.9973309308796154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:32:35,385] Trial 3280 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 4.13444970120229e-10, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:32:36,427] Trial 3281 finished with value: 0.9910432528450809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:32:37,664] Trial 3282 finished with value: 0.9973682347908707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:32:40,485] Trial 3283 finished with value: 0.9972663017408551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:32:43,090] Trial 3284 finished with value: 0.9973635712227469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:32:44,281] Trial 3285 finished with value: 0.9974039681200367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:32:47,017] Trial 3286 finished with value: 0.9970753212947328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:32:49,833] Trial 3287 finished with value: 0.9966505248596018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:32:53,417] Trial 3288 finished with value: 0.9973236798785853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:32:55,317] Trial 3289 finished with value: 0.9968087994238138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:32:56,323] Trial 3290 finished with value: 0.9971428693053673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 2, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:32:58,691] Trial 3291 finished with value: 0.9972128994425317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:33:01,318] Trial 3292 finished with value: 0.9972526608517002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:33:04,784] Trial 3293 finished with value: 0.9972621081159273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:33:06,925] Trial 3294 finished with value: 0.9972150562555094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:33:09,628] Trial 3295 finished with value: 0.9975845765862598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:33:12,312] Trial 3296 finished with value: 0.9972433723087483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:33:14,635] Trial 3297 finished with value: 0.9976681368155441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:33:17,593] Trial 3298 finished with value: 0.9975556004162837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 108}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:33:19,274] Trial 3299 finished with value: 0.9854975743654224 and parameters: {'classifier': 'SVC', 'svc_c': 0.35017384911739663, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:33:20,178] Trial 3300 finished with value: 0.9970345282766199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:33:22,239] Trial 3301 finished with value: 0.9975885528382594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:33:24,539] Trial 3302 finished with value: 0.9972914359736559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:33:27,133] Trial 3303 finished with value: 0.9975407306036136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:33:29,350] Trial 3304 finished with value: 0.9970167212475648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:33:33,009] Trial 3305 finished with value: 0.9971929349340026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 17, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:33:34,465] Trial 3306 finished with value: 0.9959366029428035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:33:36,596] Trial 3307 finished with value: 0.9972998452496195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:33:44,339] Trial 3308 finished with value: 0.9971640403621866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 38, 'rf_n_estimators': 108}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:33:46,729] Trial 3309 finished with value: 0.997437538732974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:33:47,438] Trial 3310 finished with value: 0.9931795627857062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 2, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:33:49,831] Trial 3311 finished with value: 0.9975086800777545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:33:51,996] Trial 3312 finished with value: 0.9973312553045056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:33:54,561] Trial 3313 finished with value: 0.9975124517472026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:33:56,870] Trial 3314 finished with value: 0.9974436567224455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:34:00,799] Trial 3315 finished with value: 0.9971676633395381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:34:02,502] Trial 3316 finished with value: 0.9850769189972445 and parameters: {'classifier': 'SVC', 'svc_c': 0.00010049635468838985, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:34:05,751] Trial 3317 finished with value: 0.9963228818408353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 15, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:34:07,817] Trial 3318 finished with value: 0.9974792350754095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:34:10,828] Trial 3319 finished with value: 0.9976364178238665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:34:13,319] Trial 3320 finished with value: 0.9974509078186894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:34:17,672] Trial 3321 finished with value: 0.997207109083479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 20, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:34:19,885] Trial 3322 finished with value: 0.9967997205732168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:34:22,377] Trial 3323 finished with value: 0.9973156778634505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:34:23,762] Trial 3324 finished with value: 0.9974321068853241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 50}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:34:34,353] Trial 3325 finished with value: 0.9969368361727521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 45, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:34:35,991] Trial 3326 finished with value: 0.9969416007943731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:34:39,084] Trial 3327 finished with value: 0.9973413000983168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:34:39,906] Trial 3328 finished with value: 0.9890991929303525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:34:41,307] Trial 3329 finished with value: 0.9972418562523843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 4, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:34:42,892] Trial 3330 finished with value: 0.9967162007780265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:34:45,815] Trial 3331 finished with value: 0.9974946380531872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:34:46,347] Trial 3332 finished with value: 0.9957384309090137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 15}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:34:48,298] Trial 3333 finished with value: 0.9970655609360484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:34:49,205] Trial 3334 finished with value: 0.9969994561432799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:34:51,024] Trial 3335 finished with value: 0.9852112979322326 and parameters: {'classifier': 'SVC', 'svc_c': 0.00039455324479296483, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:34:53,807] Trial 3336 finished with value: 0.9974684895720771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:34:55,251] Trial 3337 finished with value: 0.9973247766454537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:35:01,506] Trial 3338 finished with value: 0.9971252591148145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 31, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:35:02,532] Trial 3339 finished with value: 0.9938421218186394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:35:04,696] Trial 3340 finished with value: 0.9975261738854008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:35:05,786] Trial 3341 finished with value: 0.9971097444830784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:35:09,379] Trial 3342 finished with value: 0.9974045321343903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:35:12,434] Trial 3343 finished with value: 0.9970313093545683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:35:14,730] Trial 3344 finished with value: 0.9973561495987262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:35:17,333] Trial 3345 finished with value: 0.9974142894144977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:35:25,186] Trial 3346 finished with value: 0.9970882704561944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 37, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:35:26,947] Trial 3347 finished with value: 0.9970760339377072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:35:35,247] Trial 3348 finished with value: 0.9968260758267938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 41, 'rf_n_estimators': 106}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:35:42,055] Trial 3349 finished with value: 0.9971423405518288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 30, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:35:44,054] Trial 3350 finished with value: 0.9976729687850048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:35:45,887] Trial 3351 finished with value: 0.9970636809410993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:35:48,779] Trial 3352 finished with value: 0.997608448539005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:35:51,806] Trial 3353 finished with value: 0.9973094655806561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:35:57,874] Trial 3354 finished with value: 0.9971033827782154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 30, 'rf_n_estimators': 108}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:35:58,978] Trial 3355 finished with value: 0.9970481295251283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 3, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:36:00,688] Trial 3356 finished with value: 0.9954355227014826 and parameters: {'classifier': 'SVC', 'svc_c': 161566.62565468485, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:36:02,743] Trial 3357 finished with value: 0.9974685793268794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:36:05,096] Trial 3358 finished with value: 0.997057418131556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:36:07,480] Trial 3359 finished with value: 0.9974781688086699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:36:12,146] Trial 3360 finished with value: 0.9970588590008175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:36:13,571] Trial 3361 finished with value: 0.9970454628426669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:36:17,655] Trial 3362 finished with value: 0.9963297205347096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 18, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:36:32,552] Trial 3363 finished with value: 0.9960073823167493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 64, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:36:34,695] Trial 3364 finished with value: 0.9975213456610129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:36:37,728] Trial 3365 finished with value: 0.997355506493507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:36:47,963] Trial 3366 finished with value: 0.9971122589505357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 49, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:36:49,226] Trial 3367 finished with value: 0.9973121062062954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:36:58,174] Trial 3368 finished with value: 0.9967528994156484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 40, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:36:59,946] Trial 3369 finished with value: 0.9971596114958888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:37:01,522] Trial 3370 finished with value: 0.9975034112359976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 106}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:37:04,415] Trial 3371 finished with value: 0.995594809673205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 26, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:37:06,238] Trial 3372 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 1.0614165090648031e-05, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:37:12,636] Trial 3373 finished with value: 0.9948636427104792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 69, 'rf_n_estimators': 45}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:37:15,506] Trial 3374 finished with value: 0.9958025278030659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 33, 'rf_n_estimators': 41}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:37:18,481] Trial 3375 finished with value: 0.9974457401891192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:37:21,895] Trial 3376 finished with value: 0.9976293974622098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:37:23,891] Trial 3377 finished with value: 0.9973439632896084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:37:26,225] Trial 3378 finished with value: 0.9975447848991276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:37:26,907] Trial 3379 finished with value: 0.9879131874448976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:37:36,922] Trial 3380 finished with value: 0.9967232684926411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 42, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:37:38,513] Trial 3381 finished with value: 0.996681455799037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:37:41,951] Trial 3382 finished with value: 0.9972742333295731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:37:44,016] Trial 3383 finished with value: 0.9972748892251689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:37:46,483] Trial 3384 finished with value: 0.9974805256974166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:37:51,209] Trial 3385 finished with value: 0.9971717038608002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 21, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:37:53,302] Trial 3386 finished with value: 0.9974020295369105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:37:55,175] Trial 3387 finished with value: 0.9974785641360454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:37:56,804] Trial 3388 finished with value: 0.9975970280973324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:37:59,373] Trial 3389 finished with value: 0.997216359890059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:38:01,428] Trial 3390 finished with value: 0.9971077698139513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:40:29,203] Trial 3391 finished with value: 0.9900250808102856 and parameters: {'classifier': 'SVC', 'svc_c': 973732557.9593066, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:40:32,167] Trial 3392 finished with value: 0.9974940788947334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 105}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:40:33,744] Trial 3393 finished with value: 0.9972228792688461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:40:36,653] Trial 3394 finished with value: 0.9975792395397396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:40:42,648] Trial 3395 finished with value: 0.9950554290138102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 49, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:40:43,671] Trial 3396 finished with value: 0.9969100760069513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 3, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:40:46,932] Trial 3397 finished with value: 0.9975063562916455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 108}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:40:48,272] Trial 3398 finished with value: 0.9958365127226473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:40:50,460] Trial 3399 finished with value: 0.9976244915434247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:40:52,477] Trial 3400 finished with value: 0.9972900539464753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:40:54,311] Trial 3401 finished with value: 0.9973581863154622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:40:56,862] Trial 3402 finished with value: 0.9972556637972912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:40:57,490] Trial 3403 finished with value: 0.9960646164913314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 23}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:40:59,776] Trial 3404 finished with value: 0.9975615945644402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:41:00,785] Trial 3405 finished with value: 0.9970647764384516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:41:03,562] Trial 3406 finished with value: 0.9974547257302686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:41:05,345] Trial 3407 finished with value: 0.9970666604958526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:41:07,326] Trial 3408 finished with value: 0.997278225228361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:41:10,825] Trial 3409 finished with value: 0.997063240958488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 17, 'rf_n_estimators': 105}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:41:13,302] Trial 3410 finished with value: 0.9975568538097256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:41:15,160] Trial 3411 finished with value: 0.9852072023139629 and parameters: {'classifier': 'SVC', 'svc_c': 1.0899445642536056e-10, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:41:18,606] Trial 3412 finished with value: 0.9965541525131405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 20, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:41:19,766] Trial 3413 finished with value: 0.9971828415177173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:41:22,257] Trial 3414 finished with value: 0.9973946713887046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:41:23,513] Trial 3415 finished with value: 0.9946963196371096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:41:24,924] Trial 3416 finished with value: 0.9972589383876324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:41:30,094] Trial 3417 finished with value: 0.9971654463514876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 23, 'rf_n_estimators': 107}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:41:43,443] Trial 3418 finished with value: 0.9966671320053271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 61, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:41:44,161] Trial 3419 finished with value: 0.9943673019860947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 1, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:41:46,325] Trial 3420 finished with value: 0.997423368614212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:41:48,801] Trial 3421 finished with value: 0.9973582787045109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:41:50,506] Trial 3422 finished with value: 0.9972047849165149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:41:53,196] Trial 3423 finished with value: 0.9974834352066081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:41:55,206] Trial 3424 finished with value: 0.9962945285590313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:41:57,001] Trial 3425 finished with value: 0.9972358119583339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:41:59,096] Trial 3426 finished with value: 0.9973199374080122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:42:01,257] Trial 3427 finished with value: 0.997532549459729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:42:03,180] Trial 3428 finished with value: 0.9974589752139135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:42:04,923] Trial 3429 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 4.586767018724596e-08, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:42:16,690] Trial 3430 finished with value: 0.9968987550318809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 52, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:42:18,190] Trial 3431 finished with value: 0.9956923555922709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:42:19,663] Trial 3432 finished with value: 0.9974540150550445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:42:21,313] Trial 3433 finished with value: 0.9970355910839271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:42:24,819] Trial 3434 finished with value: 0.9967385329027149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:42:26,607] Trial 3435 finished with value: 0.997226830003568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:42:32,342] Trial 3436 finished with value: 0.9972015705012462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 27, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:42:34,746] Trial 3437 finished with value: 0.9976818375623925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:42:35,691] Trial 3438 finished with value: 0.9970680296374429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 106}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:42:42,975] Trial 3439 finished with value: 0.9968464797783896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 33, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:42:45,292] Trial 3440 finished with value: 0.9975057240407907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:42:48,442] Trial 3441 finished with value: 0.9973320846477657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:42:50,653] Trial 3442 finished with value: 0.9973987594216144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:42:52,655] Trial 3443 finished with value: 0.9975858499745834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:42:56,319] Trial 3444 finished with value: 0.997267011146563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:42:58,607] Trial 3445 finished with value: 0.9972861718925851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:43:00,457] Trial 3446 finished with value: 0.9974113171594631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:43:02,258] Trial 3447 finished with value: 0.985205235515837 and parameters: {'classifier': 'SVC', 'svc_c': 1.812562663656962e-07, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:43:17,247] Trial 3448 finished with value: 0.9959456561491716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 64, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:43:20,197] Trial 3449 finished with value: 0.997205860863316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:43:22,455] Trial 3450 finished with value: 0.997581323863337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:43:28,887] Trial 3451 finished with value: 0.9970743406251298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 30, 'rf_n_estimators': 105}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:43:31,190] Trial 3452 finished with value: 0.9973528825620069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:43:33,818] Trial 3453 finished with value: 0.9971692150693102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:43:34,410] Trial 3454 finished with value: 0.9969305719667408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 29}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:43:36,075] Trial 3455 finished with value: 0.9977657115208922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:43:37,771] Trial 3456 finished with value: 0.997516393754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:43:39,356] Trial 3457 finished with value: 0.9971361582613568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:43:40,915] Trial 3458 finished with value: 0.9971974859595066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:43:42,703] Trial 3459 finished with value: 0.9974098122431045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:43:44,279] Trial 3460 finished with value: 0.997378000005455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:43:50,039] Trial 3461 finished with value: 0.9969958150753214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 24, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:43:51,774] Trial 3462 finished with value: 0.996983111755691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:43:53,357] Trial 3463 finished with value: 0.9971703270703743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:43:54,545] Trial 3464 finished with value: 0.9968077784788064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 4, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:43:56,071] Trial 3465 finished with value: 0.99721577229444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:43:57,975] Trial 3466 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 4.138306183799576e-09, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:43:59,711] Trial 3467 finished with value: 0.9973751502904812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:44:01,995] Trial 3468 finished with value: 0.9974580767454911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:44:04,813] Trial 3469 finished with value: 0.9974137528851719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:44:06,320] Trial 3470 finished with value: 0.9974526018929765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:44:18,086] Trial 3471 finished with value: 0.9967735858980964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 52, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:44:21,093] Trial 3472 finished with value: 0.9971611669707339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:44:26,812] Trial 3473 finished with value: 0.9971027976264155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 25, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:44:27,847] Trial 3474 finished with value: 0.9958567824863702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:44:42,262] Trial 3475 finished with value: 0.9964998108997075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 68, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:44:47,345] Trial 3476 finished with value: 0.9971485635937741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 21, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:44:50,799] Trial 3477 finished with value: 0.9972067602204001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:44:52,800] Trial 3478 finished with value: 0.9970811958544538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:45:02,972] Trial 3479 finished with value: 0.9970152974532979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 45, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:45:12,183] Trial 3480 finished with value: 0.997134284106183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 41, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:45:15,610] Trial 3481 finished with value: 0.9962870814494709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 24, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:45:17,079] Trial 3482 finished with value: 0.9974847496955217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:45:20,367] Trial 3483 finished with value: 0.9970777408658466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:45:26,124] Trial 3484 finished with value: 0.9973874728504354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 25, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:45:27,957] Trial 3485 finished with value: 0.9867384510112965 and parameters: {'classifier': 'SVC', 'svc_c': 20184343.570811562, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:45:31,387] Trial 3486 finished with value: 0.9969720354481492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:45:32,460] Trial 3487 finished with value: 0.9960477284968631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:45:33,499] Trial 3488 finished with value: 0.9898525012729428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:45:35,191] Trial 3489 finished with value: 0.9975208429960345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:45:37,645] Trial 3490 finished with value: 0.9972798781385821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:45:40,581] Trial 3491 finished with value: 0.9972311074483095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:45:43,040] Trial 3492 finished with value: 0.9970235878390598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:45:55,321] Trial 3493 finished with value: 0.9965614772730677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 56, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:46:01,881] Trial 3494 finished with value: 0.996982590365347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 30, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:46:03,205] Trial 3495 finished with value: 0.9974646793410716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:46:03,972] Trial 3496 finished with value: 0.9968781163467214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 37}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:46:06,605] Trial 3497 finished with value: 0.9972314094344991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:46:08,122] Trial 3498 finished with value: 0.9972460013500514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:46:09,553] Trial 3499 finished with value: 0.9970338766021657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:46:10,638] Trial 3500 finished with value: 0.994060759185138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:46:13,094] Trial 3501 finished with value: 0.9975260378249914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:46:16,781] Trial 3502 finished with value: 0.997154179616501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:46:25,087] Trial 3503 finished with value: 0.9969932534453337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 38, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:46:26,273] Trial 3504 finished with value: 0.9869782752083545 and parameters: {'classifier': 'SVC', 'svc_c': 0.8620010980621926, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:46:31,590] Trial 3505 finished with value: 0.9957703657819378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 55, 'rf_n_estimators': 47}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:46:33,688] Trial 3506 finished with value: 0.9972833887002652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:46:38,510] Trial 3507 finished with value: 0.9974300138655403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:46:41,236] Trial 3508 finished with value: 0.9972950147401024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:46:44,585] Trial 3509 finished with value: 0.9967710363602512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:46:47,119] Trial 3510 finished with value: 0.9974930194199061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:46:49,269] Trial 3511 finished with value: 0.997281522511306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:46:51,132] Trial 3512 finished with value: 0.9972228536563548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:46:53,432] Trial 3513 finished with value: 0.9976083856344723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:46:54,999] Trial 3514 finished with value: 0.9974095001325226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:46:57,443] Trial 3515 finished with value: 0.9972832626055589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:47:00,524] Trial 3516 finished with value: 0.997614774824363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:47:01,676] Trial 3517 finished with value: 0.9911854775177472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 17, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:47:08,517] Trial 3518 finished with value: 0.9966616308103493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 31, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:47:10,223] Trial 3519 finished with value: 0.997389596148183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:47:11,874] Trial 3520 finished with value: 0.9964140154648139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 12, 'rf_n_estimators': 57}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:47:24,289] Trial 3521 finished with value: 0.9968189935762175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 56, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:47:25,693] Trial 3522 finished with value: 0.9866200031093907 and parameters: {'classifier': 'SVC', 'svc_c': 8542373.819627168, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:47:41,964] Trial 3523 finished with value: 0.9965272586672737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 70, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:47:43,340] Trial 3524 finished with value: 0.9973626116271147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:47:45,981] Trial 3525 finished with value: 0.9972009570709707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:47:47,203] Trial 3526 finished with value: 0.9958134860773299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:47:49,098] Trial 3527 finished with value: 0.99747218957733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:47:53,123] Trial 3528 finished with value: 0.9971587414646312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:47:56,559] Trial 3529 finished with value: 0.9975511860224716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:47:58,880] Trial 3530 finished with value: 0.9974174636495755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:48:00,466] Trial 3531 finished with value: 0.9969833258913526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:48:02,423] Trial 3532 finished with value: 0.9966519725207754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 26, 'rf_n_estimators': 33}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:48:03,939] Trial 3533 finished with value: 0.9968397051950882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:48:10,237] Trial 3534 finished with value: 0.9965392738455942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 36, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:48:13,412] Trial 3535 finished with value: 0.9973794360188163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:48:14,460] Trial 3536 finished with value: 0.9970590094702366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:48:16,008] Trial 3537 finished with value: 0.9969593904627927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:48:20,133] Trial 3538 finished with value: 0.9972956374378471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 20, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:48:21,496] Trial 3539 finished with value: 0.9944307926543762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:48:22,729] Trial 3540 finished with value: 0.9972297517318539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:48:23,481] Trial 3541 finished with value: 0.995459041252628 and parameters: {'classifier': 'SVC', 'svc_c': 4295.247089348906, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:48:25,866] Trial 3542 finished with value: 0.9970582783875382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:48:27,915] Trial 3543 finished with value: 0.997637571147686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:48:30,606] Trial 3544 finished with value: 0.997471808182896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:48:33,126] Trial 3545 finished with value: 0.9975116728037395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:48:37,295] Trial 3546 finished with value: 0.9972790094403167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:48:39,470] Trial 3547 finished with value: 0.9974315565182706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:48:41,303] Trial 3548 finished with value: 0.9973450279694523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:48:43,606] Trial 3549 finished with value: 0.9975776679420374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:48:46,716] Trial 3550 finished with value: 0.9970761075696525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:48:48,744] Trial 3551 finished with value: 0.9974310967629432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:48:51,297] Trial 3552 finished with value: 0.9973038115041781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:48:53,321] Trial 3553 finished with value: 0.9972650495534537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:48:53,877] Trial 3554 finished with value: 0.9968345094457322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 17}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:48:56,473] Trial 3555 finished with value: 0.9973058442536757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:48:58,660] Trial 3556 finished with value: 0.9972777455733653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:49:00,115] Trial 3557 finished with value: 0.9975510574204706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:49:01,096] Trial 3558 finished with value: 0.9964427717228291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:49:03,901] Trial 3559 finished with value: 0.9968432268015635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:49:04,689] Trial 3560 finished with value: 0.9924771641731384 and parameters: {'classifier': 'SVC', 'svc_c': 241.74343759252417, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:49:08,212] Trial 3561 finished with value: 0.9972649961068175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:49:09,964] Trial 3562 finished with value: 0.9976401221137369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:49:11,980] Trial 3563 finished with value: 0.9971833312971055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:49:19,766] Trial 3564 finished with value: 0.9969567993165508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 36, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:49:21,981] Trial 3565 finished with value: 0.9973197877637784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:49:23,911] Trial 3566 finished with value: 0.9973212264431242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:49:26,534] Trial 3567 finished with value: 0.9975491431485813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:49:33,329] Trial 3568 finished with value: 0.9968500525146334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 30, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:49:36,219] Trial 3569 finished with value: 0.9973694136954435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:49:37,376] Trial 3570 finished with value: 0.9956313120753449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:49:39,283] Trial 3571 finished with value: 0.9974052053588837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:49:41,918] Trial 3572 finished with value: 0.99729187636886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:49:50,172] Trial 3573 finished with value: 0.9967987899542937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 43, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:49:52,734] Trial 3574 finished with value: 0.9972782251648852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:49:54,028] Trial 3575 finished with value: 0.9964089493965474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:49:57,697] Trial 3576 finished with value: 0.9974382719738504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:49:59,167] Trial 3577 finished with value: 0.9973390881565937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:50:00,229] Trial 3578 finished with value: 0.9960744921855714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 14, 'rf_n_estimators': 52}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:50:53,611] Trial 3579 finished with value: 0.9898377582849509 and parameters: {'classifier': 'SVC', 'svc_c': 44306754.97733619, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:50:54,761] Trial 3580 finished with value: 0.9971852432521272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:51:07,737] Trial 3581 finished with value: 0.9967819094499717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 57, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:51:23,163] Trial 3582 finished with value: 0.9968524727839814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 71, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:51:25,699] Trial 3583 finished with value: 0.9973777244252043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:51:37,781] Trial 3584 finished with value: 0.9961019134837228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 51, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:51:45,684] Trial 3585 finished with value: 0.9967436872975776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 36, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:51:47,402] Trial 3586 finished with value: 0.9972337787645055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:51:53,162] Trial 3587 finished with value: 0.9968815144609984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 28, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:51:59,269] Trial 3588 finished with value: 0.9970158214461503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 28, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:52:04,277] Trial 3589 finished with value: 0.9971876974492981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 23, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:52:05,300] Trial 3590 finished with value: 0.9972044787726594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:52:12,657] Trial 3591 finished with value: 0.9970785452948494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 34, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:52:15,492] Trial 3592 finished with value: 0.997088750777686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:52:17,976] Trial 3593 finished with value: 0.9970566466465013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:52:20,183] Trial 3594 finished with value: 0.9970811006089936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:52:22,134] Trial 3595 finished with value: 0.9974301274237732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:52:27,111] Trial 3596 finished with value: 0.9972349242173241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:52:28,936] Trial 3597 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 1.1721530510631606e-09, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:52:30,561] Trial 3598 finished with value: 0.9972212362291143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:52:32,150] Trial 3599 finished with value: 0.9909058170735349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 27, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:52:34,315] Trial 3600 finished with value: 0.9971693004125434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:52:36,066] Trial 3601 finished with value: 0.9975422814129863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:52:39,071] Trial 3602 finished with value: 0.9973409710396922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:52:41,995] Trial 3603 finished with value: 0.9969710705205483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:52:58,471] Trial 3604 finished with value: 0.996115871815428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 71, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:53:00,740] Trial 3605 finished with value: 0.9973715024306099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:53:03,230] Trial 3606 finished with value: 0.9973189398221045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:53:10,288] Trial 3607 finished with value: 0.9971413569306007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 33, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:53:12,072] Trial 3608 finished with value: 0.9970978540982101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:53:14,777] Trial 3609 finished with value: 0.9976135914130073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:53:16,554] Trial 3610 finished with value: 0.9972696459006894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:53:17,501] Trial 3611 finished with value: 0.993267442290294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:53:19,073] Trial 3612 finished with value: 0.9974981564223956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:53:23,365] Trial 3613 finished with value: 0.9971631554775886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:53:34,895] Trial 3614 finished with value: 0.9965620531573988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 59, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:53:36,136] Trial 3615 finished with value: 0.9971386913589658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 48}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:53:37,883] Trial 3616 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 3.9074431626161034e-05, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:53:38,590] Trial 3617 finished with value: 0.9953127804067928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 13}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:53:41,247] Trial 3618 finished with value: 0.9975192025905489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:53:43,042] Trial 3619 finished with value: 0.996341415763185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:53:45,815] Trial 3620 finished with value: 0.9973877017124861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:53:48,043] Trial 3621 finished with value: 0.9972971448615002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:53:50,040] Trial 3622 finished with value: 0.9974750591602338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:53:50,471] Trial 3623 finished with value: 0.98921362573306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 1, 'rf_n_estimators': 27}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:53:52,093] Trial 3624 finished with value: 0.9971603693336434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:53:53,567] Trial 3625 finished with value: 0.9974457131166843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:53:55,259] Trial 3626 finished with value: 0.9968375986549559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 44}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:53:57,759] Trial 3627 finished with value: 0.9974615073593854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:54:00,349] Trial 3628 finished with value: 0.9973275748815418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:54:02,392] Trial 3629 finished with value: 0.9973276808861526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:54:06,124] Trial 3630 finished with value: 0.9974441640528964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:54:11,067] Trial 3631 finished with value: 0.99724973918689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:54:13,264] Trial 3632 finished with value: 0.9972908920176599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:54:14,544] Trial 3633 finished with value: 0.9974550207658565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:54:16,452] Trial 3634 finished with value: 0.9974383191681188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:54:18,394] Trial 3635 finished with value: 0.985298970029595 and parameters: {'classifier': 'SVC', 'svc_c': 0.0014471026798324657, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:54:21,519] Trial 3636 finished with value: 0.9975550955296516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:54:36,505] Trial 3637 finished with value: 0.9968167346623912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 71, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:54:38,937] Trial 3638 finished with value: 0.9972370484354709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:54:40,608] Trial 3639 finished with value: 0.9972641965654526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:54:41,561] Trial 3640 finished with value: 0.9933259548995265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:54:44,396] Trial 3641 finished with value: 0.9970108911209142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:54:47,105] Trial 3642 finished with value: 0.9971365627927256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:54:48,580] Trial 3643 finished with value: 0.9969307720425095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 5, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:54:51,106] Trial 3644 finished with value: 0.9975534769915845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:54:53,026] Trial 3645 finished with value: 0.9977260944239887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:54:56,076] Trial 3646 finished with value: 0.9972448191129981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:54:57,952] Trial 3647 finished with value: 0.9973873797631528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 127}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:54:59,996] Trial 3648 finished with value: 0.9972129397179361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:55:02,308] Trial 3649 finished with value: 0.9973988368303707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:55:07,991] Trial 3650 finished with value: 0.996989354062546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 27, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:55:10,162] Trial 3651 finished with value: 0.9974383165656103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:55:11,762] Trial 3652 finished with value: 0.9974056854264721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:55:22,796] Trial 3653 finished with value: 0.9964510793105369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 51, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:55:23,605] Trial 3654 finished with value: 0.9926486256792147 and parameters: {'classifier': 'SVC', 'svc_c': 61.63132422184472, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:55:26,131] Trial 3655 finished with value: 0.9974292454590624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:55:28,009] Trial 3656 finished with value: 0.9975500037854182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:55:31,401] Trial 3657 finished with value: 0.9975352568619259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:55:32,127] Trial 3658 finished with value: 0.996896657124459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 20}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:55:33,247] Trial 3659 finished with value: 0.9970722087581471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:55:35,745] Trial 3660 finished with value: 0.9973939671245379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:55:37,547] Trial 3661 finished with value: 0.9975216930641482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:55:48,720] Trial 3662 finished with value: 0.9959627101963716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 66, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:55:51,658] Trial 3663 finished with value: 0.9974631630942801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:55:57,480] Trial 3664 finished with value: 0.997158215345339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 30, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:56:09,765] Trial 3665 finished with value: 0.9960879265879004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 63, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:56:12,047] Trial 3666 finished with value: 0.9975108367637809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:56:13,853] Trial 3667 finished with value: 0.9972687457184198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:56:17,274] Trial 3668 finished with value: 0.9971373321196025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:56:18,292] Trial 3669 finished with value: 0.9973574392685961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 41}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:56:19,729] Trial 3670 finished with value: 0.997434031186392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:56:22,861] Trial 3671 finished with value: 0.9974799834552676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:56:24,036] Trial 3672 finished with value: 0.997187005372488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:56:25,763] Trial 3673 finished with value: 0.9973528593933345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:56:33,209] Trial 3674 finished with value: 0.9968801834683729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 38, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:56:34,032] Trial 3675 finished with value: 0.9929876110326635 and parameters: {'classifier': 'SVC', 'svc_c': 913.9513470697962, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:56:36,120] Trial 3676 finished with value: 0.9919312608024761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 25, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:56:38,630] Trial 3677 finished with value: 0.9973672804637309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:56:42,473] Trial 3678 finished with value: 0.9974629868536798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 18, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:56:44,631] Trial 3679 finished with value: 0.9975100311287376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:56:46,350] Trial 3680 finished with value: 0.9974556142647261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:56:48,186] Trial 3681 finished with value: 0.9973345191674342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:56:50,735] Trial 3682 finished with value: 0.9973543586286077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:56:53,314] Trial 3683 finished with value: 0.9974346384912515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:56:55,406] Trial 3684 finished with value: 0.9974330041477062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:56:56,748] Trial 3685 finished with value: 0.9969652711161919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:56:57,749] Trial 3686 finished with value: 0.9964747060879467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:56:58,213] Trial 3687 finished with value: 0.9960113090576131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 10}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:57:00,968] Trial 3688 finished with value: 0.9963584912334728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:57:03,137] Trial 3689 finished with value: 0.9972942404303738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 15:57:07,773] Trial 3690 finished with value: 0.997213131510111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:00:22,289] Trial 3691 finished with value: 0.9896084897350628 and parameters: {'classifier': 'SVC', 'svc_c': 2756323364.7869325, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:00:25,827] Trial 3692 finished with value: 0.9970731229368338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 20, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:00:30,630] Trial 3693 finished with value: 0.9971947833814716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 23, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:00:32,627] Trial 3694 finished with value: 0.997471762956378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:00:33,835] Trial 3695 finished with value: 0.9967987877961161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:00:35,686] Trial 3696 finished with value: 0.9975929957327124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:00:38,092] Trial 3697 finished with value: 0.9972620378799381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:00:40,135] Trial 3698 finished with value: 0.9974898543253458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 83}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:00:51,777] Trial 3699 finished with value: 0.9968573561053763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 58, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:00:52,983] Trial 3700 finished with value: 0.990392301983543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 68}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:01:05,440] Trial 3701 finished with value: 0.996234599169609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 69, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:01:07,631] Trial 3702 finished with value: 0.9974997022171789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:01:08,486] Trial 3703 finished with value: 0.9953881931026367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 55}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:01:10,184] Trial 3704 finished with value: 0.9972113244488733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:01:10,624] Trial 3705 finished with value: 0.9889258878961829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 4}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:01:11,995] Trial 3706 finished with value: 0.99625688787684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:01:15,372] Trial 3707 finished with value: 0.9973932581631608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:01:18,359] Trial 3708 finished with value: 0.997299123688293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:01:19,235] Trial 3709 finished with value: 0.9970113499241046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:01:20,774] Trial 3710 finished with value: 0.9867330436335733 and parameters: {'classifier': 'SVC', 'svc_c': 276166231.76877654, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:01:22,732] Trial 3711 finished with value: 0.9975741625853711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:01:26,219] Trial 3712 finished with value: 0.9970992342845921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 29, 'rf_n_estimators': 62}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:01:27,617] Trial 3713 finished with value: 0.997612156066142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:01:31,542] Trial 3714 finished with value: 0.9970067487527071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 17, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:01:33,627] Trial 3715 finished with value: 0.997376291426944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:01:35,159] Trial 3716 finished with value: 0.9973111509587564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:01:36,627] Trial 3717 finished with value: 0.9964185981330115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:01:39,262] Trial 3718 finished with value: 0.9973389730432033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:01:40,804] Trial 3719 finished with value: 0.9975879223647274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:01:43,340] Trial 3720 finished with value: 0.9970579172101511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:01:44,242] Trial 3721 finished with value: 0.9971493829713313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 38}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:01:46,553] Trial 3722 finished with value: 0.9975963649972316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:01:48,341] Trial 3723 finished with value: 0.9967921011585563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:01:50,139] Trial 3724 finished with value: 0.9974927984288563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:01:51,146] Trial 3725 finished with value: 0.99690425575079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:01:52,438] Trial 3726 finished with value: 0.9954078980902962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:01:54,678] Trial 3727 finished with value: 0.9968915377365084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:01:57,686] Trial 3728 finished with value: 0.9969543894572367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:01:59,478] Trial 3729 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.011974409822221e-08, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:02:01,465] Trial 3730 finished with value: 0.9975284601255653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:02:11,073] Trial 3731 finished with value: 0.9968608895818288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 44, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:02:14,449] Trial 3732 finished with value: 0.997508405893972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:02:16,496] Trial 3733 finished with value: 0.9974886399060542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:02:18,831] Trial 3734 finished with value: 0.9973136189301792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:02:21,905] Trial 3735 finished with value: 0.9973256769229369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:02:23,573] Trial 3736 finished with value: 0.9974979057881402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:02:28,200] Trial 3737 finished with value: 0.9890769454189258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 74, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:02:29,310] Trial 3738 finished with value: 0.9972415361755873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 79}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:02:32,337] Trial 3739 finished with value: 0.9973395229659259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:02:33,125] Trial 3740 finished with value: 0.9972065822659529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 3, 'rf_n_estimators': 59}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:02:35,543] Trial 3741 finished with value: 0.9974170204614357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:02:37,939] Trial 3742 finished with value: 0.9972944388557714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:02:39,973] Trial 3743 finished with value: 0.9974869680483024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:02:42,236] Trial 3744 finished with value: 0.9973837086711336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:02:51,015] Trial 3745 finished with value: 0.9968735247601718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 45, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:02:52,496] Trial 3746 finished with value: 0.997238795353374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:02:56,571] Trial 3747 finished with value: 0.9972915139219567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 19, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:03:09,441] Trial 3748 finished with value: 0.9960373885722502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 54, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:03:11,133] Trial 3749 finished with value: 0.9967572854040333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:03:13,014] Trial 3750 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 3.891500950264289e-06, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:03:14,320] Trial 3751 finished with value: 0.9975156564189337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:03:17,364] Trial 3752 finished with value: 0.9971851348036974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:03:25,387] Trial 3753 finished with value: 0.9973672993795238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 36, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:03:35,801] Trial 3754 finished with value: 0.9969224922889467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 48, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:03:39,162] Trial 3755 finished with value: 0.9970127589919825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:03:41,575] Trial 3756 finished with value: 0.9972731655711521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:03:42,176] Trial 3757 finished with value: 0.9968530485413608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 23}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:03:44,082] Trial 3758 finished with value: 0.9973401016431929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:03:44,906] Trial 3759 finished with value: 0.9966924936084971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 31}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:03:45,773] Trial 3760 finished with value: 0.997174108800739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 34}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:03:48,765] Trial 3761 finished with value: 0.9972951320751463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:03:49,623] Trial 3762 finished with value: 0.997012299903151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:04:02,028] Trial 3763 finished with value: 0.9966791427403406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 60, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:04:05,784] Trial 3764 finished with value: 0.9963400584280961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 23, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:04:08,301] Trial 3765 finished with value: 0.9972279775510885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:04:09,675] Trial 3766 finished with value: 0.9962904976226173 and parameters: {'classifier': 'SVC', 'svc_c': 88640.86279796333, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:04:12,196] Trial 3767 finished with value: 0.9976912947605848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:04:13,460] Trial 3768 finished with value: 0.9886144451431677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:04:18,251] Trial 3769 finished with value: 0.994900994101644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 44, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:04:19,714] Trial 3770 finished with value: 0.9972012592793256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:04:20,907] Trial 3771 finished with value: 0.9972612861675997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 50}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:04:22,850] Trial 3772 finished with value: 0.9974473526335084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:04:24,799] Trial 3773 finished with value: 0.997355715106773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:04:30,703] Trial 3774 finished with value: 0.9969725231328352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 28, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:04:37,388] Trial 3775 finished with value: 0.9970310158424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 32, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:04:40,418] Trial 3776 finished with value: 0.9973668971015467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:04:42,527] Trial 3777 finished with value: 0.9964918143752307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 15, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:04:45,293] Trial 3778 finished with value: 0.9975243082994617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:04:47,640] Trial 3779 finished with value: 0.9973659429330964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:04:51,158] Trial 3780 finished with value: 0.997359520323189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:04:52,428] Trial 3781 finished with value: 0.9941753363001107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 65}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:04:55,454] Trial 3782 finished with value: 0.9975211212105313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:04:57,206] Trial 3783 finished with value: 0.9975203858749532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:04:58,671] Trial 3784 finished with value: 0.9975060079998488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:05:13,588] Trial 3785 finished with value: 0.9965967922966134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 67, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:05:15,409] Trial 3786 finished with value: 0.9853889367776674 and parameters: {'classifier': 'SVC', 'svc_c': 0.01272978900320515, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:05:21,277] Trial 3787 finished with value: 0.9972300309619638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 25, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:05:22,954] Trial 3788 finished with value: 0.9976178011290541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:05:24,782] Trial 3789 finished with value: 0.9974138560333712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:05:29,401] Trial 3790 finished with value: 0.9969747279335294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 19, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:05:31,657] Trial 3791 finished with value: 0.9971898703216572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:05:34,240] Trial 3792 finished with value: 0.9973740696782074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:05:43,679] Trial 3793 finished with value: 0.996622906595997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 42, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:05:45,436] Trial 3794 finished with value: 0.9973738573833444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:05:48,462] Trial 3795 finished with value: 0.9975228450549757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:05:50,628] Trial 3796 finished with value: 0.9972342239521336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:05:52,699] Trial 3797 finished with value: 0.9973300783994209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:05:55,744] Trial 3798 finished with value: 0.9974624203002938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:05:57,448] Trial 3799 finished with value: 0.9975512401990797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:05:58,652] Trial 3800 finished with value: 0.9972472138015926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 4, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:06:01,188] Trial 3801 finished with value: 0.9972775685393175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:06:03,960] Trial 3802 finished with value: 0.9976179213205096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:06:06,161] Trial 3803 finished with value: 0.9969621274129813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:06:08,940] Trial 3804 finished with value: 0.9943082280284924 and parameters: {'classifier': 'SVC', 'svc_c': 556889.8984589144, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:06:10,687] Trial 3805 finished with value: 0.9974357116451168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:06:12,654] Trial 3806 finished with value: 0.9975816943399307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:06:13,790] Trial 3807 finished with value: 0.996984184306536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:06:18,211] Trial 3808 finished with value: 0.9976609493538046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:06:20,567] Trial 3809 finished with value: 0.997308375193107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:06:23,564] Trial 3810 finished with value: 0.997557316008872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:06:24,202] Trial 3811 finished with value: 0.9872874244532243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 3, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:06:25,192] Trial 3812 finished with value: 0.9972114466080791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:06:27,602] Trial 3813 finished with value: 0.9952432374147704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 24, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:06:28,496] Trial 3814 finished with value: 0.9969036273084839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:06:31,040] Trial 3815 finished with value: 0.9974903758109033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:06:32,401] Trial 3816 finished with value: 0.9974890828720288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:06:34,181] Trial 3817 finished with value: 0.9974241968466453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:06:36,996] Trial 3818 finished with value: 0.9974121147330778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:06:38,994] Trial 3819 finished with value: 0.9973404620906079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:06:46,500] Trial 3820 finished with value: 0.9968918597810555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 34, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:06:48,322] Trial 3821 finished with value: 0.9975672925344442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:06:51,053] Trial 3822 finished with value: 0.9971204138154327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:06:52,121] Trial 3823 finished with value: 0.9890127115123267 and parameters: {'classifier': 'SVC', 'svc_c': 22047.625152246354, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:07:03,186] Trial 3824 finished with value: 0.9970031868708275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 50, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:07:05,173] Trial 3825 finished with value: 0.997325576789839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:07:07,208] Trial 3826 finished with value: 0.9968180999636949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:07:10,367] Trial 3827 finished with value: 0.9975707358117636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:07:12,852] Trial 3828 finished with value: 0.997563216752367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:07:18,283] Trial 3829 finished with value: 0.9969832852350932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 29, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:07:20,068] Trial 3830 finished with value: 0.9974864154595954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:07:21,710] Trial 3831 finished with value: 0.9975705365611804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:07:23,890] Trial 3832 finished with value: 0.9974441884593471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:07:26,498] Trial 3833 finished with value: 0.997588226064764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:07:29,986] Trial 3834 finished with value: 0.9972034917237371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:07:33,101] Trial 3835 finished with value: 0.9973620449467767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:07:35,203] Trial 3836 finished with value: 0.9975122520840266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:07:36,636] Trial 3837 finished with value: 0.996901186853827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 5, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:07:44,226] Trial 3838 finished with value: 0.9972976283567826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 32, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:07:46,481] Trial 3839 finished with value: 0.9975132648089161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:07:48,824] Trial 3840 finished with value: 0.9973854627618038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:07:50,601] Trial 3841 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 7.091963904391743e-07, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:07:53,650] Trial 3842 finished with value: 0.9974831603880675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:07:55,448] Trial 3843 finished with value: 0.9969572377122669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:07:59,328] Trial 3844 finished with value: 0.9970788122106512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 19, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:08:00,056] Trial 3845 finished with value: 0.9969339469123454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 25}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:08:01,940] Trial 3846 finished with value: 0.9973414399990128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 83}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:08:03,790] Trial 3847 finished with value: 0.9969971909453482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:08:06,005] Trial 3848 finished with value: 0.9973439383118752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:08:08,787] Trial 3849 finished with value: 0.997012317708117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:08:10,015] Trial 3850 finished with value: 0.9974899690578812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 4, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:08:13,887] Trial 3851 finished with value: 0.9972811726326141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 17, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:08:15,246] Trial 3852 finished with value: 0.9962691445806365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:08:16,356] Trial 3853 finished with value: 0.9971316238665165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:08:18,742] Trial 3854 finished with value: 0.9969881875992327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 27, 'rf_n_estimators': 46}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:08:20,186] Trial 3855 finished with value: 0.9971573223358366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 53}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:08:31,972] Trial 3856 finished with value: 0.9953626166973087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 74, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:08:35,172] Trial 3857 finished with value: 0.9975146747971935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:08:39,873] Trial 3858 finished with value: 0.9973996790274833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 21, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:08:54,824] Trial 3859 finished with value: 0.9956924470609202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 68, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:08:56,683] Trial 3860 finished with value: 0.9852049079488939 and parameters: {'classifier': 'SVC', 'svc_c': 1.0491856244164807e-07, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:09:12,958] Trial 3861 finished with value: 0.9960673603921216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 68, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:09:15,311] Trial 3862 finished with value: 0.9973130554553701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:09:17,833] Trial 3863 finished with value: 0.9974980732056021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:09:20,431] Trial 3864 finished with value: 0.9938320362733549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 36, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:09:21,955] Trial 3865 finished with value: 0.9975031237540316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 106}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:09:24,126] Trial 3866 finished with value: 0.997033281706828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:09:33,572] Trial 3867 finished with value: 0.9968157075602297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 42, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:09:48,355] Trial 3868 finished with value: 0.9958208539055974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 61, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:09:51,213] Trial 3869 finished with value: 0.997136722783517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:09:52,641] Trial 3870 finished with value: 0.9966580462993416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:09:54,159] Trial 3871 finished with value: 0.9974793564094296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:10:05,777] Trial 3872 finished with value: 0.9970177478736578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 48, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:10:07,412] Trial 3873 finished with value: 0.9968251340678654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:10:10,393] Trial 3874 finished with value: 0.9974988186020971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:10:13,267] Trial 3875 finished with value: 0.9973116700957089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:10:20,011] Trial 3876 finished with value: 0.9970437767028567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 32, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:10:22,195] Trial 3877 finished with value: 0.9975072865297134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:10:23,262] Trial 3878 finished with value: 0.9956867588661917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:10:24,370] Trial 3879 finished with value: 0.9896764158393889 and parameters: {'classifier': 'SVC', 'svc_c': 4.207902010550634, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:10:30,194] Trial 3880 finished with value: 0.9974100902989119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 26, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:10:32,628] Trial 3881 finished with value: 0.9974627886504478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:10:35,329] Trial 3882 finished with value: 0.9972194958174824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:10:36,185] Trial 3883 finished with value: 0.9967668412753797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:10:38,358] Trial 3884 finished with value: 0.9972505400929851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:10:40,186] Trial 3885 finished with value: 0.9974526708594494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:10:42,529] Trial 3886 finished with value: 0.9971700590754836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:10:44,037] Trial 3887 finished with value: 0.9975543808237134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:10:47,236] Trial 3888 finished with value: 0.9974426578352836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:10:48,226] Trial 3889 finished with value: 0.9968897095378243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 3, 'rf_n_estimators': 108}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:10:49,609] Trial 3890 finished with value: 0.997239122190345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 57}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:10:49,995] Trial 3891 finished with value: 0.996061490497873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 7}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:10:52,813] Trial 3892 finished with value: 0.9970256641012286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:10:56,127] Trial 3893 finished with value: 0.9973540983460284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:10:56,646] Trial 3894 finished with value: 0.990241546351776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 42}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:10:58,872] Trial 3895 finished with value: 0.9976498205835016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:11:01,741] Trial 3896 finished with value: 0.9972645060417884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:11:03,436] Trial 3897 finished with value: 0.9974118058280244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:11:04,723] Trial 3898 finished with value: 0.9867830216973218 and parameters: {'classifier': 'SVC', 'svc_c': 1511491.930647487, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:11:08,374] Trial 3899 finished with value: 0.9973851496356086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:11:10,225] Trial 3900 finished with value: 0.99682675901699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:11:12,339] Trial 3901 finished with value: 0.9973929931198956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:11:14,383] Trial 3902 finished with value: 0.9974339156286708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:11:15,544] Trial 3903 finished with value: 0.9945508497316665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:11:23,465] Trial 3904 finished with value: 0.996802664391086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 38, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:11:25,738] Trial 3905 finished with value: 0.9974839890330935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:11:27,516] Trial 3906 finished with value: 0.9972875223088101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:11:28,756] Trial 3907 finished with value: 0.997140522953606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:11:29,381] Trial 3908 finished with value: 0.9968775403037008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 17}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:11:32,925] Trial 3909 finished with value: 0.9971308005534589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:11:35,856] Trial 3910 finished with value: 0.9950497432311627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 34, 'rf_n_estimators': 107}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:11:36,822] Trial 3911 finished with value: 0.9966946128755305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 36}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:11:39,629] Trial 3912 finished with value: 0.9973937266781508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:11:41,620] Trial 3913 finished with value: 0.9971668659246129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:11:44,021] Trial 3914 finished with value: 0.9970287852070493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:11:46,248] Trial 3915 finished with value: 0.9975004322842644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:11:47,102] Trial 3916 finished with value: 0.9958426232537105 and parameters: {'classifier': 'SVC', 'svc_c': 7622.3590541747635, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:11:51,600] Trial 3917 finished with value: 0.9970843556805216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 21, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:11:55,651] Trial 3918 finished with value: 0.9971749880359896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 18, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:11:58,619] Trial 3919 finished with value: 0.9973732001864944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:12:09,881] Trial 3920 finished with value: 0.9967090075717259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 51, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:12:13,164] Trial 3921 finished with value: 0.9970934471945441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:12:15,071] Trial 3922 finished with value: 0.9974694310771023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:12:16,849] Trial 3923 finished with value: 0.9972161895527094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:12:31,486] Trial 3924 finished with value: 0.9961110287376997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 73, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:12:33,030] Trial 3925 finished with value: 0.9972832596856714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 71}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:12:37,078] Trial 3926 finished with value: 0.9942595666435733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 48, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:12:39,049] Trial 3927 finished with value: 0.9968476775987553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 85}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:12:42,236] Trial 3928 finished with value: 0.9971949042394234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:12:43,677] Trial 3929 finished with value: 0.9976342116267044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 105}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:12:46,692] Trial 3930 finished with value: 0.9971034252752736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:12:48,535] Trial 3931 finished with value: 0.997388601133046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:12:50,436] Trial 3932 finished with value: 0.9975950284504722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:13:06,239] Trial 3933 finished with value: 0.996283216407099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 72, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:13:07,280] Trial 3934 finished with value: 0.9970560934230361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:13:08,838] Trial 3935 finished with value: 0.9969264299476506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:13:10,386] Trial 3936 finished with value: 0.9867340268739468 and parameters: {'classifier': 'SVC', 'svc_c': 117586343.42804153, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:13:11,604] Trial 3937 finished with value: 0.9972869595004968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 3, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:13:13,180] Trial 3938 finished with value: 0.9961033592406215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:13:15,347] Trial 3939 finished with value: 0.9974636757566994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:13:17,988] Trial 3940 finished with value: 0.9974876874197132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:13:20,369] Trial 3941 finished with value: 0.9975059135478362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:13:23,020] Trial 3942 finished with value: 0.997136228243443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:13:24,718] Trial 3943 finished with value: 0.9948159238461981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 21, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:13:27,100] Trial 3944 finished with value: 0.9975610257894004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:13:29,141] Trial 3945 finished with value: 0.9975903839250929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:13:32,818] Trial 3946 finished with value: 0.997407219033899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:13:35,250] Trial 3947 finished with value: 0.9971174643164776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:13:40,541] Trial 3948 finished with value: 0.9965092773971066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 35, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:13:43,498] Trial 3949 finished with value: 0.9971720730996158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 107}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:13:45,206] Trial 3950 finished with value: 0.997320610442078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:13:47,043] Trial 3951 finished with value: 0.9972355096230272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:14:01,775] Trial 3952 finished with value: 0.9964029125926436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 64, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:14:04,303] Trial 3953 finished with value: 0.9976613491244871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:14:06,070] Trial 3954 finished with value: 0.9853866421269574 and parameters: {'classifier': 'SVC', 'svc_c': 0.020578757211557566, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:14:07,678] Trial 3955 finished with value: 0.9973248282512911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 61}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:14:10,537] Trial 3956 finished with value: 0.9976882404313213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:14:11,971] Trial 3957 finished with value: 0.9972980518356821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:14:12,852] Trial 3958 finished with value: 0.9960790802174753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 1, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:14:14,221] Trial 3959 finished with value: 0.9973242187247783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:14:16,218] Trial 3960 finished with value: 0.997311795301754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:14:18,686] Trial 3961 finished with value: 0.9852336322785744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 72, 'rf_n_estimators': 80}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:14:21,187] Trial 3962 finished with value: 0.9975660384427684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:14:23,415] Trial 3963 finished with value: 0.9969973134536709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:14:25,075] Trial 3964 finished with value: 0.9975266374175393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:14:27,076] Trial 3965 finished with value: 0.9973623204635514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:14:29,451] Trial 3966 finished with value: 0.997460300398502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:14:43,356] Trial 3967 finished with value: 0.9963698880621421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 74, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:14:44,196] Trial 3968 finished with value: 0.9967211486860633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 21}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:14:46,543] Trial 3969 finished with value: 0.997426531455381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:14:47,633] Trial 3970 finished with value: 0.9967817170547765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 29}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:15:02,646] Trial 3971 finished with value: 0.9967773234492938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 61, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:15:04,496] Trial 3972 finished with value: 0.9854028647679334 and parameters: {'classifier': 'SVC', 'svc_c': 0.13692260645615897, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:15:09,980] Trial 3973 finished with value: 0.9962444307798958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 25, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:15:11,697] Trial 3974 finished with value: 0.997461599748434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:15:15,983] Trial 3975 finished with value: 0.9974297042622529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:15:18,519] Trial 3976 finished with value: 0.9974801061857557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:15:21,442] Trial 3977 finished with value: 0.9973113934046315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:15:24,109] Trial 3978 finished with value: 0.9974635000556438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:15:25,555] Trial 3979 finished with value: 0.9970203393372786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:15:27,907] Trial 3980 finished with value: 0.9975705198670411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:15:29,961] Trial 3981 finished with value: 0.9972456930797562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:15:31,457] Trial 3982 finished with value: 0.9974393866726365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:15:32,423] Trial 3983 finished with value: 0.9966127264400103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 2, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:15:35,372] Trial 3984 finished with value: 0.9973545086536962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 107}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:15:38,056] Trial 3985 finished with value: 0.9973867736643339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:15:45,669] Trial 3986 finished with value: 0.9968814126457913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 35, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:15:47,267] Trial 3987 finished with value: 0.9970944868966548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 75}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:15:47,900] Trial 3988 finished with value: 0.9947084680829036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 14}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:15:51,811] Trial 3989 finished with value: 0.9971283141740498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 18, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:15:53,118] Trial 3990 finished with value: 0.9968055908800583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 4, 'rf_n_estimators': 66}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:15:54,978] Trial 3991 finished with value: 0.99745309735345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:15:56,805] Trial 3992 finished with value: 0.9850772466594013 and parameters: {'classifier': 'SVC', 'svc_c': 0.00016326308957468783, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:15:58,161] Trial 3993 finished with value: 0.9966416068884575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:16:01,238] Trial 3994 finished with value: 0.9973419109578218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:16:03,956] Trial 3995 finished with value: 0.9976388956657786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:16:06,062] Trial 3996 finished with value: 0.9974528264704096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:16:18,700] Trial 3997 finished with value: 0.9963298570394495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 52, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:16:21,184] Trial 3998 finished with value: 0.9974836551185691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:16:27,665] Trial 3999 finished with value: 0.9972055402787127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 28, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:16:29,638] Trial 4000 finished with value: 0.9975209035836997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:16:32,322] Trial 4001 finished with value: 0.9973362077828011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:16:49,841] Trial 4002 finished with value: 0.9960130880308027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 74, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:16:54,007] Trial 4003 finished with value: 0.9973818608266849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:16:56,101] Trial 4004 finished with value: 0.9973172258164116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:16:58,406] Trial 4005 finished with value: 0.9975948846142755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:17:00,128] Trial 4006 finished with value: 0.9975812447724716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:17:01,678] Trial 4007 finished with value: 0.9974045732032427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 104}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:17:02,815] Trial 4008 finished with value: 0.9963895595980472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 5, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:17:04,698] Trial 4009 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 6.508129260799321e-06, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:17:12,439] Trial 4010 finished with value: 0.9964472990083783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 34, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:17:17,148] Trial 4011 finished with value: 0.9971981800992807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 107}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:17:19,700] Trial 4012 finished with value: 0.9972200865868919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:17:28,456] Trial 4013 finished with value: 0.9969392100412792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 39, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:17:30,218] Trial 4014 finished with value: 0.9956784846667626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:17:32,695] Trial 4015 finished with value: 0.9974300866405622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:17:34,968] Trial 4016 finished with value: 0.9969932021886131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:17:36,864] Trial 4017 finished with value: 0.9973055609293757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:17:39,256] Trial 4018 finished with value: 0.997160670589861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:17:40,373] Trial 4019 finished with value: 0.9972139678357109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:17:41,900] Trial 4020 finished with value: 0.9960492997454481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:17:43,027] Trial 4021 finished with value: 0.9968431475202705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 49}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:17:44,841] Trial 4022 finished with value: 0.9974168950332253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:17:45,928] Trial 4023 finished with value: 0.9907191556805506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:17:48,118] Trial 4024 finished with value: 0.9973435666609788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:17:58,374] Trial 4025 finished with value: 0.9968718533467508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 49, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:18:00,936] Trial 4026 finished with value: 0.997368172933689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:18:02,138] Trial 4027 finished with value: 0.9974809033785155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 40}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:18:03,926] Trial 4028 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.179586619624133e-06, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:18:08,183] Trial 4029 finished with value: 0.9972718534625814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 20, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:18:12,914] Trial 4030 finished with value: 0.9973106771752737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:18:14,799] Trial 4031 finished with value: 0.9973305433915032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:18:17,209] Trial 4032 finished with value: 0.9975250100245958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:18:19,315] Trial 4033 finished with value: 0.9971236666335693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:18:20,169] Trial 4034 finished with value: 0.9968780450951192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:18:22,449] Trial 4035 finished with value: 0.9974300449052137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:18:28,259] Trial 4036 finished with value: 0.996881742085271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 25, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:18:31,688] Trial 4037 finished with value: 0.997120907308156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:18:33,241] Trial 4038 finished with value: 0.9973089854813297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:18:35,802] Trial 4039 finished with value: 0.9973705596878064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:18:37,082] Trial 4040 finished with value: 0.9944515785082125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:18:41,593] Trial 4041 finished with value: 0.9964524468652319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 30, 'rf_n_estimators': 106}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:18:42,972] Trial 4042 finished with value: 0.9961487417505822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:18:43,943] Trial 4043 finished with value: 0.9951068073857742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 104}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:18:49,091] Trial 4044 finished with value: 0.9970369798395443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 25, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:18:51,537] Trial 4045 finished with value: 0.9975501545722167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:18:53,125] Trial 4046 finished with value: 0.9974318123258049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:18:55,817] Trial 4047 finished with value: 0.9973303408084399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:18:57,737] Trial 4048 finished with value: 0.9853358414801229 and parameters: {'classifier': 'SVC', 'svc_c': 0.002921011720916626, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:19:00,767] Trial 4049 finished with value: 0.9973850042442546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 86}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:19:06,893] Trial 4050 finished with value: 0.9969881780778603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 28, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:19:08,966] Trial 4051 finished with value: 0.9969758369829679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:19:11,384] Trial 4052 finished with value: 0.9966076245396467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 12, 'rf_n_estimators': 69}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:19:13,227] Trial 4053 finished with value: 0.9975164963626547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:19:15,387] Trial 4054 finished with value: 0.9975790581575984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:19:18,547] Trial 4055 finished with value: 0.9971632200324924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:19:20,730] Trial 4056 finished with value: 0.9974979691687417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:19:22,390] Trial 4057 finished with value: 0.9974603902802559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:19:23,935] Trial 4058 finished with value: 0.9968609945708268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:19:25,729] Trial 4059 finished with value: 0.9976778735929631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:19:28,303] Trial 4060 finished with value: 0.9975037934238792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:19:29,795] Trial 4061 finished with value: 0.9974459108755855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:19:32,409] Trial 4062 finished with value: 0.9974630337623073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:19:35,374] Trial 4063 finished with value: 0.9976237152659458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:19:37,032] Trial 4064 finished with value: 0.9973149795977482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 107}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:19:39,497] Trial 4065 finished with value: 0.9972305504162954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:19:40,537] Trial 4066 finished with value: 0.9878512110556571 and parameters: {'classifier': 'SVC', 'svc_c': 1.4508990935639903, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:19:42,581] Trial 4067 finished with value: 0.9976097974635482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:19:44,234] Trial 4068 finished with value: 0.9976430468888617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:19:45,203] Trial 4069 finished with value: 0.9970179675951912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 4, 'rf_n_estimators': 78}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:19:48,518] Trial 4070 finished with value: 0.9971964004595951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:19:50,097] Trial 4071 finished with value: 0.9966547040437818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:19:53,256] Trial 4072 finished with value: 0.9974950590565297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:19:55,763] Trial 4073 finished with value: 0.9973472009687633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:19:57,720] Trial 4074 finished with value: 0.9973544681243883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:19:58,789] Trial 4075 finished with value: 0.9973231092627469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:20:01,392] Trial 4076 finished with value: 0.9975205168890353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:20:02,214] Trial 4077 finished with value: 0.9927653897899154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:20:04,247] Trial 4078 finished with value: 0.9973201603668121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:20:06,473] Trial 4079 finished with value: 0.9973061128515867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:20:07,265] Trial 4080 finished with value: 0.988459993219483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:20:09,260] Trial 4081 finished with value: 0.997420791623077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:20:11,039] Trial 4082 finished with value: 0.9971245362204962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 44}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:20:14,262] Trial 4083 finished with value: 0.997185523910443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:20:16,096] Trial 4084 finished with value: 0.985205399473867 and parameters: {'classifier': 'SVC', 'svc_c': 3.6389305683781806e-07, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:20:18,898] Trial 4085 finished with value: 0.9975249651789326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:20:22,546] Trial 4086 finished with value: 0.9963801063670935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 16, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:20:24,325] Trial 4087 finished with value: 0.9961157622879094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 24, 'rf_n_estimators': 33}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:20:26,825] Trial 4088 finished with value: 0.9973303565504419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:20:29,369] Trial 4089 finished with value: 0.9974816851149146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:20:31,796] Trial 4090 finished with value: 0.997377567068659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:20:34,073] Trial 4091 finished with value: 0.9974814833252988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:20:34,970] Trial 4092 finished with value: 0.9965353981075475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:20:37,940] Trial 4093 finished with value: 0.9973679049387982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:20:39,912] Trial 4094 finished with value: 0.9976455167328213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:20:40,834] Trial 4095 finished with value: 0.9971283863460515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 54}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:20:43,157] Trial 4096 finished with value: 0.9975216596758695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:20:45,425] Trial 4097 finished with value: 0.9973385644811202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:20:47,963] Trial 4098 finished with value: 0.9971866401643865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:20:50,911] Trial 4099 finished with value: 0.9975142011724003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:20:53,187] Trial 4100 finished with value: 0.9972891015870857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:20:53,575] Trial 4101 finished with value: 0.9815362865988416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 2}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:20:55,137] Trial 4102 finished with value: 0.9976659032920437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:20:56,995] Trial 4103 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.512571110312525e-08, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:20:58,256] Trial 4104 finished with value: 0.9962418523922928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:21:00,495] Trial 4105 finished with value: 0.9974455517611626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:21:03,548] Trial 4106 finished with value: 0.9970703388241148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 17, 'rf_n_estimators': 106}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:21:06,049] Trial 4107 finished with value: 0.9974990955470776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:21:07,696] Trial 4108 finished with value: 0.9974990588263187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:21:22,776] Trial 4109 finished with value: 0.9966067584121517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 62, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:21:23,806] Trial 4110 finished with value: 0.9972169704321848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 2, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:21:30,129] Trial 4111 finished with value: 0.9968734128840481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 28, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:21:33,597] Trial 4112 finished with value: 0.9972835171435768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:21:35,331] Trial 4113 finished with value: 0.9972787110722484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:21:38,080] Trial 4114 finished with value: 0.9971418197962433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:21:47,772] Trial 4115 finished with value: 0.9968018440613916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 50, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:21:49,806] Trial 4116 finished with value: 0.997611922792522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:21:52,189] Trial 4117 finished with value: 0.9969755170013849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:21:54,342] Trial 4118 finished with value: 0.9973814918735107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:21:56,491] Trial 4119 finished with value: 0.9972896221205062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:22:01,195] Trial 4120 finished with value: 0.9972870140579598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 21, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:22:03,195] Trial 4121 finished with value: 0.9965054185436268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:22:04,192] Trial 4122 finished with value: 0.989829951457947 and parameters: {'classifier': 'SVC', 'svc_c': 10.068033034866804, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:22:05,720] Trial 4123 finished with value: 0.9973342898927906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:22:06,299] Trial 4124 finished with value: 0.9960453606585382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 27}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:22:22,052] Trial 4125 finished with value: 0.9956231513706729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 66, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:22:23,181] Trial 4126 finished with value: 0.9972142894041894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 82}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:22:25,513] Trial 4127 finished with value: 0.997400275954047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:22:27,936] Trial 4128 finished with value: 0.9972910749549585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:22:29,700] Trial 4129 finished with value: 0.9974556845324534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:22:37,536] Trial 4130 finished with value: 0.9973354571812895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 35, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:22:39,815] Trial 4131 finished with value: 0.9973927044636272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:22:42,729] Trial 4132 finished with value: 0.9975132527485112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:22:46,576] Trial 4133 finished with value: 0.9972837586373148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:22:48,925] Trial 4134 finished with value: 0.9971835340705962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:22:50,964] Trial 4135 finished with value: 0.997503930722067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:22:52,070] Trial 4136 finished with value: 0.9952479390049073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:22:55,590] Trial 4137 finished with value: 0.9975110203675758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:22:56,242] Trial 4138 finished with value: 0.9965661205606685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 19}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:22:58,536] Trial 4139 finished with value: 0.9973421743507159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:23:00,368] Trial 4140 finished with value: 0.9851467298254682 and parameters: {'classifier': 'SVC', 'svc_c': 0.00045110017031118645, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:23:02,344] Trial 4141 finished with value: 0.9973622302009426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:23:03,748] Trial 4142 finished with value: 0.9970861768016522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 38}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:23:05,998] Trial 4143 finished with value: 0.9974789059533089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:23:08,229] Trial 4144 finished with value: 0.9972908345085715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:23:10,302] Trial 4145 finished with value: 0.9974693279289029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:23:11,233] Trial 4146 finished with value: 0.9972163087285519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:23:13,479] Trial 4147 finished with value: 0.9975074666423382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:23:15,123] Trial 4148 finished with value: 0.9974131584024271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:23:16,671] Trial 4149 finished with value: 0.9956903348397023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 5, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:23:19,176] Trial 4150 finished with value: 0.9974861892635288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:23:21,208] Trial 4151 finished with value: 0.9965093870833149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 63}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:23:22,268] Trial 4152 finished with value: 0.9971829288921764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 58}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:23:24,092] Trial 4153 finished with value: 0.9975291069441194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:23:25,376] Trial 4154 finished with value: 0.9971174418143014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:23:27,622] Trial 4155 finished with value: 0.9975528330294418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:23:32,749] Trial 4156 finished with value: 0.9968059001659665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 28, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:23:42,853] Trial 4157 finished with value: 0.9967946014709069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 48, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:23:45,542] Trial 4158 finished with value: 0.9973381273866586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:23:47,323] Trial 4159 finished with value: 0.9852063832220469 and parameters: {'classifier': 'SVC', 'svc_c': 5.161860680589938e-10, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:23:49,413] Trial 4160 finished with value: 0.9974978151129386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:23:53,118] Trial 4161 finished with value: 0.997248365824158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:24:03,893] Trial 4162 finished with value: 0.9968150498555732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 51, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:24:06,700] Trial 4163 finished with value: 0.9971728422678033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:24:08,786] Trial 4164 finished with value: 0.9974956961632843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:24:10,739] Trial 4165 finished with value: 0.9974858828340323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:24:15,761] Trial 4166 finished with value: 0.9965567233471214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 24, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:24:18,689] Trial 4167 finished with value: 0.9972500889703683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:24:21,109] Trial 4168 finished with value: 0.9974933951967305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:24:23,794] Trial 4169 finished with value: 0.9975603481533382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:24:25,498] Trial 4170 finished with value: 0.9975128212716592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 85}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:24:26,481] Trial 4171 finished with value: 0.9973036582735607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 107}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:24:28,105] Trial 4172 finished with value: 0.99729846547583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 51}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:24:34,522] Trial 4173 finished with value: 0.9968534611658958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 29, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:24:41,500] Trial 4174 finished with value: 0.9961351451675461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 57, 'rf_n_estimators': 73}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:24:43,694] Trial 4175 finished with value: 0.9976242244371955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:24:44,199] Trial 4176 finished with value: 0.9950890704657569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 10}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:24:45,824] Trial 4177 finished with value: 0.9973519525143665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:24:46,679] Trial 4178 finished with value: 0.9931699432163793 and parameters: {'classifier': 'SVC', 'svc_c': 130.32218360050834, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:24:48,191] Trial 4179 finished with value: 0.9972584176320466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:24:49,216] Trial 4180 finished with value: 0.9937714806632805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:24:52,234] Trial 4181 finished with value: 0.9971457413320902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:24:54,015] Trial 4182 finished with value: 0.9971696269321354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:24:56,009] Trial 4183 finished with value: 0.9969856378074845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:25:00,512] Trial 4184 finished with value: 0.997224335404041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:25:03,332] Trial 4185 finished with value: 0.9971942501528882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:25:05,616] Trial 4186 finished with value: 0.9975076473579834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:25:08,502] Trial 4187 finished with value: 0.997259124054391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:25:10,623] Trial 4188 finished with value: 0.9972008550335981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:25:13,069] Trial 4189 finished with value: 0.9973073054351977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:25:21,317] Trial 4190 finished with value: 0.9964615225420385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 46, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:25:22,697] Trial 4191 finished with value: 0.9904757590328899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 22, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:25:24,243] Trial 4192 finished with value: 0.9974588060191288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:25:26,083] Trial 4193 finished with value: 0.997575874845479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:25:28,386] Trial 4194 finished with value: 0.9975374031379186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:25:31,100] Trial 4195 finished with value: 0.9975116560461244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:25:33,771] Trial 4196 finished with value: 0.9975556558306703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:25:35,538] Trial 4197 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 2.1108053794046978e-05, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:25:38,016] Trial 4198 finished with value: 0.9963371851318571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 16, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:25:40,202] Trial 4199 finished with value: 0.9966737219057445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:25:42,119] Trial 4200 finished with value: 0.9976840764495991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:25:44,718] Trial 4201 finished with value: 0.9976132316955639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:25:46,413] Trial 4202 finished with value: 0.9972741611893094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:25:48,259] Trial 4203 finished with value: 0.9972228618129971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:25:49,695] Trial 4204 finished with value: 0.9958282900655798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:25:50,805] Trial 4205 finished with value: 0.9954954867804378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:25:55,383] Trial 4206 finished with value: 0.9973397317061433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:25:57,023] Trial 4207 finished with value: 0.9970128194209583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 107}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:25:59,219] Trial 4208 finished with value: 0.997482198062975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:26:02,088] Trial 4209 finished with value: 0.997336463336432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:26:05,246] Trial 4210 finished with value: 0.9968211023380036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:26:07,353] Trial 4211 finished with value: 0.9974275436089881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:26:09,001] Trial 4212 finished with value: 0.9975327691177868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:26:10,323] Trial 4213 finished with value: 0.9972071533578598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:26:12,457] Trial 4214 finished with value: 0.9976246053555609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:26:15,132] Trial 4215 finished with value: 0.997146739171901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:26:34,053] Trial 4216 finished with value: 0.9910173688994296 and parameters: {'classifier': 'SVC', 'svc_c': 6541966.461952217, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:26:36,632] Trial 4217 finished with value: 0.9935854303837046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 34, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:26:38,333] Trial 4218 finished with value: 0.9973457334713975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:26:39,970] Trial 4219 finished with value: 0.9969078951683774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:26:41,328] Trial 4220 finished with value: 0.9972413295935475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 103}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:26:44,308] Trial 4221 finished with value: 0.9972631837136116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:26:46,547] Trial 4222 finished with value: 0.9970448362411597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:26:48,891] Trial 4223 finished with value: 0.9974482522444955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:26:55,646] Trial 4224 finished with value: 0.9969253709488921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 30, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:26:56,663] Trial 4225 finished with value: 0.9962599456337973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 8, 'rf_n_estimators': 47}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:27:00,228] Trial 4226 finished with value: 0.9974628804047382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:27:00,904] Trial 4227 finished with value: 0.9913619794478605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 1, 'rf_n_estimators': 106}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:27:04,048] Trial 4228 finished with value: 0.9971065375262181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:27:05,781] Trial 4229 finished with value: 0.9975860686805037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:27:23,249] Trial 4230 finished with value: 0.9961073676748594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 74, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:27:25,218] Trial 4231 finished with value: 0.9971517239593863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:27:27,859] Trial 4232 finished with value: 0.9974043141901796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:27:29,537] Trial 4233 finished with value: 0.9972267718597214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:27:31,320] Trial 4234 finished with value: 0.9854616875517358 and parameters: {'classifier': 'SVC', 'svc_c': 0.3266262670539721, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:27:44,308] Trial 4235 finished with value: 0.9965673153659331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 62, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:27:52,522] Trial 4236 finished with value: 0.9968909641055688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 39, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:27:53,992] Trial 4237 finished with value: 0.9974758809498722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:28:03,629] Trial 4238 finished with value: 0.9966209827709976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 43, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:28:06,077] Trial 4239 finished with value: 0.9974924614357549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:28:08,888] Trial 4240 finished with value: 0.9961351935995927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 19, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:28:14,314] Trial 4241 finished with value: 0.9972939167989313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:28:18,135] Trial 4242 finished with value: 0.9972308388186605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 17, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:28:20,083] Trial 4243 finished with value: 0.9971361763837021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:28:23,057] Trial 4244 finished with value: 0.997247919557441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:28:24,963] Trial 4245 finished with value: 0.9973183176321664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:28:27,585] Trial 4246 finished with value: 0.9974941083792492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:28:29,722] Trial 4247 finished with value: 0.9975294352727723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:28:30,358] Trial 4248 finished with value: 0.9872697458992188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 3, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:28:31,632] Trial 4249 finished with value: 0.9972039470040198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 104}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:28:35,092] Trial 4250 finished with value: 0.9974540684382048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:28:36,901] Trial 4251 finished with value: 0.997500574089235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:28:39,594] Trial 4252 finished with value: 0.9973306142305126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:32:24,279] Trial 4253 finished with value: 0.9892077603138564 and parameters: {'classifier': 'SVC', 'svc_c': 3739136417.78184, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:32:27,183] Trial 4254 finished with value: 0.9967527998538325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:32:27,858] Trial 4255 finished with value: 0.9970287247780735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 31}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:32:30,147] Trial 4256 finished with value: 0.9973311793239552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:32:40,330] Trial 4257 finished with value: 0.9968286034337449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 48, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:32:41,714] Trial 4258 finished with value: 0.9973785948373166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 81}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:32:44,457] Trial 4259 finished with value: 0.9974724019356689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:32:46,567] Trial 4260 finished with value: 0.9973379417198999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:32:52,267] Trial 4261 finished with value: 0.9971465223385172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 25, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:32:54,171] Trial 4262 finished with value: 0.9968752598080975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:32:57,428] Trial 4263 finished with value: 0.9968979052811462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:32:59,055] Trial 4264 finished with value: 0.9974167985817245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 67}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:33:01,067] Trial 4265 finished with value: 0.9974233105655793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:33:03,930] Trial 4266 finished with value: 0.9972241200623385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:33:06,249] Trial 4267 finished with value: 0.9976357602461615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:33:08,519] Trial 4268 finished with value: 0.9974503693216134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:33:09,114] Trial 4269 finished with value: 0.9963029687477166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 24}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:33:10,903] Trial 4270 finished with value: 0.9974659811665602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:33:14,710] Trial 4271 finished with value: 0.9973374498775479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 22, 'rf_n_estimators': 87}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:33:22,988] Trial 4272 finished with value: 0.9970436463870085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 38, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:33:27,529] Trial 4273 finished with value: 0.9972215411351913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 20, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:33:29,373] Trial 4274 finished with value: 0.9853940168740887 and parameters: {'classifier': 'SVC', 'svc_c': 0.047316558397079975, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:33:33,250] Trial 4275 finished with value: 0.9971626297708891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 107}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:33:35,878] Trial 4276 finished with value: 0.9971280389429161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:33:39,071] Trial 4277 finished with value: 0.9969758037533789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:33:40,035] Trial 4278 finished with value: 0.9971226007476849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:33:40,701] Trial 4279 finished with value: 0.9961100474968144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 35}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:33:42,767] Trial 4280 finished with value: 0.9971607852906587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:33:43,664] Trial 4281 finished with value: 0.992854802552813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:33:46,040] Trial 4282 finished with value: 0.997472526062625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:33:48,590] Trial 4283 finished with value: 0.997369812450513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:33:50,515] Trial 4284 finished with value: 0.9974369580562189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:33:52,412] Trial 4285 finished with value: 0.9974410496437742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:33:56,282] Trial 4286 finished with value: 0.996987882915321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 26, 'rf_n_estimators': 77}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:33:59,136] Trial 4287 finished with value: 0.997344539364367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:34:01,240] Trial 4288 finished with value: 0.9974645024974511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:34:04,402] Trial 4289 finished with value: 0.9975192215698175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:36:01,204] Trial 4290 finished with value: 0.9897374673225299 and parameters: {'classifier': 'SVC', 'svc_c': 721679698.7995447, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:36:07,430] Trial 4291 finished with value: 0.9965845689810954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 41, 'rf_n_estimators': 103}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:36:09,082] Trial 4292 finished with value: 0.9973406670540143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:36:10,704] Trial 4293 finished with value: 0.9974271278106622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:36:14,576] Trial 4294 finished with value: 0.9974198480550879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:36:16,554] Trial 4295 finished with value: 0.9973080384539087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:36:18,263] Trial 4296 finished with value: 0.9973337099142695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:36:20,436] Trial 4297 finished with value: 0.9974365230881971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:36:23,406] Trial 4298 finished with value: 0.9974644177255003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:36:24,434] Trial 4299 finished with value: 0.994946526700169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 31, 'rf_n_estimators': 12}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:36:25,665] Trial 4300 finished with value: 0.9973991190755819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 107}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:36:28,722] Trial 4301 finished with value: 0.9974484036025763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:36:31,309] Trial 4302 finished with value: 0.9973636912872509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:36:33,278] Trial 4303 finished with value: 0.9973924651280669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:36:35,352] Trial 4304 finished with value: 0.997123923012386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:36:46,975] Trial 4305 finished with value: 0.9962443788566792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 53, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:36:48,588] Trial 4306 finished with value: 0.9974029045827573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:36:50,626] Trial 4307 finished with value: 0.9972799692581145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:36:52,301] Trial 4308 finished with value: 0.9971180153817651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 12, 'rf_n_estimators': 60}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:36:53,394] Trial 4309 finished with value: 0.9865182889874609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 1, 'rf_n_estimators': 105}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:36:54,516] Trial 4310 finished with value: 0.9880241668458932 and parameters: {'classifier': 'SVC', 'svc_c': 45202.41889769499, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:37:02,458] Trial 4311 finished with value: 0.9968462920486668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 38, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:37:05,947] Trial 4312 finished with value: 0.9970893020334008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:37:08,280] Trial 4313 finished with value: 0.9976030793737224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:37:09,444] Trial 4314 finished with value: 0.9971535067411247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 43}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:37:11,324] Trial 4315 finished with value: 0.9974830027776189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:37:13,552] Trial 4316 finished with value: 0.9975891053317526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:37:25,171] Trial 4317 finished with value: 0.9960485193737793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 55, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:37:28,286] Trial 4318 finished with value: 0.9974495923776385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:37:29,583] Trial 4319 finished with value: 0.9965625336058421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:37:32,632] Trial 4320 finished with value: 0.9977570985510386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:37:35,312] Trial 4321 finished with value: 0.9975235075203183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:37:38,032] Trial 4322 finished with value: 0.9973343482270645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:37:40,526] Trial 4323 finished with value: 0.9973381575694087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:37:43,434] Trial 4324 finished with value: 0.9968979754536597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 13, 'rf_n_estimators': 108}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:37:45,999] Trial 4325 finished with value: 0.9972878145197241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:37:48,444] Trial 4326 finished with value: 0.9975530861392539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:37:51,326] Trial 4327 finished with value: 0.9975160521589017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:37:53,779] Trial 4328 finished with value: 0.9975136290648802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:37:54,536] Trial 4329 finished with value: 0.9950579181544171 and parameters: {'classifier': 'SVC', 'svc_c': 1494.6012479464127, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:37:57,648] Trial 4330 finished with value: 0.9974609868577026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:38:00,395] Trial 4331 finished with value: 0.99738229058969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:38:03,384] Trial 4332 finished with value: 0.9972121690898049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:38:06,339] Trial 4333 finished with value: 0.9972606095471502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:38:09,463] Trial 4334 finished with value: 0.9970793215723281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:38:12,070] Trial 4335 finished with value: 0.9972292610003287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:38:14,768] Trial 4336 finished with value: 0.996839396258297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:38:17,305] Trial 4337 finished with value: 0.9973877225960294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:38:30,769] Trial 4338 finished with value: 0.9964745699640617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 67, 'rf_n_estimators': 108}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:38:33,333] Trial 4339 finished with value: 0.9975068687318994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 103}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:38:36,473] Trial 4340 finished with value: 0.9973899243498843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:38:38,864] Trial 4341 finished with value: 0.9975054940044372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:38:42,418] Trial 4342 finished with value: 0.9963928680527356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 16, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:38:45,617] Trial 4343 finished with value: 0.9974597069313701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:38:47,897] Trial 4344 finished with value: 0.9975644130175754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:38:50,943] Trial 4345 finished with value: 0.9965992135498363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:38:51,732] Trial 4346 finished with value: 0.9927800129990444 and parameters: {'classifier': 'SVC', 'svc_c': 455.7448229749581, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:38:55,180] Trial 4347 finished with value: 0.9972238958022844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:38:57,515] Trial 4348 finished with value: 0.9974136613530469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:39:00,010] Trial 4349 finished with value: 0.9974259059329627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:39:02,481] Trial 4350 finished with value: 0.9973991880737927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:39:05,202] Trial 4351 finished with value: 0.9975791919963543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:39:07,502] Trial 4352 finished with value: 0.9972934028669957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:39:11,031] Trial 4353 finished with value: 0.9972963186920308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:39:22,929] Trial 4354 finished with value: 0.9967516950572736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 55, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:39:25,760] Trial 4355 finished with value: 0.9971655148736298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 105}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:39:28,006] Trial 4356 finished with value: 0.9971244560822798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:39:29,353] Trial 4357 finished with value: 0.9955941385751514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:39:32,573] Trial 4358 finished with value: 0.9973765585014354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:39:35,312] Trial 4359 finished with value: 0.9975255491564301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:39:38,025] Trial 4360 finished with value: 0.9972929368910383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 103}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:39:41,934] Trial 4361 finished with value: 0.9970882949578589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:39:44,218] Trial 4362 finished with value: 0.9969641371842339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:39:45,374] Trial 4363 finished with value: 0.9972363100213159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:39:47,816] Trial 4364 finished with value: 0.9973575756463847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:39:50,096] Trial 4365 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 4.286237298141258e-08, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:39:52,650] Trial 4366 finished with value: 0.9967985004728398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:39:55,286] Trial 4367 finished with value: 0.9974357098043182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:39:57,671] Trial 4368 finished with value: 0.997419093771979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:40:03,120] Trial 4369 finished with value: 0.996888678563638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 26, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:40:06,046] Trial 4370 finished with value: 0.9972012853361477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 103}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:40:08,586] Trial 4371 finished with value: 0.9974542287146374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:40:16,766] Trial 4372 finished with value: 0.9962632939195597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 39, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:40:18,795] Trial 4373 finished with value: 0.9972338286882337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 55}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:40:26,026] Trial 4374 finished with value: 0.9970899109251558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 33, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:40:26,966] Trial 4375 finished with value: 0.9970890063630549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:40:31,526] Trial 4376 finished with value: 0.9973690353161109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:40:32,821] Trial 4377 finished with value: 0.9973463385863415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 4, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:40:35,331] Trial 4378 finished with value: 0.9973485975319057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:40:35,859] Trial 4379 finished with value: 0.996420184996647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 16}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:40:38,731] Trial 4380 finished with value: 0.9972973936866948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 108}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:40:43,864] Trial 4381 finished with value: 0.9973490307860805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 23, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:40:46,405] Trial 4382 finished with value: 0.9974447483795109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:40:48,136] Trial 4383 finished with value: 0.9971904091361123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 83}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:40:50,770] Trial 4384 finished with value: 0.9971657699829302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:40:51,642] Trial 4385 finished with value: 0.991072607648293 and parameters: {'classifier': 'SVC', 'svc_c': 28.988394695535522, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:40:55,576] Trial 4386 finished with value: 0.9972634822086311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:40:57,932] Trial 4387 finished with value: 0.9974480965383217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:41:01,173] Trial 4388 finished with value: 0.9973377782379386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:41:04,365] Trial 4389 finished with value: 0.9972936532473478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:41:05,973] Trial 4390 finished with value: 0.9976618806074855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 71}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:41:07,028] Trial 4391 finished with value: 0.9958756918681653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 5, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:41:16,157] Trial 4392 finished with value: 0.9968037772490738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 41, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:41:18,385] Trial 4393 finished with value: 0.9975217541278822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:41:20,802] Trial 4394 finished with value: 0.9970598341797622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 11, 'rf_n_estimators': 103}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:41:23,793] Trial 4395 finished with value: 0.9974670926280799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:41:25,935] Trial 4396 finished with value: 0.9963385140615189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 15, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:41:28,192] Trial 4397 finished with value: 0.9973456782474385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:41:30,640] Trial 4398 finished with value: 0.9976062337408699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:41:33,600] Trial 4399 finished with value: 0.9973728001936467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:41:45,614] Trial 4400 finished with value: 0.9966226590403187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 62, 'rf_n_estimators': 105}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:41:47,305] Trial 4401 finished with value: 0.9975163992763959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:41:48,687] Trial 4402 finished with value: 0.9973175671258686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 4, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:41:51,016] Trial 4403 finished with value: 0.9951328762364744 and parameters: {'classifier': 'SVC', 'svc_c': 284425.0093906097, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:41:53,923] Trial 4404 finished with value: 0.9973494456957447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 108}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:41:56,741] Trial 4405 finished with value: 0.9973794650272637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:41:59,086] Trial 4406 finished with value: 0.9972386688778127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:42:05,768] Trial 4407 finished with value: 0.9972207229319369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 33, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:42:06,375] Trial 4408 finished with value: 0.992568148184621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 3, 'rf_n_estimators': 63}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:42:15,131] Trial 4409 finished with value: 0.9967676303114974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 52, 'rf_n_estimators': 87}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:42:17,219] Trial 4410 finished with value: 0.9972994927049433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:42:20,266] Trial 4411 finished with value: 0.9930353085055948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 43, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:42:22,752] Trial 4412 finished with value: 0.9976129343431088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:42:26,605] Trial 4413 finished with value: 0.9972127447519705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 18, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:42:27,248] Trial 4414 finished with value: 0.9962660682570034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 40}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:42:29,695] Trial 4415 finished with value: 0.9974684776386239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:42:34,619] Trial 4416 finished with value: 0.9966305078248361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 22, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:42:35,537] Trial 4417 finished with value: 0.995373414314285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 4, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:42:36,408] Trial 4418 finished with value: 0.9969845504985124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:42:38,665] Trial 4419 finished with value: 0.9977132683738703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:42:51,598] Trial 4420 finished with value: 0.9969831952898636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 57, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:42:53,369] Trial 4421 finished with value: 0.9852063832220469 and parameters: {'classifier': 'SVC', 'svc_c': 3.365925687067984e-09, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:43:01,811] Trial 4422 finished with value: 0.9970120905599132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 39, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:43:11,238] Trial 4423 finished with value: 0.9969840152704407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 46, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:43:13,764] Trial 4424 finished with value: 0.9971992603306994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:43:17,294] Trial 4425 finished with value: 0.9972824198371639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:43:19,411] Trial 4426 finished with value: 0.9974353382486355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:43:22,391] Trial 4427 finished with value: 0.9974674565031889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:43:25,291] Trial 4428 finished with value: 0.9971978182553977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 14, 'rf_n_estimators': 102}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:43:33,826] Trial 4429 finished with value: 0.9955495398962917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 66, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:43:36,516] Trial 4430 finished with value: 0.997540318550361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:43:38,939] Trial 4431 finished with value: 0.9975794391711776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:43:40,952] Trial 4432 finished with value: 0.9974532940967383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:43:41,734] Trial 4433 finished with value: 0.9884999809834074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:43:42,924] Trial 4434 finished with value: 0.997338748751411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 52}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:43:44,426] Trial 4435 finished with value: 0.9954850302190149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 21, 'rf_n_estimators': 29}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:43:47,948] Trial 4436 finished with value: 0.9974139255711266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:43:50,956] Trial 4437 finished with value: 0.997216411654586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:43:52,419] Trial 4438 finished with value: 0.9973556674681738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 75}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:43:53,922] Trial 4439 finished with value: 0.9976395113811835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:43:56,562] Trial 4440 finished with value: 0.9974268549598718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:43:58,276] Trial 4441 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 5.9520119405985865e-05, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:44:00,541] Trial 4442 finished with value: 0.9971154692398763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:44:03,823] Trial 4443 finished with value: 0.9972362909468333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:44:06,020] Trial 4444 finished with value: 0.9975548341045078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:44:06,771] Trial 4445 finished with value: 0.9928290162329653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 29, 'rf_n_estimators': 7}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:44:07,885] Trial 4446 finished with value: 0.9969686426023646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 3, 'rf_n_estimators': 106}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:44:13,652] Trial 4447 finished with value: 0.997043713449207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 25, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:44:15,292] Trial 4448 finished with value: 0.997440880258562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:44:17,709] Trial 4449 finished with value: 0.9974357279584013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:44:18,742] Trial 4450 finished with value: 0.9971440742667624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:44:21,874] Trial 4451 finished with value: 0.9974457203529271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:44:24,634] Trial 4452 finished with value: 0.9975990093044683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:44:26,115] Trial 4453 finished with value: 0.9969695614147859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:44:28,147] Trial 4454 finished with value: 0.9973866858138062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:44:30,780] Trial 4455 finished with value: 0.997080539609741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:44:35,392] Trial 4456 finished with value: 0.9957820414281245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 49, 'rf_n_estimators': 45}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:44:38,473] Trial 4457 finished with value: 0.9974310709600243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:44:40,625] Trial 4458 finished with value: 0.9974001629036205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:44:42,477] Trial 4459 finished with value: 0.9852280148593794 and parameters: {'classifier': 'SVC', 'svc_c': 0.0008063751772403752, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:44:43,152] Trial 4460 finished with value: 0.9964785032111966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 22}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:44:45,396] Trial 4461 finished with value: 0.9973751046196323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:44:49,106] Trial 4462 finished with value: 0.9973964943506339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:44:51,921] Trial 4463 finished with value: 0.9975156761916498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:44:54,528] Trial 4464 finished with value: 0.9972045883319159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:45:00,621] Trial 4465 finished with value: 0.9973276607643192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 27, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:45:01,502] Trial 4466 finished with value: 0.9924997831132966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:45:03,209] Trial 4467 finished with value: 0.9972180569794471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 7, 'rf_n_estimators': 102}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:45:04,687] Trial 4468 finished with value: 0.9970451350535585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:45:17,954] Trial 4469 finished with value: 0.9964861779132915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 64, 'rf_n_estimators': 106}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:45:26,067] Trial 4470 finished with value: 0.9971245576435838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 36, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:45:28,041] Trial 4471 finished with value: 0.9971668011792817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:45:30,891] Trial 4472 finished with value: 0.9975163588105639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:45:34,273] Trial 4473 finished with value: 0.9973674665430825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:45:37,227] Trial 4474 finished with value: 0.9975695966430509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:45:39,196] Trial 4475 finished with value: 0.9974177947076882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:45:40,839] Trial 4476 finished with value: 0.9973878377728956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:45:41,787] Trial 4477 finished with value: 0.9894244757278923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:45:44,130] Trial 4478 finished with value: 0.997151057558543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:45:45,990] Trial 4479 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.3675369538836272e-06, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:45:50,189] Trial 4480 finished with value: 0.9969996712945548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:45:52,802] Trial 4481 finished with value: 0.9974967292956483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:45:54,227] Trial 4482 finished with value: 0.9964884482527646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:46:01,294] Trial 4483 finished with value: 0.997030326145933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 33, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:46:04,216] Trial 4484 finished with value: 0.9952423942020449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 30, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:46:18,036] Trial 4485 finished with value: 0.9962926991860447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 70, 'rf_n_estimators': 108}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:46:18,974] Trial 4486 finished with value: 0.9967967735498183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 4, 'rf_n_estimators': 88}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:46:23,576] Trial 4487 finished with value: 0.99690968820146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 20, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:46:24,941] Trial 4488 finished with value: 0.9971612532343664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 7, 'rf_n_estimators': 79}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:46:33,788] Trial 4489 finished with value: 0.9970042451078761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 41, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:46:41,775] Trial 4490 finished with value: 0.997091795617315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 37, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:46:44,047] Trial 4491 finished with value: 0.9974172208863212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:46:46,511] Trial 4492 finished with value: 0.997405805522714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:46:49,466] Trial 4493 finished with value: 0.9974064531347159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 105}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:46:50,006] Trial 4494 finished with value: 0.9966858925998118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 26}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:46:51,837] Trial 4495 finished with value: 0.9972069593757694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:46:54,484] Trial 4496 finished with value: 0.9971779921558834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:46:55,306] Trial 4497 finished with value: 0.9928995587786454 and parameters: {'classifier': 'SVC', 'svc_c': 3132.2932086367778, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:46:56,481] Trial 4498 finished with value: 0.9957968763290962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 65}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:46:57,557] Trial 4499 finished with value: 0.9974864020344606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 57}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:46:59,709] Trial 4500 finished with value: 0.9971435815992247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:47:09,017] Trial 4501 finished with value: 0.9963365515480103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 38, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:47:11,281] Trial 4502 finished with value: 0.997349802112446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:47:12,666] Trial 4503 finished with value: 0.997297311263349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 5, 'rf_n_estimators': 108}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:47:13,687] Trial 4504 finished with value: 0.9964171675785701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 49}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:47:16,023] Trial 4505 finished with value: 0.9975610352472969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:47:18,172] Trial 4506 finished with value: 0.9968263382040748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:47:21,915] Trial 4507 finished with value: 0.9971515113154061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:47:24,788] Trial 4508 finished with value: 0.997388622778299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:47:25,791] Trial 4509 finished with value: 0.996957983330927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:47:28,713] Trial 4510 finished with value: 0.9973286104577245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:47:30,984] Trial 4511 finished with value: 0.9973625646867493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:47:36,223] Trial 4512 finished with value: 0.9968420928061295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 24, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:47:43,037] Trial 4513 finished with value: 0.9971902880877334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 33, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:47:45,128] Trial 4514 finished with value: 0.9968470931134513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 84}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:47:46,963] Trial 4515 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.1542511683656049e-08, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:47:48,498] Trial 4516 finished with value: 0.9974097235673911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 102}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:47:50,225] Trial 4517 finished with value: 0.9943063000140895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:47:52,226] Trial 4518 finished with value: 0.9969709716887044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:48:05,473] Trial 4519 finished with value: 0.9966856612304663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 62, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:48:07,499] Trial 4520 finished with value: 0.9973828561274632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:48:08,448] Trial 4521 finished with value: 0.996137415475281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 37}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:48:09,985] Trial 4522 finished with value: 0.9972021835824049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 69}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:48:12,905] Trial 4523 finished with value: 0.9974534309188575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 106}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:48:14,362] Trial 4524 finished with value: 0.9969868424515004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:48:15,743] Trial 4525 finished with value: 0.9974951312602692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:48:18,065] Trial 4526 finished with value: 0.9973325247890665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:48:20,252] Trial 4527 finished with value: 0.997250936912042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:48:22,106] Trial 4528 finished with value: 0.9975876443406579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:48:24,325] Trial 4529 finished with value: 0.9975981950367142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:48:26,942] Trial 4530 finished with value: 0.9973274489455249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:48:29,135] Trial 4531 finished with value: 0.9973101356948343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:48:32,749] Trial 4532 finished with value: 0.997572293920855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:48:34,092] Trial 4533 finished with value: 0.9867369764046395 and parameters: {'classifier': 'SVC', 'svc_c': 34958533.72508557, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:48:36,617] Trial 4534 finished with value: 0.9973227461176096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:48:38,431] Trial 4535 finished with value: 0.9975599971955572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:48:40,986] Trial 4536 finished with value: 0.9977066434982786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:48:44,077] Trial 4537 finished with value: 0.997049655642409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:48:46,468] Trial 4538 finished with value: 0.9975032462940924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:48:48,657] Trial 4539 finished with value: 0.9974957611942566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:48:50,248] Trial 4540 finished with value: 0.9973539288656026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:48:53,116] Trial 4541 finished with value: 0.9973141825636779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 108}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:48:55,951] Trial 4542 finished with value: 0.9967926523507954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:48:56,487] Trial 4543 finished with value: 0.9968065061695718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 32}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:48:58,677] Trial 4544 finished with value: 0.9973401688640808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:49:00,308] Trial 4545 finished with value: 0.9973644794347071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:49:15,891] Trial 4546 finished with value: 0.9963490066772044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 67, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:49:20,233] Trial 4547 finished with value: 0.9973036574483752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:49:32,879] Trial 4548 finished with value: 0.9967707238370765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 58, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:49:33,854] Trial 4549 finished with value: 0.9911259290784283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:49:36,003] Trial 4550 finished with value: 0.997396572203721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:49:38,240] Trial 4551 finished with value: 0.9976519589567553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:49:40,146] Trial 4552 finished with value: 0.9853818888040312 and parameters: {'classifier': 'SVC', 'svc_c': 0.00755221112471557, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:49:42,162] Trial 4553 finished with value: 0.9975821959892963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:49:48,540] Trial 4554 finished with value: 0.9947432978655818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 60, 'rf_n_estimators': 102}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:49:51,169] Trial 4555 finished with value: 0.9971187565253805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:49:52,609] Trial 4556 finished with value: 0.9971428402017062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:49:55,171] Trial 4557 finished with value: 0.9972194761717176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:50:00,232] Trial 4558 finished with value: 0.9974554971518476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 24, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:50:01,554] Trial 4559 finished with value: 0.9908001348245098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:50:04,737] Trial 4560 finished with value: 0.9974313263867036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:50:15,204] Trial 4561 finished with value: 0.9969688600070309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 47, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:50:22,626] Trial 4562 finished with value: 0.9963972635624928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 35, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:50:23,071] Trial 4563 finished with value: 0.9907096035860151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 5}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:50:25,305] Trial 4564 finished with value: 0.9975456851131351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:50:27,319] Trial 4565 finished with value: 0.9969594821218694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:50:29,209] Trial 4566 finished with value: 0.9973729482827229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:50:35,180] Trial 4567 finished with value: 0.9973467552098528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 27, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:50:38,564] Trial 4568 finished with value: 0.9973823882154934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:50:41,773] Trial 4569 finished with value: 0.9974100904893394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:50:44,403] Trial 4570 finished with value: 0.9975023137708953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:50:46,223] Trial 4571 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 7.944532722338385e-06, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:50:48,333] Trial 4572 finished with value: 0.9974462617064148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:50:52,782] Trial 4573 finished with value: 0.9970830503321252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:50:54,275] Trial 4574 finished with value: 0.9975812827944847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:50:56,608] Trial 4575 finished with value: 0.9973343231223796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:51:02,468] Trial 4576 finished with value: 0.9971970501345612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 27, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:51:03,868] Trial 4577 finished with value: 0.9972302787080697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:51:07,560] Trial 4578 finished with value: 0.9972018816596911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:51:09,264] Trial 4579 finished with value: 0.9975257818905056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:51:11,625] Trial 4580 finished with value: 0.9946344136425479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 23, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:51:14,225] Trial 4581 finished with value: 0.9972704175126959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:51:20,332] Trial 4582 finished with value: 0.9968227566764304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 35, 'rf_n_estimators': 89}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:51:22,187] Trial 4583 finished with value: 0.9973799294480639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:51:24,461] Trial 4584 finished with value: 0.9974107159482819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:51:28,732] Trial 4585 finished with value: 0.9958533351783365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 32, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:51:31,638] Trial 4586 finished with value: 0.997015341600727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:51:45,406] Trial 4587 finished with value: 0.9966421834075468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 59, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:51:51,311] Trial 4588 finished with value: 0.9918672237026415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 72, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:51:53,077] Trial 4589 finished with value: 0.9955042778634279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 39, 'rf_n_estimators': 18}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:52:38,638] Trial 4590 finished with value: 0.9908381705801733 and parameters: {'classifier': 'SVC', 'svc_c': 339609944.07880473, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:52:40,503] Trial 4591 finished with value: 0.99743031645475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:52:43,076] Trial 4592 finished with value: 0.9974414807715094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:52:45,887] Trial 4593 finished with value: 0.9974864165069462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:52:47,314] Trial 4594 finished with value: 0.9975359124718804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 108}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:52:48,857] Trial 4595 finished with value: 0.9972791728905402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:52:50,833] Trial 4596 finished with value: 0.9973956691650397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:52:53,266] Trial 4597 finished with value: 0.9975161851407343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 102}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:52:56,543] Trial 4598 finished with value: 0.9972229883202962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:52:59,074] Trial 4599 finished with value: 0.9967158438852569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:53:01,137] Trial 4600 finished with value: 0.9974916551659536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:53:08,327] Trial 4601 finished with value: 0.9972181477816005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 32, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:53:12,899] Trial 4602 finished with value: 0.9973648819031117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:53:14,424] Trial 4603 finished with value: 0.9962358039088387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:53:15,599] Trial 4604 finished with value: 0.9969225241220679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 3, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:53:19,970] Trial 4605 finished with value: 0.9966584986597368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 20, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:53:21,875] Trial 4606 finished with value: 0.9976480115545137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:53:24,251] Trial 4607 finished with value: 0.9973595976049937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 86}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:53:25,649] Trial 4608 finished with value: 0.9867188119115328 and parameters: {'classifier': 'SVC', 'svc_c': 870485.68812399, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:53:28,557] Trial 4609 finished with value: 0.9977602169908749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:53:31,594] Trial 4610 finished with value: 0.9973965958801999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:53:34,905] Trial 4611 finished with value: 0.9975178462710733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:53:38,190] Trial 4612 finished with value: 0.9972835603706067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:53:40,983] Trial 4613 finished with value: 0.9975126558219477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:53:43,912] Trial 4614 finished with value: 0.9974846211887346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:53:47,430] Trial 4615 finished with value: 0.9971073784538144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:53:50,406] Trial 4616 finished with value: 0.9971512987349022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:53:53,085] Trial 4617 finished with value: 0.9973091416953102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:53:56,298] Trial 4618 finished with value: 0.9971449060538413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:53:59,253] Trial 4619 finished with value: 0.9975263009639822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:54:01,830] Trial 4620 finished with value: 0.9971286803660262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:54:04,690] Trial 4621 finished with value: 0.9975570417616136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:54:08,760] Trial 4622 finished with value: 0.9970984209689752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:54:11,449] Trial 4623 finished with value: 0.9974433318849626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:54:14,752] Trial 4624 finished with value: 0.9973041298036521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:54:17,310] Trial 4625 finished with value: 0.9974371077956663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:54:20,440] Trial 4626 finished with value: 0.9974209918575352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:54:23,248] Trial 4627 finished with value: 0.9974501699440785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:54:24,992] Trial 4628 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.875499578898516e-07, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:54:27,600] Trial 4629 finished with value: 0.9973455704655048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:54:30,634] Trial 4630 finished with value: 0.9972274219472803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:54:34,217] Trial 4631 finished with value: 0.9974747544763222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:54:38,485] Trial 4632 finished with value: 0.9974584778809034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:54:41,037] Trial 4633 finished with value: 0.9972964668128449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:54:43,592] Trial 4634 finished with value: 0.9973407099636652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:54:46,412] Trial 4635 finished with value: 0.997299408377323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:54:53,069] Trial 4636 finished with value: 0.996475924411001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 40, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:54:56,315] Trial 4637 finished with value: 0.9970414286689863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:55:09,932] Trial 4638 finished with value: 0.9955818956773448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 58, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:55:12,516] Trial 4639 finished with value: 0.9974420276791308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:55:15,050] Trial 4640 finished with value: 0.9973377316466903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:55:17,959] Trial 4641 finished with value: 0.997006376530528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:55:22,255] Trial 4642 finished with value: 0.9973659100208864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:55:25,163] Trial 4643 finished with value: 0.9975283386963314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:55:27,589] Trial 4644 finished with value: 0.9974731680887553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:55:30,270] Trial 4645 finished with value: 0.9972356225782399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:55:32,011] Trial 4646 finished with value: 0.9957745369046892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:55:33,571] Trial 4647 finished with value: 0.9859441122510454 and parameters: {'classifier': 'SVC', 'svc_c': 0.5776096076493045, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:55:36,496] Trial 4648 finished with value: 0.9969943579245135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:55:38,793] Trial 4649 finished with value: 0.9975514413856752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:55:39,736] Trial 4650 finished with value: 0.9902760517730399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:55:43,459] Trial 4651 finished with value: 0.997451781944137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:55:44,819] Trial 4652 finished with value: 0.9945435873049896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:55:47,757] Trial 4653 finished with value: 0.9974445281184331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:55:57,786] Trial 4654 finished with value: 0.9963441844512811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 42, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:56:00,643] Trial 4655 finished with value: 0.9967900816437661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:56:12,048] Trial 4656 finished with value: 0.9957600199223364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 54, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:56:13,687] Trial 4657 finished with value: 0.9966825608812373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:56:15,810] Trial 4658 finished with value: 0.9974625857500053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:56:19,591] Trial 4659 finished with value: 0.9974021228780964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:56:25,660] Trial 4660 finished with value: 0.997157252925033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 28, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:56:27,557] Trial 4661 finished with value: 0.9963119548284102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:56:29,698] Trial 4662 finished with value: 0.9959561936422582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:56:31,975] Trial 4663 finished with value: 0.9974267859933988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:56:34,702] Trial 4664 finished with value: 0.9973056406232614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:56:35,710] Trial 4665 finished with value: 0.9891557879669538 and parameters: {'classifier': 'SVC', 'svc_c': 2.9462841851725825, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:56:38,060] Trial 4666 finished with value: 0.9974700755787892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:56:41,515] Trial 4667 finished with value: 0.9970229890716974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:56:44,282] Trial 4668 finished with value: 0.9974502154562379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:56:46,527] Trial 4669 finished with value: 0.9973545343296634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:56:50,568] Trial 4670 finished with value: 0.9968940869887121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:56:53,225] Trial 4671 finished with value: 0.997354553689787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:56:59,957] Trial 4672 finished with value: 0.9969582731297603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 30, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:57:07,688] Trial 4673 finished with value: 0.9960391746864691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 49, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:57:10,180] Trial 4674 finished with value: 0.9970668513041523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:57:12,443] Trial 4675 finished with value: 0.9973550720015538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:57:15,089] Trial 4676 finished with value: 0.9972545546843768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:57:17,741] Trial 4677 finished with value: 0.997101898428021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:57:19,619] Trial 4678 finished with value: 0.9971965852059546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:57:21,644] Trial 4679 finished with value: 0.9969001966311138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:57:24,631] Trial 4680 finished with value: 0.997358097893652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:57:27,449] Trial 4681 finished with value: 0.997438660382362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:57:30,192] Trial 4682 finished with value: 0.9972848540711912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:57:32,936] Trial 4683 finished with value: 0.9975025058804491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:57:33,848] Trial 4684 finished with value: 0.9973016283169991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 1, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:57:37,327] Trial 4685 finished with value: 0.9974246490800889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:57:39,660] Trial 4686 finished with value: 0.9973350828009329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:57:41,505] Trial 4687 finished with value: 0.9866068935762825 and parameters: {'classifier': 'SVC', 'svc_c': 1343632065.801998, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:57:44,463] Trial 4688 finished with value: 0.9974019601578448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:57:46,925] Trial 4689 finished with value: 0.9970529015099441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:57:49,257] Trial 4690 finished with value: 0.9975210856640752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:57:56,287] Trial 4691 finished with value: 0.9938900728774515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 60, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:57:59,108] Trial 4692 finished with value: 0.9972928454541269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:58:02,926] Trial 4693 finished with value: 0.9973149082191943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:58:05,039] Trial 4694 finished with value: 0.9971880834139911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:58:06,292] Trial 4695 finished with value: 0.9944262231256723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:58:23,551] Trial 4696 finished with value: 0.9959947933487996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 72, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:58:26,015] Trial 4697 finished with value: 0.9973581268068857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:58:28,979] Trial 4698 finished with value: 0.9974385203864521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 108}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:58:31,428] Trial 4699 finished with value: 0.9968248802915572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 20, 'rf_n_estimators': 60}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:58:34,149] Trial 4700 finished with value: 0.9977481172310309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:58:36,978] Trial 4701 finished with value: 0.9974374644980083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:58:40,449] Trial 4702 finished with value: 0.9976910560280449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:58:43,422] Trial 4703 finished with value: 0.9976005272333689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:58:51,394] Trial 4704 finished with value: 0.9927780417576116 and parameters: {'classifier': 'SVC', 'svc_c': 3705466.834387347, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:58:54,314] Trial 4705 finished with value: 0.9977658871902099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:58:57,084] Trial 4706 finished with value: 0.9974294851437397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:58:59,764] Trial 4707 finished with value: 0.9975878902459652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 127}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:59:02,589] Trial 4708 finished with value: 0.9974919278580545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:59:05,161] Trial 4709 finished with value: 0.9974635707359636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:59:07,776] Trial 4710 finished with value: 0.9976058563771503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:59:10,675] Trial 4711 finished with value: 0.9972514409417506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:59:14,109] Trial 4712 finished with value: 0.9973684827274037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:59:16,668] Trial 4713 finished with value: 0.9973857525923749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:59:19,252] Trial 4714 finished with value: 0.9973509205245671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:59:22,034] Trial 4715 finished with value: 0.9971300837845566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:59:24,588] Trial 4716 finished with value: 0.9972971419416128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:59:27,381] Trial 4717 finished with value: 0.9973237643966328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:59:29,818] Trial 4718 finished with value: 0.9973356691270355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:59:32,658] Trial 4719 finished with value: 0.9975566290736028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:59:35,211] Trial 4720 finished with value: 0.9972507056379104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:59:37,672] Trial 4721 finished with value: 0.9973909837612357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:59:41,247] Trial 4722 finished with value: 0.9973702751574662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 127}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:59:43,809] Trial 4723 finished with value: 0.9971608354682903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:59:46,209] Trial 4724 finished with value: 0.9975092276201343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:59:48,048] Trial 4725 finished with value: 0.9852065471166012 and parameters: {'classifier': 'SVC', 'svc_c': 2.5153881010956e-10, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:59:50,898] Trial 4726 finished with value: 0.9973842492629116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 127}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 16:59:53,689] Trial 4727 finished with value: 0.9969374540780725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:00:11,432] Trial 4728 finished with value: 0.9962358663690408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 74, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:00:13,932] Trial 4729 finished with value: 0.9974769493430512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:00:16,531] Trial 4730 finished with value: 0.9976384610151356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:00:19,580] Trial 4731 finished with value: 0.9973659410605599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:00:22,545] Trial 4732 finished with value: 0.9975078544795676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:00:25,212] Trial 4733 finished with value: 0.9976332890692102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 127}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:00:28,228] Trial 4734 finished with value: 0.9973202376803547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:00:31,086] Trial 4735 finished with value: 0.9971134515658847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 127}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:00:33,432] Trial 4736 finished with value: 0.9973510013610175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:00:36,067] Trial 4737 finished with value: 0.997358151784619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:00:39,118] Trial 4738 finished with value: 0.9974908653998639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:00:42,023] Trial 4739 finished with value: 0.997591195812504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:00:44,640] Trial 4740 finished with value: 0.9973877816602753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:00:47,049] Trial 4741 finished with value: 0.9975481182363355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:00:49,343] Trial 4742 finished with value: 0.9850790500073038 and parameters: {'classifier': 'SVC', 'svc_c': 0.00027584134440658553, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:00:52,147] Trial 4743 finished with value: 0.9974776734116723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:00:53,139] Trial 4744 finished with value: 0.9899719547904468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:00:54,653] Trial 4745 finished with value: 0.9962195795540157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:00:57,775] Trial 4746 finished with value: 0.9973378476487421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:00:59,017] Trial 4747 finished with value: 0.9974795908573522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 3, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:01:01,754] Trial 4748 finished with value: 0.9973301460329016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:01:04,728] Trial 4749 finished with value: 0.9975221872233675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:01:07,107] Trial 4750 finished with value: 0.9973045278287497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:01:09,865] Trial 4751 finished with value: 0.9975351132478947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:01:21,365] Trial 4752 finished with value: 0.9969999233887538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 45, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:01:23,096] Trial 4753 finished with value: 0.9956169778081255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:01:24,197] Trial 4754 finished with value: 0.9969452228195873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:01:26,811] Trial 4755 finished with value: 0.9975329317745625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:01:28,933] Trial 4756 finished with value: 0.9968844692919219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:01:38,789] Trial 4757 finished with value: 0.9968532006611514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 43, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:01:41,184] Trial 4758 finished with value: 0.9973525003423873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:01:43,645] Trial 4759 finished with value: 0.9974924184626283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:01:44,734] Trial 4760 finished with value: 0.9894858126935105 and parameters: {'classifier': 'SVC', 'svc_c': 18727.364227044756, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:01:47,523] Trial 4761 finished with value: 0.997254779230072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:01:50,162] Trial 4762 finished with value: 0.9970151839585407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:01:53,301] Trial 4763 finished with value: 0.9972308022248533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:01:56,097] Trial 4764 finished with value: 0.9972153064771719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:01:58,994] Trial 4765 finished with value: 0.9973841252629071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:02:02,420] Trial 4766 finished with value: 0.9962116068647076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 24, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:02:04,649] Trial 4767 finished with value: 0.997002326075301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:02:07,025] Trial 4768 finished with value: 0.9974853765826701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:02:09,550] Trial 4769 finished with value: 0.9973452878711768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:02:12,853] Trial 4770 finished with value: 0.9972377412105152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:02:15,303] Trial 4771 finished with value: 0.99737868427474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:02:18,496] Trial 4772 finished with value: 0.9975743122613427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:02:29,528] Trial 4773 finished with value: 0.996767497044024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 48, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:02:31,649] Trial 4774 finished with value: 0.9975070861683036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:02:34,505] Trial 4775 finished with value: 0.9974498813830239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:02:37,098] Trial 4776 finished with value: 0.9973546281469178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:02:39,402] Trial 4777 finished with value: 0.9968147415218022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:02:47,039] Trial 4778 finished with value: 0.9973680664212715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 32, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:02:48,876] Trial 4779 finished with value: 0.9853853309070479 and parameters: {'classifier': 'SVC', 'svc_c': 0.11235512511781778, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:02:51,675] Trial 4780 finished with value: 0.9973887242443892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:02:56,877] Trial 4781 finished with value: 0.9968749771185558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 22, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:02:59,518] Trial 4782 finished with value: 0.9973663043643866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:03:02,085] Trial 4783 finished with value: 0.9974288525120301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:03:04,975] Trial 4784 finished with value: 0.997372291720631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:03:06,246] Trial 4785 finished with value: 0.9971670523213435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:03:08,551] Trial 4786 finished with value: 0.9976045838140123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:03:11,584] Trial 4787 finished with value: 0.9972855148544246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:03:13,905] Trial 4788 finished with value: 0.9971825880587883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:03:16,179] Trial 4789 finished with value: 0.9973282868897578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:03:18,735] Trial 4790 finished with value: 0.997644477475041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:03:24,813] Trial 4791 finished with value: 0.9970087174868452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 25, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:03:26,946] Trial 4792 finished with value: 0.996902952655785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:03:29,986] Trial 4793 finished with value: 0.9975013964184175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:03:30,820] Trial 4794 finished with value: 0.9954452011446278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:03:33,433] Trial 4795 finished with value: 0.9972900895564075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:03:35,619] Trial 4796 finished with value: 0.9971915798523053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:03:38,630] Trial 4797 finished with value: 0.9973841173601681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:03:40,064] Trial 4798 finished with value: 0.9867338629793926 and parameters: {'classifier': 'SVC', 'svc_c': 136452047.3954138, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:03:49,019] Trial 4799 finished with value: 0.9967853173395241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 40, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:03:51,617] Trial 4800 finished with value: 0.9969858006864256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:03:54,576] Trial 4801 finished with value: 0.9970592872404028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:03:57,607] Trial 4802 finished with value: 0.9974444149727928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:03:59,750] Trial 4803 finished with value: 0.9971460752466147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:04:01,957] Trial 4804 finished with value: 0.9975608492314212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:04:04,554] Trial 4805 finished with value: 0.9974175251259023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:04:07,251] Trial 4806 finished with value: 0.997416646461934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:04:08,102] Trial 4807 finished with value: 0.988490078026305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:04:11,164] Trial 4808 finished with value: 0.9974978453274265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:04:13,716] Trial 4809 finished with value: 0.9974732327071347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:04:16,303] Trial 4810 finished with value: 0.9975218487385843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:04:19,124] Trial 4811 finished with value: 0.9974582149006022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:04:21,056] Trial 4812 finished with value: 0.9963296197985914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:04:22,896] Trial 4813 finished with value: 0.9970014901305561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:04:25,690] Trial 4814 finished with value: 0.9976214434030531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:04:33,093] Trial 4815 finished with value: 0.9968362700426733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 32, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:04:34,858] Trial 4816 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 6.285709334537833e-07, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:04:37,389] Trial 4817 finished with value: 0.9975302138671184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:04:39,419] Trial 4818 finished with value: 0.9974379394875316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:04:41,065] Trial 4819 finished with value: 0.9956814419732428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:04:42,179] Trial 4820 finished with value: 0.9969507746365275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:04:43,754] Trial 4821 finished with value: 0.9970568202211171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:04:46,615] Trial 4822 finished with value: 0.9975573625049065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:04:49,125] Trial 4823 finished with value: 0.9973409819892702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:04:50,713] Trial 4824 finished with value: 0.996736868915964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:04:51,680] Trial 4825 finished with value: 0.9969371834171975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:04:53,602] Trial 4826 finished with value: 0.9971974774854852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:04:58,120] Trial 4827 finished with value: 0.9971930001871404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 21, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:05:00,956] Trial 4828 finished with value: 0.997595319360132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:05:03,494] Trial 4829 finished with value: 0.9973288889578625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:05:15,865] Trial 4830 finished with value: 0.996516955368206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 54, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:05:18,785] Trial 4831 finished with value: 0.9973628414730404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:05:22,158] Trial 4832 finished with value: 0.9974359096579214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:05:23,176] Trial 4833 finished with value: 0.9940926307726747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:05:24,473] Trial 4834 finished with value: 0.9974534405671814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:05:25,397] Trial 4835 finished with value: 0.9914516561431966 and parameters: {'classifier': 'SVC', 'svc_c': 45.6266882485257, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:05:33,758] Trial 4836 finished with value: 0.9969474975706293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 42, 'rf_n_estimators': 107}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:05:46,870] Trial 4837 finished with value: 0.9968368051120553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 56, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:05:49,179] Trial 4838 finished with value: 0.9971880259049026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:05:52,240] Trial 4839 finished with value: 0.9973981039386114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:05:54,736] Trial 4840 finished with value: 0.9970324529348503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:05:58,388] Trial 4841 finished with value: 0.9977574240232796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:06:07,760] Trial 4842 finished with value: 0.9966970450148557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 39, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:06:10,705] Trial 4843 finished with value: 0.9966265542337025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:06:14,127] Trial 4844 finished with value: 0.9974208381191114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:06:18,051] Trial 4845 finished with value: 0.9972305957380273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:06:28,359] Trial 4846 finished with value: 0.9966430175749689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 43, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:06:32,658] Trial 4847 finished with value: 0.9968358167936168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 17, 'rf_n_estimators': 127}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:06:36,469] Trial 4848 finished with value: 0.9975411174887056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:06:45,114] Trial 4849 finished with value: 0.9962869403109963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 48, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:06:49,339] Trial 4850 finished with value: 0.9972443170510399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:06:52,952] Trial 4851 finished with value: 0.9971467138767888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:07:07,330] Trial 4852 finished with value: 0.9967461802784715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 64, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:07:09,936] Trial 4853 finished with value: 0.9972185899223893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 15, 'rf_n_estimators': 81}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:07:15,284] Trial 4854 finished with value: 0.9962021875298389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 34, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:07:16,922] Trial 4855 finished with value: 0.9960196045531783 and parameters: {'classifier': 'SVC', 'svc_c': 119017.84847907755, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:07:21,351] Trial 4856 finished with value: 0.9974172002884192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:07:24,543] Trial 4857 finished with value: 0.9976269508821366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:07:27,729] Trial 4858 finished with value: 0.9973903218036995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:07:29,929] Trial 4859 finished with value: 0.9975572905550703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:07:35,178] Trial 4860 finished with value: 0.9973668175980883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 19, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:07:47,445] Trial 4861 finished with value: 0.9968109728674555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 53, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:07:50,645] Trial 4862 finished with value: 0.997310049748581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:07:52,869] Trial 4863 finished with value: 0.9973957172479695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:07:55,260] Trial 4864 finished with value: 0.9973846211677114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:07:58,744] Trial 4865 finished with value: 0.9972470825336073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:07:59,998] Trial 4866 finished with value: 0.9974007525622034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:08:02,006] Trial 4867 finished with value: 0.9972883301337688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:08:05,078] Trial 4868 finished with value: 0.9972905847947157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:08:07,297] Trial 4869 finished with value: 0.9972818484596159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:08:09,583] Trial 4870 finished with value: 0.9962124492839854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:08:11,758] Trial 4871 finished with value: 0.9972878655225413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:08:15,636] Trial 4872 finished with value: 0.9972846649132624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:08:16,433] Trial 4873 finished with value: 0.9920176693502661 and parameters: {'classifier': 'SVC', 'svc_c': 119.71557467011306, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:08:18,613] Trial 4874 finished with value: 0.9973965963880064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:08:21,762] Trial 4875 finished with value: 0.9972904949764375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:08:24,358] Trial 4876 finished with value: 0.9975236198725107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:08:27,106] Trial 4877 finished with value: 0.9973120230529778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:08:30,168] Trial 4878 finished with value: 0.9976001658020786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:08:32,862] Trial 4879 finished with value: 0.9974323382546696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:08:35,156] Trial 4880 finished with value: 0.9976027425075724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:08:45,498] Trial 4881 finished with value: 0.9970334150695151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 46, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:08:49,993] Trial 4882 finished with value: 0.9974196921267486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 18, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:08:52,591] Trial 4883 finished with value: 0.9973173340426761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:09:05,496] Trial 4884 finished with value: 0.9965928193770942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 56, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:09:06,994] Trial 4885 finished with value: 0.9945709797533828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:09:08,143] Trial 4886 finished with value: 0.9971085454884099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:09:09,445] Trial 4887 finished with value: 0.9971159479109967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:09:14,453] Trial 4888 finished with value: 0.9973442307449547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 21, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:09:17,700] Trial 4889 finished with value: 0.9973777792365706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:09:18,880] Trial 4890 finished with value: 0.9916598400903255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:09:21,322] Trial 4891 finished with value: 0.9975757423714534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:09:23,073] Trial 4892 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.3136273227739212e-09, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:09:23,773] Trial 4893 finished with value: 0.9896982418396668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:09:26,734] Trial 4894 finished with value: 0.9971555028333392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:09:28,882] Trial 4895 finished with value: 0.9974874974048612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:09:32,080] Trial 4896 finished with value: 0.9972375202194654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:09:34,802] Trial 4897 finished with value: 0.9972380285020536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:09:38,017] Trial 4898 finished with value: 0.9974602646616183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:09:40,422] Trial 4899 finished with value: 0.9974386614614508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:09:41,985] Trial 4900 finished with value: 0.996543743209462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:09:47,720] Trial 4901 finished with value: 0.9969010163260502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 25, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:09:50,468] Trial 4902 finished with value: 0.9966937550951055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:09:52,284] Trial 4903 finished with value: 0.9974203670333509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 78}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:09:55,127] Trial 4904 finished with value: 0.9974680843742124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:09:57,071] Trial 4905 finished with value: 0.9960950147734652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:09:59,935] Trial 4906 finished with value: 0.9971215732646684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:10:01,854] Trial 4907 finished with value: 0.997065993618941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:10:04,168] Trial 4908 finished with value: 0.9972322744511671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:10:05,058] Trial 4909 finished with value: 0.9893630620517513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:10:06,568] Trial 4910 finished with value: 0.9954725033304124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:10:09,967] Trial 4911 finished with value: 0.9972251217741742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:10:11,758] Trial 4912 finished with value: 0.9852048261285686 and parameters: {'classifier': 'SVC', 'svc_c': 1.077877437581817e-07, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:10:18,191] Trial 4913 finished with value: 0.996862940707575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 34, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:10:19,513] Trial 4914 finished with value: 0.9942948289821926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:10:21,903] Trial 4915 finished with value: 0.9974078992724698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:10:24,833] Trial 4916 finished with value: 0.9974483323509739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:10:27,816] Trial 4917 finished with value: 0.9971193056546556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:10:29,893] Trial 4918 finished with value: 0.9974240131793749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:10:31,701] Trial 4919 finished with value: 0.9967531398937731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:10:35,586] Trial 4920 finished with value: 0.9969689551255395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 17, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:10:37,602] Trial 4921 finished with value: 0.9973507047385342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:10:46,595] Trial 4922 finished with value: 0.9960087062635594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 56, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:10:49,501] Trial 4923 finished with value: 0.9975644339963322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:10:54,071] Trial 4924 finished with value: 0.9971700634870527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:10:55,056] Trial 4925 finished with value: 0.9967719264181284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:10:57,713] Trial 4926 finished with value: 0.9974534019421478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:11:00,039] Trial 4927 finished with value: 0.9974014125519893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:11:02,267] Trial 4928 finished with value: 0.9975812345846032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 76}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:11:04,251] Trial 4929 finished with value: 0.9973565182027834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 81}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:11:06,079] Trial 4930 finished with value: 0.9853877888175541 and parameters: {'classifier': 'SVC', 'svc_c': 0.018367383537479264, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:11:08,844] Trial 4931 finished with value: 0.9973462743805546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:11:11,886] Trial 4932 finished with value: 0.9972815316200855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:11:14,507] Trial 4933 finished with value: 0.9969700619850626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:11:17,863] Trial 4934 finished with value: 0.9974999438061305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:11:22,840] Trial 4935 finished with value: 0.9965229937907436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 30, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:11:25,478] Trial 4936 finished with value: 0.9974611031771335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:11:27,808] Trial 4937 finished with value: 0.9973970426229855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:11:30,994] Trial 4938 finished with value: 0.9971229303458539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:11:40,238] Trial 4939 finished with value: 0.9970674158897883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 42, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:11:41,218] Trial 4940 finished with value: 0.996701873334457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:11:43,767] Trial 4941 finished with value: 0.9974902821840764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:11:46,728] Trial 4942 finished with value: 0.9972919190246077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:11:49,095] Trial 4943 finished with value: 0.9973078202557949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:11:50,169] Trial 4944 finished with value: 0.9969787971775976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 3, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:11:53,021] Trial 4945 finished with value: 0.9974962355490219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:11:55,246] Trial 4946 finished with value: 0.9971845016324434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:11:57,145] Trial 4947 finished with value: 0.9970728827443501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:11:58,127] Trial 4948 finished with value: 0.9899500685198824 and parameters: {'classifier': 'SVC', 'svc_c': 10.878077951898511, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:12:00,706] Trial 4949 finished with value: 0.997396939950855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:12:01,901] Trial 4950 finished with value: 0.9970864168989223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:12:03,292] Trial 4951 finished with value: 0.9972476754294567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:12:06,432] Trial 4952 finished with value: 0.9973802501913566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:12:09,842] Trial 4953 finished with value: 0.9972581544295799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:12:11,968] Trial 4954 finished with value: 0.997592213805886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:12:18,717] Trial 4955 finished with value: 0.9969704644852051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 26, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:12:23,881] Trial 4956 finished with value: 0.9974878203380698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:12:25,109] Trial 4957 finished with value: 0.9956199707562757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:12:27,698] Trial 4958 finished with value: 0.9973130561853418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:12:29,145] Trial 4959 finished with value: 0.996929206760651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 7, 'rf_n_estimators': 84}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:12:32,194] Trial 4960 finished with value: 0.9972125572761511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:12:36,217] Trial 4961 finished with value: 0.9973996192332656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:12:38,714] Trial 4962 finished with value: 0.9974317055912221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:12:41,609] Trial 4963 finished with value: 0.9975088507959589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:12:43,665] Trial 4964 finished with value: 0.9972630556511547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:12:54,730] Trial 4965 finished with value: 0.9969782458266693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 51, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:12:58,407] Trial 4966 finished with value: 0.9972411728717604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:13:31,278] Trial 4967 finished with value: 0.9903155988243814 and parameters: {'classifier': 'SVC', 'svc_c': 11762390.309726514, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:13:32,273] Trial 4968 finished with value: 0.9967101391868166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:13:35,797] Trial 4969 finished with value: 0.9970107232591215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:13:38,718] Trial 4970 finished with value: 0.9974870407598485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:13:41,180] Trial 4971 finished with value: 0.9977103680051961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:13:44,470] Trial 4972 finished with value: 0.9975125151278038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:13:49,231] Trial 4973 finished with value: 0.997048872922135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 21, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:13:51,242] Trial 4974 finished with value: 0.9973815749633523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:13:57,882] Trial 4975 finished with value: 0.9968511655313105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 29, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:14:00,152] Trial 4976 finished with value: 0.9974200535897767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:14:07,138] Trial 4977 finished with value: 0.9970516239004787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 33, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:14:09,360] Trial 4978 finished with value: 0.9971215331479534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:14:11,996] Trial 4979 finished with value: 0.9974435802658262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:14:14,650] Trial 4980 finished with value: 0.9972268521566274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:14:17,038] Trial 4981 finished with value: 0.997463915631804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:14:18,802] Trial 4982 finished with value: 0.9973591632717299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:14:21,714] Trial 4983 finished with value: 0.9973072143791413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:14:23,845] Trial 4984 finished with value: 0.9974401533970051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:14:24,801] Trial 4985 finished with value: 0.996997980901865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:14:26,717] Trial 4986 finished with value: 0.9853037220195288 and parameters: {'classifier': 'SVC', 'svc_c': 0.001551098500981098, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:14:29,994] Trial 4987 finished with value: 0.9969267452954992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:14:47,673] Trial 4988 finished with value: 0.9963226061018952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 73, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:14:50,516] Trial 4989 finished with value: 0.9973824747965049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:14:51,500] Trial 4990 finished with value: 0.9894627988385699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:14:54,157] Trial 4991 finished with value: 0.9974632448828676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:14:56,641] Trial 4992 finished with value: 0.9973776911321394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:14:59,249] Trial 4993 finished with value: 0.9973520144984996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:15:02,223] Trial 4994 finished with value: 0.9973784668065978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:15:03,934] Trial 4995 finished with value: 0.9966092119745648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:15:07,634] Trial 4996 finished with value: 0.9972230102194525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:15:09,078] Trial 4997 finished with value: 0.996444599635872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:15:11,379] Trial 4998 finished with value: 0.997281898129441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:15:16,481] Trial 4999 finished with value: 0.997180085239143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 23, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:15:21,257] Trial 5000 finished with value: 0.9973540389644037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 22, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:15:26,641] Trial 5001 finished with value: 0.9973739818276796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 23, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:15:29,931] Trial 5002 finished with value: 0.997414146593914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:15:31,126] Trial 5003 finished with value: 0.9973091422983305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:15:32,522] Trial 5004 finished with value: 0.9963952310351606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:15:34,698] Trial 5005 finished with value: 0.9971455707408375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:15:35,905] Trial 5006 finished with value: 0.9943311003641039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:19:06,304] Trial 5007 finished with value: 0.9896088196188729 and parameters: {'classifier': 'SVC', 'svc_c': 5468315070.706639, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:19:09,073] Trial 5008 finished with value: 0.9974509266710064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:19:11,029] Trial 5009 finished with value: 0.9974797089858436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:19:13,296] Trial 5010 finished with value: 0.9973564904955903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:19:18,178] Trial 5011 finished with value: 0.996922816269506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 19, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:19:21,060] Trial 5012 finished with value: 0.9967535573424701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:19:23,795] Trial 5013 finished with value: 0.9973207657356592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:19:26,905] Trial 5014 finished with value: 0.9972038021204722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:19:28,998] Trial 5015 finished with value: 0.9974551413699048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:19:43,330] Trial 5016 finished with value: 0.9964269731637727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 62, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:19:45,990] Trial 5017 finished with value: 0.9973808276625831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:19:48,047] Trial 5018 finished with value: 0.9973100292141549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:19:51,092] Trial 5019 finished with value: 0.9975968372890326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:19:53,656] Trial 5020 finished with value: 0.9974462472021912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:19:56,217] Trial 5021 finished with value: 0.9969855284386554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 16, 'rf_n_estimators': 73}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:19:57,616] Trial 5022 finished with value: 0.9973963629874348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:19:58,565] Trial 5023 finished with value: 0.9918858519183145 and parameters: {'classifier': 'SVC', 'svc_c': 6263.497580311283, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:20:01,175] Trial 5024 finished with value: 0.9975587965187797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:20:03,038] Trial 5025 finished with value: 0.9976159974955104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:20:04,145] Trial 5026 finished with value: 0.9939800990706246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:20:14,377] Trial 5027 finished with value: 0.9966169412658604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 43, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:20:17,515] Trial 5028 finished with value: 0.9971122991942023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:20:20,594] Trial 5029 finished with value: 0.9977370328303228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:20:23,488] Trial 5030 finished with value: 0.9973522511045999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:20:25,562] Trial 5031 finished with value: 0.9973727543323703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:20:27,587] Trial 5032 finished with value: 0.99747628503691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:20:30,884] Trial 5033 finished with value: 0.9973310432952838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:20:31,899] Trial 5034 finished with value: 0.9970244328925841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:20:34,288] Trial 5035 finished with value: 0.9972453637354901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:20:36,549] Trial 5036 finished with value: 0.997430596700473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:20:39,302] Trial 5037 finished with value: 0.9974783109627575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:20:40,716] Trial 5038 finished with value: 0.9959933709510005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:20:42,621] Trial 5039 finished with value: 0.9971592355603747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:20:44,579] Trial 5040 finished with value: 0.9975017077990277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:20:47,325] Trial 5041 finished with value: 0.9976007171847451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:20:49,085] Trial 5042 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.8363355313319773e-06, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:20:51,337] Trial 5043 finished with value: 0.9973148570894255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:20:54,506] Trial 5044 finished with value: 0.9975628945173924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:20:56,940] Trial 5045 finished with value: 0.9975007886057515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:20:59,808] Trial 5046 finished with value: 0.9972232011864417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:21:03,360] Trial 5047 finished with value: 0.9973818907555317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:21:04,586] Trial 5048 finished with value: 0.9913472307787833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 17, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:21:07,624] Trial 5049 finished with value: 0.9970383023898867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:21:14,729] Trial 5050 finished with value: 0.9970691856907226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 32, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:21:16,879] Trial 5051 finished with value: 0.9973916983084846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:21:19,118] Trial 5052 finished with value: 0.9970406522328178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:21:26,271] Trial 5053 finished with value: 0.9971069297115406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 32, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:21:28,319] Trial 5054 finished with value: 0.997272140341527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:21:29,447] Trial 5055 finished with value: 0.9973407159938676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:21:32,357] Trial 5056 finished with value: 0.9973825075500254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:21:45,661] Trial 5057 finished with value: 0.996732719628893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 56, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:21:50,398] Trial 5058 finished with value: 0.9972862960195411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 19, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:21:53,312] Trial 5059 finished with value: 0.9974751253655091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:21:55,427] Trial 5060 finished with value: 0.9971851372792542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:21:57,955] Trial 5061 finished with value: 0.9975584534954759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:21:59,746] Trial 5062 finished with value: 0.9852053993786534 and parameters: {'classifier': 'SVC', 'svc_c': 9.666969767597528e-05, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:22:01,992] Trial 5063 finished with value: 0.9976316202900352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:22:04,980] Trial 5064 finished with value: 0.9975167160841881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:22:08,078] Trial 5065 finished with value: 0.9972152633136179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:22:09,882] Trial 5066 finished with value: 0.9973607649252304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 83}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:22:11,972] Trial 5067 finished with value: 0.9972223707958304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 80}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:22:14,525] Trial 5068 finished with value: 0.9975617870231112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:22:17,073] Trial 5069 finished with value: 0.9974219953149558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:22:19,053] Trial 5070 finished with value: 0.9977203181565671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:22:20,464] Trial 5071 finished with value: 0.9970794314172261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:22:23,217] Trial 5072 finished with value: 0.997442272505349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:22:26,902] Trial 5073 finished with value: 0.9970035779453233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:22:29,502] Trial 5074 finished with value: 0.9974567723809699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:22:32,615] Trial 5075 finished with value: 0.9974869450700575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:22:35,593] Trial 5076 finished with value: 0.997556160780778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:22:37,731] Trial 5077 finished with value: 0.9975320011556397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:22:38,522] Trial 5078 finished with value: 0.9933946875592956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 1, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:22:40,346] Trial 5079 finished with value: 0.9853673049816454 and parameters: {'classifier': 'SVC', 'svc_c': 0.005587034957030791, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:22:51,642] Trial 5080 finished with value: 0.9967363651084208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 54, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:22:54,075] Trial 5081 finished with value: 0.9975608422173435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:22:56,339] Trial 5082 finished with value: 0.9974407136345477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:22:58,362] Trial 5083 finished with value: 0.9964378257825427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 15, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:23:00,785] Trial 5084 finished with value: 0.9969900971421736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:23:04,630] Trial 5085 finished with value: 0.9965383356730494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 22, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:23:06,865] Trial 5086 finished with value: 0.9969157463332379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:23:09,316] Trial 5087 finished with value: 0.9974683032070845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:23:11,284] Trial 5088 finished with value: 0.9973578221229739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:23:13,718] Trial 5089 finished with value: 0.9971847674374184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:23:16,852] Trial 5090 finished with value: 0.9969453533893388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:23:18,756] Trial 5091 finished with value: 0.9974433516576787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:23:21,162] Trial 5092 finished with value: 0.997506772502564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:23:23,306] Trial 5093 finished with value: 0.9971917715810044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:23:26,400] Trial 5094 finished with value: 0.9972920608613162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:23:29,172] Trial 5095 finished with value: 0.9975733115333822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:23:31,608] Trial 5096 finished with value: 0.9973603079628387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:23:33,690] Trial 5097 finished with value: 0.997465270491336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:23:35,476] Trial 5098 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 1.857831981680507e-05, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:23:38,551] Trial 5099 finished with value: 0.997145387740063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:23:54,535] Trial 5100 finished with value: 0.9958316164521861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 71, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:23:56,488] Trial 5101 finished with value: 0.9955729272429276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:23:57,573] Trial 5102 finished with value: 0.9969422836989281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:23:59,412] Trial 5103 finished with value: 0.997618522436477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:24:02,133] Trial 5104 finished with value: 0.9974862630859018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:24:03,106] Trial 5105 finished with value: 0.9971596145427278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:24:04,214] Trial 5106 finished with value: 0.9971043231724138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 3, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:24:08,279] Trial 5107 finished with value: 0.9971310880354248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 18, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:24:16,046] Trial 5108 finished with value: 0.997131627484638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 36, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:24:18,297] Trial 5109 finished with value: 0.9975444141368927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:24:22,199] Trial 5110 finished with value: 0.9970822849407487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:24:24,768] Trial 5111 finished with value: 0.9973180788361508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:24:32,352] Trial 5112 finished with value: 0.9970302039232511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 34, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:24:38,865] Trial 5113 finished with value: 0.9967698463474108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 32, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:24:47,032] Trial 5114 finished with value: 0.9964917681330996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 38, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:24:51,597] Trial 5115 finished with value: 0.9972994035214232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:24:54,364] Trial 5116 finished with value: 0.997346853914745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:24:56,427] Trial 5117 finished with value: 0.9974547503906227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:24:57,209] Trial 5118 finished with value: 0.9950510305206897 and parameters: {'classifier': 'SVC', 'svc_c': 1238.3466340557054, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:25:01,047] Trial 5119 finished with value: 0.99744478979748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:25:04,057] Trial 5120 finished with value: 0.9974362279256576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:25:06,852] Trial 5121 finished with value: 0.989700549852036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 53, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:25:08,724] Trial 5122 finished with value: 0.9976124684941031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:25:15,385] Trial 5123 finished with value: 0.9967689940893814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 30, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:25:17,804] Trial 5124 finished with value: 0.9967809300816229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:25:26,277] Trial 5125 finished with value: 0.997004015357164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 35, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:25:30,770] Trial 5126 finished with value: 0.9971465565837194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 20, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:25:41,279] Trial 5127 finished with value: 0.9968873630591113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 46, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:25:44,510] Trial 5128 finished with value: 0.9974031459812815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:25:46,756] Trial 5129 finished with value: 0.9975519323393658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:25:49,348] Trial 5130 finished with value: 0.9975941275699687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:25:50,949] Trial 5131 finished with value: 0.9963852844701732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:26:04,039] Trial 5132 finished with value: 0.996465736161848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 57, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:26:09,397] Trial 5133 finished with value: 0.9973216230082779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 23, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:26:12,807] Trial 5134 finished with value: 0.9972285503251047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:26:14,335] Trial 5135 finished with value: 0.996886024100271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:26:16,208] Trial 5136 finished with value: 0.9852051540128905 and parameters: {'classifier': 'SVC', 'svc_c': 6.667661965341922e-09, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:26:18,093] Trial 5137 finished with value: 0.9955681000024151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:26:20,924] Trial 5138 finished with value: 0.9972083436246039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:26:31,345] Trial 5139 finished with value: 0.9963328339599568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 55, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:26:32,373] Trial 5140 finished with value: 0.9966226406323324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:26:34,109] Trial 5141 finished with value: 0.9937107168842708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 31, 'rf_n_estimators': 77}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:26:35,938] Trial 5142 finished with value: 0.9974106481561117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:26:38,506] Trial 5143 finished with value: 0.9973583581762311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:26:53,872] Trial 5144 finished with value: 0.9959492188879745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 74, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:26:56,042] Trial 5145 finished with value: 0.9976965063471567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:27:06,513] Trial 5146 finished with value: 0.9967626366373983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 44, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:27:09,727] Trial 5147 finished with value: 0.99737418885405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:27:11,904] Trial 5148 finished with value: 0.9974193950599345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:27:22,893] Trial 5149 finished with value: 0.9967117259869765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 46, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:27:31,331] Trial 5150 finished with value: 0.9963299149293929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 37, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:27:36,227] Trial 5151 finished with value: 0.9967860574357884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 27, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:27:38,998] Trial 5152 finished with value: 0.9975949757338078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:27:42,183] Trial 5153 finished with value: 0.9971939992012538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:27:43,337] Trial 5154 finished with value: 0.9874610366468625 and parameters: {'classifier': 'SVC', 'svc_c': 1.1637846582683093, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:27:45,957] Trial 5155 finished with value: 0.9973600229246916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:27:47,284] Trial 5156 finished with value: 0.9973261627033488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:27:49,691] Trial 5157 finished with value: 0.9973444579883721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:27:53,372] Trial 5158 finished with value: 0.9974143141383277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 17, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:27:55,799] Trial 5159 finished with value: 0.9974720946809867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:27:58,222] Trial 5160 finished with value: 0.9968889290709417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:28:00,444] Trial 5161 finished with value: 0.9976210352535633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:28:01,874] Trial 5162 finished with value: 0.9955944474484669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:28:04,159] Trial 5163 finished with value: 0.9967379214084516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:28:16,479] Trial 5164 finished with value: 0.9964965247885059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 50, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:28:19,786] Trial 5165 finished with value: 0.997393192243527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:28:22,059] Trial 5166 finished with value: 0.9976927833319209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:28:24,152] Trial 5167 finished with value: 0.9973968565118961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:28:25,354] Trial 5168 finished with value: 0.9970426808881254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 3, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:28:31,027] Trial 5169 finished with value: 0.9973725854549645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 24, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:28:32,941] Trial 5170 finished with value: 0.9973827588825147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:28:35,599] Trial 5171 finished with value: 0.9974645505803809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:28:38,068] Trial 5172 finished with value: 0.997568438590283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:28:39,591] Trial 5173 finished with value: 0.9969169279990089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:28:41,175] Trial 5174 finished with value: 0.9867150284990592 and parameters: {'classifier': 'SVC', 'svc_c': 2326580.0551206023, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:28:44,149] Trial 5175 finished with value: 0.9975514094890782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:28:46,634] Trial 5176 finished with value: 0.9974001637605441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:28:49,071] Trial 5177 finished with value: 0.9974040340714084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:28:56,724] Trial 5178 finished with value: 0.9969882603425168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 38, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:28:58,997] Trial 5179 finished with value: 0.9971422635556654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:29:02,123] Trial 5180 finished with value: 0.9975019221885928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:29:04,706] Trial 5181 finished with value: 0.997463566863939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:29:07,606] Trial 5182 finished with value: 0.997584406756717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:29:09,445] Trial 5183 finished with value: 0.9974891057233223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:29:11,878] Trial 5184 finished with value: 0.9974208605578121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:29:13,458] Trial 5185 finished with value: 0.9972352982485635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:29:15,998] Trial 5186 finished with value: 0.9970716961592035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:29:18,241] Trial 5187 finished with value: 0.9975357530206335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:29:21,566] Trial 5188 finished with value: 0.9975891598574776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:29:22,931] Trial 5189 finished with value: 0.991905360638754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 21, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:29:26,110] Trial 5190 finished with value: 0.9973465931878351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:29:27,935] Trial 5191 finished with value: 0.985382054222005 and parameters: {'classifier': 'SVC', 'svc_c': 0.055409191839550606, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:29:34,338] Trial 5192 finished with value: 0.9971136791266813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 29, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:29:37,320] Trial 5193 finished with value: 0.997405309490958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:29:39,491] Trial 5194 finished with value: 0.9976676042534568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:29:42,216] Trial 5195 finished with value: 0.9969432458018552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:29:43,567] Trial 5196 finished with value: 0.9967628719105063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 72}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:29:45,710] Trial 5197 finished with value: 0.9975498491265954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:29:47,007] Trial 5198 finished with value: 0.9972922227563822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 4, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:29:53,188] Trial 5199 finished with value: 0.9965980425797402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 26, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:29:58,893] Trial 5200 finished with value: 0.997474124129742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 26, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:30:02,310] Trial 5201 finished with value: 0.9975891251996827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:30:04,189] Trial 5202 finished with value: 0.9968887167760786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:30:07,868] Trial 5203 finished with value: 0.9974545432690386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:30:11,597] Trial 5204 finished with value: 0.9973203890384355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:30:14,039] Trial 5205 finished with value: 0.997382498822101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:30:16,125] Trial 5206 finished with value: 0.9974781815990467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:30:17,798] Trial 5207 finished with value: 0.9962518752234719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:30:21,532] Trial 5208 finished with value: 0.9975826970356415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:30:23,136] Trial 5209 finished with value: 0.9972766202106422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:30:35,377] Trial 5210 finished with value: 0.9953702344298598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 74, 'rf_n_estimators': 84}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:30:36,183] Trial 5211 finished with value: 0.9927806683233581 and parameters: {'classifier': 'SVC', 'svc_c': 457.65413046747, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:30:38,645] Trial 5212 finished with value: 0.9972390734726572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:30:40,499] Trial 5213 finished with value: 0.9971776401824893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:30:42,712] Trial 5214 finished with value: 0.9970923232282888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:30:45,683] Trial 5215 finished with value: 0.9975351195002623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:30:47,772] Trial 5216 finished with value: 0.9973546796575415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:30:49,198] Trial 5217 finished with value: 0.9916341951311174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:30:52,027] Trial 5218 finished with value: 0.997162524527988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:30:54,712] Trial 5219 finished with value: 0.997400213842962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:30:58,096] Trial 5220 finished with value: 0.9974298274688097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:31:01,413] Trial 5221 finished with value: 0.9972560519201616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:31:07,749] Trial 5222 finished with value: 0.9970104364753896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 28, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:31:09,754] Trial 5223 finished with value: 0.997394290184698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:31:11,950] Trial 5224 finished with value: 0.9974482535140119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:31:13,901] Trial 5225 finished with value: 0.9972526914787809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:31:14,967] Trial 5226 finished with value: 0.997200854081461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:31:17,090] Trial 5227 finished with value: 0.997427947696026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:31:22,628] Trial 5228 finished with value: 0.9967938253203799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 24, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:31:24,153] Trial 5229 finished with value: 0.9859100275157452 and parameters: {'classifier': 'SVC', 'svc_c': 0.2891846030193646, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:31:25,091] Trial 5230 finished with value: 0.9965345611789277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:31:26,861] Trial 5231 finished with value: 0.9973513181370718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:31:29,423] Trial 5232 finished with value: 0.9972594332768235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:31:31,737] Trial 5233 finished with value: 0.9976029177325595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:31:36,629] Trial 5234 finished with value: 0.9966741205973383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 19, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:31:39,567] Trial 5235 finished with value: 0.9974583590224398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:31:41,266] Trial 5236 finished with value: 0.9968284407452309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:31:43,294] Trial 5237 finished with value: 0.997461618886392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:31:45,615] Trial 5238 finished with value: 0.9973195205940734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:31:46,829] Trial 5239 finished with value: 0.9974509794511466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:31:57,363] Trial 5240 finished with value: 0.9959693073647702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 68, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:31:58,902] Trial 5241 finished with value: 0.997216873345926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:32:01,027] Trial 5242 finished with value: 0.9974090933477625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:32:05,048] Trial 5243 finished with value: 0.9970741129056436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:32:07,061] Trial 5244 finished with value: 0.9974738956168081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 79}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:32:10,195] Trial 5245 finished with value: 0.9970061556346921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:32:13,091] Trial 5246 finished with value: 0.9974136686845035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:32:14,885] Trial 5247 finished with value: 0.985206055305987 and parameters: {'classifier': 'SVC', 'svc_c': 1.1960816369312138e-10, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:32:17,399] Trial 5248 finished with value: 0.9974213190118855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:32:28,672] Trial 5249 finished with value: 0.9967045358592528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 53, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:32:30,460] Trial 5250 finished with value: 0.9973979367433147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:32:32,926] Trial 5251 finished with value: 0.9950798520318426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 21, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:32:38,450] Trial 5252 finished with value: 0.9961016291438097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 33, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:32:39,947] Trial 5253 finished with value: 0.9973612111919475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:32:44,067] Trial 5254 finished with value: 0.9974029940519186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:32:55,313] Trial 5255 finished with value: 0.9963131933367735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 52, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:33:01,345] Trial 5256 finished with value: 0.9971047695026066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 31, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:33:10,477] Trial 5257 finished with value: 0.9958864666338482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 61, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:33:11,982] Trial 5258 finished with value: 0.996406632656254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:33:15,422] Trial 5259 finished with value: 0.9974826058316101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:33:17,517] Trial 5260 finished with value: 0.9973074839291893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:33:20,700] Trial 5261 finished with value: 0.9971263640700632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:33:21,901] Trial 5262 finished with value: 0.9940191575803564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:33:23,717] Trial 5263 finished with value: 0.9973904102889857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:33:25,833] Trial 5264 finished with value: 0.9975009062264366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:33:27,809] Trial 5265 finished with value: 0.9976115041695225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:37:05,423] Trial 5266 finished with value: 0.989609147534933 and parameters: {'classifier': 'SVC', 'svc_c': 8525443243.59634, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:37:07,298] Trial 5267 finished with value: 0.9965828041312746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:37:09,746] Trial 5268 finished with value: 0.9975313102213942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:37:11,430] Trial 5269 finished with value: 0.9973039982500257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:37:14,400] Trial 5270 finished with value: 0.9974895562111809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:37:17,367] Trial 5271 finished with value: 0.9973963764443076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 86}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:37:25,731] Trial 5272 finished with value: 0.9943626382275434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 69, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:37:30,897] Trial 5273 finished with value: 0.9972113663429113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 24, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:37:31,975] Trial 5274 finished with value: 0.9906675178829308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:37:34,749] Trial 5275 finished with value: 0.99774621527345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:37:38,141] Trial 5276 finished with value: 0.9971162182544927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:37:46,748] Trial 5277 finished with value: 0.9966801661926428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 37, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:37:50,412] Trial 5278 finished with value: 0.9972909469559776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:37:53,962] Trial 5279 finished with value: 0.9970435253386295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:37:56,933] Trial 5280 finished with value: 0.9973678151839959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:38:00,134] Trial 5281 finished with value: 0.997345917202144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:38:09,341] Trial 5282 finished with value: 0.9967858303510605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 40, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:38:12,435] Trial 5283 finished with value: 0.9973759350419811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:38:15,779] Trial 5284 finished with value: 0.9973806938555652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:38:17,455] Trial 5285 finished with value: 0.9867327158444649 and parameters: {'classifier': 'SVC', 'svc_c': 1606297850.8034668, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:38:20,368] Trial 5286 finished with value: 0.9971749733413384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:38:24,691] Trial 5287 finished with value: 0.9973557043476222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:38:27,382] Trial 5288 finished with value: 0.9977484237557412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:38:33,820] Trial 5289 finished with value: 0.9969399829545398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 28, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:38:37,037] Trial 5290 finished with value: 0.9973134742053212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:38:40,182] Trial 5291 finished with value: 0.9975176897079757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:38:43,201] Trial 5292 finished with value: 0.997513551275269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:38:46,641] Trial 5293 finished with value: 0.9974617385065653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:38:49,583] Trial 5294 finished with value: 0.9976863549774523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:38:52,575] Trial 5295 finished with value: 0.9974364630718141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:38:56,242] Trial 5296 finished with value: 0.9972250438258735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:38:59,780] Trial 5297 finished with value: 0.9973803052883641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:39:02,499] Trial 5298 finished with value: 0.9971167293300166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:39:05,467] Trial 5299 finished with value: 0.9971475414109882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:39:08,768] Trial 5300 finished with value: 0.9970697883301095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:39:11,592] Trial 5301 finished with value: 0.997270177701067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:39:14,588] Trial 5302 finished with value: 0.9973633863176979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:39:18,214] Trial 5303 finished with value: 0.9970865522293598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:39:21,380] Trial 5304 finished with value: 0.9972775184568995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:39:23,842] Trial 5305 finished with value: 0.9951117406308979 and parameters: {'classifier': 'SVC', 'svc_c': 297343.5991322929, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:39:27,071] Trial 5306 finished with value: 0.9973832205738548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:39:29,784] Trial 5307 finished with value: 0.9974812012387771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:39:32,999] Trial 5308 finished with value: 0.9975315636803231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:39:36,000] Trial 5309 finished with value: 0.9973404229260301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:39:38,634] Trial 5310 finished with value: 0.9974765954653829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:39:53,161] Trial 5311 finished with value: 0.9965425345347318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 61, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:39:55,911] Trial 5312 finished with value: 0.9974568981582971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:39:59,919] Trial 5313 finished with value: 0.9967555120484534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:40:03,212] Trial 5314 finished with value: 0.9973632286755117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:40:06,162] Trial 5315 finished with value: 0.9975000383216189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:40:09,448] Trial 5316 finished with value: 0.997459562682581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:40:12,279] Trial 5317 finished with value: 0.9972823222748364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:40:15,054] Trial 5318 finished with value: 0.9971887558132986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:40:18,898] Trial 5319 finished with value: 0.9974226394992636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:40:22,172] Trial 5320 finished with value: 0.9973144848355088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:40:24,896] Trial 5321 finished with value: 0.9970335145678552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:40:29,131] Trial 5322 finished with value: 0.99724263560844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:40:31,809] Trial 5323 finished with value: 0.9974750528126526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:40:33,171] Trial 5324 finished with value: 0.9867356655655852 and parameters: {'classifier': 'SVC', 'svc_c': 48653030.04115471, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:40:34,177] Trial 5325 finished with value: 0.9969966255027886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:40:37,353] Trial 5326 finished with value: 0.9973633130031317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:40:40,264] Trial 5327 finished with value: 0.997091413207268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:40:43,461] Trial 5328 finished with value: 0.9971672469381921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:40:47,569] Trial 5329 finished with value: 0.9972792764513322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:40:58,679] Trial 5330 finished with value: 0.9967808657488845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 48, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:41:01,581] Trial 5331 finished with value: 0.9973397396088822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:41:04,482] Trial 5332 finished with value: 0.9976035095493202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:41:07,211] Trial 5333 finished with value: 0.9974039703416903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:41:09,927] Trial 5334 finished with value: 0.9969517492124521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:41:20,237] Trial 5335 finished with value: 0.9969642293193793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 46, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:41:24,622] Trial 5336 finished with value: 0.9974018272712263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:41:26,223] Trial 5337 finished with value: 0.9973134754430996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:41:27,965] Trial 5338 finished with value: 0.9957589546394722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:41:31,588] Trial 5339 finished with value: 0.9973246161468556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:41:34,252] Trial 5340 finished with value: 0.9977906985532782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:41:36,867] Trial 5341 finished with value: 0.9973150189844914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:41:47,358] Trial 5342 finished with value: 0.9963760816513091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 42, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:41:50,029] Trial 5343 finished with value: 0.9975373204606696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:41:51,897] Trial 5344 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.047829026540823e-09, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:41:54,618] Trial 5345 finished with value: 0.9975306582612989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:41:57,260] Trial 5346 finished with value: 0.9969709647381029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:41:59,947] Trial 5347 finished with value: 0.9973395285517975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:42:03,110] Trial 5348 finished with value: 0.9974016423979152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:42:05,747] Trial 5349 finished with value: 0.997436646992988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:42:08,474] Trial 5350 finished with value: 0.9974405142887509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:42:10,957] Trial 5351 finished with value: 0.9972450995174106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:42:13,640] Trial 5352 finished with value: 0.9972047026835966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:42:19,846] Trial 5353 finished with value: 0.9972422933785836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 26, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:42:22,370] Trial 5354 finished with value: 0.9976013355661343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:42:25,188] Trial 5355 finished with value: 0.9975628824569874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:42:28,369] Trial 5356 finished with value: 0.997406166668363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:42:30,787] Trial 5357 finished with value: 0.9974705317794711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:42:33,696] Trial 5358 finished with value: 0.9969973806428211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:42:35,481] Trial 5359 finished with value: 0.997355084601503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:42:38,142] Trial 5360 finished with value: 0.9969513003432269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:42:39,925] Trial 5361 finished with value: 0.9852061373802156 and parameters: {'classifier': 'SVC', 'svc_c': 2.7917852087000906e-08, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:42:41,821] Trial 5362 finished with value: 0.9968713144688199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:42:44,528] Trial 5363 finished with value: 0.9974898400115494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:42:47,445] Trial 5364 finished with value: 0.9974249210104801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:42:49,149] Trial 5365 finished with value: 0.9972727631344852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:42:51,814] Trial 5366 finished with value: 0.9976757780658846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:42:53,031] Trial 5367 finished with value: 0.9974122550463668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:42:54,521] Trial 5368 finished with value: 0.9975495596134033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:42:56,022] Trial 5369 finished with value: 0.9971180767628782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:43:09,798] Trial 5370 finished with value: 0.996861134757164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 58, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:43:12,248] Trial 5371 finished with value: 0.9976158586421654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:43:13,821] Trial 5372 finished with value: 0.9970593648395866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:43:21,252] Trial 5373 finished with value: 0.9970416350605985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 28, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:43:22,950] Trial 5374 finished with value: 0.9963731317397615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:43:25,334] Trial 5375 finished with value: 0.9974854577047617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:43:28,128] Trial 5376 finished with value: 0.9975255856867614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:43:29,302] Trial 5377 finished with value: 0.9944937144206664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:43:31,819] Trial 5378 finished with value: 0.9972068990102695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:43:34,620] Trial 5379 finished with value: 0.9972233912965073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:43:36,468] Trial 5380 finished with value: 0.9853478029896419 and parameters: {'classifier': 'SVC', 'svc_c': 0.0028981133317668856, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:43:38,839] Trial 5381 finished with value: 0.9973491176527333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:43:40,502] Trial 5382 finished with value: 0.9972468495138905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:43:41,410] Trial 5383 finished with value: 0.9898856410437862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:43:43,991] Trial 5384 finished with value: 0.9977213462426038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:43:51,109] Trial 5385 finished with value: 0.9972332507726768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 30, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:43:53,510] Trial 5386 finished with value: 0.9975154552323381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:44:05,810] Trial 5387 finished with value: 0.9965740369469289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 51, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:44:10,548] Trial 5388 finished with value: 0.9972132584300031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:44:12,572] Trial 5389 finished with value: 0.997596905049465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:44:15,671] Trial 5390 finished with value: 0.9974343334899607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:44:18,604] Trial 5391 finished with value: 0.9973295210500277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:44:20,768] Trial 5392 finished with value: 0.9972865890873788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:44:22,210] Trial 5393 finished with value: 0.9973184530895556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:44:32,470] Trial 5394 finished with value: 0.9966058859053374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 46, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:44:34,895] Trial 5395 finished with value: 0.997303766975894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:44:35,615] Trial 5396 finished with value: 0.9915203893742479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 1, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:44:41,185] Trial 5397 finished with value: 0.9972724263318113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 23, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:44:43,486] Trial 5398 finished with value: 0.997614972710216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:44:44,513] Trial 5399 finished with value: 0.9892323138381641 and parameters: {'classifier': 'SVC', 'svc_c': 6.901632747870635, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:44:47,341] Trial 5400 finished with value: 0.997490315223238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:44:49,289] Trial 5401 finished with value: 0.9976228941745416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:44:55,284] Trial 5402 finished with value: 0.9966306991726802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 36, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:44:57,176] Trial 5403 finished with value: 0.9966955129308485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:44:59,331] Trial 5404 finished with value: 0.9973967881167054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:45:01,752] Trial 5405 finished with value: 0.9971718692470363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:45:04,661] Trial 5406 finished with value: 0.9974530504765607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:45:07,170] Trial 5407 finished with value: 0.9972957898432786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:45:08,462] Trial 5408 finished with value: 0.9953788537790326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:45:10,820] Trial 5409 finished with value: 0.9976985503001355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:45:13,753] Trial 5410 finished with value: 0.9973082145675572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:45:24,168] Trial 5411 finished with value: 0.9969763300630984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 44, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:45:26,855] Trial 5412 finished with value: 0.9975403589527172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:45:29,434] Trial 5413 finished with value: 0.9975291854002268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:45:32,156] Trial 5414 finished with value: 0.9972907110481115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:45:34,612] Trial 5415 finished with value: 0.9973764240596594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:45:42,044] Trial 5416 finished with value: 0.9968586127360849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 33, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:45:43,269] Trial 5417 finished with value: 0.9970155437077218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:45:44,488] Trial 5418 finished with value: 0.9971378751234616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:45:46,743] Trial 5419 finished with value: 0.9974517289418315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:45:47,763] Trial 5420 finished with value: 0.9964171069274289 and parameters: {'classifier': 'SVC', 'svc_c': 36281.54662202165, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:45:49,048] Trial 5421 finished with value: 0.9968799144578693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:45:54,247] Trial 5422 finished with value: 0.9970257709627631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:45:57,050] Trial 5423 finished with value: 0.9973256084960086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:45:58,920] Trial 5424 finished with value: 0.9975904385777697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:46:04,326] Trial 5425 finished with value: 0.9971509356849784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 24, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:46:07,426] Trial 5426 finished with value: 0.9975890624855775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:46:15,574] Trial 5427 finished with value: 0.9965754268133727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 37, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:46:16,702] Trial 5428 finished with value: 0.9970145334266514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:46:25,840] Trial 5429 finished with value: 0.9968597795485149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 41, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:46:28,388] Trial 5430 finished with value: 0.9974634292483721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:46:30,774] Trial 5431 finished with value: 0.9976974610868892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:46:32,657] Trial 5432 finished with value: 0.9972438722442666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:46:35,367] Trial 5433 finished with value: 0.9975394999027757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:46:37,519] Trial 5434 finished with value: 0.9974983790003407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:46:39,536] Trial 5435 finished with value: 0.9975299610429476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:46:41,352] Trial 5436 finished with value: 0.985205317494852 and parameters: {'classifier': 'SVC', 'svc_c': 8.637464417402011e-07, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:46:44,013] Trial 5437 finished with value: 0.9970360632170387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:46:46,104] Trial 5438 finished with value: 0.9969719479150002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:46:48,428] Trial 5439 finished with value: 0.9974063912775342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:46:50,770] Trial 5440 finished with value: 0.9972607359274978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:46:57,148] Trial 5441 finished with value: 0.9970206834396714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 29, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:47:00,212] Trial 5442 finished with value: 0.9974443660964153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:47:02,332] Trial 5443 finished with value: 0.9974463932600415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:47:03,862] Trial 5444 finished with value: 0.9970632904696237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:47:06,667] Trial 5445 finished with value: 0.9974788348286582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:47:12,597] Trial 5446 finished with value: 0.9970971850631205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 27, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:47:15,063] Trial 5447 finished with value: 0.9973346409457852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:47:29,440] Trial 5448 finished with value: 0.9966626734323477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 59, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:47:31,039] Trial 5449 finished with value: 0.996584957770462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:47:34,060] Trial 5450 finished with value: 0.9971624404542712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:47:36,388] Trial 5451 finished with value: 0.9974033564353461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:47:37,260] Trial 5452 finished with value: 0.9882969246443475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:47:39,885] Trial 5453 finished with value: 0.9975136908903238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:47:42,903] Trial 5454 finished with value: 0.9974187604604747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:47:44,715] Trial 5455 finished with value: 0.9850756087294726 and parameters: {'classifier': 'SVC', 'svc_c': 6.227514577718378e-10, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:47:47,019] Trial 5456 finished with value: 0.9974092453406014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:47:50,404] Trial 5457 finished with value: 0.9973597437897955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:47:51,772] Trial 5458 finished with value: 0.9956370096962318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:47:53,961] Trial 5459 finished with value: 0.9972461053869122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:47:55,850] Trial 5460 finished with value: 0.9974542183363417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:47:57,643] Trial 5461 finished with value: 0.9973883873465014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:48:00,370] Trial 5462 finished with value: 0.9972535593201227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:48:01,414] Trial 5463 finished with value: 0.9938867535049227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:48:13,231] Trial 5464 finished with value: 0.9966995666233424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 51, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:48:16,893] Trial 5465 finished with value: 0.997378788216387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:48:19,383] Trial 5466 finished with value: 0.9974763420381917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:48:20,641] Trial 5467 finished with value: 0.9971380778969524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:48:22,351] Trial 5468 finished with value: 0.9973267403332647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:48:25,145] Trial 5469 finished with value: 0.9974029295604906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:48:31,402] Trial 5470 finished with value: 0.9940555052284594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 58, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:48:33,292] Trial 5471 finished with value: 0.9970147296621333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:48:34,268] Trial 5472 finished with value: 0.9968803797990685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 1, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:48:36,743] Trial 5473 finished with value: 0.9975511503173257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:48:38,586] Trial 5474 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 3.919053037602818e-05, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:48:51,515] Trial 5475 finished with value: 0.9964838725351687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 55, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:48:54,599] Trial 5476 finished with value: 0.9974213259307493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:49:09,300] Trial 5477 finished with value: 0.9963387507945706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 66, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:49:10,830] Trial 5478 finished with value: 0.9972981566342525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:49:13,003] Trial 5479 finished with value: 0.9974963936672766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:49:15,627] Trial 5480 finished with value: 0.9973384497485848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:49:16,940] Trial 5481 finished with value: 0.9972536665307742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:49:20,278] Trial 5482 finished with value: 0.9973771619025321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:49:21,827] Trial 5483 finished with value: 0.9964631164197518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:49:25,217] Trial 5484 finished with value: 0.9855237377633489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 73, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:49:27,962] Trial 5485 finished with value: 0.9975667256002031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:49:30,205] Trial 5486 finished with value: 0.9951220290766245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 19, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:49:31,185] Trial 5487 finished with value: 0.9968025078597265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:49:33,174] Trial 5488 finished with value: 0.9976502517429747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:49:35,262] Trial 5489 finished with value: 0.9971611754447552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:49:37,895] Trial 5490 finished with value: 0.9973484070409849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:49:39,456] Trial 5491 finished with value: 0.9972905288090468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:49:40,377] Trial 5492 finished with value: 0.991710918792967 and parameters: {'classifier': 'SVC', 'svc_c': 22.842546507138927, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:49:43,410] Trial 5493 finished with value: 0.9972255886387931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:49:45,671] Trial 5494 finished with value: 0.9975775621278541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:49:46,598] Trial 5495 finished with value: 0.9929490174515383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:49:48,506] Trial 5496 finished with value: 0.9972860736320236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:49:50,840] Trial 5497 finished with value: 0.9973652455560554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:49:53,416] Trial 5498 finished with value: 0.9974382614051271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:49:56,158] Trial 5499 finished with value: 0.9973823049987001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:50:02,530] Trial 5500 finished with value: 0.996916654227819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 28, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:50:07,033] Trial 5501 finished with value: 0.9962071541315031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 30, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:50:09,743] Trial 5502 finished with value: 0.997430741806186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:50:14,648] Trial 5503 finished with value: 0.9967433497966697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 21, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:50:16,039] Trial 5504 finished with value: 0.9975904550497435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:50:19,024] Trial 5505 finished with value: 0.9972074819721538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:50:24,136] Trial 5506 finished with value: 0.9974349379701465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 24, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:50:31,334] Trial 5507 finished with value: 0.9935300830594596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 61, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:50:44,362] Trial 5508 finished with value: 0.996469712953392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 59, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:50:55,255] Trial 5509 finished with value: 0.9965325442666457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 46, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:50:58,005] Trial 5510 finished with value: 0.9972489603069028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:51:00,262] Trial 5511 finished with value: 0.9973795117137256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:51:01,720] Trial 5512 finished with value: 0.9867330436335733 and parameters: {'classifier': 'SVC', 'svc_c': 465016692.4703142, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:51:02,885] Trial 5513 finished with value: 0.9970424816375423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:51:05,138] Trial 5514 finished with value: 0.9972498685823387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:51:15,572] Trial 5515 finished with value: 0.9970101171920406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 44, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:51:18,240] Trial 5516 finished with value: 0.9974556493033759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:51:21,145] Trial 5517 finished with value: 0.9974701618424217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:51:23,093] Trial 5518 finished with value: 0.9976401827648781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:51:34,180] Trial 5519 finished with value: 0.9970155532925699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 48, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:51:35,904] Trial 5520 finished with value: 0.9974524357767688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:51:38,263] Trial 5521 finished with value: 0.997428835024443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:51:40,889] Trial 5522 finished with value: 0.9973627431172652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:51:44,520] Trial 5523 finished with value: 0.9970623497580463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:51:46,714] Trial 5524 finished with value: 0.9975036169611138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:51:49,499] Trial 5525 finished with value: 0.997419279660903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:51:55,066] Trial 5526 finished with value: 0.9972249250943617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 26, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:51:57,557] Trial 5527 finished with value: 0.9972991279411727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:52:03,564] Trial 5528 finished with value: 0.9968407131275537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 27, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:52:05,079] Trial 5529 finished with value: 0.9972534570288469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:52:06,907] Trial 5530 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 8.505993331615222e-08, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:52:08,698] Trial 5531 finished with value: 0.9975731072682098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:52:11,336] Trial 5532 finished with value: 0.9969812569289026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:52:13,920] Trial 5533 finished with value: 0.9974500473088042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:52:16,889] Trial 5534 finished with value: 0.9970788815262411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:52:19,311] Trial 5535 finished with value: 0.9971699864274134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:52:21,226] Trial 5536 finished with value: 0.9973650018724021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:52:25,990] Trial 5537 finished with value: 0.997324698728891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:52:33,861] Trial 5538 finished with value: 0.997089685141682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 35, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:52:35,120] Trial 5539 finished with value: 0.9970972213078108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 4, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:52:36,712] Trial 5540 finished with value: 0.9969157566797957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:52:39,753] Trial 5541 finished with value: 0.9975622435729101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:52:42,198] Trial 5542 finished with value: 0.9970185978465578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:52:44,327] Trial 5543 finished with value: 0.9970457848237381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:52:56,185] Trial 5544 finished with value: 0.996515402971938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 53, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:52:58,265] Trial 5545 finished with value: 0.9975552034067993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:53:00,088] Trial 5546 finished with value: 0.9970552637306591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:53:02,639] Trial 5547 finished with value: 0.9971558700409285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:53:05,010] Trial 5548 finished with value: 0.9852190025631741 and parameters: {'classifier': 'SVC', 'svc_c': 0.0007117230692036541, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:53:10,921] Trial 5549 finished with value: 0.9971533681099448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 26, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:53:12,397] Trial 5550 finished with value: 0.9970770471069272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:53:29,123] Trial 5551 finished with value: 0.9965633372413971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 67, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:53:30,281] Trial 5552 finished with value: 0.9939923063902372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:53:33,230] Trial 5553 finished with value: 0.9975025063247798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:53:36,515] Trial 5554 finished with value: 0.9969846072458909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:53:41,304] Trial 5555 finished with value: 0.9974619510235937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 22, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:53:44,557] Trial 5556 finished with value: 0.9976526514461587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:53:46,647] Trial 5557 finished with value: 0.9973787800280068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:53:48,191] Trial 5558 finished with value: 0.9973001684367312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:53:50,989] Trial 5559 finished with value: 0.9973706781654151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:53:52,339] Trial 5560 finished with value: 0.9966991929412196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:53:54,797] Trial 5561 finished with value: 0.9975076564985009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:53:57,256] Trial 5562 finished with value: 0.9973113218991262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:54:05,414] Trial 5563 finished with value: 0.9965254670623969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 36, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:54:09,382] Trial 5564 finished with value: 0.9947253534431256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 36, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:54:10,543] Trial 5565 finished with value: 0.9973014875276415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 3, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:54:13,650] Trial 5566 finished with value: 0.9974865051826599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:54:16,445] Trial 5567 finished with value: 0.997193590321792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:54:17,333] Trial 5568 finished with value: 0.996134468102766 and parameters: {'classifier': 'SVC', 'svc_c': 11555.23604554238, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:54:18,277] Trial 5569 finished with value: 0.9888817714430892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:54:20,624] Trial 5570 finished with value: 0.9974049753225303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:54:31,755] Trial 5571 finished with value: 0.99665106468967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 52, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:54:34,496] Trial 5572 finished with value: 0.9975012104342799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:54:36,786] Trial 5573 finished with value: 0.9974076927221679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:54:39,650] Trial 5574 finished with value: 0.997314669994461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:54:44,665] Trial 5575 finished with value: 0.9965353850632677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 31, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:54:45,615] Trial 5576 finished with value: 0.9964916796160757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:54:49,676] Trial 5577 finished with value: 0.9974988781741493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:54:51,821] Trial 5578 finished with value: 0.9970387124753891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:54:53,978] Trial 5579 finished with value: 0.9974393480158653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:54:56,612] Trial 5580 finished with value: 0.9971130908328284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:54:58,728] Trial 5581 finished with value: 0.9971932783064238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:54:59,683] Trial 5582 finished with value: 0.9953703091726319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 4, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:55:02,596] Trial 5583 finished with value: 0.9974673115879034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:55:04,946] Trial 5584 finished with value: 0.9977095096852264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:55:07,765] Trial 5585 finished with value: 0.9972595805724521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:55:09,818] Trial 5586 finished with value: 0.9973617208075277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:55:10,657] Trial 5587 finished with value: 0.9924566767191081 and parameters: {'classifier': 'SVC', 'svc_c': 234.4981813827321, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:55:13,102] Trial 5588 finished with value: 0.9967975185971963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:55:15,729] Trial 5589 finished with value: 0.9974599625167392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:55:18,121] Trial 5590 finished with value: 0.9967404898303517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:55:20,528] Trial 5591 finished with value: 0.9976986093326436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:55:22,939] Trial 5592 finished with value: 0.997428885106861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:55:24,627] Trial 5593 finished with value: 0.9976327213415214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:55:34,040] Trial 5594 finished with value: 0.9967168309976552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 43, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:55:37,093] Trial 5595 finished with value: 0.997272778305205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:55:40,574] Trial 5596 finished with value: 0.9971135656636622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:55:50,535] Trial 5597 finished with value: 0.9971095061313933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 45, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:55:52,878] Trial 5598 finished with value: 0.997430708893976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:55:58,648] Trial 5599 finished with value: 0.9972644256814065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 25, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:56:01,149] Trial 5600 finished with value: 0.9972133193350473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:56:03,367] Trial 5601 finished with value: 0.9974878800688115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:56:05,266] Trial 5602 finished with value: 0.9972846944929922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:56:06,862] Trial 5603 finished with value: 0.9973491708454661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:56:11,039] Trial 5604 finished with value: 0.9972163805514368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:56:12,826] Trial 5605 finished with value: 0.9974754837499601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 3, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:56:14,592] Trial 5606 finished with value: 0.997423248962301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:56:16,405] Trial 5607 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 7.885234747578186e-06, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:56:31,538] Trial 5608 finished with value: 0.996813473497185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 59, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:56:40,139] Trial 5609 finished with value: 0.996685928527123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 39, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:56:43,275] Trial 5610 finished with value: 0.9975184248531264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:56:52,795] Trial 5611 finished with value: 0.9969994066638822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 43, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:57:04,379] Trial 5612 finished with value: 0.9966317412233963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 50, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:57:07,256] Trial 5613 finished with value: 0.9965128330900943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:57:09,986] Trial 5614 finished with value: 0.9975484424707982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:57:11,315] Trial 5615 finished with value: 0.9972697058218586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:57:13,591] Trial 5616 finished with value: 0.9975139405407041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:57:17,386] Trial 5617 finished with value: 0.9975942488405131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:57:20,058] Trial 5618 finished with value: 0.9974619307748087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:57:22,127] Trial 5619 finished with value: 0.9970605109589011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:57:26,980] Trial 5620 finished with value: 0.9948006745751062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 44, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:57:41,513] Trial 5621 finished with value: 0.9968050097272346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 65, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:57:43,437] Trial 5622 finished with value: 0.9976305975359671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:57:44,638] Trial 5623 finished with value: 0.9873969018894867 and parameters: {'classifier': 'SVC', 'svc_c': 84789.61146168792, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:57:51,358] Trial 5624 finished with value: 0.9972957243679755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 31, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:57:54,029] Trial 5625 finished with value: 0.9934197428281827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 36, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:58:10,988] Trial 5626 finished with value: 0.9959938544780208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 74, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:58:14,110] Trial 5627 finished with value: 0.9973507815442705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:58:16,843] Trial 5628 finished with value: 0.9972737522146337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:58:20,199] Trial 5629 finished with value: 0.9974302286994359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:58:22,619] Trial 5630 finished with value: 0.9973091055775716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:58:24,251] Trial 5631 finished with value: 0.9956990997706568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:58:25,361] Trial 5632 finished with value: 0.9970330220907448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:58:35,528] Trial 5633 finished with value: 0.996815251962568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 46, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:58:36,923] Trial 5634 finished with value: 0.9910433671332856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 20, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:58:38,903] Trial 5635 finished with value: 0.9974150072624889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:58:41,605] Trial 5636 finished with value: 0.9972260429034628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:58:43,957] Trial 5637 finished with value: 0.9974287476182458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:58:46,540] Trial 5638 finished with value: 0.9972848210002915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:58:49,080] Trial 5639 finished with value: 0.9976212895059401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:58:51,370] Trial 5640 finished with value: 0.997481835838237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:58:53,797] Trial 5641 finished with value: 0.9967678976081542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:59:22,972] Trial 5642 finished with value: 0.9898108212437918 and parameters: {'classifier': 'SVC', 'svc_c': 17913987.162402365, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:59:24,788] Trial 5643 finished with value: 0.9974583787316806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:59:27,749] Trial 5644 finished with value: 0.9971774488663833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:59:30,338] Trial 5645 finished with value: 0.9976208228317485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:59:32,561] Trial 5646 finished with value: 0.9975517357230291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:59:35,643] Trial 5647 finished with value: 0.9973665105338335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:59:38,178] Trial 5648 finished with value: 0.9975197091592901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:59:40,321] Trial 5649 finished with value: 0.9975518973959296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:59:42,229] Trial 5650 finished with value: 0.9976336333302925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:59:46,098] Trial 5651 finished with value: 0.997428724925642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:59:47,113] Trial 5652 finished with value: 0.9968256132467924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:59:51,147] Trial 5653 finished with value: 0.9968376985976263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:59:56,154] Trial 5654 finished with value: 0.9970129620511146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 24, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:59:57,062] Trial 5655 finished with value: 0.9923105011847682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 17:59:59,373] Trial 5656 finished with value: 0.9976259574538949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:00:01,857] Trial 5657 finished with value: 0.9974096422231341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:00:04,794] Trial 5658 finished with value: 0.9975811206137775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:00:07,842] Trial 5659 finished with value: 0.9969297430043356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:00:17,332] Trial 5660 finished with value: 0.9968323850371577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 40, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:00:19,743] Trial 5661 finished with value: 0.9852053993786534 and parameters: {'classifier': 'SVC', 'svc_c': 0.00016237156148948362, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:00:21,598] Trial 5662 finished with value: 0.9974990093786588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:00:24,154] Trial 5663 finished with value: 0.9975830960763522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:00:26,621] Trial 5664 finished with value: 0.9975076617035176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:00:33,725] Trial 5665 finished with value: 0.9971536573692337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 34, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:00:50,310] Trial 5666 finished with value: 0.9954795485428504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 73, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:00:52,523] Trial 5667 finished with value: 0.9971722209030509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:00:54,204] Trial 5668 finished with value: 0.9970085842828476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:00:57,229] Trial 5669 finished with value: 0.9974041478835446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:01:00,552] Trial 5670 finished with value: 0.9972879263323721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:01:07,473] Trial 5671 finished with value: 0.9972508925424473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 29, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:01:13,884] Trial 5672 finished with value: 0.9960777790902205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 29, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:01:28,976] Trial 5673 finished with value: 0.996901581673396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 64, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:01:30,228] Trial 5674 finished with value: 0.9969421943884565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 3, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:01:32,547] Trial 5675 finished with value: 0.9973840389675367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:01:34,473] Trial 5676 finished with value: 0.9971863811513236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:01:37,733] Trial 5677 finished with value: 0.9975756565521516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:01:40,059] Trial 5678 finished with value: 0.9964790277753313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:01:43,607] Trial 5679 finished with value: 0.993799706200007 and parameters: {'classifier': 'SVC', 'svc_c': 748881.8628782021, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:01:46,465] Trial 5680 finished with value: 0.9974933245798865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:01:49,061] Trial 5681 finished with value: 0.9970315750325917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:01:51,666] Trial 5682 finished with value: 0.9971750347224515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:01:53,636] Trial 5683 finished with value: 0.997259490087678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:01:54,664] Trial 5684 finished with value: 0.9970307344223746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:01:58,858] Trial 5685 finished with value: 0.9973984641321231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:01:59,715] Trial 5686 finished with value: 0.9889368495981407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:02:13,953] Trial 5687 finished with value: 0.9960598130859872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 65, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:02:16,289] Trial 5688 finished with value: 0.9972064807998627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:02:18,999] Trial 5689 finished with value: 0.9973688320982893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:02:20,546] Trial 5690 finished with value: 0.9973403529122061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:02:21,940] Trial 5691 finished with value: 0.9972724041787518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:02:24,041] Trial 5692 finished with value: 0.9975081541806278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:02:27,579] Trial 5693 finished with value: 0.9970495268817183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:02:29,907] Trial 5694 finished with value: 0.997494187025784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:02:33,024] Trial 5695 finished with value: 0.9969848539763836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:02:35,575] Trial 5696 finished with value: 0.9974001491928445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:02:38,186] Trial 5697 finished with value: 0.9973783464247149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:02:39,290] Trial 5698 finished with value: 0.9880763721490364 and parameters: {'classifier': 'SVC', 'svc_c': 3.397907848637551, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:02:41,189] Trial 5699 finished with value: 0.9973499902864992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:02:42,186] Trial 5700 finished with value: 0.9924369939162458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:02:44,436] Trial 5701 finished with value: 0.9975940647289119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:02:46,639] Trial 5702 finished with value: 0.9971468897682719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:02:48,223] Trial 5703 finished with value: 0.9955687010866446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:02:51,081] Trial 5704 finished with value: 0.9973633350609775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:02:53,415] Trial 5705 finished with value: 0.9975167227808867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:02:56,237] Trial 5706 finished with value: 0.9969730625503107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:02:58,393] Trial 5707 finished with value: 0.9974744124368935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:03:06,499] Trial 5708 finished with value: 0.9970302180783578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 41, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:03:09,121] Trial 5709 finished with value: 0.9962219456150176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:03:11,596] Trial 5710 finished with value: 0.9969964979164004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:03:14,063] Trial 5711 finished with value: 0.9976030042183575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:03:15,534] Trial 5712 finished with value: 0.9968073125345868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:03:18,381] Trial 5713 finished with value: 0.9975426644895294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:03:22,437] Trial 5714 finished with value: 0.9972060918200686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:03:26,807] Trial 5715 finished with value: 0.9975046151817795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:03:36,005] Trial 5716 finished with value: 0.9968299195412916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 41, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:03:36,772] Trial 5717 finished with value: 0.9951911453207432 and parameters: {'classifier': 'SVC', 'svc_c': 2947.18013176654, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:03:45,143] Trial 5718 finished with value: 0.9957431091083128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 62, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:03:47,958] Trial 5719 finished with value: 0.9971707770504263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:03:50,116] Trial 5720 finished with value: 0.9972249448353402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:03:52,748] Trial 5721 finished with value: 0.9972588884956418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:03:55,594] Trial 5722 finished with value: 0.997283971566936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:03:56,573] Trial 5723 finished with value: 0.996656490983186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:03:58,823] Trial 5724 finished with value: 0.9974285947684836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:04:00,181] Trial 5725 finished with value: 0.9967129329161217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:04:02,678] Trial 5726 finished with value: 0.9973859328636893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:04:05,442] Trial 5727 finished with value: 0.9973621091208256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:04:07,973] Trial 5728 finished with value: 0.9975035528822785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:04:10,176] Trial 5729 finished with value: 0.9974897729493509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:04:13,192] Trial 5730 finished with value: 0.9975583824343008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:04:15,457] Trial 5731 finished with value: 0.9972565456667882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:04:18,554] Trial 5732 finished with value: 0.9975143098429955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:04:21,876] Trial 5733 finished with value: 0.9974085021974979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:04:24,102] Trial 5734 finished with value: 0.9970705149377633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:04:25,932] Trial 5735 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 1.3661298324309783e-08, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:04:28,276] Trial 5736 finished with value: 0.9976928639462059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:04:30,293] Trial 5737 finished with value: 0.9973379813288084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:04:31,740] Trial 5738 finished with value: 0.9972493895303635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:04:33,560] Trial 5739 finished with value: 0.9974528048568948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:04:40,632] Trial 5740 finished with value: 0.9970274372029052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 29, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:04:44,002] Trial 5741 finished with value: 0.9972587163174939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:04:45,608] Trial 5742 finished with value: 0.9975209985752569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:04:47,769] Trial 5743 finished with value: 0.9975720672487198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:04:51,111] Trial 5744 finished with value: 0.9975332091638739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:04:52,166] Trial 5745 finished with value: 0.9971020611482725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:04:58,418] Trial 5746 finished with value: 0.9971044993495383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 28, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:05:01,022] Trial 5747 finished with value: 0.9975480533640525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:05:03,182] Trial 5748 finished with value: 0.9972210920755386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:05:06,969] Trial 5749 finished with value: 0.9973756587952346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:05:09,369] Trial 5750 finished with value: 0.9973984785411331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:05:22,607] Trial 5751 finished with value: 0.9963372526701243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 74, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:05:27,917] Trial 5752 finished with value: 0.9972581231677412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 22, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:05:30,259] Trial 5753 finished with value: 0.9972508666125771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:05:32,140] Trial 5754 finished with value: 0.9853882806281683 and parameters: {'classifier': 'SVC', 'svc_c': 0.04164218247009511, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:05:35,140] Trial 5755 finished with value: 0.9975397507591962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:05:46,582] Trial 5756 finished with value: 0.9964625584356005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 49, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:05:48,827] Trial 5757 finished with value: 0.9975728192466996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:05:50,440] Trial 5758 finished with value: 0.997147216668719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:05:53,114] Trial 5759 finished with value: 0.9977964387981748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:05:55,695] Trial 5760 finished with value: 0.9975528266183845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:05:57,473] Trial 5761 finished with value: 0.9975741457008044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:06:00,533] Trial 5762 finished with value: 0.9973984374405429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:06:02,899] Trial 5763 finished with value: 0.9975330984937906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:06:07,708] Trial 5764 finished with value: 0.9975914739635249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:06:09,930] Trial 5765 finished with value: 0.9974679861771266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 127}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:06:12,620] Trial 5766 finished with value: 0.9973625629094265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:06:15,858] Trial 5767 finished with value: 0.9974380050897863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:06:19,544] Trial 5768 finished with value: 0.9974557705104447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:06:24,393] Trial 5769 finished with value: 0.9971368447205576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 127}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:06:27,000] Trial 5770 finished with value: 0.9974318966216872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:06:32,988] Trial 5771 finished with value: 0.9971825078253582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 26, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:06:47,196] Trial 5772 finished with value: 0.996515294936101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 63, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:06:49,101] Trial 5773 finished with value: 0.9852048260650927 and parameters: {'classifier': 'SVC', 'svc_c': 2.2810566335500052e-07, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:06:51,359] Trial 5774 finished with value: 0.9975257260317884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:06:53,349] Trial 5775 finished with value: 0.997455418441837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:06:55,806] Trial 5776 finished with value: 0.9975585150987542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:06:58,551] Trial 5777 finished with value: 0.9972292729972576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:07:01,657] Trial 5778 finished with value: 0.9973930292693721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:07:04,294] Trial 5779 finished with value: 0.9971988769685152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:07:08,343] Trial 5780 finished with value: 0.9973194669570097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:07:09,329] Trial 5781 finished with value: 0.9968011835003235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:07:15,106] Trial 5782 finished with value: 0.9971538217081184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 25, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:07:17,530] Trial 5783 finished with value: 0.9974955040219925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:07:20,344] Trial 5784 finished with value: 0.9973631250512437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:07:24,571] Trial 5785 finished with value: 0.9955989910155626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 35, 'rf_n_estimators': 127}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:07:26,385] Trial 5786 finished with value: 0.9975524872766779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 127}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:07:28,646] Trial 5787 finished with value: 0.9975994779146721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:07:31,103] Trial 5788 finished with value: 0.997422592717588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:07:33,723] Trial 5789 finished with value: 0.9973961488517732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:07:35,418] Trial 5790 finished with value: 0.9966758423788185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:07:49,095] Trial 5791 finished with value: 0.9969828237976565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 62, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:08:47,355] Trial 5792 finished with value: 0.9905583102823576 and parameters: {'classifier': 'SVC', 'svc_c': 128099294.24137352, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:08:48,872] Trial 5793 finished with value: 0.9976719144199807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:08:52,136] Trial 5794 finished with value: 0.9974031482029352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:08:55,182] Trial 5795 finished with value: 0.9973529804099757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:08:59,873] Trial 5796 finished with value: 0.996337606769958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 25, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:09:04,458] Trial 5797 finished with value: 0.9971810334726046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 21, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:09:14,976] Trial 5798 finished with value: 0.996747178943468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 46, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:09:16,641] Trial 5799 finished with value: 0.9975461124323214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:09:30,726] Trial 5800 finished with value: 0.9964578356445414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 65, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:09:31,593] Trial 5801 finished with value: 0.9934682498716579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:09:32,683] Trial 5802 finished with value: 0.9938688726217574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:09:35,444] Trial 5803 finished with value: 0.9970211646180865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:09:38,875] Trial 5804 finished with value: 0.9975896367512753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:09:42,883] Trial 5805 finished with value: 0.9975595514366468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:09:44,088] Trial 5806 finished with value: 0.9908675473777556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:09:46,103] Trial 5807 finished with value: 0.9976080932648687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:09:57,504] Trial 5808 finished with value: 0.9967001281621392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 51, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:09:59,250] Trial 5809 finished with value: 0.9973152974528917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:10:01,370] Trial 5810 finished with value: 0.9971822199942753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:10:02,195] Trial 5811 finished with value: 0.9916604282889646 and parameters: {'classifier': 'SVC', 'svc_c': 68.90339978888376, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:10:07,719] Trial 5812 finished with value: 0.9973428269138314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:10:10,063] Trial 5813 finished with value: 0.9973890784076986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:10:12,994] Trial 5814 finished with value: 0.9974111357138461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:10:14,979] Trial 5815 finished with value: 0.9975176641906981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:10:17,599] Trial 5816 finished with value: 0.9973821446905293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:10:20,017] Trial 5817 finished with value: 0.9973482712979548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:10:22,954] Trial 5818 finished with value: 0.9973622738723033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:10:24,978] Trial 5819 finished with value: 0.9975430924434739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:10:27,823] Trial 5820 finished with value: 0.99724676670969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:10:31,832] Trial 5821 finished with value: 0.9971273582282767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 16, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:10:32,845] Trial 5822 finished with value: 0.9970788481062246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:10:35,232] Trial 5823 finished with value: 0.9973220645143087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:10:38,047] Trial 5824 finished with value: 0.9974421293039106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:10:39,372] Trial 5825 finished with value: 0.9964907830519277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:10:42,072] Trial 5826 finished with value: 0.9970287121781242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:10:43,600] Trial 5827 finished with value: 0.9896920287634247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:10:45,855] Trial 5828 finished with value: 0.9975992268043482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:10:47,416] Trial 5829 finished with value: 0.9974140139929366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:10:49,296] Trial 5830 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 3.0463093934322007e-06, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:10:52,274] Trial 5831 finished with value: 0.9973573086353692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:10:54,355] Trial 5832 finished with value: 0.997348136792703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:10:56,394] Trial 5833 finished with value: 0.9961761799333001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:10:59,069] Trial 5834 finished with value: 0.9975647674030501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:11:00,756] Trial 5835 finished with value: 0.9968539434551379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:11:01,949] Trial 5836 finished with value: 0.9968945623590902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 3, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:11:03,253] Trial 5837 finished with value: 0.9952702339010301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:11:05,764] Trial 5838 finished with value: 0.9975028266237418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:11:08,613] Trial 5839 finished with value: 0.9972776905080959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:11:15,317] Trial 5840 finished with value: 0.9970520018354808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 29, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:11:17,506] Trial 5841 finished with value: 0.9965699127962805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:11:20,416] Trial 5842 finished with value: 0.9974548849910883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:11:22,407] Trial 5843 finished with value: 0.9976346663039669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:11:25,199] Trial 5844 finished with value: 0.9970006004217961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:11:26,459] Trial 5845 finished with value: 0.997248030005359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:11:29,887] Trial 5846 finished with value: 0.9970148575341624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:11:31,912] Trial 5847 finished with value: 0.997200673334078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:11:33,832] Trial 5848 finished with value: 0.9854013895899941 and parameters: {'classifier': 'SVC', 'svc_c': 0.1618729076154954, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:11:39,812] Trial 5849 finished with value: 0.9970560716508317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 27, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:11:41,903] Trial 5850 finished with value: 0.9973641037530965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:11:46,031] Trial 5851 finished with value: 0.9973594444695902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:11:49,231] Trial 5852 finished with value: 0.9969351995123397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:11:51,857] Trial 5853 finished with value: 0.9974074482450668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:11:53,633] Trial 5854 finished with value: 0.9972350882070917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:11:56,369] Trial 5855 finished with value: 0.9973773932401399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:11:58,531] Trial 5856 finished with value: 0.9974013026753537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:12:01,778] Trial 5857 finished with value: 0.9963354075551356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:12:04,666] Trial 5858 finished with value: 0.9973403555781903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:12:06,759] Trial 5859 finished with value: 0.9976026057489292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:12:09,560] Trial 5860 finished with value: 0.9971579383368828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:12:12,267] Trial 5861 finished with value: 0.9971614709881494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:12:14,425] Trial 5862 finished with value: 0.9974593114135674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:12:16,637] Trial 5863 finished with value: 0.9973893642392934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:12:20,317] Trial 5864 finished with value: 0.9974092625108093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:12:23,976] Trial 5865 finished with value: 0.997045982106571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:12:25,575] Trial 5866 finished with value: 0.9972202036680327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:12:26,433] Trial 5867 finished with value: 0.9948170764400457 and parameters: {'classifier': 'SVC', 'svc_c': 651.2353630406981, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:12:28,920] Trial 5868 finished with value: 0.9975672834256648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:12:31,957] Trial 5869 finished with value: 0.9973938965711695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:12:33,773] Trial 5870 finished with value: 0.9973075656860391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:12:36,568] Trial 5871 finished with value: 0.9974718775936995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:12:38,773] Trial 5872 finished with value: 0.9965762713908285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:12:51,394] Trial 5873 finished with value: 0.9966375236162343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 51, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:12:55,103] Trial 5874 finished with value: 0.9974640450907287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:12:56,774] Trial 5875 finished with value: 0.9972488648075393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:12:59,397] Trial 5876 finished with value: 0.9975062945931534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:13:01,510] Trial 5877 finished with value: 0.9975706014334635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:13:14,086] Trial 5878 finished with value: 0.9968791356413577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 55, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:13:19,375] Trial 5879 finished with value: 0.9973899212395695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:13:22,753] Trial 5880 finished with value: 0.9974229342809483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:13:26,219] Trial 5881 finished with value: 0.9973479719142736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:13:27,925] Trial 5882 finished with value: 0.9969894990095693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:13:41,313] Trial 5883 finished with value: 0.9966322303997641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 56, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:13:47,730] Trial 5884 finished with value: 0.9972119828835018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 32, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:13:49,892] Trial 5885 finished with value: 0.9972657124313891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:13:51,515] Trial 5886 finished with value: 0.9866213140753967 and parameters: {'classifier': 'SVC', 'svc_c': 7553327.188409928, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:13:57,292] Trial 5887 finished with value: 0.9941774831791236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 59, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:13:58,919] Trial 5888 finished with value: 0.9954919809477026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:14:01,379] Trial 5889 finished with value: 0.9972947557905153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:14:02,972] Trial 5890 finished with value: 0.9973513765348218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:14:05,585] Trial 5891 finished with value: 0.9974833272977227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:14:12,435] Trial 5892 finished with value: 0.9969914703779539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 32, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:14:15,174] Trial 5893 finished with value: 0.9975081914726691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:14:17,252] Trial 5894 finished with value: 0.9972650042317218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:14:20,436] Trial 5895 finished with value: 0.9973085315340393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:14:21,678] Trial 5896 finished with value: 0.9889447775369994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:14:22,746] Trial 5897 finished with value: 0.9969627341148204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:14:23,738] Trial 5898 finished with value: 0.9896601834548754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:14:27,901] Trial 5899 finished with value: 0.9971138371814604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 20, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:14:30,040] Trial 5900 finished with value: 0.9973630642096752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:14:32,992] Trial 5901 finished with value: 0.9974115110780778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:14:35,606] Trial 5902 finished with value: 0.9976465637663887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:14:37,139] Trial 5903 finished with value: 0.997172776855976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:14:38,965] Trial 5904 finished with value: 0.9865894153202112 and parameters: {'classifier': 'SVC', 'svc_c': 0.6324208824432189, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:14:41,121] Trial 5905 finished with value: 0.997031216489451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:14:43,721] Trial 5906 finished with value: 0.9972108801181688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:14:46,207] Trial 5907 finished with value: 0.9975609313056499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:14:47,348] Trial 5908 finished with value: 0.9951753378433347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:14:49,503] Trial 5909 finished with value: 0.997238073982475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:14:52,627] Trial 5910 finished with value: 0.997317145773409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:14:58,299] Trial 5911 finished with value: 0.9971742866599724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 22, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:15:02,993] Trial 5912 finished with value: 0.9973731272845209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 23, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:15:04,346] Trial 5913 finished with value: 0.9972380073011314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:15:15,594] Trial 5914 finished with value: 0.9965796682355892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 48, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:15:17,440] Trial 5915 finished with value: 0.997383861171779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:15:19,717] Trial 5916 finished with value: 0.9974645935535077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:15:22,045] Trial 5917 finished with value: 0.9962782746879543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 17, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:15:24,506] Trial 5918 finished with value: 0.9977184562204874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:15:25,868] Trial 5919 finished with value: 0.9903705532015938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:15:27,974] Trial 5920 finished with value: 0.9971603378179011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:15:31,066] Trial 5921 finished with value: 0.9971255394240134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:15:33,804] Trial 5922 finished with value: 0.9972992118562001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:15:35,686] Trial 5923 finished with value: 0.9853892645032998 and parameters: {'classifier': 'SVC', 'svc_c': 0.023151491966105386, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:15:37,373] Trial 5924 finished with value: 0.9974111936990031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:15:39,776] Trial 5925 finished with value: 0.9977380033120573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:15:49,943] Trial 5926 finished with value: 0.9967313961581515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 42, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:15:58,876] Trial 5927 finished with value: 0.996297537503087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 38, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:16:05,182] Trial 5928 finished with value: 0.9968948324169449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 35, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:16:07,109] Trial 5929 finished with value: 0.9975166526401112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:16:09,690] Trial 5930 finished with value: 0.9975150655860481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:16:24,949] Trial 5931 finished with value: 0.9966255532835767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 67, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:16:28,191] Trial 5932 finished with value: 0.9975522215351788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:16:30,979] Trial 5933 finished with value: 0.9968193049885657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:16:34,344] Trial 5934 finished with value: 0.99748018772044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:16:36,950] Trial 5935 finished with value: 0.9972486383575694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:16:38,115] Trial 5936 finished with value: 0.9970898673490088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:16:40,691] Trial 5937 finished with value: 0.9975709488048606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:16:42,869] Trial 5938 finished with value: 0.9975392759918384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:16:44,870] Trial 5939 finished with value: 0.9972024877585101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:16:47,329] Trial 5940 finished with value: 0.9972292473212905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:17:00,899] Trial 5941 finished with value: 0.9963301537888846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 61, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:17:03,230] Trial 5942 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 4.824045748510223e-09, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:17:06,117] Trial 5943 finished with value: 0.9973749732881712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 108}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:17:10,445] Trial 5944 finished with value: 0.9973511114598185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:17:13,327] Trial 5945 finished with value: 0.9974117194374403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:17:15,686] Trial 5946 finished with value: 0.9972388962799196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:17:19,011] Trial 5947 finished with value: 0.9976672434569246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:17:20,730] Trial 5948 finished with value: 0.9972672587974548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:17:23,090] Trial 5949 finished with value: 0.9969193880994306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:17:25,658] Trial 5950 finished with value: 0.9974749193547515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:17:28,236] Trial 5951 finished with value: 0.9974262868195902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:17:31,106] Trial 5952 finished with value: 0.9972489055272744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:17:33,962] Trial 5953 finished with value: 0.9969724103997879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:17:35,558] Trial 5954 finished with value: 0.9974228949259429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:17:41,318] Trial 5955 finished with value: 0.9974846696842571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 24, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:17:42,611] Trial 5956 finished with value: 0.9958504230666367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:17:44,152] Trial 5957 finished with value: 0.9970594941398216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:17:46,747] Trial 5958 finished with value: 0.997435001192058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:17:57,011] Trial 5959 finished with value: 0.9966346824070195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 51, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:17:58,967] Trial 5960 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 9.36323507217892e-10, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:18:06,132] Trial 5961 finished with value: 0.9970478303001368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 31, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:18:12,471] Trial 5962 finished with value: 0.9969742259667848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 31, 'rf_n_estimators': 108}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:18:14,690] Trial 5963 finished with value: 0.9965974833578106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:18:16,798] Trial 5964 finished with value: 0.997490789641479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:18:27,558] Trial 5965 finished with value: 0.996696132232637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 47, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:18:35,714] Trial 5966 finished with value: 0.9968032699186228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 41, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:18:37,640] Trial 5967 finished with value: 0.9907837966258127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 34, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:18:39,611] Trial 5968 finished with value: 0.9965806540467331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:18:41,640] Trial 5969 finished with value: 0.9969560051706301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:18:43,620] Trial 5970 finished with value: 0.9959085760536398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:18:46,846] Trial 5971 finished with value: 0.9972982277906409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:18:49,838] Trial 5972 finished with value: 0.9974363635734741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:18:52,314] Trial 5973 finished with value: 0.9971561411778721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:18:54,173] Trial 5974 finished with value: 0.9975015575517738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:18:55,728] Trial 5975 finished with value: 0.9974319573363042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:18:57,911] Trial 5976 finished with value: 0.9976048274024522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:19:00,253] Trial 5977 finished with value: 0.9975072463812604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:19:04,241] Trial 5978 finished with value: 0.9931292827040301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 55, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:19:06,067] Trial 5979 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.3307901276201666e-09, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:19:08,830] Trial 5980 finished with value: 0.9970405744432066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:19:18,590] Trial 5981 finished with value: 0.9967416605782824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 44, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:19:20,506] Trial 5982 finished with value: 0.9973316079443956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:19:22,636] Trial 5983 finished with value: 0.9971234568142631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:19:24,066] Trial 5984 finished with value: 0.9974364512970504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:19:27,337] Trial 5985 finished with value: 0.9973705916796173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 108}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:19:43,240] Trial 5986 finished with value: 0.996651813545597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 68, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:19:46,323] Trial 5987 finished with value: 0.9973704664418345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:19:49,467] Trial 5988 finished with value: 0.9968904794677217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:19:53,818] Trial 5989 finished with value: 0.997335500186154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:20:10,915] Trial 5990 finished with value: 0.995959068081062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 73, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:20:12,180] Trial 5991 finished with value: 0.997458040722966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 67}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:20:14,664] Trial 5992 finished with value: 0.997386936543275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:20:22,554] Trial 5993 finished with value: 0.9966156860316199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 33, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:20:26,298] Trial 5994 finished with value: 0.9974851913602422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:20:29,482] Trial 5995 finished with value: 0.9970045120871539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:20:31,299] Trial 5996 finished with value: 0.9970875794267351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:20:33,290] Trial 5997 finished with value: 0.997405662416489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:20:35,105] Trial 5998 finished with value: 0.9975015606303508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:20:36,713] Trial 5999 finished with value: 0.9867325520133865 and parameters: {'classifier': 'SVC', 'svc_c': 2422529001.3948517, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:20:39,694] Trial 6000 finished with value: 0.9973032539008818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:20:41,992] Trial 6001 finished with value: 0.9971794671433951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:20:44,127] Trial 6002 finished with value: 0.9974897240412357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:20:50,284] Trial 6003 finished with value: 0.997207304588989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 24, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:20:56,637] Trial 6004 finished with value: 0.9971512012043124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 28, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:21:00,024] Trial 6005 finished with value: 0.9972429173458446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:21:02,319] Trial 6006 finished with value: 0.9974821470601577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:21:05,729] Trial 6007 finished with value: 0.9970768736910008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:21:08,434] Trial 6008 finished with value: 0.9974192169150599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:21:13,419] Trial 6009 finished with value: 0.99702127255871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 22, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:21:20,938] Trial 6010 finished with value: 0.9965068866122748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 38, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:21:31,316] Trial 6011 finished with value: 0.9969617778516683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 46, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:21:35,332] Trial 6012 finished with value: 0.9953485620093162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 37, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:21:36,560] Trial 6013 finished with value: 0.9973194608633316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 3, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:21:38,114] Trial 6014 finished with value: 0.9972846862728743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:21:40,191] Trial 6015 finished with value: 0.9975491067452017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:21:42,776] Trial 6016 finished with value: 0.9970798331239208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:21:51,107] Trial 6017 finished with value: 0.992814752487376 and parameters: {'classifier': 'SVC', 'svc_c': 3590365.0160255674, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:21:54,558] Trial 6018 finished with value: 0.9976328083033877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:21:56,497] Trial 6019 finished with value: 0.9973584228263488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:21:58,837] Trial 6020 finished with value: 0.9973135032772444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:22:02,230] Trial 6021 finished with value: 0.9974571109292287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:22:05,172] Trial 6022 finished with value: 0.9974521925691838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:22:07,525] Trial 6023 finished with value: 0.9975177878733236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:22:10,103] Trial 6024 finished with value: 0.9972718068078574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:22:12,653] Trial 6025 finished with value: 0.997420241795568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:22:15,812] Trial 6026 finished with value: 0.997115564009268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:22:17,464] Trial 6027 finished with value: 0.9975371836068126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:22:19,428] Trial 6028 finished with value: 0.9974614297284635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:22:22,463] Trial 6029 finished with value: 0.9973481350471181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:22:31,013] Trial 6030 finished with value: 0.9962228775351947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 61, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:22:33,255] Trial 6031 finished with value: 0.9970354766687709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:22:37,283] Trial 6032 finished with value: 0.9975818715009303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:22:40,030] Trial 6033 finished with value: 0.9968616839181771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:22:42,116] Trial 6034 finished with value: 0.9975324694167265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:22:57,262] Trial 6035 finished with value: 0.9963864360801455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 63, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:22:59,076] Trial 6036 finished with value: 0.9852051536002978 and parameters: {'classifier': 'SVC', 'svc_c': 1.3708348799221693e-06, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:23:00,726] Trial 6037 finished with value: 0.9975277528145593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:23:02,526] Trial 6038 finished with value: 0.9964566890174202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:23:03,450] Trial 6039 finished with value: 0.9940571296697774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 4, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:23:04,997] Trial 6040 finished with value: 0.9902992221910782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:23:07,585] Trial 6041 finished with value: 0.9970161542815857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:23:09,837] Trial 6042 finished with value: 0.9973826794742702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:23:11,692] Trial 6043 finished with value: 0.9972596233868893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:23:14,880] Trial 6044 finished with value: 0.9974920162163888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:23:16,937] Trial 6045 finished with value: 0.9973054269001924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:23:20,594] Trial 6046 finished with value: 0.9971087443264003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 26, 'rf_n_estimators': 70}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:23:22,646] Trial 6047 finished with value: 0.9973738384358136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:23:26,455] Trial 6048 finished with value: 0.9974164587322113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:23:29,474] Trial 6049 finished with value: 0.9975378302984153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:23:33,930] Trial 6050 finished with value: 0.9974690853560761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 19, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:23:38,419] Trial 6051 finished with value: 0.9968323478720681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 18, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:23:54,407] Trial 6052 finished with value: 0.9963915716861672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 74, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:23:57,008] Trial 6053 finished with value: 0.9972560821663875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:24:00,710] Trial 6054 finished with value: 0.9975620745368149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:24:03,066] Trial 6055 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.812977609818523e-10, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:24:15,953] Trial 6056 finished with value: 0.9967643826349017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 54, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:24:18,222] Trial 6057 finished with value: 0.9973949560777347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:24:20,828] Trial 6058 finished with value: 0.9974714293592323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:24:22,490] Trial 6059 finished with value: 0.9974016923851193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:24:23,598] Trial 6060 finished with value: 0.9970895575870319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:24:24,622] Trial 6061 finished with value: 0.9968768189328019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:24:27,599] Trial 6062 finished with value: 0.9971851809823526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:24:30,163] Trial 6063 finished with value: 0.9973102911788431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:24:32,295] Trial 6064 finished with value: 0.9974408327786525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:24:33,481] Trial 6065 finished with value: 0.9972369140889087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:24:35,861] Trial 6066 finished with value: 0.9972480060432388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:24:38,147] Trial 6067 finished with value: 0.997182183051351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:24:43,160] Trial 6068 finished with value: 0.9974182094586631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 21, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:24:45,582] Trial 6069 finished with value: 0.9973556268436522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:24:49,176] Trial 6070 finished with value: 0.9974658606894634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:24:57,975] Trial 6071 finished with value: 0.9967287845409594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 40, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:25:00,882] Trial 6072 finished with value: 0.9972844132633942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:25:02,812] Trial 6073 finished with value: 0.9853692719701986 and parameters: {'classifier': 'SVC', 'svc_c': 0.005993194242461523, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:25:05,273] Trial 6074 finished with value: 0.9973713185094363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:25:06,875] Trial 6075 finished with value: 0.9974714822028483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:25:09,976] Trial 6076 finished with value: 0.9972007537896733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:25:13,517] Trial 6077 finished with value: 0.9973439523717683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 107}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:25:19,094] Trial 6078 finished with value: 0.9972060892175603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 25, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:25:21,616] Trial 6079 finished with value: 0.9975945739636373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:25:24,426] Trial 6080 finished with value: 0.9974963192418836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:25:25,986] Trial 6081 finished with value: 0.9971036392522458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:25:28,050] Trial 6082 finished with value: 0.9973504483914556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:25:33,669] Trial 6083 finished with value: 0.9974515872320747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 26, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:25:36,437] Trial 6084 finished with value: 0.9975470288961373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:25:40,126] Trial 6085 finished with value: 0.9971004253765217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:25:47,750] Trial 6086 finished with value: 0.9970567826751728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 35, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:25:50,099] Trial 6087 finished with value: 0.9937818023385964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 28, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:25:51,536] Trial 6088 finished with value: 0.997280990869618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:25:53,309] Trial 6089 finished with value: 0.9973750823078832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:25:55,471] Trial 6090 finished with value: 0.9971880371401219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:25:57,109] Trial 6091 finished with value: 0.9954909117610757 and parameters: {'classifier': 'SVC', 'svc_c': 154230.73782590163, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:26:00,556] Trial 6092 finished with value: 0.9975510901422533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:26:03,083] Trial 6093 finished with value: 0.997456604201798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:26:05,861] Trial 6094 finished with value: 0.9973264634200221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:26:08,291] Trial 6095 finished with value: 0.9975578018210216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:26:10,473] Trial 6096 finished with value: 0.9975715359561489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:26:11,857] Trial 6097 finished with value: 0.9973925149565815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:26:14,734] Trial 6098 finished with value: 0.9972823206244653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:26:23,802] Trial 6099 finished with value: 0.9969283117199227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 37, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:26:26,021] Trial 6100 finished with value: 0.9974154595911462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:26:27,311] Trial 6101 finished with value: 0.9961766168690723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:26:28,908] Trial 6102 finished with value: 0.9972716663041412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:26:29,579] Trial 6103 finished with value: 0.9873725566293275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 2, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:26:32,297] Trial 6104 finished with value: 0.9973508563187803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:26:35,210] Trial 6105 finished with value: 0.996964972018152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:26:36,710] Trial 6106 finished with value: 0.9966576230108698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:26:38,858] Trial 6107 finished with value: 0.9971833672561545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:26:41,200] Trial 6108 finished with value: 0.9966778652895649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:26:43,018] Trial 6109 finished with value: 0.9965712333471345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:26:44,893] Trial 6110 finished with value: 0.9973901541323343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:26:46,276] Trial 6111 finished with value: 0.986784496240503 and parameters: {'classifier': 'SVC', 'svc_c': 1430384.8238122864, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:26:48,675] Trial 6112 finished with value: 0.9972090938452606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:26:52,783] Trial 6113 finished with value: 0.997508252187286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:26:57,069] Trial 6114 finished with value: 0.997335736506613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:26:59,204] Trial 6115 finished with value: 0.9972925713972959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:27:01,929] Trial 6116 finished with value: 0.9974929117966619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:27:04,168] Trial 6117 finished with value: 0.9972847161382452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:27:06,878] Trial 6118 finished with value: 0.9970528428582909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:27:08,492] Trial 6119 finished with value: 0.9973478322992188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:27:11,180] Trial 6120 finished with value: 0.9975403523194943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:27:16,804] Trial 6121 finished with value: 0.9972024136187582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:27:19,604] Trial 6122 finished with value: 0.9975664578274778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:27:22,129] Trial 6123 finished with value: 0.9972920751751125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:27:24,165] Trial 6124 finished with value: 0.9973690428379948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:27:26,071] Trial 6125 finished with value: 0.9975288432021087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:27:28,718] Trial 6126 finished with value: 0.9976049607968771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:27:32,998] Trial 6127 finished with value: 0.997209968002446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:27:36,656] Trial 6128 finished with value: 0.9969895293510089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:27:38,442] Trial 6129 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 1.7401107573424762e-05, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:27:40,732] Trial 6130 finished with value: 0.997343999407347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:27:44,804] Trial 6131 finished with value: 0.9924106654177246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 59, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:27:46,378] Trial 6132 finished with value: 0.9964417759142443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:27:49,620] Trial 6133 finished with value: 0.9970535004677338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:27:51,525] Trial 6134 finished with value: 0.9975889866002406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:27:54,761] Trial 6135 finished with value: 0.9972756383349989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:27:56,836] Trial 6136 finished with value: 0.9958990403993404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:27:58,690] Trial 6137 finished with value: 0.9971908570532005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:27:59,981] Trial 6138 finished with value: 0.9971870879862609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:28:04,869] Trial 6139 finished with value: 0.9955790540555373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 39, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:28:07,624] Trial 6140 finished with value: 0.9972857559673076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:28:09,758] Trial 6141 finished with value: 0.9975631736522885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:28:11,785] Trial 6142 finished with value: 0.9973879515850319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:28:13,138] Trial 6143 finished with value: 0.9881542674792162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:28:14,166] Trial 6144 finished with value: 0.996850344947713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:28:16,974] Trial 6145 finished with value: 0.9973421175715996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:28:17,811] Trial 6146 finished with value: 0.9970936115334288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 75}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:28:19,755] Trial 6147 finished with value: 0.9866072213653911 and parameters: {'classifier': 'SVC', 'svc_c': 278496153.4754657, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:28:21,998] Trial 6148 finished with value: 0.9973517412668543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:28:23,910] Trial 6149 finished with value: 0.9973349102736678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:28:26,025] Trial 6150 finished with value: 0.9972867951298742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:28:29,438] Trial 6151 finished with value: 0.9974511349668932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:28:33,041] Trial 6152 finished with value: 0.9972410498556311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:28:35,213] Trial 6153 finished with value: 0.9975691466629986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:28:38,595] Trial 6154 finished with value: 0.9969056969056923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:28:41,068] Trial 6155 finished with value: 0.9974606219669805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:28:49,353] Trial 6156 finished with value: 0.9973948585471449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 35, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:28:51,868] Trial 6157 finished with value: 0.994001097949296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 31, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:28:54,293] Trial 6158 finished with value: 0.9973020059980979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:28:56,299] Trial 6159 finished with value: 0.9976832808754725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:29:06,316] Trial 6160 finished with value: 0.9965731068992884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 44, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:29:08,921] Trial 6161 finished with value: 0.99719221210316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:29:11,111] Trial 6162 finished with value: 0.9973543090857341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:29:14,262] Trial 6163 finished with value: 0.9968046636570914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:29:16,039] Trial 6164 finished with value: 0.9973640182511737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:29:26,056] Trial 6165 finished with value: 0.9964024362383904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 43, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:29:27,203] Trial 6166 finished with value: 0.9882218878522799 and parameters: {'classifier': 'SVC', 'svc_c': 1.7405442710324663, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:29:32,707] Trial 6167 finished with value: 0.9973285643108071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 25, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:29:35,365] Trial 6168 finished with value: 0.9975547979232934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:29:36,953] Trial 6169 finished with value: 0.9975188124364524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:29:41,363] Trial 6170 finished with value: 0.9974566358127538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:29:44,142] Trial 6171 finished with value: 0.9973682063219677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:29:47,267] Trial 6172 finished with value: 0.997500839925948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:29:49,101] Trial 6173 finished with value: 0.9957057308034024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:29:50,211] Trial 6174 finished with value: 0.9970496140022744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:29:52,958] Trial 6175 finished with value: 0.9974185030025691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:29:55,324] Trial 6176 finished with value: 0.9974810847289189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:29:57,678] Trial 6177 finished with value: 0.99759606713697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:29:59,760] Trial 6178 finished with value: 0.996854253788397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:30:07,315] Trial 6179 finished with value: 0.996137924551317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 32, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:30:09,770] Trial 6180 finished with value: 0.9974112947207624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:30:11,200] Trial 6181 finished with value: 0.9971574688697555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:30:15,692] Trial 6182 finished with value: 0.9971609653715455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 20, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:30:18,695] Trial 6183 finished with value: 0.9973902909544533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:30:21,341] Trial 6184 finished with value: 0.9973083386945135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:30:23,283] Trial 6185 finished with value: 0.9853119168107134 and parameters: {'classifier': 'SVC', 'svc_c': 0.001686215008264321, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:30:25,515] Trial 6186 finished with value: 0.9974253462349644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:30:28,594] Trial 6187 finished with value: 0.9974214426627729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:30:41,998] Trial 6188 finished with value: 0.9957003353591324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 55, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:30:48,999] Trial 6189 finished with value: 0.9967770335235091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 40, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:31:03,332] Trial 6190 finished with value: 0.9968273079558377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 65, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:31:05,300] Trial 6191 finished with value: 0.9971459393766328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:31:08,956] Trial 6192 finished with value: 0.9975112727791537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:31:16,023] Trial 6193 finished with value: 0.9972084293486919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 30, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:31:18,227] Trial 6194 finished with value: 0.9973724009942465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:31:19,974] Trial 6195 finished with value: 0.9974423615936553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:31:25,229] Trial 6196 finished with value: 0.9971153240072117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 22, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:31:27,584] Trial 6197 finished with value: 0.9972689043127434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:31:30,416] Trial 6198 finished with value: 0.9974326661389917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:31:42,215] Trial 6199 finished with value: 0.9960738603790474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 63, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:31:43,874] Trial 6200 finished with value: 0.9969473499576219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:31:47,710] Trial 6201 finished with value: 0.997154995217247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:31:48,954] Trial 6202 finished with value: 0.9967500780426258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:31:50,780] Trial 6203 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 4.3762898680345904e-07, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:31:53,623] Trial 6204 finished with value: 0.997401257290146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:31:56,120] Trial 6205 finished with value: 0.997545826822892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:31:59,064] Trial 6206 finished with value: 0.9971464755568417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 108}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:32:06,930] Trial 6207 finished with value: 0.9963039504964083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 34, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:32:09,092] Trial 6208 finished with value: 0.9971811919399766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:32:12,757] Trial 6209 finished with value: 0.9972132849628936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:32:15,517] Trial 6210 finished with value: 0.9972951254736616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:32:18,333] Trial 6211 finished with value: 0.9973801098780677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:32:20,001] Trial 6212 finished with value: 0.997225621963596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:32:21,746] Trial 6213 finished with value: 0.9971320434099155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:32:24,188] Trial 6214 finished with value: 0.9973006322862489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:32:26,954] Trial 6215 finished with value: 0.9974015406461838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:32:29,836] Trial 6216 finished with value: 0.9976344598806168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:32:32,887] Trial 6217 finished with value: 0.9972976575873954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:32:34,819] Trial 6218 finished with value: 0.9976083472633421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:32:37,429] Trial 6219 finished with value: 0.9975865205965682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:32:40,089] Trial 6220 finished with value: 0.9972329194923985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:32:41,874] Trial 6221 finished with value: 0.997356570824234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:32:42,830] Trial 6222 finished with value: 0.9920813333075226 and parameters: {'classifier': 'SVC', 'svc_c': 5884.787454934631, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:32:45,076] Trial 6223 finished with value: 0.9975492727661955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:32:47,874] Trial 6224 finished with value: 0.9973117455684529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:32:51,595] Trial 6225 finished with value: 0.9974444270649355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 16, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:32:54,187] Trial 6226 finished with value: 0.9973583597631266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:33:04,555] Trial 6227 finished with value: 0.9963672714303606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 46, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:33:06,551] Trial 6228 finished with value: 0.9969863457849865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:33:12,496] Trial 6229 finished with value: 0.9970189974585509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 26, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:33:14,669] Trial 6230 finished with value: 0.9972318825514858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:33:17,356] Trial 6231 finished with value: 0.9973720196950261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:33:18,510] Trial 6232 finished with value: 0.9911236522009464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:33:21,300] Trial 6233 finished with value: 0.9973636128628814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:33:22,687] Trial 6234 finished with value: 0.9974041113532129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:33:25,202] Trial 6235 finished with value: 0.997371169087368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:33:29,444] Trial 6236 finished with value: 0.9971601149860528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:33:31,465] Trial 6237 finished with value: 0.9974874193296088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:33:36,811] Trial 6238 finished with value: 0.9973018685412206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:33:38,088] Trial 6239 finished with value: 0.9972482880028087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:33:39,912] Trial 6240 finished with value: 0.9966104153173264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:33:42,998] Trial 6241 finished with value: 0.9973107901622242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:33:43,853] Trial 6242 finished with value: 0.9914311869067253 and parameters: {'classifier': 'SVC', 'svc_c': 17.82610801493257, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:33:46,092] Trial 6243 finished with value: 0.9972427928697716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:33:47,719] Trial 6244 finished with value: 0.9954126762957416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 14, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:33:49,561] Trial 6245 finished with value: 0.993949744269424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:33:52,001] Trial 6246 finished with value: 0.99735575655648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:33:54,133] Trial 6247 finished with value: 0.9976212679876387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:33:56,551] Trial 6248 finished with value: 0.9975306026247471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:33:58,025] Trial 6249 finished with value: 0.9972935373087717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 107}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:33:59,951] Trial 6250 finished with value: 0.9973968342318851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:34:01,562] Trial 6251 finished with value: 0.9974966381443778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:34:04,173] Trial 6252 finished with value: 0.9961799666782541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 15, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:34:07,136] Trial 6253 finished with value: 0.9975319011494932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:34:09,991] Trial 6254 finished with value: 0.99771538132506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:34:18,715] Trial 6255 finished with value: 0.9938637598987672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 74, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:34:21,161] Trial 6256 finished with value: 0.9976709304496354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:34:22,124] Trial 6257 finished with value: 0.9967334814338861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:34:24,466] Trial 6258 finished with value: 0.9967052899836721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:34:26,554] Trial 6259 finished with value: 0.9959567222053692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:34:29,381] Trial 6260 finished with value: 0.9972674128215196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:34:31,289] Trial 6261 finished with value: 0.9852061371897881 and parameters: {'classifier': 'SVC', 'svc_c': 4.0316612741714616e-08, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:34:33,501] Trial 6262 finished with value: 0.9971410616411095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:34:34,685] Trial 6263 finished with value: 0.9970600209890857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:34:47,603] Trial 6264 finished with value: 0.9961096299529038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 58, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:34:49,480] Trial 6265 finished with value: 0.9975197643515111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:34:52,414] Trial 6266 finished with value: 0.9975749854223602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:34:57,812] Trial 6267 finished with value: 0.9966016454352583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 41, 'rf_n_estimators': 65}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:35:02,181] Trial 6268 finished with value: 0.9972230576041482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:35:03,339] Trial 6269 finished with value: 0.9970227676680551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:35:06,327] Trial 6270 finished with value: 0.997161215624946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:35:08,996] Trial 6271 finished with value: 0.997413937409366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:35:11,892] Trial 6272 finished with value: 0.9974640002768033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:35:13,961] Trial 6273 finished with value: 0.9975591662971398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:35:18,209] Trial 6274 finished with value: 0.9972128313329822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:35:20,011] Trial 6275 finished with value: 0.9972073498155071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:35:22,465] Trial 6276 finished with value: 0.9973548281274729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:35:24,547] Trial 6277 finished with value: 0.9974799306433896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:35:27,140] Trial 6278 finished with value: 0.9974487807758686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:35:28,863] Trial 6279 finished with value: 0.9851813109416415 and parameters: {'classifier': 'SVC', 'svc_c': 0.0005573313724009913, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:35:31,505] Trial 6280 finished with value: 0.9974931674137686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:35:47,538] Trial 6281 finished with value: 0.9958368654260129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 73, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:35:49,213] Trial 6282 finished with value: 0.9969374225940685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:35:52,071] Trial 6283 finished with value: 0.9975963905779849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:35:54,162] Trial 6284 finished with value: 0.9974199315575225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:35:56,527] Trial 6285 finished with value: 0.997684122501303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:35:59,347] Trial 6286 finished with value: 0.997400822417338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:36:04,952] Trial 6287 finished with value: 0.9968161285318344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 25, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:36:06,774] Trial 6288 finished with value: 0.9976023572093756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:36:09,386] Trial 6289 finished with value: 0.9971682695970466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:36:12,785] Trial 6290 finished with value: 0.9970816812222728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:36:16,027] Trial 6291 finished with value: 0.9964685517585713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 23, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:36:18,805] Trial 6292 finished with value: 0.9971890802064508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:36:21,050] Trial 6293 finished with value: 0.99699305298871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:36:23,425] Trial 6294 finished with value: 0.9972746183103908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:36:25,462] Trial 6295 finished with value: 0.9974642907421325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:36:29,521] Trial 6296 finished with value: 0.9972595694324466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 16, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:36:30,656] Trial 6297 finished with value: 0.988629917880866 and parameters: {'classifier': 'SVC', 'svc_c': 28758.005072940767, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:36:31,692] Trial 6298 finished with value: 0.9966214819448064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:36:34,783] Trial 6299 finished with value: 0.9974875813833642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:36:37,369] Trial 6300 finished with value: 0.9973657342880927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:36:39,697] Trial 6301 finished with value: 0.9971118922507528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:36:42,053] Trial 6302 finished with value: 0.9975012373797633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:36:45,748] Trial 6303 finished with value: 0.9973178288049157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:36:47,469] Trial 6304 finished with value: 0.9973084586320656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:36:48,642] Trial 6305 finished with value: 0.997017499143677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:36:50,160] Trial 6306 finished with value: 0.9972815085466268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:36:52,777] Trial 6307 finished with value: 0.9973878219356798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:36:54,959] Trial 6308 finished with value: 0.9973616731371906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:36:58,494] Trial 6309 finished with value: 0.9972602968970237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:37:01,013] Trial 6310 finished with value: 0.9974820780619469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:37:03,806] Trial 6311 finished with value: 0.9973029104015092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:37:08,974] Trial 6312 finished with value: 0.9964748694112185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 21, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:37:11,277] Trial 6313 finished with value: 0.9970841732510295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:37:12,420] Trial 6314 finished with value: 0.9970312088406154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 106}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:37:15,729] Trial 6315 finished with value: 0.997501049840468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:37:17,602] Trial 6316 finished with value: 0.9850770828917987 and parameters: {'classifier': 'SVC', 'svc_c': 0.00018148369159306108, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:37:19,883] Trial 6317 finished with value: 0.9971462943333901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:37:22,095] Trial 6318 finished with value: 0.997391066375009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:37:24,096] Trial 6319 finished with value: 0.9969333873730367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:37:26,853] Trial 6320 finished with value: 0.9975957419821079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:37:28,906] Trial 6321 finished with value: 0.9972714993310099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:37:31,452] Trial 6322 finished with value: 0.9972297271349757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:37:33,847] Trial 6323 finished with value: 0.9973857805534713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:37:38,477] Trial 6324 finished with value: 0.9974518463403513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:37:41,653] Trial 6325 finished with value: 0.9973370581682938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:37:44,946] Trial 6326 finished with value: 0.9974749653747174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:37:47,676] Trial 6327 finished with value: 0.997256970732583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:37:49,084] Trial 6328 finished with value: 0.9973793912366288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:37:51,108] Trial 6329 finished with value: 0.997646434688319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:37:53,113] Trial 6330 finished with value: 0.99697487929161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:37:56,647] Trial 6331 finished with value: 0.996980670571062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:37:58,888] Trial 6332 finished with value: 0.9974559547807353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:38:09,789] Trial 6333 finished with value: 0.9964078905564785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 49, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:38:11,483] Trial 6334 finished with value: 0.9973250843127288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:38:12,465] Trial 6335 finished with value: 0.9898657435339798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:38:13,851] Trial 6336 finished with value: 0.9867348461562901 and parameters: {'classifier': 'SVC', 'svc_c': 53232007.30106341, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:38:15,365] Trial 6337 finished with value: 0.9953620765815994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:38:17,879] Trial 6338 finished with value: 0.9973829566096782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:38:19,344] Trial 6339 finished with value: 0.9972346713296772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:38:22,208] Trial 6340 finished with value: 0.9971015437251672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:38:25,714] Trial 6341 finished with value: 0.9971746441875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:38:28,031] Trial 6342 finished with value: 0.9974997597580052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:38:31,101] Trial 6343 finished with value: 0.9972072429857105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:38:33,299] Trial 6344 finished with value: 0.9975845805852361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:38:36,126] Trial 6345 finished with value: 0.9976646979497937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:38:37,296] Trial 6346 finished with value: 0.9940970775708903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:38:38,726] Trial 6347 finished with value: 0.9974549412941359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 73}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:38:40,263] Trial 6348 finished with value: 0.9971378682363357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:38:42,837] Trial 6349 finished with value: 0.99741628766489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:38:46,065] Trial 6350 finished with value: 0.9968923999285026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:38:55,878] Trial 6351 finished with value: 0.9966292015560404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 41, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:39:01,033] Trial 6352 finished with value: 0.9974863277677571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:39:03,556] Trial 6353 finished with value: 0.9948590318590198 and parameters: {'classifier': 'SVC', 'svc_c': 405387.9013572936, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:39:05,967] Trial 6354 finished with value: 0.9969980640869206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:39:09,782] Trial 6355 finished with value: 0.9973197995385421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:39:12,561] Trial 6356 finished with value: 0.9973480638589916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:39:14,854] Trial 6357 finished with value: 0.9974271795117136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:39:29,106] Trial 6358 finished with value: 0.9960009401245532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 61, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:39:32,936] Trial 6359 finished with value: 0.9974856391186409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:39:34,254] Trial 6360 finished with value: 0.9972656207405745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 106}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:39:35,283] Trial 6361 finished with value: 0.9971572920896108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 1, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:39:37,387] Trial 6362 finished with value: 0.997590019320012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:39:49,552] Trial 6363 finished with value: 0.9960286431283709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 70, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:39:52,966] Trial 6364 finished with value: 0.9963406540216678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 23, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:39:54,952] Trial 6365 finished with value: 0.9973723701450004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:39:58,118] Trial 6366 finished with value: 0.9974498463126361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:40:04,416] Trial 6367 finished with value: 0.9947550725657776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 55, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:40:07,109] Trial 6368 finished with value: 0.9974865403799993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:40:09,309] Trial 6369 finished with value: 0.9972443703072487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:40:16,824] Trial 6370 finished with value: 0.9971050508908942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 35, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:40:18,658] Trial 6371 finished with value: 0.9974217163704869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:40:19,492] Trial 6372 finished with value: 0.9923647321281178 and parameters: {'classifier': 'SVC', 'svc_c': 200.2983014988632, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:40:30,325] Trial 6373 finished with value: 0.9969359569057635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 45, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:40:33,159] Trial 6374 finished with value: 0.9974130248810503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:40:43,161] Trial 6375 finished with value: 0.9968542490594489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 46, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:40:45,592] Trial 6376 finished with value: 0.9974894211981225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:40:48,565] Trial 6377 finished with value: 0.9971506289698406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:40:51,331] Trial 6378 finished with value: 0.9970117613425992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:40:54,021] Trial 6379 finished with value: 0.9974807422768972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:40:55,200] Trial 6380 finished with value: 0.99719909135808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 62}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:40:57,813] Trial 6381 finished with value: 0.997394992957183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:41:00,125] Trial 6382 finished with value: 0.9973903942613424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:41:01,850] Trial 6383 finished with value: 0.9972579412777934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:41:04,937] Trial 6384 finished with value: 0.9970910138491783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:41:15,260] Trial 6385 finished with value: 0.99673176095366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 52, 'rf_n_estimators': 108}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:41:16,270] Trial 6386 finished with value: 0.989894899054871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:41:20,080] Trial 6387 finished with value: 0.9968031005968864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 17, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:41:36,954] Trial 6388 finished with value: 0.9965308248972464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 69, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:41:40,030] Trial 6389 finished with value: 0.9974948794199734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:41:42,655] Trial 6390 finished with value: 0.9975166718732832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:41:44,538] Trial 6391 finished with value: 0.9853850036892219 and parameters: {'classifier': 'SVC', 'svc_c': 0.09293198644935108, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:41:56,758] Trial 6392 finished with value: 0.9964381817866509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 52, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:41:59,154] Trial 6393 finished with value: 0.9975066130830547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:42:01,203] Trial 6394 finished with value: 0.9971484187419644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:42:11,715] Trial 6395 finished with value: 0.9969729851732922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 41, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:42:15,406] Trial 6396 finished with value: 0.9973772850773512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:42:18,103] Trial 6397 finished with value: 0.9972750263329292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:42:29,199] Trial 6398 finished with value: 0.997002386409063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 50, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:42:36,108] Trial 6399 finished with value: 0.9970104412678137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 29, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:42:38,150] Trial 6400 finished with value: 0.9972444539366346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:42:39,662] Trial 6401 finished with value: 0.9973105067427106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 106}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:42:41,372] Trial 6402 finished with value: 0.9972031537784983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:42:42,999] Trial 6403 finished with value: 0.9974729612210743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:42:44,290] Trial 6404 finished with value: 0.996998468999144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 3, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:42:45,580] Trial 6405 finished with value: 0.9970375608971546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:42:46,964] Trial 6406 finished with value: 0.9955409737715897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:42:49,890] Trial 6407 finished with value: 0.9972266769316404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:42:51,308] Trial 6408 finished with value: 0.9944930073953016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:42:54,307] Trial 6409 finished with value: 0.9974251602825644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:42:55,856] Trial 6410 finished with value: 0.986732879739019 and parameters: {'classifier': 'SVC', 'svc_c': 841130511.923123, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:43:00,277] Trial 6411 finished with value: 0.9972667163966161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:43:05,226] Trial 6412 finished with value: 0.9973592847327019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:43:06,587] Trial 6413 finished with value: 0.9963077144535449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:43:08,293] Trial 6414 finished with value: 0.9970959592499202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:43:09,882] Trial 6415 finished with value: 0.9973821168246465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:43:13,338] Trial 6416 finished with value: 0.9974137705631865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:43:20,174] Trial 6417 finished with value: 0.9968504740892584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 28, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:43:22,600] Trial 6418 finished with value: 0.9977236811369806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:43:25,058] Trial 6419 finished with value: 0.9963016045572397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 16, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:43:26,614] Trial 6420 finished with value: 0.9955736614359413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:43:29,622] Trial 6421 finished with value: 0.9974178752267595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:43:32,932] Trial 6422 finished with value: 0.9970739540574168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:43:35,441] Trial 6423 finished with value: 0.9976589558958363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:43:37,733] Trial 6424 finished with value: 0.9976316497428135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:43:39,725] Trial 6425 finished with value: 0.9973935968066335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:43:41,639] Trial 6426 finished with value: 0.9973581094145126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:43:44,136] Trial 6427 finished with value: 0.9974297184490976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:43:44,888] Trial 6428 finished with value: 0.9952172009367358 and parameters: {'classifier': 'SVC', 'svc_c': 2178.1245420144905, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:43:55,284] Trial 6429 finished with value: 0.9970402873103579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 45, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:44:07,980] Trial 6430 finished with value: 0.9963841613291035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 57, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:44:16,388] Trial 6431 finished with value: 0.9965948601880202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 40, 'rf_n_estimators': 108}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:44:18,947] Trial 6432 finished with value: 0.9975006816490035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:44:21,651] Trial 6433 finished with value: 0.9973877083139712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:44:23,913] Trial 6434 finished with value: 0.9975222491757628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:44:26,680] Trial 6435 finished with value: 0.9974739983524148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:44:30,207] Trial 6436 finished with value: 0.997471533396093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:44:32,540] Trial 6437 finished with value: 0.9974141014943476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:44:34,446] Trial 6438 finished with value: 0.9974106415546268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:44:35,568] Trial 6439 finished with value: 0.9972098745343084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:44:38,592] Trial 6440 finished with value: 0.9973857453561319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:44:41,826] Trial 6441 finished with value: 0.9971924855887088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:44:42,663] Trial 6442 finished with value: 0.9951789523784029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 1, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:44:48,923] Trial 6443 finished with value: 0.9970338443564518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 25, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:44:59,586] Trial 6444 finished with value: 0.9965689978876219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 48, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:45:01,865] Trial 6445 finished with value: 0.9975992338184257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:45:04,342] Trial 6446 finished with value: 0.9975846656110904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:45:05,402] Trial 6447 finished with value: 0.988998964301182 and parameters: {'classifier': 'SVC', 'svc_c': 5.722355967039359, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:45:06,935] Trial 6448 finished with value: 0.9973706850842788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 68}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:45:09,007] Trial 6449 finished with value: 0.9905919891215594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 39, 'rf_n_estimators': 106}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:45:12,539] Trial 6450 finished with value: 0.9972338846421648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:45:15,044] Trial 6451 finished with value: 0.9974899524272178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:45:18,371] Trial 6452 finished with value: 0.9970200642330966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:45:20,562] Trial 6453 finished with value: 0.9974038426918264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:45:33,144] Trial 6454 finished with value: 0.9963244416637739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 59, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:45:35,110] Trial 6455 finished with value: 0.9975232792930256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:45:38,899] Trial 6456 finished with value: 0.9955268829341204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 32, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:45:41,571] Trial 6457 finished with value: 0.9969170457149078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:45:45,249] Trial 6458 finished with value: 0.9968828307589729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:45:47,254] Trial 6459 finished with value: 0.9973108862963459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:45:51,459] Trial 6460 finished with value: 0.9970662853855243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:45:53,789] Trial 6461 finished with value: 0.9974727155696704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:45:56,301] Trial 6462 finished with value: 0.9972939585342798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:46:01,925] Trial 6463 finished with value: 0.9970308089429812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 24, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:46:03,125] Trial 6464 finished with value: 0.9974111630084467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:46:05,042] Trial 6465 finished with value: 0.9971706116007147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:46:05,903] Trial 6466 finished with value: 0.9926700940250134 and parameters: {'classifier': 'SVC', 'svc_c': 63.399620769893815, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:46:13,285] Trial 6467 finished with value: 0.9972432741116624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 31, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:46:14,900] Trial 6468 finished with value: 0.9967647476525756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:46:16,534] Trial 6469 finished with value: 0.9974706061096507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:46:18,695] Trial 6470 finished with value: 0.9968012324084391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:46:21,280] Trial 6471 finished with value: 0.9975990548483655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:46:25,221] Trial 6472 finished with value: 0.9976234804371685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:46:27,417] Trial 6473 finished with value: 0.9974288518772719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:46:30,261] Trial 6474 finished with value: 0.9976346345660594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:46:31,232] Trial 6475 finished with value: 0.9934071962938152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:46:33,823] Trial 6476 finished with value: 0.9973389534291764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:46:45,115] Trial 6477 finished with value: 0.9966395180263395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 50, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:46:46,430] Trial 6478 finished with value: 0.9970928234494485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:46:49,859] Trial 6479 finished with value: 0.9974525947836851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:46:51,494] Trial 6480 finished with value: 0.9974195939614008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:46:53,647] Trial 6481 finished with value: 0.9972790685045624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:46:55,889] Trial 6482 finished with value: 0.9975080297680305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:46:57,655] Trial 6483 finished with value: 0.997308956917213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:46:59,493] Trial 6484 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 5.451755369534184e-06, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:47:03,922] Trial 6485 finished with value: 0.9970158915869258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:47:08,030] Trial 6486 finished with value: 0.9974740540841802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:47:10,715] Trial 6487 finished with value: 0.9974414089486247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:47:13,150] Trial 6488 finished with value: 0.9969376410143477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:47:29,795] Trial 6489 finished with value: 0.996145959034331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 68, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:47:31,745] Trial 6490 finished with value: 0.9971945873364172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:47:33,189] Trial 6491 finished with value: 0.9974260339954192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:47:35,421] Trial 6492 finished with value: 0.9975405990499872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:47:38,490] Trial 6493 finished with value: 0.9971946723622714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:47:47,093] Trial 6494 finished with value: 0.9964188470534198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 39, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:48:02,573] Trial 6495 finished with value: 0.9956864190484165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 65, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:48:08,928] Trial 6496 finished with value: 0.9968721014419736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 29, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:48:15,962] Trial 6497 finished with value: 0.9971988097476271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 33, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:48:28,869] Trial 6498 finished with value: 0.9963972105919252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 56, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:48:31,854] Trial 6499 finished with value: 0.9960137012389131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 23, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:48:40,437] Trial 6500 finished with value: 0.9968280787426584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 39, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:48:41,633] Trial 6501 finished with value: 0.9954305025897062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:48:44,190] Trial 6502 finished with value: 0.9973814879062721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:48:45,830] Trial 6503 finished with value: 0.9971978212070232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:52:24,253] Trial 6504 finished with value: 0.9896098031766254 and parameters: {'classifier': 'SVC', 'svc_c': 9771677974.867153, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:52:26,802] Trial 6505 finished with value: 0.9968978507871592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:52:29,116] Trial 6506 finished with value: 0.9976813405784993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:52:32,661] Trial 6507 finished with value: 0.9973179170362984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:52:37,028] Trial 6508 finished with value: 0.9971750811550101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:52:39,813] Trial 6509 finished with value: 0.9974530829127021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:52:41,688] Trial 6510 finished with value: 0.9976613392857357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:52:43,921] Trial 6511 finished with value: 0.997259291789232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:52:44,765] Trial 6512 finished with value: 0.9931041719890187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:52:56,274] Trial 6513 finished with value: 0.996062887156229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 52, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:53:03,043] Trial 6514 finished with value: 0.9973852891237119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 28, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:53:05,509] Trial 6515 finished with value: 0.9973395057322421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:53:11,551] Trial 6516 finished with value: 0.9971806453179961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 25, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:53:14,833] Trial 6517 finished with value: 0.9971673945829377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:53:17,337] Trial 6518 finished with value: 0.9974890569421584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:53:19,874] Trial 6519 finished with value: 0.9973898517652898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:53:26,439] Trial 6520 finished with value: 0.9972284500333171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 28, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:53:28,633] Trial 6521 finished with value: 0.9976702372302605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:53:30,472] Trial 6522 finished with value: 0.9852044982759844 and parameters: {'classifier': 'SVC', 'svc_c': 1.402952449757856e-07, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:53:33,694] Trial 6523 finished with value: 0.997370324922505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 16, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:53:35,777] Trial 6524 finished with value: 0.9972308656689304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:53:39,215] Trial 6525 finished with value: 0.9972274939288545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:53:40,924] Trial 6526 finished with value: 0.9976351073339291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:53:43,973] Trial 6527 finished with value: 0.9975805787842211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:53:46,982] Trial 6528 finished with value: 0.997357454026723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:53:48,143] Trial 6529 finished with value: 0.9969104803478924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:53:50,575] Trial 6530 finished with value: 0.9974606289175822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:53:52,077] Trial 6531 finished with value: 0.9975060076189939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:53:54,570] Trial 6532 finished with value: 0.9971632914110461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:53:56,709] Trial 6533 finished with value: 0.9973745347020276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:54:01,963] Trial 6534 finished with value: 0.9972958039031717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:54:03,167] Trial 6535 finished with value: 0.99704683103212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:54:05,901] Trial 6536 finished with value: 0.9973236121498908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:54:08,175] Trial 6537 finished with value: 0.9975236498330954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:54:09,979] Trial 6538 finished with value: 0.9971943479056432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:54:13,006] Trial 6539 finished with value: 0.9973771138513404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:54:15,398] Trial 6540 finished with value: 0.9973171630705685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:54:18,058] Trial 6541 finished with value: 0.9972883731386335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:54:20,853] Trial 6542 finished with value: 0.9975471230625089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:54:22,305] Trial 6543 finished with value: 0.9861020763867846 and parameters: {'classifier': 'SVC', 'svc_c': 0.35553356839115785, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:54:25,842] Trial 6544 finished with value: 0.9974807085712395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:54:28,816] Trial 6545 finished with value: 0.9974207305593431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:54:31,677] Trial 6546 finished with value: 0.9971130651568613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:54:34,223] Trial 6547 finished with value: 0.9974896272088798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:54:37,579] Trial 6548 finished with value: 0.9976640224084333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:54:38,419] Trial 6549 finished with value: 0.9882938576199214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:54:45,136] Trial 6550 finished with value: 0.9968381537826954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 28, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:54:46,026] Trial 6551 finished with value: 0.9911813827246633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:54:49,086] Trial 6552 finished with value: 0.9973657409530533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:55:04,344] Trial 6553 finished with value: 0.9966556113670806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 64, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:55:06,807] Trial 6554 finished with value: 0.9972810818939365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:55:09,291] Trial 6555 finished with value: 0.9976975623308141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:55:11,483] Trial 6556 finished with value: 0.997390441677776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:55:14,062] Trial 6557 finished with value: 0.9972896031094997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:55:21,377] Trial 6558 finished with value: 0.9967903969916149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 33, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:55:23,197] Trial 6559 finished with value: 0.9852055639397035 and parameters: {'classifier': 'SVC', 'svc_c': 1.1241938561954012e-10, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:55:33,937] Trial 6560 finished with value: 0.9965059483445162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 46, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:55:37,100] Trial 6561 finished with value: 0.9971361895549338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:55:42,173] Trial 6562 finished with value: 0.9964542061926567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 30, 'rf_n_estimators': 108}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:55:43,768] Trial 6563 finished with value: 0.9972633988331484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:55:45,510] Trial 6564 finished with value: 0.9970705897440113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:55:48,135] Trial 6565 finished with value: 0.9976161060074161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:55:50,564] Trial 6566 finished with value: 0.9973718737006516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:55:52,880] Trial 6567 finished with value: 0.9976141641870234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:55:56,401] Trial 6568 finished with value: 0.9973721579136131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:55:59,134] Trial 6569 finished with value: 0.9973895026483076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:56:02,739] Trial 6570 finished with value: 0.9971570663696129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 17, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:56:04,672] Trial 6571 finished with value: 0.9973581313454064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:56:07,040] Trial 6572 finished with value: 0.9976006406329123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:56:09,775] Trial 6573 finished with value: 0.9973579412353408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:56:13,401] Trial 6574 finished with value: 0.9973038391796333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:56:16,244] Trial 6575 finished with value: 0.9974077705117791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:56:17,284] Trial 6576 finished with value: 0.9970983924048585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 1, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:56:19,638] Trial 6577 finished with value: 0.9974914068803032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:56:21,416] Trial 6578 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 4.526957570035979e-05, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:56:29,532] Trial 6579 finished with value: 0.9970239342583199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 35, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:56:31,038] Trial 6580 finished with value: 0.9970769130777439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 58}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:56:32,372] Trial 6581 finished with value: 0.9973371070764093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:56:36,274] Trial 6582 finished with value: 0.9972556162221679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:56:37,893] Trial 6583 finished with value: 0.9973166823047462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:56:40,885] Trial 6584 finished with value: 0.9969399483602208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:56:43,192] Trial 6585 finished with value: 0.9976182327963335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:56:55,338] Trial 6586 finished with value: 0.9967094806887126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 53, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:56:57,538] Trial 6587 finished with value: 0.9972602321834305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:57:05,389] Trial 6588 finished with value: 0.9969697734874837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 34, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:57:07,781] Trial 6589 finished with value: 0.9970472096018802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:57:08,588] Trial 6590 finished with value: 0.988064011535331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:57:11,713] Trial 6591 finished with value: 0.997286771485133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:57:13,048] Trial 6592 finished with value: 0.9944821820076563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:57:14,353] Trial 6593 finished with value: 0.9954768550735951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:57:16,985] Trial 6594 finished with value: 0.9969826317833163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:57:23,956] Trial 6595 finished with value: 0.9944014749845156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 64, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:57:25,532] Trial 6596 finished with value: 0.9866106627066981 and parameters: {'classifier': 'SVC', 'svc_c': 28691241.272848964, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:57:28,541] Trial 6597 finished with value: 0.9973543019447049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:57:30,594] Trial 6598 finished with value: 0.9973595778322775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:57:32,341] Trial 6599 finished with value: 0.9972035317135005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:57:34,208] Trial 6600 finished with value: 0.9973238467565028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:57:35,847] Trial 6601 finished with value: 0.9966419012258116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 15, 'rf_n_estimators': 70}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:57:38,181] Trial 6602 finished with value: 0.997024694635107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 75}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:57:40,949] Trial 6603 finished with value: 0.9974834781797349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:57:43,211] Trial 6604 finished with value: 0.997107335353736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:57:45,377] Trial 6605 finished with value: 0.9975602742040137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:57:47,510] Trial 6606 finished with value: 0.9974407129997896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:57:50,334] Trial 6607 finished with value: 0.9973159376064853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:57:53,205] Trial 6608 finished with value: 0.9975272894728482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:57:56,081] Trial 6609 finished with value: 0.997183108814374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:57:57,684] Trial 6610 finished with value: 0.9974331712160512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:58:04,080] Trial 6611 finished with value: 0.9965115851555727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 38, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:58:07,138] Trial 6612 finished with value: 0.9976594377724854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:58:09,498] Trial 6613 finished with value: 0.9968427861207182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:58:11,871] Trial 6614 finished with value: 0.9973398139073236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:58:13,271] Trial 6615 finished with value: 0.9962975403277606 and parameters: {'classifier': 'SVC', 'svc_c': 83806.02916459732, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:58:24,094] Trial 6616 finished with value: 0.997152406641776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 46, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:58:28,027] Trial 6617 finished with value: 0.9972586957830677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:58:30,286] Trial 6618 finished with value: 0.9969891981659446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:58:31,723] Trial 6619 finished with value: 0.9973850315388549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:58:33,609] Trial 6620 finished with value: 0.9972025047065527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:58:41,269] Trial 6621 finished with value: 0.9969896795982628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 35, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:58:42,420] Trial 6622 finished with value: 0.9973663686653871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:58:44,007] Trial 6623 finished with value: 0.9970698709756206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:58:46,130] Trial 6624 finished with value: 0.997181908677141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:59:01,851] Trial 6625 finished with value: 0.996635991087896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 68, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:59:03,689] Trial 6626 finished with value: 0.997638112755077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:59:06,179] Trial 6627 finished with value: 0.9973731046871309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:59:07,694] Trial 6628 finished with value: 0.9956218593204597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:59:12,258] Trial 6629 finished with value: 0.9968112366094665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:59:20,879] Trial 6630 finished with value: 0.9963214303393751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 38, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:59:25,449] Trial 6631 finished with value: 0.9974003595834331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:59:28,408] Trial 6632 finished with value: 0.9976273694099226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:59:30,289] Trial 6633 finished with value: 0.9853902478071491 and parameters: {'classifier': 'SVC', 'svc_c': 0.013635759658475858, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:59:32,444] Trial 6634 finished with value: 0.9972830409797511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:59:34,693] Trial 6635 finished with value: 0.9974601130178963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:59:40,797] Trial 6636 finished with value: 0.996882719581083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 24, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:59:43,406] Trial 6637 finished with value: 0.9973396762600188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:59:45,522] Trial 6638 finished with value: 0.9975898260996313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 18:59:57,335] Trial 6639 finished with value: 0.996412931202681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 64, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:00:00,273] Trial 6640 finished with value: 0.9973373837040108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:00:01,541] Trial 6641 finished with value: 0.9972346455584965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:00:04,700] Trial 6642 finished with value: 0.997183411689225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:00:07,406] Trial 6643 finished with value: 0.9973042675144326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:00:09,426] Trial 6644 finished with value: 0.9972910213813707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:00:12,453] Trial 6645 finished with value: 0.9972305376259186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:00:14,868] Trial 6646 finished with value: 0.9969227964333139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:00:16,413] Trial 6647 finished with value: 0.997495969299716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:00:18,908] Trial 6648 finished with value: 0.9975117218388064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:00:21,966] Trial 6649 finished with value: 0.997465704412007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:00:24,461] Trial 6650 finished with value: 0.9948072718069806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 21, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:00:27,785] Trial 6651 finished with value: 0.9976708757969588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:00:28,521] Trial 6652 finished with value: 0.9949517665969543 and parameters: {'classifier': 'SVC', 'svc_c': 797.5322723440739, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:00:30,314] Trial 6653 finished with value: 0.9973207384410587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:00:44,665] Trial 6654 finished with value: 0.9969362768238708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 66, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:00:47,362] Trial 6655 finished with value: 0.997343917840925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:00:50,643] Trial 6656 finished with value: 0.9974260580844909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:00:52,905] Trial 6657 finished with value: 0.997432021224712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:00:53,794] Trial 6658 finished with value: 0.9898255367467558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:00:55,982] Trial 6659 finished with value: 0.9974298970065648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:00:58,764] Trial 6660 finished with value: 0.9975409089071778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:01:01,661] Trial 6661 finished with value: 0.9970271806336614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:01:09,384] Trial 6662 finished with value: 0.9961978749829719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 47, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:01:12,191] Trial 6663 finished with value: 0.9973521325000396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:01:19,400] Trial 6664 finished with value: 0.9966543288065018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 42, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:01:22,026] Trial 6665 finished with value: 0.9973602572456626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:01:24,337] Trial 6666 finished with value: 0.9975722497099498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:01:27,202] Trial 6667 finished with value: 0.9972931031341975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:01:28,686] Trial 6668 finished with value: 0.997582430024626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 107}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:01:30,072] Trial 6669 finished with value: 0.997146323817906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 4, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:01:32,120] Trial 6670 finished with value: 0.9969009353943861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:01:34,068] Trial 6671 finished with value: 0.9852046625196554 and parameters: {'classifier': 'SVC', 'svc_c': 1.6521161913466798e-08, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:01:35,199] Trial 6672 finished with value: 0.997230745350523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 81}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:01:37,239] Trial 6673 finished with value: 0.9973213209903505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:01:40,571] Trial 6674 finished with value: 0.9972519653789337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:01:43,462] Trial 6675 finished with value: 0.9976285871616941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:01:45,987] Trial 6676 finished with value: 0.9972361210855526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:01:49,444] Trial 6677 finished with value: 0.9959714704301158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 25, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:01:54,041] Trial 6678 finished with value: 0.9969887919524667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 19, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:01:56,565] Trial 6679 finished with value: 0.9972823407462984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:01:59,612] Trial 6680 finished with value: 0.9975220120301183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:02:01,797] Trial 6681 finished with value: 0.9968526182705492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:02:04,189] Trial 6682 finished with value: 0.9974890569421584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:02:07,671] Trial 6683 finished with value: 0.9975745968234211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:02:10,583] Trial 6684 finished with value: 0.9975320594264377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:02:13,859] Trial 6685 finished with value: 0.9969401259972887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 17, 'rf_n_estimators': 105}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:02:16,031] Trial 6686 finished with value: 0.9962323687564236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:02:18,582] Trial 6687 finished with value: 0.9973053057248618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:02:20,186] Trial 6688 finished with value: 0.9974040282633715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:02:22,020] Trial 6689 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 5.224543189276661e-10, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:02:31,163] Trial 6690 finished with value: 0.997048026376929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 42, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:02:33,010] Trial 6691 finished with value: 0.9972129608871206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:02:40,212] Trial 6692 finished with value: 0.9966477750872986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 32, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:02:42,763] Trial 6693 finished with value: 0.9974385718018621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:02:43,938] Trial 6694 finished with value: 0.9968389352334531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:02:48,782] Trial 6695 finished with value: 0.9973357393312868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 21, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:02:51,435] Trial 6696 finished with value: 0.9970755864014738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:02:54,088] Trial 6697 finished with value: 0.9976766520326427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:02:56,944] Trial 6698 finished with value: 0.9975058027825391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:02:59,413] Trial 6699 finished with value: 0.9969035310474107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:03:01,062] Trial 6700 finished with value: 0.9974650253794767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:03:02,791] Trial 6701 finished with value: 0.9970596004618116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:03:04,750] Trial 6702 finished with value: 0.9973574988406485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:03:09,649] Trial 6703 finished with value: 0.9970776591407349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 20, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:03:11,919] Trial 6704 finished with value: 0.9973214349929141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:03:14,860] Trial 6705 finished with value: 0.9976576367731882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:03:16,478] Trial 6706 finished with value: 0.9970386338605923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 64}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:03:22,858] Trial 6707 finished with value: 0.9954755320789221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 53, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:03:23,896] Trial 6708 finished with value: 0.9902291491442631 and parameters: {'classifier': 'SVC', 'svc_c': 13339.18026860104, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:03:29,725] Trial 6709 finished with value: 0.9969407653574348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 26, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:03:38,469] Trial 6710 finished with value: 0.997224403926183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 35, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:03:41,970] Trial 6711 finished with value: 0.9972721494185687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:03:44,178] Trial 6712 finished with value: 0.9975574206170151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:03:45,695] Trial 6713 finished with value: 0.9972240654414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 55}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:03:47,585] Trial 6714 finished with value: 0.9976173418497951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:03:49,262] Trial 6715 finished with value: 0.9969196951319476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:03:51,900] Trial 6716 finished with value: 0.9974873720401266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:03:56,702] Trial 6717 finished with value: 0.9976934671568752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:03:58,338] Trial 6718 finished with value: 0.9956034708846778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:04:12,616] Trial 6719 finished with value: 0.9959042515415817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 73, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:04:13,652] Trial 6720 finished with value: 0.996962414926685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:04:16,082] Trial 6721 finished with value: 0.9974333373639969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:04:18,856] Trial 6722 finished with value: 0.9972462820083671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:04:33,396] Trial 6723 finished with value: 0.9961315608787039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 72, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:04:36,081] Trial 6724 finished with value: 0.9938618186179188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 28, 'rf_n_estimators': 107}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:04:48,310] Trial 6725 finished with value: 0.996925354540394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 56, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:04:51,525] Trial 6726 finished with value: 0.9976473459471182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:04:53,280] Trial 6727 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 4.409600656064012e-09, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:04:58,337] Trial 6728 finished with value: 0.9975104105554214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 21, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:05:00,565] Trial 6729 finished with value: 0.9973756153143012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:05:04,555] Trial 6730 finished with value: 0.9974064864595187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:05:05,887] Trial 6731 finished with value: 0.9971248288757409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:05:06,832] Trial 6732 finished with value: 0.9886071339670649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:05:09,143] Trial 6733 finished with value: 0.9973081828296498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:05:11,425] Trial 6734 finished with value: 0.994980897013161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 32, 'rf_n_estimators': 77}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:05:21,882] Trial 6735 finished with value: 0.9954668041543678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 68, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:05:28,035] Trial 6736 finished with value: 0.9971290580153872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 29, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:05:31,055] Trial 6737 finished with value: 0.9971622320631707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:05:34,095] Trial 6738 finished with value: 0.9974038711607295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:05:36,510] Trial 6739 finished with value: 0.9974494853256766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:05:39,317] Trial 6740 finished with value: 0.9976791114983062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:05:44,898] Trial 6741 finished with value: 0.9970413007017432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 24, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:05:46,799] Trial 6742 finished with value: 0.9973755456178566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:05:48,465] Trial 6743 finished with value: 0.9970172345447424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:06:02,914] Trial 6744 finished with value: 0.9954367160150657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 67, 'rf_n_estimators': 105}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:06:05,282] Trial 6745 finished with value: 0.9972741084091693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:06:07,214] Trial 6746 finished with value: 0.9853492804527105 and parameters: {'classifier': 'SVC', 'svc_c': 0.003623302635356776, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:06:09,202] Trial 6747 finished with value: 0.9960076841125115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:06:18,945] Trial 6748 finished with value: 0.9966104229026863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 44, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:06:21,849] Trial 6749 finished with value: 0.9973111534025753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 108}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:06:25,070] Trial 6750 finished with value: 0.9977521810479172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:06:26,530] Trial 6751 finished with value: 0.9971525454316454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 5, 'rf_n_estimators': 105}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:06:30,947] Trial 6752 finished with value: 0.997020651384385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 20, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:06:32,798] Trial 6753 finished with value: 0.9971589218311593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:06:36,359] Trial 6754 finished with value: 0.997076060724501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 16, 'rf_n_estimators': 108}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:06:38,603] Trial 6755 finished with value: 0.996921910755268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:06:41,054] Trial 6756 finished with value: 0.997250760607966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:06:44,438] Trial 6757 finished with value: 0.9968752528574957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:06:50,039] Trial 6758 finished with value: 0.9969809291080564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 26, 'rf_n_estimators': 107}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:06:52,106] Trial 6759 finished with value: 0.997476291892298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:06:53,781] Trial 6760 finished with value: 0.9971959520029626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:06:56,486] Trial 6761 finished with value: 0.9972117928369117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:06:57,865] Trial 6762 finished with value: 0.9972447245975097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 4, 'rf_n_estimators': 106}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:07:00,666] Trial 6763 finished with value: 0.9973499241129621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:07:02,479] Trial 6764 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 8.204678667299682e-05, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:07:04,625] Trial 6765 finished with value: 0.9974937445993538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:07:07,574] Trial 6766 finished with value: 0.9974894787389487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 105}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:07:10,049] Trial 6767 finished with value: 0.9969361701210259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:07:11,973] Trial 6768 finished with value: 0.997566299645747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:07:14,274] Trial 6769 finished with value: 0.9974051461676862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:07:21,423] Trial 6770 finished with value: 0.9971475392528104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 30, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:07:24,274] Trial 6771 finished with value: 0.9972812857465163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:07:26,361] Trial 6772 finished with value: 0.9972488176132708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:07:28,802] Trial 6773 finished with value: 0.9972781187159435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:07:30,361] Trial 6774 finished with value: 0.9973499318252737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:07:33,008] Trial 6775 finished with value: 0.9970694483219069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:07:43,638] Trial 6776 finished with value: 0.9968140772473988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 49, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:07:47,406] Trial 6777 finished with value: 0.9972738094698187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:07:50,228] Trial 6778 finished with value: 0.9975208642921704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:07:51,835] Trial 6779 finished with value: 0.9971530906254199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 105}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:07:56,850] Trial 6780 finished with value: 0.9970456657431094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 23, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:07:58,868] Trial 6781 finished with value: 0.9971148970688803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:07:59,916] Trial 6782 finished with value: 0.9970286774885914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:08:01,904] Trial 6783 finished with value: 0.986547137888428 and parameters: {'classifier': 'SVC', 'svc_c': 1.2040505497371987, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:08:04,489] Trial 6784 finished with value: 0.9973384809469478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:08:19,597] Trial 6785 finished with value: 0.9963353672479931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 68, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:08:27,213] Trial 6786 finished with value: 0.996432344487233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 35, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:08:29,260] Trial 6787 finished with value: 0.9972514413226055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:08:31,719] Trial 6788 finished with value: 0.9975282656991441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:08:33,757] Trial 6789 finished with value: 0.9969606902253174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:08:37,898] Trial 6790 finished with value: 0.9964861402721333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 16, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:08:49,805] Trial 6791 finished with value: 0.9963278625976063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 54, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:08:51,388] Trial 6792 finished with value: 0.997517770512688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 108}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:08:52,799] Trial 6793 finished with value: 0.9973059278830618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 4, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:08:54,544] Trial 6794 finished with value: 0.9972713543839865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:08:57,370] Trial 6795 finished with value: 0.9973903474479288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:09:00,482] Trial 6796 finished with value: 0.9973803224268339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:09:02,742] Trial 6797 finished with value: 0.997213582918369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:09:05,070] Trial 6798 finished with value: 0.9976190440172484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:09:06,308] Trial 6799 finished with value: 0.997381235145577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 3, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:09:08,148] Trial 6800 finished with value: 0.9971063704261353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:09:15,731] Trial 6801 finished with value: 0.9973340938477361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 36, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:09:17,940] Trial 6802 finished with value: 0.9974692924459224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:13:05,064] Trial 6803 finished with value: 0.9896079979879243 and parameters: {'classifier': 'SVC', 'svc_c': 2716022683.1902785, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:13:08,614] Trial 6804 finished with value: 0.9973269194620146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:13:11,323] Trial 6805 finished with value: 0.9974513789679258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:13:16,201] Trial 6806 finished with value: 0.9970264692284653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 22, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:13:20,279] Trial 6807 finished with value: 0.9968837048209446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 18, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:13:21,030] Trial 6808 finished with value: 0.9884618001220312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 2, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:13:22,558] Trial 6809 finished with value: 0.9963951531185978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:13:25,912] Trial 6810 finished with value: 0.9975080575386995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:13:28,586] Trial 6811 finished with value: 0.9969748204177917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:13:31,468] Trial 6812 finished with value: 0.9973097267201586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:13:33,577] Trial 6813 finished with value: 0.9972913803053661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:13:36,484] Trial 6814 finished with value: 0.997349756409859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:13:38,376] Trial 6815 finished with value: 0.9972148879176483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:13:41,173] Trial 6816 finished with value: 0.9975764919890899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:13:43,083] Trial 6817 finished with value: 0.9965901016283395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 104}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:13:48,703] Trial 6818 finished with value: 0.9960046491433717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 39, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:13:50,922] Trial 6819 finished with value: 0.9972770621610039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:13:55,304] Trial 6820 finished with value: 0.9969778420252724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 20, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:13:56,858] Trial 6821 finished with value: 0.9866229527035594 and parameters: {'classifier': 'SVC', 'svc_c': 6567373.006392549, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:13:59,583] Trial 6822 finished with value: 0.9973254827504189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:14:00,998] Trial 6823 finished with value: 0.9891530302284357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:14:03,284] Trial 6824 finished with value: 0.9972964311394369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:14:09,704] Trial 6825 finished with value: 0.9970729765298666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 28, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:14:21,918] Trial 6826 finished with value: 0.9964891069412962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 55, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:14:25,213] Trial 6827 finished with value: 0.9974487439281582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:14:26,292] Trial 6828 finished with value: 0.9968890202222119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:14:33,534] Trial 6829 finished with value: 0.9956611344414098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 47, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:14:35,935] Trial 6830 finished with value: 0.9975284272450932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:14:38,401] Trial 6831 finished with value: 0.997429578357974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:14:40,396] Trial 6832 finished with value: 0.9957084601047553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 17, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:14:42,105] Trial 6833 finished with value: 0.9976953452792877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:14:45,987] Trial 6834 finished with value: 0.9973316338107902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:14:48,833] Trial 6835 finished with value: 0.9970030682027913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:14:55,243] Trial 6836 finished with value: 0.9966479381884051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 27, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:14:57,617] Trial 6837 finished with value: 0.9974205057597444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:14:59,816] Trial 6838 finished with value: 0.9973715642877917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:15:02,823] Trial 6839 finished with value: 0.9972004864612787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:15:04,680] Trial 6840 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 7.160328830976467e-08, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:15:07,391] Trial 6841 finished with value: 0.9973643837131781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:15:16,531] Trial 6842 finished with value: 0.9967520017406736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 41, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:15:17,949] Trial 6843 finished with value: 0.9970167682514058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 52}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:15:18,998] Trial 6844 finished with value: 0.9965568229089371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:15:20,599] Trial 6845 finished with value: 0.9973458567731681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:15:23,856] Trial 6846 finished with value: 0.9969980416799578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:15:25,823] Trial 6847 finished with value: 0.9974935721038268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:15:27,179] Trial 6848 finished with value: 0.9972815917951582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 4, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:15:29,608] Trial 6849 finished with value: 0.9971618666011661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:15:30,944] Trial 6850 finished with value: 0.9970338823784649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:15:33,549] Trial 6851 finished with value: 0.9973021169538224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:15:35,711] Trial 6852 finished with value: 0.9974395812577471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:15:38,088] Trial 6853 finished with value: 0.9975332085925915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:15:40,854] Trial 6854 finished with value: 0.9970994621627677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:15:42,994] Trial 6855 finished with value: 0.9944949418524999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:15:53,786] Trial 6856 finished with value: 0.9970877381797482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 49, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:15:58,082] Trial 6857 finished with value: 0.9968006598883261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 23, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:15:59,951] Trial 6858 finished with value: 0.9973588760119295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:16:02,407] Trial 6859 finished with value: 0.9971013651359617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:16:03,787] Trial 6860 finished with value: 0.9867871173473294 and parameters: {'classifier': 'SVC', 'svc_c': 1197675.9468646662, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:16:06,575] Trial 6861 finished with value: 0.9974634166801608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:16:08,842] Trial 6862 finished with value: 0.9975339477367186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:16:11,375] Trial 6863 finished with value: 0.9970346806820514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:16:13,291] Trial 6864 finished with value: 0.9963810282898296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:16:16,919] Trial 6865 finished with value: 0.9973433663313068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:16:22,369] Trial 6866 finished with value: 0.996803955171783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 31, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:16:24,459] Trial 6867 finished with value: 0.9972526371117452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:16:33,258] Trial 6868 finished with value: 0.9967825822936099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 57, 'rf_n_estimators': 72}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:16:34,776] Trial 6869 finished with value: 0.9957613857314463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:16:36,974] Trial 6870 finished with value: 0.9909523040626755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 40, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:16:39,303] Trial 6871 finished with value: 0.997386732817647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:16:42,656] Trial 6872 finished with value: 0.9973306775476382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:16:45,317] Trial 6873 finished with value: 0.9975653002507787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:16:47,580] Trial 6874 finished with value: 0.9973538287959803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:16:50,116] Trial 6875 finished with value: 0.9973437855890644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:16:53,187] Trial 6876 finished with value: 0.997634112001413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:16:54,076] Trial 6877 finished with value: 0.991429875686816 and parameters: {'classifier': 'SVC', 'svc_c': 17.73287307312411, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:16:56,687] Trial 6878 finished with value: 0.9973917942204409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:16:58,328] Trial 6879 finished with value: 0.9975494220613124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:17:12,475] Trial 6880 finished with value: 0.9966809372016289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 61, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:17:15,613] Trial 6881 finished with value: 0.9973310753188324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:17:18,649] Trial 6882 finished with value: 0.9973341344722576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:17:20,649] Trial 6883 finished with value: 0.9972215033988193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:17:23,342] Trial 6884 finished with value: 0.9975108634870992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:17:25,167] Trial 6885 finished with value: 0.9974596141297288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:17:40,743] Trial 6886 finished with value: 0.9963600967907359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 67, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:17:43,357] Trial 6887 finished with value: 0.9976212783341966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:17:45,942] Trial 6888 finished with value: 0.9969640746288183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:17:48,276] Trial 6889 finished with value: 0.9975569980267771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:17:49,907] Trial 6890 finished with value: 0.9975612940381944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:17:53,424] Trial 6891 finished with value: 0.9974698439238026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:17:55,989] Trial 6892 finished with value: 0.9974783988767612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:17:57,212] Trial 6893 finished with value: 0.9971630459818077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 60}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:17:58,942] Trial 6894 finished with value: 0.9969764506988849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:18:00,765] Trial 6895 finished with value: 0.985205317494852 and parameters: {'classifier': 'SVC', 'svc_c': 1.0337092472652722e-06, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:18:01,967] Trial 6896 finished with value: 0.9965499916734711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:18:04,953] Trial 6897 finished with value: 0.9974047057090063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:18:09,373] Trial 6898 finished with value: 0.997496128433584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:18:11,096] Trial 6899 finished with value: 0.9964176535176715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:18:12,840] Trial 6900 finished with value: 0.997129698137243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:18:15,813] Trial 6901 finished with value: 0.9975934279712743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:18:18,490] Trial 6902 finished with value: 0.9974526726685102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:18:20,231] Trial 6903 finished with value: 0.9973449621767703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:18:22,613] Trial 6904 finished with value: 0.9973103832505125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:18:26,129] Trial 6905 finished with value: 0.9974573380456945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:18:28,322] Trial 6906 finished with value: 0.9974526064314974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:18:31,641] Trial 6907 finished with value: 0.9973505353215842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:18:32,629] Trial 6908 finished with value: 0.9969460563205134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 1, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:18:35,849] Trial 6909 finished with value: 0.9968509316229325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:18:38,799] Trial 6910 finished with value: 0.9967651269840457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 17, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:18:41,157] Trial 6911 finished with value: 0.9975651655233614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:18:43,209] Trial 6912 finished with value: 0.9975227064555336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:18:45,583] Trial 6913 finished with value: 0.9973185202152299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:18:47,916] Trial 6914 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.1236453097287712e-05, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:18:49,883] Trial 6915 finished with value: 0.9966250972415843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:18:52,863] Trial 6916 finished with value: 0.9973157690147207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 108}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:18:55,116] Trial 6917 finished with value: 0.9974283662872875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:18:56,051] Trial 6918 finished with value: 0.9892935966589126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:18:58,190] Trial 6919 finished with value: 0.9972881458952161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:19:00,591] Trial 6920 finished with value: 0.9975429138542685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:19:04,307] Trial 6921 finished with value: 0.9972873634288453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:19:05,702] Trial 6922 finished with value: 0.9944271399068675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:19:12,325] Trial 6923 finished with value: 0.9970249890359368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 27, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:19:13,889] Trial 6924 finished with value: 0.997421684156511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:19:16,345] Trial 6925 finished with value: 0.9975009416776793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:19:18,085] Trial 6926 finished with value: 0.9974703141843776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:19:21,381] Trial 6927 finished with value: 0.9972713615250156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:19:25,475] Trial 6928 finished with value: 0.996871600808221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 18, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:19:26,476] Trial 6929 finished with value: 0.9963383562923807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 2, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:19:28,928] Trial 6930 finished with value: 0.997239619872472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:19:30,774] Trial 6931 finished with value: 0.9972757013664832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 82}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:19:33,973] Trial 6932 finished with value: 0.9973908231039482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:19:34,809] Trial 6933 finished with value: 0.992047002666915 and parameters: {'classifier': 'SVC', 'svc_c': 122.13199615592906, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:19:48,226] Trial 6934 finished with value: 0.9964283509698117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 68, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:19:50,860] Trial 6935 finished with value: 0.9973282699099774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:19:53,546] Trial 6936 finished with value: 0.9973785504359841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:19:56,872] Trial 6937 finished with value: 0.9969275544217124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:20:05,493] Trial 6938 finished with value: 0.9970746072870282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 39, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:20:07,605] Trial 6939 finished with value: 0.9971621999444084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:20:09,548] Trial 6940 finished with value: 0.9973143137681874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:20:16,943] Trial 6941 finished with value: 0.9971341273526578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 34, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:20:18,590] Trial 6942 finished with value: 0.99664250475386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 6, 'rf_n_estimators': 105}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:20:21,617] Trial 6943 finished with value: 0.9973979380763068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:20:23,603] Trial 6944 finished with value: 0.9967416610543509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:20:26,487] Trial 6945 finished with value: 0.9976066958130648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:20:28,052] Trial 6946 finished with value: 0.9969530072078904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:20:29,976] Trial 6947 finished with value: 0.9974856902166719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:20:33,656] Trial 6948 finished with value: 0.9974077868250634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 16, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:20:36,734] Trial 6949 finished with value: 0.9971635923498848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:20:44,006] Trial 6950 finished with value: 0.996899930762663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 31, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:20:45,812] Trial 6951 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 3.694675095350729e-07, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:20:51,921] Trial 6952 finished with value: 0.9973372859829936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 25, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:21:00,813] Trial 6953 finished with value: 0.9962926373923389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 36, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:21:06,734] Trial 6954 finished with value: 0.996960642618456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 26, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:21:08,205] Trial 6955 finished with value: 0.9959183846539436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:21:10,433] Trial 6956 finished with value: 0.9976197247636259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:21:11,971] Trial 6957 finished with value: 0.9953843257751355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:21:24,131] Trial 6958 finished with value: 0.9963032885388722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 62, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:21:26,248] Trial 6959 finished with value: 0.9974674296846572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:21:29,109] Trial 6960 finished with value: 0.9974221925660508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:21:40,320] Trial 6961 finished with value: 0.9965422998963819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 51, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:21:42,361] Trial 6962 finished with value: 0.9973845666419864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:21:45,246] Trial 6963 finished with value: 0.9974643407610747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:21:46,468] Trial 6964 finished with value: 0.9971638815774356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 4, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:21:46,997] Trial 6965 finished with value: 0.9958991560522752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 9}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:21:50,102] Trial 6966 finished with value: 0.997301926050309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:21:51,177] Trial 6967 finished with value: 0.9966278628828412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 66}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:21:54,192] Trial 6968 finished with value: 0.9975793572873762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:21:56,856] Trial 6969 finished with value: 0.996967132576203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:21:58,387] Trial 6970 finished with value: 0.9867338629793926 and parameters: {'classifier': 'SVC', 'svc_c': 134540482.4115036, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:22:00,932] Trial 6971 finished with value: 0.9972809883940612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:22:02,679] Trial 6972 finished with value: 0.9959133958992199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:22:04,906] Trial 6973 finished with value: 0.9976108736325147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:22:07,223] Trial 6974 finished with value: 0.9972848740343349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:22:09,803] Trial 6975 finished with value: 0.9972282016524531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:22:12,814] Trial 6976 finished with value: 0.9975292675379314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:22:15,779] Trial 6977 finished with value: 0.9968080029292881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:22:19,508] Trial 6978 finished with value: 0.9973473924752968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:22:22,463] Trial 6979 finished with value: 0.9975303842679436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:22:22,966] Trial 6980 finished with value: 0.9873787722446025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 3}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:22:25,257] Trial 6981 finished with value: 0.9972942622025783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:22:27,545] Trial 6982 finished with value: 0.9974824471103348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:22:30,117] Trial 6983 finished with value: 0.9973639710251674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:22:31,930] Trial 6984 finished with value: 0.9974472487553371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:22:35,369] Trial 6985 finished with value: 0.997321674455426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:22:40,619] Trial 6986 finished with value: 0.9969997539718037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 22, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:22:43,230] Trial 6987 finished with value: 0.9973437207167817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:22:45,326] Trial 6988 finished with value: 0.997530897945976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:22:47,158] Trial 6989 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.9782971490409958e-09, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:22:49,195] Trial 6990 finished with value: 0.9943189667081747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 23, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:22:54,618] Trial 6991 finished with value: 0.9970758243088281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 20, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:22:56,526] Trial 6992 finished with value: 0.9973618638502767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:22:59,462] Trial 6993 finished with value: 0.9974290712814263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:23:01,116] Trial 6994 finished with value: 0.9971377721974277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:23:03,599] Trial 6995 finished with value: 0.9976442092897231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:23:06,248] Trial 6996 finished with value: 0.9973799497285866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:23:09,163] Trial 6997 finished with value: 0.9975061440285202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 108}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:23:11,151] Trial 6998 finished with value: 0.9971654217228715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:23:14,815] Trial 6999 finished with value: 0.9972830103526703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:23:16,715] Trial 7000 finished with value: 0.9973118566193913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 78}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:23:20,123] Trial 7001 finished with value: 0.9973626631377384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:23:21,451] Trial 7002 finished with value: 0.9972218420105543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:23:23,530] Trial 7003 finished with value: 0.9971404746167728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:23:25,884] Trial 7004 finished with value: 0.9974614610537782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:23:27,325] Trial 7005 finished with value: 0.9971248964774838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:23:29,188] Trial 7006 finished with value: 0.996932729763594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:23:30,455] Trial 7007 finished with value: 0.9870948737423918 and parameters: {'classifier': 'SVC', 'svc_c': 204829.69069154272, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:23:32,517] Trial 7008 finished with value: 0.9973496742721545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:23:34,093] Trial 7009 finished with value: 0.9943393689776613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 18, 'rf_n_estimators': 105}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:23:36,779] Trial 7010 finished with value: 0.997313850902545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:23:39,899] Trial 7011 finished with value: 0.9974181516004578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:23:42,871] Trial 7012 finished with value: 0.9970993549521164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:23:45,259] Trial 7013 finished with value: 0.99732624049296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:23:47,883] Trial 7014 finished with value: 0.9974228289745714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:23:54,094] Trial 7015 finished with value: 0.9973461213086269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 31, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:23:57,477] Trial 7016 finished with value: 0.9974144645442712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:24:00,795] Trial 7017 finished with value: 0.9972725946379346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:24:02,483] Trial 7018 finished with value: 0.9973328967256042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 85}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:24:04,742] Trial 7019 finished with value: 0.9972196719946068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:24:14,345] Trial 7020 finished with value: 0.9970689649218384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 45, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:24:22,484] Trial 7021 finished with value: 0.9964127413465184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 36, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:24:25,036] Trial 7022 finished with value: 0.9974091765962938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:24:27,533] Trial 7023 finished with value: 0.9967744055930327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:24:29,298] Trial 7024 finished with value: 0.9973377002896378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:24:43,010] Trial 7025 finished with value: 0.9966074916847659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 58, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:25:13,112] Trial 7026 finished with value: 0.989813935303797 and parameters: {'classifier': 'SVC', 'svc_c': 17881000.254147567, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:25:15,171] Trial 7027 finished with value: 0.9976256022432345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:25:18,689] Trial 7028 finished with value: 0.997545449173531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:25:22,114] Trial 7029 finished with value: 0.9970391694695188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:25:29,525] Trial 7030 finished with value: 0.9967292236666472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 38, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:25:30,640] Trial 7031 finished with value: 0.9971136961699375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:25:41,545] Trial 7032 finished with value: 0.9964850571843029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 54, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:25:44,634] Trial 7033 finished with value: 0.9974813495182809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:25:47,294] Trial 7034 finished with value: 0.9970516900422779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:25:49,627] Trial 7035 finished with value: 0.9975020220995255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:25:51,980] Trial 7036 finished with value: 0.9973593400201367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:25:55,827] Trial 7037 finished with value: 0.9970416665763405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:25:57,133] Trial 7038 finished with value: 0.9955432618842908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:25:58,629] Trial 7039 finished with value: 0.9972506204851045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:26:00,445] Trial 7040 finished with value: 0.9908740102313294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 30, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:26:03,263] Trial 7041 finished with value: 0.9968991920628666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:26:06,527] Trial 7042 finished with value: 0.9972422880783531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:26:08,892] Trial 7043 finished with value: 0.9973999894876941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:26:11,264] Trial 7044 finished with value: 0.9974998462120649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:26:13,138] Trial 7045 finished with value: 0.9853920500759629 and parameters: {'classifier': 'SVC', 'svc_c': 0.03838865450349718, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:26:14,733] Trial 7046 finished with value: 0.9973853710392512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:26:15,924] Trial 7047 finished with value: 0.9972130706050666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:26:18,153] Trial 7048 finished with value: 0.9973452845386964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:26:20,357] Trial 7049 finished with value: 0.9974966452536694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 104}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:26:21,635] Trial 7050 finished with value: 0.997432804960599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:26:23,799] Trial 7051 finished with value: 0.9963527892962304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:26:26,903] Trial 7052 finished with value: 0.9966073531805378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:26:31,372] Trial 7053 finished with value: 0.9968174432111755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 19, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:26:33,920] Trial 7054 finished with value: 0.9974100871568591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:26:44,508] Trial 7055 finished with value: 0.9968962102864598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 45, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:26:45,636] Trial 7056 finished with value: 0.9973114192392883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 47}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:26:47,770] Trial 7057 finished with value: 0.9968606071779281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:26:48,746] Trial 7058 finished with value: 0.9896768730239462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:26:57,143] Trial 7059 finished with value: 0.9967325196800759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 45, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:27:00,328] Trial 7060 finished with value: 0.997333788656018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:27:09,449] Trial 7061 finished with value: 0.9963981261036041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 38, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:27:12,236] Trial 7062 finished with value: 0.9976011846523841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:27:14,371] Trial 7063 finished with value: 0.9974811554727147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:27:16,187] Trial 7064 finished with value: 0.9850849502112542 and parameters: {'classifier': 'SVC', 'svc_c': 0.0003127299096921676, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:27:18,249] Trial 7065 finished with value: 0.997177757644485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:27:20,422] Trial 7066 finished with value: 0.9974233091373733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:27:23,071] Trial 7067 finished with value: 0.9973980312905412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:27:26,929] Trial 7068 finished with value: 0.9974449492169892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:27:30,571] Trial 7069 finished with value: 0.9972863556550694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:27:32,776] Trial 7070 finished with value: 0.9977089216452769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:27:35,172] Trial 7071 finished with value: 0.9975445029712956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:27:38,126] Trial 7072 finished with value: 0.9975058775887872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:27:40,620] Trial 7073 finished with value: 0.9974954206465095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:27:42,988] Trial 7074 finished with value: 0.9973038256910227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:27:48,712] Trial 7075 finished with value: 0.9967077014933575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 25, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:27:49,724] Trial 7076 finished with value: 0.994889643769009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 5, 'rf_n_estimators': 107}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:27:53,206] Trial 7077 finished with value: 0.9970225485178039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:27:54,582] Trial 7078 finished with value: 0.9965335291256525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:27:56,228] Trial 7079 finished with value: 0.997182150139141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:27:59,701] Trial 7080 finished with value: 0.997448943908713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:28:02,904] Trial 7081 finished with value: 0.996879969427925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:28:20,373] Trial 7082 finished with value: 0.9962146016536565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 73, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:28:21,610] Trial 7083 finished with value: 0.9876603010042135 and parameters: {'classifier': 'SVC', 'svc_c': 2.7117567753900333, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:28:30,652] Trial 7084 finished with value: 0.9970877901664407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 41, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:28:33,169] Trial 7085 finished with value: 0.9973947658724552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:28:44,475] Trial 7086 finished with value: 0.9966113268935048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 49, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:28:47,329] Trial 7087 finished with value: 0.9975750284907007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:28:49,870] Trial 7088 finished with value: 0.9975190130517656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:28:52,456] Trial 7089 finished with value: 0.9974675591118437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:28:55,414] Trial 7090 finished with value: 0.997258990977345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:28:57,750] Trial 7091 finished with value: 0.9962645764801383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 17, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:28:59,144] Trial 7092 finished with value: 0.9973995369686094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:29:00,799] Trial 7093 finished with value: 0.9972166015742242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:29:04,287] Trial 7094 finished with value: 0.9971550621207562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:29:06,252] Trial 7095 finished with value: 0.9974726273382877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:29:07,110] Trial 7096 finished with value: 0.9969281903859022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 2, 'rf_n_estimators': 68}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:29:09,770] Trial 7097 finished with value: 0.9969486067787576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:29:14,312] Trial 7098 finished with value: 0.997322637542228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:29:18,953] Trial 7099 finished with value: 0.997150762618169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 20, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:29:30,692] Trial 7100 finished with value: 0.9964319748358247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 50, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:29:31,505] Trial 7101 finished with value: 0.9939702578437521 and parameters: {'classifier': 'SVC', 'svc_c': 300.4255141287028, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:29:44,336] Trial 7102 finished with value: 0.9957438127377213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 74, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:29:50,763] Trial 7103 finished with value: 0.9972546813186275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 27, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:29:52,970] Trial 7104 finished with value: 0.9974050459076365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:29:55,069] Trial 7105 finished with value: 0.9972519127257452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 106}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:29:57,534] Trial 7106 finished with value: 0.9976411563886655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:30:00,511] Trial 7107 finished with value: 0.9973209630819678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:30:03,091] Trial 7108 finished with value: 0.997181854468795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:30:05,051] Trial 7109 finished with value: 0.9973446188678251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:30:07,951] Trial 7110 finished with value: 0.9974516965691659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:30:10,054] Trial 7111 finished with value: 0.9975608579910838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:30:12,982] Trial 7112 finished with value: 0.9968829779593879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:30:16,088] Trial 7113 finished with value: 0.9974684346337591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:30:17,983] Trial 7114 finished with value: 0.9976032948106383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:30:20,545] Trial 7115 finished with value: 0.9974881692011485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:30:23,218] Trial 7116 finished with value: 0.9976826924546681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:30:25,729] Trial 7117 finished with value: 0.9972225134577246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:30:29,550] Trial 7118 finished with value: 0.9974441847777501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:30:32,738] Trial 7119 finished with value: 0.9976261414702824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:30:34,597] Trial 7120 finished with value: 0.9852589855981506 and parameters: {'classifier': 'SVC', 'svc_c': 0.0011026545494567865, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:30:36,799] Trial 7121 finished with value: 0.9975117475782495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:30:40,319] Trial 7122 finished with value: 0.9974411889097122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:30:42,309] Trial 7123 finished with value: 0.9972976832316247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:30:44,206] Trial 7124 finished with value: 0.9942696804038573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:30:46,812] Trial 7125 finished with value: 0.9972422895700349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:30:49,179] Trial 7126 finished with value: 0.9974610390348225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:30:58,959] Trial 7127 finished with value: 0.9954569277301557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 63, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:31:00,209] Trial 7128 finished with value: 0.9974654132167059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:31:01,940] Trial 7129 finished with value: 0.9971375745972156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:31:06,296] Trial 7130 finished with value: 0.9971052795625176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 22, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:31:10,160] Trial 7131 finished with value: 0.9972709474722748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:31:17,064] Trial 7132 finished with value: 0.997102671880826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 32, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:31:17,808] Trial 7133 finished with value: 0.986219173935941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 2, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:31:19,997] Trial 7134 finished with value: 0.9974058533834783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:31:23,046] Trial 7135 finished with value: 0.9972034235824498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:31:24,720] Trial 7136 finished with value: 0.9973261825712788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:31:27,787] Trial 7137 finished with value: 0.9971571746276152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:33:50,882] Trial 7138 finished with value: 0.9903858369717912 and parameters: {'classifier': 'SVC', 'svc_c': 957098700.0755421, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:33:53,338] Trial 7139 finished with value: 0.9975900085608612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:33:54,514] Trial 7140 finished with value: 0.9954032168758958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:33:55,139] Trial 7141 finished with value: 0.9953611245395891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 12}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:33:58,129] Trial 7142 finished with value: 0.9973991016514705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:34:02,601] Trial 7143 finished with value: 0.9971505291858594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 18, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:34:05,015] Trial 7144 finished with value: 0.9973513851357946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:34:08,304] Trial 7145 finished with value: 0.9973249489822913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 104}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:34:17,786] Trial 7146 finished with value: 0.9937811358108016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 74, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:34:20,422] Trial 7147 finished with value: 0.9972265126879692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:34:22,037] Trial 7148 finished with value: 0.9956774371571265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:34:24,108] Trial 7149 finished with value: 0.9974007036858259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:34:26,866] Trial 7150 finished with value: 0.9973831981351541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:34:28,797] Trial 7151 finished with value: 0.997406710973476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:34:30,511] Trial 7152 finished with value: 0.9976301016629008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 62}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:34:32,783] Trial 7153 finished with value: 0.997374604239783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:34:34,988] Trial 7154 finished with value: 0.9974220119456193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:34:46,204] Trial 7155 finished with value: 0.9968948659321754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 51, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:34:48,643] Trial 7156 finished with value: 0.9976206923254729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:34:49,594] Trial 7157 finished with value: 0.9914555899933518 and parameters: {'classifier': 'SVC', 'svc_c': 46.21209755100022, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:34:52,060] Trial 7158 finished with value: 0.9971717068124257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:34:55,412] Trial 7159 finished with value: 0.9971774497550445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:34:57,075] Trial 7160 finished with value: 0.9974510008107584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:34:59,882] Trial 7161 finished with value: 0.9974335648613177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:35:03,194] Trial 7162 finished with value: 0.997570460263251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:35:04,170] Trial 7163 finished with value: 0.9967653728576148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:35:11,507] Trial 7164 finished with value: 0.9968711857398671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 31, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:35:13,801] Trial 7165 finished with value: 0.997186025305905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:35:23,488] Trial 7166 finished with value: 0.9967890449884944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 44, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:35:25,275] Trial 7167 finished with value: 0.9972146521049958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:35:28,216] Trial 7168 finished with value: 0.9973613103094325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:35:30,612] Trial 7169 finished with value: 0.99764342139617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:35:39,351] Trial 7170 finished with value: 0.9965776208549163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 39, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:35:42,796] Trial 7171 finished with value: 0.9966892240644832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:35:45,322] Trial 7172 finished with value: 0.9967636830044695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:35:51,152] Trial 7173 finished with value: 0.9969937985121565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 27, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:35:53,738] Trial 7174 finished with value: 0.9974973589122565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:35:55,385] Trial 7175 finished with value: 0.9965089583041848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:35:56,607] Trial 7176 finished with value: 0.9964043233426305 and parameters: {'classifier': 'SVC', 'svc_c': 41378.7876092185, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:35:58,223] Trial 7177 finished with value: 0.9967354096069786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 56}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:36:00,388] Trial 7178 finished with value: 0.9974626057766249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:36:02,500] Trial 7179 finished with value: 0.9973338900903701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:36:05,214] Trial 7180 finished with value: 0.9973083883643384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:36:10,362] Trial 7181 finished with value: 0.9972321487690535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:36:12,766] Trial 7182 finished with value: 0.9974822492879577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:36:18,702] Trial 7183 finished with value: 0.9968542978406125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 25, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:36:20,907] Trial 7184 finished with value: 0.9974808539943315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:36:23,328] Trial 7185 finished with value: 0.9970804660412714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:36:24,730] Trial 7186 finished with value: 0.9973148894303531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:36:28,121] Trial 7187 finished with value: 0.9973125633908526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:36:31,495] Trial 7188 finished with value: 0.9969910739397517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:36:35,363] Trial 7189 finished with value: 0.9971981175756031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:36:38,200] Trial 7190 finished with value: 0.9974064484057675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:36:40,407] Trial 7191 finished with value: 0.9972448497400789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:36:42,874] Trial 7192 finished with value: 0.9974216286151728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:36:45,099] Trial 7193 finished with value: 0.9967348584464775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:36:46,366] Trial 7194 finished with value: 0.9970362659270537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:36:48,266] Trial 7195 finished with value: 0.985205317494852 and parameters: {'classifier': 'SVC', 'svc_c': 2.3685864491051222e-06, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:36:49,470] Trial 7196 finished with value: 0.997066360636103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 2, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:36:51,126] Trial 7197 finished with value: 0.9972184759833017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:36:53,476] Trial 7198 finished with value: 0.9969157710570679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 13, 'rf_n_estimators': 80}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:36:55,114] Trial 7199 finished with value: 0.9968777563753749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:36:58,579] Trial 7200 finished with value: 0.9974023793838646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:37:00,355] Trial 7201 finished with value: 0.9967749894435783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:37:01,263] Trial 7202 finished with value: 0.9890497487616835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:37:02,584] Trial 7203 finished with value: 0.9941646221855689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:37:07,019] Trial 7204 finished with value: 0.997370971868011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:37:08,833] Trial 7205 finished with value: 0.9972391897286123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:37:11,783] Trial 7206 finished with value: 0.9971561586019835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:37:14,167] Trial 7207 finished with value: 0.9969822735575545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:37:26,162] Trial 7208 finished with value: 0.9966044949915428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 52, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:37:35,384] Trial 7209 finished with value: 0.996582454538224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 42, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:37:37,708] Trial 7210 finished with value: 0.9973570762821485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:37:41,087] Trial 7211 finished with value: 0.9971594772128022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:37:55,041] Trial 7212 finished with value: 0.9965818387593433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 61, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:37:55,856] Trial 7213 finished with value: 0.9951467450672808 and parameters: {'classifier': 'SVC', 'svc_c': 1962.378642745452, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:37:57,682] Trial 7214 finished with value: 0.99752204779874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:38:01,126] Trial 7215 finished with value: 0.9969750152885437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 15, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:38:02,132] Trial 7216 finished with value: 0.9969542241979527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:38:04,768] Trial 7217 finished with value: 0.9975382154696603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:38:07,195] Trial 7218 finished with value: 0.9965469232525769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:38:09,715] Trial 7219 finished with value: 0.9974062176394426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:38:11,833] Trial 7220 finished with value: 0.996912025730083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:38:13,368] Trial 7221 finished with value: 0.9972950057265367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 73}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:38:16,675] Trial 7222 finished with value: 0.997072995604349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:38:19,545] Trial 7223 finished with value: 0.9972457419561337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 27, 'rf_n_estimators': 50}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:38:23,106] Trial 7224 finished with value: 0.99754462287711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:38:25,368] Trial 7225 finished with value: 0.9972096134265437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:38:27,854] Trial 7226 finished with value: 0.9973999670172558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:38:30,127] Trial 7227 finished with value: 0.9973932872033462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:38:31,770] Trial 7228 finished with value: 0.9970312799017901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:38:33,850] Trial 7229 finished with value: 0.9976011954432727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:38:36,844] Trial 7230 finished with value: 0.9973662265747755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:38:39,607] Trial 7231 finished with value: 0.9972907073347764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:38:40,549] Trial 7232 finished with value: 0.9916883928131401 and parameters: {'classifier': 'SVC', 'svc_c': 6742.459464134575, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:38:54,563] Trial 7233 finished with value: 0.9966754323885297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 57, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:38:57,803] Trial 7234 finished with value: 0.9969919901179267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:39:04,008] Trial 7235 finished with value: 0.9971537779098062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 34, 'rf_n_estimators': 107}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:39:09,193] Trial 7236 finished with value: 0.9968241250245732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 22, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:39:11,987] Trial 7237 finished with value: 0.9975324087655854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:39:14,951] Trial 7238 finished with value: 0.9973751641282087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:39:16,995] Trial 7239 finished with value: 0.9974909311925462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:39:18,921] Trial 7240 finished with value: 0.9974570909660848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:39:21,099] Trial 7241 finished with value: 0.9974940600106783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:39:23,800] Trial 7242 finished with value: 0.9973528634240488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:39:26,218] Trial 7243 finished with value: 0.9959669548558546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:39:28,422] Trial 7244 finished with value: 0.9976268804557199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:39:31,922] Trial 7245 finished with value: 0.9970073917627124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:39:34,254] Trial 7246 finished with value: 0.9974707814933271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:39:35,729] Trial 7247 finished with value: 0.9971332027639375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:39:39,335] Trial 7248 finished with value: 0.997290250213695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:39:44,231] Trial 7249 finished with value: 0.9971956981949166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 21, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:40:34,895] Trial 7250 finished with value: 0.9899344491530516 and parameters: {'classifier': 'SVC', 'svc_c': 268009753.09336492, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:40:49,606] Trial 7251 finished with value: 0.9961769078104701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 60, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:40:52,714] Trial 7252 finished with value: 0.9973520529013676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:40:58,231] Trial 7253 finished with value: 0.9973641151470051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 25, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:41:00,887] Trial 7254 finished with value: 0.9974498121943857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:41:03,791] Trial 7255 finished with value: 0.9975831388907892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:41:05,560] Trial 7256 finished with value: 0.9972790912923801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:41:07,574] Trial 7257 finished with value: 0.9976976637651663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:41:10,207] Trial 7258 finished with value: 0.9976286253741348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:41:13,583] Trial 7259 finished with value: 0.9970362617376499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:41:14,854] Trial 7260 finished with value: 0.9970748478603672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 87}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:41:18,133] Trial 7261 finished with value: 0.9972773929969513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:41:19,492] Trial 7262 finished with value: 0.9971885917600548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:41:22,609] Trial 7263 finished with value: 0.9974438133172808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:41:24,662] Trial 7264 finished with value: 0.9970183621925948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:41:27,201] Trial 7265 finished with value: 0.9974088577890132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:41:28,629] Trial 7266 finished with value: 0.9943662310856207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:41:31,421] Trial 7267 finished with value: 0.9973723895368618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:41:33,259] Trial 7268 finished with value: 0.9973058130553127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:41:35,106] Trial 7269 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 1.052523516505304e-08, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:41:36,809] Trial 7270 finished with value: 0.9956168166430314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:41:49,478] Trial 7271 finished with value: 0.9967511323759121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 63, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:41:53,766] Trial 7272 finished with value: 0.9976205418243157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:41:56,081] Trial 7273 finished with value: 0.9974126054328653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:41:58,614] Trial 7274 finished with value: 0.9973431252818997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:42:15,296] Trial 7275 finished with value: 0.9960934220700547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 74, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:42:24,013] Trial 7276 finished with value: 0.9967900658700263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 40, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:42:41,134] Trial 7277 finished with value: 0.996461876324493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 68, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:42:43,636] Trial 7278 finished with value: 0.9971922571709886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:42:46,534] Trial 7279 finished with value: 0.9973603509042276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:42:50,418] Trial 7280 finished with value: 0.997237230198467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:42:52,578] Trial 7281 finished with value: 0.9974271150202857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:42:53,653] Trial 7282 finished with value: 0.9901839787387381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:42:56,465] Trial 7283 finished with value: 0.9974638433011128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:42:58,096] Trial 7284 finished with value: 0.9974836389004983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:43:01,799] Trial 7285 finished with value: 0.9973252194210009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 104}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:43:03,278] Trial 7286 finished with value: 0.9972427163496765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:43:05,792] Trial 7287 finished with value: 0.9975371840194054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:43:07,580] Trial 7288 finished with value: 0.9854375980356349 and parameters: {'classifier': 'SVC', 'svc_c': 0.16677053389215934, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:43:09,575] Trial 7289 finished with value: 0.9974052441426066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:43:11,322] Trial 7290 finished with value: 0.9973424684341666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:43:14,337] Trial 7291 finished with value: 0.9974897461625569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:43:17,083] Trial 7292 finished with value: 0.9976775819533313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:43:18,244] Trial 7293 finished with value: 0.9976722081225765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 42}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:43:22,988] Trial 7294 finished with value: 0.9973497011541621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:43:25,250] Trial 7295 finished with value: 0.9974546865656908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:43:27,983] Trial 7296 finished with value: 0.9956144183680533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 22, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:43:30,065] Trial 7297 finished with value: 0.9974565125427213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:43:33,627] Trial 7298 finished with value: 0.996897882048998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:43:42,486] Trial 7299 finished with value: 0.9962662955004206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 37, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:43:43,611] Trial 7300 finished with value: 0.9972180502192728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:43:53,004] Trial 7301 finished with value: 0.9969836751987623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 45, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:43:57,097] Trial 7302 finished with value: 0.9970081439193814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 29, 'rf_n_estimators': 70}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:43:58,115] Trial 7303 finished with value: 0.9970464139325399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:44:01,709] Trial 7304 finished with value: 0.9971125303413825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:44:05,110] Trial 7305 finished with value: 0.9973450063241995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:44:17,831] Trial 7306 finished with value: 0.9965138123949672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 58, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:44:19,207] Trial 7307 finished with value: 0.9868428498745573 and parameters: {'classifier': 'SVC', 'svc_c': 482555.96733536245, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:44:22,155] Trial 7308 finished with value: 0.9974428834600678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:44:24,402] Trial 7309 finished with value: 0.9975206631690506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:44:34,848] Trial 7310 finished with value: 0.9966055624960605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 47, 'rf_n_estimators': 107}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:44:37,594] Trial 7311 finished with value: 0.9970504492170474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:44:39,825] Trial 7312 finished with value: 0.9975051672944178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:44:41,190] Trial 7313 finished with value: 0.9968996377265634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 83}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:44:43,979] Trial 7314 finished with value: 0.9973944456687067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:44:54,516] Trial 7315 finished with value: 0.9967098181261447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 56, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:44:58,385] Trial 7316 finished with value: 0.997211573591447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:45:13,338] Trial 7317 finished with value: 0.9957897890321927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 68, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:45:15,807] Trial 7318 finished with value: 0.9973398776687797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:45:22,939] Trial 7319 finished with value: 0.997262563364472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 33, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:45:24,097] Trial 7320 finished with value: 0.9966933794134945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 3, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:45:25,804] Trial 7321 finished with value: 0.9975618827446401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:45:28,365] Trial 7322 finished with value: 0.9973832134010876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:45:28,924] Trial 7323 finished with value: 0.9902498145527406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 6, 'rf_n_estimators': 15}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:45:34,773] Trial 7324 finished with value: 0.9973590754529402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 25, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:45:36,599] Trial 7325 finished with value: 0.9853792674433016 and parameters: {'classifier': 'SVC', 'svc_c': 0.009109773736934857, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:45:39,975] Trial 7326 finished with value: 0.9974304554033089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:45:43,959] Trial 7327 finished with value: 0.9975011651442859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 17, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:45:46,674] Trial 7328 finished with value: 0.9971913473086573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:45:49,480] Trial 7329 finished with value: 0.9974284909220502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:45:52,368] Trial 7330 finished with value: 0.9972948946438606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:45:54,105] Trial 7331 finished with value: 0.9970539627938318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:45:56,157] Trial 7332 finished with value: 0.9973019280815351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 76}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:45:58,881] Trial 7333 finished with value: 0.9974070562819094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:46:07,814] Trial 7334 finished with value: 0.9969583947176837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 35, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:46:09,579] Trial 7335 finished with value: 0.996517087778756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:46:12,121] Trial 7336 finished with value: 0.9973702809337652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:46:14,988] Trial 7337 finished with value: 0.996768401923504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:46:16,181] Trial 7338 finished with value: 0.9953785044081473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:46:17,725] Trial 7339 finished with value: 0.9962328683428252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:46:23,938] Trial 7340 finished with value: 0.9972067228966207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 24, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:46:25,678] Trial 7341 finished with value: 0.9974879614448063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:46:26,758] Trial 7342 finished with value: 0.9902675589946419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:46:28,186] Trial 7343 finished with value: 0.9971160275414066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:46:29,649] Trial 7344 finished with value: 0.9867343545361035 and parameters: {'classifier': 'SVC', 'svc_c': 58886588.4114109, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:46:32,159] Trial 7345 finished with value: 0.9974618576824078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:46:35,088] Trial 7346 finished with value: 0.997364192016217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:46:49,471] Trial 7347 finished with value: 0.9965815666385246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 65, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:46:52,326] Trial 7348 finished with value: 0.9970191811258212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 107}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:46:57,456] Trial 7349 finished with value: 0.9973280579642313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 22, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:46:59,512] Trial 7350 finished with value: 0.9970808264252109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:47:08,596] Trial 7351 finished with value: 0.9970678501595763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 40, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:47:10,307] Trial 7352 finished with value: 0.997098658749378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:47:12,912] Trial 7353 finished with value: 0.9973164214191468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:47:15,461] Trial 7354 finished with value: 0.9975304380636967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:47:17,816] Trial 7355 finished with value: 0.9973185418922207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:47:19,767] Trial 7356 finished with value: 0.9974662928010737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:47:23,021] Trial 7357 finished with value: 0.9974614128121589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:47:24,895] Trial 7358 finished with value: 0.9975680245692798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:47:28,190] Trial 7359 finished with value: 0.9969529874034363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:47:30,561] Trial 7360 finished with value: 0.997362395015896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:47:33,315] Trial 7361 finished with value: 0.9971827691870262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:47:35,237] Trial 7362 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 2.400883149775755e-05, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:47:38,337] Trial 7363 finished with value: 0.9973663950395882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:47:48,884] Trial 7364 finished with value: 0.9968461995326666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 50, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:47:59,507] Trial 7365 finished with value: 0.9961667053744726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 56, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:48:01,802] Trial 7366 finished with value: 0.9969253529534985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:48:10,588] Trial 7367 finished with value: 0.9968177524653461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 38, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:48:13,535] Trial 7368 finished with value: 0.9972031860876882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:48:17,805] Trial 7369 finished with value: 0.9970750433341391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:48:18,731] Trial 7370 finished with value: 0.9960871688453595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 1, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:48:22,072] Trial 7371 finished with value: 0.9975522262958648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:48:28,570] Trial 7372 finished with value: 0.9971806637894584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 29, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:48:38,526] Trial 7373 finished with value: 0.9967530238282456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 42, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:48:40,007] Trial 7374 finished with value: 0.9972830815725345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:48:42,537] Trial 7375 finished with value: 0.9971134225256993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:48:45,326] Trial 7376 finished with value: 0.996739477168938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:48:48,328] Trial 7377 finished with value: 0.9975255283681007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:48:55,364] Trial 7378 finished with value: 0.9971651105326886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 33, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:48:57,450] Trial 7379 finished with value: 0.9974480917141596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:48:59,347] Trial 7380 finished with value: 0.9972479345694713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:49:00,964] Trial 7381 finished with value: 0.9858100665006102 and parameters: {'classifier': 'SVC', 'svc_c': 0.47658183643109314, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:49:04,313] Trial 7382 finished with value: 0.997289213653637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:49:07,121] Trial 7383 finished with value: 0.9974274612491182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:49:09,945] Trial 7384 finished with value: 0.997333302907344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:49:11,586] Trial 7385 finished with value: 0.9972380155847252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:49:16,678] Trial 7386 finished with value: 0.9969461769245617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 20, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:49:19,116] Trial 7387 finished with value: 0.9975708620968975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:49:20,500] Trial 7388 finished with value: 0.9944312402540852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:49:23,037] Trial 7389 finished with value: 0.9967971763673401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:49:26,308] Trial 7390 finished with value: 0.9975126353192594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:49:28,753] Trial 7391 finished with value: 0.9974017708729646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:49:31,037] Trial 7392 finished with value: 0.9971578161776767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:49:32,296] Trial 7393 finished with value: 0.9971393534751916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:49:38,484] Trial 7394 finished with value: 0.9918372382989459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 73, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:49:40,425] Trial 7395 finished with value: 0.9971797096527459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:49:57,710] Trial 7396 finished with value: 0.9955963357904857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 74, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:49:59,953] Trial 7397 finished with value: 0.9971331204358055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:50:01,946] Trial 7398 finished with value: 0.9973442660375077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:50:04,227] Trial 7399 finished with value: 0.997377576367866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:50:05,999] Trial 7400 finished with value: 0.9850754448983942 and parameters: {'classifier': 'SVC', 'svc_c': 3.51478295001178e-10, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:50:12,247] Trial 7401 finished with value: 0.9968983892207594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 31, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:50:14,447] Trial 7402 finished with value: 0.9974269000277003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:50:17,247] Trial 7403 finished with value: 0.9973795566546025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:50:26,319] Trial 7404 finished with value: 0.9937146107764007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 74, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:50:28,852] Trial 7405 finished with value: 0.9973944994644599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:50:30,698] Trial 7406 finished with value: 0.9976404399688802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:50:36,728] Trial 7407 finished with value: 0.9969417682753109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 27, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:50:40,002] Trial 7408 finished with value: 0.9974826636898154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:50:40,996] Trial 7409 finished with value: 0.9891989395559225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:50:54,777] Trial 7410 finished with value: 0.9964269605320855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 61, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:50:58,383] Trial 7411 finished with value: 0.9974542365221629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:51:00,422] Trial 7412 finished with value: 0.9977025533389291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:51:08,015] Trial 7413 finished with value: 0.9971777420611723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 33, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:51:10,672] Trial 7414 finished with value: 0.9967553655780103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:51:13,858] Trial 7415 finished with value: 0.9973923818477978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:51:16,908] Trial 7416 finished with value: 0.9974589931140933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:51:19,411] Trial 7417 finished with value: 0.9974028605622798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:51:22,273] Trial 7418 finished with value: 0.9974522651220403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:51:23,657] Trial 7419 finished with value: 0.9867076537519276 and parameters: {'classifier': 'SVC', 'svc_c': 2989437.789430668, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:51:26,373] Trial 7420 finished with value: 0.9972008878188566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:51:27,435] Trial 7421 finished with value: 0.9953176515090935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:51:31,929] Trial 7422 finished with value: 0.9972852191206026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 19, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:51:32,883] Trial 7423 finished with value: 0.9952863353031995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:51:34,022] Trial 7424 finished with value: 0.997012575673829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 2, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:51:35,420] Trial 7425 finished with value: 0.994704988148301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:51:38,145] Trial 7426 finished with value: 0.9976878849667578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:51:41,903] Trial 7427 finished with value: 0.9974732689835631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:51:43,711] Trial 7428 finished with value: 0.9974114385569592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:51:44,893] Trial 7429 finished with value: 0.9971755269773963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 54}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:51:47,443] Trial 7430 finished with value: 0.9974904484589736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:51:50,150] Trial 7431 finished with value: 0.997443333059265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:51:53,439] Trial 7432 finished with value: 0.9971758072231193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 104}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:51:56,048] Trial 7433 finished with value: 0.9975679926726829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:51:59,289] Trial 7434 finished with value: 0.9973900838646071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:52:01,702] Trial 7435 finished with value: 0.9973515839420471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:52:07,782] Trial 7436 finished with value: 0.9972204928321077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 26, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:55:56,572] Trial 7437 finished with value: 0.9892059595684621 and parameters: {'classifier': 'SVC', 'svc_c': 5019101872.680823, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:55:58,069] Trial 7438 finished with value: 0.9971573336662695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 64}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:56:00,259] Trial 7439 finished with value: 0.997418750050441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:56:04,303] Trial 7440 finished with value: 0.9967597567714122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 17, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:56:06,832] Trial 7441 finished with value: 0.9973229996082765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:56:07,863] Trial 7442 finished with value: 0.997089497507173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:56:18,157] Trial 7443 finished with value: 0.9967716582328103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 49, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:56:20,335] Trial 7444 finished with value: 0.9972315981798349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:56:21,875] Trial 7445 finished with value: 0.9965014905332467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:56:24,724] Trial 7446 finished with value: 0.9974860047710727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:56:26,795] Trial 7447 finished with value: 0.9975083072208176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:56:28,665] Trial 7448 finished with value: 0.9958951775468842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:56:30,540] Trial 7449 finished with value: 0.997396998189915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:56:31,661] Trial 7450 finished with value: 0.9932961722375838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 10, 'rf_n_estimators': 6}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:56:34,791] Trial 7451 finished with value: 0.997333028184017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:56:37,091] Trial 7452 finished with value: 0.9975077489827632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:56:39,835] Trial 7453 finished with value: 0.9973390294414646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:56:46,539] Trial 7454 finished with value: 0.9973037492026657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 28, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:56:48,994] Trial 7455 finished with value: 0.9971945593753206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:56:51,486] Trial 7456 finished with value: 0.9852068744296408 and parameters: {'classifier': 'SVC', 'svc_c': 3.309127861613421e-08, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:56:54,605] Trial 7457 finished with value: 0.9974233944171308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:56:58,362] Trial 7458 finished with value: 0.9957275416964363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 33, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:57:06,113] Trial 7459 finished with value: 0.9969665066094541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 36, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:57:07,952] Trial 7460 finished with value: 0.9972942333528204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:57:10,598] Trial 7461 finished with value: 0.9975352710170325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:57:13,312] Trial 7462 finished with value: 0.997462984060744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:57:16,041] Trial 7463 finished with value: 0.9973969776554888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:57:19,531] Trial 7464 finished with value: 0.997491245112189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:57:20,582] Trial 7465 finished with value: 0.9962420761762786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 2, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:57:23,599] Trial 7466 finished with value: 0.9976788122733145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:57:26,088] Trial 7467 finished with value: 0.9975959076857229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:57:32,478] Trial 7468 finished with value: 0.9970991661433048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 29, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:57:35,067] Trial 7469 finished with value: 0.9974797000674918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:57:36,615] Trial 7470 finished with value: 0.9974656799103423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:57:37,879] Trial 7471 finished with value: 0.9952972334023911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:57:41,066] Trial 7472 finished with value: 0.9971207953368185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:57:43,268] Trial 7473 finished with value: 0.9975312651853034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:57:44,658] Trial 7474 finished with value: 0.9874340856092862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:57:45,752] Trial 7475 finished with value: 0.9906096601854188 and parameters: {'classifier': 'SVC', 'svc_c': 7.29682757587758, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:57:50,197] Trial 7476 finished with value: 0.9974009814242542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 18, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:58:05,747] Trial 7477 finished with value: 0.9962723578850783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 66, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:58:07,673] Trial 7478 finished with value: 0.9975925863454439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:58:10,364] Trial 7479 finished with value: 0.9974084035560815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:58:13,400] Trial 7480 finished with value: 0.997317117653623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:58:15,931] Trial 7481 finished with value: 0.9972597230756567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:58:18,801] Trial 7482 finished with value: 0.9975990534518976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:58:28,154] Trial 7483 finished with value: 0.9971248114833676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 43, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:58:30,483] Trial 7484 finished with value: 0.9972655854162834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:58:32,450] Trial 7485 finished with value: 0.9968989409525428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 14, 'rf_n_estimators': 58}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:58:36,778] Trial 7486 finished with value: 0.9964395936792023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 20, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:58:38,845] Trial 7487 finished with value: 0.9976881941257144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:58:41,430] Trial 7488 finished with value: 0.9975133745586002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:58:43,418] Trial 7489 finished with value: 0.9971673861723923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:58:45,850] Trial 7490 finished with value: 0.9976265813894178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:58:48,239] Trial 7491 finished with value: 0.9976508774875583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:58:51,544] Trial 7492 finished with value: 0.9967003900316135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:58:52,378] Trial 7493 finished with value: 0.9929638531142201 and parameters: {'classifier': 'SVC', 'svc_c': 892.4599208095215, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:58:55,490] Trial 7494 finished with value: 0.9973692854425596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:58:57,301] Trial 7495 finished with value: 0.9974017444035498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:59:05,452] Trial 7496 finished with value: 0.9971060620606261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 37, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:59:07,958] Trial 7497 finished with value: 0.9971695622820179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:59:10,378] Trial 7498 finished with value: 0.9973751604466115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:59:11,206] Trial 7499 finished with value: 0.9914327245448664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 1, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:59:14,509] Trial 7500 finished with value: 0.9973798924099256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:59:16,078] Trial 7501 finished with value: 0.9975336087123909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:59:18,940] Trial 7502 finished with value: 0.9972598726246767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:59:21,531] Trial 7503 finished with value: 0.997476614000321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:59:24,692] Trial 7504 finished with value: 0.9969997784099925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:59:27,402] Trial 7505 finished with value: 0.9969754456863068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:59:29,784] Trial 7506 finished with value: 0.9975253590463643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:59:31,897] Trial 7507 finished with value: 0.9972461421394089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:59:34,742] Trial 7508 finished with value: 0.9968861838054214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 15, 'rf_n_estimators': 85}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:59:36,586] Trial 7509 finished with value: 0.9969660455211343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:59:39,902] Trial 7510 finished with value: 0.9977195283587398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:59:42,896] Trial 7511 finished with value: 0.9977826970142121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:59:44,814] Trial 7512 finished with value: 0.997412297479949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 127}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:59:46,683] Trial 7513 finished with value: 0.9853841842799268 and parameters: {'classifier': 'SVC', 'svc_c': 0.09613454533914699, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:59:49,262] Trial 7514 finished with value: 0.9972865944193471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:59:51,606] Trial 7515 finished with value: 0.99749554394828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:59:54,329] Trial 7516 finished with value: 0.9972273275904815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 127}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:59:57,233] Trial 7517 finished with value: 0.9973664117337275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 127}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 19:59:58,941] Trial 7518 finished with value: 0.9973526075213007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:00:02,488] Trial 7519 finished with value: 0.9975591322423649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:00:05,658] Trial 7520 finished with value: 0.997209912080253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:00:08,932] Trial 7521 finished with value: 0.99739768867983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:00:15,969] Trial 7522 finished with value: 0.9969894132854812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 29, 'rf_n_estimators': 127}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:00:18,305] Trial 7523 finished with value: 0.9973844022713636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 127}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:00:22,346] Trial 7524 finished with value: 0.9971905443713363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 127}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:00:24,528] Trial 7525 finished with value: 0.9974444908898675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:00:27,346] Trial 7526 finished with value: 0.9975731204394412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:00:30,893] Trial 7527 finished with value: 0.9973897395083111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 127}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:00:32,832] Trial 7528 finished with value: 0.9974730139694765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 127}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:00:35,451] Trial 7529 finished with value: 0.9975182376946861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:00:36,648] Trial 7530 finished with value: 0.9971645639107084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:00:38,541] Trial 7531 finished with value: 0.9853320727305622 and parameters: {'classifier': 'SVC', 'svc_c': 0.0025367818236381075, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:00:40,951] Trial 7532 finished with value: 0.9975098645681993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 127}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:00:44,914] Trial 7533 finished with value: 0.9973195234504851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 127}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:00:47,891] Trial 7534 finished with value: 0.997346740070871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:00:53,365] Trial 7535 finished with value: 0.9973002804715444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 22, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:00:55,889] Trial 7536 finished with value: 0.9974290205007743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:00:58,629] Trial 7537 finished with value: 0.9973513553338994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:01:01,744] Trial 7538 finished with value: 0.9974303826282872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:01:06,527] Trial 7539 finished with value: 0.997602182841312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:01:08,065] Trial 7540 finished with value: 0.9973658208373664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:01:10,290] Trial 7541 finished with value: 0.9974722786656364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:01:12,038] Trial 7542 finished with value: 0.9974390524724708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 127}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:01:13,986] Trial 7543 finished with value: 0.9974699458024855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:01:16,517] Trial 7544 finished with value: 0.9973753181205357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:01:21,812] Trial 7545 finished with value: 0.9973554057573888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 19, 'rf_n_estimators': 127}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:01:24,192] Trial 7546 finished with value: 0.9974908793962811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:01:27,887] Trial 7547 finished with value: 0.9974320634678667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:01:30,830] Trial 7548 finished with value: 0.9974075044846386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:01:34,157] Trial 7549 finished with value: 0.997013864645465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:01:35,136] Trial 7550 finished with value: 0.9963083158551536 and parameters: {'classifier': 'SVC', 'svc_c': 18736.899744763632, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:01:38,847] Trial 7551 finished with value: 0.997340520044027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:01:48,954] Trial 7552 finished with value: 0.9968676969821263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 41, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:01:51,670] Trial 7553 finished with value: 0.997676276954052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:01:54,010] Trial 7554 finished with value: 0.9976386307812027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:01:55,392] Trial 7555 finished with value: 0.9969213765428094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 3, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:01:58,045] Trial 7556 finished with value: 0.9974226015089883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:01:59,816] Trial 7557 finished with value: 0.997192394596128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:02:03,599] Trial 7558 finished with value: 0.9972997673647944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:02:05,776] Trial 7559 finished with value: 0.9972213240796423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:02:08,577] Trial 7560 finished with value: 0.997568803163626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:02:11,574] Trial 7561 finished with value: 0.997524335657538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 127}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:02:21,406] Trial 7562 finished with value: 0.9969847673001583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 42, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:02:24,473] Trial 7563 finished with value: 0.9975783716983977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 127}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:02:32,669] Trial 7564 finished with value: 0.9966559885721109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 33, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:02:44,924] Trial 7565 finished with value: 0.9970021668462192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 51, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:02:47,359] Trial 7566 finished with value: 0.9973399543475643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:02:48,830] Trial 7567 finished with value: 0.9941202099351775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:02:51,588] Trial 7568 finished with value: 0.997336576545548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:02:53,977] Trial 7569 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 4.240007248859123e-06, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:02:57,434] Trial 7570 finished with value: 0.9974068662987953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:03:00,419] Trial 7571 finished with value: 0.9974252410238011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:03:01,331] Trial 7572 finished with value: 0.9942068269058061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:03:03,350] Trial 7573 finished with value: 0.9976102382078693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:03:04,296] Trial 7574 finished with value: 0.997151274994947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 45}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:03:07,267] Trial 7575 finished with value: 0.9975987601618946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:03:09,351] Trial 7576 finished with value: 0.9975467815943624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:03:11,611] Trial 7577 finished with value: 0.9965789086839877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:03:12,674] Trial 7578 finished with value: 0.9894791325622222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:03:14,811] Trial 7579 finished with value: 0.9971808054674773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:03:19,606] Trial 7580 finished with value: 0.9922181002026687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 66, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:03:20,923] Trial 7581 finished with value: 0.9968552467405701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:03:24,382] Trial 7582 finished with value: 0.9973839190934601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:03:26,978] Trial 7583 finished with value: 0.9974960531512674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:03:28,838] Trial 7584 finished with value: 0.9975753955713383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:03:36,687] Trial 7585 finished with value: 0.9967685321124004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 31, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:03:39,850] Trial 7586 finished with value: 0.9975740818758725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:03:41,724] Trial 7587 finished with value: 0.9850769189972445 and parameters: {'classifier': 'SVC', 'svc_c': 8.848175326583607e-05, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:03:44,108] Trial 7588 finished with value: 0.9974151934370541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:03:45,837] Trial 7589 finished with value: 0.9959861329307745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:03:48,646] Trial 7590 finished with value: 0.997359595097699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:03:50,757] Trial 7591 finished with value: 0.9974401272449694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:03:53,821] Trial 7592 finished with value: 0.9974359911926057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:03:57,693] Trial 7593 finished with value: 0.9974174602853573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 17, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:04:01,641] Trial 7594 finished with value: 0.9971595732199724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:04:03,874] Trial 7595 finished with value: 0.997491142535272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 88}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:04:05,262] Trial 7596 finished with value: 0.9967524868863271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:04:07,420] Trial 7597 finished with value: 0.9973499028485641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:04:11,358] Trial 7598 finished with value: 0.9973919051444273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:04:13,299] Trial 7599 finished with value: 0.9966538102725696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:04:26,355] Trial 7600 finished with value: 0.9969321624802358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 55, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:04:31,991] Trial 7601 finished with value: 0.9966039910887856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 27, 'rf_n_estimators': 105}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:04:36,802] Trial 7602 finished with value: 0.9974181907332977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 22, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:04:38,340] Trial 7603 finished with value: 0.9976077506858955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 80}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:04:42,124] Trial 7604 finished with value: 0.9973114045128991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:04:56,298] Trial 7605 finished with value: 0.9966039677931616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 59, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:04:58,700] Trial 7606 finished with value: 0.9972329084476068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:05:00,538] Trial 7607 finished with value: 0.98521260902519 and parameters: {'classifier': 'SVC', 'svc_c': 0.00041374987993047276, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:05:04,990] Trial 7608 finished with value: 0.9973536691860435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:05:07,714] Trial 7609 finished with value: 0.996868197552403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:05:11,393] Trial 7610 finished with value: 0.9967681722997432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 20, 'rf_n_estimators': 75}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:05:21,924] Trial 7611 finished with value: 0.9966247472042028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 50, 'rf_n_estimators': 108}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:05:32,279] Trial 7612 finished with value: 0.9971035517825727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 46, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:05:35,279] Trial 7613 finished with value: 0.997422264135032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:05:36,393] Trial 7614 finished with value: 0.9965033783674588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 38}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:05:38,520] Trial 7615 finished with value: 0.9973379059830161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:05:41,739] Trial 7616 finished with value: 0.997305547091648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:05:43,516] Trial 7617 finished with value: 0.9974230874798277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:05:46,298] Trial 7618 finished with value: 0.9973380979656185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:05:48,425] Trial 7619 finished with value: 0.9973495166934438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:05:50,988] Trial 7620 finished with value: 0.9954446272597849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 25, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:05:52,296] Trial 7621 finished with value: 0.9969254835867257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 5, 'rf_n_estimators': 107}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:05:55,233] Trial 7622 finished with value: 0.9976716474089651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:05:57,583] Trial 7623 finished with value: 0.9971419445262195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:06:01,539] Trial 7624 finished with value: 0.9969982606080435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:06:02,385] Trial 7625 finished with value: 0.991990157535603 and parameters: {'classifier': 'SVC', 'svc_c': 30.87614124105264, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:06:04,770] Trial 7626 finished with value: 0.9969989651261136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:06:07,146] Trial 7627 finished with value: 0.9975296626748794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:06:10,497] Trial 7628 finished with value: 0.9974546453698867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:06:11,516] Trial 7629 finished with value: 0.9898941140812055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 103}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:06:12,378] Trial 7630 finished with value: 0.9972213312524093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 35}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:06:14,952] Trial 7631 finished with value: 0.9974696759667964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:06:16,469] Trial 7632 finished with value: 0.9972064741349022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:06:18,519] Trial 7633 finished with value: 0.9971649857709745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:06:26,496] Trial 7634 finished with value: 0.9972241373912363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 31, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:06:31,265] Trial 7635 finished with value: 0.99689774278306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 27, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:06:34,997] Trial 7636 finished with value: 0.9971570466921102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:06:36,210] Trial 7637 finished with value: 0.9972235069494423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:06:39,375] Trial 7638 finished with value: 0.9976216905778766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:06:42,123] Trial 7639 finished with value: 0.9976084089300964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:06:44,837] Trial 7640 finished with value: 0.9972941564518707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:06:47,192] Trial 7641 finished with value: 0.9972910668300542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:06:48,080] Trial 7642 finished with value: 0.993080288515413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 1, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:06:49,575] Trial 7643 finished with value: 0.9956835276615701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:06:51,429] Trial 7644 finished with value: 0.9852043344131681 and parameters: {'classifier': 'SVC', 'svc_c': 1.480956884730529e-07, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:06:54,940] Trial 7645 finished with value: 0.997238296211303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:06:57,860] Trial 7646 finished with value: 0.99739587346195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:07:00,356] Trial 7647 finished with value: 0.99745735540633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:07:02,201] Trial 7648 finished with value: 0.997454713225533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:07:04,408] Trial 7649 finished with value: 0.997349304049464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:07:14,243] Trial 7650 finished with value: 0.9970087653158718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 41, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:07:16,417] Trial 7651 finished with value: 0.9974708562678373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:07:19,099] Trial 7652 finished with value: 0.9975399977435923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:07:22,090] Trial 7653 finished with value: 0.997446698261332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:07:36,676] Trial 7654 finished with value: 0.9964939182176412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 58, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:07:41,064] Trial 7655 finished with value: 0.9971648805280733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:07:42,868] Trial 7656 finished with value: 0.9975268845288868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:07:46,086] Trial 7657 finished with value: 0.9971515640638083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:07:48,270] Trial 7658 finished with value: 0.9972115950780104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:07:50,496] Trial 7659 finished with value: 0.99725139454093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:07:53,717] Trial 7660 finished with value: 0.9968602567596917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:07:56,432] Trial 7661 finished with value: 0.9972678542640748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:07:58,201] Trial 7662 finished with value: 0.985383365188011 and parameters: {'classifier': 'SVC', 'svc_c': 0.024693206249962598, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:08:00,361] Trial 7663 finished with value: 0.9973343325168003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:08:03,899] Trial 7664 finished with value: 0.993099780414762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 47, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:08:04,638] Trial 7665 finished with value: 0.9936530854463012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 4, 'rf_n_estimators': 67}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:08:06,618] Trial 7666 finished with value: 0.997378942906948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:08:08,576] Trial 7667 finished with value: 0.9968136324723634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:08:10,622] Trial 7668 finished with value: 0.9966446817204092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:08:13,064] Trial 7669 finished with value: 0.997449244022366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:08:14,110] Trial 7670 finished with value: 0.9968056317267452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 22}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:08:22,575] Trial 7671 finished with value: 0.9970748396719867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 36, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:08:25,575] Trial 7672 finished with value: 0.9967438051404279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:08:28,183] Trial 7673 finished with value: 0.9975845104761984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:08:31,546] Trial 7674 finished with value: 0.996810336014604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 16, 'rf_n_estimators': 107}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:08:33,710] Trial 7675 finished with value: 0.9976378135618234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:08:35,638] Trial 7676 finished with value: 0.9968509255609922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:08:37,905] Trial 7677 finished with value: 0.997398212736158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:08:42,876] Trial 7678 finished with value: 0.9971858395439327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 22, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:08:45,675] Trial 7679 finished with value: 0.997246495414057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:08:47,683] Trial 7680 finished with value: 0.9960861591038332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:08:52,176] Trial 7681 finished with value: 0.9971707218264673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 18, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:08:54,008] Trial 7682 finished with value: 0.9852053179074448 and parameters: {'classifier': 'SVC', 'svc_c': 1.0302378503248371e-10, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:08:56,500] Trial 7683 finished with value: 0.9974658831916399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:08:58,498] Trial 7684 finished with value: 0.9973789553799456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:09:01,388] Trial 7685 finished with value: 0.9973872875962696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:09:05,107] Trial 7686 finished with value: 0.9971733461705604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:09:06,716] Trial 7687 finished with value: 0.9963372351190612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:09:09,570] Trial 7688 finished with value: 0.9973142037011243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:09:11,720] Trial 7689 finished with value: 0.9973334607082199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:09:12,538] Trial 7690 finished with value: 0.9963451421109012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 19}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:09:16,358] Trial 7691 finished with value: 0.9974379439943145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:09:27,000] Trial 7692 finished with value: 0.996380975382738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 50, 'rf_n_estimators': 104}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:09:35,617] Trial 7693 finished with value: 0.9968971230052027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 37, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:09:36,979] Trial 7694 finished with value: 0.9970589555475319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:09:38,897] Trial 7695 finished with value: 0.997640872207442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:09:40,088] Trial 7696 finished with value: 0.9900999906824612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:09:42,617] Trial 7697 finished with value: 0.9974854234595596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:09:45,565] Trial 7698 finished with value: 0.9974108899989664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:10:58,388] Trial 7699 finished with value: 0.989607660931347 and parameters: {'classifier': 'SVC', 'svc_c': 652484458.5404874, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:11:01,709] Trial 7700 finished with value: 0.9977097584469452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:11:07,153] Trial 7701 finished with value: 0.9974966198950813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 24, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:11:09,039] Trial 7702 finished with value: 0.9975079418540268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:11:10,315] Trial 7703 finished with value: 0.9943079806949795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:11:12,804] Trial 7704 finished with value: 0.9973238307605974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:11:15,028] Trial 7705 finished with value: 0.9975605861559061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:11:16,554] Trial 7706 finished with value: 0.9973039797468255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:11:19,092] Trial 7707 finished with value: 0.9971644018252149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:11:21,619] Trial 7708 finished with value: 0.9974885173659934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:11:25,346] Trial 7709 finished with value: 0.9973418647156906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:11:40,961] Trial 7710 finished with value: 0.9966412306355646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 65, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:11:41,989] Trial 7711 finished with value: 0.9970293466188945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:11:43,154] Trial 7712 finished with value: 0.9972462325289695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:11:45,761] Trial 7713 finished with value: 0.9973631513937069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:11:47,078] Trial 7714 finished with value: 0.9974714730940688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 3, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:11:50,439] Trial 7715 finished with value: 0.9972744601921356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:11:54,795] Trial 7716 finished with value: 0.9968920862945009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 23, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:11:57,098] Trial 7717 finished with value: 0.9974160742274623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:11:59,066] Trial 7718 finished with value: 0.9852055640666552 and parameters: {'classifier': 'SVC', 'svc_c': 1.2560630206852545e-09, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:12:02,074] Trial 7719 finished with value: 0.9973826865835616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:12:04,165] Trial 7720 finished with value: 0.9974127652649672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:12:06,923] Trial 7721 finished with value: 0.9974109214829706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:12:09,612] Trial 7722 finished with value: 0.9975736283094369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:12:11,854] Trial 7723 finished with value: 0.9976022038518068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:12:13,225] Trial 7724 finished with value: 0.9917350592166715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 18, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:12:14,898] Trial 7725 finished with value: 0.997563239698874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:12:18,197] Trial 7726 finished with value: 0.9973766002050458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:12:22,543] Trial 7727 finished with value: 0.9974306563677392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:12:25,254] Trial 7728 finished with value: 0.9973954386526178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:12:28,160] Trial 7729 finished with value: 0.9975485847200994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:12:29,116] Trial 7730 finished with value: 0.9964230720036622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 28}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:12:30,209] Trial 7731 finished with value: 0.9968063210106196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:12:33,923] Trial 7732 finished with value: 0.9974669919236994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:12:35,707] Trial 7733 finished with value: 0.9972224533461279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:12:45,995] Trial 7734 finished with value: 0.9967789075199934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 45, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:12:48,765] Trial 7735 finished with value: 0.9974393969874563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:12:50,233] Trial 7736 finished with value: 0.9971333565658371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 6, 'rf_n_estimators': 83}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:13:03,712] Trial 7737 finished with value: 0.9961556448406709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 57, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:13:05,423] Trial 7738 finished with value: 0.9877792743589154 and parameters: {'classifier': 'SVC', 'svc_c': 1.4001791875282106, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:13:10,563] Trial 7739 finished with value: 0.9968188319985307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 21, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:13:12,651] Trial 7740 finished with value: 0.9976606208347243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:13:14,750] Trial 7741 finished with value: 0.9972498606795996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:13:17,206] Trial 7742 finished with value: 0.9974367513789656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:13:26,881] Trial 7743 finished with value: 0.9964196504985474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 43, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:13:30,045] Trial 7744 finished with value: 0.9974890859188679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:13:37,037] Trial 7745 finished with value: 0.9973332153741952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 31, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:13:38,394] Trial 7746 finished with value: 0.997344819229235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 4, 'rf_n_estimators': 108}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:13:41,505] Trial 7747 finished with value: 0.997467099102613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:13:44,835] Trial 7748 finished with value: 0.9975982923134006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:13:47,577] Trial 7749 finished with value: 0.9972619480616599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:13:50,831] Trial 7750 finished with value: 0.9974470924461428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:13:52,138] Trial 7751 finished with value: 0.9970168247448812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 61}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:13:54,411] Trial 7752 finished with value: 0.9967324789286028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:14:02,638] Trial 7753 finished with value: 0.9970325108565313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 38, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:14:11,779] Trial 7754 finished with value: 0.9968198339007937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 37, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:14:14,169] Trial 7755 finished with value: 0.9974332718569557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:14:15,484] Trial 7756 finished with value: 0.9876988804619701 and parameters: {'classifier': 'SVC', 'svc_c': 61046.42304079182, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:14:17,808] Trial 7757 finished with value: 0.9974564091723567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:14:23,937] Trial 7758 finished with value: 0.9970061317360478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 30, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:14:29,106] Trial 7759 finished with value: 0.9973860928862187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:14:32,593] Trial 7760 finished with value: 0.9970256612765548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:14:36,172] Trial 7761 finished with value: 0.997497063178435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:14:38,315] Trial 7762 finished with value: 0.99729556231422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 71}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:14:40,987] Trial 7763 finished with value: 0.9974013055952411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:14:43,689] Trial 7764 finished with value: 0.9964051874071612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:14:46,482] Trial 7765 finished with value: 0.9974223322128436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:14:47,656] Trial 7766 finished with value: 0.9941231070983231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:14:50,243] Trial 7767 finished with value: 0.9976326698626353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:14:51,766] Trial 7768 finished with value: 0.9972411605257144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 107}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:14:53,266] Trial 7769 finished with value: 0.9975290193792329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:14:55,232] Trial 7770 finished with value: 0.9971262260101655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:14:57,117] Trial 7771 finished with value: 0.9970759624004636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:15:00,075] Trial 7772 finished with value: 0.9976522366634457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:15:03,275] Trial 7773 finished with value: 0.9973505146284686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:15:53,053] Trial 7774 finished with value: 0.9900591098772963 and parameters: {'classifier': 'SVC', 'svc_c': 15795294.200995736, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:15:56,422] Trial 7775 finished with value: 0.9973779633164338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:15:58,828] Trial 7776 finished with value: 0.9974757033762797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:16:00,631] Trial 7777 finished with value: 0.99756753951884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:16:02,226] Trial 7778 finished with value: 0.9973920796077048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 79}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:16:04,797] Trial 7779 finished with value: 0.9969912499264485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:16:08,315] Trial 7780 finished with value: 0.9971284384279575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:16:11,030] Trial 7781 finished with value: 0.9975517271220561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:16:13,883] Trial 7782 finished with value: 0.9975373049090951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:16:15,311] Trial 7783 finished with value: 0.9954820737694584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:16:18,035] Trial 7784 finished with value: 0.9976222532275004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:16:19,766] Trial 7785 finished with value: 0.9954651129364924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:16:22,535] Trial 7786 finished with value: 0.9975661515249327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:16:23,891] Trial 7787 finished with value: 0.9972931913655804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:16:25,477] Trial 7788 finished with value: 0.9972373832069189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:16:40,660] Trial 7789 finished with value: 0.9963290322664483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 67, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:16:51,374] Trial 7790 finished with value: 0.9967027683751857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 47, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:16:53,962] Trial 7791 finished with value: 0.9972984464330855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:16:55,943] Trial 7792 finished with value: 0.9973513687272965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:16:57,962] Trial 7793 finished with value: 0.9974468256890305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:16:58,849] Trial 7794 finished with value: 0.9928143306905858 and parameters: {'classifier': 'SVC', 'svc_c': 3582.386038565244, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:17:01,733] Trial 7795 finished with value: 0.9972791385183863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:17:04,571] Trial 7796 finished with value: 0.9977106806235847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:17:06,527] Trial 7797 finished with value: 0.9977005603887674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:17:09,348] Trial 7798 finished with value: 0.9972786742880139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:17:12,759] Trial 7799 finished with value: 0.997363302942215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:17:15,749] Trial 7800 finished with value: 0.9972333977191883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:17:18,580] Trial 7801 finished with value: 0.9972012424264968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:17:22,893] Trial 7802 finished with value: 0.9973569345089158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:17:24,803] Trial 7803 finished with value: 0.9973978009050707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:17:25,987] Trial 7804 finished with value: 0.9937601130652238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:17:28,257] Trial 7805 finished with value: 0.997290810038645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:17:34,778] Trial 7806 finished with value: 0.9951732419988769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 50, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:17:36,465] Trial 7807 finished with value: 0.9969781510255397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:17:38,239] Trial 7808 finished with value: 0.9970151926229894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:17:40,131] Trial 7809 finished with value: 0.9967479503967848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 87}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:17:49,642] Trial 7810 finished with value: 0.9968463612690431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 44, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:17:50,799] Trial 7811 finished with value: 0.9971036011667568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:17:51,708] Trial 7812 finished with value: 0.9930621118984256 and parameters: {'classifier': 'SVC', 'svc_c': 113.24613719123157, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:17:52,741] Trial 7813 finished with value: 0.9789703774842375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 2}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:17:53,538] Trial 7814 finished with value: 0.9860716621404831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:17:54,751] Trial 7815 finished with value: 0.9974044525991942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 52}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:18:06,799] Trial 7816 finished with value: 0.9959129618198596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 66, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:18:09,303] Trial 7817 finished with value: 0.9975622673128649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:18:11,883] Trial 7818 finished with value: 0.9971575486905927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:18:15,700] Trial 7819 finished with value: 0.9971871209619468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:18:20,041] Trial 7820 finished with value: 0.9974176088505021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:18:22,720] Trial 7821 finished with value: 0.9974562980262046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:18:25,123] Trial 7822 finished with value: 0.9971615580769676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:18:27,209] Trial 7823 finished with value: 0.9973129328518335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:18:29,968] Trial 7824 finished with value: 0.996000417750334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 20, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:18:33,115] Trial 7825 finished with value: 0.997449983928203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:18:35,261] Trial 7826 finished with value: 0.9975729693035259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:18:36,804] Trial 7827 finished with value: 0.9973375083387733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:18:38,450] Trial 7828 finished with value: 0.99725274867049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:18:41,057] Trial 7829 finished with value: 0.9973145262852158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:18:42,331] Trial 7830 finished with value: 0.9867912147746596 and parameters: {'classifier': 'SVC', 'svc_c': 1089873.8313554944, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:18:44,818] Trial 7831 finished with value: 0.997287246887249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:18:48,089] Trial 7832 finished with value: 0.997346842647788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:18:49,881] Trial 7833 finished with value: 0.9964984212871668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:18:51,591] Trial 7834 finished with value: 0.9972534687083967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 74}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:18:57,765] Trial 7835 finished with value: 0.9970702332638345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 28, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:19:03,061] Trial 7836 finished with value: 0.997229949236852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:19:04,511] Trial 7837 finished with value: 0.9963801708902594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:19:07,457] Trial 7838 finished with value: 0.9973991738234721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:19:12,728] Trial 7839 finished with value: 0.9966303108276445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 32, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:19:14,287] Trial 7840 finished with value: 0.997358134614411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:19:17,295] Trial 7841 finished with value: 0.9971712214128688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:19:21,976] Trial 7842 finished with value: 0.9973513330538882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:19:29,059] Trial 7843 finished with value: 0.9971370449867538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 33, 'rf_n_estimators': 108}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:19:30,000] Trial 7844 finished with value: 0.9963977123999803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 25}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:19:32,216] Trial 7845 finished with value: 0.9973952169633341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:19:40,397] Trial 7846 finished with value: 0.9969403240735693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 38, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:19:42,796] Trial 7847 finished with value: 0.9976591938349286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:19:46,800] Trial 7848 finished with value: 0.9974555345391026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:19:48,627] Trial 7849 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 5.546448347797287e-09, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:19:54,104] Trial 7850 finished with value: 0.9970489598205257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 27, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:19:56,458] Trial 7851 finished with value: 0.9971986687361042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:19:57,758] Trial 7852 finished with value: 0.9972283496780537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 3, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:20:00,333] Trial 7853 finished with value: 0.9974082401693338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:20:11,111] Trial 7854 finished with value: 0.996661576379838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 49, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:20:14,442] Trial 7855 finished with value: 0.9975172315712814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:20:16,301] Trial 7856 finished with value: 0.9972471980595904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:20:18,518] Trial 7857 finished with value: 0.9970658920576371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:20:19,908] Trial 7858 finished with value: 0.9973399522211244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:20:27,683] Trial 7859 finished with value: 0.9964294104763769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 34, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:20:30,443] Trial 7860 finished with value: 0.997288189439625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:20:32,741] Trial 7861 finished with value: 0.9974139299509576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:20:43,380] Trial 7862 finished with value: 0.9963451078974369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 42, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:20:46,415] Trial 7863 finished with value: 0.9973322930388662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:20:52,264] Trial 7864 finished with value: 0.9973456327035414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 25, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:20:56,263] Trial 7865 finished with value: 0.9973401098315731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:20:57,719] Trial 7866 finished with value: 0.9963675338393797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 48}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:21:00,175] Trial 7867 finished with value: 0.9973250329925323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:21:02,914] Trial 7868 finished with value: 0.9968157079410846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:21:05,031] Trial 7869 finished with value: 0.9975061611352523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:21:06,918] Trial 7870 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 3.122621530807285e-05, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:21:09,483] Trial 7871 finished with value: 0.9975692308954051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:21:11,986] Trial 7872 finished with value: 0.9976184015467875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:21:14,960] Trial 7873 finished with value: 0.9967837621820581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:21:16,660] Trial 7874 finished with value: 0.9972950135657999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:21:18,892] Trial 7875 finished with value: 0.9975061023883857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:21:22,346] Trial 7876 finished with value: 0.997390179332233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:21:25,117] Trial 7877 finished with value: 0.9968238722638781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:21:31,362] Trial 7878 finished with value: 0.9969240530957602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 28, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:21:32,472] Trial 7879 finished with value: 0.9971211586089074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:21:35,211] Trial 7880 finished with value: 0.9973323372815092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:21:37,570] Trial 7881 finished with value: 0.9973362243182509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:21:39,771] Trial 7882 finished with value: 0.9975642816543763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:21:43,031] Trial 7883 finished with value: 0.9973925571362606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:21:46,338] Trial 7884 finished with value: 0.997298145811626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 17, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:21:47,586] Trial 7885 finished with value: 0.9909275214224135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 19, 'rf_n_estimators': 102}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:21:49,431] Trial 7886 finished with value: 0.9852940552876713 and parameters: {'classifier': 'SVC', 'svc_c': 0.0012725736632136022, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:21:50,851] Trial 7887 finished with value: 0.9959392568031503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:21:53,053] Trial 7888 finished with value: 0.9956419468133801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:21:55,355] Trial 7889 finished with value: 0.9973587488063963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:21:57,569] Trial 7890 finished with value: 0.9975524610929042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:22:00,356] Trial 7891 finished with value: 0.9973249396513465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:22:03,814] Trial 7892 finished with value: 0.9973178931693919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:22:06,452] Trial 7893 finished with value: 0.9974382074824225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:22:08,862] Trial 7894 finished with value: 0.9975214291951855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:22:10,659] Trial 7895 finished with value: 0.9966610610196964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:22:22,168] Trial 7896 finished with value: 0.9964824226206038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 60, 'rf_n_estimators': 105}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:22:24,408] Trial 7897 finished with value: 0.9975302107250656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:22:29,567] Trial 7898 finished with value: 0.9973148268749377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 22, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:22:31,577] Trial 7899 finished with value: 0.9947035888239606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:22:34,972] Trial 7900 finished with value: 0.9970557814076679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:22:37,785] Trial 7901 finished with value: 0.9972592562427757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:22:39,476] Trial 7902 finished with value: 0.9970827243203398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:22:41,646] Trial 7903 finished with value: 0.9975948911522844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:22:42,890] Trial 7904 finished with value: 0.9970911276295764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:22:45,357] Trial 7905 finished with value: 0.9852051536320356 and parameters: {'classifier': 'SVC', 'svc_c': 5.639563061159341e-07, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:22:49,149] Trial 7906 finished with value: 0.9975163982290448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:22:51,733] Trial 7907 finished with value: 0.9969771493771798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:22:54,206] Trial 7908 finished with value: 0.9975152009164856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:22:57,098] Trial 7909 finished with value: 0.9973031311069177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:23:16,278] Trial 7910 finished with value: 0.995628373176851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 74, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:23:17,542] Trial 7911 finished with value: 0.9968458612383109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 40}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:23:19,647] Trial 7912 finished with value: 0.9974570220630877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:23:21,172] Trial 7913 finished with value: 0.9971896771647525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:23:23,877] Trial 7914 finished with value: 0.9973056508111297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:23:29,671] Trial 7915 finished with value: 0.9971203640503937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 28, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:23:33,415] Trial 7916 finished with value: 0.9973557385293486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:23:35,300] Trial 7917 finished with value: 0.9968773988478473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:23:37,430] Trial 7918 finished with value: 0.9976050710226297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:23:40,317] Trial 7919 finished with value: 0.9973179740058423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:23:43,823] Trial 7920 finished with value: 0.9973728959151756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:23:45,806] Trial 7921 finished with value: 0.997297546599933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:23:48,096] Trial 7922 finished with value: 0.9974225397787584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:23:50,832] Trial 7923 finished with value: 0.9969538682255824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:23:52,975] Trial 7924 finished with value: 0.9973637889130543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:23:54,885] Trial 7925 finished with value: 0.9952674022449255 and parameters: {'classifier': 'SVC', 'svc_c': 205306.74936579366, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:24:02,807] Trial 7926 finished with value: 0.997266863597031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 38, 'rf_n_estimators': 108}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:24:05,773] Trial 7927 finished with value: 0.9972997136007793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:24:08,834] Trial 7928 finished with value: 0.9974564600482223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:24:10,200] Trial 7929 finished with value: 0.997308653026749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:24:12,942] Trial 7930 finished with value: 0.9974249721402489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:24:16,968] Trial 7931 finished with value: 0.9971376406755391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:24:18,014] Trial 7932 finished with value: 0.9966481746675537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:24:21,147] Trial 7933 finished with value: 0.9974351600402849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:24:24,889] Trial 7934 finished with value: 0.9973771281333988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:24:30,582] Trial 7935 finished with value: 0.9969163152669673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 25, 'rf_n_estimators': 118}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:24:32,821] Trial 7936 finished with value: 0.9976624868332561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:24:34,975] Trial 7937 finished with value: 0.9975344156486884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:24:39,824] Trial 7938 finished with value: 0.9971273197619329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 33, 'rf_n_estimators': 64}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:24:50,028] Trial 7939 finished with value: 0.996810358326353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 46, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:24:53,111] Trial 7940 finished with value: 0.9973258533539647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:24:54,782] Trial 7941 finished with value: 0.9973512572002896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 105}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:24:56,666] Trial 7942 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 1.0821345115952326e-05, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:25:07,102] Trial 7943 finished with value: 0.9964648089388812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 43, 'rf_n_estimators': 125}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:25:09,181] Trial 7944 finished with value: 0.9970932044947656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:25:12,220] Trial 7945 finished with value: 0.9975440076060358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:25:14,874] Trial 7946 finished with value: 0.997343308314412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:25:17,012] Trial 7947 finished with value: 0.9972690313278493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:25:21,738] Trial 7948 finished with value: 0.997120531023525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 21, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:25:23,377] Trial 7949 finished with value: 0.9972816959272324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:25:27,487] Trial 7950 finished with value: 0.997026110621849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:25:29,809] Trial 7951 finished with value: 0.9973040868305253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:25:33,835] Trial 7952 finished with value: 0.9970115404150252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:25:36,682] Trial 7953 finished with value: 0.9967469111390046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:25:38,865] Trial 7954 finished with value: 0.9977544845852414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:25:41,307] Trial 7955 finished with value: 0.9977678221552146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:25:42,988] Trial 7956 finished with value: 0.9973167378143463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 103}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:25:44,868] Trial 7957 finished with value: 0.9974952679236987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:25:46,709] Trial 7958 finished with value: 0.9971313939253771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:25:48,773] Trial 7959 finished with value: 0.9973401435689685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:25:50,555] Trial 7960 finished with value: 0.9975553941516231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:25:52,916] Trial 7961 finished with value: 0.9974312387583412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 102}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:25:53,902] Trial 7962 finished with value: 0.9894145452857616 and parameters: {'classifier': 'SVC', 'svc_c': 3.63021516255522, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:25:55,714] Trial 7963 finished with value: 0.997554678334858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:25:57,542] Trial 7964 finished with value: 0.9972615182669169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:25:59,427] Trial 7965 finished with value: 0.9972922722675178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:26:01,152] Trial 7966 finished with value: 0.9975864193209055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:26:03,539] Trial 7967 finished with value: 0.9975979024132074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:26:05,299] Trial 7968 finished with value: 0.997487697766271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:26:07,163] Trial 7969 finished with value: 0.9975513572167444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:26:08,956] Trial 7970 finished with value: 0.9974764226524767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:26:10,796] Trial 7971 finished with value: 0.9973294906451123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:26:13,238] Trial 7972 finished with value: 0.9974496049458498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:26:15,065] Trial 7973 finished with value: 0.9973192366667533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:26:16,901] Trial 7974 finished with value: 0.9974029955436001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:26:18,924] Trial 7975 finished with value: 0.9974740324389272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:26:20,726] Trial 7976 finished with value: 0.9976512330790737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:26:22,395] Trial 7977 finished with value: 0.997410845851537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 106}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:26:24,944] Trial 7978 finished with value: 0.9976722727092181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:26:26,877] Trial 7979 finished with value: 0.9975122219964904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:26:28,921] Trial 7980 finished with value: 0.997387626684073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:26:30,923] Trial 7981 finished with value: 0.9972702070903693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:26:32,682] Trial 7982 finished with value: 0.9867325520133865 and parameters: {'classifier': 'SVC', 'svc_c': 2167052677.3240805, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:26:34,918] Trial 7983 finished with value: 0.997541716192592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 103}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:26:36,740] Trial 7984 finished with value: 0.9975629238114809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:26:38,720] Trial 7985 finished with value: 0.9974448740933624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:26:50,944] Trial 7986 finished with value: 0.9951280310005685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 74, 'rf_n_estimators': 106}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:26:52,868] Trial 7987 finished with value: 0.9976595878610498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:26:54,822] Trial 7988 finished with value: 0.9973879986206108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:26:57,111] Trial 7989 finished with value: 0.9974348771285778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:26:59,046] Trial 7990 finished with value: 0.9974095517383601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:27:01,066] Trial 7991 finished with value: 0.9975020569160099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:27:02,751] Trial 7992 finished with value: 0.9974680621259392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:27:04,806] Trial 7993 finished with value: 0.9976425496510655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:27:07,283] Trial 7994 finished with value: 0.9973602914591267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:27:09,243] Trial 7995 finished with value: 0.9973057341548749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:27:11,110] Trial 7996 finished with value: 0.9974786088230191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:27:13,173] Trial 7997 finished with value: 0.9977048690001341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:27:15,120] Trial 7998 finished with value: 0.9975698083983694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:28:24,940] Trial 7999 finished with value: 0.9901842899606589 and parameters: {'classifier': 'SVC', 'svc_c': 82371398.71045798, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:28:27,249] Trial 8000 finished with value: 0.9973839042083816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:28:29,266] Trial 8001 finished with value: 0.9973635306617012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:28:30,883] Trial 8002 finished with value: 0.9973975087258946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:28:33,049] Trial 8003 finished with value: 0.9973679438494729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:28:34,890] Trial 8004 finished with value: 0.9974569212952314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:28:36,782] Trial 8005 finished with value: 0.9973118964504649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:28:39,031] Trial 8006 finished with value: 0.9975091643030088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:28:41,101] Trial 8007 finished with value: 0.9973971556734119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:28:43,086] Trial 8008 finished with value: 0.9973687189209112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:28:44,922] Trial 8009 finished with value: 0.9971879249466188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:28:47,007] Trial 8010 finished with value: 0.9976285693249903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:28:49,397] Trial 8011 finished with value: 0.997309519789002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:28:51,536] Trial 8012 finished with value: 0.9974385165779033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:28:53,151] Trial 8013 finished with value: 0.9976863108934988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 103}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:28:55,282] Trial 8014 finished with value: 0.9974136822365898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:28:57,115] Trial 8015 finished with value: 0.9973755391115855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 102}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:28:58,722] Trial 8016 finished with value: 0.997623808131063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:29:01,281] Trial 8017 finished with value: 0.9974710862724526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:29:03,185] Trial 8018 finished with value: 0.9853902475532458 and parameters: {'classifier': 'SVC', 'svc_c': 0.010715873513248627, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:29:05,078] Trial 8019 finished with value: 0.9974805782553914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:29:07,176] Trial 8020 finished with value: 0.9976183099511866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:29:08,916] Trial 8021 finished with value: 0.997450512808693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:29:11,266] Trial 8022 finished with value: 0.9975117060650666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:29:13,188] Trial 8023 finished with value: 0.9973056591264614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:29:15,258] Trial 8024 finished with value: 0.9973041048259189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:29:16,920] Trial 8025 finished with value: 0.9974256913212324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:29:18,933] Trial 8026 finished with value: 0.997382489872011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:29:20,845] Trial 8027 finished with value: 0.9976448450317474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:29:23,378] Trial 8028 finished with value: 0.9974813440910987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:29:25,476] Trial 8029 finished with value: 0.9975796222989036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:29:27,573] Trial 8030 finished with value: 0.9974680593964793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:29:29,100] Trial 8031 finished with value: 0.9971797658605802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 106}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:29:30,333] Trial 8032 finished with value: 0.9953971562050853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:29:32,616] Trial 8033 finished with value: 0.9972658850538677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:29:34,365] Trial 8034 finished with value: 0.9977862170020538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:29:35,862] Trial 8035 finished with value: 0.9973418565590485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 107}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:29:37,445] Trial 8036 finished with value: 0.9975516229899816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:29:39,024] Trial 8037 finished with value: 0.9859296916249799 and parameters: {'classifier': 'SVC', 'svc_c': 0.29911141579967887, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:29:40,698] Trial 8038 finished with value: 0.9974610189764652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 101}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:29:42,807] Trial 8039 finished with value: 0.9971700269567213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 106}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:29:44,305] Trial 8040 finished with value: 0.9975023705817495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 103}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:29:45,964] Trial 8041 finished with value: 0.997272726223299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 105}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:29:47,500] Trial 8042 finished with value: 0.9976331473911912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 106}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:29:49,156] Trial 8043 finished with value: 0.997345834874012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 106}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:29:50,693] Trial 8044 finished with value: 0.9972564188738477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 107}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:29:52,896] Trial 8045 finished with value: 0.9974977106952231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 102}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:29:54,578] Trial 8046 finished with value: 0.9974711053786729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:29:56,251] Trial 8047 finished with value: 0.997407427901068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:29:57,701] Trial 8048 finished with value: 0.9972458605289559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 106}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:29:59,265] Trial 8049 finished with value: 0.9971940750548528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 101}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:30:01,265] Trial 8050 finished with value: 0.997215690283687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 108}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:30:02,885] Trial 8051 finished with value: 0.9973881117345128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 105}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:30:04,601] Trial 8052 finished with value: 0.9975293307598431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:30:15,800] Trial 8053 finished with value: 0.9964737354792604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 57, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:30:17,297] Trial 8054 finished with value: 0.9973117932705278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 103}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:30:18,919] Trial 8055 finished with value: 0.9975193526791134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 104}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:30:20,313] Trial 8056 finished with value: 0.9925890880942604 and parameters: {'classifier': 'SVC', 'svc_c': 287.39197796490083, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:30:21,837] Trial 8057 finished with value: 0.9975542814205872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 103}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:30:23,496] Trial 8058 finished with value: 0.997519352456948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 104}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:30:25,176] Trial 8059 finished with value: 0.9974991748601084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:30:26,640] Trial 8060 finished with value: 0.9973381667734017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 102}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:30:28,889] Trial 8061 finished with value: 0.9974665150299017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 106}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:30:33,619] Trial 8062 finished with value: 0.9971387443612714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 23, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:30:35,134] Trial 8063 finished with value: 0.9975303886160368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 107}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:30:36,836] Trial 8064 finished with value: 0.9974839714820307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:30:38,554] Trial 8065 finished with value: 0.9971532160853681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:30:43,039] Trial 8066 finished with value: 0.9969491615573802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 24, 'rf_n_estimators': 108}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:30:45,211] Trial 8067 finished with value: 0.9974274630264409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:30:46,909] Trial 8068 finished with value: 0.997349679255006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:30:48,499] Trial 8069 finished with value: 0.9976054370559165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 103}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:30:50,054] Trial 8070 finished with value: 0.9973617013521904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:30:51,637] Trial 8071 finished with value: 0.9974576837667207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 104}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:30:53,781] Trial 8072 finished with value: 0.9973796378401699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:31:04,935] Trial 8073 finished with value: 0.9967552899465768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 60, 'rf_n_estimators': 105}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:31:06,697] Trial 8074 finished with value: 0.9973978962774828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:31:08,508] Trial 8075 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 7.232809096437166e-08, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:31:10,150] Trial 8076 finished with value: 0.9973779326893532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:31:11,128] Trial 8077 finished with value: 0.9882108997126452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:31:13,155] Trial 8078 finished with value: 0.9969832463878944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 4, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:31:14,129] Trial 8079 finished with value: 0.9934414106149917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 102}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:31:15,339] Trial 8080 finished with value: 0.9958134797297484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 106}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:31:16,794] Trial 8081 finished with value: 0.9970392718877461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 4, 'rf_n_estimators': 108}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:31:21,316] Trial 8082 finished with value: 0.9972631183017842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 23, 'rf_n_estimators': 105}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:31:22,965] Trial 8083 finished with value: 0.9972996272736708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 5, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:31:25,247] Trial 8084 finished with value: 0.9972131223378558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:31:35,987] Trial 8085 finished with value: 0.9966883990058405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 54, 'rf_n_estimators': 106}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:31:37,691] Trial 8086 finished with value: 0.9974628895135176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:31:39,649] Trial 8087 finished with value: 0.9972617563329608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:31:41,196] Trial 8088 finished with value: 0.9973678520634445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:31:43,500] Trial 8089 finished with value: 0.9973235082717196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:31:44,801] Trial 8090 finished with value: 0.9969747431994628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 5, 'rf_n_estimators': 107}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:31:46,073] Trial 8091 finished with value: 0.9970965980705219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:31:47,948] Trial 8092 finished with value: 0.9976437694658012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:31:49,805] Trial 8093 finished with value: 0.9852053993786534 and parameters: {'classifier': 'SVC', 'svc_c': 0.00016993331306923445, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:31:55,382] Trial 8094 finished with value: 0.996741453202795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 27, 'rf_n_estimators': 101}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:31:57,866] Trial 8095 finished with value: 0.9975456336342492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:31:59,549] Trial 8096 finished with value: 0.9974301189814897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 104}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:32:10,779] Trial 8097 finished with value: 0.9965516429650588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 58, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:32:12,504] Trial 8098 finished with value: 0.9976448048198187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:32:13,650] Trial 8099 finished with value: 0.9969289486362495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:32:16,037] Trial 8100 finished with value: 0.9975533558162537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:32:17,155] Trial 8101 finished with value: 0.9959112245502805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 5, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:32:18,846] Trial 8102 finished with value: 0.997332453918319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:32:20,278] Trial 8103 finished with value: 0.9972749354038242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 105}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:32:21,467] Trial 8104 finished with value: 0.9966093220098898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 4, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:32:22,440] Trial 8105 finished with value: 0.9953519299725812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 1, 'rf_n_estimators': 107}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:32:29,654] Trial 8106 finished with value: 0.9957640216598757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 50, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:32:30,573] Trial 8107 finished with value: 0.989540735205864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:32:34,623] Trial 8108 finished with value: 0.9972936070369545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 108}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:32:36,372] Trial 8109 finished with value: 0.9975796418811926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:32:40,423] Trial 8110 finished with value: 0.9971235199726989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 21, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:32:42,796] Trial 8111 finished with value: 0.997434803274467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:32:44,602] Trial 8112 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.3899896314906354e-06, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:32:46,218] Trial 8113 finished with value: 0.9975143029558695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:32:54,454] Trial 8114 finished with value: 0.9959166417032789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 37, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:32:56,021] Trial 8115 finished with value: 0.9973255173447383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 5, 'rf_n_estimators': 108}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:32:57,575] Trial 8116 finished with value: 0.9974902390522601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 106}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:32:59,938] Trial 8117 finished with value: 0.9976233950621974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:33:01,741] Trial 8118 finished with value: 0.9976280748801297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 101}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:33:02,979] Trial 8119 finished with value: 0.9960727149579668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 103}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:33:04,096] Trial 8120 finished with value: 0.9968460019959305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 108}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:33:05,343] Trial 8121 finished with value: 0.9971158651067963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:33:17,126] Trial 8122 finished with value: 0.996844455217272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 54, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:33:18,692] Trial 8123 finished with value: 0.9928768265341578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:33:20,752] Trial 8124 finished with value: 0.9971589200220987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:33:22,596] Trial 8125 finished with value: 0.9972866743671362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:33:23,543] Trial 8126 finished with value: 0.9954826715212075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 2, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:33:25,624] Trial 8127 finished with value: 0.997396206900406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:33:30,655] Trial 8128 finished with value: 0.9970058347961857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 23, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:33:41,817] Trial 8129 finished with value: 0.9962003629175383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 53, 'rf_n_estimators': 105}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:33:43,391] Trial 8130 finished with value: 0.9974895594167096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:33:50,355] Trial 8131 finished with value: 0.9964190647119892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 43, 'rf_n_estimators': 108}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:33:51,321] Trial 8132 finished with value: 0.9899128711210446 and parameters: {'classifier': 'SVC', 'svc_c': 10.573225972003891, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:33:57,289] Trial 8133 finished with value: 0.9970932395334153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 30, 'rf_n_estimators': 105}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:33:58,796] Trial 8134 finished with value: 0.9888863775338624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:34:00,921] Trial 8135 finished with value: 0.997423886576862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:34:02,718] Trial 8136 finished with value: 0.9974166536029632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:34:04,065] Trial 8137 finished with value: 0.9960878705070177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:34:05,233] Trial 8138 finished with value: 0.9966514251370852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 3, 'rf_n_estimators': 108}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:34:07,923] Trial 8139 finished with value: 0.9972182211279046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:34:09,485] Trial 8140 finished with value: 0.9974552176360966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 106}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:34:10,518] Trial 8141 finished with value: 0.9971503999173623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 1, 'rf_n_estimators': 101}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:34:15,012] Trial 8142 finished with value: 0.9968753524193114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 23, 'rf_n_estimators': 101}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:34:17,843] Trial 8143 finished with value: 0.9965923434671714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 20, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:34:19,786] Trial 8144 finished with value: 0.9971260536415903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:34:21,274] Trial 8145 finished with value: 0.9917970018367784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 4, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:34:22,974] Trial 8146 finished with value: 0.9970650152344672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:34:25,095] Trial 8147 finished with value: 0.9974683850908858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:34:27,053] Trial 8148 finished with value: 0.9972551870621832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:34:34,767] Trial 8149 finished with value: 0.9928488433163549 and parameters: {'classifier': 'SVC', 'svc_c': 3464330.5147115667, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:34:43,287] Trial 8150 finished with value: 0.9968179600947367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 39, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:34:44,983] Trial 8151 finished with value: 0.9975458803647418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:34:47,208] Trial 8152 finished with value: 0.9975056235903135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:34:49,022] Trial 8153 finished with value: 0.9974189293696183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:34:59,116] Trial 8154 finished with value: 0.9966407491080324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 53, 'rf_n_estimators': 108}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:35:00,678] Trial 8155 finished with value: 0.9973990818787543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:35:03,377] Trial 8156 finished with value: 0.9967625091144859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:35:05,609] Trial 8157 finished with value: 0.997493233111237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:35:15,411] Trial 8158 finished with value: 0.9957280759723708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 48, 'rf_n_estimators': 104}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:35:16,472] Trial 8159 finished with value: 0.9965871271833892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 1, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:35:18,358] Trial 8160 finished with value: 0.9976312145843641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:35:20,817] Trial 8161 finished with value: 0.997500338117893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:35:22,195] Trial 8162 finished with value: 0.9956425789372831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:35:23,164] Trial 8163 finished with value: 0.9947323094720438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 2, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:35:24,557] Trial 8164 finished with value: 0.9974746816378245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 105}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:35:26,052] Trial 8165 finished with value: 0.996524381372058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:35:28,492] Trial 8166 finished with value: 0.9971983096216812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:35:30,540] Trial 8167 finished with value: 0.9973188331192596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:35:32,081] Trial 8168 finished with value: 0.9866195112987765 and parameters: {'classifier': 'SVC', 'svc_c': 9638535.406734979, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:35:33,767] Trial 8169 finished with value: 0.9972665414890081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:35:37,728] Trial 8170 finished with value: 0.9971523598601003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 108}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:35:42,279] Trial 8171 finished with value: 0.9970660357034061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 20, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:35:44,109] Trial 8172 finished with value: 0.9954693939358794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:35:45,476] Trial 8173 finished with value: 0.9974770210389843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 104}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:35:51,186] Trial 8174 finished with value: 0.9970091907625216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 26, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:35:53,189] Trial 8175 finished with value: 0.9974191499480751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:35:55,339] Trial 8176 finished with value: 0.9975186387983607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:35:56,706] Trial 8177 finished with value: 0.995452969790929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:36:03,079] Trial 8178 finished with value: 0.9948251225708719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 57, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:36:08,231] Trial 8179 finished with value: 0.9969471294109029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 30, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:36:10,559] Trial 8180 finished with value: 0.9977323705317153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:36:12,381] Trial 8181 finished with value: 0.9974215477787225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:36:13,630] Trial 8182 finished with value: 0.9970677870328782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:36:15,109] Trial 8183 finished with value: 0.9883424370893014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:36:16,459] Trial 8184 finished with value: 0.99735403461631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 102}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:36:21,420] Trial 8185 finished with value: 0.9957100862599204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 42, 'rf_n_estimators': 106}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:36:23,594] Trial 8186 finished with value: 0.9969051629788749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:36:27,842] Trial 8187 finished with value: 0.9966403429897684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 19, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:36:29,449] Trial 8188 finished with value: 0.9974692842575422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:37:36,294] Trial 8189 finished with value: 0.9901758597376764 and parameters: {'classifier': 'SVC', 'svc_c': 228009704.09235597, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:37:38,569] Trial 8190 finished with value: 0.9973258183153147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:37:39,630] Trial 8191 finished with value: 0.9971850737717013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 1, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:37:47,554] Trial 8192 finished with value: 0.9968740029234858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 39, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:37:48,702] Trial 8193 finished with value: 0.9939231912252073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:37:50,990] Trial 8194 finished with value: 0.997242520304622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:37:56,612] Trial 8195 finished with value: 0.9961060569944943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 40, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:37:58,807] Trial 8196 finished with value: 0.9975919206110969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:38:00,373] Trial 8197 finished with value: 0.9955274627856899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 17, 'rf_n_estimators': 33}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:38:02,002] Trial 8198 finished with value: 0.9975018663933515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 104}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:38:03,977] Trial 8199 finished with value: 0.9971339460657304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:38:06,093] Trial 8200 finished with value: 0.9966318697301836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:38:08,448] Trial 8201 finished with value: 0.9977588202690431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:38:10,619] Trial 8202 finished with value: 0.9975845032399556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:38:12,630] Trial 8203 finished with value: 0.997436807459848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:38:14,691] Trial 8204 finished with value: 0.9975132791227125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:38:17,386] Trial 8205 finished with value: 0.9973322246754135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:38:19,535] Trial 8206 finished with value: 0.9973029588970318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:38:21,487] Trial 8207 finished with value: 0.9853927058446069 and parameters: {'classifier': 'SVC', 'svc_c': 0.05936600919242622, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:38:23,728] Trial 8208 finished with value: 0.9976143893674768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:38:25,589] Trial 8209 finished with value: 0.9974032635702289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:38:27,754] Trial 8210 finished with value: 0.9973529915817192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:38:30,579] Trial 8211 finished with value: 0.9976556789568901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:38:32,466] Trial 8212 finished with value: 0.9973361899460972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:38:34,659] Trial 8213 finished with value: 0.9976405064280583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:38:36,904] Trial 8214 finished with value: 0.9975497117331938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:38:41,428] Trial 8215 finished with value: 0.9972268182922802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 23, 'rf_n_estimators': 102}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:38:44,178] Trial 8216 finished with value: 0.9974234079374794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:38:46,287] Trial 8217 finished with value: 0.9976187923039044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:38:48,248] Trial 8218 finished with value: 0.9974496856870864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:39:00,313] Trial 8219 finished with value: 0.9967566784165528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 61, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:39:02,170] Trial 8220 finished with value: 0.9975343207523452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:39:04,806] Trial 8221 finished with value: 0.9975836759596596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:39:07,194] Trial 8222 finished with value: 0.997284454173557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:39:09,329] Trial 8223 finished with value: 0.9974315046267921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:39:11,218] Trial 8224 finished with value: 0.9850751171092859 and parameters: {'classifier': 'SVC', 'svc_c': 2.6037086475778433e-10, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:39:13,466] Trial 8225 finished with value: 0.9973982226383852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:39:15,369] Trial 8226 finished with value: 0.9975635006479492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:39:18,209] Trial 8227 finished with value: 0.9974026540119779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:39:20,214] Trial 8228 finished with value: 0.9973051363079118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:39:22,287] Trial 8229 finished with value: 0.9975642817178519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:39:24,469] Trial 8230 finished with value: 0.997489327698247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:39:26,532] Trial 8231 finished with value: 0.9975798158049255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:39:28,320] Trial 8232 finished with value: 0.9972814506249456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:39:31,114] Trial 8233 finished with value: 0.997386721074621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:39:33,026] Trial 8234 finished with value: 0.9974720945222971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:39:35,127] Trial 8235 finished with value: 0.9977040794879478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:39:37,480] Trial 8236 finished with value: 0.9975476219189385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:39:39,369] Trial 8237 finished with value: 0.9975138548166159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:39:41,764] Trial 8238 finished with value: 0.9973144649041029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:39:44,131] Trial 8239 finished with value: 0.9974369260961461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:39:51,460] Trial 8240 finished with value: 0.9968905444986941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 36, 'rf_n_estimators': 106}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:39:53,663] Trial 8241 finished with value: 0.9973083577055198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:39:59,025] Trial 8242 finished with value: 0.9969672666688622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 29, 'rf_n_estimators': 100}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:40:00,884] Trial 8243 finished with value: 0.9852047440543398 and parameters: {'classifier': 'SVC', 'svc_c': 2.526021606547775e-07, 'svc_kernel': 'sigmoid'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:40:03,332] Trial 8244 finished with value: 0.9977053256451467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:40:05,562] Trial 8245 finished with value: 0.9975254852045464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:40:06,541] Trial 8246 finished with value: 0.9970227219337303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 44}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:40:08,872] Trial 8247 finished with value: 0.9974652316758753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:40:10,022] Trial 8248 finished with value: 0.9968873471266818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 113}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:40:12,404] Trial 8249 finished with value: 0.9974960656877409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:40:13,934] Trial 8250 finished with value: 0.9971828231732068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:40:16,238] Trial 8251 finished with value: 0.9974281914431553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:40:18,420] Trial 8252 finished with value: 0.9974278474994521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:40:20,585] Trial 8253 finished with value: 0.997800547587676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:40:23,146] Trial 8254 finished with value: 0.9974945436963883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:40:25,241] Trial 8255 finished with value: 0.9974108000537368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:40:27,275] Trial 8256 finished with value: 0.9975244445502985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:40:29,240] Trial 8257 finished with value: 0.9973163607045298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:40:31,313] Trial 8258 finished with value: 0.9976032645326743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:40:33,417] Trial 8259 finished with value: 0.9974249813759801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:40:35,977] Trial 8260 finished with value: 0.9974390326362786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:40:38,090] Trial 8261 finished with value: 0.9975069836866003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:40:40,012] Trial 8262 finished with value: 0.9853682883489704 and parameters: {'classifier': 'SVC', 'svc_c': 0.005488898963525124, 'svc_kernel': 'rbf'}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:40:41,969] Trial 8263 finished with value: 0.9975204657275284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:40:44,264] Trial 8264 finished with value: 0.9974761161912422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:40:46,476] Trial 8265 finished with value: 0.9976789637266089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 3218 with value: 0.9978308573527861.
[I 2023-09-09 20:40:49,033] Trial 8266 finished with value: 0.997867497275279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:40:51,223] Trial 8267 finished with value: 0.9974845885939035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:40:53,400] Trial 8268 finished with value: 0.9975331290891333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:40:55,494] Trial 8269 finished with value: 0.9976023199808101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:40:57,550] Trial 8270 finished with value: 0.997253356451418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:41:00,279] Trial 8271 finished with value: 0.9975037826964667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:41:02,232] Trial 8272 finished with value: 0.9972051121978168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 100}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:41:04,340] Trial 8273 finished with value: 0.9973221242767885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:41:06,405] Trial 8274 finished with value: 0.9974578805417469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:41:08,581] Trial 8275 finished with value: 0.9974704661137407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:41:11,118] Trial 8276 finished with value: 0.9973479760084635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:41:13,233] Trial 8277 finished with value: 0.9974337916604042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 100}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:41:15,307] Trial 8278 finished with value: 0.997584226707568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:41:17,579] Trial 8279 finished with value: 0.9975886520192202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:41:19,572] Trial 8280 finished with value: 0.9975320984323259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 100}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:41:21,719] Trial 8281 finished with value: 0.9975430266190536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:41:23,318] Trial 8282 finished with value: 0.9901968715654141 and parameters: {'classifier': 'SVC', 'svc_c': 13635.09116864965, 'svc_kernel': 'sigmoid'}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:41:25,480] Trial 8283 finished with value: 0.9975532866910912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:41:27,727] Trial 8284 finished with value: 0.9976805735050137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:41:29,753] Trial 8285 finished with value: 0.9970977349858433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:41:31,855] Trial 8286 finished with value: 0.9975292962607375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 100}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:41:34,543] Trial 8287 finished with value: 0.9975836108017355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:41:36,756] Trial 8288 finished with value: 0.9974893413455472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:41:38,970] Trial 8289 finished with value: 0.9973807267360373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:41:41,033] Trial 8290 finished with value: 0.9973894399976784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:41:43,041] Trial 8291 finished with value: 0.9973552529076263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:41:45,260] Trial 8292 finished with value: 0.9976306497448247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:41:47,820] Trial 8293 finished with value: 0.9975521135310795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:41:49,953] Trial 8294 finished with value: 0.9975522581924617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:41:52,216] Trial 8295 finished with value: 0.9971425449439529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:41:54,433] Trial 8296 finished with value: 0.9974580734130107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:41:56,521] Trial 8297 finished with value: 0.9975806049997327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:41:59,234] Trial 8298 finished with value: 0.9973019378885484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:42:01,219] Trial 8299 finished with value: 0.9971528221544607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:42:03,094] Trial 8300 finished with value: 0.9850765916524669 and parameters: {'classifier': 'SVC', 'svc_c': 7.856859591619568e-10, 'svc_kernel': 'rbf'}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:42:09,684] Trial 8301 finished with value: 0.9970751947874336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 34, 'rf_n_estimators': 102}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:42:11,631] Trial 8302 finished with value: 0.9973147642560461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:42:13,878] Trial 8303 finished with value: 0.9972182597846758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:42:16,622] Trial 8304 finished with value: 0.997383372376266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:42:18,495] Trial 8305 finished with value: 0.9974751544691701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:42:20,460] Trial 8306 finished with value: 0.997616511110067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:42:22,704] Trial 8307 finished with value: 0.9974621951198399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:42:24,734] Trial 8308 finished with value: 0.9972839492551872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:42:27,274] Trial 8309 finished with value: 0.9974520848507259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:42:29,297] Trial 8310 finished with value: 0.9973638042742015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:42:31,541] Trial 8311 finished with value: 0.9973506196174663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:42:33,719] Trial 8312 finished with value: 0.997368922360898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:42:35,595] Trial 8313 finished with value: 0.9971457339688956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:42:38,203] Trial 8314 finished with value: 0.9974050894520454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:42:40,405] Trial 8315 finished with value: 0.997771207479115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:42:42,465] Trial 8316 finished with value: 0.9974942378381738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:42:44,477] Trial 8317 finished with value: 0.9971642388827978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:42:46,411] Trial 8318 finished with value: 0.9975034831223578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 99}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:42:48,508] Trial 8319 finished with value: 0.9974555944920098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:42:50,923] Trial 8320 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 1.10041245991972e-08, 'svc_kernel': 'sigmoid'}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:42:52,767] Trial 8321 finished with value: 0.997503676882283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 102}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:42:54,954] Trial 8322 finished with value: 0.9973935394879727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:42:56,862] Trial 8323 finished with value: 0.9974157516433707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 100}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:42:58,656] Trial 8324 finished with value: 0.997393766096632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 99}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:43:01,397] Trial 8325 finished with value: 0.9975788148865377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:43:03,445] Trial 8326 finished with value: 0.9974398208472106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:43:05,230] Trial 8327 finished with value: 0.997491066110391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 102}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:43:07,449] Trial 8328 finished with value: 0.9975491443863599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 99}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:43:09,714] Trial 8329 finished with value: 0.997541717652536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:43:11,577] Trial 8330 finished with value: 0.9975795606321496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 102}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:43:14,136] Trial 8331 finished with value: 0.9975766945404153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:43:16,106] Trial 8332 finished with value: 0.9974315675630625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:43:18,346] Trial 8333 finished with value: 0.9975547563466346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:43:20,172] Trial 8334 finished with value: 0.997619355969141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:43:22,079] Trial 8335 finished with value: 0.9975956477205227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:43:24,728] Trial 8336 finished with value: 0.9976635083812839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:43:26,698] Trial 8337 finished with value: 0.9974416044541347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:43:28,567] Trial 8338 finished with value: 0.9976400385160886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 103}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:43:30,378] Trial 8339 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.721382440199711e-08, 'svc_kernel': 'rbf'}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:43:32,541] Trial 8340 finished with value: 0.9975178555385421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:43:34,589] Trial 8341 finished with value: 0.9975163119654124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:43:37,379] Trial 8342 finished with value: 0.9977247489271396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:43:39,372] Trial 8343 finished with value: 0.9974651983193347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:43:41,542] Trial 8344 finished with value: 0.997534005182331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:43:43,406] Trial 8345 finished with value: 0.9970590226732061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:43:45,258] Trial 8346 finished with value: 0.9973165624624077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 101}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:43:57,757] Trial 8347 finished with value: 0.9960273046455993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 72, 'rf_n_estimators': 99}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:44:00,020] Trial 8348 finished with value: 0.9973688097865403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:44:02,054] Trial 8349 finished with value: 0.9973240328041163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:44:04,257] Trial 8350 finished with value: 0.9974414030771118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:44:06,342] Trial 8351 finished with value: 0.9976657485380068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:44:08,672] Trial 8352 finished with value: 0.9974172658906739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 100}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:44:10,928] Trial 8353 finished with value: 0.9974467235881823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:44:12,920] Trial 8354 finished with value: 0.997470035874667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:44:21,669] Trial 8355 finished with value: 0.9966504398972237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 48, 'rf_n_estimators': 98}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:44:28,593] Trial 8356 finished with value: 0.9970107807999478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 36, 'rf_n_estimators': 105}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:44:30,462] Trial 8357 finished with value: 0.99756873940217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:44:33,070] Trial 8358 finished with value: 0.9974888509948768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:44:35,274] Trial 8359 finished with value: 0.9976165335487677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:44:36,928] Trial 8360 finished with value: 0.9858333349570447 and parameters: {'classifier': 'SVC', 'svc_c': 0.49372116313172604, 'svc_kernel': 'sigmoid'}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:44:38,763] Trial 8361 finished with value: 0.9973327843416738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 101}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:44:40,914] Trial 8362 finished with value: 0.9972889857119857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:44:43,751] Trial 8363 finished with value: 0.9976147228376706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:44:45,813] Trial 8364 finished with value: 0.997376156636051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:44:47,728] Trial 8365 finished with value: 0.9974499447636251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 103}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:44:49,796] Trial 8366 finished with value: 0.9976812917021219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:44:51,945] Trial 8367 finished with value: 0.9973832789716045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 100}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:44:54,065] Trial 8368 finished with value: 0.9976100941177694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:44:56,467] Trial 8369 finished with value: 0.9973238615463677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 103}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:44:58,699] Trial 8370 finished with value: 0.9974977209148292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:45:00,588] Trial 8371 finished with value: 0.9975575119904508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:45:02,767] Trial 8372 finished with value: 0.9974515356262371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:45:04,770] Trial 8373 finished with value: 0.9973888448166995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:45:07,341] Trial 8374 finished with value: 0.9973053679628983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:45:09,325] Trial 8375 finished with value: 0.9975319787804149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:45:11,183] Trial 8376 finished with value: 0.9852285071143244 and parameters: {'classifier': 'SVC', 'svc_c': 0.000687965272361089, 'svc_kernel': 'rbf'}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:45:21,560] Trial 8377 finished with value: 0.9966964914740116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 51, 'rf_n_estimators': 108}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:45:23,898] Trial 8378 finished with value: 0.9972714219857292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:45:26,045] Trial 8379 finished with value: 0.9973633008475131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:45:28,446] Trial 8380 finished with value: 0.9974466563990322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:45:30,660] Trial 8381 finished with value: 0.9974546458459553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:45:32,766] Trial 8382 finished with value: 0.9974857580088422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:45:34,519] Trial 8383 finished with value: 0.9975057513036533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 99}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:45:36,627] Trial 8384 finished with value: 0.9975649630355118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:45:39,272] Trial 8385 finished with value: 0.9974695075019834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:45:41,059] Trial 8386 finished with value: 0.9974031476316528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:45:50,183] Trial 8387 finished with value: 0.9968014211220368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 46, 'rf_n_estimators': 104}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:46:04,546] Trial 8388 finished with value: 0.996183563122715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 72, 'rf_n_estimators': 108}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:46:06,795] Trial 8389 finished with value: 0.9974363618596271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:46:09,440] Trial 8390 finished with value: 0.9975021804082079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:46:11,282] Trial 8391 finished with value: 0.9974118378833111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:46:13,221] Trial 8392 finished with value: 0.997523387233649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 99}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:46:15,430] Trial 8393 finished with value: 0.9973640773471573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:46:17,638] Trial 8394 finished with value: 0.9972543713662231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:46:19,101] Trial 8395 finished with value: 0.9867371402991937 and parameters: {'classifier': 'SVC', 'svc_c': 32497332.79163143, 'svc_kernel': 'sigmoid'}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:46:25,915] Trial 8396 finished with value: 0.9969294793892761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 34, 'rf_n_estimators': 102}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:46:27,847] Trial 8397 finished with value: 0.9975042740627501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:46:29,739] Trial 8398 finished with value: 0.997398948833446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:46:32,137] Trial 8399 finished with value: 0.9972767004123345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:46:34,262] Trial 8400 finished with value: 0.9971304244592555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:46:37,279] Trial 8401 finished with value: 0.9974314582577092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:46:39,557] Trial 8402 finished with value: 0.9973752760360705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:46:41,557] Trial 8403 finished with value: 0.9973865730807586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:46:43,620] Trial 8404 finished with value: 0.9974193213645135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:46:45,523] Trial 8405 finished with value: 0.9974492309463482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 100}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:46:57,435] Trial 8406 finished with value: 0.9966138102895505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 55, 'rf_n_estimators': 109}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:47:04,391] Trial 8407 finished with value: 0.9971629120478381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 34, 'rf_n_estimators': 109}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:47:06,766] Trial 8408 finished with value: 0.997358583896229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:47:08,572] Trial 8409 finished with value: 0.9975199782332697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:47:10,881] Trial 8410 finished with value: 0.9975428588842127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:47:13,435] Trial 8411 finished with value: 0.9976652756114478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:47:15,913] Trial 8412 finished with value: 0.9974724361491333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:47:18,092] Trial 8413 finished with value: 0.9973077528127415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:47:19,516] Trial 8414 finished with value: 0.9962921342830295 and parameters: {'classifier': 'SVC', 'svc_c': 86847.8428259059, 'svc_kernel': 'rbf'}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:47:21,310] Trial 8415 finished with value: 0.9971745061910782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 101}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:47:22,343] Trial 8416 finished with value: 0.9969460383568579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 108}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:47:32,339] Trial 8417 finished with value: 0.9970342743098842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 45, 'rf_n_estimators': 109}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:47:34,636] Trial 8418 finished with value: 0.9974410819212262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:47:35,876] Trial 8419 finished with value: 0.9952302863807723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:47:37,966] Trial 8420 finished with value: 0.9970146668210763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:47:40,306] Trial 8421 finished with value: 0.9974366109704628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:47:43,184] Trial 8422 finished with value: 0.9974203784589974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:47:45,064] Trial 8423 finished with value: 0.9974759678165248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:47:47,368] Trial 8424 finished with value: 0.9974195624139206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:47:58,803] Trial 8425 finished with value: 0.9966790691718711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 57, 'rf_n_estimators': 109}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:48:01,795] Trial 8426 finished with value: 0.9938445063828413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 45, 'rf_n_estimators': 101}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:48:04,469] Trial 8427 finished with value: 0.9975415594708051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:48:10,321] Trial 8428 finished with value: 0.9971392572458561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 32, 'rf_n_estimators': 102}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:48:12,268] Trial 8429 finished with value: 0.9975646396579725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:48:14,110] Trial 8430 finished with value: 0.9969160040767845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:48:15,290] Trial 8431 finished with value: 0.997205662913987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 105}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:48:16,711] Trial 8432 finished with value: 0.986801389820843 and parameters: {'classifier': 'SVC', 'svc_c': 663283.9732908809, 'svc_kernel': 'sigmoid'}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:48:21,556] Trial 8433 finished with value: 0.9973946309863485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 109}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:48:27,275] Trial 8434 finished with value: 0.9971351868909609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 28, 'rf_n_estimators': 105}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:48:30,550] Trial 8435 finished with value: 0.9944971334819622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 36, 'rf_n_estimators': 108}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:48:32,455] Trial 8436 finished with value: 0.9972232425091971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 100}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:48:34,548] Trial 8437 finished with value: 0.9974713546481982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:48:37,135] Trial 8438 finished with value: 0.9971423812715642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:48:38,387] Trial 8439 finished with value: 0.9962034482547374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:48:39,435] Trial 8440 finished with value: 0.9894841252841843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:48:41,493] Trial 8441 finished with value: 0.9973534590810961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:48:43,834] Trial 8442 finished with value: 0.9972018527464575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:48:45,945] Trial 8443 finished with value: 0.9967256059895263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 99}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:48:48,232] Trial 8444 finished with value: 0.9974553808958925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:48:49,362] Trial 8445 finished with value: 0.9970658442920861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 110}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:48:55,463] Trial 8446 finished with value: 0.9969986517460153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 30, 'rf_n_estimators': 109}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:48:57,426] Trial 8447 finished with value: 0.9976556725775706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:49:10,101] Trial 8448 finished with value: 0.9964015540832522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 74, 'rf_n_estimators': 103}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:49:13,127] Trial 8449 finished with value: 0.9974344329248247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:49:15,268] Trial 8450 finished with value: 0.9972622198650996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:49:16,080] Trial 8451 finished with value: 0.9950903640711276 and parameters: {'classifier': 'SVC', 'svc_c': 1612.0867997588007, 'svc_kernel': 'rbf'}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:49:26,817] Trial 8452 finished with value: 0.9962919757204439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 50, 'rf_n_estimators': 109}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:49:28,895] Trial 8453 finished with value: 0.9974435990229297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:49:31,847] Trial 8454 finished with value: 0.9975182048776897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:49:33,382] Trial 8455 finished with value: 0.9971065052170281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:49:47,196] Trial 8456 finished with value: 0.9960449084250947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 69, 'rf_n_estimators': 109}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:49:48,798] Trial 8457 finished with value: 0.9965263665464325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:49:51,139] Trial 8458 finished with value: 0.9973975433519516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:49:53,615] Trial 8459 finished with value: 0.9974602822444188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:50:04,857] Trial 8460 finished with value: 0.9956437626660182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 73, 'rf_n_estimators': 99}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:50:18,068] Trial 8461 finished with value: 0.9960743956388569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 68, 'rf_n_estimators': 110}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:50:21,717] Trial 8462 finished with value: 0.9971682918453197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 18, 'rf_n_estimators': 106}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:50:24,002] Trial 8463 finished with value: 0.9977397221419122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:50:25,868] Trial 8464 finished with value: 0.9968434417306727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:50:27,520] Trial 8465 finished with value: 0.9968661483309313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 1, 'rf_n_estimators': 110}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:50:35,388] Trial 8466 finished with value: 0.9968645685131111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 38, 'rf_n_estimators': 107}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:50:37,577] Trial 8467 finished with value: 0.9975695455450198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:50:41,698] Trial 8468 finished with value: 0.9969960844349419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 103}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:50:44,131] Trial 8469 finished with value: 0.9976140557385934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:50:46,720] Trial 8470 finished with value: 0.9975417877933115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:50:47,566] Trial 8471 finished with value: 0.9928142718485055 and parameters: {'classifier': 'SVC', 'svc_c': 603.0129140459413, 'svc_kernel': 'sigmoid'}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:50:49,912] Trial 8472 finished with value: 0.9973216760740593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:50:51,759] Trial 8473 finished with value: 0.9974474055088621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:50:57,724] Trial 8474 finished with value: 0.9971783491438665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 29, 'rf_n_estimators': 110}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:51:00,158] Trial 8475 finished with value: 0.9976425329251882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 103}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:51:06,202] Trial 8476 finished with value: 0.9967364649241398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 28, 'rf_n_estimators': 110}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:51:08,350] Trial 8477 finished with value: 0.9972203993322322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:51:10,370] Trial 8478 finished with value: 0.9974258821930078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:51:11,316] Trial 8479 finished with value: 0.9970391930825219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 3, 'rf_n_estimators': 59}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:51:13,615] Trial 8480 finished with value: 0.9977371743179142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:51:15,153] Trial 8481 finished with value: 0.9897998810283971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:51:17,600] Trial 8482 finished with value: 0.9973963241402363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:51:19,308] Trial 8483 finished with value: 0.9973384122661161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:51:32,532] Trial 8484 finished with value: 0.9966086616709869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 65, 'rf_n_estimators': 110}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:51:34,694] Trial 8485 finished with value: 0.9977349979226474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:51:47,734] Trial 8486 finished with value: 0.9964075621326122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 62, 'rf_n_estimators': 104}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:51:50,285] Trial 8487 finished with value: 0.9973119148267134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:52:03,086] Trial 8488 finished with value: 0.9967167547314636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 63, 'rf_n_estimators': 110}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:52:04,931] Trial 8489 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 6.229839348624742e-05, 'svc_kernel': 'rbf'}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:52:07,219] Trial 8490 finished with value: 0.9974737449569614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:52:09,470] Trial 8491 finished with value: 0.9970084756122525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 99}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:52:10,798] Trial 8492 finished with value: 0.9962918580045451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:52:13,015] Trial 8493 finished with value: 0.9974438654309249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:52:14,811] Trial 8494 finished with value: 0.9975107655439165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 10, 'rf_n_estimators': 69}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:52:15,941] Trial 8495 finished with value: 0.9941210694611877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:52:17,019] Trial 8496 finished with value: 0.9935677089517861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:52:26,851] Trial 8497 finished with value: 0.996711884930417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 46, 'rf_n_estimators': 105}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:52:29,196] Trial 8498 finished with value: 0.9977111407280291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:52:31,686] Trial 8499 finished with value: 0.9973212707809808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:52:36,362] Trial 8500 finished with value: 0.9972537690759532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 22, 'rf_n_estimators': 108}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:52:38,270] Trial 8501 finished with value: 0.9973891422961062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:52:39,680] Trial 8502 finished with value: 0.9913124437788041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 2, 'rf_n_estimators': 111}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:52:42,180] Trial 8503 finished with value: 0.9975163657929035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:52:43,254] Trial 8504 finished with value: 0.9972530516088169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 105}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:52:44,649] Trial 8505 finished with value: 0.9961069840587716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:52:46,834] Trial 8506 finished with value: 0.9975366225440844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:52:49,509] Trial 8507 finished with value: 0.9975835447234122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:52:51,383] Trial 8508 finished with value: 0.9852051536002978 and parameters: {'classifier': 'SVC', 'svc_c': 3.916312844372079e-06, 'svc_kernel': 'sigmoid'}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:52:53,108] Trial 8509 finished with value: 0.9963855902966494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:52:55,392] Trial 8510 finished with value: 0.9975502608307308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:52:57,527] Trial 8511 finished with value: 0.9975264786010501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:52:59,824] Trial 8512 finished with value: 0.9967115489846665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 18, 'rf_n_estimators': 56}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:53:01,406] Trial 8513 finished with value: 0.9967070223656136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 99}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:53:02,137] Trial 8514 finished with value: 0.995359580744294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 7, 'rf_n_estimators': 13}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:53:04,530] Trial 8515 finished with value: 0.997450797529461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:53:10,046] Trial 8516 finished with value: 0.9971555386336988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 26, 'rf_n_estimators': 111}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:53:12,352] Trial 8517 finished with value: 0.9974299531509233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:53:17,427] Trial 8518 finished with value: 0.9968018810043161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 26, 'rf_n_estimators': 110}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:53:19,601] Trial 8519 finished with value: 0.9977062978089903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:53:24,020] Trial 8520 finished with value: 0.9971300991139661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 21, 'rf_n_estimators': 105}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:53:26,296] Trial 8521 finished with value: 0.9975385094578972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:53:28,815] Trial 8522 finished with value: 0.9898277690324778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 49, 'rf_n_estimators': 110}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:53:31,324] Trial 8523 finished with value: 0.9974901329524354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:53:33,467] Trial 8524 finished with value: 0.9973729381265923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:53:35,753] Trial 8525 finished with value: 0.997358649815863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:53:37,555] Trial 8526 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.640646943956494e-09, 'svc_kernel': 'rbf'}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:53:44,275] Trial 8527 finished with value: 0.9970563099390409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 32, 'rf_n_estimators': 111}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:53:46,569] Trial 8528 finished with value: 0.9976718967419661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:53:49,694] Trial 8529 finished with value: 0.9964528028376022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 18, 'rf_n_estimators': 105}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:53:51,638] Trial 8530 finished with value: 0.9974639294060559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:53:54,099] Trial 8531 finished with value: 0.9973929491946315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:53:56,322] Trial 8532 finished with value: 0.9973879532354029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:53:58,658] Trial 8533 finished with value: 0.997669556166504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:54:01,086] Trial 8534 finished with value: 0.9973692011784152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:54:05,767] Trial 8535 finished with value: 0.9967297743510798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 22, 'rf_n_estimators': 104}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:54:07,915] Trial 8536 finished with value: 0.9969084353475625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:54:10,434] Trial 8537 finished with value: 0.9977820809496901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:54:12,887] Trial 8538 finished with value: 0.997283624798559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 23, 'rf_n_estimators': 50}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:54:15,682] Trial 8539 finished with value: 0.997551240770362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 99}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:54:16,345] Trial 8540 finished with value: 0.9942222371198269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 10}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:54:23,671] Trial 8541 finished with value: 0.9969017784166846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 40, 'rf_n_estimators': 108}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:54:26,085] Trial 8542 finished with value: 0.9974892367691423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:54:27,243] Trial 8543 finished with value: 0.9971934292519116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 102}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:54:28,568] Trial 8544 finished with value: 0.9871290316018312 and parameters: {'classifier': 'SVC', 'svc_c': 1.920423126211733, 'svc_kernel': 'sigmoid'}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:54:31,555] Trial 8545 finished with value: 0.9975012471867767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:54:34,041] Trial 8546 finished with value: 0.9974303976085794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:54:36,360] Trial 8547 finished with value: 0.997428929698621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:54:38,794] Trial 8548 finished with value: 0.9972945464790155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:54:41,209] Trial 8549 finished with value: 0.9973782355324663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:54:44,121] Trial 8550 finished with value: 0.9975457164701877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:54:46,485] Trial 8551 finished with value: 0.9974696236944626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:54:48,929] Trial 8552 finished with value: 0.9972336020160988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:54:51,360] Trial 8553 finished with value: 0.9975182917760804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:54:53,852] Trial 8554 finished with value: 0.9975731165039408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:55:02,082] Trial 8555 finished with value: 0.9970928581389812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 39, 'rf_n_estimators': 107}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:55:04,596] Trial 8556 finished with value: 0.9976117147505384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:55:06,829] Trial 8557 finished with value: 0.997414107492812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:55:18,371] Trial 8558 finished with value: 0.995917015194974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 53, 'rf_n_estimators': 111}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:55:23,247] Trial 8559 finished with value: 0.9972403637455475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 19, 'rf_n_estimators': 128}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:55:26,307] Trial 8560 finished with value: 0.9971644743145957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:55:28,621] Trial 8561 finished with value: 0.9974099003792736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:55:31,047] Trial 8562 finished with value: 0.9974724930552012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:55:31,901] Trial 8563 finished with value: 0.9920807848130057 and parameters: {'classifier': 'SVC', 'svc_c': 37.2523038158157, 'svc_kernel': 'rbf'}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:55:34,192] Trial 8564 finished with value: 0.996321109342179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 17, 'rf_n_estimators': 112}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:55:36,434] Trial 8565 finished with value: 0.9972845768405693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:55:38,513] Trial 8566 finished with value: 0.9943479820427285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 16, 'rf_n_estimators': 97}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:55:40,658] Trial 8567 finished with value: 0.9974945529003812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:55:45,156] Trial 8568 finished with value: 0.9965078590934976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 31, 'rf_n_estimators': 111}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:55:47,641] Trial 8569 finished with value: 0.9974614968541379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:55:49,366] Trial 8570 finished with value: 0.9973070096061621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 77}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:55:51,235] Trial 8571 finished with value: 0.9973404328599953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 112}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:55:57,135] Trial 8572 finished with value: 0.9970944066632246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 29, 'rf_n_estimators': 112}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:56:05,186] Trial 8573 finished with value: 0.9969518360791049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 43, 'rf_n_estimators': 100}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:56:07,523] Trial 8574 finished with value: 0.9971631226605923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:56:08,528] Trial 8575 finished with value: 0.9967550562921023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 104}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:56:11,462] Trial 8576 finished with value: 0.997523259932902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:56:13,701] Trial 8577 finished with value: 0.9977174033471451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:56:15,486] Trial 8578 finished with value: 0.9974013873838287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 73}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:56:17,080] Trial 8579 finished with value: 0.9976530980619925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 66}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:56:18,247] Trial 8580 finished with value: 0.9969173350694102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 112}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:56:21,272] Trial 8581 finished with value: 0.9973781047722875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:56:23,424] Trial 8582 finished with value: 0.9975506470810648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:56:24,910] Trial 8583 finished with value: 0.986732879739019 and parameters: {'classifier': 'SVC', 'svc_c': 439690757.58214456, 'svc_kernel': 'sigmoid'}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:56:30,721] Trial 8584 finished with value: 0.9970785756680267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 27, 'rf_n_estimators': 112}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:56:33,497] Trial 8585 finished with value: 0.9975270578813374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:56:35,652] Trial 8586 finished with value: 0.9976558423753756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:56:37,563] Trial 8587 finished with value: 0.9964747686433624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 30}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:56:39,286] Trial 8588 finished with value: 0.9968914396663742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:56:41,684] Trial 8589 finished with value: 0.9974179647593965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:56:42,749] Trial 8590 finished with value: 0.9966859625501598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 112}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:56:45,391] Trial 8591 finished with value: 0.9974441592922103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:56:48,348] Trial 8592 finished with value: 0.9974073277362319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:56:52,093] Trial 8593 finished with value: 0.9973267606772634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 107}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:56:53,555] Trial 8594 finished with value: 0.9956260115274183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:57:00,850] Trial 8595 finished with value: 0.9969771251928944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 34, 'rf_n_estimators': 112}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:57:02,953] Trial 8596 finished with value: 0.9952056390709476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 19, 'rf_n_estimators': 105}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:57:14,460] Trial 8597 finished with value: 0.9968333429189431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 53, 'rf_n_estimators': 109}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:57:15,772] Trial 8598 finished with value: 0.9973299108867453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 112}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:57:18,224] Trial 8599 finished with value: 0.9974747913875087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:57:20,141] Trial 8600 finished with value: 0.9853858223368072 and parameters: {'classifier': 'SVC', 'svc_c': 0.026547487445977087, 'svc_kernel': 'rbf'}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:57:22,726] Trial 8601 finished with value: 0.9974545413965021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:57:24,699] Trial 8602 finished with value: 0.9969835334572674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 100}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:57:34,905] Trial 8603 finished with value: 0.9966494864587453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 44, 'rf_n_estimators': 112}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:57:40,826] Trial 8604 finished with value: 0.9965397387424627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 39, 'rf_n_estimators': 109}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:57:43,048] Trial 8605 finished with value: 0.9974996179530345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:57:46,864] Trial 8606 finished with value: 0.9960950559692692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 30, 'rf_n_estimators': 106}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:57:57,493] Trial 8607 finished with value: 0.9963450566089783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 66, 'rf_n_estimators': 112}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:58:03,972] Trial 8608 finished with value: 0.9970025811211253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 25, 'rf_n_estimators': 128}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:58:06,395] Trial 8609 finished with value: 0.997424093698446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:58:10,031] Trial 8610 finished with value: 0.9972757217739576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 109}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:58:11,772] Trial 8611 finished with value: 0.9961028644783819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:58:12,459] Trial 8612 finished with value: 0.99600817646267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 8}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:58:15,256] Trial 8613 finished with value: 0.9973531803587928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:58:16,814] Trial 8614 finished with value: 0.9973166015000338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 61}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:58:19,357] Trial 8615 finished with value: 0.9976254517420773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 102}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:58:21,882] Trial 8616 finished with value: 0.9975983335726802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:58:26,210] Trial 8617 finished with value: 0.9972958794711294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 109}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:58:29,068] Trial 8618 finished with value: 0.9971662402752429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:58:30,035] Trial 8619 finished with value: 0.991567952532355 and parameters: {'classifier': 'SVC', 'svc_c': 7190.42943107387, 'svc_kernel': 'sigmoid'}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:58:32,685] Trial 8620 finished with value: 0.9972992749511601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:58:48,064] Trial 8621 finished with value: 0.9963338960690301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 68, 'rf_n_estimators': 113}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:58:50,397] Trial 8622 finished with value: 0.9973705313141172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:58:52,760] Trial 8623 finished with value: 0.9974117546665177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:58:59,184] Trial 8624 finished with value: 0.99721882364034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 30, 'rf_n_estimators': 104}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:59:04,964] Trial 8625 finished with value: 0.9973868094012177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 26, 'rf_n_estimators': 111}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:59:06,213] Trial 8626 finished with value: 0.9942113067749214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:59:08,563] Trial 8627 finished with value: 0.9970359541338508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:59:11,006] Trial 8628 finished with value: 0.9905657818301069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 48, 'rf_n_estimators': 107}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:59:12,741] Trial 8629 finished with value: 0.9963634256846366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 21, 'rf_n_estimators': 17}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:59:15,677] Trial 8630 finished with value: 0.9973401536298852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 17, 'rf_n_estimators': 90}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:59:17,100] Trial 8631 finished with value: 0.9911718106987216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 21, 'rf_n_estimators': 110}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:59:18,325] Trial 8632 finished with value: 0.9969510327609289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:59:20,594] Trial 8633 finished with value: 0.9973902326519175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:59:22,137] Trial 8634 finished with value: 0.9968323490463707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 99}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:59:31,001] Trial 8635 finished with value: 0.9963209947048574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 42, 'rf_n_estimators': 105}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:59:32,499] Trial 8636 finished with value: 0.9974366898391628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 54}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:59:34,681] Trial 8637 finished with value: 0.997099361934456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 20:59:45,190] Trial 8638 finished with value: 0.9956882255066338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 67, 'rf_n_estimators': 109}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:03:19,371] Trial 8639 finished with value: 0.9896084918297645 and parameters: {'classifier': 'SVC', 'svc_c': 5479251516.946294, 'svc_kernel': 'rbf'}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:03:22,054] Trial 8640 finished with value: 0.9974576575512092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:03:23,557] Trial 8641 finished with value: 0.9957737066410298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:03:25,800] Trial 8642 finished with value: 0.9973504263970856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:03:27,654] Trial 8643 finished with value: 0.9968726686618558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:03:29,972] Trial 8644 finished with value: 0.9972524610933106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:03:32,961] Trial 8645 finished with value: 0.9973112658182437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 97}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:03:35,091] Trial 8646 finished with value: 0.9973756532411007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:03:37,123] Trial 8647 finished with value: 0.9970017865943497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:03:40,972] Trial 8648 finished with value: 0.9972994353862822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 16, 'rf_n_estimators': 113}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:03:42,080] Trial 8649 finished with value: 0.9970779893736621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 110}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:03:47,937] Trial 8650 finished with value: 0.9969274668885634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 23, 'rf_n_estimators': 113}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:03:49,057] Trial 8651 finished with value: 0.9970151983358129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 2, 'rf_n_estimators': 107}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:03:51,401] Trial 8652 finished with value: 0.9973251384258609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:03:53,610] Trial 8653 finished with value: 0.9974916674167859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:03:56,232] Trial 8654 finished with value: 0.9975117453565961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:04:01,713] Trial 8655 finished with value: 0.9957347703539797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 41, 'rf_n_estimators': 108}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:04:04,342] Trial 8656 finished with value: 0.9974079507830935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:04:05,610] Trial 8657 finished with value: 0.9869855714993786 and parameters: {'classifier': 'SVC', 'svc_c': 286075.49545704015, 'svc_kernel': 'sigmoid'}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:04:07,331] Trial 8658 finished with value: 0.9962670285508697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:04:09,350] Trial 8659 finished with value: 0.9974327316142948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:04:12,321] Trial 8660 finished with value: 0.9973886801604356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:04:14,504] Trial 8661 finished with value: 0.9971514698339612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:04:16,501] Trial 8662 finished with value: 0.997537996065506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:04:19,028] Trial 8663 finished with value: 0.9974461351356397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:04:21,350] Trial 8664 finished with value: 0.9975632650574621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:04:23,312] Trial 8665 finished with value: 0.9974220895765408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:04:27,727] Trial 8666 finished with value: 0.9975091882333911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 113}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:04:30,396] Trial 8667 finished with value: 0.99723031768222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:04:35,628] Trial 8668 finished with value: 0.9966189582098802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 42, 'rf_n_estimators': 71}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:04:39,041] Trial 8669 finished with value: 0.9975192538472696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 107}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:04:41,761] Trial 8670 finished with value: 0.9972998786061601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:04:44,374] Trial 8671 finished with value: 0.9974261102616109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:04:46,974] Trial 8672 finished with value: 0.9975108353673129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:04:48,109] Trial 8673 finished with value: 0.9971998634461551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 100}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:04:49,196] Trial 8674 finished with value: 0.9964518899601695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 109}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:04:51,124] Trial 8675 finished with value: 0.9853519004804481 and parameters: {'classifier': 'SVC', 'svc_c': 0.0034331278144203643, 'svc_kernel': 'rbf'}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:04:52,973] Trial 8676 finished with value: 0.9942340673296227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:04:54,353] Trial 8677 finished with value: 0.9971538154874886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:05:03,195] Trial 8678 finished with value: 0.9964336879211183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 53, 'rf_n_estimators': 113}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:05:17,525] Trial 8679 finished with value: 0.9964491870330177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 71, 'rf_n_estimators': 111}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:05:19,646] Trial 8680 finished with value: 0.9973464287219986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:05:31,919] Trial 8681 finished with value: 0.9960271492568044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 68, 'rf_n_estimators': 105}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:05:33,673] Trial 8682 finished with value: 0.9971545316851085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:05:41,859] Trial 8683 finished with value: 0.9970685312868084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 39, 'rf_n_estimators': 114}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:05:44,618] Trial 8684 finished with value: 0.9975543712706032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:05:46,912] Trial 8685 finished with value: 0.9975520781433126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:05:50,212] Trial 8686 finished with value: 0.9972446262099965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:05:52,095] Trial 8687 finished with value: 0.9974577388637281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:05:55,164] Trial 8688 finished with value: 0.9972100624544588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 16, 'rf_n_estimators': 102}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:05:57,300] Trial 8689 finished with value: 0.9974237680040395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:05:59,015] Trial 8690 finished with value: 0.9962331047584979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:06:02,270] Trial 8691 finished with value: 0.9972885856556619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:06:05,800] Trial 8692 finished with value: 0.9962053741427006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 26, 'rf_n_estimators': 114}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:06:08,547] Trial 8693 finished with value: 0.9971250592929491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:06:09,421] Trial 8694 finished with value: 0.9916543653965006 and parameters: {'classifier': 'SVC', 'svc_c': 67.93496340975612, 'svc_kernel': 'sigmoid'}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:06:12,059] Trial 8695 finished with value: 0.9952188372797691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 25, 'rf_n_estimators': 114}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:06:14,185] Trial 8696 finished with value: 0.9970589729399052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:06:17,068] Trial 8697 finished with value: 0.9973951403162875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:06:19,612] Trial 8698 finished with value: 0.9974490128117103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:06:20,601] Trial 8699 finished with value: 0.9969844842614995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 36}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:06:21,726] Trial 8700 finished with value: 0.9970450560896448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 41}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:06:25,163] Trial 8701 finished with value: 0.9962942385697707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 15, 'rf_n_estimators': 105}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:06:28,411] Trial 8702 finished with value: 0.9970136081079591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:06:30,561] Trial 8703 finished with value: 0.9973935934106773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:06:32,665] Trial 8704 finished with value: 0.9970176165739346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:06:35,263] Trial 8705 finished with value: 0.9972810520603036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:06:36,119] Trial 8706 finished with value: 0.9887652287360309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 89}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:06:42,273] Trial 8707 finished with value: 0.9972039252318151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 25, 'rf_n_estimators': 126}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:06:46,971] Trial 8708 finished with value: 0.997100850886647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 114}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:06:49,074] Trial 8709 finished with value: 0.9974635976179712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 97}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:06:52,151] Trial 8710 finished with value: 0.9970698172116054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 82}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:06:53,250] Trial 8711 finished with value: 0.9971973235248962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 46}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:06:56,371] Trial 8712 finished with value: 0.9972190015313114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 102}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:07:03,758] Trial 8713 finished with value: 0.9926426291189774 and parameters: {'classifier': 'SVC', 'svc_c': 2307356.9189879308, 'svc_kernel': 'rbf'}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:07:06,973] Trial 8714 finished with value: 0.9958528138197306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 66, 'rf_n_estimators': 21}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:07:09,329] Trial 8715 finished with value: 0.9974427098219761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:07:11,483] Trial 8716 finished with value: 0.9974621072058364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:07:14,651] Trial 8717 finished with value: 0.9973663998002745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 16, 'rf_n_estimators': 109}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:07:18,068] Trial 8718 finished with value: 0.9974851787285551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:07:19,033] Trial 8719 finished with value: 0.9936441934050272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 2, 'rf_n_estimators': 113}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:07:21,474] Trial 8720 finished with value: 0.9975319014986103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:07:26,608] Trial 8721 finished with value: 0.991638951342193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 63, 'rf_n_estimators': 108}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:07:36,751] Trial 8722 finished with value: 0.9968433658453361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 43, 'rf_n_estimators': 126}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:07:39,513] Trial 8723 finished with value: 0.9975425201137883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:07:41,747] Trial 8724 finished with value: 0.9971516343632736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:07:42,781] Trial 8725 finished with value: 0.9968838585276304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 105}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:07:48,160] Trial 8726 finished with value: 0.997127828393638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 24, 'rf_n_estimators': 111}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:07:53,922] Trial 8727 finished with value: 0.9970706509346967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 28, 'rf_n_estimators': 107}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:07:56,861] Trial 8728 finished with value: 0.9975436931468485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:07:58,976] Trial 8729 finished with value: 0.9976535302053406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:08:02,809] Trial 8730 finished with value: 0.9973300233976271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 109}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:08:05,308] Trial 8731 finished with value: 0.9972866347899654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:08:06,832] Trial 8732 finished with value: 0.9861232133253534 and parameters: {'classifier': 'SVC', 'svc_c': 0.7115964652570639, 'svc_kernel': 'sigmoid'}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:08:09,609] Trial 8733 finished with value: 0.9973729565028409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:08:11,950] Trial 8734 finished with value: 0.9975159817959609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 100}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:08:18,245] Trial 8735 finished with value: 0.9973150932829329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 29, 'rf_n_estimators': 113}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:08:20,654] Trial 8736 finished with value: 0.9973516265343187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:08:22,729] Trial 8737 finished with value: 0.9971091691382918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:08:24,984] Trial 8738 finished with value: 0.9966667444854768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:08:26,277] Trial 8739 finished with value: 0.9938015607094163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:08:28,839] Trial 8740 finished with value: 0.9974836546107625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:08:36,557] Trial 8741 finished with value: 0.996974338414191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 38, 'rf_n_estimators': 106}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:08:39,116] Trial 8742 finished with value: 0.9976269332041222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:08:51,390] Trial 8743 finished with value: 0.9961752954930327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 53, 'rf_n_estimators': 114}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:08:53,763] Trial 8744 finished with value: 0.9973727607116896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:08:55,291] Trial 8745 finished with value: 0.9963187205568355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 15, 'rf_n_estimators': 58}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:08:56,669] Trial 8746 finished with value: 0.9975510492320904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 63}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:09:03,997] Trial 8747 finished with value: 0.9968631984193835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 38, 'rf_n_estimators': 111}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:09:11,022] Trial 8748 finished with value: 0.9962611659246017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 31, 'rf_n_estimators': 103}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:09:13,170] Trial 8749 finished with value: 0.9976179213205096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:09:14,307] Trial 8750 finished with value: 0.9964316902420084 and parameters: {'classifier': 'SVC', 'svc_c': 34020.739175087365, 'svc_kernel': 'rbf'}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:09:19,922] Trial 8751 finished with value: 0.9970003499144924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 25, 'rf_n_estimators': 112}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:09:22,777] Trial 8752 finished with value: 0.997427148535516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:09:24,967] Trial 8753 finished with value: 0.9974972941351874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:09:28,312] Trial 8754 finished with value: 0.9976077839472225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:09:31,165] Trial 8755 finished with value: 0.9975250885759168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:09:33,569] Trial 8756 finished with value: 0.9973090249632867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:09:35,370] Trial 8757 finished with value: 0.9970516550988417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:09:37,273] Trial 8758 finished with value: 0.9974548484290189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:09:41,286] Trial 8759 finished with value: 0.9973426935828821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:09:44,203] Trial 8760 finished with value: 0.997264633755128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:09:46,691] Trial 8761 finished with value: 0.9969267787789917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:09:54,687] Trial 8762 finished with value: 0.9965343059744137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 45, 'rf_n_estimators': 102}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:09:56,788] Trial 8763 finished with value: 0.9976234843726689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:09:59,976] Trial 8764 finished with value: 0.9975169340283987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:10:02,007] Trial 8765 finished with value: 0.9974680182006752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:10:04,462] Trial 8766 finished with value: 0.9974845609819241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:10:06,841] Trial 8767 finished with value: 0.9970675786735157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:10:09,632] Trial 8768 finished with value: 0.9974925752161532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:10:12,506] Trial 8769 finished with value: 0.9973819076718363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:10:15,719] Trial 8770 finished with value: 0.9973043372426154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:10:17,634] Trial 8771 finished with value: 0.9852070376894368 and parameters: {'classifier': 'SVC', 'svc_c': 0.000297301703643672, 'svc_kernel': 'sigmoid'}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:10:20,033] Trial 8772 finished with value: 0.9974493540576913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:10:22,834] Trial 8773 finished with value: 0.9970133972730397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:10:24,867] Trial 8774 finished with value: 0.9972044039346736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:10:27,259] Trial 8775 finished with value: 0.9975947339226909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 78}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:10:29,161] Trial 8776 finished with value: 0.996744411588364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:10:31,663] Trial 8777 finished with value: 0.9970506612897451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 11, 'rf_n_estimators': 98}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:10:34,998] Trial 8778 finished with value: 0.9972410000588542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:10:35,740] Trial 8779 finished with value: 0.986052711912001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 1, 'rf_n_estimators': 106}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:10:41,637] Trial 8780 finished with value: 0.9967486888744158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 30, 'rf_n_estimators': 126}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:10:45,276] Trial 8781 finished with value: 0.9956303987853196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 33, 'rf_n_estimators': 109}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:10:46,372] Trial 8782 finished with value: 0.9936989691612966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:10:48,818] Trial 8783 finished with value: 0.9975431381777985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:10:51,012] Trial 8784 finished with value: 0.9974845597758835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:10:54,788] Trial 8785 finished with value: 0.9957367680330896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 68, 'rf_n_estimators': 26}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:10:59,429] Trial 8786 finished with value: 0.9971982769316364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 109}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:11:01,275] Trial 8787 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.0308369409562234e-05, 'svc_kernel': 'rbf'}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:11:05,116] Trial 8788 finished with value: 0.9969446388738278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 101}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:11:11,267] Trial 8789 finished with value: 0.9972648522071452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 25, 'rf_n_estimators': 126}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:11:14,666] Trial 8790 finished with value: 0.9971525216599527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:11:20,387] Trial 8791 finished with value: 0.997093390954972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 28, 'rf_n_estimators': 111}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:11:23,154] Trial 8792 finished with value: 0.9975390288170152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:11:25,754] Trial 8793 finished with value: 0.9973925302542529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:11:29,999] Trial 8794 finished with value: 0.9971945868920864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 112}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:11:32,606] Trial 8795 finished with value: 0.9975891512247669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:11:35,457] Trial 8796 finished with value: 0.9975998865402308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:11:46,242] Trial 8797 finished with value: 0.9963573938318461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 61, 'rf_n_estimators': 114}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:11:55,474] Trial 8798 finished with value: 0.9967320616703333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 46, 'rf_n_estimators': 107}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:11:56,650] Trial 8799 finished with value: 0.9970775481215345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 111}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:11:59,753] Trial 8800 finished with value: 0.9973897229728615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:12:02,512] Trial 8801 finished with value: 0.9970494728955378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 103}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:12:07,969] Trial 8802 finished with value: 0.9958775093076987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 43, 'rf_n_estimators': 115}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:12:10,206] Trial 8803 finished with value: 0.9956896318767896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:12:11,172] Trial 8804 finished with value: 0.9887916756804227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:12:14,860] Trial 8805 finished with value: 0.997474840644741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 105}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:12:16,907] Trial 8806 finished with value: 0.9866068935762825 and parameters: {'classifier': 'SVC', 'svc_c': 1395540782.6095395, 'svc_kernel': 'sigmoid'}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:12:19,282] Trial 8807 finished with value: 0.9975001031939019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:12:31,934] Trial 8808 finished with value: 0.9957424187453494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 56, 'rf_n_estimators': 114}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:12:34,779] Trial 8809 finished with value: 0.9976215520419106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:12:37,215] Trial 8810 finished with value: 0.9971575242206661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:12:37,820] Trial 8811 finished with value: 0.9897645148116069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 5}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:12:41,277] Trial 8812 finished with value: 0.9972551377732127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 110}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:12:43,803] Trial 8813 finished with value: 0.9965444387774421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 13, 'rf_n_estimators': 86}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:12:46,116] Trial 8814 finished with value: 0.9974387283332219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:12:49,311] Trial 8815 finished with value: 0.9974659613938437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:12:51,891] Trial 8816 finished with value: 0.9974899743581117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:12:54,024] Trial 8817 finished with value: 0.9975087403163029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:12:59,161] Trial 8818 finished with value: 0.9968485634037528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 23, 'rf_n_estimators': 112}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:13:00,335] Trial 8819 finished with value: 0.9971735633213233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 106}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:13:03,286] Trial 8820 finished with value: 0.9975983112291935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:13:06,245] Trial 8821 finished with value: 0.9974241731384285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:13:07,752] Trial 8822 finished with value: 0.9970148438868622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 99}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:13:10,412] Trial 8823 finished with value: 0.9972943329146361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:13:12,604] Trial 8824 finished with value: 0.9972097212084775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:13:14,336] Trial 8825 finished with value: 0.9855759025689221 and parameters: {'classifier': 'SVC', 'svc_c': 0.19801478099858308, 'svc_kernel': 'rbf'}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:13:17,555] Trial 8826 finished with value: 0.9973851319258563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:13:18,642] Trial 8827 finished with value: 0.9968834262890688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 112}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:13:20,362] Trial 8828 finished with value: 0.9973662648824297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:13:22,594] Trial 8829 finished with value: 0.9968866446080998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:13:24,638] Trial 8830 finished with value: 0.9973617770470998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:13:28,217] Trial 8831 finished with value: 0.9971069331074968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:13:30,408] Trial 8832 finished with value: 0.997575961331277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:13:32,178] Trial 8833 finished with value: 0.9974199525362794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 68}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:13:34,792] Trial 8834 finished with value: 0.9974865862412755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:13:36,313] Trial 8835 finished with value: 0.9954456642006978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:13:40,511] Trial 8836 finished with value: 0.9973158669261654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:13:44,522] Trial 8837 finished with value: 0.9973156572020727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 105}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:13:46,646] Trial 8838 finished with value: 0.9976276797749195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:13:57,616] Trial 8839 finished with value: 0.9966911903230647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 52, 'rf_n_estimators': 115}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:14:08,566] Trial 8840 finished with value: 0.9964957620631137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 56, 'rf_n_estimators': 109}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:14:12,361] Trial 8841 finished with value: 0.9973767344881325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:14:22,182] Trial 8842 finished with value: 0.9944201792124768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 73, 'rf_n_estimators': 115}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:14:23,921] Trial 8843 finished with value: 0.9946990661086703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 20, 'rf_n_estimators': 101}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:14:25,850] Trial 8844 finished with value: 0.9852051536002978 and parameters: {'classifier': 'SVC', 'svc_c': 1.8499096809818993e-06, 'svc_kernel': 'sigmoid'}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:14:28,375] Trial 8845 finished with value: 0.9975340064518475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:14:31,579] Trial 8846 finished with value: 0.9976514302984306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:14:41,189] Trial 8847 finished with value: 0.9968741527898849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 47, 'rf_n_estimators': 115}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:14:47,246] Trial 8848 finished with value: 0.9965503700845421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 35, 'rf_n_estimators': 104}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:14:49,428] Trial 8849 finished with value: 0.9974303682192772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:14:54,393] Trial 8850 finished with value: 0.9966279142665133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 31, 'rf_n_estimators': 111}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:14:57,322] Trial 8851 finished with value: 0.9974163738967846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:15:00,843] Trial 8852 finished with value: 0.9972282809020081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 107}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:15:03,210] Trial 8853 finished with value: 0.9976182472053438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:15:04,945] Trial 8854 finished with value: 0.9974720459632987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:15:06,728] Trial 8855 finished with value: 0.9968220583472526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:15:08,706] Trial 8856 finished with value: 0.9970078121947726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 115}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:15:15,255] Trial 8857 finished with value: 0.9968819027425585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 26, 'rf_n_estimators': 126}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:15:17,567] Trial 8858 finished with value: 0.9975563088063785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:15:19,131] Trial 8859 finished with value: 0.9970772993598157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 48}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:15:22,503] Trial 8860 finished with value: 0.9975317446816095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:15:25,099] Trial 8861 finished with value: 0.9975615835831243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:15:26,575] Trial 8862 finished with value: 0.9911735645354884 and parameters: {'classifier': 'SVC', 'svc_c': 12.523592305348835, 'svc_kernel': 'rbf'}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:15:28,548] Trial 8863 finished with value: 0.9973100905952679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:15:39,194] Trial 8864 finished with value: 0.9963397653602587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 56, 'rf_n_estimators': 115}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:15:41,643] Trial 8865 finished with value: 0.9973393520255563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:15:43,367] Trial 8866 finished with value: 0.99756120431513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 104}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:15:52,307] Trial 8867 finished with value: 0.9963526514584983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 51, 'rf_n_estimators': 111}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:15:54,803] Trial 8868 finished with value: 0.9972440362975105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:15:56,006] Trial 8869 finished with value: 0.9970787649211691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 3, 'rf_n_estimators': 97}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:16:05,416] Trial 8870 finished with value: 0.996556316689313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 49, 'rf_n_estimators': 128}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:16:10,125] Trial 8871 finished with value: 0.9971650398206308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 109}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:16:12,114] Trial 8872 finished with value: 0.9971150264008534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 125}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:16:14,712] Trial 8873 finished with value: 0.9974579346866171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:16:15,702] Trial 8874 finished with value: 0.9898228925664708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:16:17,377] Trial 8875 finished with value: 0.9962566659971289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 76}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:16:19,157] Trial 8876 finished with value: 0.9975010994150795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:16:32,683] Trial 8877 finished with value: 0.996854656764608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 56, 'rf_n_estimators': 125}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:16:35,495] Trial 8878 finished with value: 0.9968883075792375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:16:38,014] Trial 8879 finished with value: 0.9975008523037318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:16:40,363] Trial 8880 finished with value: 0.99745425946867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:16:43,341] Trial 8881 finished with value: 0.9975143615440466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:16:45,868] Trial 8882 finished with value: 0.9867325520133865 and parameters: {'classifier': 'SVC', 'svc_c': 8704179478.332258, 'svc_kernel': 'sigmoid'}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:16:48,104] Trial 8883 finished with value: 0.9973105830089022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:16:50,376] Trial 8884 finished with value: 0.9975906155166037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:16:52,360] Trial 8885 finished with value: 0.9974948661217903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:16:53,975] Trial 8886 finished with value: 0.9955251164974044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 21, 'rf_n_estimators': 53}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:16:57,928] Trial 8887 finished with value: 0.9971486233879917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 15, 'rf_n_estimators': 106}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:17:06,957] Trial 8888 finished with value: 0.9968847648353162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 41, 'rf_n_estimators': 115}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:17:09,665] Trial 8889 finished with value: 0.997481610181715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:17:11,338] Trial 8890 finished with value: 0.9976484596937674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 103}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:17:13,838] Trial 8891 finished with value: 0.9975717063569741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:17:16,789] Trial 8892 finished with value: 0.9975453232375141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:17:32,350] Trial 8893 finished with value: 0.9965237065924074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 69, 'rf_n_estimators': 124}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:17:33,552] Trial 8894 finished with value: 0.9969528289678022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 31}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:17:34,874] Trial 8895 finished with value: 0.9941510204292539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:17:37,834] Trial 8896 finished with value: 0.9972362814254612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:17:40,691] Trial 8897 finished with value: 0.9970983996411015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:17:44,048] Trial 8898 finished with value: 0.997420806349466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:17:45,846] Trial 8899 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 5.753110444680732e-07, 'svc_kernel': 'rbf'}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:17:49,122] Trial 8900 finished with value: 0.9965473586331915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 20, 'rf_n_estimators': 115}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:17:50,535] Trial 8901 finished with value: 0.9953338616770718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:17:53,025] Trial 8902 finished with value: 0.9973442507398363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:17:55,981] Trial 8903 finished with value: 0.9972758295876293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:17:57,071] Trial 8904 finished with value: 0.996992819365973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 115}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:17:59,510] Trial 8905 finished with value: 0.9973473335697406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:18:01,270] Trial 8906 finished with value: 0.9971914308428298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:18:03,544] Trial 8907 finished with value: 0.9962078718525427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:18:05,613] Trial 8908 finished with value: 0.9973305545632466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:18:08,496] Trial 8909 finished with value: 0.9974309131908864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:18:12,239] Trial 8910 finished with value: 0.9967329609322034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 16, 'rf_n_estimators': 115}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:18:14,482] Trial 8911 finished with value: 0.997426010414154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:18:17,029] Trial 8912 finished with value: 0.9973938406489765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:18:19,180] Trial 8913 finished with value: 0.9974053256772909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:18:21,504] Trial 8914 finished with value: 0.9973541495392731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 103}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:18:23,524] Trial 8915 finished with value: 0.9976194700986563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:18:29,431] Trial 8916 finished with value: 0.9971112256912201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 28, 'rf_n_estimators': 110}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:18:35,827] Trial 8917 finished with value: 0.9970952715212033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 30, 'rf_n_estimators': 113}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:18:36,683] Trial 8918 finished with value: 0.9925346819576614 and parameters: {'classifier': 'SVC', 'svc_c': 267.12215067434647, 'svc_kernel': 'sigmoid'}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:18:39,060] Trial 8919 finished with value: 0.9971538644273418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 10, 'rf_n_estimators': 100}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:18:40,578] Trial 8920 finished with value: 0.9969512757780864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 43}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:18:43,141] Trial 8921 finished with value: 0.9973761589529183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:18:45,885] Trial 8922 finished with value: 0.9973947480357513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:18:48,478] Trial 8923 finished with value: 0.9975425466784169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:18:49,494] Trial 8924 finished with value: 0.995854108155073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 15}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:18:51,375] Trial 8925 finished with value: 0.997460086072413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:18:54,613] Trial 8926 finished with value: 0.9971467639909447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:18:56,639] Trial 8927 finished with value: 0.9974339400033839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:19:06,270] Trial 8928 finished with value: 0.9966757093969862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 52, 'rf_n_estimators': 104}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:19:08,419] Trial 8929 finished with value: 0.9972373208419306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:19:11,147] Trial 8930 finished with value: 0.9968228587455409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:19:18,753] Trial 8931 finished with value: 0.9964992100059052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 45, 'rf_n_estimators': 90}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:19:20,111] Trial 8932 finished with value: 0.9907518227152622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:19:26,564] Trial 8933 finished with value: 0.9940039755936283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 57, 'rf_n_estimators': 113}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:19:28,290] Trial 8934 finished with value: 0.9968763355962089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:19:30,711] Trial 8935 finished with value: 0.9975542607909474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:19:33,266] Trial 8936 finished with value: 0.9972244072269255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:19:35,154] Trial 8937 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 3.267117827457252e-05, 'svc_kernel': 'rbf'}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:19:36,838] Trial 8938 finished with value: 0.9958414962406162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:19:38,703] Trial 8939 finished with value: 0.997605635513052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:19:41,498] Trial 8940 finished with value: 0.9974042506191511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:19:44,963] Trial 8941 finished with value: 0.9976334769576223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:19:47,018] Trial 8942 finished with value: 0.9971490725745961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 98}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:20:01,646] Trial 8943 finished with value: 0.996344016081682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 68, 'rf_n_estimators': 113}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:20:04,059] Trial 8944 finished with value: 0.9975214436359333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:20:08,603] Trial 8945 finished with value: 0.9918464316599133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 67, 'rf_n_estimators': 115}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:20:11,190] Trial 8946 finished with value: 0.997121862904812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:20:13,136] Trial 8947 finished with value: 0.9973337729140157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:20:16,542] Trial 8948 finished with value: 0.9974687520128339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:20:19,972] Trial 8949 finished with value: 0.9973420088057906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:20:34,247] Trial 8950 finished with value: 0.9967410907241536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 65, 'rf_n_estimators': 113}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:20:38,927] Trial 8951 finished with value: 0.997350799476188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 108}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:20:41,218] Trial 8952 finished with value: 0.9977400921741756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:20:44,259] Trial 8953 finished with value: 0.9972880694068591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:20:46,023] Trial 8954 finished with value: 0.9970078119091315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 73}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:20:54,046] Trial 8955 finished with value: 0.9972112072407812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 36, 'rf_n_estimators': 124}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:20:55,162] Trial 8956 finished with value: 0.9965383073310979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 3, 'rf_n_estimators': 105}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:20:57,166] Trial 8957 finished with value: 0.9852036790253788 and parameters: {'classifier': 'SVC', 'svc_c': 8.324944591651708e-08, 'svc_kernel': 'sigmoid'}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:21:02,689] Trial 8958 finished with value: 0.9941511980028461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 58, 'rf_n_estimators': 113}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:21:04,169] Trial 8959 finished with value: 0.9973058099449976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 81}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:21:05,340] Trial 8960 finished with value: 0.9969694645824303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 115}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:21:08,061] Trial 8961 finished with value: 0.9975111621408083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:21:21,867] Trial 8962 finished with value: 0.9964163935862206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 64, 'rf_n_estimators': 110}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:21:27,037] Trial 8963 finished with value: 0.9974100679554251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 123}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:21:29,334] Trial 8964 finished with value: 0.9974030899638748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:21:31,282] Trial 8965 finished with value: 0.9974696180451151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:21:32,394] Trial 8966 finished with value: 0.9908717677577391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:21:34,304] Trial 8967 finished with value: 0.9968603686992914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:21:36,971] Trial 8968 finished with value: 0.9977756180961163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:21:38,042] Trial 8969 finished with value: 0.9929930902015335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:21:39,857] Trial 8970 finished with value: 0.9975995241568033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:21:41,799] Trial 8971 finished with value: 0.9973669395351288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:21:43,993] Trial 8972 finished with value: 0.9974838910899111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:21:46,608] Trial 8973 finished with value: 0.9975051734515717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:21:48,487] Trial 8974 finished with value: 0.9975534246557749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:21:50,385] Trial 8975 finished with value: 0.9853827093558909 and parameters: {'classifier': 'SVC', 'svc_c': 0.09963899212183298, 'svc_kernel': 'rbf'}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:21:52,451] Trial 8976 finished with value: 0.9975889815221756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:21:54,369] Trial 8977 finished with value: 0.9973928726745366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:21:57,050] Trial 8978 finished with value: 0.9975033552185909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:21:59,162] Trial 8979 finished with value: 0.9977903697485567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:22:01,051] Trial 8980 finished with value: 0.9972573044884179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:22:02,883] Trial 8981 finished with value: 0.9975071914112047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:22:04,697] Trial 8982 finished with value: 0.9973675490933797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:22:06,833] Trial 8983 finished with value: 0.9967323822231986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:22:08,867] Trial 8984 finished with value: 0.9976092369403644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:22:10,799] Trial 8985 finished with value: 0.9972749556208713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:22:12,896] Trial 8986 finished with value: 0.9975176424184936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:22:14,756] Trial 8987 finished with value: 0.9976291444793493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:22:17,378] Trial 8988 finished with value: 0.9975112618930515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:22:19,142] Trial 8989 finished with value: 0.9976519217599278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:22:21,131] Trial 8990 finished with value: 0.9975479975053355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:22:23,120] Trial 8991 finished with value: 0.9975292386246976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:22:25,058] Trial 8992 finished with value: 0.9975346409243556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:22:27,472] Trial 8993 finished with value: 0.9974978640210539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:22:29,559] Trial 8994 finished with value: 0.9974579407802954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:22:31,439] Trial 8995 finished with value: 0.9852063832220469 and parameters: {'classifier': 'SVC', 'svc_c': 7.612174676711816e-10, 'svc_kernel': 'sigmoid'}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:22:33,248] Trial 8996 finished with value: 0.9972959724314604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:22:35,045] Trial 8997 finished with value: 0.9973495206606823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:22:37,510] Trial 8998 finished with value: 0.9973923627415774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:22:39,285] Trial 8999 finished with value: 0.9970020687126092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:22:41,232] Trial 9000 finished with value: 0.9974834021357086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:22:43,311] Trial 9001 finished with value: 0.9971776964537993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:22:44,630] Trial 9002 finished with value: 0.9961909515806225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:22:46,439] Trial 9003 finished with value: 0.9954786959674421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:22:48,393] Trial 9004 finished with value: 0.9973575742499167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:22:50,505] Trial 9005 finished with value: 0.9972553151246397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:22:52,164] Trial 9006 finished with value: 0.9968674793235568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:22:54,054] Trial 9007 finished with value: 0.9968768040794612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:22:56,573] Trial 9008 finished with value: 0.9973870076361878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:22:58,601] Trial 9009 finished with value: 0.9974483901139656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:23:00,474] Trial 9010 finished with value: 0.997151263378873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:23:02,565] Trial 9011 finished with value: 0.9975503821964891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:23:04,638] Trial 9012 finished with value: 0.9973922559117808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:23:25,308] Trial 9013 finished with value: 0.9908390450229999 and parameters: {'classifier': 'SVC', 'svc_c': 7017640.638715796, 'svc_kernel': 'rbf'}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:23:27,221] Trial 9014 finished with value: 0.9961051962941818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:23:29,161] Trial 9015 finished with value: 0.9974333447906671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:23:31,018] Trial 9016 finished with value: 0.9974374848420071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:23:33,028] Trial 9017 finished with value: 0.9973957693616136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:23:35,050] Trial 9018 finished with value: 0.9973196332636448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:23:37,468] Trial 9019 finished with value: 0.9972245707406246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:23:39,523] Trial 9020 finished with value: 0.9975192480709705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:23:41,361] Trial 9021 finished with value: 0.9974374464074013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:23:43,404] Trial 9022 finished with value: 0.9972256020321901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:23:45,469] Trial 9023 finished with value: 0.99726746423693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:23:47,905] Trial 9024 finished with value: 0.9971552132566716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:23:48,886] Trial 9025 finished with value: 0.9885738529625332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:23:51,064] Trial 9026 finished with value: 0.9975230194547772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:23:53,096] Trial 9027 finished with value: 0.9972535085077329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:23:55,926] Trial 9028 finished with value: 0.9972704285257495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:23:57,772] Trial 9029 finished with value: 0.9971333219397801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:23:59,805] Trial 9030 finished with value: 0.9975182030368912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:24:01,988] Trial 9031 finished with value: 0.9976040053589107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:24:03,900] Trial 9032 finished with value: 0.9852053993786534 and parameters: {'classifier': 'SVC', 'svc_c': 0.0001271422768181292, 'svc_kernel': 'sigmoid'}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:24:06,170] Trial 9033 finished with value: 0.9976330068557369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:24:08,272] Trial 9034 finished with value: 0.9966245099950823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:24:22,326] Trial 9035 finished with value: 0.996285918953396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 59, 'rf_n_estimators': 118}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:24:23,847] Trial 9036 finished with value: 0.9973486861758811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 66}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:24:25,658] Trial 9037 finished with value: 0.9975703059852826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:24:27,781] Trial 9038 finished with value: 0.9970698286055143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:24:30,055] Trial 9039 finished with value: 0.9972695258044476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 85}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:24:31,599] Trial 9040 finished with value: 0.9968538359271072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:24:38,519] Trial 9041 finished with value: 0.9969038588999949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 32, 'rf_n_estimators': 117}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:24:40,640] Trial 9042 finished with value: 0.9971237134787208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:24:42,874] Trial 9043 finished with value: 0.9974709822990677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:24:45,483] Trial 9044 finished with value: 0.9976222504028266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:24:47,670] Trial 9045 finished with value: 0.9973664334424562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:24:49,416] Trial 9046 finished with value: 0.9974101055648456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:24:51,765] Trial 9047 finished with value: 0.9973845223676054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:24:54,046] Trial 9048 finished with value: 0.9974094851204923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:24:56,478] Trial 9049 finished with value: 0.997419197332771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:25:53,110] Trial 9050 finished with value: 0.9903865531059353 and parameters: {'classifier': 'SVC', 'svc_c': 109587373.40363562, 'svc_kernel': 'rbf'}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:25:54,984] Trial 9051 finished with value: 0.9975443415522981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:25:56,990] Trial 9052 finished with value: 0.997616510475309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:25:59,287] Trial 9053 finished with value: 0.9973288770244094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:26:01,407] Trial 9054 finished with value: 0.9968415546264325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:26:03,669] Trial 9055 finished with value: 0.9974658662753351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:26:09,416] Trial 9056 finished with value: 0.9970784237704017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 25, 'rf_n_estimators': 112}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:26:11,431] Trial 9057 finished with value: 0.9974013243523444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:26:13,403] Trial 9058 finished with value: 0.9971869417697213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 8, 'rf_n_estimators': 95}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:26:15,940] Trial 9059 finished with value: 0.9975654857905858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:26:18,165] Trial 9060 finished with value: 0.997284818397783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:26:20,442] Trial 9061 finished with value: 0.9977193616077739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:26:22,520] Trial 9062 finished with value: 0.9971734345606325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:26:24,303] Trial 9063 finished with value: 0.9975545368472666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:26:32,611] Trial 9064 finished with value: 0.9970910449840655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 34, 'rf_n_estimators': 118}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:26:34,692] Trial 9065 finished with value: 0.997131772622089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:26:36,646] Trial 9066 finished with value: 0.9972648974019253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:26:38,842] Trial 9067 finished with value: 0.9977365441617613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:26:39,975] Trial 9068 finished with value: 0.9934220212290842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:26:41,482] Trial 9069 finished with value: 0.993053594332722 and parameters: {'classifier': 'SVC', 'svc_c': 2544.863906196101, 'svc_kernel': 'sigmoid'}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:26:43,277] Trial 9070 finished with value: 0.9975683930463858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:26:45,577] Trial 9071 finished with value: 0.9974198747149301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:26:47,403] Trial 9072 finished with value: 0.9973480457049084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:26:49,407] Trial 9073 finished with value: 0.9975059718821101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:26:51,387] Trial 9074 finished with value: 0.9954448565344286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:26:53,390] Trial 9075 finished with value: 0.9973786418094197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:26:55,641] Trial 9076 finished with value: 0.9973467377857416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:26:57,722] Trial 9077 finished with value: 0.9972534605517547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:26:59,753] Trial 9078 finished with value: 0.9975647824785562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:27:02,157] Trial 9079 finished with value: 0.9974860225760388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:27:03,163] Trial 9080 finished with value: 0.9894832070113074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:27:05,021] Trial 9081 finished with value: 0.9975319589759607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 100}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:27:07,315] Trial 9082 finished with value: 0.9975055670016245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:27:09,050] Trial 9083 finished with value: 0.9975206306376956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:27:11,428] Trial 9084 finished with value: 0.9970396545199587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:27:18,753] Trial 9085 finished with value: 0.9967726055458724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 32, 'rf_n_estimators': 114}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:27:19,976] Trial 9086 finished with value: 0.9975455580980294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 51}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:27:21,114] Trial 9087 finished with value: 0.9898217628873923 and parameters: {'classifier': 'SVC', 'svc_c': 4.576667128030592, 'svc_kernel': 'rbf'}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:27:23,367] Trial 9088 finished with value: 0.997513997827627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:27:25,862] Trial 9089 finished with value: 0.997374497219559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:27:27,925] Trial 9090 finished with value: 0.99757215567053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:27:29,025] Trial 9091 finished with value: 0.9961402947382468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 69}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:27:31,216] Trial 9092 finished with value: 0.9972953577951443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:27:33,265] Trial 9093 finished with value: 0.9973340457013306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:27:35,492] Trial 9094 finished with value: 0.9972436214513217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:27:37,363] Trial 9095 finished with value: 0.9974756124471749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 97}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:27:39,707] Trial 9096 finished with value: 0.997677941480347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:27:41,779] Trial 9097 finished with value: 0.9974151603978925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:27:48,616] Trial 9098 finished with value: 0.9970152429910485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 32, 'rf_n_estimators': 113}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:27:51,292] Trial 9099 finished with value: 0.9976013090649816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:27:53,108] Trial 9100 finished with value: 0.9973228907472539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:27:55,326] Trial 9101 finished with value: 0.9975495461882685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:27:56,179] Trial 9102 finished with value: 0.9967128023146324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 24}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:27:58,317] Trial 9103 finished with value: 0.9974769993937312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:28:00,720] Trial 9104 finished with value: 0.9977132057232408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:28:01,791] Trial 9105 finished with value: 0.9959564237103494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 2, 'rf_n_estimators': 117}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:28:03,725] Trial 9106 finished with value: 0.985314047693821 and parameters: {'classifier': 'SVC', 'svc_c': 0.0017250006359238836, 'svc_kernel': 'sigmoid'}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:28:05,868] Trial 9107 finished with value: 0.9974801443981963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:28:08,117] Trial 9108 finished with value: 0.9974677090099808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:28:10,690] Trial 9109 finished with value: 0.9973781337172589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:28:12,435] Trial 9110 finished with value: 0.9975341551756817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 102}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:28:14,679] Trial 9111 finished with value: 0.9975707379064654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:28:15,730] Trial 9112 finished with value: 0.9937873485061889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 91}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:28:17,850] Trial 9113 finished with value: 0.9974043371049491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:28:20,332] Trial 9114 finished with value: 0.997326764231909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:28:22,694] Trial 9115 finished with value: 0.9974339260387045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:28:24,476] Trial 9116 finished with value: 0.9969941784783846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:28:25,287] Trial 9117 finished with value: 0.9958699776800906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 1, 'rf_n_estimators': 60}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:28:27,123] Trial 9118 finished with value: 0.9964726087518074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:28:29,798] Trial 9119 finished with value: 0.9974705780533402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:28:32,013] Trial 9120 finished with value: 0.9972946990113988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:28:33,779] Trial 9121 finished with value: 0.997269892313803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:28:44,826] Trial 9122 finished with value: 0.9966699950502219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 56, 'rf_n_estimators': 118}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:28:46,828] Trial 9123 finished with value: 0.9974351917464546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:28:49,883] Trial 9124 finished with value: 0.9976440629779696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:28:51,709] Trial 9125 finished with value: 0.9850765916524669 and parameters: {'classifier': 'SVC', 'svc_c': 1.8532416981218828e-10, 'svc_kernel': 'rbf'}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:28:53,908] Trial 9126 finished with value: 0.9972766531545902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:28:56,170] Trial 9127 finished with value: 0.9974178052129358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:28:57,776] Trial 9128 finished with value: 0.9961888712242636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:28:59,772] Trial 9129 finished with value: 0.9954674746494009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:29:01,912] Trial 9130 finished with value: 0.9972660880812619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:29:03,906] Trial 9131 finished with value: 0.9972176623503057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:29:05,870] Trial 9132 finished with value: 0.9976421532446013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:29:08,009] Trial 9133 finished with value: 0.9977246906880793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:29:10,878] Trial 9134 finished with value: 0.9975817893949638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:29:13,231] Trial 9135 finished with value: 0.9972858331221608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:29:15,285] Trial 9136 finished with value: 0.9975757701103843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:29:26,170] Trial 9137 finished with value: 0.9964849162679937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 50, 'rf_n_estimators': 118}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:29:28,359] Trial 9138 finished with value: 0.9970957024585109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:29:30,849] Trial 9139 finished with value: 0.9974750172027202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:29:40,758] Trial 9140 finished with value: 0.9969180783394651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 45, 'rf_n_estimators': 113}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:29:48,052] Trial 9141 finished with value: 0.9967580447017316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 32, 'rf_n_estimators': 116}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:29:55,712] Trial 9142 finished with value: 0.9969617630300656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 38, 'rf_n_estimators': 103}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:29:57,676] Trial 9143 finished with value: 0.9853891006087457 and parameters: {'classifier': 'SVC', 'svc_c': 0.012149149981212335, 'svc_kernel': 'sigmoid'}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:30:00,155] Trial 9144 finished with value: 0.9972144573611956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:30:01,298] Trial 9145 finished with value: 0.9968476368790201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 113}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:30:03,508] Trial 9146 finished with value: 0.997327203992355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:30:04,859] Trial 9147 finished with value: 0.9971795445838892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 109}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:30:07,169] Trial 9148 finished with value: 0.9972294669158722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:30:10,091] Trial 9149 finished with value: 0.997516940788573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:30:12,369] Trial 9150 finished with value: 0.9973307197273171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:30:17,659] Trial 9151 finished with value: 0.9972382559358985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 24, 'rf_n_estimators': 115}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:30:30,134] Trial 9152 finished with value: 0.9964374427059993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 59, 'rf_n_estimators': 121}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:30:31,997] Trial 9153 finished with value: 0.9974555119099745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:30:33,569] Trial 9154 finished with value: 0.9971997142779901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 37}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:30:44,575] Trial 9155 finished with value: 0.9968782882074904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 53, 'rf_n_estimators': 108}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:30:49,691] Trial 9156 finished with value: 0.997117920104567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 117}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:30:51,868] Trial 9157 finished with value: 0.9972875643932753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:30:54,879] Trial 9158 finished with value: 0.9973369710477377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:30:56,814] Trial 9159 finished with value: 0.9976348082041512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:30:58,676] Trial 9160 finished with value: 0.9973996246287098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:30:59,420] Trial 9161 finished with value: 0.986185829233429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:31:01,253] Trial 9162 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.514075242471297e-07, 'svc_kernel': 'rbf'}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:31:03,459] Trial 9163 finished with value: 0.9972687339753942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:31:14,521] Trial 9164 finished with value: 0.9968162306961585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 46, 'rf_n_estimators': 119}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:31:16,970] Trial 9165 finished with value: 0.9975807769239774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:31:19,160] Trial 9166 finished with value: 0.9975259505140079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:31:21,297] Trial 9167 finished with value: 0.997247211611677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:31:24,134] Trial 9168 finished with value: 0.9973143360481985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:31:26,544] Trial 9169 finished with value: 0.9972840878228911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:31:39,323] Trial 9170 finished with value: 0.9966910387745566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 66, 'rf_n_estimators': 100}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:31:40,525] Trial 9171 finished with value: 0.9965768271215882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 3, 'rf_n_estimators': 117}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:31:42,600] Trial 9172 finished with value: 0.9976890943397217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:31:45,486] Trial 9173 finished with value: 0.9973304938803675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:31:46,494] Trial 9174 finished with value: 0.9970912151627253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 4, 'rf_n_estimators': 57}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:31:48,456] Trial 9175 finished with value: 0.9976058609156709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:31:50,552] Trial 9176 finished with value: 0.9973856527131799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:31:52,758] Trial 9177 finished with value: 0.9973167613003979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:31:55,412] Trial 9178 finished with value: 0.9974770915288768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:31:57,242] Trial 9179 finished with value: 0.9966598000408947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:31:58,851] Trial 9180 finished with value: 0.9974792264744364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 78}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:32:00,798] Trial 9181 finished with value: 0.9852049080758455 and parameters: {'classifier': 'SVC', 'svc_c': 7.654675679103696e-09, 'svc_kernel': 'sigmoid'}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:32:04,241] Trial 9182 finished with value: 0.9965149204605307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 27, 'rf_n_estimators': 107}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:32:05,890] Trial 9183 finished with value: 0.995915789667415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 63}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:32:07,975] Trial 9184 finished with value: 0.9970922147163832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:32:09,774] Trial 9185 finished with value: 0.9977556020452255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:32:12,046] Trial 9186 finished with value: 0.9975116523962649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:32:16,587] Trial 9187 finished with value: 0.9963132529405637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 30, 'rf_n_estimators': 116}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:32:18,158] Trial 9188 finished with value: 0.9927505844686734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 6, 'rf_n_estimators': 97}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:32:19,592] Trial 9189 finished with value: 0.995385788511815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:32:21,471] Trial 9190 finished with value: 0.9973365011362798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 93}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:32:22,967] Trial 9191 finished with value: 0.9970560585113378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 4, 'rf_n_estimators': 114}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:32:35,213] Trial 9192 finished with value: 0.9968447099457175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 54, 'rf_n_estimators': 118}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:32:36,905] Trial 9193 finished with value: 0.9967185635382861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 122}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:32:48,006] Trial 9194 finished with value: 0.9967542970261419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 49, 'rf_n_estimators': 116}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:32:49,991] Trial 9195 finished with value: 0.9975198197024219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:32:52,338] Trial 9196 finished with value: 0.9972692547309797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:32:54,331] Trial 9197 finished with value: 0.9973038902459264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:32:56,294] Trial 9198 finished with value: 0.9970685777193671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 109}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:33:01,969] Trial 9199 finished with value: 0.9969880504914723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 29, 'rf_n_estimators': 103}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:33:02,804] Trial 9200 finished with value: 0.9949638909854147 and parameters: {'classifier': 'SVC', 'svc_c': 808.9634602882534, 'svc_kernel': 'rbf'}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:33:05,358] Trial 9201 finished with value: 0.9974961538873858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:33:07,705] Trial 9202 finished with value: 0.9973476066109584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:33:10,082] Trial 9203 finished with value: 0.9975230386244732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:33:19,450] Trial 9204 finished with value: 0.9968035778080632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 41, 'rf_n_estimators': 119}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:33:20,426] Trial 9205 finished with value: 0.9889371576780087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:33:22,601] Trial 9206 finished with value: 0.9976166534228441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:33:24,000] Trial 9207 finished with value: 0.9954933254606768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:33:26,516] Trial 9208 finished with value: 0.9973426033837492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:33:28,433] Trial 9209 finished with value: 0.9975927902932374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:33:30,558] Trial 9210 finished with value: 0.9974976708006733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:33:38,354] Trial 9211 finished with value: 0.9968704283464432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 35, 'rf_n_estimators': 112}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:33:40,838] Trial 9212 finished with value: 0.9972796408977237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:33:43,094] Trial 9213 finished with value: 0.9935727522322347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 38, 'rf_n_estimators': 34}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:33:45,293] Trial 9214 finished with value: 0.9974834293668331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:33:46,498] Trial 9215 finished with value: 0.9939259194792093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:33:48,164] Trial 9216 finished with value: 0.9974448918348525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 89}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:33:50,852] Trial 9217 finished with value: 0.9976242800102714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:33:52,961] Trial 9218 finished with value: 0.9867381232856639 and parameters: {'classifier': 'SVC', 'svc_c': 21106646.06440013, 'svc_kernel': 'sigmoid'}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:33:55,282] Trial 9219 finished with value: 0.9972129305456808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:33:57,433] Trial 9220 finished with value: 0.9975099064939753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:33:59,666] Trial 9221 finished with value: 0.9971528572565863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:34:06,947] Trial 9222 finished with value: 0.9969354390700653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 34, 'rf_n_estimators': 122}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:34:09,296] Trial 9223 finished with value: 0.9974379722410521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:34:14,703] Trial 9224 finished with value: 0.9968046389015236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 25, 'rf_n_estimators': 109}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:34:16,923] Trial 9225 finished with value: 0.99739974050381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:34:22,396] Trial 9226 finished with value: 0.9973691979728866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 33, 'rf_n_estimators': 84}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:34:24,519] Trial 9227 finished with value: 0.9974862531519367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:34:26,114] Trial 9228 finished with value: 0.9963379365585544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 28}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:34:27,320] Trial 9229 finished with value: 0.9968625811488212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 2, 'rf_n_estimators': 113}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:34:31,858] Trial 9230 finished with value: 0.9973167662832493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 117}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:34:33,884] Trial 9231 finished with value: 0.997630951159732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:34:35,746] Trial 9232 finished with value: 0.997532746710824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:34:38,200] Trial 9233 finished with value: 0.9970070875548691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:34:40,261] Trial 9234 finished with value: 0.9973887937504066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:34:41,437] Trial 9235 finished with value: 0.9969509855031847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 112}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:34:42,672] Trial 9236 finished with value: 0.9969840509121108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:34:43,527] Trial 9237 finished with value: 0.9931209490912382 and parameters: {'classifier': 'SVC', 'svc_c': 125.98109830463723, 'svc_kernel': 'rbf'}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:34:52,476] Trial 9238 finished with value: 0.9972903810690875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 36, 'rf_n_estimators': 128}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:35:00,834] Trial 9239 finished with value: 0.9960997467367796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 70, 'rf_n_estimators': 74}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:35:02,730] Trial 9240 finished with value: 0.9968093039930669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:35:05,045] Trial 9241 finished with value: 0.9976087506838841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:35:07,550] Trial 9242 finished with value: 0.9975824092362967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:35:10,113] Trial 9243 finished with value: 0.9969557853856209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:35:12,526] Trial 9244 finished with value: 0.9974818838576911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:35:14,524] Trial 9245 finished with value: 0.9974597597749861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:35:16,607] Trial 9246 finished with value: 0.997035019706379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:35:18,718] Trial 9247 finished with value: 0.9974750545264994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:35:21,384] Trial 9248 finished with value: 0.9970477401327416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:35:23,987] Trial 9249 finished with value: 0.9974740447532353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:35:25,579] Trial 9250 finished with value: 0.9970963063356764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:35:27,724] Trial 9251 finished with value: 0.9976066632499717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:35:30,480] Trial 9252 finished with value: 0.9977006492231704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:35:31,997] Trial 9253 finished with value: 0.9973444148565559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:35:33,538] Trial 9254 finished with value: 0.9973202548823007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:35:35,445] Trial 9255 finished with value: 0.9852039246133067 and parameters: {'classifier': 'SVC', 'svc_c': 2.6675267417641587e-08, 'svc_kernel': 'sigmoid'}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:35:36,718] Trial 9256 finished with value: 0.9938591208957837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:35:38,424] Trial 9257 finished with value: 0.9973856301475278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:35:40,463] Trial 9258 finished with value: 0.9960484646576268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:35:45,443] Trial 9259 finished with value: 0.9971363965178283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 113}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:35:47,768] Trial 9260 finished with value: 0.9973335205659134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:35:50,157] Trial 9261 finished with value: 0.9973237942937417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:35:53,174] Trial 9262 finished with value: 0.997293778326441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:35:59,657] Trial 9263 finished with value: 0.9968493148304501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 36, 'rf_n_estimators': 99}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:36:01,903] Trial 9264 finished with value: 0.9972470218824662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:36:07,697] Trial 9265 finished with value: 0.9970928869570014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 24, 'rf_n_estimators': 123}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:36:09,879] Trial 9266 finished with value: 0.9973710960901808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:36:15,663] Trial 9267 finished with value: 0.9973109712587243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 128}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:36:17,626] Trial 9268 finished with value: 0.9974846683195272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:36:18,907] Trial 9269 finished with value: 0.9971857788610538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 111}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:36:21,355] Trial 9270 finished with value: 0.9900585824250121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 42, 'rf_n_estimators': 116}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:36:33,035] Trial 9271 finished with value: 0.996788455171222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 52, 'rf_n_estimators': 120}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:36:35,702] Trial 9272 finished with value: 0.9975597707138496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:36:38,162] Trial 9273 finished with value: 0.9974257058254561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:36:39,849] Trial 9274 finished with value: 0.9958830887048803 and parameters: {'classifier': 'SVC', 'svc_c': 127142.06962812466, 'svc_kernel': 'rbf'}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:36:40,882] Trial 9275 finished with value: 0.9963584611459365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 1, 'rf_n_estimators': 122}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:36:43,562] Trial 9276 finished with value: 0.9975094362968759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:36:46,425] Trial 9277 finished with value: 0.9974822313877777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:36:48,325] Trial 9278 finished with value: 0.997562057366607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:36:50,161] Trial 9279 finished with value: 0.997621177978933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:37:03,464] Trial 9280 finished with value: 0.9956804156327911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 60, 'rf_n_estimators': 111}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:37:05,163] Trial 9281 finished with value: 0.9973245233452142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:37:07,808] Trial 9282 finished with value: 0.9970432316677716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:37:10,103] Trial 9283 finished with value: 0.9975971644751208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:37:11,614] Trial 9284 finished with value: 0.9973309600150144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 115}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:37:14,139] Trial 9285 finished with value: 0.9971775145003757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:37:16,137] Trial 9286 finished with value: 0.9976810806450372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:37:18,469] Trial 9287 finished with value: 0.9966237899254377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:37:21,061] Trial 9288 finished with value: 0.9976693592645262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:37:22,316] Trial 9289 finished with value: 0.9958735618419813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 40}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:37:24,795] Trial 9290 finished with value: 0.9975714761301933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:37:26,879] Trial 9291 finished with value: 0.9971725217784138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:37:28,644] Trial 9292 finished with value: 0.9969868149347345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 114}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:37:30,118] Trial 9293 finished with value: 0.9868008848072591 and parameters: {'classifier': 'SVC', 'svc_c': 1037267.5897596655, 'svc_kernel': 'sigmoid'}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:37:32,026] Trial 9294 finished with value: 0.9975020574555543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:37:39,795] Trial 9295 finished with value: 0.9968014497496295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 31, 'rf_n_estimators': 128}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:37:42,397] Trial 9296 finished with value: 0.9973837907453623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:37:45,218] Trial 9297 finished with value: 0.9974333889063586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:37:47,706] Trial 9298 finished with value: 0.997553082997201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:37:49,949] Trial 9299 finished with value: 0.9970466188007329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:37:52,143] Trial 9300 finished with value: 0.9975404369327557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:37:54,595] Trial 9301 finished with value: 0.997256460990051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:37:57,622] Trial 9302 finished with value: 0.9974198184118824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:37:59,498] Trial 9303 finished with value: 0.9975221105128451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:38:01,680] Trial 9304 finished with value: 0.9974008894795364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:38:02,999] Trial 9305 finished with value: 0.9969326235368176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 125}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:38:03,955] Trial 9306 finished with value: 0.9932285319013762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 2, 'rf_n_estimators': 108}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:38:10,887] Trial 9307 finished with value: 0.9962072846377786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 39, 'rf_n_estimators': 118}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:38:11,981] Trial 9308 finished with value: 0.9965183742113596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 114}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:38:14,158] Trial 9309 finished with value: 0.9974736198778681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:38:16,539] Trial 9310 finished with value: 0.997364580678632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:38:20,582] Trial 9311 finished with value: 0.9927139749828336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 54, 'rf_n_estimators': 104}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:38:21,481] Trial 9312 finished with value: 0.9960428633612889 and parameters: {'classifier': 'SVC', 'svc_c': 9970.994790696448, 'svc_kernel': 'rbf'}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:38:38,615] Trial 9313 finished with value: 0.9961183795544489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 73, 'rf_n_estimators': 117}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:38:40,650] Trial 9314 finished with value: 0.9970656336793322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:38:42,204] Trial 9315 finished with value: 0.9974894102168065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 71}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:38:43,236] Trial 9316 finished with value: 0.9949631152792181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 2, 'rf_n_estimators': 125}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:38:45,616] Trial 9317 finished with value: 0.9971801334172866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:38:47,666] Trial 9318 finished with value: 0.9976468506135965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:39:02,713] Trial 9319 finished with value: 0.9958442067213898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 62, 'rf_n_estimators': 120}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:39:03,953] Trial 9320 finished with value: 0.9951429069703925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:39:06,883] Trial 9321 finished with value: 0.997739175107339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:39:09,186] Trial 9322 finished with value: 0.9969622214206632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 95}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:39:11,136] Trial 9323 finished with value: 0.9973202251121434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:39:13,230] Trial 9324 finished with value: 0.9975358177977025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:39:15,560] Trial 9325 finished with value: 0.9974941660470272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:39:26,176] Trial 9326 finished with value: 0.9963806644464585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 46, 'rf_n_estimators': 111}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:39:27,342] Trial 9327 finished with value: 0.9967454828379548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 3, 'rf_n_estimators': 98}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:39:29,905] Trial 9328 finished with value: 0.9975404362662598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:39:31,597] Trial 9329 finished with value: 0.9973520258289327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 106}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:39:33,492] Trial 9330 finished with value: 0.9852190025631741 and parameters: {'classifier': 'SVC', 'svc_c': 0.0007114775323450107, 'svc_kernel': 'sigmoid'}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:39:39,524] Trial 9331 finished with value: 0.9971323376520557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 25, 'rf_n_estimators': 116}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:39:53,487] Trial 9332 finished with value: 0.9959351184973952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 59, 'rf_n_estimators': 119}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:39:59,167] Trial 9333 finished with value: 0.9973991952148218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 125}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:40:01,706] Trial 9334 finished with value: 0.9969736711564243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:40:03,923] Trial 9335 finished with value: 0.9975483508434593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:40:14,555] Trial 9336 finished with value: 0.9967642817083561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 49, 'rf_n_estimators': 123}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:40:16,856] Trial 9337 finished with value: 0.9967612114149254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:40:18,947] Trial 9338 finished with value: 0.997215049241432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:40:22,031] Trial 9339 finished with value: 0.9886932197085981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 61, 'rf_n_estimators': 112}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:40:24,323] Trial 9340 finished with value: 0.9973267328748565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:40:27,406] Trial 9341 finished with value: 0.9974280649675941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:40:29,216] Trial 9342 finished with value: 0.9972375698258148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:40:31,501] Trial 9343 finished with value: 0.997277431495033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:40:33,647] Trial 9344 finished with value: 0.9974266107049359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:40:36,578] Trial 9345 finished with value: 0.9970163033227993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 20, 'rf_n_estimators': 81}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:40:39,195] Trial 9346 finished with value: 0.9975818909880055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:40:41,064] Trial 9347 finished with value: 0.9976352988404628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:40:41,851] Trial 9348 finished with value: 0.9953284098662785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 20}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:40:42,724] Trial 9349 finished with value: 0.9915232839031471 and parameters: {'classifier': 'SVC', 'svc_c': 19.58421902331691, 'svc_kernel': 'rbf'}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:40:44,228] Trial 9350 finished with value: 0.996681220145074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:40:47,475] Trial 9351 finished with value: 0.9973962009336793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:40:49,399] Trial 9352 finished with value: 0.997460838927316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:40:51,594] Trial 9353 finished with value: 0.9972991470473929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:40:53,725] Trial 9354 finished with value: 0.9956977903280703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 19, 'rf_n_estimators': 106}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:40:55,221] Trial 9355 finished with value: 0.997394761175245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:40:57,978] Trial 9356 finished with value: 0.9973667032146699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:41:00,358] Trial 9357 finished with value: 0.9974012297416422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:41:01,476] Trial 9358 finished with value: 0.9971532373815041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:41:09,471] Trial 9359 finished with value: 0.9970748834385613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 35, 'rf_n_estimators': 117}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:41:12,174] Trial 9360 finished with value: 0.9976537132378529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:41:14,264] Trial 9361 finished with value: 0.9968177325974158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:41:16,581] Trial 9362 finished with value: 0.997560899059936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:41:18,292] Trial 9363 finished with value: 0.9975094595925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:41:20,370] Trial 9364 finished with value: 0.9974792049561353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 88}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:41:23,206] Trial 9365 finished with value: 0.9973525097050701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:41:24,693] Trial 9366 finished with value: 0.9968006768363687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:41:29,264] Trial 9367 finished with value: 0.9973718438035428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 21, 'rf_n_estimators': 107}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:41:31,115] Trial 9368 finished with value: 0.9852062193274929 and parameters: {'classifier': 'SVC', 'svc_c': 3.066762867599852e-10, 'svc_kernel': 'sigmoid'}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:41:33,402] Trial 9369 finished with value: 0.9975987358823954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:41:36,013] Trial 9370 finished with value: 0.9970761030311316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:41:38,387] Trial 9371 finished with value: 0.9975555842934268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:41:40,927] Trial 9372 finished with value: 0.9976557320861471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:41:43,506] Trial 9373 finished with value: 0.997206951980837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:41:45,232] Trial 9374 finished with value: 0.9969805880842405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 6, 'rf_n_estimators': 104}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:41:47,601] Trial 9375 finished with value: 0.9958944639835104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:41:49,425] Trial 9376 finished with value: 0.9972996290192558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:41:51,980] Trial 9377 finished with value: 0.9974346564866451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:41:54,037] Trial 9378 finished with value: 0.9973552199954163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:41:56,153] Trial 9379 finished with value: 0.9974382116400881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:41:57,621] Trial 9380 finished with value: 0.9911565036011626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 2, 'rf_n_estimators': 112}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:42:02,140] Trial 9381 finished with value: 0.994095663805802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 50, 'rf_n_estimators': 115}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:42:08,760] Trial 9382 finished with value: 0.9970741978362841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 28, 'rf_n_estimators': 119}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:42:10,082] Trial 9383 finished with value: 0.997172919232229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 107}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:42:12,668] Trial 9384 finished with value: 0.9975700308493628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:42:14,995] Trial 9385 finished with value: 0.9975421138368349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:42:16,828] Trial 9386 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 5.55163614971663e-06, 'svc_kernel': 'rbf'}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:42:19,496] Trial 9387 finished with value: 0.9974174322925228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:42:26,414] Trial 9388 finished with value: 0.9971189618379038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 31, 'rf_n_estimators': 117}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:42:28,667] Trial 9389 finished with value: 0.9974412316289357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:42:31,213] Trial 9390 finished with value: 0.9977439996818673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:42:39,505] Trial 9391 finished with value: 0.9967294526556496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 39, 'rf_n_estimators': 109}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:42:41,072] Trial 9392 finished with value: 0.9973177410178637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 105}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:42:43,585] Trial 9393 finished with value: 0.9975235152643678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:42:45,714] Trial 9394 finished with value: 0.9975532994497301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:42:49,027] Trial 9395 finished with value: 0.9972208432503441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:42:50,487] Trial 9396 finished with value: 0.9972925998344611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 112}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:42:54,160] Trial 9397 finished with value: 0.986353662334972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 73, 'rf_n_estimators': 121}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:42:56,078] Trial 9398 finished with value: 0.997348299671644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 102}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:43:05,342] Trial 9399 finished with value: 0.9967252420826792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 42, 'rf_n_estimators': 109}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:43:07,931] Trial 9400 finished with value: 0.9972537199774102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:43:09,460] Trial 9401 finished with value: 0.9970955291695361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:43:19,735] Trial 9402 finished with value: 0.9965483159754326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 46, 'rf_n_estimators': 114}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:43:22,457] Trial 9403 finished with value: 0.9970931942116836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:43:25,366] Trial 9404 finished with value: 0.997524275609417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:43:26,761] Trial 9405 finished with value: 0.9864532405909427 and parameters: {'classifier': 'SVC', 'svc_c': 1.113923183985947, 'svc_kernel': 'sigmoid'}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:43:33,315] Trial 9406 finished with value: 0.9971733176381815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 30, 'rf_n_estimators': 111}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:43:39,821] Trial 9407 finished with value: 0.9971419266260398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 29, 'rf_n_estimators': 116}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:43:46,389] Trial 9408 finished with value: 0.9969743252112214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 29, 'rf_n_estimators': 113}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:43:48,968] Trial 9409 finished with value: 0.9971896210203942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:43:59,903] Trial 9410 finished with value: 0.9967461411773696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 51, 'rf_n_estimators': 121}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:44:02,216] Trial 9411 finished with value: 0.9974468437478999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:44:04,646] Trial 9412 finished with value: 0.9975601597571192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:44:06,333] Trial 9413 finished with value: 0.9973163272210374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:44:08,117] Trial 9414 finished with value: 0.9944381608317608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 99}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:44:21,024] Trial 9415 finished with value: 0.9968982129801592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 57, 'rf_n_estimators': 116}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:44:25,623] Trial 9416 finished with value: 0.9972395264360725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 23, 'rf_n_estimators': 110}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:44:28,161] Trial 9417 finished with value: 0.9977250020686895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:44:30,809] Trial 9418 finished with value: 0.9972578116601793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:44:39,904] Trial 9419 finished with value: 0.9969020484110632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 39, 'rf_n_estimators': 118}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:44:42,224] Trial 9420 finished with value: 0.9974055274034308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:44:44,207] Trial 9421 finished with value: 0.9974655205225712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:44:46,208] Trial 9422 finished with value: 0.9974182352615819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:44:54,630] Trial 9423 finished with value: 0.9968386627952553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 38, 'rf_n_estimators': 104}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:44:56,456] Trial 9424 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 3.3314772045490944e-09, 'svc_kernel': 'rbf'}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:45:10,710] Trial 9425 finished with value: 0.996651520223856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 63, 'rf_n_estimators': 121}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:45:11,775] Trial 9426 finished with value: 0.99729576949928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 65}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:45:14,137] Trial 9427 finished with value: 0.9977321793425608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:45:15,805] Trial 9428 finished with value: 0.9966411663980398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:45:18,106] Trial 9429 finished with value: 0.9972702958612966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:45:22,560] Trial 9430 finished with value: 0.99703592699794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 19, 'rf_n_estimators': 113}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:45:25,248] Trial 9431 finished with value: 0.9968842303689543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:45:34,122] Trial 9432 finished with value: 0.9968432086474803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 43, 'rf_n_estimators': 110}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:45:36,789] Trial 9433 finished with value: 0.9977099974333884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:45:51,769] Trial 9434 finished with value: 0.995912902279545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 66, 'rf_n_estimators': 114}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:45:57,414] Trial 9435 finished with value: 0.9973589842381939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 22, 'rf_n_estimators': 126}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:45:59,930] Trial 9436 finished with value: 0.9974979492055978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:46:02,178] Trial 9437 finished with value: 0.9973209300745441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:46:04,513] Trial 9438 finished with value: 0.9971923524799248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:46:05,997] Trial 9439 finished with value: 0.9973178323595614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 5, 'rf_n_estimators': 111}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:46:09,227] Trial 9440 finished with value: 0.9959258863209671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 25, 'rf_n_estimators': 120}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:46:10,731] Trial 9441 finished with value: 0.9968497908673242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:46:12,682] Trial 9442 finished with value: 0.9853946723253538 and parameters: {'classifier': 'SVC', 'svc_c': 0.045674173475929954, 'svc_kernel': 'sigmoid'}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:46:15,627] Trial 9443 finished with value: 0.9972815504724024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:46:18,346] Trial 9444 finished with value: 0.9975947219574998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:46:20,683] Trial 9445 finished with value: 0.9975127032383813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:46:21,456] Trial 9446 finished with value: 0.9956540350206259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 12}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:46:27,321] Trial 9447 finished with value: 0.9971667790579603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 29, 'rf_n_estimators': 102}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:46:32,121] Trial 9448 finished with value: 0.9971600949594333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 20, 'rf_n_estimators': 107}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:46:34,372] Trial 9449 finished with value: 0.9973893332313577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:46:36,216] Trial 9450 finished with value: 0.9975203217009043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:46:38,528] Trial 9451 finished with value: 0.9972915727957751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:46:43,178] Trial 9452 finished with value: 0.9971050095046629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 116}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:46:45,512] Trial 9453 finished with value: 0.99762071117779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:46:47,631] Trial 9454 finished with value: 0.9974415292987698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 93}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:47:04,013] Trial 9455 finished with value: 0.9964202355233959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 68, 'rf_n_estimators': 128}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:47:06,440] Trial 9456 finished with value: 0.9965675043969101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:47:12,639] Trial 9457 finished with value: 0.997437615951303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 24, 'rf_n_estimators': 119}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:47:13,819] Trial 9458 finished with value: 0.9969370806815911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 2, 'rf_n_estimators': 113}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:47:29,805] Trial 9459 finished with value: 0.9965826156081045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 68, 'rf_n_estimators': 123}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:47:33,754] Trial 9460 finished with value: 0.9964258501179168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 24, 'rf_n_estimators': 117}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:47:36,270] Trial 9461 finished with value: 0.9900031482341145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 48, 'rf_n_estimators': 109}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:49:28,242] Trial 9462 finished with value: 0.9897277931640022 and parameters: {'classifier': 'SVC', 'svc_c': 536608487.2510762, 'svc_kernel': 'rbf'}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:49:30,323] Trial 9463 finished with value: 0.9973500550000924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:49:35,982] Trial 9464 finished with value: 0.9970243398053015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 25, 'rf_n_estimators': 115}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:49:37,219] Trial 9465 finished with value: 0.9939175417507261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:49:39,108] Trial 9466 finished with value: 0.9975650886224116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:49:48,388] Trial 9467 finished with value: 0.9963736845506338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 38, 'rf_n_estimators': 117}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:49:52,865] Trial 9468 finished with value: 0.9972201450798556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 23, 'rf_n_estimators': 112}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:50:02,098] Trial 9469 finished with value: 0.9968587660619157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 45, 'rf_n_estimators': 107}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:50:04,283] Trial 9470 finished with value: 0.9975141371887788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:50:06,601] Trial 9471 finished with value: 0.9976327380991364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:50:08,712] Trial 9472 finished with value: 0.996998526984301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 54}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:50:11,154] Trial 9473 finished with value: 0.9976556152906477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:50:13,626] Trial 9474 finished with value: 0.9971370524134241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:50:22,075] Trial 9475 finished with value: 0.9967995836241458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 36, 'rf_n_estimators': 119}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:50:23,749] Trial 9476 finished with value: 0.9969861861433119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 104}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:50:25,117] Trial 9477 finished with value: 0.9972009260312973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 45}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:50:26,458] Trial 9478 finished with value: 0.9973558975680029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 3, 'rf_n_estimators': 114}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:50:28,852] Trial 9479 finished with value: 0.9977034302573126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:50:30,696] Trial 9480 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 1.4418741349070973e-09, 'svc_kernel': 'sigmoid'}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:50:33,378] Trial 9481 finished with value: 0.9974724630946166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:50:47,129] Trial 9482 finished with value: 0.9967457060189203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 66, 'rf_n_estimators': 112}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:50:49,297] Trial 9483 finished with value: 0.9975220661432505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 97}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:50:51,384] Trial 9484 finished with value: 0.9972829269454495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:50:53,059] Trial 9485 finished with value: 0.9972645632652354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:50:55,601] Trial 9486 finished with value: 0.9973261599421508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:50:56,961] Trial 9487 finished with value: 0.9970231106278832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:50:59,627] Trial 9488 finished with value: 0.9974671490580792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:51:01,447] Trial 9489 finished with value: 0.9962619859686548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:51:03,772] Trial 9490 finished with value: 0.9974507984181225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:51:06,499] Trial 9491 finished with value: 0.9971817079983518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:51:07,576] Trial 9492 finished with value: 0.9934694488980642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:51:10,098] Trial 9493 finished with value: 0.9955971031813503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 20, 'rf_n_estimators': 122}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:51:11,696] Trial 9494 finished with value: 0.9974313228003201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 105}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:51:22,451] Trial 9495 finished with value: 0.9962983135584005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 51, 'rf_n_estimators': 111}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:51:25,075] Trial 9496 finished with value: 0.9972630079808179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:51:38,048] Trial 9497 finished with value: 0.9966793069522738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 59, 'rf_n_estimators': 125}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:52:40,111] Trial 9498 finished with value: 0.9898820216210803 and parameters: {'classifier': 'SVC', 'svc_c': 47894385.46450879, 'svc_kernel': 'rbf'}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:52:42,715] Trial 9499 finished with value: 0.9975069197664546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:52:56,996] Trial 9500 finished with value: 0.9968133140141999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 61, 'rf_n_estimators': 121}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:53:00,395] Trial 9501 finished with value: 0.9970151105487609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:53:02,620] Trial 9502 finished with value: 0.9969381560888478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:53:05,129] Trial 9503 finished with value: 0.9976082401479044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:53:07,549] Trial 9504 finished with value: 0.9974591966810319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:53:10,217] Trial 9505 finished with value: 0.9975251396739478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:53:14,234] Trial 9506 finished with value: 0.9968782270485427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 21, 'rf_n_estimators': 125}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:53:25,096] Trial 9507 finished with value: 0.9970640743642004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 44, 'rf_n_estimators': 128}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:53:26,680] Trial 9508 finished with value: 0.9973352097525628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:53:27,954] Trial 9509 finished with value: 0.9969921047552485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:53:29,759] Trial 9510 finished with value: 0.9938835082721461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 47, 'rf_n_estimators': 7}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:53:32,562] Trial 9511 finished with value: 0.9972209442403654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:53:34,804] Trial 9512 finished with value: 0.9976042816056573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:53:37,269] Trial 9513 finished with value: 0.9975975681495658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:53:43,159] Trial 9514 finished with value: 0.9968473651073184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 25, 'rf_n_estimators': 123}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:53:46,087] Trial 9515 finished with value: 0.9975707045816627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:53:53,342] Trial 9516 finished with value: 0.9971645570235824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 33, 'rf_n_estimators': 120}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:53:54,518] Trial 9517 finished with value: 0.9886718714590413 and parameters: {'classifier': 'SVC', 'svc_c': 27645.32895352491, 'svc_kernel': 'sigmoid'}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:54:00,725] Trial 9518 finished with value: 0.9972012477584653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 31, 'rf_n_estimators': 103}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:54:04,594] Trial 9519 finished with value: 0.9972743645658205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 18, 'rf_n_estimators': 113}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:54:07,299] Trial 9520 finished with value: 0.9972367964047478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:54:09,787] Trial 9521 finished with value: 0.9974834795127269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:54:11,611] Trial 9522 finished with value: 0.9967930917303867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:54:13,631] Trial 9523 finished with value: 0.997322748720118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:54:15,307] Trial 9524 finished with value: 0.9972821197869868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:54:17,571] Trial 9525 finished with value: 0.9966056511717739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:54:20,436] Trial 9526 finished with value: 0.9975747824584419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:54:26,221] Trial 9527 finished with value: 0.9973231660101254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 24, 'rf_n_estimators': 128}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:54:28,099] Trial 9528 finished with value: 0.9976024083074068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:54:31,220] Trial 9529 finished with value: 0.9974208000653603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:54:33,047] Trial 9530 finished with value: 0.997653680643022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 99}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:54:34,720] Trial 9531 finished with value: 0.9960554054523495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:54:37,560] Trial 9532 finished with value: 0.9972214889580715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:54:39,748] Trial 9533 finished with value: 0.9974276865882613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:54:43,177] Trial 9534 finished with value: 0.9971937203837368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:54:44,206] Trial 9535 finished with value: 0.9967994755883088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 107}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:54:46,007] Trial 9536 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.6942476397266408e-05, 'svc_kernel': 'rbf'}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:54:48,616] Trial 9537 finished with value: 0.9971534916973566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:54:50,728] Trial 9538 finished with value: 0.9974521119866367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:54:53,507] Trial 9539 finished with value: 0.9974398022805347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:54:55,921] Trial 9540 finished with value: 0.9972062613004947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:54:58,839] Trial 9541 finished with value: 0.9975335387303049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:55:04,698] Trial 9542 finished with value: 0.9968919789251601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 28, 'rf_n_estimators': 120}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:55:06,187] Trial 9543 finished with value: 0.9967060011349648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:55:09,363] Trial 9544 finished with value: 0.9976021000688493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:55:10,581] Trial 9545 finished with value: 0.9970810779163896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 48}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:55:12,384] Trial 9546 finished with value: 0.9974651900674786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:55:14,189] Trial 9547 finished with value: 0.997424572528256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 76}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:55:15,419] Trial 9548 finished with value: 0.990988301673397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:55:18,562] Trial 9549 finished with value: 0.9973270051543647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:55:20,631] Trial 9550 finished with value: 0.9971938992903212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:55:21,910] Trial 9551 finished with value: 0.9939828984492772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:55:28,396] Trial 9552 finished with value: 0.9966630253740035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 27, 'rf_n_estimators': 121}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:55:30,975] Trial 9553 finished with value: 0.9973138135470277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:55:32,923] Trial 9554 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 1.3357236676055142e-06, 'svc_kernel': 'sigmoid'}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:55:34,150] Trial 9555 finished with value: 0.9972325957974802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 102}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:55:35,315] Trial 9556 finished with value: 0.9966150901841452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 2, 'rf_n_estimators': 112}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:55:37,942] Trial 9557 finished with value: 0.9974084425937076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:55:40,460] Trial 9558 finished with value: 0.997474309034791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:55:42,840] Trial 9559 finished with value: 0.9971867860000714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:55:45,738] Trial 9560 finished with value: 0.997304728697966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:55:47,195] Trial 9561 finished with value: 0.9972441926067047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 109}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:55:48,543] Trial 9562 finished with value: 0.9965220470807016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:55:54,691] Trial 9563 finished with value: 0.9938727038632575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 59, 'rf_n_estimators': 126}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:55:56,527] Trial 9564 finished with value: 0.9975257598961357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 95}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:56:01,097] Trial 9565 finished with value: 0.9972738343523382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 21, 'rf_n_estimators': 114}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:56:03,666] Trial 9566 finished with value: 0.9974633737387718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:56:04,995] Trial 9567 finished with value: 0.9971680720920485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 110}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:56:19,905] Trial 9568 finished with value: 0.9959557250003165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 61, 'rf_n_estimators': 120}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:56:21,902] Trial 9569 finished with value: 0.9968393687415311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:56:23,921] Trial 9570 finished with value: 0.9973327614586426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:56:25,971] Trial 9571 finished with value: 0.9973953911092325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:56:27,882] Trial 9572 finished with value: 0.9973582350331501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:56:31,140] Trial 9573 finished with value: 0.9949311425429704 and parameters: {'classifier': 'SVC', 'svc_c': 390939.5534529347, 'svc_kernel': 'rbf'}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:56:33,815] Trial 9574 finished with value: 0.997520305260668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:56:36,088] Trial 9575 finished with value: 0.9969398830118692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:56:38,508] Trial 9576 finished with value: 0.9975730790214721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:56:43,961] Trial 9577 finished with value: 0.9972816864375981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 24, 'rf_n_estimators': 120}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:56:46,844] Trial 9578 finished with value: 0.9974152724009681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:56:48,960] Trial 9579 finished with value: 0.9975542825631519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:56:50,069] Trial 9580 finished with value: 0.9901760438492776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:56:57,632] Trial 9581 finished with value: 0.9967883846495917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 31, 'rf_n_estimators': 125}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:57:07,114] Trial 9582 finished with value: 0.9968670724435832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 41, 'rf_n_estimators': 121}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:57:07,719] Trial 9583 finished with value: 0.9792179934645312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 2}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:57:21,118] Trial 9584 finished with value: 0.9965656270044695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 60, 'rf_n_estimators': 117}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:57:23,383] Trial 9585 finished with value: 0.997527788964036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:57:40,077] Trial 9586 finished with value: 0.9959977583993291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 74, 'rf_n_estimators': 115}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:57:43,192] Trial 9587 finished with value: 0.9970833376871395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 100}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:57:47,117] Trial 9588 finished with value: 0.996840653015957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:57:48,987] Trial 9589 finished with value: 0.9974521767319681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:57:55,959] Trial 9590 finished with value: 0.9968460710576171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 34, 'rf_n_estimators': 119}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:57:58,284] Trial 9591 finished with value: 0.9974134179867723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:58:00,753] Trial 9592 finished with value: 0.9852058093054662 and parameters: {'classifier': 'SVC', 'svc_c': 5.111756276117632e-08, 'svc_kernel': 'sigmoid'}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:58:02,966] Trial 9593 finished with value: 0.997577765853482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 87}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:58:11,084] Trial 9594 finished with value: 0.9971386218529487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 34, 'rf_n_estimators': 123}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:58:16,742] Trial 9595 finished with value: 0.9972038321127946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 25, 'rf_n_estimators': 112}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:58:18,352] Trial 9596 finished with value: 0.9976848611058856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 83}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:58:26,670] Trial 9597 finished with value: 0.9971864780471552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 37, 'rf_n_estimators': 118}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:58:35,750] Trial 9598 finished with value: 0.9970178158245178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 38, 'rf_n_estimators': 126}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:58:49,029] Trial 9599 finished with value: 0.9960895614709901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 66, 'rf_n_estimators': 121}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:58:51,340] Trial 9600 finished with value: 0.9975622087564257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:58:59,067] Trial 9601 finished with value: 0.9971950575017784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 33, 'rf_n_estimators': 109}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:59:08,348] Trial 9602 finished with value: 0.9964663940569318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 41, 'rf_n_estimators': 113}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:59:16,348] Trial 9603 finished with value: 0.9970716875899686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 36, 'rf_n_estimators': 117}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:59:17,990] Trial 9604 finished with value: 0.9974715978875212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:59:19,658] Trial 9605 finished with value: 0.9974592726298446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 111}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:59:22,928] Trial 9606 finished with value: 0.9971686879026672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:59:33,048] Trial 9607 finished with value: 0.9967302409935334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 43, 'rf_n_estimators': 119}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:59:37,209] Trial 9608 finished with value: 0.9966813104711587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 27, 'rf_n_estimators': 114}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 21:59:39,142] Trial 9609 finished with value: 0.9973496262209626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 103}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:02:15,875] Trial 9610 finished with value: 0.9897187874692817 and parameters: {'classifier': 'SVC', 'svc_c': 1318997362.234029, 'svc_kernel': 'rbf'}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:02:18,722] Trial 9611 finished with value: 0.9976262798158211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:02:19,649] Trial 9612 finished with value: 0.9935101635552835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:02:22,271] Trial 9613 finished with value: 0.9975185352375687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:02:24,632] Trial 9614 finished with value: 0.997643807678242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:02:26,586] Trial 9615 finished with value: 0.997283969154855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:02:41,855] Trial 9616 finished with value: 0.9961346227298512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 67, 'rf_n_estimators': 113}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:02:44,078] Trial 9617 finished with value: 0.9975289258793575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:02:47,075] Trial 9618 finished with value: 0.9970499329365067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:02:49,383] Trial 9619 finished with value: 0.9973003930776402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:03:01,365] Trial 9620 finished with value: 0.9964620232075289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 59, 'rf_n_estimators': 111}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:03:03,642] Trial 9621 finished with value: 0.9975064769909076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 68}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:03:04,845] Trial 9622 finished with value: 0.9939446814066862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:03:05,961] Trial 9623 finished with value: 0.9947671472844126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:03:07,614] Trial 9624 finished with value: 0.9970988740593422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:03:10,350] Trial 9625 finished with value: 0.9973079655201973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:03:13,311] Trial 9626 finished with value: 0.9976662691031652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:03:14,906] Trial 9627 finished with value: 0.9974929447406097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 79}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:03:17,146] Trial 9628 finished with value: 0.9976795217107602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:03:18,104] Trial 9629 finished with value: 0.9926034277886621 and parameters: {'classifier': 'SVC', 'svc_c': 4180.0768602224325, 'svc_kernel': 'sigmoid'}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:03:24,397] Trial 9630 finished with value: 0.993023707126112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 64, 'rf_n_estimators': 121}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:03:26,809] Trial 9631 finished with value: 0.9971621909308427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:03:29,512] Trial 9632 finished with value: 0.9975192201416117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:03:31,144] Trial 9633 finished with value: 0.9974701978649468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 107}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:03:40,203] Trial 9634 finished with value: 0.9964944560482212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 41, 'rf_n_estimators': 123}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:03:42,653] Trial 9635 finished with value: 0.9971935518237102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:03:44,930] Trial 9636 finished with value: 0.9973653580986754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:03:46,256] Trial 9637 finished with value: 0.9953770892783291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:03:47,834] Trial 9638 finished with value: 0.9972292483686415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 61}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:03:59,596] Trial 9639 finished with value: 0.9967654298588967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 50, 'rf_n_estimators': 119}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:04:01,305] Trial 9640 finished with value: 0.9898644213644925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:04:02,228] Trial 9641 finished with value: 0.9914296866241012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:04:04,431] Trial 9642 finished with value: 0.9972424341044656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:04:07,153] Trial 9643 finished with value: 0.9972238707610755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:04:21,380] Trial 9644 finished with value: 0.9965417602884793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 62, 'rf_n_estimators': 111}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:04:22,811] Trial 9645 finished with value: 0.9975527334358882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 101}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:04:26,047] Trial 9646 finished with value: 0.9971897959597401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 92}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:04:27,824] Trial 9647 finished with value: 0.9973217816343394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:04:30,003] Trial 9648 finished with value: 0.9974832738510866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:04:32,491] Trial 9649 finished with value: 0.985076100476611 and parameters: {'classifier': 'SVC', 'svc_c': 1.0615231771289673e-10, 'svc_kernel': 'rbf'}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:04:33,751] Trial 9650 finished with value: 0.9973105704724289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 119}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:04:36,414] Trial 9651 finished with value: 0.9973328216654531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:04:38,157] Trial 9652 finished with value: 0.997606333588327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:04:41,156] Trial 9653 finished with value: 0.9973676098397347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:04:44,011] Trial 9654 finished with value: 0.9974464481348834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:04:48,845] Trial 9655 finished with value: 0.9972096521785287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 116}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:04:51,317] Trial 9656 finished with value: 0.9974886418103287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:04:53,066] Trial 9657 finished with value: 0.9971433603860097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 5, 'rf_n_estimators': 114}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:04:55,237] Trial 9658 finished with value: 0.9974493318094182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:04:57,573] Trial 9659 finished with value: 0.9970888159990859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:05:00,133] Trial 9660 finished with value: 0.9973300424721095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:05:02,444] Trial 9661 finished with value: 0.997747118692986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:05:04,465] Trial 9662 finished with value: 0.9975918551040558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:05:06,538] Trial 9663 finished with value: 0.9974006363062483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:05:09,828] Trial 9664 finished with value: 0.9974994471713545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:05:20,772] Trial 9665 finished with value: 0.996798614951472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 49, 'rf_n_estimators': 125}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:05:22,765] Trial 9666 finished with value: 0.985373041100614 and parameters: {'classifier': 'SVC', 'svc_c': 0.005070391195319564, 'svc_kernel': 'sigmoid'}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:05:23,745] Trial 9667 finished with value: 0.9934001220729295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 2, 'rf_n_estimators': 115}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:05:25,070] Trial 9668 finished with value: 0.9971110057792592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 112}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:05:27,868] Trial 9669 finished with value: 0.9975585931422687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:05:30,291] Trial 9670 finished with value: 0.9971862481060155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:05:34,477] Trial 9671 finished with value: 0.9970511513865122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 20, 'rf_n_estimators': 97}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:05:37,110] Trial 9672 finished with value: 0.9975429997053081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:05:39,725] Trial 9673 finished with value: 0.9974263705759281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:05:41,978] Trial 9674 finished with value: 0.9975746554115982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:05:44,683] Trial 9675 finished with value: 0.9971751993152395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:05:58,480] Trial 9676 finished with value: 0.9967440841483727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 57, 'rf_n_estimators': 124}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:06:00,268] Trial 9677 finished with value: 0.9947851322996525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 17, 'rf_n_estimators': 116}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:06:03,011] Trial 9678 finished with value: 0.9974332587174621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:06:05,341] Trial 9679 finished with value: 0.9973104994112539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:06:11,159] Trial 9680 finished with value: 0.9973016854134946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 26, 'rf_n_estimators': 121}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:06:12,978] Trial 9681 finished with value: 0.9975435244281324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:06:16,051] Trial 9682 finished with value: 0.9973972989700641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:06:17,326] Trial 9683 finished with value: 0.9975398429578175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 56}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:06:19,455] Trial 9684 finished with value: 0.9975031416859493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:06:22,258] Trial 9685 finished with value: 0.9972664997536599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:06:29,132] Trial 9686 finished with value: 0.9927706409219201 and parameters: {'classifier': 'SVC', 'svc_c': 2507089.4911238328, 'svc_kernel': 'rbf'}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:06:31,776] Trial 9687 finished with value: 0.9964767301729958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:06:34,283] Trial 9688 finished with value: 0.9974902596501621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:06:35,982] Trial 9689 finished with value: 0.9973908157407535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:06:38,095] Trial 9690 finished with value: 0.9974271110213092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:06:40,850] Trial 9691 finished with value: 0.9975560614728657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:06:43,574] Trial 9692 finished with value: 0.9971729906425209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:06:46,171] Trial 9693 finished with value: 0.9976209803152454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:06:51,048] Trial 9694 finished with value: 0.9973254833851772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 22, 'rf_n_estimators': 121}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:06:53,662] Trial 9695 finished with value: 0.9975715933700234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:06:55,524] Trial 9696 finished with value: 0.9971983219677272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:06:58,199] Trial 9697 finished with value: 0.9973408173964821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:07:00,269] Trial 9698 finished with value: 0.9974643811316929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:07:08,920] Trial 9699 finished with value: 0.9968180780645387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 36, 'rf_n_estimators': 123}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:07:11,484] Trial 9700 finished with value: 0.9974521899666754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:07:15,435] Trial 9701 finished with value: 0.9973877902929861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 17, 'rf_n_estimators': 100}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:07:23,401] Trial 9702 finished with value: 0.9965576560924841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 35, 'rf_n_estimators': 115}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:07:25,018] Trial 9703 finished with value: 0.9969051899878343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 5, 'rf_n_estimators': 111}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:07:28,037] Trial 9704 finished with value: 0.9975438176546595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:07:29,534] Trial 9705 finished with value: 0.9867332074646518 and parameters: {'classifier': 'SVC', 'svc_c': 224936129.792459, 'svc_kernel': 'sigmoid'}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:07:33,038] Trial 9706 finished with value: 0.9974212593446193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:07:35,155] Trial 9707 finished with value: 0.9972951802532899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:07:35,934] Trial 9708 finished with value: 0.9970776225786655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 17}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:07:38,603] Trial 9709 finished with value: 0.9975756462373315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:07:40,877] Trial 9710 finished with value: 0.9973920538365239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:07:42,444] Trial 9711 finished with value: 0.9884197117529627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:07:44,756] Trial 9712 finished with value: 0.9971902176295787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:07:47,273] Trial 9713 finished with value: 0.9969587387566007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:07:50,501] Trial 9714 finished with value: 0.9967665577923904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:07:52,242] Trial 9715 finished with value: 0.9971673506894118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:07:54,637] Trial 9716 finished with value: 0.9975781655924266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:07:56,736] Trial 9717 finished with value: 0.9975302316720844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:07:58,257] Trial 9718 finished with value: 0.9973912468367506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 111}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:08:00,463] Trial 9719 finished with value: 0.9975778932177047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:08:02,913] Trial 9720 finished with value: 0.9975465613015467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:08:13,124] Trial 9721 finished with value: 0.9969037137625439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 48, 'rf_n_estimators': 126}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:08:17,616] Trial 9722 finished with value: 0.9970732239903312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 119}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:08:19,467] Trial 9723 finished with value: 0.985076919187672 and parameters: {'classifier': 'SVC', 'svc_c': 0.00022839629211212376, 'svc_kernel': 'rbf'}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:08:21,962] Trial 9724 finished with value: 0.9973311586625774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:08:30,168] Trial 9725 finished with value: 0.9964598748368342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 33, 'rf_n_estimators': 123}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:08:31,022] Trial 9726 finished with value: 0.9883891212343231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 2, 'rf_n_estimators': 114}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:08:33,789] Trial 9727 finished with value: 0.9975776893968629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:08:36,360] Trial 9728 finished with value: 0.9975947156416561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:08:39,152] Trial 9729 finished with value: 0.9974011580139713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:08:40,674] Trial 9730 finished with value: 0.9972698326782748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:08:42,755] Trial 9731 finished with value: 0.9969961519097333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:08:47,267] Trial 9732 finished with value: 0.9973265723127825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 19, 'rf_n_estimators': 116}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:08:49,476] Trial 9733 finished with value: 0.9973259025794591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:08:51,872] Trial 9734 finished with value: 0.9973807807222178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:08:57,988] Trial 9735 finished with value: 0.9969539116430397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 30, 'rf_n_estimators': 123}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:09:00,227] Trial 9736 finished with value: 0.99769626104487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:09:03,152] Trial 9737 finished with value: 0.9973375395053985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:09:05,346] Trial 9738 finished with value: 0.9965766889664772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:09:08,041] Trial 9739 finished with value: 0.9974269298930712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:09:09,681] Trial 9740 finished with value: 0.9965439348112094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 32}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:09:10,846] Trial 9741 finished with value: 0.9886112527540067 and parameters: {'classifier': 'SVC', 'svc_c': 4.566033077827383, 'svc_kernel': 'sigmoid'}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:09:13,531] Trial 9742 finished with value: 0.9973823494952464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:09:15,904] Trial 9743 finished with value: 0.9975464426969864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:09:18,773] Trial 9744 finished with value: 0.9970955464666956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:09:20,937] Trial 9745 finished with value: 0.9971150016770234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:09:23,625] Trial 9746 finished with value: 0.9970099066110244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:09:24,747] Trial 9747 finished with value: 0.9970845261448226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 50}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:09:27,916] Trial 9748 finished with value: 0.9974991285227635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:09:29,876] Trial 9749 finished with value: 0.9972208177965421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:09:31,863] Trial 9750 finished with value: 0.9974320445203361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:09:33,586] Trial 9751 finished with value: 0.9972829523992512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:09:35,872] Trial 9752 finished with value: 0.9974327300591375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:09:51,337] Trial 9753 finished with value: 0.9964648367730261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 70, 'rf_n_estimators': 111}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:09:54,118] Trial 9754 finished with value: 0.9973104231450624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:09:56,726] Trial 9755 finished with value: 0.9974760994018892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:09:58,637] Trial 9756 finished with value: 0.9967975160581637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:10:02,068] Trial 9757 finished with value: 0.9972399497562824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:10:04,504] Trial 9758 finished with value: 0.9971586185754536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:10:06,774] Trial 9759 finished with value: 0.9973379881841965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:10:08,567] Trial 9760 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 4.830702002656134e-05, 'svc_kernel': 'rbf'}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:10:09,707] Trial 9761 finished with value: 0.9948235955331919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:10:13,054] Trial 9762 finished with value: 0.9973858251134934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:10:16,062] Trial 9763 finished with value: 0.9974962605584928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:10:17,218] Trial 9764 finished with value: 0.996941127518697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 112}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:10:18,609] Trial 9765 finished with value: 0.9972661858657547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 117}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:10:20,533] Trial 9766 finished with value: 0.99732307114552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 98}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:10:22,015] Trial 9767 finished with value: 0.9970104709110194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 1, 'rf_n_estimators': 71}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:10:23,420] Trial 9768 finished with value: 0.9962343203520919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 90}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:10:24,506] Trial 9769 finished with value: 0.9889750587379927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:10:25,384] Trial 9770 finished with value: 0.9964085258541725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 23}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:10:28,456] Trial 9771 finished with value: 0.9976287494058772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:10:30,084] Trial 9772 finished with value: 0.9972720197057408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 103}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:10:32,518] Trial 9773 finished with value: 0.9974115965165247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:10:35,225] Trial 9774 finished with value: 0.9975491835191997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:10:37,530] Trial 9775 finished with value: 0.9975634260956046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:10:49,141] Trial 9776 finished with value: 0.9966132747758377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 50, 'rf_n_estimators': 111}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:10:51,331] Trial 9777 finished with value: 0.9975667071604789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:10:53,612] Trial 9778 finished with value: 0.9974002479294746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:11:07,194] Trial 9779 finished with value: 0.996921613656716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 60, 'rf_n_estimators': 124}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:11:09,098] Trial 9780 finished with value: 0.9854123650662038 and parameters: {'classifier': 'SVC', 'svc_c': 0.299613118767516, 'svc_kernel': 'sigmoid'}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:11:12,552] Trial 9781 finished with value: 0.997311457039136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:11:14,910] Trial 9782 finished with value: 0.9969148234901025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:11:16,615] Trial 9783 finished with value: 0.9972833175121387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:11:18,363] Trial 9784 finished with value: 0.9972613532932738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:11:21,144] Trial 9785 finished with value: 0.9973601774565632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:11:24,215] Trial 9786 finished with value: 0.9972902760483517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:11:28,006] Trial 9787 finished with value: 0.9971610522699365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 113}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:11:30,223] Trial 9788 finished with value: 0.9973733453239454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:11:40,821] Trial 9789 finished with value: 0.9968368395794229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 48, 'rf_n_estimators': 119}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:11:43,458] Trial 9790 finished with value: 0.9975829271354707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:11:46,141] Trial 9791 finished with value: 0.9972801501641869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:11:48,759] Trial 9792 finished with value: 0.9975338417003697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:11:50,109] Trial 9793 finished with value: 0.9971410070519086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 116}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:11:52,355] Trial 9794 finished with value: 0.9975051329222641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:12:05,200] Trial 9795 finished with value: 0.9966720018698493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 51, 'rf_n_estimators': 122}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:12:07,573] Trial 9796 finished with value: 0.9975806876452437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:12:49,315] Trial 9797 finished with value: 0.9907447898488702 and parameters: {'classifier': 'SVC', 'svc_c': 8118033.923941597, 'svc_kernel': 'rbf'}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:12:52,405] Trial 9798 finished with value: 0.9974718543298134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:12:59,798] Trial 9799 finished with value: 0.9972107460255097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 35, 'rf_n_estimators': 110}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:13:02,331] Trial 9800 finished with value: 0.9973971856339965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:13:04,538] Trial 9801 finished with value: 0.9973014908918597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:13:06,253] Trial 9802 finished with value: 0.9973884901455836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:13:08,428] Trial 9803 finished with value: 0.997257587463601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:13:11,013] Trial 9804 finished with value: 0.9976363518724948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:13:13,480] Trial 9805 finished with value: 0.9974175299183262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:13:22,765] Trial 9806 finished with value: 0.9965411935129275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 38, 'rf_n_estimators': 124}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:13:25,880] Trial 9807 finished with value: 0.9972823660414107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:13:28,510] Trial 9808 finished with value: 0.9971270155858277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:13:31,428] Trial 9809 finished with value: 0.997662062592647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:13:33,667] Trial 9810 finished with value: 0.9973556080865489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:13:34,828] Trial 9811 finished with value: 0.9951542241369141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:13:36,031] Trial 9812 finished with value: 0.9970611719008243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 115}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:13:39,532] Trial 9813 finished with value: 0.9974688036186715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:13:52,347] Trial 9814 finished with value: 0.9962688972153857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 66, 'rf_n_estimators': 118}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:13:54,431] Trial 9815 finished with value: 0.9971266338422767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:13:56,775] Trial 9816 finished with value: 0.9973334556618926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:13:57,746] Trial 9817 finished with value: 0.9910034573493998 and parameters: {'classifier': 'SVC', 'svc_c': 26.663080906254976, 'svc_kernel': 'sigmoid'}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:14:00,669] Trial 9818 finished with value: 0.9974141796965516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:14:05,102] Trial 9819 finished with value: 0.9969543538473045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 120}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:14:06,345] Trial 9820 finished with value: 0.99724180413874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 115}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:14:07,644] Trial 9821 finished with value: 0.9971113659727711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 105}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:14:14,965] Trial 9822 finished with value: 0.99657272147414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 32, 'rf_n_estimators': 117}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:14:21,346] Trial 9823 finished with value: 0.9968433408676028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 27, 'rf_n_estimators': 112}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:14:26,527] Trial 9824 finished with value: 0.9974546981182891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 24, 'rf_n_estimators': 109}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:14:29,507] Trial 9825 finished with value: 0.9972351690752802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:14:31,570] Trial 9826 finished with value: 0.9974326527773328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:14:33,896] Trial 9827 finished with value: 0.9969707864662763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:14:36,133] Trial 9828 finished with value: 0.99754553594497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:14:37,402] Trial 9829 finished with value: 0.9940784363109376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:14:41,515] Trial 9830 finished with value: 0.9953894377046781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 38, 'rf_n_estimators': 107}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:14:44,017] Trial 9831 finished with value: 0.9973121554635278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:14:48,458] Trial 9832 finished with value: 0.9971831145271972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 116}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:14:51,605] Trial 9833 finished with value: 0.9972835564351062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:14:52,594] Trial 9834 finished with value: 0.9896790964230542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:14:54,442] Trial 9835 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.4602252734705431e-08, 'svc_kernel': 'rbf'}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:14:56,270] Trial 9836 finished with value: 0.9967392348500143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:14:58,845] Trial 9837 finished with value: 0.9974106447918935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:15:01,412] Trial 9838 finished with value: 0.9973949687094219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:15:03,310] Trial 9839 finished with value: 0.9970324587111495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:15:15,497] Trial 9840 finished with value: 0.9967577554107051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 53, 'rf_n_estimators': 116}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:15:17,804] Trial 9841 finished with value: 0.9975429555896168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:15:19,864] Trial 9842 finished with value: 0.9968245425050081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 106}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:15:21,611] Trial 9843 finished with value: 0.9972882959837804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 100}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:15:26,720] Trial 9844 finished with value: 0.9970889500282691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 25, 'rf_n_estimators': 114}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:15:28,559] Trial 9845 finished with value: 0.9969805875129581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 96}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:15:32,126] Trial 9846 finished with value: 0.9973053922741354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:15:34,490] Trial 9847 finished with value: 0.9972809122865591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:15:36,596] Trial 9848 finished with value: 0.9965223838198999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:15:38,856] Trial 9849 finished with value: 0.9975512269326344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:15:41,413] Trial 9850 finished with value: 0.9975955465400737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:15:44,063] Trial 9851 finished with value: 0.9972944641191458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:15:46,600] Trial 9852 finished with value: 0.9976176081308387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:15:48,534] Trial 9853 finished with value: 0.9853940174453711 and parameters: {'classifier': 'SVC', 'svc_c': 0.025240837532972883, 'svc_kernel': 'sigmoid'}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:15:51,106] Trial 9854 finished with value: 0.9970872196775539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 103}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:16:06,896] Trial 9855 finished with value: 0.9963518077697039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 65, 'rf_n_estimators': 123}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:16:10,144] Trial 9856 finished with value: 0.9974148473351732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 74}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:16:22,505] Trial 9857 finished with value: 0.9965471970872426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 56, 'rf_n_estimators': 119}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:16:24,621] Trial 9858 finished with value: 0.9970378597095534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:16:26,701] Trial 9859 finished with value: 0.9973674110652201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:16:29,350] Trial 9860 finished with value: 0.997331074779288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:16:39,034] Trial 9861 finished with value: 0.9968688416097592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 46, 'rf_n_estimators': 118}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:16:47,321] Trial 9862 finished with value: 0.9972270655940552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 35, 'rf_n_estimators': 121}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:16:49,559] Trial 9863 finished with value: 0.9976918814358043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:16:58,754] Trial 9864 finished with value: 0.996735308299578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 46, 'rf_n_estimators': 106}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:17:02,307] Trial 9865 finished with value: 0.9971215607916708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:17:04,770] Trial 9866 finished with value: 0.9974208790292742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:17:07,414] Trial 9867 finished with value: 0.9970926046800521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:17:09,039] Trial 9868 finished with value: 0.9974313975748301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 108}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:17:12,770] Trial 9869 finished with value: 0.9975152328130825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:17:14,935] Trial 9870 finished with value: 0.997332824394913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:17:28,888] Trial 9871 finished with value: 0.9964666868073904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 61, 'rf_n_estimators': 119}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:20:45,384] Trial 9872 finished with value: 0.9896068505356177 and parameters: {'classifier': 'SVC', 'svc_c': 2452535914.6320086, 'svc_kernel': 'rbf'}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:20:48,264] Trial 9873 finished with value: 0.9975644404391274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:20:51,046] Trial 9874 finished with value: 0.9974266704991536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:20:52,895] Trial 9875 finished with value: 0.9973615867466066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:20:55,421] Trial 9876 finished with value: 0.9973999525447699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:20:57,938] Trial 9877 finished with value: 0.9976162783759915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:21:00,074] Trial 9878 finished with value: 0.9974629101114196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:21:06,414] Trial 9879 finished with value: 0.9966721329791449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 23, 'rf_n_estimators': 128}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:21:07,523] Trial 9880 finished with value: 0.9970400892023393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 111}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:21:09,633] Trial 9881 finished with value: 0.9972527104263115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:21:12,403] Trial 9882 finished with value: 0.9974992081531733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:21:16,977] Trial 9883 finished with value: 0.9971901387291409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 18, 'rf_n_estimators': 108}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:21:19,494] Trial 9884 finished with value: 0.9967411369980228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:21:20,911] Trial 9885 finished with value: 0.9973173920913089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 3, 'rf_n_estimators': 119}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:21:22,148] Trial 9886 finished with value: 0.9966080101869603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 42}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:21:24,936] Trial 9887 finished with value: 0.9971127082006159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:21:26,784] Trial 9888 finished with value: 0.9968867097025481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:21:36,934] Trial 9889 finished with value: 0.9968036372531639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 42, 'rf_n_estimators': 125}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:21:45,859] Trial 9890 finished with value: 0.9970398176528029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 40, 'rf_n_estimators': 117}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:21:47,147] Trial 9891 finished with value: 0.9971881480641085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 5, 'rf_n_estimators': 85}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:21:49,295] Trial 9892 finished with value: 0.9974737297545037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:21:50,781] Trial 9893 finished with value: 0.9918411765606702 and parameters: {'classifier': 'SVC', 'svc_c': 98.79659981902712, 'svc_kernel': 'sigmoid'}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:21:53,647] Trial 9894 finished with value: 0.9973009637569544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:21:57,302] Trial 9895 finished with value: 0.9959192829954145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 44, 'rf_n_estimators': 39}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:21:59,388] Trial 9896 finished with value: 0.9975006130951233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:22:02,441] Trial 9897 finished with value: 0.9975319867783675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:22:05,037] Trial 9898 finished with value: 0.9974860193387723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:22:07,115] Trial 9899 finished with value: 0.9965358909655126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:22:09,112] Trial 9900 finished with value: 0.9972298962028088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 94}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:22:11,320] Trial 9901 finished with value: 0.9976301080739581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:22:12,490] Trial 9902 finished with value: 0.9958897573470464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 10}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:22:14,491] Trial 9903 finished with value: 0.9974058778534051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:22:15,511] Trial 9904 finished with value: 0.9911551424892626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 4, 'rf_n_estimators': 115}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:22:17,511] Trial 9905 finished with value: 0.9955787985019064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 16, 'rf_n_estimators': 109}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:22:19,580] Trial 9906 finished with value: 0.996204025694226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:22:22,896] Trial 9907 finished with value: 0.9975142704562522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:22:25,779] Trial 9908 finished with value: 0.9973964405231427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:22:26,624] Trial 9909 finished with value: 0.9943048510516618 and parameters: {'classifier': 'SVC', 'svc_c': 372.43370949600785, 'svc_kernel': 'rbf'}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:22:29,157] Trial 9910 finished with value: 0.9973381136441447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:22:36,510] Trial 9911 finished with value: 0.9961362768143748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 58, 'rf_n_estimators': 59}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:22:38,581] Trial 9912 finished with value: 0.9974470739746808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:22:41,229] Trial 9913 finished with value: 0.9974048724917101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:22:43,011] Trial 9914 finished with value: 0.9975339261549415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 105}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:22:51,852] Trial 9915 finished with value: 0.997163210542858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 39, 'rf_n_estimators': 118}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:22:54,763] Trial 9916 finished with value: 0.9975890885423996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:22:58,292] Trial 9917 finished with value: 0.9971878822591332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 112}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:23:00,481] Trial 9918 finished with value: 0.9974290411304141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:23:05,762] Trial 9919 finished with value: 0.9973076982235405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 24, 'rf_n_estimators': 115}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:23:08,993] Trial 9920 finished with value: 0.9972526465379038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:23:11,685] Trial 9921 finished with value: 0.997109622482562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:23:18,649] Trial 9922 finished with value: 0.9968013360327069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 36, 'rf_n_estimators': 99}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:23:20,863] Trial 9923 finished with value: 0.9972421635070664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:23:23,089] Trial 9924 finished with value: 0.9975188656609233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:23:26,006] Trial 9925 finished with value: 0.9975818642964254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:23:33,146] Trial 9926 finished with value: 0.9966014347907665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 32, 'rf_n_estimators': 114}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:23:35,653] Trial 9927 finished with value: 0.997516831768861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:23:37,579] Trial 9928 finished with value: 0.9852046622022765 and parameters: {'classifier': 'SVC', 'svc_c': 1.740614254015492e-07, 'svc_kernel': 'sigmoid'}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:23:40,273] Trial 9929 finished with value: 0.9972494441195642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:23:42,702] Trial 9930 finished with value: 0.9972839759467673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:23:45,378] Trial 9931 finished with value: 0.9974471767420252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:23:53,328] Trial 9932 finished with value: 0.9972113713257627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 33, 'rf_n_estimators': 123}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:24:00,073] Trial 9933 finished with value: 0.9970560515924741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 29, 'rf_n_estimators': 117}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:24:02,327] Trial 9934 finished with value: 0.9974484748224407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 108}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:24:04,244] Trial 9935 finished with value: 0.9974138744413575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:24:07,211] Trial 9936 finished with value: 0.9975264526077042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:24:09,855] Trial 9937 finished with value: 0.9975395018705259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 103}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:24:12,214] Trial 9938 finished with value: 0.9973425859913759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:24:15,168] Trial 9939 finished with value: 0.9974715132425218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:24:23,745] Trial 9940 finished with value: 0.9952681016849304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 64, 'rf_n_estimators': 113}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:24:26,183] Trial 9941 finished with value: 0.9970063123247414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:24:28,442] Trial 9942 finished with value: 0.9969552002972968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:24:32,773] Trial 9943 finished with value: 0.9972713865344867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:24:35,269] Trial 9944 finished with value: 0.9974152142253835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:24:38,829] Trial 9945 finished with value: 0.9973438417334228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:24:41,294] Trial 9946 finished with value: 0.9973679306782413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:24:43,147] Trial 9947 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 5.773296511671155e-07, 'svc_kernel': 'rbf'}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:24:45,617] Trial 9948 finished with value: 0.9975282980400718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:24:47,888] Trial 9949 finished with value: 0.9978302656629773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:24:49,984] Trial 9950 finished with value: 0.997477252630495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:24:54,102] Trial 9951 finished with value: 0.9968690213732673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 18, 'rf_n_estimators': 113}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:24:55,824] Trial 9952 finished with value: 0.997163565182236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 114}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:24:58,580] Trial 9953 finished with value: 0.997398721463077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:25:12,484] Trial 9954 finished with value: 0.9965205772664687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 61, 'rf_n_estimators': 114}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:25:14,017] Trial 9955 finished with value: 0.9972357278528791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 4, 'rf_n_estimators': 114}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:25:20,311] Trial 9956 finished with value: 0.9962683464357395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 28, 'rf_n_estimators': 115}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:25:23,492] Trial 9957 finished with value: 0.9974734912123912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:25:24,671] Trial 9958 finished with value: 0.9970369216004843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 116}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:25:26,930] Trial 9959 finished with value: 0.9974282403830085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:25:29,422] Trial 9960 finished with value: 0.9971943701856544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:25:30,612] Trial 9961 finished with value: 0.9962737397218318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 28}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:25:33,305] Trial 9962 finished with value: 0.9972985674497267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:25:35,970] Trial 9963 finished with value: 0.9973442783835537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:25:38,832] Trial 9964 finished with value: 0.9977298430834539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:25:44,918] Trial 9965 finished with value: 0.9969887944280235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 26, 'rf_n_estimators': 116}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:25:46,881] Trial 9966 finished with value: 0.9854025375501072 and parameters: {'classifier': 'SVC', 'svc_c': 0.12734594513228634, 'svc_kernel': 'sigmoid'}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:25:50,596] Trial 9967 finished with value: 0.9972683076083451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:25:52,937] Trial 9968 finished with value: 0.9972274217885907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:25:55,441] Trial 9969 finished with value: 0.9972488115195924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:25:56,685] Trial 9970 finished with value: 0.9971107949760777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 116}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:25:59,102] Trial 9971 finished with value: 0.9971217155457076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:26:01,173] Trial 9972 finished with value: 0.9976691321163221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:26:05,526] Trial 9973 finished with value: 0.9972817155412592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 19, 'rf_n_estimators': 112}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:26:08,076] Trial 9974 finished with value: 0.9969499014949551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:26:10,412] Trial 9975 finished with value: 0.9974737280089188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:26:13,775] Trial 9976 finished with value: 0.9973827277476275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:26:16,307] Trial 9977 finished with value: 0.997316772249976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:26:18,486] Trial 9978 finished with value: 0.9974414308795186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:26:21,486] Trial 9979 finished with value: 0.9970508225183151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:26:23,996] Trial 9980 finished with value: 0.9973579000395368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:26:26,461] Trial 9981 finished with value: 0.9973350893389418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:26:29,770] Trial 9982 finished with value: 0.9973692843317328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:26:41,224] Trial 9983 finished with value: 0.9960440888571102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 52, 'rf_n_estimators': 111}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:26:43,580] Trial 9984 finished with value: 0.9974875890322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:26:46,737] Trial 9985 finished with value: 0.9972980595162557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:26:48,654] Trial 9986 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 6.780013637495598e-10, 'svc_kernel': 'rbf'}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:26:51,553] Trial 9987 finished with value: 0.9973697389137816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:26:53,222] Trial 9988 finished with value: 0.9969021306439815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:26:54,296] Trial 9989 finished with value: 0.9903036146222584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:26:56,271] Trial 9990 finished with value: 0.997464615071809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 3, 'rf_n_estimators': 115}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:26:59,010] Trial 9991 finished with value: 0.9973709950684212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:27:07,183] Trial 9992 finished with value: 0.9966061505360099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 37, 'rf_n_estimators': 112}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:27:11,184] Trial 9993 finished with value: 0.9971947105747119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 21, 'rf_n_estimators': 114}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:27:14,051] Trial 9994 finished with value: 0.9974807857895683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:27:20,194] Trial 9995 finished with value: 0.9969139486029451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 32, 'rf_n_estimators': 116}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:27:21,734] Trial 9996 finished with value: 0.9972116206270258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 4, 'rf_n_estimators': 113}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:27:23,462] Trial 9997 finished with value: 0.9973890502244368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 111}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:27:25,087] Trial 9998 finished with value: 0.9968427712673774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:27:28,650] Trial 9999 finished with value: 0.9974330881579473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 8266 with value: 0.997867497275279.
[I 2023-09-09 22:27:28,651] A new study created in memory with name: no-name-6c4c7220-59d0-431c-a91c-1597790406ef
[I 2023-09-09 22:27:30,272] Trial 0 finished with value: 0.9957932477023973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 25, 'rf_n_estimators': 29}. Best is trial 0 with value: 0.9957932477023973.
[I 2023-09-09 22:27:32,095] Trial 1 finished with value: 0.9970560313119513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 20, 'rf_n_estimators': 49}. Best is trial 1 with value: 0.9970560313119513.
[I 2023-09-09 22:27:33,674] Trial 2 finished with value: 0.9866083685003186 and parameters: {'classifier': 'SVC', 'svc_c': 79619598.60929096, 'svc_kernel': 'sigmoid'}. Best is trial 1 with value: 0.9970560313119513.
[I 2023-09-09 22:27:35,395] Trial 3 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 8.032006248608922e-09, 'svc_kernel': 'sigmoid'}. Best is trial 1 with value: 0.9970560313119513.
[I 2023-09-09 22:27:37,132] Trial 4 finished with value: 0.9852051536002978 and parameters: {'classifier': 'SVC', 'svc_c': 1.8241256840252086e-06, 'svc_kernel': 'sigmoid'}. Best is trial 1 with value: 0.9970560313119513.
[I 2023-09-09 22:27:38,711] Trial 5 finished with value: 0.9972721780144232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 5 with value: 0.9972721780144232.
[I 2023-09-09 22:27:40,169] Trial 6 finished with value: 0.9971890238716652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 5, 'rf_n_estimators': 127}. Best is trial 5 with value: 0.9972721780144232.
[I 2023-09-09 22:27:40,626] Trial 7 finished with value: 0.9892862928460043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 55}. Best is trial 5 with value: 0.9972721780144232.
[I 2023-09-09 22:27:41,734] Trial 8 finished with value: 0.9972346030614382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 96}. Best is trial 5 with value: 0.9972721780144232.
[I 2023-09-09 22:27:42,586] Trial 9 finished with value: 0.9902437322049393 and parameters: {'classifier': 'SVC', 'svc_c': 5.8914390012669475, 'svc_kernel': 'rbf'}. Best is trial 5 with value: 0.9972721780144232.
[I 2023-09-09 22:27:43,468] Trial 10 finished with value: 0.9970607729235894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 1, 'rf_n_estimators': 125}. Best is trial 5 with value: 0.9972721780144232.
[I 2023-09-09 22:27:44,147] Trial 11 finished with value: 0.9963888532074406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 2, 'rf_n_estimators': 91}. Best is trial 5 with value: 0.9972721780144232.
[I 2023-09-09 22:27:45,132] Trial 12 finished with value: 0.9967910389542692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 96}. Best is trial 5 with value: 0.9972721780144232.
[I 2023-09-09 22:27:50,424] Trial 13 finished with value: 0.9939629050275146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 66, 'rf_n_estimators': 93}. Best is trial 5 with value: 0.9972721780144232.
[I 2023-09-09 22:27:51,236] Trial 14 finished with value: 0.9970349810496079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 2, 'rf_n_estimators': 106}. Best is trial 5 with value: 0.9972721780144232.
[I 2023-09-09 22:27:52,283] Trial 15 finished with value: 0.9967581045276871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 82}. Best is trial 5 with value: 0.9972721780144232.
[I 2023-09-09 22:27:53,047] Trial 16 finished with value: 0.996815910873265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 74}. Best is trial 5 with value: 0.9972721780144232.
[I 2023-09-09 22:27:53,262] Trial 17 finished with value: 0.9838341366804544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 1, 'rf_n_estimators': 3}. Best is trial 5 with value: 0.9972721780144232.
[I 2023-09-09 22:29:49,624] Trial 18 finished with value: 0.9897377930169364 and parameters: {'classifier': 'SVC', 'svc_c': 647941825.1130166, 'svc_kernel': 'rbf'}. Best is trial 5 with value: 0.9972721780144232.
[I 2023-09-09 22:29:51,296] Trial 19 finished with value: 0.9974385690406642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 19 with value: 0.9974385690406642.
[I 2023-09-09 22:29:53,834] Trial 20 finished with value: 0.9973356432606408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 19 with value: 0.9974385690406642.
[I 2023-09-09 22:29:56,251] Trial 21 finished with value: 0.9972794383146604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 19 with value: 0.9974385690406642.
[I 2023-09-09 22:29:59,197] Trial 22 finished with value: 0.9972830696073435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 108}. Best is trial 19 with value: 0.9974385690406642.
[I 2023-09-09 22:30:02,545] Trial 23 finished with value: 0.9973685836856876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 109}. Best is trial 19 with value: 0.9974385690406642.
[I 2023-09-09 22:30:05,845] Trial 24 finished with value: 0.9967345696315194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 21, 'rf_n_estimators': 109}. Best is trial 19 with value: 0.9974385690406642.
[I 2023-09-09 22:30:07,967] Trial 25 finished with value: 0.9975992365161478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 25 with value: 0.9975992365161478.
[I 2023-09-09 22:30:09,217] Trial 26 finished with value: 0.98628314711563 and parameters: {'classifier': 'SVC', 'svc_c': 0.4537632513752897, 'svc_kernel': 'rbf'}. Best is trial 25 with value: 0.9975992365161478.
[I 2023-09-09 22:30:14,508] Trial 27 finished with value: 0.9967616488902418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 38, 'rf_n_estimators': 73}. Best is trial 25 with value: 0.9975992365161478.
[I 2023-09-09 22:30:15,771] Trial 28 finished with value: 0.9971973642446313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 103}. Best is trial 25 with value: 0.9975992365161478.
[I 2023-09-09 22:30:18,956] Trial 29 finished with value: 0.9972229990794469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 25 with value: 0.9975992365161478.
[I 2023-09-09 22:30:21,416] Trial 30 finished with value: 0.9970325236151703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 82}. Best is trial 25 with value: 0.9975992365161478.
[I 2023-09-09 22:30:23,694] Trial 31 finished with value: 0.9972997861853736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 127}. Best is trial 25 with value: 0.9975992365161478.
[I 2023-09-09 22:30:25,431] Trial 32 finished with value: 0.9970763317662308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 25 with value: 0.9975992365161478.
[I 2023-09-09 22:30:28,419] Trial 33 finished with value: 0.9973700795567423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 25 with value: 0.9975992365161478.
[I 2023-09-09 22:30:31,007] Trial 34 finished with value: 0.9973826583685618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 102}. Best is trial 25 with value: 0.9975992365161478.
[I 2023-09-09 22:30:32,709] Trial 35 finished with value: 0.9850752809403641 and parameters: {'classifier': 'SVC', 'svc_c': 1.0225853429904352e-10, 'svc_kernel': 'rbf'}. Best is trial 25 with value: 0.9975992365161478.
[I 2023-09-09 22:30:35,486] Trial 36 finished with value: 0.9974045120125571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 25 with value: 0.9975992365161478.
[I 2023-09-09 22:30:36,204] Trial 37 finished with value: 0.9927810137587428 and parameters: {'classifier': 'SVC', 'svc_c': 665.4265320937055, 'svc_kernel': 'sigmoid'}. Best is trial 25 with value: 0.9975992365161478.
[I 2023-09-09 22:30:41,683] Trial 38 finished with value: 0.996506520261609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 30, 'rf_n_estimators': 99}. Best is trial 25 with value: 0.9975992365161478.
[I 2023-09-09 22:30:42,320] Trial 39 finished with value: 0.995944238321631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 32}. Best is trial 25 with value: 0.9975992365161478.
[I 2023-09-09 22:30:46,070] Trial 40 finished with value: 0.9967932733029551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 23, 'rf_n_estimators': 85}. Best is trial 25 with value: 0.9975992365161478.
[I 2023-09-09 22:30:48,807] Trial 41 finished with value: 0.9974647661125106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 25 with value: 0.9975992365161478.
[I 2023-09-09 22:30:52,666] Trial 42 finished with value: 0.9973167875793854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 114}. Best is trial 25 with value: 0.9975992365161478.
[I 2023-09-09 22:30:55,359] Trial 43 finished with value: 0.9972418751047011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 25 with value: 0.9975992365161478.
[I 2023-09-09 22:30:57,362] Trial 44 finished with value: 0.9976233900158701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 44 with value: 0.9976233900158701.
[I 2023-09-09 22:30:59,306] Trial 45 finished with value: 0.9970159289424428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 44 with value: 0.9976233900158701.
[I 2023-09-09 22:31:01,007] Trial 46 finished with value: 0.9852270306033929 and parameters: {'classifier': 'SVC', 'svc_c': 0.000647922853147562, 'svc_kernel': 'rbf'}. Best is trial 44 with value: 0.9976233900158701.
[I 2023-09-09 22:31:01,787] Trial 47 finished with value: 0.9965761927760317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 6, 'rf_n_estimators': 48}. Best is trial 44 with value: 0.9976233900158701.
[I 2023-09-09 22:31:03,117] Trial 48 finished with value: 0.9972495438718073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 44 with value: 0.9976233900158701.
[I 2023-09-09 22:31:05,442] Trial 49 finished with value: 0.9973590780871863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 44 with value: 0.9976233900158701.
[I 2023-09-09 22:31:07,029] Trial 50 finished with value: 0.9973953282999135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 44 with value: 0.9976233900158701.
[I 2023-09-09 22:31:09,035] Trial 51 finished with value: 0.9975909500341484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 44 with value: 0.9976233900158701.
[I 2023-09-09 22:31:11,112] Trial 52 finished with value: 0.9974418712429848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 44 with value: 0.9976233900158701.
[I 2023-09-09 22:31:13,212] Trial 53 finished with value: 0.9974321509375398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 44 with value: 0.9976233900158701.
[I 2023-09-09 22:31:14,569] Trial 54 finished with value: 0.9974076030308413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 44 with value: 0.9976233900158701.
[I 2023-09-09 22:31:15,724] Trial 55 finished with value: 0.9971329657452443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 110}. Best is trial 44 with value: 0.9976233900158701.
[I 2023-09-09 22:31:18,069] Trial 56 finished with value: 0.997598745308554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 44 with value: 0.9976233900158701.
[I 2023-09-09 22:31:19,164] Trial 57 finished with value: 0.9873513484074184 and parameters: {'classifier': 'SVC', 'svc_c': 88275.94560934353, 'svc_kernel': 'sigmoid'}. Best is trial 44 with value: 0.9976233900158701.
[I 2023-09-09 22:31:21,597] Trial 58 finished with value: 0.9973212479931632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 44 with value: 0.9976233900158701.
[I 2023-09-09 22:31:23,608] Trial 59 finished with value: 0.9974654618391803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 44 with value: 0.9976233900158701.
[I 2023-09-09 22:31:25,578] Trial 60 finished with value: 0.9971851367714476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 101}. Best is trial 44 with value: 0.9976233900158701.
[I 2023-09-09 22:31:27,754] Trial 61 finished with value: 0.997516247950053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 44 with value: 0.9976233900158701.
[I 2023-09-09 22:31:30,112] Trial 62 finished with value: 0.9972895638179701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 44 with value: 0.9976233900158701.
[I 2023-09-09 22:31:33,758] Trial 63 finished with value: 0.9971796912130216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 114}. Best is trial 44 with value: 0.9976233900158701.
[I 2023-09-09 22:31:35,291] Trial 64 finished with value: 0.9969754224541586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 60}. Best is trial 44 with value: 0.9976233900158701.
[I 2023-09-09 22:31:36,852] Trial 65 finished with value: 0.9975844646466602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 91}. Best is trial 44 with value: 0.9976233900158701.
[I 2023-09-09 22:31:38,136] Trial 66 finished with value: 0.9968473826583812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 90}. Best is trial 44 with value: 0.9976233900158701.
[I 2023-09-09 22:31:39,662] Trial 67 finished with value: 0.9971353291720001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 44 with value: 0.9976233900158701.
[I 2023-09-09 22:31:41,566] Trial 68 finished with value: 0.9972478267557996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 44 with value: 0.9976233900158701.
[I 2023-09-09 22:31:43,333] Trial 69 finished with value: 0.9852455497993535 and parameters: {'classifier': 'SVC', 'svc_c': 0.0007880231830845506, 'svc_kernel': 'rbf'}. Best is trial 44 with value: 0.9976233900158701.
[I 2023-09-09 22:31:44,506] Trial 70 finished with value: 0.9975685281546579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 98}. Best is trial 44 with value: 0.9976233900158701.
[I 2023-09-09 22:31:45,601] Trial 71 finished with value: 0.9972031409881216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 94}. Best is trial 44 with value: 0.9976233900158701.
[I 2023-09-09 22:31:47,270] Trial 72 finished with value: 0.9967251631505034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 44 with value: 0.9976233900158701.
[I 2023-09-09 22:31:50,122] Trial 73 finished with value: 0.9971036818445175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 98}. Best is trial 44 with value: 0.9976233900158701.
[I 2023-09-09 22:31:51,774] Trial 74 finished with value: 0.9977826020861308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 88}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:31:53,471] Trial 75 finished with value: 0.9970828964667499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 77}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:31:54,440] Trial 76 finished with value: 0.9971624044317462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 91}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:31:55,780] Trial 77 finished with value: 0.9972803728373458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 87}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:31:57,455] Trial 78 finished with value: 0.9975349074275646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:31:58,616] Trial 79 finished with value: 0.9970449274241678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 79}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:31:59,359] Trial 80 finished with value: 0.9973087453523218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 66}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:32:01,384] Trial 81 finished with value: 0.9974186418876524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:32:02,912] Trial 82 finished with value: 0.9975492001816013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:32:04,444] Trial 83 finished with value: 0.9974855420958576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:32:05,768] Trial 84 finished with value: 0.9970813239803865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 114}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:32:07,893] Trial 85 finished with value: 0.9970143581064504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 11, 'rf_n_estimators': 96}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:32:09,112] Trial 86 finished with value: 0.9870948738693435 and parameters: {'classifier': 'SVC', 'svc_c': 204596.06050989576, 'svc_kernel': 'sigmoid'}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:32:09,444] Trial 87 finished with value: 0.9941558640147887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 8}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:32:11,210] Trial 88 finished with value: 0.9975090852756191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 68}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:32:13,251] Trial 89 finished with value: 0.9974145029471391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:32:14,204] Trial 90 finished with value: 0.9970898122837393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 112}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:32:16,429] Trial 91 finished with value: 0.9973312120457378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:32:18,227] Trial 92 finished with value: 0.9972048966974248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:32:20,731] Trial 93 finished with value: 0.9972192288382047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:32:23,016] Trial 94 finished with value: 0.9972970512664111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:32:26,239] Trial 95 finished with value: 0.9974557365191457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:32:27,652] Trial 96 finished with value: 0.9973251785425759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:32:29,670] Trial 97 finished with value: 0.9973841809311969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:32:32,030] Trial 98 finished with value: 0.9974873151975343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:36:31,770] Trial 99 finished with value: 0.9896109498672224 and parameters: {'classifier': 'SVC', 'svc_c': 4826526082.92299, 'svc_kernel': 'rbf'}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:36:33,031] Trial 100 finished with value: 0.9970356372308448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 83}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:36:34,850] Trial 101 finished with value: 0.9973881998072062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 69}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:36:36,013] Trial 102 finished with value: 0.9973029779715142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 45}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:36:37,104] Trial 103 finished with value: 0.9971697138305261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 56}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:36:39,462] Trial 104 finished with value: 0.997284786913779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 16, 'rf_n_estimators': 89}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:36:41,096] Trial 105 finished with value: 0.9973862492271509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 72}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:36:42,437] Trial 106 finished with value: 0.997473306053439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:36:44,446] Trial 107 finished with value: 0.9974926746510172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:36:46,590] Trial 108 finished with value: 0.9973969646429467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:36:48,513] Trial 109 finished with value: 0.9974732942786754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 100}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:36:49,702] Trial 110 finished with value: 0.996870336147822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 42}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:36:51,755] Trial 111 finished with value: 0.9970149128533352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:36:53,417] Trial 112 finished with value: 0.9975672084289894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:36:55,094] Trial 113 finished with value: 0.9975503021534865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:36:56,831] Trial 114 finished with value: 0.9972688936170685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:36:58,624] Trial 115 finished with value: 0.9974033253956724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:36:59,983] Trial 116 finished with value: 0.997534875054899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:37:01,375] Trial 117 finished with value: 0.9976265575859872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:37:02,949] Trial 118 finished with value: 0.9973987673560911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:37:04,722] Trial 119 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 2.0685616913717572e-05, 'svc_kernel': 'sigmoid'}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:37:06,580] Trial 120 finished with value: 0.9972149649455497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:37:07,905] Trial 121 finished with value: 0.9973807639646027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:37:09,080] Trial 122 finished with value: 0.9973783919686122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 4, 'rf_n_estimators': 113}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:37:10,462] Trial 123 finished with value: 0.9969488857232265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:37:12,180] Trial 124 finished with value: 0.997335440201509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:37:13,933] Trial 125 finished with value: 0.9974627152406678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:37:15,383] Trial 126 finished with value: 0.997414224129622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:37:16,707] Trial 127 finished with value: 0.9971526077648956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 93}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:37:18,757] Trial 128 finished with value: 0.9973981160942298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:37:19,851] Trial 129 finished with value: 0.9969630089333612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 108}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:37:21,603] Trial 130 finished with value: 0.9972492727666018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:37:23,844] Trial 131 finished with value: 0.9974668193329586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:37:26,298] Trial 132 finished with value: 0.9976292112241687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:37:28,795] Trial 133 finished with value: 0.9974005650229083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 127}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:37:30,757] Trial 134 finished with value: 0.9973234283874065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:37:32,101] Trial 135 finished with value: 0.9974830274697108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:37:33,701] Trial 136 finished with value: 0.9973330420217446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:37:36,286] Trial 137 finished with value: 0.9973624126621726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:37:38,085] Trial 138 finished with value: 0.9976769336430955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:37:40,085] Trial 139 finished with value: 0.9972694414133515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:37:41,861] Trial 140 finished with value: 0.9853851675837761 and parameters: {'classifier': 'SVC', 'svc_c': 0.05115144285192277, 'svc_kernel': 'rbf'}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:37:43,403] Trial 141 finished with value: 0.9975400356069158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:37:45,224] Trial 142 finished with value: 0.9974902678068043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:37:47,417] Trial 143 finished with value: 0.9974502735683467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:37:49,283] Trial 144 finished with value: 0.9974221291219737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:37:50,576] Trial 145 finished with value: 0.9970747728954295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 97}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:37:52,925] Trial 146 finished with value: 0.9976759940740827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:37:55,053] Trial 147 finished with value: 0.997431003136116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:37:56,803] Trial 148 finished with value: 0.9974428602596573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 79}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:37:58,695] Trial 149 finished with value: 0.9976974818752188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:38:00,829] Trial 150 finished with value: 0.9974921585609038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:38:02,284] Trial 151 finished with value: 0.9974740921696692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 86}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:38:04,454] Trial 152 finished with value: 0.997223918970957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:38:06,764] Trial 153 finished with value: 0.9976501702717663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:38:09,079] Trial 154 finished with value: 0.9974566725335127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:38:11,996] Trial 155 finished with value: 0.9974340951065376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:38:13,928] Trial 156 finished with value: 0.9975012874939191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:38:16,059] Trial 157 finished with value: 0.997338802229785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:38:18,028] Trial 158 finished with value: 0.99699217146833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:38:20,804] Trial 159 finished with value: 0.9975537296570658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:38:23,416] Trial 160 finished with value: 0.9975481685726568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:38:26,248] Trial 161 finished with value: 0.9975443653874666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:38:28,548] Trial 162 finished with value: 0.9973852115245281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:38:30,269] Trial 163 finished with value: 0.9972158101260257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:38:32,311] Trial 164 finished with value: 0.9975732061317913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:38:35,293] Trial 165 finished with value: 0.9975039855016954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:38:37,396] Trial 166 finished with value: 0.997301346008312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:38:40,166] Trial 167 finished with value: 0.9975681018193469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:38:40,907] Trial 168 finished with value: 0.9923404784635595 and parameters: {'classifier': 'SVC', 'svc_c': 191.74563395351893, 'svc_kernel': 'sigmoid'}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:38:43,972] Trial 169 finished with value: 0.9973780741134689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:38:47,201] Trial 170 finished with value: 0.9975289994795649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 17, 'rf_n_estimators': 114}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:38:50,477] Trial 171 finished with value: 0.9976016738604899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:38:53,793] Trial 172 finished with value: 0.9973715505135399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:38:56,030] Trial 173 finished with value: 0.997706874232866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:38:57,931] Trial 174 finished with value: 0.9973047343790515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 94}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:39:00,830] Trial 175 finished with value: 0.9973694133463266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:39:02,880] Trial 176 finished with value: 0.996950873880964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:39:05,097] Trial 177 finished with value: 0.9975106641413022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:39:07,124] Trial 178 finished with value: 0.9955018030366171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 20, 'rf_n_estimators': 118}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:39:11,108] Trial 179 finished with value: 0.9971295494768843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 121}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:39:13,094] Trial 180 finished with value: 0.9972238431173581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:39:15,886] Trial 181 finished with value: 0.9974420412629552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:39:18,743] Trial 182 finished with value: 0.9974283561628949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:39:21,301] Trial 183 finished with value: 0.9973037109267492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 91}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:39:23,093] Trial 184 finished with value: 0.9973586726671563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 88}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:39:25,251] Trial 185 finished with value: 0.9977373759171023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:39:27,283] Trial 186 finished with value: 0.9975177623877838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:39:29,063] Trial 187 finished with value: 0.997276686162014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:39:31,225] Trial 188 finished with value: 0.9974461059685029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:39:32,915] Trial 189 finished with value: 0.99739139184725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:39:33,561] Trial 190 finished with value: 0.9959559114922608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 24}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:39:36,160] Trial 191 finished with value: 0.9975363642927313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:39:38,627] Trial 192 finished with value: 0.9975198056425288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:39:41,739] Trial 193 finished with value: 0.997412490954233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:39:43,742] Trial 194 finished with value: 0.9977107421633872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:39:45,709] Trial 195 finished with value: 0.9974240605640707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:39:47,854] Trial 196 finished with value: 0.9974540155945889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:39:49,776] Trial 197 finished with value: 0.9969366773245252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:39:51,206] Trial 198 finished with value: 0.9866198392148364 and parameters: {'classifier': 'SVC', 'svc_c': 8771601.447077552, 'svc_kernel': 'sigmoid'}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:39:53,119] Trial 199 finished with value: 0.9975344902010331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:39:55,264] Trial 200 finished with value: 0.9975449309569777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:39:57,687] Trial 201 finished with value: 0.9972087450456574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:39:59,465] Trial 202 finished with value: 0.9975754312447465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:40:00,713] Trial 203 finished with value: 0.9976449591295249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 84}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:40:01,987] Trial 204 finished with value: 0.9972330198793998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 80}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:40:03,394] Trial 205 finished with value: 0.9972446862581174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 85}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:40:04,920] Trial 206 finished with value: 0.9973911755216727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 83}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:40:06,317] Trial 207 finished with value: 0.9974324632702872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 91}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:40:08,338] Trial 208 finished with value: 0.9973404130872788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:40:10,459] Trial 209 finished with value: 0.9974814128354063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:40:12,079] Trial 210 finished with value: 0.9974269356058948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 100}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:40:13,938] Trial 211 finished with value: 0.9975013773439351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:40:14,796] Trial 212 finished with value: 0.9970730677128748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 125}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:40:28,488] Trial 213 finished with value: 0.9962070747232586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 73, 'rf_n_estimators': 95}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:40:30,887] Trial 214 finished with value: 0.9974429559811865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:40:32,872] Trial 215 finished with value: 0.9975387697722141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:40:34,017] Trial 216 finished with value: 0.9974347094254746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 76}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:40:46,812] Trial 217 finished with value: 0.9968585708737848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 52, 'rf_n_estimators': 126}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:40:49,480] Trial 218 finished with value: 0.9975595321399991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:40:51,646] Trial 219 finished with value: 0.9971900737616443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:40:53,202] Trial 220 finished with value: 0.9975253468590077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:40:55,782] Trial 221 finished with value: 0.9975729649871706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:40:58,172] Trial 222 finished with value: 0.9975784282553488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:41:00,504] Trial 223 finished with value: 0.9974012089850509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:41:02,982] Trial 224 finished with value: 0.9976622464820828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:41:05,143] Trial 225 finished with value: 0.9976530041177863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:41:07,724] Trial 226 finished with value: 0.9975815515828229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:41:10,114] Trial 227 finished with value: 0.9972559967596784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:41:12,328] Trial 228 finished with value: 0.9975694097067759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:41:13,508] Trial 229 finished with value: 0.9971196914289209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 62}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:41:16,116] Trial 230 finished with value: 0.9976198679650644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:41:18,595] Trial 231 finished with value: 0.9973518688849802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:41:20,998] Trial 232 finished with value: 0.9975147781358201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:41:22,926] Trial 233 finished with value: 0.9975831985263174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:41:25,559] Trial 234 finished with value: 0.9973831532577528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:41:27,921] Trial 235 finished with value: 0.9974417658413941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:41:30,288] Trial 236 finished with value: 0.997432255450469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:45:29,048] Trial 237 finished with value: 0.9896080002095778 and parameters: {'classifier': 'SVC', 'svc_c': 7308814531.204107, 'svc_kernel': 'rbf'}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:45:30,885] Trial 238 finished with value: 0.9973450845581415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:45:32,939] Trial 239 finished with value: 0.9976401109102554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:45:35,053] Trial 240 finished with value: 0.9972845541479655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:45:37,216] Trial 241 finished with value: 0.9975630544447082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:45:39,159] Trial 242 finished with value: 0.9975327319209591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:45:41,753] Trial 243 finished with value: 0.9972184560518956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:45:44,108] Trial 244 finished with value: 0.9972564550868004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:45:46,147] Trial 245 finished with value: 0.9975603959823647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:45:49,289] Trial 246 finished with value: 0.9974542698152278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:45:50,187] Trial 247 finished with value: 0.9967775814467438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:45:52,573] Trial 248 finished with value: 0.9974426352061556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:45:54,489] Trial 249 finished with value: 0.9975535279944018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:45:58,056] Trial 250 finished with value: 0.9971181823231586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 124}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:45:59,832] Trial 251 finished with value: 0.9976609127599971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:46:02,043] Trial 252 finished with value: 0.9974498068306793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:46:06,881] Trial 253 finished with value: 0.9973881409016497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 22, 'rf_n_estimators': 118}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:46:08,815] Trial 254 finished with value: 0.9974868560769649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:46:11,017] Trial 255 finished with value: 0.9974205628245021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:46:12,748] Trial 256 finished with value: 0.9974116476462935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:46:16,996] Trial 257 finished with value: 0.997261627699222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 122}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:46:18,381] Trial 258 finished with value: 0.9964749660214088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:46:25,346] Trial 259 finished with value: 0.9966684000299441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 31, 'rf_n_estimators': 118}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:46:28,095] Trial 260 finished with value: 0.9973008285852066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:46:28,873] Trial 261 finished with value: 0.9895828940648249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:46:30,813] Trial 262 finished with value: 0.9973037860503763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:46:32,510] Trial 263 finished with value: 0.9852044163604452 and parameters: {'classifier': 'SVC', 'svc_c': 1.9732458343302818e-07, 'svc_kernel': 'sigmoid'}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:46:34,337] Trial 264 finished with value: 0.9973246551844818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 88}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:46:36,485] Trial 265 finished with value: 0.9974819453974936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:46:38,334] Trial 266 finished with value: 0.9976959820686632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:46:40,207] Trial 267 finished with value: 0.9974234887104538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:46:42,234] Trial 268 finished with value: 0.9974445452251651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:46:44,033] Trial 269 finished with value: 0.9975078003664354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:46:47,276] Trial 270 finished with value: 0.9972615344215119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:46:51,114] Trial 271 finished with value: 0.9972053667675725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 17, 'rf_n_estimators': 115}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:46:53,081] Trial 272 finished with value: 0.9974658404406784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:46:54,913] Trial 273 finished with value: 0.9971470943190855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:46:57,143] Trial 274 finished with value: 0.9975694446502118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:46:59,556] Trial 275 finished with value: 0.9973522972515173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:47:05,220] Trial 276 finished with value: 0.9970969468066491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 26, 'rf_n_estimators': 121}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:47:06,377] Trial 277 finished with value: 0.9971943094075616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 70}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:47:08,940] Trial 278 finished with value: 0.997454124646039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:47:10,769] Trial 279 finished with value: 0.9972805460311068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:47:12,987] Trial 280 finished with value: 0.9972761754673449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 85}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:47:15,025] Trial 281 finished with value: 0.9972267344089908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:47:16,741] Trial 282 finished with value: 0.9853379705224318 and parameters: {'classifier': 'SVC', 'svc_c': 0.0027254570839369053, 'svc_kernel': 'rbf'}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:47:18,659] Trial 283 finished with value: 0.9974920066950167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:47:21,007] Trial 284 finished with value: 0.9975912732529982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:47:22,622] Trial 285 finished with value: 0.9974347919757719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:47:24,836] Trial 286 finished with value: 0.9973217801109199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:47:26,709] Trial 287 finished with value: 0.9972401002891775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:47:28,713] Trial 288 finished with value: 0.9974347555089164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:47:30,949] Trial 289 finished with value: 0.9975426360841023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:47:31,841] Trial 290 finished with value: 0.9939513565551233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:47:34,714] Trial 291 finished with value: 0.9972745371565613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:47:37,366] Trial 292 finished with value: 0.9973547834087612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:47:39,429] Trial 293 finished with value: 0.9975557387935603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:47:41,459] Trial 294 finished with value: 0.9976090831067269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:47:42,304] Trial 295 finished with value: 0.9972984937225676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 50}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:47:42,732] Trial 296 finished with value: 0.9950807596407826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 11}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:47:45,013] Trial 297 finished with value: 0.9974158946226438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:47:47,831] Trial 298 finished with value: 0.9975387971302906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:47:49,800] Trial 299 finished with value: 0.9969053611186313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:47:50,575] Trial 300 finished with value: 0.9920683040078447 and parameters: {'classifier': 'SVC', 'svc_c': 125.38451680342396, 'svc_kernel': 'sigmoid'}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:47:52,178] Trial 301 finished with value: 0.9972890518537847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:47:53,948] Trial 302 finished with value: 0.9972909460355784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:47:54,791] Trial 303 finished with value: 0.9969873669521592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 1, 'rf_n_estimators': 116}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:47:56,371] Trial 304 finished with value: 0.9975759387973625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:47:57,641] Trial 305 finished with value: 0.9973952620311627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 81}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:47:59,602] Trial 306 finished with value: 0.9975979344367559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:48:03,951] Trial 307 finished with value: 0.9973864982745108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 119}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:48:06,607] Trial 308 finished with value: 0.9974754727051683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:48:08,585] Trial 309 finished with value: 0.997382967305353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:48:10,578] Trial 310 finished with value: 0.9971694874440322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:48:11,778] Trial 311 finished with value: 0.9973556934297821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 64}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:48:14,730] Trial 312 finished with value: 0.997635698008125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:48:17,375] Trial 313 finished with value: 0.997171467952934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:48:19,030] Trial 314 finished with value: 0.9974405480896226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 58}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:48:21,818] Trial 315 finished with value: 0.9973738234555213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:48:24,314] Trial 316 finished with value: 0.9975741777243531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:48:26,277] Trial 317 finished with value: 0.9975764770722734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 74}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:48:29,315] Trial 318 finished with value: 0.9973446726953162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:48:30,475] Trial 319 finished with value: 0.996231557757674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 34}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:48:32,784] Trial 320 finished with value: 0.9975904526059246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:48:33,969] Trial 321 finished with value: 0.9963797613125633 and parameters: {'classifier': 'SVC', 'svc_c': 51958.14159886425, 'svc_kernel': 'rbf'}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:48:35,374] Trial 322 finished with value: 0.9974438957406266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:48:37,653] Trial 323 finished with value: 0.9974473320356063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:48:40,010] Trial 324 finished with value: 0.9975456569616111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:48:42,057] Trial 325 finished with value: 0.9973306135322787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:48:42,937] Trial 326 finished with value: 0.9968726923065968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:48:44,686] Trial 327 finished with value: 0.9974534010217487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:48:46,763] Trial 328 finished with value: 0.997270634599983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:48:49,454] Trial 329 finished with value: 0.9974177092692414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:48:51,246] Trial 330 finished with value: 0.997328915554229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:48:53,941] Trial 331 finished with value: 0.9973643283305297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:48:55,816] Trial 332 finished with value: 0.9974080260019341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:48:57,465] Trial 333 finished with value: 0.9971511399818889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:48:59,433] Trial 334 finished with value: 0.9974218259614815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:49:00,621] Trial 335 finished with value: 0.997378201255526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:49:02,849] Trial 336 finished with value: 0.997306093142346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:49:04,725] Trial 337 finished with value: 0.9973128343373686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:49:08,109] Trial 338 finished with value: 0.9974426870024207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:49:09,298] Trial 339 finished with value: 0.996532350379769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:49:10,690] Trial 340 finished with value: 0.9867037216156195 and parameters: {'classifier': 'SVC', 'svc_c': 5215696.430122348, 'svc_kernel': 'sigmoid'}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:49:14,141] Trial 341 finished with value: 0.997434675688079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 109}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:49:15,189] Trial 342 finished with value: 0.9972474049272714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 119}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:49:17,513] Trial 343 finished with value: 0.9974094974348002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:49:20,117] Trial 344 finished with value: 0.9974948678673751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:49:22,451] Trial 345 finished with value: 0.9972451327787377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:49:25,118] Trial 346 finished with value: 0.9972797723878744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:49:27,392] Trial 347 finished with value: 0.9973830123097058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:49:29,420] Trial 348 finished with value: 0.9973409202273023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:49:31,042] Trial 349 finished with value: 0.9975340308265602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:49:34,226] Trial 350 finished with value: 0.9972951383592519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:49:35,848] Trial 351 finished with value: 0.9974955965379927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:49:37,929] Trial 352 finished with value: 0.9974246810401617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:49:40,745] Trial 353 finished with value: 0.9969566109520701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 20, 'rf_n_estimators': 77}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:49:53,906] Trial 354 finished with value: 0.9963339628455875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 59, 'rf_n_estimators': 117}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:49:56,278] Trial 355 finished with value: 0.9974660218862955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:49:58,304] Trial 356 finished with value: 0.9973284390095484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:50:00,825] Trial 357 finished with value: 0.9976309602050358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:50:05,442] Trial 358 finished with value: 0.9973664183986882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 119}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:50:06,489] Trial 359 finished with value: 0.9881937044634945 and parameters: {'classifier': 'SVC', 'svc_c': 1.7216219778801978, 'svc_kernel': 'rbf'}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:50:08,952] Trial 360 finished with value: 0.9974332857898972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:50:18,084] Trial 361 finished with value: 0.9966693329339963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 46, 'rf_n_estimators': 116}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:50:20,918] Trial 362 finished with value: 0.9972570233857715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:50:24,503] Trial 363 finished with value: 0.9974267471462003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:50:27,101] Trial 364 finished with value: 0.997453922570782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:50:28,825] Trial 365 finished with value: 0.9974678337082192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:50:31,826] Trial 366 finished with value: 0.9973946765302456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:50:33,807] Trial 367 finished with value: 0.9972684517301831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:50:35,500] Trial 368 finished with value: 0.9971605143441425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:50:36,456] Trial 369 finished with value: 0.9941466097170388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:50:38,049] Trial 370 finished with value: 0.9974330716859735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:50:41,400] Trial 371 finished with value: 0.9973634764850932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:50:48,329] Trial 372 finished with value: 0.9969726788072716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 33, 'rf_n_estimators': 123}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:50:50,387] Trial 373 finished with value: 0.9973783335073865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 98}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:50:51,755] Trial 374 finished with value: 0.9974744569651777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:50:53,655] Trial 375 finished with value: 0.9975203693395033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:50:55,365] Trial 376 finished with value: 0.997258899762599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:50:59,660] Trial 377 finished with value: 0.9971512630932319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 18, 'rf_n_estimators': 124}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:51:01,443] Trial 378 finished with value: 0.9853851668855422 and parameters: {'classifier': 'SVC', 'svc_c': 0.029504209064054432, 'svc_kernel': 'rbf'}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:51:03,566] Trial 379 finished with value: 0.9974569407823068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:51:06,319] Trial 380 finished with value: 0.997098733555626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:51:13,528] Trial 381 finished with value: 0.9969300641919593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 35, 'rf_n_estimators': 119}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:51:16,287] Trial 382 finished with value: 0.9971183489154347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:51:21,424] Trial 383 finished with value: 0.9972573701858862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 23, 'rf_n_estimators': 123}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:51:23,612] Trial 384 finished with value: 0.9975725719449243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:51:24,389] Trial 385 finished with value: 0.9967188949137779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 116}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:51:25,927] Trial 386 finished with value: 0.9974490790804609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:51:33,941] Trial 387 finished with value: 0.9964208233411801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 39, 'rf_n_estimators': 107}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:51:39,680] Trial 388 finished with value: 0.9973997497395412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 26, 'rf_n_estimators': 119}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:51:41,634] Trial 389 finished with value: 0.997375197675177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 67}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:51:42,738] Trial 390 finished with value: 0.9966231280313774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 51}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:51:56,436] Trial 391 finished with value: 0.9968033137169351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 60, 'rf_n_estimators': 126}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:51:58,191] Trial 392 finished with value: 0.9975683218582594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:52:00,411] Trial 393 finished with value: 0.9970123487160526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:52:02,937] Trial 394 finished with value: 0.9971932077847931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:52:04,849] Trial 395 finished with value: 0.9975827426747524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:52:07,527] Trial 396 finished with value: 0.997427111116523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:52:09,289] Trial 397 finished with value: 0.9969632188796193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:52:11,077] Trial 398 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 1.2039594637324643e-05, 'svc_kernel': 'sigmoid'}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:52:13,705] Trial 399 finished with value: 0.9975283226052122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:52:15,029] Trial 400 finished with value: 0.9975824218997218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 111}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:52:18,668] Trial 401 finished with value: 0.9963007670890752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 28, 'rf_n_estimators': 114}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:52:20,748] Trial 402 finished with value: 0.9972522391501236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:52:22,396] Trial 403 finished with value: 0.9974717220144771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:52:25,138] Trial 404 finished with value: 0.9975270133530533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:52:27,178] Trial 405 finished with value: 0.9973922929181809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:52:28,703] Trial 406 finished with value: 0.9973264408226319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 72}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:52:30,594] Trial 407 finished with value: 0.9975527374031267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:52:31,820] Trial 408 finished with value: 0.9973154745821532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:52:33,971] Trial 409 finished with value: 0.9975229143705655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:52:35,863] Trial 410 finished with value: 0.9973389525722528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:52:50,197] Trial 411 finished with value: 0.9955821312995697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 74, 'rf_n_estimators': 101}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:52:52,958] Trial 412 finished with value: 0.9971982109802647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:52:55,390] Trial 413 finished with value: 0.9974031774970237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:52:58,127] Trial 414 finished with value: 0.9976066920362539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:53:01,004] Trial 415 finished with value: 0.9972081952181485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:53:03,964] Trial 416 finished with value: 0.9968785942243943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:53:04,668] Trial 417 finished with value: 0.9965597633625883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 18}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:53:06,036] Trial 418 finished with value: 0.9867335352537601 and parameters: {'classifier': 'SVC', 'svc_c': 166063780.49163735, 'svc_kernel': 'sigmoid'}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:53:08,481] Trial 419 finished with value: 0.9970270242609912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:53:10,711] Trial 420 finished with value: 0.9973764065720724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:53:11,525] Trial 421 finished with value: 0.9903510894220312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 14, 'rf_n_estimators': 93}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:53:15,196] Trial 422 finished with value: 0.9974849271104246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 124}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:53:16,111] Trial 423 finished with value: 0.9974289138296674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 37}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:53:19,549] Trial 424 finished with value: 0.9973950005108052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:53:22,156] Trial 425 finished with value: 0.9971109010441644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:53:25,118] Trial 426 finished with value: 0.9962744795959306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:53:26,794] Trial 427 finished with value: 0.9970134038745245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:53:35,830] Trial 428 finished with value: 0.9963834274852069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 40, 'rf_n_estimators': 119}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:53:38,128] Trial 429 finished with value: 0.9974303612369374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:53:42,092] Trial 430 finished with value: 0.9972611561056549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 19, 'rf_n_estimators': 110}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:53:44,412] Trial 431 finished with value: 0.997402910168629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:53:47,563] Trial 432 finished with value: 0.9974647321846875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:53:48,865] Trial 433 finished with value: 0.9971383602373772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 83}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:53:51,481] Trial 434 finished with value: 0.9975577939182827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:53:54,684] Trial 435 finished with value: 0.9972748166088367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:53:55,410] Trial 436 finished with value: 0.9958739219720173 and parameters: {'classifier': 'SVC', 'svc_c': 8058.069272825419, 'svc_kernel': 'rbf'}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:53:57,060] Trial 437 finished with value: 0.9974884594443124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:54:02,047] Trial 438 finished with value: 0.9972695276452462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 26, 'rf_n_estimators': 115}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:54:03,012] Trial 439 finished with value: 0.9969465185831358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 3, 'rf_n_estimators': 122}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:54:04,951] Trial 440 finished with value: 0.9975848922197496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:54:07,386] Trial 441 finished with value: 0.9973121540353219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:54:09,438] Trial 442 finished with value: 0.9974654478110251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:54:12,165] Trial 443 finished with value: 0.9973976472618608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:54:13,882] Trial 444 finished with value: 0.9974633297182943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:54:16,596] Trial 445 finished with value: 0.9972967507719032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:54:18,214] Trial 446 finished with value: 0.9974729935302641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 96}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:54:19,593] Trial 447 finished with value: 0.9973312059520595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:54:21,495] Trial 448 finished with value: 0.9968658600872558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:54:22,097] Trial 449 finished with value: 0.9969250371613193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 54}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:54:24,735] Trial 450 finished with value: 0.9960800583163077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 21, 'rf_n_estimators': 126}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:54:26,890] Trial 451 finished with value: 0.9976759251076098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:54:28,949] Trial 452 finished with value: 0.9975746291008729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:54:29,989] Trial 453 finished with value: 0.9953937347951842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:54:31,728] Trial 454 finished with value: 0.9972203416961922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:54:33,613] Trial 455 finished with value: 0.9973180019352009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:54:35,414] Trial 456 finished with value: 0.9852061373802156 and parameters: {'classifier': 'SVC', 'svc_c': 5.39786792139531e-09, 'svc_kernel': 'sigmoid'}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:54:37,044] Trial 457 finished with value: 0.997438622931631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:54:40,873] Trial 458 finished with value: 0.9974374472643247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:54:41,102] Trial 459 finished with value: 0.9843683352377931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 1, 'rf_n_estimators': 2}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:54:50,708] Trial 460 finished with value: 0.9965863768040428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 51, 'rf_n_estimators': 115}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:54:52,827] Trial 461 finished with value: 0.9975521031845217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:54:58,715] Trial 462 finished with value: 0.9973500385281184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 29, 'rf_n_estimators': 118}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:55:00,050] Trial 463 finished with value: 0.9975034755369979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 64}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:55:03,035] Trial 464 finished with value: 0.9972774435554378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:55:12,736] Trial 465 finished with value: 0.9968403811807796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 43, 'rf_n_estimators': 122}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:55:26,748] Trial 466 finished with value: 0.99661681659936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 65, 'rf_n_estimators': 126}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:55:28,275] Trial 467 finished with value: 0.9972993974912208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:55:31,061] Trial 468 finished with value: 0.9974731771340588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:55:32,758] Trial 469 finished with value: 0.9973109393303895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 90}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:55:34,849] Trial 470 finished with value: 0.9974649575873062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:55:37,289] Trial 471 finished with value: 0.9975840537042343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:55:38,336] Trial 472 finished with value: 0.997021417632685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:55:39,582] Trial 473 finished with value: 0.996946885441608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 4, 'rf_n_estimators': 113}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:55:41,325] Trial 474 finished with value: 0.9976049532432553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:55:43,120] Trial 475 finished with value: 0.9973568224423645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:55:44,588] Trial 476 finished with value: 0.9866224611468485 and parameters: {'classifier': 'SVC', 'svc_c': 7005832.940127046, 'svc_kernel': 'sigmoid'}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:55:46,027] Trial 477 finished with value: 0.9971499246104601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:55:49,282] Trial 478 finished with value: 0.9974188937279482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:55:50,618] Trial 479 finished with value: 0.9974280661418966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 114}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:55:51,335] Trial 480 finished with value: 0.9973456503815559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 44}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:55:54,215] Trial 481 finished with value: 0.997167325521251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:55:56,759] Trial 482 finished with value: 0.9973000377400281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:55:58,749] Trial 483 finished with value: 0.9976579714494225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:56:00,887] Trial 484 finished with value: 0.9974186642628772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:56:02,619] Trial 485 finished with value: 0.9974927924303918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:56:04,102] Trial 486 finished with value: 0.9977112964342032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 79}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:56:05,921] Trial 487 finished with value: 0.9974697379191917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 86}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:56:07,500] Trial 488 finished with value: 0.9971164803143946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 80}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:56:09,197] Trial 489 finished with value: 0.9970022398751442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 78}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:56:11,058] Trial 490 finished with value: 0.9976043116931935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 82}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:56:12,742] Trial 491 finished with value: 0.9975914793272315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 88}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:56:14,607] Trial 492 finished with value: 0.9972510921738854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:56:15,976] Trial 493 finished with value: 0.997134733451477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 73}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:56:18,434] Trial 494 finished with value: 0.9974099574440313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 103}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:56:19,961] Trial 495 finished with value: 0.9975390891190391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 82}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:56:21,511] Trial 496 finished with value: 0.997327504137746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 86}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:56:22,429] Trial 497 finished with value: 0.9905718078431226 and parameters: {'classifier': 'SVC', 'svc_c': 7.120384538641472, 'svc_kernel': 'rbf'}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:56:24,801] Trial 498 finished with value: 0.9976350210702966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:56:27,283] Trial 499 finished with value: 0.9970955359614484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:56:28,872] Trial 500 finished with value: 0.9971504338451855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 84}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:56:31,185] Trial 501 finished with value: 0.9974952401212919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:56:33,509] Trial 502 finished with value: 0.9975173810885635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:56:39,875] Trial 503 finished with value: 0.9969055639873359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 31, 'rf_n_estimators': 112}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:56:41,165] Trial 504 finished with value: 0.9974925651234986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 75}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:56:41,949] Trial 505 finished with value: 0.9901050499905533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:56:43,951] Trial 506 finished with value: 0.9974890249186098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:56:45,819] Trial 507 finished with value: 0.997314645334107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:56:47,493] Trial 508 finished with value: 0.9974780688977374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 91}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:56:49,312] Trial 509 finished with value: 0.9973364242035921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:56:51,981] Trial 510 finished with value: 0.9973895850716534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:56:53,934] Trial 511 finished with value: 0.9974957807765455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:56:55,853] Trial 512 finished with value: 0.9972091840126556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:57:01,987] Trial 513 finished with value: 0.9966680058133955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 43, 'rf_n_estimators': 79}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:57:04,490] Trial 514 finished with value: 0.9974525185809693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:57:06,349] Trial 515 finished with value: 0.9852076941880529 and parameters: {'classifier': 'SVC', 'svc_c': 1.1211050605995997e-10, 'svc_kernel': 'sigmoid'}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:57:07,093] Trial 516 finished with value: 0.9969585001510121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 2, 'rf_n_estimators': 88}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:57:09,380] Trial 517 finished with value: 0.9971948247359651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:57:11,235] Trial 518 finished with value: 0.9972453993454226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:57:12,505] Trial 519 finished with value: 0.9975248078858631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 61}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:57:14,194] Trial 520 finished with value: 0.9973839726035721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:57:15,697] Trial 521 finished with value: 0.997287063061289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:57:18,447] Trial 522 finished with value: 0.9975400177067361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:57:20,601] Trial 523 finished with value: 0.9975941824130728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:57:23,617] Trial 524 finished with value: 0.9931819606163534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 56, 'rf_n_estimators': 94}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:57:25,945] Trial 525 finished with value: 0.9973341816665259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:57:27,994] Trial 526 finished with value: 0.9976298583283641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:57:33,995] Trial 527 finished with value: 0.9972380666192805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 25, 'rf_n_estimators': 126}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:57:36,125] Trial 528 finished with value: 0.9974618626017836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:57:38,725] Trial 529 finished with value: 0.9974619136998145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:57:39,607] Trial 530 finished with value: 0.9967021088932064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 68}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:57:42,008] Trial 531 finished with value: 0.9972581601741412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 74 with value: 0.9977826020861308.
[I 2023-09-09 22:57:43,535] Trial 532 finished with value: 0.9977919934916408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 22:57:44,688] Trial 533 finished with value: 0.9974325772728507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 84}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 22:57:46,260] Trial 534 finished with value: 0.9973599640508733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 22:57:47,997] Trial 535 finished with value: 0.9973084951623973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 22:57:49,763] Trial 536 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.2656101526066104e-07, 'svc_kernel': 'rbf'}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 22:57:51,187] Trial 537 finished with value: 0.9975136370945709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 22:57:52,675] Trial 538 finished with value: 0.9974016453812785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 22:57:54,622] Trial 539 finished with value: 0.9971365380688958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 22:57:55,968] Trial 540 finished with value: 0.9973778920330938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 70}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 22:57:57,562] Trial 541 finished with value: 0.9974858213577056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 22:57:58,182] Trial 542 finished with value: 0.9968470120548357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 24}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 22:57:59,831] Trial 543 finished with value: 0.9975921580106447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 22:58:01,774] Trial 544 finished with value: 0.997372298512543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 100}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 22:58:02,929] Trial 545 finished with value: 0.9972433925892711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 124}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 22:58:04,884] Trial 546 finished with value: 0.9975763961406093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 22:58:06,628] Trial 547 finished with value: 0.9971343923959232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 22:58:09,162] Trial 548 finished with value: 0.997325528706909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 22:58:10,556] Trial 549 finished with value: 0.9975725845448737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 22:58:15,170] Trial 550 finished with value: 0.9971795280484396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 120}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 22:58:17,228] Trial 551 finished with value: 0.9975783003833195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 22:58:19,308] Trial 552 finished with value: 0.9971761638302477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 22:58:20,072] Trial 553 finished with value: 0.9960396006091873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 22:58:30,372] Trial 554 finished with value: 0.9968737734266769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 50, 'rf_n_estimators': 121}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 22:58:31,273] Trial 555 finished with value: 0.9902630720162354 and parameters: {'classifier': 'SVC', 'svc_c': 13.260340883168773, 'svc_kernel': 'sigmoid'}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 22:58:33,589] Trial 556 finished with value: 0.9976441161707025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 22:58:35,396] Trial 557 finished with value: 0.9969697140741208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 22:58:37,822] Trial 558 finished with value: 0.9970987502815033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 22:58:38,913] Trial 559 finished with value: 0.9975911920991688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 76}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 22:58:41,020] Trial 560 finished with value: 0.997743515520089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 22:58:43,036] Trial 561 finished with value: 0.9972378309970553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 22:58:45,210] Trial 562 finished with value: 0.997478389387127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 22:58:47,693] Trial 563 finished with value: 0.9974469953598839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 22:58:49,769] Trial 564 finished with value: 0.9974834837021307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 22:58:51,586] Trial 565 finished with value: 0.9975771648644661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 22:58:54,038] Trial 566 finished with value: 0.9973743705535703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 22:59:02,910] Trial 567 finished with value: 0.9969528178277965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 44, 'rf_n_estimators': 110}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 22:59:04,166] Trial 568 finished with value: 0.9955071821993405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 22:59:05,593] Trial 569 finished with value: 0.997182770583494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 80}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 22:59:07,670] Trial 570 finished with value: 0.9965478225144472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 22:59:09,985] Trial 571 finished with value: 0.9972360431372517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 22:59:11,469] Trial 572 finished with value: 0.9973449816955834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 22:59:13,328] Trial 573 finished with value: 0.9974496155780489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 22:59:14,047] Trial 574 finished with value: 0.9952701251669591 and parameters: {'classifier': 'SVC', 'svc_c': 3331.6174887823154, 'svc_kernel': 'rbf'}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 22:59:16,764] Trial 575 finished with value: 0.9975071700515931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 22:59:18,440] Trial 576 finished with value: 0.9975115225247476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 22:59:19,488] Trial 577 finished with value: 0.9960826593013007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 86}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 22:59:21,483] Trial 578 finished with value: 0.9974735491340724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 22:59:23,686] Trial 579 finished with value: 0.9976684360087978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 22:59:26,032] Trial 580 finished with value: 0.9974882932646288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 22:59:38,324] Trial 581 finished with value: 0.9961144646835624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 68, 'rf_n_estimators': 112}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 22:59:48,646] Trial 582 finished with value: 0.9968258808608281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 54, 'rf_n_estimators': 109}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 22:59:56,198] Trial 583 finished with value: 0.9967334453478852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 40, 'rf_n_estimators': 105}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 22:59:56,973] Trial 584 finished with value: 0.9894097161409746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 22:59:59,108] Trial 585 finished with value: 0.9974829941449079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:00:03,761] Trial 586 finished with value: 0.9969756217364795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 24, 'rf_n_estimators': 114}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:00:05,507] Trial 587 finished with value: 0.9974681405503086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:00:07,331] Trial 588 finished with value: 0.9976469095191526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:00:12,729] Trial 589 finished with value: 0.9970497873864629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 27, 'rf_n_estimators': 112}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:00:16,709] Trial 590 finished with value: 0.9969009237148362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 22, 'rf_n_estimators': 112}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:00:29,142] Trial 591 finished with value: 0.9960081240951227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 70, 'rf_n_estimators': 110}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:00:31,291] Trial 592 finished with value: 0.9972602244076431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:00:31,641] Trial 593 finished with value: 0.9933891580541044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 8}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:00:32,932] Trial 594 finished with value: 0.9863626211210653 and parameters: {'classifier': 'SVC', 'svc_c': 0.5146825198275139, 'svc_kernel': 'rbf'}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:00:36,860] Trial 595 finished with value: 0.9971112105522382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 19, 'rf_n_estimators': 107}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:00:43,132] Trial 596 finished with value: 0.9969496033490522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 29, 'rf_n_estimators': 115}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:00:45,794] Trial 597 finished with value: 0.9973877815333235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:00:47,228] Trial 598 finished with value: 0.996991937210835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:00:48,843] Trial 599 finished with value: 0.9971631466861881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:00:51,781] Trial 600 finished with value: 0.9975233469582444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:00:53,829] Trial 601 finished with value: 0.9973337599649496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:00:56,204] Trial 602 finished with value: 0.9973745290844181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:00:58,734] Trial 603 finished with value: 0.9975233560670237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 97}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:01:01,074] Trial 604 finished with value: 0.9975210964867015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:01:01,917] Trial 605 finished with value: 0.9965799454662109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 2, 'rf_n_estimators': 115}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:01:13,976] Trial 606 finished with value: 0.9964996004773811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 65, 'rf_n_estimators': 108}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:01:15,990] Trial 607 finished with value: 0.9971484743467783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:01:17,246] Trial 608 finished with value: 0.9972863275035454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 90}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:01:18,052] Trial 609 finished with value: 0.9942227406734667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 82}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:01:19,650] Trial 610 finished with value: 0.9975401507837821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:01:22,215] Trial 611 finished with value: 0.9970427751497106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:01:24,135] Trial 612 finished with value: 0.9976363481591597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:01:25,976] Trial 613 finished with value: 0.997304413127952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:01:26,778] Trial 614 finished with value: 0.9912954852627056 and parameters: {'classifier': 'SVC', 'svc_c': 36.70317957397397, 'svc_kernel': 'sigmoid'}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:01:28,661] Trial 615 finished with value: 0.9976578087609087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:01:29,620] Trial 616 finished with value: 0.997191834453799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 57}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:01:31,441] Trial 617 finished with value: 0.997623227073453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:01:33,307] Trial 618 finished with value: 0.9975552009312425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:01:39,935] Trial 619 finished with value: 0.9970721235736034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 33, 'rf_n_estimators': 109}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:01:41,200] Trial 620 finished with value: 0.9971676104959223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:01:42,769] Trial 621 finished with value: 0.9974418991406057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:01:44,743] Trial 622 finished with value: 0.997507346704786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:01:46,702] Trial 623 finished with value: 0.9974553702636935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:01:51,515] Trial 624 finished with value: 0.9972237671685455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 23, 'rf_n_estimators': 111}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:01:53,301] Trial 625 finished with value: 0.9969017460757567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:01:55,255] Trial 626 finished with value: 0.9974117117568667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:01:57,117] Trial 627 finished with value: 0.9973392791870586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:01:58,747] Trial 628 finished with value: 0.9973255345149462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:01:59,668] Trial 629 finished with value: 0.9966353352557761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 3, 'rf_n_estimators': 118}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:02:01,171] Trial 630 finished with value: 0.9974261236232701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 78}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:02:02,691] Trial 631 finished with value: 0.9973875157918242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:02:03,565] Trial 632 finished with value: 0.9968869056523889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 40}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:02:04,251] Trial 633 finished with value: 0.9948008557668201 and parameters: {'classifier': 'SVC', 'svc_c': 634.6134467453296, 'svc_kernel': 'rbf'}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:02:05,475] Trial 634 finished with value: 0.9963824056198001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:02:07,060] Trial 635 finished with value: 0.9975381124801506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 84}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:02:09,128] Trial 636 finished with value: 0.9974972258352106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:02:11,420] Trial 637 finished with value: 0.9973718498337453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:02:13,430] Trial 638 finished with value: 0.9971360979593328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:02:14,775] Trial 639 finished with value: 0.9973104980782618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 88}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:02:16,343] Trial 640 finished with value: 0.9975880721041749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:02:26,819] Trial 641 finished with value: 0.9968263989186918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 49, 'rf_n_estimators': 118}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:02:28,945] Trial 642 finished with value: 0.9976159100893133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:02:29,753] Trial 643 finished with value: 0.9964166928746881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 2, 'rf_n_estimators': 116}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:02:30,603] Trial 644 finished with value: 0.9968821727686752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:02:31,773] Trial 645 finished with value: 0.9958151069640023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:02:33,664] Trial 646 finished with value: 0.9975003016827751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 99}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:02:35,527] Trial 647 finished with value: 0.9972569013535173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:02:37,304] Trial 648 finished with value: 0.9974615780714431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:02:38,937] Trial 649 finished with value: 0.9974563716581498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 71}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:02:40,807] Trial 650 finished with value: 0.9975059949555689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:02:47,278] Trial 651 finished with value: 0.9968123486105305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 28, 'rf_n_estimators': 122}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:02:49,086] Trial 652 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 4.272955386911741e-05, 'svc_kernel': 'sigmoid'}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:02:51,207] Trial 653 finished with value: 0.9972510569448082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:02:54,909] Trial 654 finished with value: 0.9972774014392346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 120}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:02:56,420] Trial 655 finished with value: 0.9975134362570923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:03:01,159] Trial 656 finished with value: 0.9963446598533973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 37, 'rf_n_estimators': 66}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:03:02,435] Trial 657 finished with value: 0.9961589881118437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:03:06,203] Trial 658 finished with value: 0.9969132574782721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 43, 'rf_n_estimators': 47}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:03:08,035] Trial 659 finished with value: 0.9972407315561571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:03:09,647] Trial 660 finished with value: 0.9975078981826662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 92}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:03:10,915] Trial 661 finished with value: 0.9971953511091605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:03:12,652] Trial 662 finished with value: 0.9970055867327008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:03:13,904] Trial 663 finished with value: 0.9973558270463725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 54}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:03:15,924] Trial 664 finished with value: 0.9975027223964538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:03:18,811] Trial 665 finished with value: 0.997258960477216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:03:20,456] Trial 666 finished with value: 0.9974828141592348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:03:22,502] Trial 667 finished with value: 0.9973975636642125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:03:27,668] Trial 668 finished with value: 0.9973232783940557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 23, 'rf_n_estimators': 118}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:03:28,825] Trial 669 finished with value: 0.9974787143832994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 81}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:03:39,306] Trial 670 finished with value: 0.9964620772889231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 49, 'rf_n_estimators': 111}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:05:40,139] Trial 671 finished with value: 0.9897332034616128 and parameters: {'classifier': 'SVC', 'svc_c': 603973836.4068075, 'svc_kernel': 'rbf'}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:05:42,498] Trial 672 finished with value: 0.9975748086104778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:05:45,982] Trial 673 finished with value: 0.9969293567222639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 16, 'rf_n_estimators': 115}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:05:47,287] Trial 674 finished with value: 0.9969835668772841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 74}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:05:49,578] Trial 675 finished with value: 0.9975429500672209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:05:50,605] Trial 676 finished with value: 0.997291677816511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 3, 'rf_n_estimators': 113}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:05:51,444] Trial 677 finished with value: 0.9972518980628319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:05:52,133] Trial 678 finished with value: 0.988291037548153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:05:54,446] Trial 679 finished with value: 0.9970090085551947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:06:04,650] Trial 680 finished with value: 0.9969681830692023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 64, 'rf_n_estimators': 85}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:06:06,919] Trial 681 finished with value: 0.9975619813225807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:06:08,782] Trial 682 finished with value: 0.9974695284807402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:06:10,274] Trial 683 finished with value: 0.9966303449776328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:06:12,451] Trial 684 finished with value: 0.9968324653975396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:06:13,960] Trial 685 finished with value: 0.9972956224892925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:06:15,500] Trial 686 finished with value: 0.9974636358938876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:06:18,474] Trial 687 finished with value: 0.9973300358388869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:06:20,487] Trial 688 finished with value: 0.997567242229861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:06:24,292] Trial 689 finished with value: 0.9974505794900367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 119}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:06:25,496] Trial 690 finished with value: 0.9867990820941149 and parameters: {'classifier': 'SVC', 'svc_c': 1055388.1398613052, 'svc_kernel': 'sigmoid'}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:06:27,598] Trial 691 finished with value: 0.997414249170831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 95}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:06:29,959] Trial 692 finished with value: 0.9973549333068981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:06:31,599] Trial 693 finished with value: 0.9974416295588195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:06:33,974] Trial 694 finished with value: 0.9974290243727989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:06:38,278] Trial 695 finished with value: 0.9970119796676645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 112}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:06:40,352] Trial 696 finished with value: 0.9972304760861163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:06:43,374] Trial 697 finished with value: 0.9972869813679152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:06:49,919] Trial 698 finished with value: 0.9971042278952155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 29, 'rf_n_estimators': 124}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:06:52,370] Trial 699 finished with value: 0.9973210662301671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:06:54,118] Trial 700 finished with value: 0.9971667057751318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:06:56,303] Trial 701 finished with value: 0.9976716825745666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:06:58,133] Trial 702 finished with value: 0.9970319764536454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:06:59,025] Trial 703 finished with value: 0.9940803604850537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:07:00,258] Trial 704 finished with value: 0.9973208140090165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 77}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:07:02,204] Trial 705 finished with value: 0.9974270504019059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:07:03,326] Trial 706 finished with value: 0.9973827421883753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 62}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:07:04,499] Trial 707 finished with value: 0.9972501444799683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 4, 'rf_n_estimators': 122}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:07:05,262] Trial 708 finished with value: 0.9959613867256302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 10, 'rf_n_estimators': 27}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:07:06,923] Trial 709 finished with value: 0.9853845117516561 and parameters: {'classifier': 'SVC', 'svc_c': 0.10559870886913633, 'svc_kernel': 'rbf'}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:07:09,009] Trial 710 finished with value: 0.9976036332954213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:07:10,322] Trial 711 finished with value: 0.9963090575383132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:07:11,998] Trial 712 finished with value: 0.99770423855834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:07:13,781] Trial 713 finished with value: 0.9973891447081874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:07:31,656] Trial 714 finished with value: 0.9958492565715855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 73, 'rf_n_estimators': 124}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:07:33,362] Trial 715 finished with value: 0.9976052133988828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:07:34,851] Trial 716 finished with value: 0.9974038404701727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:07:36,298] Trial 717 finished with value: 0.9972698329321782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:07:38,027] Trial 718 finished with value: 0.9975408192158514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:07:39,821] Trial 719 finished with value: 0.9973194011960654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:07:41,580] Trial 720 finished with value: 0.9975635948777964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:07:43,024] Trial 721 finished with value: 0.9960394300179347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 35, 'rf_n_estimators': 18}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:07:44,509] Trial 722 finished with value: 0.9976038093773321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:07:49,073] Trial 723 finished with value: 0.9967538060407132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 25, 'rf_n_estimators': 120}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:07:51,797] Trial 724 finished with value: 0.9974087872356449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:07:53,309] Trial 725 finished with value: 0.997428129141643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:08:02,758] Trial 726 finished with value: 0.9969659966764947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 42, 'rf_n_estimators': 128}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:08:04,572] Trial 727 finished with value: 0.9973984592444854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 87}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:08:06,314] Trial 728 finished with value: 0.9853614048411706 and parameters: {'classifier': 'SVC', 'svc_c': 0.004382352982238807, 'svc_kernel': 'sigmoid'}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:08:08,097] Trial 729 finished with value: 0.9975019645269613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:08:10,712] Trial 730 finished with value: 0.9974271997604984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:08:12,869] Trial 731 finished with value: 0.9972885649625463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:08:14,137] Trial 732 finished with value: 0.995577162476252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:08:15,528] Trial 733 finished with value: 0.9974829228933056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 83}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:08:22,629] Trial 734 finished with value: 0.9971066475932812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 33, 'rf_n_estimators': 117}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:08:29,498] Trial 735 finished with value: 0.9968460629009749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 30, 'rf_n_estimators': 124}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:08:31,788] Trial 736 finished with value: 0.9972053659741249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:08:33,541] Trial 737 finished with value: 0.9973007139796226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:08:35,172] Trial 738 finished with value: 0.9974083298923982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:08:37,167] Trial 739 finished with value: 0.9975038749585635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:08:38,898] Trial 740 finished with value: 0.9974651279881316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 90}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:08:39,869] Trial 741 finished with value: 0.9970588926747371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:08:41,040] Trial 742 finished with value: 0.9972687557793365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 4, 'rf_n_estimators': 115}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:08:43,592] Trial 743 finished with value: 0.9975201518713614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:08:46,083] Trial 744 finished with value: 0.997572787508792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:08:47,500] Trial 745 finished with value: 0.997596121313578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 79}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:08:58,157] Trial 746 finished with value: 0.9966416849002343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 47, 'rf_n_estimators': 123}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:08:59,337] Trial 747 finished with value: 0.98752232387918 and parameters: {'classifier': 'SVC', 'svc_c': 1.1983323295022996, 'svc_kernel': 'rbf'}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:09:01,767] Trial 748 finished with value: 0.9973465962029363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:09:04,359] Trial 749 finished with value: 0.9973623966662674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:09:06,627] Trial 750 finished with value: 0.9972916109764777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:09:07,286] Trial 751 finished with value: 0.9887331253982939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 100}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:09:14,811] Trial 752 finished with value: 0.9954264504206322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 56, 'rf_n_estimators': 117}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:09:16,340] Trial 753 finished with value: 0.9971750729031541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:09:21,373] Trial 754 finished with value: 0.9971941059675746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 22, 'rf_n_estimators': 120}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:09:24,065] Trial 755 finished with value: 0.9975270746072148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:09:25,695] Trial 756 finished with value: 0.9973601073157877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:09:33,976] Trial 757 finished with value: 0.9964073499329628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 50, 'rf_n_estimators': 107}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:09:36,192] Trial 758 finished with value: 0.9972985528185513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:09:37,892] Trial 759 finished with value: 0.99755233769592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:09:40,319] Trial 760 finished with value: 0.9973375270958766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:09:42,413] Trial 761 finished with value: 0.9975881867414967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:09:48,353] Trial 762 finished with value: 0.9965733852724749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 26, 'rf_n_estimators': 125}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:09:50,318] Trial 763 finished with value: 0.9974585248847444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:09:52,082] Trial 764 finished with value: 0.9975405638209098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:09:54,212] Trial 765 finished with value: 0.9973228110533682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:09:55,747] Trial 766 finished with value: 0.9866104987486679 and parameters: {'classifier': 'SVC', 'svc_c': 23034935.941242866, 'svc_kernel': 'sigmoid'}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:09:58,374] Trial 767 finished with value: 0.9974006096146683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:10:00,621] Trial 768 finished with value: 0.9975234459487776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:10:02,743] Trial 769 finished with value: 0.9952829387123422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 20, 'rf_n_estimators': 123}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:10:04,710] Trial 770 finished with value: 0.9972082209893293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 85}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:10:05,642] Trial 771 finished with value: 0.9938001402476296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:10:07,348] Trial 772 finished with value: 0.9976513109321606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:10:08,960] Trial 773 finished with value: 0.9974408863839782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:10:10,556] Trial 774 finished with value: 0.9973557029194163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:10:11,636] Trial 775 finished with value: 0.9972570028513452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 81}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:10:13,486] Trial 776 finished with value: 0.997643813041948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:10:14,859] Trial 777 finished with value: 0.9974643001365532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:10:16,323] Trial 778 finished with value: 0.9972633337704379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 92}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:10:17,544] Trial 779 finished with value: 0.9965702534075035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:10:18,460] Trial 780 finished with value: 0.9966461330949178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:10:20,235] Trial 781 finished with value: 0.9974955059897427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:10:24,972] Trial 782 finished with value: 0.9969698965988267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 24, 'rf_n_estimators': 116}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:10:38,003] Trial 783 finished with value: 0.9967436583843439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 58, 'rf_n_estimators': 126}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:10:39,697] Trial 784 finished with value: 0.9971803405071329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:10:41,471] Trial 785 finished with value: 0.985075935820347 and parameters: {'classifier': 'SVC', 'svc_c': 0.0002011852422246976, 'svc_kernel': 'rbf'}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:10:43,526] Trial 786 finished with value: 0.9975331204246846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:10:50,410] Trial 787 finished with value: 0.9971461805529916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 37, 'rf_n_estimators': 103}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:10:56,220] Trial 788 finished with value: 0.9959595629385153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 42, 'rf_n_estimators': 69}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:10:57,921] Trial 789 finished with value: 0.9976047083852991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:11:07,144] Trial 790 finished with value: 0.9968383320545217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 40, 'rf_n_estimators': 128}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:11:08,243] Trial 791 finished with value: 0.9974821484566255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 75}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:11:10,236] Trial 792 finished with value: 0.9974664074701334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:11:12,668] Trial 793 finished with value: 0.9972096316441026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 64}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:11:14,705] Trial 794 finished with value: 0.9973395309638787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:11:17,000] Trial 795 finished with value: 0.9974591326339345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:11:18,591] Trial 796 finished with value: 0.9974794730462396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:11:19,844] Trial 797 finished with value: 0.99714263720605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:11:22,893] Trial 798 finished with value: 0.997453700373692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 88}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:11:24,583] Trial 799 finished with value: 0.9972966054440248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:11:26,597] Trial 800 finished with value: 0.9969353000262925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:11:31,479] Trial 801 finished with value: 0.9947823496786151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 45, 'rf_n_estimators': 121}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:11:43,893] Trial 802 finished with value: 0.9962949868226773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 66, 'rf_n_estimators': 116}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:11:46,245] Trial 803 finished with value: 0.9974536669536752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:11:47,404] Trial 804 finished with value: 0.9868167943855161 and parameters: {'classifier': 'SVC', 'svc_c': 568770.0131731365, 'svc_kernel': 'sigmoid'}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:11:49,742] Trial 805 finished with value: 0.9973232943899611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:11:51,403] Trial 806 finished with value: 0.9974000127515804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:11:53,873] Trial 807 finished with value: 0.9971448082693485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 15, 'rf_n_estimators': 97}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:11:56,170] Trial 808 finished with value: 0.9974933749796836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:11:57,277] Trial 809 finished with value: 0.9973741831094888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 60}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:12:00,147] Trial 810 finished with value: 0.9973232681109737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:12:01,484] Trial 811 finished with value: 0.9973476040084502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 114}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:12:02,325] Trial 812 finished with value: 0.989671144585551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:12:03,952] Trial 813 finished with value: 0.9974598808868412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:12:05,777] Trial 814 finished with value: 0.9975171466406408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:12:08,159] Trial 815 finished with value: 0.9976368758336092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:12:13,172] Trial 816 finished with value: 0.9969121338293959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 27, 'rf_n_estimators': 109}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:12:14,923] Trial 817 finished with value: 0.9975387179442112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:12:15,999] Trial 818 finished with value: 0.9972076621165167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:12:27,058] Trial 819 finished with value: 0.9970717373867455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 54, 'rf_n_estimators': 120}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:12:29,260] Trial 820 finished with value: 0.9973386616943308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:12:30,902] Trial 821 finished with value: 0.9972734309952722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 83}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:12:31,810] Trial 822 finished with value: 0.9969800543478508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 114}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:12:33,573] Trial 823 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 3.758279662941684e-06, 'svc_kernel': 'rbf'}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:12:35,607] Trial 824 finished with value: 0.9974317254274142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:12:38,530] Trial 825 finished with value: 0.9973343525116819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:12:49,836] Trial 826 finished with value: 0.9958772419158283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 46, 'rf_n_estimators': 128}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:12:52,376] Trial 827 finished with value: 0.9974604543908292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:12:54,632] Trial 828 finished with value: 0.9974227758453141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:12:56,072] Trial 829 finished with value: 0.9972115033871957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:12:58,605] Trial 830 finished with value: 0.9974345722542385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:13:00,688] Trial 831 finished with value: 0.9974351591516236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:13:03,676] Trial 832 finished with value: 0.9972632084057033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:13:05,629] Trial 833 finished with value: 0.9975691617385047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:13:17,531] Trial 834 finished with value: 0.9966995482788317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 67, 'rf_n_estimators': 94}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:13:19,431] Trial 835 finished with value: 0.9972926728951239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:13:20,737] Trial 836 finished with value: 0.9973702687781466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:13:23,037] Trial 837 finished with value: 0.9971706950714113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:13:24,551] Trial 838 finished with value: 0.9973081415068942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 79}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:13:26,185] Trial 839 finished with value: 0.9977217551220657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:13:27,874] Trial 840 finished with value: 0.9974447769753655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:13:29,510] Trial 841 finished with value: 0.9971396522875904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:13:30,862] Trial 842 finished with value: 0.9867345184941333 and parameters: {'classifier': 'SVC', 'svc_c': 77762178.93826985, 'svc_kernel': 'sigmoid'}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:13:32,330] Trial 843 finished with value: 0.9973647484769487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:13:34,031] Trial 844 finished with value: 0.9971577923107704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:13:35,841] Trial 845 finished with value: 0.997369332255973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:13:37,274] Trial 846 finished with value: 0.9975502147155514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:13:43,146] Trial 847 finished with value: 0.9969015205461863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 29, 'rf_n_estimators': 128}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:13:50,118] Trial 848 finished with value: 0.9972697067105201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 32, 'rf_n_estimators': 126}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:13:51,210] Trial 849 finished with value: 0.9972821332438594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:13:53,051] Trial 850 finished with value: 0.9976088321868305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:13:54,246] Trial 851 finished with value: 0.997269309193229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 73}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:14:01,006] Trial 852 finished with value: 0.9971298651103743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 31, 'rf_n_estimators': 124}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:14:01,795] Trial 853 finished with value: 0.9920294052032631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:14:03,707] Trial 854 finished with value: 0.9971684052448632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:14:05,338] Trial 855 finished with value: 0.9971086680284706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:14:06,168] Trial 856 finished with value: 0.9961990443026968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 121}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:14:08,225] Trial 857 finished with value: 0.9973896018927443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:14:09,341] Trial 858 finished with value: 0.9964719050589229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:14:13,053] Trial 859 finished with value: 0.9974463557775725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:14:14,333] Trial 860 finished with value: 0.9972160879596678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 87}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:14:15,280] Trial 861 finished with value: 0.9963301105935924 and parameters: {'classifier': 'SVC', 'svc_c': 21907.99783649087, 'svc_kernel': 'rbf'}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:14:17,613] Trial 862 finished with value: 0.9956980408988497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 22, 'rf_n_estimators': 124}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:14:19,603] Trial 863 finished with value: 0.9977234708733436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:14:21,545] Trial 864 finished with value: 0.9975624237807489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:14:34,321] Trial 865 finished with value: 0.9965230371447252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 63, 'rf_n_estimators': 119}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:14:36,513] Trial 866 finished with value: 0.997255278657784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:14:38,633] Trial 867 finished with value: 0.9973369678422092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:14:40,615] Trial 868 finished with value: 0.9974753367717106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:14:42,186] Trial 869 finished with value: 0.9974848616668593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:14:49,723] Trial 870 finished with value: 0.9969777827388612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 37, 'rf_n_estimators': 125}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:14:50,485] Trial 871 finished with value: 0.9969927061885951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 33}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:14:52,711] Trial 872 finished with value: 0.9973397406879712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:14:55,234] Trial 873 finished with value: 0.9972473627475923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:14:57,416] Trial 874 finished with value: 0.99741370483398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:14:58,483] Trial 875 finished with value: 0.9968608198219083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:15:00,765] Trial 876 finished with value: 0.997415083750846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:15:01,995] Trial 877 finished with value: 0.9971823840792569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:15:03,003] Trial 878 finished with value: 0.9969190049911495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 125}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:15:07,412] Trial 879 finished with value: 0.9971406130892633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 20, 'rf_n_estimators': 116}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:15:09,749] Trial 880 finished with value: 0.9967752343967483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:15:11,196] Trial 881 finished with value: 0.9867325520133865 and parameters: {'classifier': 'SVC', 'svc_c': 1862028329.8108623, 'svc_kernel': 'sigmoid'}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:15:13,018] Trial 882 finished with value: 0.997290187467852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:15:15,549] Trial 883 finished with value: 0.997567789581813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:15:17,730] Trial 884 finished with value: 0.9971693982922499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:15:23,179] Trial 885 finished with value: 0.997229619670421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 25, 'rf_n_estimators': 120}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:15:26,076] Trial 886 finished with value: 0.9974645826991434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:15:27,702] Trial 887 finished with value: 0.9972069177356349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:15:29,869] Trial 888 finished with value: 0.9976669062733956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:15:32,292] Trial 889 finished with value: 0.9973201818533756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:15:34,938] Trial 890 finished with value: 0.9974517216421127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:15:37,958] Trial 891 finished with value: 0.9972953933733385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:15:40,135] Trial 892 finished with value: 0.9973386340506134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:15:44,122] Trial 893 finished with value: 0.9975011044614067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 18, 'rf_n_estimators': 118}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:15:46,260] Trial 894 finished with value: 0.9906705985229195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 39, 'rf_n_estimators': 123}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:15:48,826] Trial 895 finished with value: 0.9975979979760466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:15:51,028] Trial 896 finished with value: 0.9975408994492813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:15:52,443] Trial 897 finished with value: 0.996196850388105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:15:54,877] Trial 898 finished with value: 0.9972119309602853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:15:57,699] Trial 899 finished with value: 0.9976962354958544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:16:00,432] Trial 900 finished with value: 0.9976029102741513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:16:01,189] Trial 901 finished with value: 0.9954405254843612 and parameters: {'classifier': 'SVC', 'svc_c': 4166.833565016327, 'svc_kernel': 'rbf'}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:16:04,207] Trial 902 finished with value: 0.9970701367171201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:16:07,306] Trial 903 finished with value: 0.9975257903645268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:16:10,477] Trial 904 finished with value: 0.9973557602380773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:16:13,412] Trial 905 finished with value: 0.9972319552947696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:16:16,180] Trial 906 finished with value: 0.9973170182822346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:16:18,683] Trial 907 finished with value: 0.9968255233650384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:16:21,401] Trial 908 finished with value: 0.9972948527498225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:16:25,021] Trial 909 finished with value: 0.9974513102236182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:16:26,556] Trial 910 finished with value: 0.9973851354805019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:16:28,259] Trial 911 finished with value: 0.9973600799259735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:16:28,942] Trial 912 finished with value: 0.991143200720722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 4, 'rf_n_estimators': 114}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:16:30,690] Trial 913 finished with value: 0.9974620873061685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:16:31,535] Trial 914 finished with value: 0.9969167414118507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:16:34,905] Trial 915 finished with value: 0.9974518475781297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:16:36,681] Trial 916 finished with value: 0.9966108549190826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:16:37,796] Trial 917 finished with value: 0.9973637920233691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 53}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:16:40,170] Trial 918 finished with value: 0.9972692145190512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:16:42,260] Trial 919 finished with value: 0.997393802087419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:16:43,398] Trial 920 finished with value: 0.987168457763483 and parameters: {'classifier': 'SVC', 'svc_c': 177948.0269897443, 'svc_kernel': 'sigmoid'}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:16:45,156] Trial 921 finished with value: 0.9976460077817256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:16:47,176] Trial 922 finished with value: 0.9975242887806486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:16:48,101] Trial 923 finished with value: 0.9958331969682401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 5, 'rf_n_estimators': 114}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:16:54,430] Trial 924 finished with value: 0.9971666872719318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 29, 'rf_n_estimators': 125}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:16:56,041] Trial 925 finished with value: 0.9971721964331243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 66}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:16:58,268] Trial 926 finished with value: 0.9973283194845889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:17:00,101] Trial 927 finished with value: 0.9971630581374263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:17:01,653] Trial 928 finished with value: 0.9957072723770443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:17:02,132] Trial 929 finished with value: 0.995399847897018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 7, 'rf_n_estimators': 15}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:17:03,962] Trial 930 finished with value: 0.997517047808797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:17:05,469] Trial 931 finished with value: 0.9975565716597282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:17:06,424] Trial 932 finished with value: 0.9967745745339142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:17:08,556] Trial 933 finished with value: 0.9974872788893682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:17:11,260] Trial 934 finished with value: 0.9971612215599347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:17:12,350] Trial 935 finished with value: 0.9970932951382293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 119}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:17:14,435] Trial 936 finished with value: 0.9970492893234811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 99}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:17:16,258] Trial 937 finished with value: 0.9973603948612294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:17:28,189] Trial 938 finished with value: 0.9965615306244903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 54, 'rf_n_estimators': 116}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:17:29,984] Trial 939 finished with value: 0.9853794314013316 and parameters: {'classifier': 'SVC', 'svc_c': 0.012807028588455782, 'svc_kernel': 'rbf'}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:17:37,386] Trial 940 finished with value: 0.9971074840775703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 32, 'rf_n_estimators': 125}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:17:39,156] Trial 941 finished with value: 0.9976230649244838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:17:42,760] Trial 942 finished with value: 0.997213222439216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:17:55,683] Trial 943 finished with value: 0.9963192485169262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 55, 'rf_n_estimators': 123}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:18:11,215] Trial 944 finished with value: 0.9957690161274227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 68, 'rf_n_estimators': 117}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:18:13,411] Trial 945 finished with value: 0.9972938919164118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:18:16,275] Trial 946 finished with value: 0.9973782607006269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:18:19,466] Trial 947 finished with value: 0.997548051174137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:18:21,716] Trial 948 finished with value: 0.9970962626960537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:18:23,308] Trial 949 finished with value: 0.9972243759968246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:18:25,401] Trial 950 finished with value: 0.9971399178703999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:18:27,123] Trial 951 finished with value: 0.9976531550315363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:18:29,790] Trial 952 finished with value: 0.9972970432684584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:18:31,741] Trial 953 finished with value: 0.9975317476332348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:18:40,138] Trial 954 finished with value: 0.9970114434874559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 38, 'rf_n_estimators': 122}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:18:41,560] Trial 955 finished with value: 0.9974869830920706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:18:43,432] Trial 956 finished with value: 0.9976030925132161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:18:46,164] Trial 957 finished with value: 0.9969868084602015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:18:47,886] Trial 958 finished with value: 0.9852222790577897 and parameters: {'classifier': 'SVC', 'svc_c': 0.00059413497320878, 'svc_kernel': 'sigmoid'}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:18:49,893] Trial 959 finished with value: 0.9975246355490256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:18:51,330] Trial 960 finished with value: 0.9973312268990785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:18:55,812] Trial 961 finished with value: 0.997324618431985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 22, 'rf_n_estimators': 124}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:18:57,271] Trial 962 finished with value: 0.9973097310365141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:19:00,740] Trial 963 finished with value: 0.9960462459557293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 25, 'rf_n_estimators': 120}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:19:01,791] Trial 964 finished with value: 0.9974094245328269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 47}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:19:09,807] Trial 965 finished with value: 0.9968728542334008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 37, 'rf_n_estimators': 126}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:19:11,155] Trial 966 finished with value: 0.9945557354968804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:19:13,429] Trial 967 finished with value: 0.9974658780500988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:19:15,126] Trial 968 finished with value: 0.9976304370691068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:19:16,954] Trial 969 finished with value: 0.9972854598208931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:19:19,213] Trial 970 finished with value: 0.9975462941318417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:19:21,978] Trial 971 finished with value: 0.997638602597941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:19:24,407] Trial 972 finished with value: 0.9975395885467512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:19:26,343] Trial 973 finished with value: 0.9976342356205624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:19:28,988] Trial 974 finished with value: 0.9974255792229432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:19:30,161] Trial 975 finished with value: 0.9973682861428049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 57}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:19:31,768] Trial 976 finished with value: 0.9855875369240911 and parameters: {'classifier': 'SVC', 'svc_c': 0.20127979700599435, 'svc_kernel': 'rbf'}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:19:34,113] Trial 977 finished with value: 0.9968299835883889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 21, 'rf_n_estimators': 72}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:19:35,622] Trial 978 finished with value: 0.9974793076282658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:19:47,387] Trial 979 finished with value: 0.996842157456247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 48, 'rf_n_estimators': 128}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:19:49,121] Trial 980 finished with value: 0.9973301437477723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:19:51,620] Trial 981 finished with value: 0.9976271412778436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:19:52,395] Trial 982 finished with value: 0.9965071067146631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 114}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:19:54,158] Trial 983 finished with value: 0.9974635472499122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:19:56,699] Trial 984 finished with value: 0.9961825153909135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 42, 'rf_n_estimators': 30}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:19:58,714] Trial 985 finished with value: 0.9974912247047144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:20:01,754] Trial 986 finished with value: 0.995651640395507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 26, 'rf_n_estimators': 117}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:20:03,314] Trial 987 finished with value: 0.9965874327559624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 42}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:20:06,243] Trial 988 finished with value: 0.9975316069073529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:20:08,834] Trial 989 finished with value: 0.9974785877490485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:20:09,929] Trial 990 finished with value: 0.9974495150006201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 69}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:20:10,734] Trial 991 finished with value: 0.9972617015533326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 37}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:20:12,178] Trial 992 finished with value: 0.9974696986593999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:20:18,594] Trial 993 finished with value: 0.9912540199087608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 73, 'rf_n_estimators': 126}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:20:19,644] Trial 994 finished with value: 0.9971483771653057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 115}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:20:27,403] Trial 995 finished with value: 0.9972012353489434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 34, 'rf_n_estimators': 121}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:20:28,217] Trial 996 finished with value: 0.9886736569067639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:20:30,352] Trial 997 finished with value: 0.9866067297452042 and parameters: {'classifier': 'SVC', 'svc_c': 7072385480.509281, 'svc_kernel': 'sigmoid'}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:20:32,139] Trial 998 finished with value: 0.9975710476684424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:20:34,345] Trial 999 finished with value: 0.9974927713246835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:20:37,096] Trial 1000 finished with value: 0.9975121586158892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:20:38,385] Trial 1001 finished with value: 0.9972710560476562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 122}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:20:40,774] Trial 1002 finished with value: 0.9973845056417282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:20:42,767] Trial 1003 finished with value: 0.997615532186049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:20:45,485] Trial 1004 finished with value: 0.9971991452490468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 103}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:20:56,374] Trial 1005 finished with value: 0.99623937001186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 51, 'rf_n_estimators': 111}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:20:57,552] Trial 1006 finished with value: 0.9969560265619798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:20:59,205] Trial 1007 finished with value: 0.9972211334617699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:21:01,917] Trial 1008 finished with value: 0.9975846891606176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:21:12,133] Trial 1009 finished with value: 0.9965184569838222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 52, 'rf_n_estimators': 120}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:21:13,974] Trial 1010 finished with value: 0.9975667826649608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 96}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:21:27,814] Trial 1011 finished with value: 0.9965514759919277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 64, 'rf_n_estimators': 113}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:21:33,272] Trial 1012 finished with value: 0.9972778381211036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 24, 'rf_n_estimators': 124}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:21:35,212] Trial 1013 finished with value: 0.9975517018904195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:21:36,139] Trial 1014 finished with value: 0.9889978238946906 and parameters: {'classifier': 'SVC', 'svc_c': 2.647212665847153, 'svc_kernel': 'rbf'}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:21:38,105] Trial 1015 finished with value: 0.9974674941443472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:21:38,450] Trial 1016 finished with value: 0.9933188725854745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 6}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:21:40,790] Trial 1017 finished with value: 0.9972399866674687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:21:46,481] Trial 1018 finished with value: 0.9969147703925832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 27, 'rf_n_estimators': 121}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:21:47,549] Trial 1019 finished with value: 0.9973856893069873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 3, 'rf_n_estimators': 115}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:21:57,757] Trial 1020 finished with value: 0.9966217885647305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 44, 'rf_n_estimators': 123}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:21:59,862] Trial 1021 finished with value: 0.9972301419494264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:22:01,256] Trial 1022 finished with value: 0.9971560363158259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 59}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:22:04,271] Trial 1023 finished with value: 0.9975674653790882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:22:05,925] Trial 1024 finished with value: 0.9972634797965503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:22:06,772] Trial 1025 finished with value: 0.9966561257433469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 2, 'rf_n_estimators': 111}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:22:09,042] Trial 1026 finished with value: 0.9974384183173416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:22:10,932] Trial 1027 finished with value: 0.9973907943494038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:22:13,304] Trial 1028 finished with value: 0.9976718451678667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:22:16,293] Trial 1029 finished with value: 0.9974540077553259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:22:18,661] Trial 1030 finished with value: 0.9976650471937276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:22:21,128] Trial 1031 finished with value: 0.9975185770363927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:22:23,551] Trial 1032 finished with value: 0.9973239951312203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:22:26,097] Trial 1033 finished with value: 0.9976359489914973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:22:27,875] Trial 1034 finished with value: 0.9853895922924082 and parameters: {'classifier': 'SVC', 'svc_c': 0.02978628990477657, 'svc_kernel': 'sigmoid'}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:22:30,298] Trial 1035 finished with value: 0.9975429831063827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:22:33,267] Trial 1036 finished with value: 0.9973786189263883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 110}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:22:35,503] Trial 1037 finished with value: 0.9975893642813397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:22:38,443] Trial 1038 finished with value: 0.9974755594131315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 109}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:22:40,847] Trial 1039 finished with value: 0.9972593372379155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:22:44,439] Trial 1040 finished with value: 0.9970584114328461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 104}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:22:47,103] Trial 1041 finished with value: 0.9973988599038294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:23:00,121] Trial 1042 finished with value: 0.9960891534167137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 60, 'rf_n_estimators': 112}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:23:01,975] Trial 1043 finished with value: 0.997239785576087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:23:04,317] Trial 1044 finished with value: 0.9974199486959926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:23:07,082] Trial 1045 finished with value: 0.9974590735379509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:23:09,284] Trial 1046 finished with value: 0.9976574777027958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:23:12,126] Trial 1047 finished with value: 0.9972761304629922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:23:13,323] Trial 1048 finished with value: 0.9970339619771368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 4, 'rf_n_estimators': 116}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:23:15,702] Trial 1049 finished with value: 0.9972747364388823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:23:17,729] Trial 1050 finished with value: 0.9973206894059917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:23:29,396] Trial 1051 finished with value: 0.9964251673720512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 60, 'rf_n_estimators': 101}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:23:30,170] Trial 1052 finished with value: 0.9922790797042352 and parameters: {'classifier': 'SVC', 'svc_c': 44.26095447130781, 'svc_kernel': 'rbf'}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:23:32,798] Trial 1053 finished with value: 0.9971876013786524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:23:35,321] Trial 1054 finished with value: 0.9971223141226425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 16, 'rf_n_estimators': 76}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:23:37,578] Trial 1055 finished with value: 0.9971942295549864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:23:39,776] Trial 1056 finished with value: 0.9970467899950056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:23:42,048] Trial 1057 finished with value: 0.996882411215574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:23:43,528] Trial 1058 finished with value: 0.9965767638679387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:23:46,096] Trial 1059 finished with value: 0.9974333494561396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:23:48,365] Trial 1060 finished with value: 0.9973720818378489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:23:51,409] Trial 1061 finished with value: 0.9974796364647252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:23:53,635] Trial 1062 finished with value: 0.9975750709242829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:23:56,344] Trial 1063 finished with value: 0.9974881640913456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:23:57,630] Trial 1064 finished with value: 0.9972260235750771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:23:58,360] Trial 1065 finished with value: 0.9892157104057744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:23:59,783] Trial 1066 finished with value: 0.9962581795779362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:24:01,363] Trial 1067 finished with value: 0.9944096570170616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 24, 'rf_n_estimators': 94}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:24:03,051] Trial 1068 finished with value: 0.9958955109218643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 16, 'rf_n_estimators': 50}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:24:05,148] Trial 1069 finished with value: 0.9970806877622932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:24:07,831] Trial 1070 finished with value: 0.9966313151102506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 19, 'rf_n_estimators': 106}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:24:08,579] Trial 1071 finished with value: 0.9929235478125312 and parameters: {'classifier': 'SVC', 'svc_c': 861.6304703451029, 'svc_kernel': 'sigmoid'}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:24:10,511] Trial 1072 finished with value: 0.9973989541336765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:24:12,115] Trial 1073 finished with value: 0.9975233636206458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:24:13,055] Trial 1074 finished with value: 0.9970407654419337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 116}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:24:15,534] Trial 1075 finished with value: 0.9972662788895615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:24:21,765] Trial 1076 finished with value: 0.9971062045638308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 30, 'rf_n_estimators': 120}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:24:22,962] Trial 1077 finished with value: 0.9956396467672256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:24:23,818] Trial 1078 finished with value: 0.9967956820197047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:24:36,324] Trial 1079 finished with value: 0.9969116055201882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 57, 'rf_n_estimators': 116}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:24:38,516] Trial 1080 finished with value: 0.9970220503913462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:24:52,933] Trial 1081 finished with value: 0.9967454129828205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 61, 'rf_n_estimators': 126}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:24:55,863] Trial 1082 finished with value: 0.9973858514242187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:24:58,327] Trial 1083 finished with value: 0.9975501846280151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:25:01,745] Trial 1084 finished with value: 0.9973890228980986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:25:03,846] Trial 1085 finished with value: 0.9975302470967075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:25:07,693] Trial 1086 finished with value: 0.9971593346778597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 107}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:25:08,737] Trial 1087 finished with value: 0.9968790742602448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 63}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:25:10,043] Trial 1088 finished with value: 0.9974903263315057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 98}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:25:12,121] Trial 1089 finished with value: 0.9973444300590136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:25:13,533] Trial 1090 finished with value: 0.9860124443466841 and parameters: {'classifier': 'SVC', 'svc_c': 0.3270198681804236, 'svc_kernel': 'rbf'}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:25:14,730] Trial 1091 finished with value: 0.9975374480787956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 91}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:25:16,705] Trial 1092 finished with value: 0.9975688486440474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:25:19,707] Trial 1093 finished with value: 0.99779062450874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:25:26,731] Trial 1094 finished with value: 0.9970314311963951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 32, 'rf_n_estimators': 126}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:25:29,677] Trial 1095 finished with value: 0.9972286904479661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:25:32,074] Trial 1096 finished with value: 0.9963772507171308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:25:35,289] Trial 1097 finished with value: 0.9974457990946757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:25:42,556] Trial 1098 finished with value: 0.9970611646011056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 34, 'rf_n_estimators': 124}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:25:45,403] Trial 1099 finished with value: 0.9975391339329646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:25:48,743] Trial 1100 finished with value: 0.9972571642703426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:25:51,715] Trial 1101 finished with value: 0.9973820823572791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:25:55,361] Trial 1102 finished with value: 0.9973405148390103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:25:56,469] Trial 1103 finished with value: 0.997309157246885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 125}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:25:59,259] Trial 1104 finished with value: 0.9973238831916205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:26:02,060] Trial 1105 finished with value: 0.9971272321018326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:26:06,365] Trial 1106 finished with value: 0.9970849251855332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 21, 'rf_n_estimators': 121}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:26:09,027] Trial 1107 finished with value: 0.9974967330724592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:26:12,062] Trial 1108 finished with value: 0.9974834249552641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:26:14,927] Trial 1109 finished with value: 0.9975370932807279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:26:16,700] Trial 1110 finished with value: 0.9852049898009573 and parameters: {'classifier': 'SVC', 'svc_c': 6.61060282357365e-07, 'svc_kernel': 'sigmoid'}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:26:25,406] Trial 1111 finished with value: 0.9967008614664912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 48, 'rf_n_estimators': 119}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:26:28,118] Trial 1112 finished with value: 0.9970717186296421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:26:31,773] Trial 1113 finished with value: 0.9973346908060376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:26:34,139] Trial 1114 finished with value: 0.9973152303589551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:26:37,359] Trial 1115 finished with value: 0.997338393731178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:26:40,033] Trial 1116 finished with value: 0.9975864454729412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:26:43,819] Trial 1117 finished with value: 0.997264902289563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 118}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:26:45,931] Trial 1118 finished with value: 0.996982163649181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:26:47,631] Trial 1119 finished with value: 0.9969570578852832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 67}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:26:48,646] Trial 1120 finished with value: 0.9940578427570825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:26:50,265] Trial 1121 finished with value: 0.9974686794917155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:26:52,522] Trial 1122 finished with value: 0.9976618695944316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:26:59,909] Trial 1123 finished with value: 0.997014137401042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 33, 'rf_n_estimators': 121}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:27:02,371] Trial 1124 finished with value: 0.9975866312349138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:27:04,651] Trial 1125 finished with value: 0.99738605813321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:27:08,426] Trial 1126 finished with value: 0.9970107451265399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 20, 'rf_n_estimators': 120}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:27:09,716] Trial 1127 finished with value: 0.9970982673257652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 125}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:27:20,887] Trial 1128 finished with value: 0.996820724910808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 50, 'rf_n_estimators': 122}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:27:22,037] Trial 1129 finished with value: 0.996395639724195 and parameters: {'classifier': 'SVC', 'svc_c': 39470.11980594415, 'svc_kernel': 'rbf'}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:27:24,578] Trial 1130 finished with value: 0.9974239201238301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:27:26,385] Trial 1131 finished with value: 0.9963626746705322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:27:28,194] Trial 1132 finished with value: 0.9973839358828133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:27:29,361] Trial 1133 finished with value: 0.9972959089239074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:27:30,813] Trial 1134 finished with value: 0.9974127156268798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:27:33,065] Trial 1135 finished with value: 0.9975870453193924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:27:35,118] Trial 1136 finished with value: 0.9972753833209124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:27:38,598] Trial 1137 finished with value: 0.9971829956687338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:27:42,513] Trial 1138 finished with value: 0.9975003127910429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:27:45,089] Trial 1139 finished with value: 0.9976153858742957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:27:45,941] Trial 1140 finished with value: 0.996757841515648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:27:47,539] Trial 1141 finished with value: 0.9904426045356575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 28, 'rf_n_estimators': 120}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:27:49,903] Trial 1142 finished with value: 0.9974913515293927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:27:51,715] Trial 1143 finished with value: 0.9977206489290387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:28:02,354] Trial 1144 finished with value: 0.9967015506551519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 45, 'rf_n_estimators': 128}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:28:05,236] Trial 1145 finished with value: 0.997201849445715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:28:07,784] Trial 1146 finished with value: 0.9972836215930303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:28:09,417] Trial 1147 finished with value: 0.9973426672721569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:28:11,257] Trial 1148 finished with value: 0.9852053993786534 and parameters: {'classifier': 'SVC', 'svc_c': 7.614981620626832e-05, 'svc_kernel': 'sigmoid'}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:28:13,411] Trial 1149 finished with value: 0.9971317790648841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:28:14,870] Trial 1150 finished with value: 0.9970819501693007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:28:17,181] Trial 1151 finished with value: 0.9975002062151495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:28:18,527] Trial 1152 finished with value: 0.9956082069739202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:28:22,081] Trial 1153 finished with value: 0.9972779399045728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:28:24,672] Trial 1154 finished with value: 0.9973669385195159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:28:27,569] Trial 1155 finished with value: 0.9968209735773129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:28:29,615] Trial 1156 finished with value: 0.9973454358650393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:28:30,673] Trial 1157 finished with value: 0.9972853351226547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 71}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:28:33,191] Trial 1158 finished with value: 0.9973540512469738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:28:35,207] Trial 1159 finished with value: 0.9972566219964555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:28:36,505] Trial 1160 finished with value: 0.9965862466468843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:28:38,501] Trial 1161 finished with value: 0.9975138875383985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:28:45,886] Trial 1162 finished with value: 0.9962896042005219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 31, 'rf_n_estimators': 124}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:28:48,472] Trial 1163 finished with value: 0.9974006221828796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:29:05,711] Trial 1164 finished with value: 0.9960558871385711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 74, 'rf_n_estimators': 118}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:29:07,183] Trial 1165 finished with value: 0.9974747875472217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:29:12,071] Trial 1166 finished with value: 0.9972838292858968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 21, 'rf_n_estimators': 120}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:29:13,732] Trial 1167 finished with value: 0.9972695850591208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:29:15,500] Trial 1168 finished with value: 0.9853360039147333 and parameters: {'classifier': 'SVC', 'svc_c': 0.0025540987245432074, 'svc_kernel': 'rbf'}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:29:17,833] Trial 1169 finished with value: 0.9970436896140388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:29:20,796] Trial 1170 finished with value: 0.9975378359160249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:29:22,418] Trial 1171 finished with value: 0.9973535767335192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:29:24,945] Trial 1172 finished with value: 0.9968155388415137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:29:26,990] Trial 1173 finished with value: 0.9973289754436605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:29:29,144] Trial 1174 finished with value: 0.9972811516855952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:29:31,548] Trial 1175 finished with value: 0.9972550910867509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:29:33,272] Trial 1176 finished with value: 0.9974279454426345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:29:45,223] Trial 1177 finished with value: 0.9962765812801634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 62, 'rf_n_estimators': 119}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:29:54,152] Trial 1178 finished with value: 0.997162878818249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 39, 'rf_n_estimators': 124}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:29:54,764] Trial 1179 finished with value: 0.9965995482895464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 23}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:29:56,408] Trial 1180 finished with value: 0.9971886351775123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 74}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:29:58,602] Trial 1181 finished with value: 0.9975599081707268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:30:01,198] Trial 1182 finished with value: 0.9975734418174924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:30:04,612] Trial 1183 finished with value: 0.997420880108363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:30:08,837] Trial 1184 finished with value: 0.9969224000585876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 122}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:30:10,911] Trial 1185 finished with value: 0.9974382610560101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:30:12,719] Trial 1186 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 1.1498225361801878e-05, 'svc_kernel': 'sigmoid'}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:30:19,017] Trial 1187 finished with value: 0.9974085546919969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 29, 'rf_n_estimators': 121}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:30:20,649] Trial 1188 finished with value: 0.9975072806264625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:30:23,110] Trial 1189 finished with value: 0.9967167720920989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 16, 'rf_n_estimators': 124}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:30:25,400] Trial 1190 finished with value: 0.9973733696034445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:30:27,181] Trial 1191 finished with value: 0.9971792943622267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:30:29,563] Trial 1192 finished with value: 0.9977638344458305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 93}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:30:31,928] Trial 1193 finished with value: 0.9974400644039125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 91}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:30:34,279] Trial 1194 finished with value: 0.9969366175937834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 88}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:30:40,484] Trial 1195 finished with value: 0.9968924547398688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 37, 'rf_n_estimators': 95}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:30:42,874] Trial 1196 finished with value: 0.9974268772716207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 97}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:30:44,658] Trial 1197 finished with value: 0.9966330680266181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 90}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:30:46,755] Trial 1198 finished with value: 0.9972422155572346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 85}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:30:50,107] Trial 1199 finished with value: 0.9974355549550675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 100}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:30:51,021] Trial 1200 finished with value: 0.9972946179845211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 3, 'rf_n_estimators': 94}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:30:53,538] Trial 1201 finished with value: 0.9975550437016487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 89}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:30:54,255] Trial 1202 finished with value: 0.9896960783617285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 78}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:31:01,902] Trial 1203 finished with value: 0.9965467273979499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 54, 'rf_n_estimators': 81}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:31:04,607] Trial 1204 finished with value: 0.9974415146675946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 13, 'rf_n_estimators': 103}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:31:05,359] Trial 1205 finished with value: 0.9948652251308078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 5, 'rf_n_estimators': 94}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:31:10,520] Trial 1206 finished with value: 0.9928338352850976 and parameters: {'classifier': 'SVC', 'svc_c': 1736767.5135856257, 'svc_kernel': 'rbf'}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:31:11,329] Trial 1207 finished with value: 0.9970941478088514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 90}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:31:14,063] Trial 1208 finished with value: 0.9971003106439861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 16, 'rf_n_estimators': 97}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:31:15,945] Trial 1209 finished with value: 0.997378609151113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 83}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:31:16,685] Trial 1210 finished with value: 0.9972215590353711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 1, 'rf_n_estimators': 99}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:31:18,880] Trial 1211 finished with value: 0.9974149106840363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 77}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:31:20,844] Trial 1212 finished with value: 0.9971677693124112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 92}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:31:22,968] Trial 1213 finished with value: 0.9970104193686575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:31:25,451] Trial 1214 finished with value: 0.9971446289501712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 85}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:31:31,638] Trial 1215 finished with value: 0.9967182252756682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 40, 'rf_n_estimators': 92}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:31:32,775] Trial 1216 finished with value: 0.9970427922247049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 6, 'rf_n_estimators': 80}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:31:36,589] Trial 1217 finished with value: 0.9974653944596027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:31:39,005] Trial 1218 finished with value: 0.9973536084714265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 12, 'rf_n_estimators': 101}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:31:57,190] Trial 1219 finished with value: 0.9952827970025853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 72, 'rf_n_estimators': 128}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:32:01,247] Trial 1220 finished with value: 0.9952825953399212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 35, 'rf_n_estimators': 126}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:32:03,940] Trial 1221 finished with value: 0.9975152228156418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 104}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:32:06,533] Trial 1222 finished with value: 0.9970319561731227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:32:10,231] Trial 1223 finished with value: 0.9973229928163643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 87}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:32:11,292] Trial 1224 finished with value: 0.9940308333534946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:32:13,130] Trial 1225 finished with value: 0.9852054000451492 and parameters: {'classifier': 'SVC', 'svc_c': 3.5675457396683724e-08, 'svc_kernel': 'sigmoid'}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:32:22,667] Trial 1226 finished with value: 0.9969293034025792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 44, 'rf_n_estimators': 118}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:32:24,415] Trial 1227 finished with value: 0.9975453250465748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:32:26,108] Trial 1228 finished with value: 0.9974217882568475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:32:27,012] Trial 1229 finished with value: 0.9971247316625304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 4, 'rf_n_estimators': 82}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:32:30,883] Trial 1230 finished with value: 0.9968954471802126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 18, 'rf_n_estimators': 115}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:32:32,433] Trial 1231 finished with value: 0.9973594319648548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:32:33,978] Trial 1232 finished with value: 0.9973801266039448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:32:36,076] Trial 1233 finished with value: 0.9973938556927447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:32:38,270] Trial 1234 finished with value: 0.9973783473451142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:32:40,694] Trial 1235 finished with value: 0.9974378464637249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:32:43,602] Trial 1236 finished with value: 0.9973238409484656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:32:45,295] Trial 1237 finished with value: 0.9973999513387294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 87}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:32:48,200] Trial 1238 finished with value: 0.9974304236971393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:32:49,966] Trial 1239 finished with value: 0.997197358849187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 76}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:32:51,976] Trial 1240 finished with value: 0.9974357251019895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:33:01,673] Trial 1241 finished with value: 0.9964319779144017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 52, 'rf_n_estimators': 122}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:33:03,432] Trial 1242 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 3.025653546047037e-09, 'svc_kernel': 'rbf'}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:33:04,432] Trial 1243 finished with value: 0.9970391525849521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 120}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:33:06,913] Trial 1244 finished with value: 0.9974158009323411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:33:10,608] Trial 1245 finished with value: 0.9971613612067275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 21, 'rf_n_estimators': 96}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:33:12,354] Trial 1246 finished with value: 0.9972843915546655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:33:14,028] Trial 1247 finished with value: 0.9973360705480893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:33:16,905] Trial 1248 finished with value: 0.9970007942769348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:33:17,336] Trial 1249 finished with value: 0.9966280786053984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 12}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:33:18,637] Trial 1250 finished with value: 0.9973072142204517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 105}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:33:20,925] Trial 1251 finished with value: 0.9975640904017459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:33:23,652] Trial 1252 finished with value: 0.9974857067838596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:33:27,932] Trial 1253 finished with value: 0.996725247954192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 19, 'rf_n_estimators': 121}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:33:30,123] Trial 1254 finished with value: 0.9971438669230128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:33:30,862] Trial 1255 finished with value: 0.9885349233087058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:33:32,692] Trial 1256 finished with value: 0.9974471162495736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:33:35,148] Trial 1257 finished with value: 0.9971171550305694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 101}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:33:37,317] Trial 1258 finished with value: 0.9975884890450654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:33:38,929] Trial 1259 finished with value: 0.9975140427367662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:33:41,498] Trial 1260 finished with value: 0.9975491103633232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:33:43,385] Trial 1261 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 3.961310176839079e-06, 'svc_kernel': 'sigmoid'}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:33:45,715] Trial 1262 finished with value: 0.9976100366086809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:33:48,700] Trial 1263 finished with value: 0.9973895893245329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:33:50,336] Trial 1264 finished with value: 0.9974324109662156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:33:55,177] Trial 1265 finished with value: 0.9970815232944453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 28, 'rf_n_estimators': 93}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:33:58,485] Trial 1266 finished with value: 0.9972039864859767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:34:01,212] Trial 1267 finished with value: 0.9969770163953475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:34:01,933] Trial 1268 finished with value: 0.9965075108334389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 108}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:34:03,245] Trial 1269 finished with value: 0.9972580826384333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 8, 'rf_n_estimators': 73}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:34:08,624] Trial 1270 finished with value: 0.9961971344741148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 36, 'rf_n_estimators': 122}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:34:11,036] Trial 1271 finished with value: 0.997782928542247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:34:13,417] Trial 1272 finished with value: 0.9974360499394725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:34:15,566] Trial 1273 finished with value: 0.9974020335041489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:34:18,021] Trial 1274 finished with value: 0.997454332148478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:34:19,896] Trial 1275 finished with value: 0.9972786480407644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:34:21,984] Trial 1276 finished with value: 0.9974657679512978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:34:24,355] Trial 1277 finished with value: 0.9974600679183299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:34:25,686] Trial 1278 finished with value: 0.9960689319263478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:34:31,666] Trial 1279 finished with value: 0.9972746747086522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 26, 'rf_n_estimators': 126}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:34:33,170] Trial 1280 finished with value: 0.9974306130772334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:34:34,032] Trial 1281 finished with value: 0.9909231662197987 and parameters: {'classifier': 'SVC', 'svc_c': 9.981680839542662, 'svc_kernel': 'rbf'}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:34:45,822] Trial 1282 finished with value: 0.9968992614419325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 48, 'rf_n_estimators': 128}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:34:47,719] Trial 1283 finished with value: 0.9973924715391241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:34:58,368] Trial 1284 finished with value: 0.9967170582410726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 45, 'rf_n_estimators': 124}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:35:01,395] Trial 1285 finished with value: 0.9936844339296469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 40, 'rf_n_estimators': 126}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:35:03,127] Trial 1286 finished with value: 0.9975075363387832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 85}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:35:04,784] Trial 1287 finished with value: 0.9971508081938042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:35:07,130] Trial 1288 finished with value: 0.9974495770799671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:35:09,243] Trial 1289 finished with value: 0.9975162336997325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:35:17,628] Trial 1290 finished with value: 0.9971414824540247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 36, 'rf_n_estimators': 128}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:35:19,551] Trial 1291 finished with value: 0.9971890412640384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:35:21,671] Trial 1292 finished with value: 0.9972063621000887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 98}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:35:23,233] Trial 1293 finished with value: 0.9973308690541717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 80}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:35:24,913] Trial 1294 finished with value: 0.9974682019948974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:35:26,774] Trial 1295 finished with value: 0.9976616605685731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:35:28,517] Trial 1296 finished with value: 0.9953446675141663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 17, 'rf_n_estimators': 112}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:35:29,628] Trial 1297 finished with value: 0.9973225260152212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:35:34,076] Trial 1298 finished with value: 0.9974642041928586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 128}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:35:35,095] Trial 1299 finished with value: 0.9962744378605822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 88}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:35:36,541] Trial 1300 finished with value: 0.986732879739019 and parameters: {'classifier': 'SVC', 'svc_c': 512252572.4136888, 'svc_kernel': 'sigmoid'}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:35:38,224] Trial 1301 finished with value: 0.9975772192315016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:35:40,549] Trial 1302 finished with value: 0.9974699490080141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:35:42,893] Trial 1303 finished with value: 0.9975110714338687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:35:44,914] Trial 1304 finished with value: 0.9974534095592458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:35:46,841] Trial 1305 finished with value: 0.9975962551205959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:35:48,903] Trial 1306 finished with value: 0.9973778939373682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:35:49,771] Trial 1307 finished with value: 0.9963992969150107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:35:52,305] Trial 1308 finished with value: 0.9971308329578625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:36:01,310] Trial 1309 finished with value: 0.9968091737406946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 41, 'rf_n_estimators': 120}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:36:03,463] Trial 1310 finished with value: 0.9974783163899398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:36:05,272] Trial 1311 finished with value: 0.9973338859327043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:36:07,568] Trial 1312 finished with value: 0.9975585862234048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:36:10,362] Trial 1313 finished with value: 0.9969008989910062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:36:12,178] Trial 1314 finished with value: 0.9971797196819248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:36:14,059] Trial 1315 finished with value: 0.9972696502487827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 69}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:36:18,740] Trial 1316 finished with value: 0.9972086821411249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 23, 'rf_n_estimators': 119}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:36:20,296] Trial 1317 finished with value: 0.9974620889882776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:36:22,046] Trial 1318 finished with value: 0.985384839731192 and parameters: {'classifier': 'SVC', 'svc_c': 0.10929706992313352, 'svc_kernel': 'rbf'}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:36:24,083] Trial 1319 finished with value: 0.9974408127202951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:36:25,334] Trial 1320 finished with value: 0.9972648147881523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:36:27,216] Trial 1321 finished with value: 0.9969944296204464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:36:28,786] Trial 1322 finished with value: 0.997385595394519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:36:30,092] Trial 1323 finished with value: 0.9961297111617186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:36:37,012] Trial 1324 finished with value: 0.9970817048352759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 32, 'rf_n_estimators': 120}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:36:39,666] Trial 1325 finished with value: 0.9971100894741326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:36:40,789] Trial 1326 finished with value: 0.9970276885671324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:36:43,310] Trial 1327 finished with value: 0.9970581762549519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:36:45,423] Trial 1328 finished with value: 0.9975719445182317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:36:47,256] Trial 1329 finished with value: 0.9973704338152656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:36:51,973] Trial 1330 finished with value: 0.9969780190593203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 28, 'rf_n_estimators': 90}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:36:54,296] Trial 1331 finished with value: 0.9971679643101149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:36:56,981] Trial 1332 finished with value: 0.9974368225670919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:37:07,787] Trial 1333 finished with value: 0.9963345780531859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 53, 'rf_n_estimators': 106}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:37:09,049] Trial 1334 finished with value: 0.9965828536741485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:37:10,700] Trial 1335 finished with value: 0.997329795011645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:37:14,126] Trial 1336 finished with value: 0.9964061496053022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 21, 'rf_n_estimators': 83}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:37:15,325] Trial 1337 finished with value: 0.9869998240414862 and parameters: {'classifier': 'SVC', 'svc_c': 265404.6282880738, 'svc_kernel': 'sigmoid'}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:37:24,690] Trial 1338 finished with value: 0.9961362530426822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 64, 'rf_n_estimators': 78}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:37:25,689] Trial 1339 finished with value: 0.9916749801195398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:37:38,780] Trial 1340 finished with value: 0.9960313074939653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 55, 'rf_n_estimators': 121}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:37:41,169] Trial 1341 finished with value: 0.9972673059282474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:37:48,401] Trial 1342 finished with value: 0.9964003046253108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 46, 'rf_n_estimators': 111}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:37:50,958] Trial 1343 finished with value: 0.997263800920698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:37:52,553] Trial 1344 finished with value: 0.9973490400218115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 94}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:37:53,425] Trial 1345 finished with value: 0.9967093207296589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:37:54,564] Trial 1346 finished with value: 0.9955777996147446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:37:57,201] Trial 1347 finished with value: 0.9976760010246845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:37:59,301] Trial 1348 finished with value: 0.9972550466854183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:38:01,818] Trial 1349 finished with value: 0.9972815064836626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:38:04,191] Trial 1350 finished with value: 0.9974249996570147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:38:12,693] Trial 1351 finished with value: 0.9971169146793962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 36, 'rf_n_estimators': 128}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:38:14,611] Trial 1352 finished with value: 0.9971732352465735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:38:15,863] Trial 1353 finished with value: 0.9972824008261574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:38:16,887] Trial 1354 finished with value: 0.9939570608409709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:38:18,408] Trial 1355 finished with value: 0.9973899728136691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:39:14,057] Trial 1356 finished with value: 0.9896539809473563 and parameters: {'classifier': 'SVC', 'svc_c': 29211462.29973722, 'svc_kernel': 'rbf'}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:39:16,581] Trial 1357 finished with value: 0.9968899090740487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:39:23,978] Trial 1358 finished with value: 0.9971379059092317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 31, 'rf_n_estimators': 126}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:39:26,365] Trial 1359 finished with value: 0.9975015812282527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:39:28,354] Trial 1360 finished with value: 0.9974490837776712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:39:30,775] Trial 1361 finished with value: 0.9975109406102142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:39:32,454] Trial 1362 finished with value: 0.99732854545849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:39:34,160] Trial 1363 finished with value: 0.9975268116903891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:39:36,609] Trial 1364 finished with value: 0.9975128276509787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:39:38,372] Trial 1365 finished with value: 0.9975016245822342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:39:42,389] Trial 1366 finished with value: 0.9974627287610162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 126}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:39:47,366] Trial 1367 finished with value: 0.9970334433479907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 22, 'rf_n_estimators': 128}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:39:49,421] Trial 1368 finished with value: 0.997003304269347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:39:50,731] Trial 1369 finished with value: 0.997491492033109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 65}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:39:53,240] Trial 1370 finished with value: 0.9971573671180242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:39:56,000] Trial 1371 finished with value: 0.9973696251651211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:40:06,898] Trial 1372 finished with value: 0.9958052862080798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 69, 'rf_n_estimators': 124}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:40:08,604] Trial 1373 finished with value: 0.9972407070544925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:40:10,213] Trial 1374 finished with value: 0.9970279821110387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:40:18,597] Trial 1375 finished with value: 0.9969815891930559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 35, 'rf_n_estimators': 125}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:40:19,905] Trial 1376 finished with value: 0.986704541532721 and parameters: {'classifier': 'SVC', 'svc_c': 3406738.9263750464, 'svc_kernel': 'sigmoid'}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:40:22,431] Trial 1377 finished with value: 0.9974354161651983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:40:25,067] Trial 1378 finished with value: 0.9973878691616861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:40:26,900] Trial 1379 finished with value: 0.9974684563424879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:40:28,364] Trial 1380 finished with value: 0.9973202981410685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:40:31,565] Trial 1381 finished with value: 0.9974196368075758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:40:33,816] Trial 1382 finished with value: 0.9975842574298625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:40:35,824] Trial 1383 finished with value: 0.9975886114899123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:40:38,161] Trial 1384 finished with value: 0.9969621807961415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:40:39,643] Trial 1385 finished with value: 0.9974747780893254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:40:42,259] Trial 1386 finished with value: 0.9973838525073303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:40:45,297] Trial 1387 finished with value: 0.9971011136765209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:40:47,153] Trial 1388 finished with value: 0.9974034419372687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:40:50,106] Trial 1389 finished with value: 0.9970120499671297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:40:54,308] Trial 1390 finished with value: 0.9971525564764372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 18, 'rf_n_estimators': 126}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:40:58,610] Trial 1391 finished with value: 0.9974267291825444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 119}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:41:00,561] Trial 1392 finished with value: 0.9974270322795608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:41:01,313] Trial 1393 finished with value: 0.9971975858704392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 86}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:43:39,121] Trial 1394 finished with value: 0.9896089812282978 and parameters: {'classifier': 'SVC', 'svc_c': 2502042931.7093596, 'svc_kernel': 'rbf'}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:43:40,822] Trial 1395 finished with value: 0.9962673737006132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:43:43,123] Trial 1396 finished with value: 0.997366527894469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:43:46,324] Trial 1397 finished with value: 0.9974892542567292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:43:48,757] Trial 1398 finished with value: 0.9972286663906322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:43:50,356] Trial 1399 finished with value: 0.997265867153688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 75}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:43:51,657] Trial 1400 finished with value: 0.9973770215892435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 124}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:44:08,240] Trial 1401 finished with value: 0.9956966235156401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 72, 'rf_n_estimators': 119}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:44:09,135] Trial 1402 finished with value: 0.9972078083965323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 5, 'rf_n_estimators': 60}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:44:10,878] Trial 1403 finished with value: 0.9974155547731307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:44:23,689] Trial 1404 finished with value: 0.9965248917176103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 61, 'rf_n_estimators': 116}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:44:24,585] Trial 1405 finished with value: 0.9957183410357503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 96}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:44:25,997] Trial 1406 finished with value: 0.9966214317671747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:44:31,999] Trial 1407 finished with value: 0.9970149943880194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 25, 'rf_n_estimators': 128}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:44:35,176] Trial 1408 finished with value: 0.9975691036263962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:44:37,556] Trial 1409 finished with value: 0.9970599698593167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:44:38,883] Trial 1410 finished with value: 0.9974039893844348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 71}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:44:40,359] Trial 1411 finished with value: 0.9972588560912383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 92}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:44:43,202] Trial 1412 finished with value: 0.9972852297210638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:44:44,996] Trial 1413 finished with value: 0.9852062193274929 and parameters: {'classifier': 'SVC', 'svc_c': 5.399784773885643e-10, 'svc_kernel': 'sigmoid'}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:44:47,100] Trial 1414 finished with value: 0.9974981415690548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:44:49,393] Trial 1415 finished with value: 0.9973968292490335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:44:56,386] Trial 1416 finished with value: 0.9969313836954624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 32, 'rf_n_estimators': 116}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:44:58,281] Trial 1417 finished with value: 0.9972008784879117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 11, 'rf_n_estimators': 81}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:45:00,015] Trial 1418 finished with value: 0.9975622027896991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:45:01,891] Trial 1419 finished with value: 0.9975098658059777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 89}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:45:03,032] Trial 1420 finished with value: 0.9971284483936604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:45:06,291] Trial 1421 finished with value: 0.9973558979805958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:45:09,156] Trial 1422 finished with value: 0.9885385358442855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 59, 'rf_n_estimators': 120}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:45:09,678] Trial 1423 finished with value: 0.9880697381329274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:45:11,817] Trial 1424 finished with value: 0.9974759479803327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:45:14,010] Trial 1425 finished with value: 0.9976357213672249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:45:19,598] Trial 1426 finished with value: 0.997055229802836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 23, 'rf_n_estimators': 124}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:45:26,083] Trial 1427 finished with value: 0.9968002918238131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 29, 'rf_n_estimators': 121}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:45:27,670] Trial 1428 finished with value: 0.997608366179135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:45:29,316] Trial 1429 finished with value: 0.9975040914745684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:45:31,649] Trial 1430 finished with value: 0.9972358506468431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:45:33,374] Trial 1431 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 7.223957625783496e-07, 'svc_kernel': 'rbf'}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:45:35,209] Trial 1432 finished with value: 0.9972323127588215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:45:37,358] Trial 1433 finished with value: 0.9974139581342195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:45:38,535] Trial 1434 finished with value: 0.9972391235233372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 52}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:45:40,479] Trial 1435 finished with value: 0.9966775598122055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 99}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:45:41,982] Trial 1436 finished with value: 0.9973994815542229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:45:43,882] Trial 1437 finished with value: 0.9972430434405509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:45:45,714] Trial 1438 finished with value: 0.9973384121391643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:45:50,127] Trial 1439 finished with value: 0.997379655708612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 118}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:46:00,768] Trial 1440 finished with value: 0.9965335647038468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 49, 'rf_n_estimators': 114}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:46:03,633] Trial 1441 finished with value: 0.9973156631370615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:46:05,473] Trial 1442 finished with value: 0.9969590803834366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 84}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:46:09,200] Trial 1443 finished with value: 0.9972721919156268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 16, 'rf_n_estimators': 124}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:46:11,395] Trial 1444 finished with value: 0.9973507779261489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:46:13,262] Trial 1445 finished with value: 0.9975921869238785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:46:16,026] Trial 1446 finished with value: 0.9976278320851376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:46:17,791] Trial 1447 finished with value: 0.9974862421706207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:46:20,885] Trial 1448 finished with value: 0.997494308105901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:46:23,115] Trial 1449 finished with value: 0.9974953302252111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:46:24,868] Trial 1450 finished with value: 0.9852031872782404 and parameters: {'classifier': 'SVC', 'svc_c': 1.4102939831705846e-08, 'svc_kernel': 'sigmoid'}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:46:25,819] Trial 1451 finished with value: 0.997057258616833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:46:28,672] Trial 1452 finished with value: 0.9973587897482968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:46:31,102] Trial 1453 finished with value: 0.9973998864347086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:46:35,808] Trial 1454 finished with value: 0.9967925238440082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 26, 'rf_n_estimators': 120}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:46:36,320] Trial 1455 finished with value: 0.9968982495422285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 21}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:46:39,908] Trial 1456 finished with value: 0.9972690591937319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:46:42,056] Trial 1457 finished with value: 0.9975462673767854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:46:43,209] Trial 1458 finished with value: 0.9971699499288197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:46:45,064] Trial 1459 finished with value: 0.9951209846773036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 39, 'rf_n_estimators': 38}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:46:46,483] Trial 1460 finished with value: 0.9975802403311759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 78}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:46:57,913] Trial 1461 finished with value: 0.9966199981024183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 56, 'rf_n_estimators': 125}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:47:03,398] Trial 1462 finished with value: 0.9971681449305461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 24, 'rf_n_estimators': 128}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:47:04,230] Trial 1463 finished with value: 0.996930274169955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 5, 'rf_n_estimators': 56}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:47:06,861] Trial 1464 finished with value: 0.9976567296720548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:47:08,906] Trial 1465 finished with value: 0.997196004719627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:47:10,680] Trial 1466 finished with value: 0.9973222870922539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:47:13,062] Trial 1467 finished with value: 0.9972350732267995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:47:14,838] Trial 1468 finished with value: 0.9973168095102793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:47:17,037] Trial 1469 finished with value: 0.9977566067404244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:47:18,103] Trial 1470 finished with value: 0.9878202398725554 and parameters: {'classifier': 'SVC', 'svc_c': 1.4259228878696875, 'svc_kernel': 'rbf'}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:47:19,771] Trial 1471 finished with value: 0.9974288672066812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:47:22,293] Trial 1472 finished with value: 0.9975912660802311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:47:24,860] Trial 1473 finished with value: 0.9972743748489026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:47:33,088] Trial 1474 finished with value: 0.9968014535264403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 39, 'rf_n_estimators': 128}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:47:35,115] Trial 1475 finished with value: 0.9974687688974008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:47:37,039] Trial 1476 finished with value: 0.9970969943500344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:47:39,606] Trial 1477 finished with value: 0.9972648086309981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:47:41,190] Trial 1478 finished with value: 0.9973599082238941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:47:48,350] Trial 1479 finished with value: 0.9970994856488192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 29, 'rf_n_estimators': 126}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:47:49,810] Trial 1480 finished with value: 0.9943083128321812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 16, 'rf_n_estimators': 124}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:47:54,718] Trial 1481 finished with value: 0.9969023644571458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 20, 'rf_n_estimators': 128}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:48:10,884] Trial 1482 finished with value: 0.9963455679384058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 67, 'rf_n_estimators': 124}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:48:17,149] Trial 1483 finished with value: 0.9969194722366234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 27, 'rf_n_estimators': 123}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:48:19,120] Trial 1484 finished with value: 0.9964279441215759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:48:22,244] Trial 1485 finished with value: 0.9972699965410912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:48:24,354] Trial 1486 finished with value: 0.9974545395239653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:48:25,105] Trial 1487 finished with value: 0.9881553314925643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:48:27,179] Trial 1488 finished with value: 0.99729719840335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:48:28,151] Trial 1489 finished with value: 0.9896559453968772 and parameters: {'classifier': 'SVC', 'svc_c': 17149.66713712034, 'svc_kernel': 'sigmoid'}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:48:30,710] Trial 1490 finished with value: 0.9971434384295241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:48:31,129] Trial 1491 finished with value: 0.9962513724950176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 28}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:48:33,738] Trial 1492 finished with value: 0.9975158608745335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:48:35,470] Trial 1493 finished with value: 0.9973118073304207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 93}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:48:37,374] Trial 1494 finished with value: 0.9974088896538723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:48:39,423] Trial 1495 finished with value: 0.9973588061567952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:48:41,216] Trial 1496 finished with value: 0.9975896372590819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:48:43,728] Trial 1497 finished with value: 0.9975421352916604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:48:45,247] Trial 1498 finished with value: 0.9971105679865634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 73}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:48:48,412] Trial 1499 finished with value: 0.9943409241986032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 46, 'rf_n_estimators': 88}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:48:50,178] Trial 1500 finished with value: 0.9972687102671772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:48:50,887] Trial 1501 finished with value: 0.9913885596597259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 4, 'rf_n_estimators': 124}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:48:53,189] Trial 1502 finished with value: 0.9973055174484425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:48:56,913] Trial 1503 finished with value: 0.99736042897948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 121}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:48:59,150] Trial 1504 finished with value: 0.9975522034445713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:49:00,670] Trial 1505 finished with value: 0.9967800625259223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 62}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:49:01,081] Trial 1506 finished with value: 0.9896601964356796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 5}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:49:02,422] Trial 1507 finished with value: 0.9962734621738308 and parameters: {'classifier': 'SVC', 'svc_c': 98509.93580446155, 'svc_kernel': 'rbf'}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:49:03,863] Trial 1508 finished with value: 0.9972138139068596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:49:05,695] Trial 1509 finished with value: 0.9965564083166519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:49:07,188] Trial 1510 finished with value: 0.9962545453653654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:49:09,036] Trial 1511 finished with value: 0.9972597908043513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 96}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:49:11,522] Trial 1512 finished with value: 0.9973821819825707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:49:13,102] Trial 1513 finished with value: 0.9975714140825841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:49:25,794] Trial 1514 finished with value: 0.9965973973163433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 57, 'rf_n_estimators': 128}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:49:29,172] Trial 1515 finished with value: 0.9966745707995557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:49:31,831] Trial 1516 finished with value: 0.9975058917756318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:49:39,875] Trial 1517 finished with value: 0.9955126219179914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 68, 'rf_n_estimators': 83}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:49:45,272] Trial 1518 finished with value: 0.9955568507550154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 41, 'rf_n_estimators': 125}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:49:47,503] Trial 1519 finished with value: 0.9977551473044871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:49:49,367] Trial 1520 finished with value: 0.9974724859141721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:49:51,421] Trial 1521 finished with value: 0.997212273380569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:49:53,461] Trial 1522 finished with value: 0.9968370295942749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:49:58,662] Trial 1523 finished with value: 0.9973366608414302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 24, 'rf_n_estimators': 122}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:49:59,377] Trial 1524 finished with value: 0.9970056858819237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 67}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:50:00,309] Trial 1525 finished with value: 0.9972493457003132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 119}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:50:01,108] Trial 1526 finished with value: 0.9926970829259131 and parameters: {'classifier': 'SVC', 'svc_c': 372.0388901329444, 'svc_kernel': 'sigmoid'}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:50:02,965] Trial 1527 finished with value: 0.9973216191362533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:50:05,271] Trial 1528 finished with value: 0.997632493685511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:50:06,989] Trial 1529 finished with value: 0.9968628852297127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:50:08,141] Trial 1530 finished with value: 0.9954749862821274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:50:10,117] Trial 1531 finished with value: 0.99739566354743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:50:11,553] Trial 1532 finished with value: 0.9973509019896291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:50:13,920] Trial 1533 finished with value: 0.9975337899993185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:50:15,655] Trial 1534 finished with value: 0.9973873162556001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:50:16,443] Trial 1535 finished with value: 0.9896974270006306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:50:18,494] Trial 1536 finished with value: 0.997321006943756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:50:20,402] Trial 1537 finished with value: 0.9973102614404237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:50:22,690] Trial 1538 finished with value: 0.9973619919444712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:50:27,029] Trial 1539 finished with value: 0.9969725642969013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 19, 'rf_n_estimators': 121}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:50:29,590] Trial 1540 finished with value: 0.9970244246407282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:50:31,125] Trial 1541 finished with value: 0.9975848940605484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 98}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:50:34,483] Trial 1542 finished with value: 0.9972912264399909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:50:37,436] Trial 1543 finished with value: 0.9969409390272644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:50:39,990] Trial 1544 finished with value: 0.9976553566584396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:50:40,721] Trial 1545 finished with value: 0.9951480559063354 and parameters: {'classifier': 'SVC', 'svc_c': 1946.1136191723733, 'svc_kernel': 'rbf'}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:50:42,287] Trial 1546 finished with value: 0.9967929484337343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:50:46,234] Trial 1547 finished with value: 0.9971370923079738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 23, 'rf_n_estimators': 86}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:50:48,804] Trial 1548 finished with value: 0.9970818983412979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:51:02,827] Trial 1549 finished with value: 0.9966567556773344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 61, 'rf_n_estimators': 120}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:51:04,937] Trial 1550 finished with value: 0.9975035480581166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:51:06,135] Trial 1551 finished with value: 0.9972004885559805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 80}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:51:07,089] Trial 1552 finished with value: 0.9970835632167101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:51:10,907] Trial 1553 finished with value: 0.9973150368211955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 118}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:51:13,244] Trial 1554 finished with value: 0.9972888108995912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:51:15,047] Trial 1555 finished with value: 0.9975207859630147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:51:17,089] Trial 1556 finished with value: 0.997329876324164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:51:17,876] Trial 1557 finished with value: 0.9970030682662671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 91}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:51:27,632] Trial 1558 finished with value: 0.9957716081940636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 74, 'rf_n_estimators': 76}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:51:30,814] Trial 1559 finished with value: 0.9973051363396497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:51:33,072] Trial 1560 finished with value: 0.9973130054681657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:51:34,881] Trial 1561 finished with value: 0.997344615789248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:51:36,530] Trial 1562 finished with value: 0.9975104428011354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:51:38,703] Trial 1563 finished with value: 0.9975128658951572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:51:39,541] Trial 1564 finished with value: 0.9919673609583767 and parameters: {'classifier': 'SVC', 'svc_c': 114.12832100983212, 'svc_kernel': 'sigmoid'}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:51:42,589] Trial 1565 finished with value: 0.9974204777351722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:51:47,031] Trial 1566 finished with value: 0.9962731623775568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 30, 'rf_n_estimators': 119}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:51:53,147] Trial 1567 finished with value: 0.9968131007671995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 26, 'rf_n_estimators': 124}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:52:00,364] Trial 1568 finished with value: 0.9969478036192712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 31, 'rf_n_estimators': 121}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:52:02,350] Trial 1569 finished with value: 0.9974242133503571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:52:04,842] Trial 1570 finished with value: 0.9973470620519422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:52:08,131] Trial 1571 finished with value: 0.997462574165669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:52:09,659] Trial 1572 finished with value: 0.9974152100359798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:52:11,013] Trial 1573 finished with value: 0.9973790668117387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:52:13,785] Trial 1574 finished with value: 0.9975270619755273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:52:16,046] Trial 1575 finished with value: 0.9975415805130377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:52:18,187] Trial 1576 finished with value: 0.9975978885754797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:52:20,032] Trial 1577 finished with value: 0.9972746850552102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:52:23,813] Trial 1578 finished with value: 0.9975401932808402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:52:24,892] Trial 1579 finished with value: 0.9971125097117426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:52:26,452] Trial 1580 finished with value: 0.9976349148435203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:52:28,881] Trial 1581 finished with value: 0.9975120752721441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:52:31,520] Trial 1582 finished with value: 0.9973606107107381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:52:33,253] Trial 1583 finished with value: 0.9850790500073038 and parameters: {'classifier': 'SVC', 'svc_c': 0.000276167297019989, 'svc_kernel': 'rbf'}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:52:34,558] Trial 1584 finished with value: 0.9946657706316531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:52:36,890] Trial 1585 finished with value: 0.9975892769386183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:52:38,384] Trial 1586 finished with value: 0.9974773960540989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 89}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:52:39,514] Trial 1587 finished with value: 0.9972017110367006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 46}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:52:40,261] Trial 1588 finished with value: 0.9944970855894599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:52:41,857] Trial 1589 finished with value: 0.9974204469176641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:52:44,238] Trial 1590 finished with value: 0.9973637380689265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:52:45,998] Trial 1591 finished with value: 0.9972464702141585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:52:48,678] Trial 1592 finished with value: 0.9971185738737228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:52:51,001] Trial 1593 finished with value: 0.9974230410790069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 94}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:52:54,290] Trial 1594 finished with value: 0.9974790018017895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:52:55,044] Trial 1595 finished with value: 0.9975231891256305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 43}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:53:02,386] Trial 1596 finished with value: 0.9972127044765658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 32, 'rf_n_estimators': 126}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:53:04,542] Trial 1597 finished with value: 0.9973484220847532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:53:05,443] Trial 1598 finished with value: 0.9970765742438439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:53:07,910] Trial 1599 finished with value: 0.9972275402344614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:53:09,899] Trial 1600 finished with value: 0.9974017048898549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:53:10,913] Trial 1601 finished with value: 0.988837717894528 and parameters: {'classifier': 'SVC', 'svc_c': 5.170311146822211, 'svc_kernel': 'sigmoid'}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:53:12,761] Trial 1602 finished with value: 0.9976405206783788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:53:15,485] Trial 1603 finished with value: 0.9969560806116361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:53:26,358] Trial 1604 finished with value: 0.9962563399218675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 46, 'rf_n_estimators': 125}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:53:28,222] Trial 1605 finished with value: 0.9971700227673175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:53:33,833] Trial 1606 finished with value: 0.9966548296941574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 40, 'rf_n_estimators': 82}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:53:42,441] Trial 1607 finished with value: 0.9957316973628269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 53, 'rf_n_estimators': 123}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:53:44,843] Trial 1608 finished with value: 0.9972123538679023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:53:50,298] Trial 1609 finished with value: 0.9971191714985205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 25, 'rf_n_estimators': 119}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:53:52,942] Trial 1610 finished with value: 0.9965395324778022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:53:58,112] Trial 1611 finished with value: 0.9970131773610788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 22, 'rf_n_estimators': 125}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:54:00,330] Trial 1612 finished with value: 0.9974907015370477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:54:02,835] Trial 1613 finished with value: 0.9973260893887824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:54:04,407] Trial 1614 finished with value: 0.9969179269496465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:54:07,597] Trial 1615 finished with value: 0.997485162986553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:54:09,223] Trial 1616 finished with value: 0.9972796075094451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:54:10,944] Trial 1617 finished with value: 0.9975293913792461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:54:14,366] Trial 1618 finished with value: 0.9969285628619842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 21, 'rf_n_estimators': 98}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:54:18,408] Trial 1619 finished with value: 0.9973624601103444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:55:18,319] Trial 1620 finished with value: 0.9901932297674835 and parameters: {'classifier': 'SVC', 'svc_c': 201097157.63869846, 'svc_kernel': 'rbf'}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:55:19,860] Trial 1621 finished with value: 0.9969083279782217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:55:21,100] Trial 1622 finished with value: 0.9918172563345679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 18, 'rf_n_estimators': 122}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:55:23,182] Trial 1623 finished with value: 0.9971746104183664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:55:24,902] Trial 1624 finished with value: 0.996807038033425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:55:27,000] Trial 1625 finished with value: 0.997526576099902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:55:29,431] Trial 1626 finished with value: 0.9968573057373172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 86}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:55:32,042] Trial 1627 finished with value: 0.9974739042177813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:55:34,312] Trial 1628 finished with value: 0.9972931043719759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:55:35,605] Trial 1629 finished with value: 0.9973809694358158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 69}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:55:37,248] Trial 1630 finished with value: 0.9973810095525307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:55:38,612] Trial 1631 finished with value: 0.9973180114248352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:55:41,597] Trial 1632 finished with value: 0.9972599718691133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:55:44,886] Trial 1633 finished with value: 0.9973998387326336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 23, 'rf_n_estimators': 79}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:55:46,032] Trial 1634 finished with value: 0.9975393126808595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:55:57,153] Trial 1635 finished with value: 0.9969865418617787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 53, 'rf_n_estimators': 117}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:56:04,620] Trial 1636 finished with value: 0.9958895111560983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 52, 'rf_n_estimators': 123}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:56:06,239] Trial 1637 finished with value: 0.9969962435688101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 72}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:56:08,013] Trial 1638 finished with value: 0.9974913299476156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 92}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:56:09,084] Trial 1639 finished with value: 0.9907703949770043 and parameters: {'classifier': 'SVC', 'svc_c': 10895.691236617879, 'svc_kernel': 'sigmoid'}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:56:12,683] Trial 1640 finished with value: 0.9973475005428719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:56:13,212] Trial 1641 finished with value: 0.9947877084021263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 12}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:56:14,744] Trial 1642 finished with value: 0.9974641333538493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:56:15,707] Trial 1643 finished with value: 0.9966137022537135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 2, 'rf_n_estimators': 120}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:56:16,807] Trial 1644 finished with value: 0.9956967942021064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:56:18,997] Trial 1645 finished with value: 0.9973583023492519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:56:20,424] Trial 1646 finished with value: 0.9965541554965038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:56:22,922] Trial 1647 finished with value: 0.9973928630262128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:56:24,634] Trial 1648 finished with value: 0.9974514557736618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:56:27,675] Trial 1649 finished with value: 0.9973725436244026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:56:32,946] Trial 1650 finished with value: 0.9963333485266506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 32, 'rf_n_estimators': 124}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:56:35,172] Trial 1651 finished with value: 0.997382144785743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:56:36,787] Trial 1652 finished with value: 0.9975058800326058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:56:38,253] Trial 1653 finished with value: 0.9974553251006512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:56:39,764] Trial 1654 finished with value: 0.996322790753041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 100}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:56:42,211] Trial 1655 finished with value: 0.9973387587171141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:56:44,071] Trial 1656 finished with value: 0.9973625544988812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:56:44,839] Trial 1657 finished with value: 0.9957364104420862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 35}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:56:53,009] Trial 1658 finished with value: 0.9970555687319499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 36, 'rf_n_estimators': 119}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:56:54,832] Trial 1659 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.0797303764538436e-07, 'svc_kernel': 'rbf'}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:57:04,260] Trial 1660 finished with value: 0.9963480276262345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 62, 'rf_n_estimators': 84}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:57:12,404] Trial 1661 finished with value: 0.9968632948391466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 34, 'rf_n_estimators': 128}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:57:13,891] Trial 1662 finished with value: 0.9974293291836624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 64}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:57:16,255] Trial 1663 finished with value: 0.9973071089775504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:57:18,483] Trial 1664 finished with value: 0.9972888537457663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 14, 'rf_n_estimators': 76}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:57:20,510] Trial 1665 finished with value: 0.9971640825101279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 95}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:57:21,890] Trial 1666 finished with value: 0.997577873540202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:57:23,806] Trial 1667 finished with value: 0.9970922093526768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:57:25,744] Trial 1668 finished with value: 0.9973558224761137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:57:26,679] Trial 1669 finished with value: 0.9970044305842074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 114}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:57:29,416] Trial 1670 finished with value: 0.9973660019338664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:57:31,624] Trial 1671 finished with value: 0.9974513100014528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:57:34,211] Trial 1672 finished with value: 0.9974301301532332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:57:37,830] Trial 1673 finished with value: 0.9972646156645206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 124}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:57:39,837] Trial 1674 finished with value: 0.9974903792068593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:57:52,975] Trial 1675 finished with value: 0.9968096139454712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 57, 'rf_n_estimators': 122}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:57:54,139] Trial 1676 finished with value: 0.9972375520208487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:57:56,160] Trial 1677 finished with value: 0.9975490267656747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:57:57,972] Trial 1678 finished with value: 0.9853859874374019 and parameters: {'classifier': 'SVC', 'svc_c': 0.014935168006495312, 'svc_kernel': 'sigmoid'}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:58:04,115] Trial 1679 finished with value: 0.9968222055794053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 36, 'rf_n_estimators': 89}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:58:05,760] Trial 1680 finished with value: 0.9972496987527958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:58:08,214] Trial 1681 finished with value: 0.9974052513153736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:58:10,482] Trial 1682 finished with value: 0.99731557442961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:58:11,729] Trial 1683 finished with value: 0.9918408189061908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 20, 'rf_n_estimators': 114}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:58:13,861] Trial 1684 finished with value: 0.9974957131113268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:58:16,515] Trial 1685 finished with value: 0.997272462386074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:58:19,081] Trial 1686 finished with value: 0.9972724861895047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:58:22,236] Trial 1687 finished with value: 0.997260488276606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:58:23,137] Trial 1688 finished with value: 0.9939886744945335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:58:26,265] Trial 1689 finished with value: 0.9973504357597683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:58:27,985] Trial 1690 finished with value: 0.9975207371501131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:58:42,236] Trial 1691 finished with value: 0.9965097026533288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 66, 'rf_n_estimators': 126}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:58:46,322] Trial 1692 finished with value: 0.99758919334097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 124}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:58:47,807] Trial 1693 finished with value: 0.9977062949843166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:58:49,269] Trial 1694 finished with value: 0.9973631487277226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:58:50,670] Trial 1695 finished with value: 0.9974740904875601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:58:51,466] Trial 1696 finished with value: 0.9923751145497888 and parameters: {'classifier': 'SVC', 'svc_c': 47.78373868004133, 'svc_kernel': 'rbf'}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:58:52,872] Trial 1697 finished with value: 0.9973282637528232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:58:57,963] Trial 1698 finished with value: 0.9972733894503513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 26, 'rf_n_estimators': 114}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:58:59,339] Trial 1699 finished with value: 0.9973754359951239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:59:00,884] Trial 1700 finished with value: 0.9974001996243795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:59:13,747] Trial 1701 finished with value: 0.9961422194519075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 70, 'rf_n_estimators': 112}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:59:15,304] Trial 1702 finished with value: 0.9973881355062056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:59:17,028] Trial 1703 finished with value: 0.9975267346942257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:59:18,713] Trial 1704 finished with value: 0.9974931099364182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:59:20,126] Trial 1705 finished with value: 0.9973104218438081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:59:21,434] Trial 1706 finished with value: 0.9974434187198774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:59:23,053] Trial 1707 finished with value: 0.9975630892929305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:59:24,240] Trial 1708 finished with value: 0.9973152627633587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 74}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:59:25,560] Trial 1709 finished with value: 0.9974041056721278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:59:27,494] Trial 1710 finished with value: 0.9974824794830006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:59:28,152] Trial 1711 finished with value: 0.9951736022558647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 1, 'rf_n_estimators': 86}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:59:39,800] Trial 1712 finished with value: 0.9965104797242553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 61, 'rf_n_estimators': 121}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:59:41,385] Trial 1713 finished with value: 0.9974275118076048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:59:42,869] Trial 1714 finished with value: 0.9945372893933206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:59:44,476] Trial 1715 finished with value: 0.985731741470901 and parameters: {'classifier': 'SVC', 'svc_c': 0.439271813122194, 'svc_kernel': 'sigmoid'}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:59:46,272] Trial 1716 finished with value: 0.9973971684320508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:59:47,902] Trial 1717 finished with value: 0.9974730327583178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:59:50,007] Trial 1718 finished with value: 0.9973878038768104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:59:52,189] Trial 1719 finished with value: 0.9975778698903427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 91}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:59:53,467] Trial 1720 finished with value: 0.9972475249600373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-09 23:59:55,165] Trial 1721 finished with value: 0.9973610530102167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:00:01,091] Trial 1722 finished with value: 0.9972336319449454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 28, 'rf_n_estimators': 119}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:00:04,154] Trial 1723 finished with value: 0.9973186125725406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:00:07,890] Trial 1724 finished with value: 0.9970492070905629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 20, 'rf_n_estimators': 112}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:00:09,039] Trial 1725 finished with value: 0.9974974783420025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 82}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:00:10,684] Trial 1726 finished with value: 0.9969407369202697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:00:11,855] Trial 1727 finished with value: 0.9970349351565937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:00:14,623] Trial 1728 finished with value: 0.9965963371750202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 18, 'rf_n_estimators': 122}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:00:16,215] Trial 1729 finished with value: 0.9962340986628083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:00:25,252] Trial 1730 finished with value: 0.9967715026853258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 42, 'rf_n_estimators': 125}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:00:27,084] Trial 1731 finished with value: 0.9973164648366043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:00:28,521] Trial 1732 finished with value: 0.9973483601640957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 79}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:01:01,491] Trial 1733 finished with value: 0.9902683958597862 and parameters: {'classifier': 'SVC', 'svc_c': 11576791.88857609, 'svc_kernel': 'rbf'}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:01:03,647] Trial 1734 finished with value: 0.9974557330597138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:01:05,116] Trial 1735 finished with value: 0.9972256234552778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:01:05,937] Trial 1736 finished with value: 0.9956515617807103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:01:08,829] Trial 1737 finished with value: 0.997483739509665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:01:12,204] Trial 1738 finished with value: 0.9972446754989669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:01:14,502] Trial 1739 finished with value: 0.9972726639852624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:01:15,403] Trial 1740 finished with value: 0.9968828754142086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 4, 'rf_n_estimators': 96}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:01:17,129] Trial 1741 finished with value: 0.9975751760719703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:01:26,703] Trial 1742 finished with value: 0.9954875486537107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 68, 'rf_n_estimators': 123}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:01:28,309] Trial 1743 finished with value: 0.9974834563440546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:01:40,677] Trial 1744 finished with value: 0.9967792182341078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 53, 'rf_n_estimators': 126}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:01:42,918] Trial 1745 finished with value: 0.9971959676814889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:01:43,736] Trial 1746 finished with value: 0.9895731094901173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:01:45,984] Trial 1747 finished with value: 0.9975047099829091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:01:48,352] Trial 1748 finished with value: 0.9974236298171903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:01:50,051] Trial 1749 finished with value: 0.9956320847029643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:01:51,850] Trial 1750 finished with value: 0.9973938210984258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:01:53,918] Trial 1751 finished with value: 0.9974587109640959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:01:55,098] Trial 1752 finished with value: 0.9867152120711159 and parameters: {'classifier': 'SVC', 'svc_c': 761740.9929678256, 'svc_kernel': 'sigmoid'}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:01:56,750] Trial 1753 finished with value: 0.9974881256567395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:01:57,102] Trial 1754 finished with value: 0.9828706094195843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 2}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:01:59,253] Trial 1755 finished with value: 0.9975768070195595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:02:01,509] Trial 1756 finished with value: 0.9969568249607802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 70}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:02:04,752] Trial 1757 finished with value: 0.9975473131725746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:02:07,349] Trial 1758 finished with value: 0.9975845889957817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:02:10,086] Trial 1759 finished with value: 0.9949660837891798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 30, 'rf_n_estimators': 113}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:02:11,211] Trial 1760 finished with value: 0.997198962057845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 122}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:02:12,866] Trial 1761 finished with value: 0.9973453832118508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 88}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:02:14,803] Trial 1762 finished with value: 0.9972739416582034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:02:16,054] Trial 1763 finished with value: 0.997385383448773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 116}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:02:18,517] Trial 1764 finished with value: 0.9974995135353191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:02:19,800] Trial 1765 finished with value: 0.9972427156197047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:02:21,023] Trial 1766 finished with value: 0.9972207813931622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 58}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:02:22,998] Trial 1767 finished with value: 0.9975695743313019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:02:26,722] Trial 1768 finished with value: 0.9960688382360451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 65, 'rf_n_estimators': 31}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:02:40,206] Trial 1769 finished with value: 0.9965211884116151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 57, 'rf_n_estimators': 124}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:02:43,842] Trial 1770 finished with value: 0.9969839158355766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 18, 'rf_n_estimators': 119}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:02:46,525] Trial 1771 finished with value: 0.9974685916411875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:02:48,240] Trial 1772 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 3.464780775807866e-05, 'svc_kernel': 'rbf'}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:02:50,671] Trial 1773 finished with value: 0.9975026456541934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:02:52,493] Trial 1774 finished with value: 0.9974186596926184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:02:54,918] Trial 1775 finished with value: 0.9974171141200006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:03:00,064] Trial 1776 finished with value: 0.9971556381955146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 29, 'rf_n_estimators': 93}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:03:01,959] Trial 1777 finished with value: 0.9971274421750419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:03:03,968] Trial 1778 finished with value: 0.9973707492583279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:03:05,631] Trial 1779 finished with value: 0.997499749157544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:03:14,961] Trial 1780 finished with value: 0.9966601627417013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 48, 'rf_n_estimators': 105}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:03:17,270] Trial 1781 finished with value: 0.9975369633139969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 84}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:03:26,796] Trial 1782 finished with value: 0.9970387269478748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 44, 'rf_n_estimators': 121}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:03:28,567] Trial 1783 finished with value: 0.9974726448258746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:03:29,472] Trial 1784 finished with value: 0.9970239471756482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 113}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:03:32,401] Trial 1785 finished with value: 0.9972982189675027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:03:33,987] Trial 1786 finished with value: 0.9974517686776916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:03:34,738] Trial 1787 finished with value: 0.9940441630524667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:03:35,563] Trial 1788 finished with value: 0.9939994034306782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 99}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:03:38,420] Trial 1789 finished with value: 0.9973821425640895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:03:39,592] Trial 1790 finished with value: 0.9882572158248918 and parameters: {'classifier': 'SVC', 'svc_c': 39180.475171822225, 'svc_kernel': 'sigmoid'}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:03:42,054] Trial 1791 finished with value: 0.9970483334094459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:03:43,298] Trial 1792 finished with value: 0.996652931989456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:03:45,804] Trial 1793 finished with value: 0.9974892117914091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:03:48,382] Trial 1794 finished with value: 0.9975333070118425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:03:52,850] Trial 1795 finished with value: 0.9970305916652666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 21, 'rf_n_estimators': 111}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:03:54,944] Trial 1796 finished with value: 0.9976027652001762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:03:56,360] Trial 1797 finished with value: 0.9975423682161632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:03:58,420] Trial 1798 finished with value: 0.9971724283420141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:04:02,655] Trial 1799 finished with value: 0.9972538833006821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 114}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:04:04,534] Trial 1800 finished with value: 0.9962045430221176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:04:06,916] Trial 1801 finished with value: 0.9970087562070923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:04:09,201] Trial 1802 finished with value: 0.9973277571523442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:04:11,928] Trial 1803 finished with value: 0.997501650766008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:04:13,393] Trial 1804 finished with value: 0.9972229730861005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:04:16,779] Trial 1805 finished with value: 0.9973465064481339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 17, 'rf_n_estimators': 117}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:04:17,998] Trial 1806 finished with value: 0.9972706533888241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 66}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:04:23,978] Trial 1807 finished with value: 0.997098630248737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 34, 'rf_n_estimators': 90}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:04:25,793] Trial 1808 finished with value: 0.9975840617021868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:04:27,638] Trial 1809 finished with value: 0.9975265693714656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:08:22,772] Trial 1810 finished with value: 0.9892292229468315 and parameters: {'classifier': 'SVC', 'svc_c': 7667811634.485911, 'svc_kernel': 'rbf'}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:08:24,705] Trial 1811 finished with value: 0.9973406608651224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 81}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:08:29,940] Trial 1812 finished with value: 0.9968249828049984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 22, 'rf_n_estimators': 126}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:08:37,288] Trial 1813 finished with value: 0.9968887435946104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 33, 'rf_n_estimators': 114}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:08:38,266] Trial 1814 finished with value: 0.9970832712279613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:08:39,457] Trial 1815 finished with value: 0.9972097014357612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:08:40,859] Trial 1816 finished with value: 0.9976130809087654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 76}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:08:53,922] Trial 1817 finished with value: 0.9959263502656984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 74, 'rf_n_estimators': 108}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:08:56,314] Trial 1818 finished with value: 0.9973817694215112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:09:05,338] Trial 1819 finished with value: 0.9965825714924129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 51, 'rf_n_estimators': 125}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:09:06,979] Trial 1820 finished with value: 0.9974572551780182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:09:08,368] Trial 1821 finished with value: 0.9975378108113402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:09:11,409] Trial 1822 finished with value: 0.9974516146218887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:09:18,101] Trial 1823 finished with value: 0.9954822813036351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 66, 'rf_n_estimators': 49}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:09:19,392] Trial 1824 finished with value: 0.9955460869071727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:09:22,629] Trial 1825 finished with value: 0.997289210924177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:09:24,889] Trial 1826 finished with value: 0.9974183081952933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:09:26,657] Trial 1827 finished with value: 0.9852053993786534 and parameters: {'classifier': 'SVC', 'svc_c': 0.00010195078922246896, 'svc_kernel': 'sigmoid'}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:09:28,440] Trial 1828 finished with value: 0.9968130709653046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:09:34,662] Trial 1829 finished with value: 0.9968007259031738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 26, 'rf_n_estimators': 126}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:09:42,979] Trial 1830 finished with value: 0.9967223587255236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 45, 'rf_n_estimators': 119}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:09:46,850] Trial 1831 finished with value: 0.9974946709971352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 124}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:09:49,369] Trial 1832 finished with value: 0.9975731851530347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:09:57,210] Trial 1833 finished with value: 0.9972024161577907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 36, 'rf_n_estimators': 128}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:09:58,874] Trial 1834 finished with value: 0.9972977473104598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 96}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:10:00,586] Trial 1835 finished with value: 0.9967168203654563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:10:01,250] Trial 1836 finished with value: 0.988974657348677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 87}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:10:02,281] Trial 1837 finished with value: 0.9936908540639973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:10:06,723] Trial 1838 finished with value: 0.997061180501797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 22, 'rf_n_estimators': 122}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:10:10,148] Trial 1839 finished with value: 0.9973789343694507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:10:12,827] Trial 1840 finished with value: 0.9974873031371295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:10:15,566] Trial 1841 finished with value: 0.9974736537739534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:10:18,129] Trial 1842 finished with value: 0.9975325042014731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:10:19,355] Trial 1843 finished with value: 0.9970369613363443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 101}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:10:21,826] Trial 1844 finished with value: 0.9973642550794392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:10:23,395] Trial 1845 finished with value: 0.9968834681513686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 40}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:10:25,260] Trial 1846 finished with value: 0.9853091296511552 and parameters: {'classifier': 'SVC', 'svc_c': 0.0014927309735083551, 'svc_kernel': 'rbf'}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:10:30,456] Trial 1847 finished with value: 0.9962996683227187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 37, 'rf_n_estimators': 116}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:10:40,284] Trial 1848 finished with value: 0.995874793304529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 43, 'rf_n_estimators': 120}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:10:42,106] Trial 1849 finished with value: 0.9975259889803517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:10:44,024] Trial 1850 finished with value: 0.9972999659806194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:10:47,182] Trial 1851 finished with value: 0.9972225823289839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:10:49,556] Trial 1852 finished with value: 0.9974350440064953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:10:51,291] Trial 1853 finished with value: 0.9972624157514645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:10:53,094] Trial 1854 finished with value: 0.9973044793332271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:10:55,838] Trial 1855 finished with value: 0.9974787510088446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:10:57,618] Trial 1856 finished with value: 0.9973875286456768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:10:59,296] Trial 1857 finished with value: 0.9974100966782312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 78}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:11:01,472] Trial 1858 finished with value: 0.9974028204773026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:11:03,272] Trial 1859 finished with value: 0.997413149515813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:11:05,600] Trial 1860 finished with value: 0.9974802400879873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:11:06,600] Trial 1861 finished with value: 0.9957108327037663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:11:09,497] Trial 1862 finished with value: 0.9975271589030971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 107}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:11:11,662] Trial 1863 finished with value: 0.9974645202389415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:11:13,687] Trial 1864 finished with value: 0.9972187950127475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:11:15,477] Trial 1865 finished with value: 0.9853738589864895 and parameters: {'classifier': 'SVC', 'svc_c': 0.0071532802823888525, 'svc_kernel': 'sigmoid'}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:11:20,741] Trial 1866 finished with value: 0.9975348124042699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 126}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:11:23,709] Trial 1867 finished with value: 0.99765733158147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:11:24,710] Trial 1868 finished with value: 0.9971062931125926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 110}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:11:33,151] Trial 1869 finished with value: 0.9970135219078023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 38, 'rf_n_estimators': 118}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:11:35,109] Trial 1870 finished with value: 0.9972273994768418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:11:36,740] Trial 1871 finished with value: 0.9973209219179019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 73}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:11:37,985] Trial 1872 finished with value: 0.9974875940785273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 92}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:11:40,599] Trial 1873 finished with value: 0.9973066518882071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:11:41,454] Trial 1874 finished with value: 0.9887893592575082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:11:43,559] Trial 1875 finished with value: 0.9974593527680607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:11:53,239] Trial 1876 finished with value: 0.9967451598730084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 44, 'rf_n_estimators': 120}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:11:55,204] Trial 1877 finished with value: 0.9974240817332549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:11:56,686] Trial 1878 finished with value: 0.997292814827046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:11:57,638] Trial 1879 finished with value: 0.9971799908506062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:12:00,990] Trial 1880 finished with value: 0.9971414691875792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:12:03,739] Trial 1881 finished with value: 0.9972621044660679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:12:05,317] Trial 1882 finished with value: 0.9973579949358803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 83}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:12:06,115] Trial 1883 finished with value: 0.9954328256775815 and parameters: {'classifier': 'SVC', 'svc_c': 4069.0561508555197, 'svc_kernel': 'rbf'}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:12:10,753] Trial 1884 finished with value: 0.9972148723978117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 23, 'rf_n_estimators': 126}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:12:20,799] Trial 1885 finished with value: 0.9964607852069721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 46, 'rf_n_estimators': 116}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:12:21,458] Trial 1886 finished with value: 0.9971133423240071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 19}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:12:31,443] Trial 1887 finished with value: 0.995965033950743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 61, 'rf_n_estimators': 128}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:12:35,263] Trial 1888 finished with value: 0.9974559218050495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 120}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:12:45,107] Trial 1889 finished with value: 0.9967046823931716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 42, 'rf_n_estimators': 123}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:12:47,527] Trial 1890 finished with value: 0.9973759490066604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:12:55,903] Trial 1891 finished with value: 0.9966193607734986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 35, 'rf_n_estimators': 125}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:12:56,864] Trial 1892 finished with value: 0.9969414681299198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 116}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:12:58,181] Trial 1893 finished with value: 0.9965587352130759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:12:59,857] Trial 1894 finished with value: 0.9974262687607208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 532 with value: 0.9977919934916408.
[I 2023-09-10 00:13:02,770] Trial 1895 finished with value: 0.9978036668209601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:13:05,763] Trial 1896 finished with value: 0.9976213438094996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 109}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:13:08,928] Trial 1897 finished with value: 0.9976242649030276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 108}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:13:12,430] Trial 1898 finished with value: 0.9972238588910981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 16, 'rf_n_estimators': 111}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:13:15,510] Trial 1899 finished with value: 0.9973681074266479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:13:17,194] Trial 1900 finished with value: 0.9960903344159884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:13:20,022] Trial 1901 finished with value: 0.9971805947277717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:13:23,330] Trial 1902 finished with value: 0.9974388521427988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 108}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:13:25,086] Trial 1903 finished with value: 0.9852144140869395 and parameters: {'classifier': 'SVC', 'svc_c': 0.0007318310630229503, 'svc_kernel': 'sigmoid'}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:13:28,449] Trial 1904 finished with value: 0.9972587030827865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 17, 'rf_n_estimators': 111}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:13:31,333] Trial 1905 finished with value: 0.9972247656113766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:13:32,761] Trial 1906 finished with value: 0.9942691910370621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 18, 'rf_n_estimators': 110}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:13:34,172] Trial 1907 finished with value: 0.9956510507051863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 13, 'rf_n_estimators': 105}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:13:38,341] Trial 1908 finished with value: 0.9972327471872989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 114}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:13:40,685] Trial 1909 finished with value: 0.9973113172653916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 89}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:13:42,032] Trial 1910 finished with value: 0.9970711444908958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 61}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:13:45,427] Trial 1911 finished with value: 0.9971494484466343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:13:46,449] Trial 1912 finished with value: 0.9971641939419209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 114}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:14:03,735] Trial 1913 finished with value: 0.9961254784674267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 72, 'rf_n_estimators': 128}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:14:05,690] Trial 1914 finished with value: 0.9966740850191439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 15, 'rf_n_estimators': 86}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:14:07,223] Trial 1915 finished with value: 0.9974679804325653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:14:08,377] Trial 1916 finished with value: 0.9968870024530067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 97}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:14:10,149] Trial 1917 finished with value: 0.9976438328464026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:14:12,482] Trial 1918 finished with value: 0.9973366520817678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 94}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:14:14,170] Trial 1919 finished with value: 0.997577329901585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:14:18,000] Trial 1920 finished with value: 0.9974437846262125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:14:19,823] Trial 1921 finished with value: 0.9853850036892219 and parameters: {'classifier': 'SVC', 'svc_c': 0.05289475563433303, 'svc_kernel': 'rbf'}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:14:21,989] Trial 1922 finished with value: 0.9972857341633651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:14:23,365] Trial 1923 finished with value: 0.9974069571961622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 80}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:14:25,702] Trial 1924 finished with value: 0.9973754814755456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:14:27,568] Trial 1925 finished with value: 0.9974268007832636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:14:32,720] Trial 1926 finished with value: 0.997106291271794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 25, 'rf_n_estimators': 118}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:14:33,585] Trial 1927 finished with value: 0.9970482115993571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 121}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:14:36,406] Trial 1928 finished with value: 0.99750514253885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:14:47,959] Trial 1929 finished with value: 0.9966363551851706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 59, 'rf_n_estimators': 114}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:14:49,819] Trial 1930 finished with value: 0.9973597143052794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 69}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:14:51,817] Trial 1931 finished with value: 0.9974427236914417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:14:54,543] Trial 1932 finished with value: 0.9973777078580165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:14:55,008] Trial 1933 finished with value: 0.994626223739001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 15}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:14:56,855] Trial 1934 finished with value: 0.9950400823708181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 31, 'rf_n_estimators': 55}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:14:59,143] Trial 1935 finished with value: 0.9975376323490863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:15:00,972] Trial 1936 finished with value: 0.9974951331328058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:15:02,429] Trial 1937 finished with value: 0.9968036713079386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:15:03,813] Trial 1938 finished with value: 0.9976186283458742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:15:07,294] Trial 1939 finished with value: 0.9973226339558444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:15:08,383] Trial 1940 finished with value: 0.9879831259229851 and parameters: {'classifier': 'SVC', 'svc_c': 3.2202246304835542, 'svc_kernel': 'sigmoid'}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:15:10,093] Trial 1941 finished with value: 0.997502285301992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:15:12,880] Trial 1942 finished with value: 0.997415252469562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:15:16,519] Trial 1943 finished with value: 0.997266354584471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:15:32,591] Trial 1944 finished with value: 0.9964035819768499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 72, 'rf_n_estimators': 124}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:15:37,839] Trial 1945 finished with value: 0.9975057762496485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 24, 'rf_n_estimators': 112}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:15:41,777] Trial 1946 finished with value: 0.99726910851444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 20, 'rf_n_estimators': 117}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:15:42,216] Trial 1947 finished with value: 0.9935594874690213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 8}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:15:43,874] Trial 1948 finished with value: 0.9965256465720015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:15:45,839] Trial 1949 finished with value: 0.9974362667728562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:15:46,819] Trial 1950 finished with value: 0.9972659852187039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:15:56,987] Trial 1951 finished with value: 0.9965954120467552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 46, 'rf_n_estimators': 115}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:15:58,799] Trial 1952 finished with value: 0.9974079333907202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:16:01,114] Trial 1953 finished with value: 0.9974238423342189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 101}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:16:03,500] Trial 1954 finished with value: 0.9974037765500272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:16:06,391] Trial 1955 finished with value: 0.9973232188854793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:16:08,575] Trial 1956 finished with value: 0.9973389222942891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:16:18,083] Trial 1957 finished with value: 0.9964323497239876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 52, 'rf_n_estimators': 118}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:16:19,395] Trial 1958 finished with value: 0.9975278116883777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 124}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:16:20,628] Trial 1959 finished with value: 0.9869009338633493 and parameters: {'classifier': 'SVC', 'svc_c': 0.8180989326925417, 'svc_kernel': 'rbf'}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:16:26,139] Trial 1960 finished with value: 0.9930905320202627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 64, 'rf_n_estimators': 120}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:16:27,978] Trial 1961 finished with value: 0.9975740231607436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:16:30,761] Trial 1962 finished with value: 0.9973355154520874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:16:31,486] Trial 1963 finished with value: 0.9892011413415153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:16:33,826] Trial 1964 finished with value: 0.9973194532144958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:16:35,807] Trial 1965 finished with value: 0.9971673832207668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:16:37,486] Trial 1966 finished with value: 0.9975291405545635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:16:40,064] Trial 1967 finished with value: 0.9972966040792947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:16:42,113] Trial 1968 finished with value: 0.9973308044992679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:16:43,522] Trial 1969 finished with value: 0.9971806410968546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:16:45,963] Trial 1970 finished with value: 0.9972781373143573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 76}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:16:47,910] Trial 1971 finished with value: 0.9973830574092725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:16:50,478] Trial 1972 finished with value: 0.9972239036732855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:16:52,123] Trial 1973 finished with value: 0.9974933443208648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:17:04,769] Trial 1974 finished with value: 0.9963741804237002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 55, 'rf_n_estimators': 118}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:17:06,385] Trial 1975 finished with value: 0.9968302963337292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 90}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:17:08,778] Trial 1976 finished with value: 0.9971651948603087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 85}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:17:10,535] Trial 1977 finished with value: 0.9973457138573707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:17:13,473] Trial 1978 finished with value: 0.9976141021076764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:17:15,269] Trial 1979 finished with value: 0.9852080215328306 and parameters: {'classifier': 'SVC', 'svc_c': 1.163329267737704e-10, 'svc_kernel': 'sigmoid'}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:17:16,962] Trial 1980 finished with value: 0.9969568706951049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 103}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:17:21,255] Trial 1981 finished with value: 0.9972934540285024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 18, 'rf_n_estimators': 123}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:17:23,388] Trial 1982 finished with value: 0.9974437371463031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:17:25,842] Trial 1983 finished with value: 0.9974673281868291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:17:27,564] Trial 1984 finished with value: 0.9970370085306127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 98}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:17:29,755] Trial 1985 finished with value: 0.9972191912922602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:17:31,418] Trial 1986 finished with value: 0.9966554530266601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:17:34,621] Trial 1987 finished with value: 0.9973416979012489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:17:36,499] Trial 1988 finished with value: 0.997184152610675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:17:38,538] Trial 1989 finished with value: 0.9969393739040955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:17:40,063] Trial 1990 finished with value: 0.9972272863629396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:17:42,462] Trial 1991 finished with value: 0.9974777381887415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:17:44,845] Trial 1992 finished with value: 0.9973793755263647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:17:46,728] Trial 1993 finished with value: 0.9973378062942487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:17:50,229] Trial 1994 finished with value: 0.9975301997754875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:17:51,102] Trial 1995 finished with value: 0.9972001658766754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 72}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:17:52,810] Trial 1996 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 9.07879994165506e-06, 'svc_kernel': 'rbf'}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:17:53,591] Trial 1997 finished with value: 0.995368207900992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:17:56,013] Trial 1998 finished with value: 0.9975253622201551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:17:58,277] Trial 1999 finished with value: 0.997444126475214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 93}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:17:59,424] Trial 2000 finished with value: 0.9973747041189779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 82}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:18:00,285] Trial 2001 finished with value: 0.9894753548943097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:18:02,643] Trial 2002 finished with value: 0.9971753279489786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:18:04,885] Trial 2003 finished with value: 0.9976275595517262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:18:09,068] Trial 2004 finished with value: 0.9972728820246868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 117}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:18:10,770] Trial 2005 finished with value: 0.9962695171201944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 29, 'rf_n_estimators': 26}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:18:13,533] Trial 2006 finished with value: 0.9974159427690495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:18:16,788] Trial 2007 finished with value: 0.9971225089616566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:18:19,916] Trial 2008 finished with value: 0.9975448662433846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:18:21,012] Trial 2009 finished with value: 0.9974431432983163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 67}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:18:22,877] Trial 2010 finished with value: 0.9974482912503838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:18:25,409] Trial 2011 finished with value: 0.9972180875747899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:18:26,943] Trial 2012 finished with value: 0.9974895374540775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:18:28,598] Trial 2013 finished with value: 0.9974221566070015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:18:30,007] Trial 2014 finished with value: 0.9944037449113959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:18:31,337] Trial 2015 finished with value: 0.9869949119655471 and parameters: {'classifier': 'SVC', 'svc_c': 275702.10037106276, 'svc_kernel': 'sigmoid'}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:18:33,622] Trial 2016 finished with value: 0.9971377067221244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:18:34,747] Trial 2017 finished with value: 0.9953072861624169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:18:37,520] Trial 2018 finished with value: 0.9975999056147131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:18:42,008] Trial 2019 finished with value: 0.9974166663933398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 117}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:18:44,300] Trial 2020 finished with value: 0.9973757012288168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:18:45,562] Trial 2021 finished with value: 0.9974105956616127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 87}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:18:47,873] Trial 2022 finished with value: 0.9974945250344985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:18:50,478] Trial 2023 finished with value: 0.9975631339164283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:18:51,603] Trial 2024 finished with value: 0.9971685499379833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:18:53,404] Trial 2025 finished with value: 0.9973432848283604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:18:57,417] Trial 2026 finished with value: 0.9969025072777294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 27, 'rf_n_estimators': 78}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:18:58,985] Trial 2027 finished with value: 0.9973508179476501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:19:00,964] Trial 2028 finished with value: 0.9975107997573808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:19:15,071] Trial 2029 finished with value: 0.9962208730324346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 60, 'rf_n_estimators': 123}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:19:17,377] Trial 2030 finished with value: 0.9975290141107402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:19:20,989] Trial 2031 finished with value: 0.9971187633807684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:19:23,620] Trial 2032 finished with value: 0.9974669966526477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:19:26,079] Trial 2033 finished with value: 0.9975371244473531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:19:33,425] Trial 2034 finished with value: 0.9929006303138775 and parameters: {'classifier': 'SVC', 'svc_c': 2877182.2799216467, 'svc_kernel': 'rbf'}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:19:34,787] Trial 2035 finished with value: 0.9974277481280639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 108}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:19:38,044] Trial 2036 finished with value: 0.9972915229672603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:19:44,842] Trial 2037 finished with value: 0.9967558179384056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 35, 'rf_n_estimators': 124}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:19:46,709] Trial 2038 finished with value: 0.9974095155888835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:19:47,794] Trial 2039 finished with value: 0.996084938432174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:19:51,399] Trial 2040 finished with value: 0.9976224483204176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:19:52,473] Trial 2041 finished with value: 0.9967143488711256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:19:54,894] Trial 2042 finished with value: 0.9974050179148022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:19:56,929] Trial 2043 finished with value: 0.9974328849401259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:20:02,573] Trial 2044 finished with value: 0.9967763609655118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 26, 'rf_n_estimators': 113}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:20:04,096] Trial 2045 finished with value: 0.9971912410184051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:20:16,462] Trial 2046 finished with value: 0.9967034921899035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 52, 'rf_n_estimators': 126}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:20:18,961] Trial 2047 finished with value: 0.9973978336903292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:20:22,389] Trial 2048 finished with value: 0.9975382067417358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:20:24,837] Trial 2049 finished with value: 0.9974753687000454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:20:27,087] Trial 2050 finished with value: 0.9976425902121114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:20:29,018] Trial 2051 finished with value: 0.9970734643732424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:20:30,851] Trial 2052 finished with value: 0.9974115445933082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:20:32,483] Trial 2053 finished with value: 0.9972368736865523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:20:34,006] Trial 2054 finished with value: 0.9867327158444649 and parameters: {'classifier': 'SVC', 'svc_c': 1296743468.8936424, 'svc_kernel': 'sigmoid'}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:20:35,848] Trial 2055 finished with value: 0.9967934130132239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 64}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:20:37,452] Trial 2056 finished with value: 0.9974161402740477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 74}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:20:41,543] Trial 2057 finished with value: 0.9971166229762886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 22, 'rf_n_estimators': 95}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:20:45,315] Trial 2058 finished with value: 0.9960579136357008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 27, 'rf_n_estimators': 122}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:20:46,254] Trial 2059 finished with value: 0.9970784338313182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 114}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:20:49,237] Trial 2060 finished with value: 0.997322827937935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:20:51,130] Trial 2061 finished with value: 0.9963969130807806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:20:56,187] Trial 2062 finished with value: 0.9971426590417304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 27, 'rf_n_estimators': 99}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:20:59,652] Trial 2063 finished with value: 0.9971398687401193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 17, 'rf_n_estimators': 121}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:21:00,341] Trial 2064 finished with value: 0.9897318289563161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:21:01,905] Trial 2065 finished with value: 0.9974977379263477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 84}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:21:03,911] Trial 2066 finished with value: 0.9973776161989399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:21:05,998] Trial 2067 finished with value: 0.9972049773434479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:21:07,593] Trial 2068 finished with value: 0.997614696273042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:21:09,419] Trial 2069 finished with value: 0.9972977062416075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 90}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:21:11,582] Trial 2070 finished with value: 0.9974722072236065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:21:12,495] Trial 2071 finished with value: 0.9970719771348984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:21:13,367] Trial 2072 finished with value: 0.9915455715947649 and parameters: {'classifier': 'SVC', 'svc_c': 19.86977072088234, 'svc_kernel': 'rbf'}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:21:15,664] Trial 2073 finished with value: 0.9972801626689224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:21:17,068] Trial 2074 finished with value: 0.9973802203259856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 80}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:21:20,555] Trial 2075 finished with value: 0.9973981347561195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:21:22,423] Trial 2076 finished with value: 0.9971212034545706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:21:23,937] Trial 2077 finished with value: 0.9971860231477274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:21:26,287] Trial 2078 finished with value: 0.9971741277800076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:21:27,401] Trial 2079 finished with value: 0.9955019794359067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:21:30,250] Trial 2080 finished with value: 0.9975612027282347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:21:32,360] Trial 2081 finished with value: 0.9972710235797769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:21:40,135] Trial 2082 finished with value: 0.9971130497957139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 34, 'rf_n_estimators': 118}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:21:47,493] Trial 2083 finished with value: 0.996943252022485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 32, 'rf_n_estimators': 123}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:21:49,269] Trial 2084 finished with value: 0.9977074596068313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:21:51,058] Trial 2085 finished with value: 0.9974947199687262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:21:52,817] Trial 2086 finished with value: 0.997389338245947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:21:54,377] Trial 2087 finished with value: 0.9974786813123998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:21:55,969] Trial 2088 finished with value: 0.9973865954242456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:21:57,745] Trial 2089 finished with value: 0.9973960128865776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:21:59,507] Trial 2090 finished with value: 0.9973878642105726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:22:00,364] Trial 2091 finished with value: 0.9925202626011119 and parameters: {'classifier': 'SVC', 'svc_c': 257.78634284169203, 'svc_kernel': 'sigmoid'}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:22:09,933] Trial 2092 finished with value: 0.9971378150118647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 40, 'rf_n_estimators': 128}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:22:11,645] Trial 2093 finished with value: 0.9971969008394445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:22:13,205] Trial 2094 finished with value: 0.9972899147757511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:22:15,160] Trial 2095 finished with value: 0.9975328495416442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:22:16,650] Trial 2096 finished with value: 0.9973775181605437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:22:30,284] Trial 2097 finished with value: 0.9967195768661958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 58, 'rf_n_estimators': 125}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:22:31,189] Trial 2098 finished with value: 0.996168394878501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:22:32,954] Trial 2099 finished with value: 0.997360921170949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:22:35,369] Trial 2100 finished with value: 0.9974372828937019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:22:37,061] Trial 2101 finished with value: 0.9971028644664486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:22:37,992] Trial 2102 finished with value: 0.9938563648711128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:22:39,523] Trial 2103 finished with value: 0.9975349689038913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:22:44,112] Trial 2104 finished with value: 0.9969294061381858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 19, 'rf_n_estimators': 124}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:22:45,508] Trial 2105 finished with value: 0.9973484550604389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:22:47,227] Trial 2106 finished with value: 0.9975001933612969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:22:49,192] Trial 2107 finished with value: 0.9977528642063754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:22:51,144] Trial 2108 finished with value: 0.9974906662762325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:23:00,079] Trial 2109 finished with value: 0.996394158992122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 37, 'rf_n_estimators': 128}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:23:01,815] Trial 2110 finished with value: 0.9970511573849768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:23:03,786] Trial 2111 finished with value: 0.9975242561540796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:23:04,514] Trial 2112 finished with value: 0.9949810950259654 and parameters: {'classifier': 'SVC', 'svc_c': 823.6558768793495, 'svc_kernel': 'rbf'}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:23:06,482] Trial 2113 finished with value: 0.9975349663013832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:23:08,206] Trial 2114 finished with value: 0.9973285615178712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:23:10,191] Trial 2115 finished with value: 0.9969918516136985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:23:11,905] Trial 2116 finished with value: 0.9974852980313492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:23:13,830] Trial 2117 finished with value: 0.9974253208446385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:23:15,350] Trial 2118 finished with value: 0.9973364255048462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:23:17,084] Trial 2119 finished with value: 0.9975118374282655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:23:19,049] Trial 2120 finished with value: 0.9975449713910719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:23:21,000] Trial 2121 finished with value: 0.9973128114225996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:23:26,751] Trial 2122 finished with value: 0.99666620008515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 24, 'rf_n_estimators': 128}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:23:28,275] Trial 2123 finished with value: 0.9974805084954709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:23:30,044] Trial 2124 finished with value: 0.9973540277609224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:23:31,803] Trial 2125 finished with value: 0.9972554921904254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:23:33,687] Trial 2126 finished with value: 0.9974865938583735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:23:35,798] Trial 2127 finished with value: 0.9972998387750863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:23:36,584] Trial 2128 finished with value: 0.9891771571952676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:23:44,051] Trial 2129 finished with value: 0.9969476405816405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 32, 'rf_n_estimators': 123}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:23:45,837] Trial 2130 finished with value: 0.985205399473867 and parameters: {'classifier': 'SVC', 'svc_c': 5.048042552307541e-07, 'svc_kernel': 'sigmoid'}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:23:47,434] Trial 2131 finished with value: 0.9973124253944309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 102}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:23:49,689] Trial 2132 finished with value: 0.997050045034796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:23:51,927] Trial 2133 finished with value: 0.9972001362334697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 71}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:23:56,896] Trial 2134 finished with value: 0.9956514051858748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 48, 'rf_n_estimators': 87}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:23:58,611] Trial 2135 finished with value: 0.9974894339250233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:24:00,723] Trial 2136 finished with value: 0.9973804236072829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:24:02,038] Trial 2137 finished with value: 0.9972686609782069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:24:03,950] Trial 2138 finished with value: 0.9973068153384306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:24:22,287] Trial 2139 finished with value: 0.9962577990721635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 74, 'rf_n_estimators': 126}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:24:24,413] Trial 2140 finished with value: 0.9975689049788333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:24:26,200] Trial 2141 finished with value: 0.9974459398522951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 93}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:24:27,904] Trial 2142 finished with value: 0.9974157445658175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:24:39,608] Trial 2143 finished with value: 0.9967303013907713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 50, 'rf_n_estimators': 125}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:24:40,521] Trial 2144 finished with value: 0.9962138019853398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:24:44,630] Trial 2145 finished with value: 0.997251674469274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:24:45,836] Trial 2146 finished with value: 0.9973197032139929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 5, 'rf_n_estimators': 96}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:24:46,730] Trial 2147 finished with value: 0.9963661646343137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 1, 'rf_n_estimators': 125}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:24:50,139] Trial 2148 finished with value: 0.9972319355855291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:24:51,969] Trial 2149 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.642949038051396e-06, 'svc_kernel': 'rbf'}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:25:00,078] Trial 2150 finished with value: 0.9965376896796808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 51, 'rf_n_estimators': 82}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:25:04,471] Trial 2151 finished with value: 0.9974421666911656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 106}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:25:14,336] Trial 2152 finished with value: 0.996838812439489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 43, 'rf_n_estimators': 122}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:25:21,528] Trial 2153 finished with value: 0.9971065379705487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 30, 'rf_n_estimators': 124}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:25:23,408] Trial 2154 finished with value: 0.9973690099257849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:25:24,488] Trial 2155 finished with value: 0.9966735830523993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 53}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:25:26,670] Trial 2156 finished with value: 0.9954996037900568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 20, 'rf_n_estimators': 122}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:25:30,430] Trial 2157 finished with value: 0.9974056541011572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 18, 'rf_n_estimators': 125}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:25:40,649] Trial 2158 finished with value: 0.9965778208672091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 59, 'rf_n_estimators': 90}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:25:49,589] Trial 2159 finished with value: 0.9967778586456276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 39, 'rf_n_estimators': 122}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:25:50,723] Trial 2160 finished with value: 0.9959590694140541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:25:54,609] Trial 2161 finished with value: 0.997361140702055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:26:02,194] Trial 2162 finished with value: 0.9967315604652983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 33, 'rf_n_estimators': 121}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:26:03,039] Trial 2163 finished with value: 0.9971740306620106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 77}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:26:04,798] Trial 2164 finished with value: 0.997189494513095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:26:21,842] Trial 2165 finished with value: 0.9962894323080151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 73, 'rf_n_estimators': 124}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:26:23,934] Trial 2166 finished with value: 0.9975366746259905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:26:25,309] Trial 2167 finished with value: 0.9867343545995793 and parameters: {'classifier': 'SVC', 'svc_c': 63798164.54680147, 'svc_kernel': 'sigmoid'}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:26:26,426] Trial 2168 finished with value: 0.9969143518330595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 85}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:26:29,943] Trial 2169 finished with value: 0.9973840447438359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:26:31,148] Trial 2170 finished with value: 0.997512101011587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 4, 'rf_n_estimators': 124}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:26:33,260] Trial 2171 finished with value: 0.9972532228665655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:26:38,430] Trial 2172 finished with value: 0.9967401298907429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 27, 'rf_n_estimators': 126}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:26:48,013] Trial 2173 finished with value: 0.9971449237635938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 42, 'rf_n_estimators': 125}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:26:49,869] Trial 2174 finished with value: 0.9973321213367868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:26:52,989] Trial 2175 finished with value: 0.9972417030852427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:26:54,542] Trial 2176 finished with value: 0.9974459415026664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:26:55,758] Trial 2177 finished with value: 0.9967511133014296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:26:56,860] Trial 2178 finished with value: 0.9973015906441028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 59}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:27:07,046] Trial 2179 finished with value: 0.9971645235718279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 45, 'rf_n_estimators': 124}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:27:08,185] Trial 2180 finished with value: 0.9879604379211403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:27:09,977] Trial 2181 finished with value: 0.9971651411915073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 99}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:27:14,181] Trial 2182 finished with value: 0.996127280799716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 30, 'rf_n_estimators': 126}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:27:15,748] Trial 2183 finished with value: 0.9970727940686365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:27:18,141] Trial 2184 finished with value: 0.997479471491082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:27:19,895] Trial 2185 finished with value: 0.9853401011516362 and parameters: {'classifier': 'SVC', 'svc_c': 0.0026847412085517926, 'svc_kernel': 'rbf'}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:27:21,499] Trial 2186 finished with value: 0.997436965609841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:27:35,266] Trial 2187 finished with value: 0.9966651289307727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 59, 'rf_n_estimators': 124}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:27:51,050] Trial 2188 finished with value: 0.9964255977380766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 65, 'rf_n_estimators': 126}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:27:53,175] Trial 2189 finished with value: 0.9975040410430335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:27:56,301] Trial 2190 finished with value: 0.9972813203725733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:27:57,251] Trial 2191 finished with value: 0.9968298997050996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 5, 'rf_n_estimators': 91}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:27:59,157] Trial 2192 finished with value: 0.9975371832259577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:28:02,682] Trial 2193 finished with value: 0.9972814799825099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 19, 'rf_n_estimators': 104}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:28:05,577] Trial 2194 finished with value: 0.9973925032452938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:28:07,320] Trial 2195 finished with value: 0.9971380865614012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:28:09,233] Trial 2196 finished with value: 0.9973723539269296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:28:10,420] Trial 2197 finished with value: 0.9967569142926812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 88}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:28:14,656] Trial 2198 finished with value: 0.9970690008491495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 29, 'rf_n_estimators': 75}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:28:15,900] Trial 2199 finished with value: 0.9946787121125409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:28:17,015] Trial 2200 finished with value: 0.9973703126081971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 2, 'rf_n_estimators': 125}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:28:19,090] Trial 2201 finished with value: 0.9976159610603927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:28:29,388] Trial 2202 finished with value: 0.9969099069708562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 55, 'rf_n_estimators': 110}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:28:31,971] Trial 2203 finished with value: 0.9970886620702345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:28:33,781] Trial 2204 finished with value: 0.9853992603572577 and parameters: {'classifier': 'SVC', 'svc_c': 0.10726050323805184, 'svc_kernel': 'sigmoid'}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:28:36,643] Trial 2205 finished with value: 0.9975538715572502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:28:39,337] Trial 2206 finished with value: 0.9972166777769401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 80}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:28:41,294] Trial 2207 finished with value: 0.9972835987734747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:28:43,694] Trial 2208 finished with value: 0.9973856843241359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:28:45,236] Trial 2209 finished with value: 0.9975134238475705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:28:47,326] Trial 2210 finished with value: 0.9977321464620886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:28:49,098] Trial 2211 finished with value: 0.9974576901460402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:28:51,048] Trial 2212 finished with value: 0.9973639935590817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:28:52,850] Trial 2213 finished with value: 0.9976347896374752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:28:54,873] Trial 2214 finished with value: 0.9973274263481348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:28:56,642] Trial 2215 finished with value: 0.9975460452114332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:28:57,499] Trial 2216 finished with value: 0.996730936688465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 113}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:28:59,518] Trial 2217 finished with value: 0.9972342287762955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:29:01,128] Trial 2218 finished with value: 0.9975407379668081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:29:02,855] Trial 2219 finished with value: 0.9973334856542152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:29:05,397] Trial 2220 finished with value: 0.9972811773933002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:29:07,148] Trial 2221 finished with value: 0.9974772734188244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:29:08,267] Trial 2222 finished with value: 0.9955923456372826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:29:09,957] Trial 2223 finished with value: 0.9975439295307834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:29:11,829] Trial 2224 finished with value: 0.9850887204842342 and parameters: {'classifier': 'SVC', 'svc_c': 0.00032939059535090284, 'svc_kernel': 'rbf'}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:29:13,112] Trial 2225 finished with value: 0.9975079615950052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 122}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:29:14,331] Trial 2226 finished with value: 0.9969757722693746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 5, 'rf_n_estimators': 114}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:29:25,192] Trial 2227 finished with value: 0.9964188468947303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 47, 'rf_n_estimators': 120}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:29:29,069] Trial 2228 finished with value: 0.997240404370069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 22, 'rf_n_estimators': 95}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:29:31,296] Trial 2229 finished with value: 0.9974927884314155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:29:32,953] Trial 2230 finished with value: 0.9976248671615595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:29:34,465] Trial 2231 finished with value: 0.9972787460791604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:29:35,828] Trial 2232 finished with value: 0.9965108056725652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:29:43,671] Trial 2233 finished with value: 0.9969461241761595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 35, 'rf_n_estimators': 123}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:29:58,856] Trial 2234 finished with value: 0.9967778286850429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 73, 'rf_n_estimators': 112}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:30:00,742] Trial 2235 finished with value: 0.9974507983546466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:30:01,546] Trial 2236 finished with value: 0.9963424397232937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 62}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:30:03,731] Trial 2237 finished with value: 0.9976098136498811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:30:05,391] Trial 2238 finished with value: 0.9973410936114907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:30:08,718] Trial 2239 finished with value: 0.9972688832387728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:30:17,328] Trial 2240 finished with value: 0.9969944338415883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 43, 'rf_n_estimators': 122}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:30:19,430] Trial 2241 finished with value: 0.9977716862454491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:30:21,635] Trial 2242 finished with value: 0.9975666670437638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:30:23,133] Trial 2243 finished with value: 0.9866227888090052 and parameters: {'classifier': 'SVC', 'svc_c': 6512335.910343378, 'svc_kernel': 'sigmoid'}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:30:25,415] Trial 2244 finished with value: 0.9973616449856668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:30:27,483] Trial 2245 finished with value: 0.997393948208745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:30:29,693] Trial 2246 finished with value: 0.9975629823679202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:30:31,707] Trial 2247 finished with value: 0.9975440258235947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:30:33,126] Trial 2248 finished with value: 0.9973722198025327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 67}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:30:34,825] Trial 2249 finished with value: 0.9972460873597807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 84}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:30:35,988] Trial 2250 finished with value: 0.997209337560652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:30:39,779] Trial 2251 finished with value: 0.9976632206771527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:30:41,638] Trial 2252 finished with value: 0.9973812050580407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:30:48,696] Trial 2253 finished with value: 0.9970148143071325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 37, 'rf_n_estimators': 101}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:31:00,928] Trial 2254 finished with value: 0.9962792384729905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 55, 'rf_n_estimators': 116}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:31:03,407] Trial 2255 finished with value: 0.9974214445987855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:31:05,332] Trial 2256 finished with value: 0.9972089510881527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:31:10,063] Trial 2257 finished with value: 0.9967485000338664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 20, 'rf_n_estimators': 122}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:31:11,650] Trial 2258 finished with value: 0.9909345549235637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:31:13,494] Trial 2259 finished with value: 0.9973824074804032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:31:15,674] Trial 2260 finished with value: 0.9974436683702576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:31:18,146] Trial 2261 finished with value: 0.9977427718057031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:31:20,547] Trial 2262 finished with value: 0.9972444713607459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:31:22,307] Trial 2263 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.3049080214180476e-09, 'svc_kernel': 'rbf'}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:31:24,913] Trial 2264 finished with value: 0.9971027206619899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:31:27,317] Trial 2265 finished with value: 0.9972339711279626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:31:30,140] Trial 2266 finished with value: 0.9970757528350606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:31:32,751] Trial 2267 finished with value: 0.9974092713974233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:31:35,260] Trial 2268 finished with value: 0.9976556139893934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:31:37,818] Trial 2269 finished with value: 0.9971066355011384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:31:40,929] Trial 2270 finished with value: 0.9973683577117862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:31:42,938] Trial 2271 finished with value: 0.997161351812307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 92}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:31:45,040] Trial 2272 finished with value: 0.9974259486204481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:31:47,878] Trial 2273 finished with value: 0.9974907330845277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:31:50,570] Trial 2274 finished with value: 0.9974322835702552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:31:53,019] Trial 2275 finished with value: 0.997346389525683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:31:53,970] Trial 2276 finished with value: 0.9972725640743297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 2, 'rf_n_estimators': 116}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:31:59,894] Trial 2277 finished with value: 0.9970164215147667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 25, 'rf_n_estimators': 123}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:32:11,307] Trial 2278 finished with value: 0.9968870713877416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 50, 'rf_n_estimators': 119}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:32:13,721] Trial 2279 finished with value: 0.9971173144818165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:32:22,471] Trial 2280 finished with value: 0.9964449018124889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 38, 'rf_n_estimators': 121}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:32:23,269] Trial 2281 finished with value: 0.9918572370844149 and parameters: {'classifier': 'SVC', 'svc_c': 100.48808996331013, 'svc_kernel': 'sigmoid'}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:32:24,306] Trial 2282 finished with value: 0.9940963542005034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:32:27,090] Trial 2283 finished with value: 0.9972144095956449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 98}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:32:33,022] Trial 2284 finished with value: 0.9974093442359209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 26, 'rf_n_estimators': 123}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:32:35,168] Trial 2285 finished with value: 0.9975365809991635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:32:37,231] Trial 2286 finished with value: 0.9972440853643153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 78}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:32:46,159] Trial 2287 finished with value: 0.9969836622179581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 41, 'rf_n_estimators': 119}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:32:48,586] Trial 2288 finished with value: 0.9973998334958788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:32:51,499] Trial 2289 finished with value: 0.9974942499620546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:33:02,025] Trial 2290 finished with value: 0.9968911959192449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 47, 'rf_n_estimators': 118}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:33:09,339] Trial 2291 finished with value: 0.9972841540916418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 32, 'rf_n_estimators': 120}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:33:11,902] Trial 2292 finished with value: 0.9973727087884731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:33:12,618] Trial 2293 finished with value: 0.9942414773058313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:33:15,773] Trial 2294 finished with value: 0.997012114998102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:33:16,464] Trial 2295 finished with value: 0.9900616551939997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 88}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:33:20,751] Trial 2296 finished with value: 0.9970875017958134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:33:23,938] Trial 2297 finished with value: 0.9972994204377278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:33:25,396] Trial 2298 finished with value: 0.9973242299599976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 71}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:33:29,502] Trial 2299 finished with value: 0.9970116384851594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 118}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:33:31,079] Trial 2300 finished with value: 0.996807053838903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 81}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:33:32,874] Trial 2301 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.8856979379847976e-08, 'svc_kernel': 'rbf'}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:33:35,074] Trial 2302 finished with value: 0.9972388765072034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:33:36,394] Trial 2303 finished with value: 0.9963231253657994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:33:37,754] Trial 2304 finished with value: 0.9968644967854403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 5, 'rf_n_estimators': 104}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:33:40,112] Trial 2305 finished with value: 0.9974972824238998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:33:41,356] Trial 2306 finished with value: 0.9972457880395753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 116}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:33:44,217] Trial 2307 finished with value: 0.9976748698856622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:33:46,535] Trial 2308 finished with value: 0.997473709759622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:33:51,027] Trial 2309 finished with value: 0.9974048355487858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 20, 'rf_n_estimators': 120}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:33:54,171] Trial 2310 finished with value: 0.9975024554171762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:33:56,176] Trial 2311 finished with value: 0.9971779282357377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:34:02,346] Trial 2312 finished with value: 0.9969160472086007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 30, 'rf_n_estimators': 108}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:34:04,602] Trial 2313 finished with value: 0.9974731459674336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:34:08,242] Trial 2314 finished with value: 0.9973793811757122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:34:10,955] Trial 2315 finished with value: 0.9971741857969024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:34:12,592] Trial 2316 finished with value: 0.9973762704799252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 93}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:34:18,505] Trial 2317 finished with value: 0.9965461182205538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 26, 'rf_n_estimators': 120}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:34:20,426] Trial 2318 finished with value: 0.9969567017542232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:34:22,952] Trial 2319 finished with value: 0.9974174668551042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:34:24,475] Trial 2320 finished with value: 0.9965694751305364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:34:26,344] Trial 2321 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 2.9198677047408637e-05, 'svc_kernel': 'sigmoid'}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:34:28,314] Trial 2322 finished with value: 0.9973765264778868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:34:30,802] Trial 2323 finished with value: 0.9966814046057922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 74}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:34:31,668] Trial 2324 finished with value: 0.9972550899441863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 84}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:34:34,204] Trial 2325 finished with value: 0.9973420513663244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:34:37,940] Trial 2326 finished with value: 0.9965208246634574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 22, 'rf_n_estimators': 119}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:34:39,975] Trial 2327 finished with value: 0.9974187044113302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:34:41,432] Trial 2328 finished with value: 0.9973350173256298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:34:43,744] Trial 2329 finished with value: 0.9975371267642203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:34:46,901] Trial 2330 finished with value: 0.9974252520368551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:34:51,182] Trial 2331 finished with value: 0.9967427421109551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 23, 'rf_n_estimators': 121}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:34:52,810] Trial 2332 finished with value: 0.9957478255200524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:34:55,368] Trial 2333 finished with value: 0.9977239951518371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:34:57,521] Trial 2334 finished with value: 0.997162693976676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:34:59,864] Trial 2335 finished with value: 0.9974847218296391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:35:01,842] Trial 2336 finished with value: 0.9973038545407805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:35:04,033] Trial 2337 finished with value: 0.997483304636857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:35:06,651] Trial 2338 finished with value: 0.9973468413782717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:35:07,587] Trial 2339 finished with value: 0.9902561883814842 and parameters: {'classifier': 'SVC', 'svc_c': 5.923068995045688, 'svc_kernel': 'rbf'}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:35:09,586] Trial 2340 finished with value: 0.9976060443290381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:35:12,092] Trial 2341 finished with value: 0.9974674521868335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:35:13,948] Trial 2342 finished with value: 0.9973491706233008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:35:30,856] Trial 2343 finished with value: 0.9962613422921534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 74, 'rf_n_estimators': 118}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:35:39,739] Trial 2344 finished with value: 0.9968867050053377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 41, 'rf_n_estimators': 114}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:35:42,086] Trial 2345 finished with value: 0.9972028100886984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:35:45,823] Trial 2346 finished with value: 0.9969085482075616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 18, 'rf_n_estimators': 106}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:35:47,862] Trial 2347 finished with value: 0.9974089224073929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:35:50,042] Trial 2348 finished with value: 0.997321366756413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:35:52,036] Trial 2349 finished with value: 0.9975207360392865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:35:53,592] Trial 2350 finished with value: 0.9975500716410645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 96}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:35:55,402] Trial 2351 finished with value: 0.9966426346571152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 18, 'rf_n_estimators': 45}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:35:57,364] Trial 2352 finished with value: 0.9973504169391892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:35:59,824] Trial 2353 finished with value: 0.9971059798277079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:36:02,168] Trial 2354 finished with value: 0.9973065831438994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 101}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:36:03,059] Trial 2355 finished with value: 0.9970519187773771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 121}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:36:04,939] Trial 2356 finished with value: 0.9975286224967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:36:06,485] Trial 2357 finished with value: 0.9866080406477346 and parameters: {'classifier': 'SVC', 'svc_c': 164809187.15658095, 'svc_kernel': 'sigmoid'}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:36:07,500] Trial 2358 finished with value: 0.9935791161270133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:36:08,726] Trial 2359 finished with value: 0.9974716969097924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 69}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:36:09,907] Trial 2360 finished with value: 0.9966196354650877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 86}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:36:12,372] Trial 2361 finished with value: 0.9977173458063188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:36:15,175] Trial 2362 finished with value: 0.9969108066770572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:36:17,971] Trial 2363 finished with value: 0.997336365932794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:36:20,430] Trial 2364 finished with value: 0.997464064926921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:36:23,426] Trial 2365 finished with value: 0.9970949301482706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:36:24,720] Trial 2366 finished with value: 0.9976198381631692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 50}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:36:27,255] Trial 2367 finished with value: 0.9973934086325803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:36:29,810] Trial 2368 finished with value: 0.9972753057534666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:36:32,477] Trial 2369 finished with value: 0.9971522854029694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:36:35,310] Trial 2370 finished with value: 0.9974927593594923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 90}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:36:37,804] Trial 2371 finished with value: 0.9973591510208978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:36:45,713] Trial 2372 finished with value: 0.9969368888576784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 34, 'rf_n_estimators': 125}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:36:48,463] Trial 2373 finished with value: 0.9973826462129431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:36:51,175] Trial 2374 finished with value: 0.9975819862969416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:37:04,712] Trial 2375 finished with value: 0.99661955716767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 61, 'rf_n_estimators': 117}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:37:06,320] Trial 2376 finished with value: 0.9972712959862368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:37:11,562] Trial 2377 finished with value: 0.9929424783317726 and parameters: {'classifier': 'SVC', 'svc_c': 1492372.1111791958, 'svc_kernel': 'rbf'}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:37:15,953] Trial 2378 finished with value: 0.9972595110981727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 19, 'rf_n_estimators': 119}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:37:18,116] Trial 2379 finished with value: 0.997489962964203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:37:21,917] Trial 2380 finished with value: 0.9972421324673927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:37:25,391] Trial 2381 finished with value: 0.997187040284186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 82}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:37:28,016] Trial 2382 finished with value: 0.9973566049424848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:37:29,243] Trial 2383 finished with value: 0.9954914504168414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:37:30,815] Trial 2384 finished with value: 0.997526533253727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:37:33,424] Trial 2385 finished with value: 0.9971103283336243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:37:36,020] Trial 2386 finished with value: 0.9976208973523552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:37:38,561] Trial 2387 finished with value: 0.9975820411717836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:37:40,784] Trial 2388 finished with value: 0.9972580554073085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:37:42,348] Trial 2389 finished with value: 0.9973451949108458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 78}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:37:43,624] Trial 2390 finished with value: 0.9975528180491494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 115}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:37:46,899] Trial 2391 finished with value: 0.9970223068653764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:37:48,604] Trial 2392 finished with value: 0.9974423673382167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 65}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:37:51,334] Trial 2393 finished with value: 0.9976208001074068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:37:52,794] Trial 2394 finished with value: 0.9963551606892008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:38:00,881] Trial 2395 finished with value: 0.9971108077981925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 39, 'rf_n_estimators': 113}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:38:01,823] Trial 2396 finished with value: 0.9969908587567392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:38:02,629] Trial 2397 finished with value: 0.9930934108071598 and parameters: {'classifier': 'SVC', 'svc_c': 1755.9046808018018, 'svc_kernel': 'sigmoid'}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:38:03,773] Trial 2398 finished with value: 0.9970678334654369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 105}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:38:06,394] Trial 2399 finished with value: 0.9974709468795631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:38:07,614] Trial 2400 finished with value: 0.9972698699385782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 98}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:38:11,502] Trial 2401 finished with value: 0.997232244331893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 117}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:38:15,129] Trial 2402 finished with value: 0.9967248303468056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 20, 'rf_n_estimators': 93}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:38:18,473] Trial 2403 finished with value: 0.9973336519925882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:38:20,159] Trial 2404 finished with value: 0.9972915712088796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 88}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:38:22,081] Trial 2405 finished with value: 0.9975433072138936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:38:22,802] Trial 2406 finished with value: 0.9879875016917637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:38:30,503] Trial 2407 finished with value: 0.9969110478534159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 34, 'rf_n_estimators': 118}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:38:41,952] Trial 2408 finished with value: 0.9964191828087428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 50, 'rf_n_estimators': 115}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:38:45,645] Trial 2409 finished with value: 0.9972374189120647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:38:48,294] Trial 2410 finished with value: 0.9974354933200512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:38:49,795] Trial 2411 finished with value: 0.9970616981788059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:38:52,201] Trial 2412 finished with value: 0.9973677480265838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:38:52,824] Trial 2413 finished with value: 0.9955896725120259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 15}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:38:54,832] Trial 2414 finished with value: 0.9962474083351608 and parameters: {'classifier': 'SVC', 'svc_c': 104335.38760674544, 'svc_kernel': 'rbf'}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:38:56,466] Trial 2415 finished with value: 0.9974054605951355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:38:58,857] Trial 2416 finished with value: 0.997662098583434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:39:01,815] Trial 2417 finished with value: 0.9974107420368418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:39:03,920] Trial 2418 finished with value: 0.9975861058455934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:39:05,629] Trial 2419 finished with value: 0.9970811566264003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:39:07,543] Trial 2420 finished with value: 0.9972841623117598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:39:10,213] Trial 2421 finished with value: 0.997426867623297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 103}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:39:11,687] Trial 2422 finished with value: 0.9974491311623672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:39:14,376] Trial 2423 finished with value: 0.9974326052656851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:39:16,138] Trial 2424 finished with value: 0.9968363881711649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:39:17,481] Trial 2425 finished with value: 0.9965269759142558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:39:26,298] Trial 2426 finished with value: 0.9966232078204769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 38, 'rf_n_estimators': 122}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:39:28,642] Trial 2427 finished with value: 0.9976695714006997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:39:29,714] Trial 2428 finished with value: 0.9972750309984014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 3, 'rf_n_estimators': 110}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:39:31,514] Trial 2429 finished with value: 0.9974454273803032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:39:32,543] Trial 2430 finished with value: 0.9965434735324622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 15, 'rf_n_estimators': 41}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:39:37,382] Trial 2431 finished with value: 0.9970256573410543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 21, 'rf_n_estimators': 120}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:39:39,359] Trial 2432 finished with value: 0.9975118388564713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:39:40,358] Trial 2433 finished with value: 0.991053067507325 and parameters: {'classifier': 'SVC', 'svc_c': 9626.255322684658, 'svc_kernel': 'sigmoid'}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:39:42,505] Trial 2434 finished with value: 0.9973811487232549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:39:43,629] Trial 2435 finished with value: 0.9968912635844634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 8, 'rf_n_estimators': 56}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:39:46,468] Trial 2436 finished with value: 0.9972376920802345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:39:52,360] Trial 2437 finished with value: 0.9973337184517664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 26, 'rf_n_estimators': 120}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:39:54,992] Trial 2438 finished with value: 0.9973308354754655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:39:55,730] Trial 2439 finished with value: 0.9968483272102455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 33}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:39:58,114] Trial 2440 finished with value: 0.9973370010717982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 95}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:39:59,142] Trial 2441 finished with value: 0.9970254417137111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 24}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:40:00,648] Trial 2442 finished with value: 0.9974962586224806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:40:09,834] Trial 2443 finished with value: 0.9965369996658344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 55, 'rf_n_estimators': 85}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:40:23,763] Trial 2444 finished with value: 0.9966890047872806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 65, 'rf_n_estimators': 118}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:40:26,308] Trial 2445 finished with value: 0.9975422389794041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:40:28,476] Trial 2446 finished with value: 0.9971646376696053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:40:30,127] Trial 2447 finished with value: 0.9955165828088437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:40:32,195] Trial 2448 finished with value: 0.9974507298007665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:40:34,088] Trial 2449 finished with value: 0.9976477066166988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:40:35,568] Trial 2450 finished with value: 0.9973815162799614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:40:38,522] Trial 2451 finished with value: 0.9974358036215726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:44:01,260] Trial 2452 finished with value: 0.9896107844492487 and parameters: {'classifier': 'SVC', 'svc_c': 2933134121.8296113, 'svc_kernel': 'rbf'}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:44:03,066] Trial 2453 finished with value: 0.9968020189372618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 76}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:44:05,411] Trial 2454 finished with value: 0.9974976347146725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:44:09,143] Trial 2455 finished with value: 0.9973533137849557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:44:11,170] Trial 2456 finished with value: 0.9967810993398835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:44:13,141] Trial 2457 finished with value: 0.9969882788457167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 91}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:44:16,020] Trial 2458 finished with value: 0.9971493179086209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:44:17,749] Trial 2459 finished with value: 0.9975295778077147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:44:19,260] Trial 2460 finished with value: 0.9971182277401041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:44:19,874] Trial 2461 finished with value: 0.9889293107660277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 6, 'rf_n_estimators': 81}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:44:20,814] Trial 2462 finished with value: 0.9968999807181294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 115}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:44:28,397] Trial 2463 finished with value: 0.9962042751224406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 44, 'rf_n_estimators': 121}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:44:29,543] Trial 2464 finished with value: 0.9971387600080597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:44:30,649] Trial 2465 finished with value: 0.9935344880588511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:44:32,808] Trial 2466 finished with value: 0.997454148989014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:44:37,195] Trial 2467 finished with value: 0.9967553050220829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 19, 'rf_n_estimators': 126}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:44:38,848] Trial 2468 finished with value: 0.9974225083264922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:44:41,323] Trial 2469 finished with value: 0.9974794562886244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:44:42,781] Trial 2470 finished with value: 0.9867391065260375 and parameters: {'classifier': 'SVC', 'svc_c': 18725982.001067046, 'svc_kernel': 'sigmoid'}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:44:44,102] Trial 2471 finished with value: 0.9972048319203558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:44:45,077] Trial 2472 finished with value: 0.9969059082166801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 2, 'rf_n_estimators': 109}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:44:52,812] Trial 2473 finished with value: 0.9967058905283573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 35, 'rf_n_estimators': 115}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:44:55,294] Trial 2474 finished with value: 0.9974178936982216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:44:57,220] Trial 2475 finished with value: 0.9973426645109589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:44:58,859] Trial 2476 finished with value: 0.9970245830128865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:45:03,836] Trial 2477 finished with value: 0.9969470088385922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 22, 'rf_n_estimators': 119}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:45:19,478] Trial 2478 finished with value: 0.9966340831953264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 74, 'rf_n_estimators': 117}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:45:21,353] Trial 2479 finished with value: 0.9975035464712212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 99}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:45:24,397] Trial 2480 finished with value: 0.9971067390619305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:45:27,620] Trial 2481 finished with value: 0.9973061058057713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:45:29,948] Trial 2482 finished with value: 0.9972568989731743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:45:31,855] Trial 2483 finished with value: 0.997368954955729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:45:33,345] Trial 2484 finished with value: 0.996371083089572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 15, 'rf_n_estimators': 73}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:45:35,737] Trial 2485 finished with value: 0.9974065088030054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:45:37,383] Trial 2486 finished with value: 0.9973486719255606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:45:43,646] Trial 2487 finished with value: 0.9970954436358754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 28, 'rf_n_estimators': 123}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:45:45,621] Trial 2488 finished with value: 0.9973484537274468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:45:47,989] Trial 2489 finished with value: 0.9974957150473392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:45:49,605] Trial 2490 finished with value: 0.985579343275471 and parameters: {'classifier': 'SVC', 'svc_c': 0.19955983211212838, 'svc_kernel': 'rbf'}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:45:51,700] Trial 2491 finished with value: 0.9972804277121877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 87}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:45:54,024] Trial 2492 finished with value: 0.9972790736143655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:46:01,848] Trial 2493 finished with value: 0.9969366904005431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 37, 'rf_n_estimators': 122}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:46:03,381] Trial 2494 finished with value: 0.9968225057247961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:46:04,952] Trial 2495 finished with value: 0.9973623851771448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:46:07,656] Trial 2496 finished with value: 0.9977261400313618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:46:10,301] Trial 2497 finished with value: 0.9975350941416744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:46:13,084] Trial 2498 finished with value: 0.997741858420464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:46:15,900] Trial 2499 finished with value: 0.9974428584823348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:46:18,921] Trial 2500 finished with value: 0.9975319855088512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:46:21,773] Trial 2501 finished with value: 0.9972404369331621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:46:24,768] Trial 2502 finished with value: 0.9973727242765719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:46:27,523] Trial 2503 finished with value: 0.9975854832748005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:46:30,098] Trial 2504 finished with value: 0.9974648948414634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:46:33,227] Trial 2505 finished with value: 0.9974378578576336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:46:34,925] Trial 2506 finished with value: 0.9962494270247655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:46:37,966] Trial 2507 finished with value: 0.9975194822015138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:46:40,509] Trial 2508 finished with value: 0.9974254201842888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:46:41,963] Trial 2509 finished with value: 0.9867325520133865 and parameters: {'classifier': 'SVC', 'svc_c': 9846819151.447731, 'svc_kernel': 'sigmoid'}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:46:44,770] Trial 2510 finished with value: 0.9977081347355989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:46:47,942] Trial 2511 finished with value: 0.9974311235814749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:46:50,911] Trial 2512 finished with value: 0.997485267594696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:46:54,085] Trial 2513 finished with value: 0.9973339078953362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:46:57,014] Trial 2514 finished with value: 0.9973842348221638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:46:59,825] Trial 2515 finished with value: 0.9974011956868675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:47:02,592] Trial 2516 finished with value: 0.9976630423101126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:47:05,813] Trial 2517 finished with value: 0.9975457292288263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:47:08,437] Trial 2518 finished with value: 0.9973960152986585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:47:11,384] Trial 2519 finished with value: 0.9975925341683239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:47:14,184] Trial 2520 finished with value: 0.9973975165016821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:47:16,657] Trial 2521 finished with value: 0.9975102445026897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:47:19,334] Trial 2522 finished with value: 0.997455622230941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:47:22,743] Trial 2523 finished with value: 0.9973311413971558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:47:25,680] Trial 2524 finished with value: 0.9972348832119474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:47:29,089] Trial 2525 finished with value: 0.9973324956854054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:47:32,105] Trial 2526 finished with value: 0.997555819217418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:47:43,124] Trial 2527 finished with value: 0.9967942916137164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 46, 'rf_n_estimators': 128}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:47:44,949] Trial 2528 finished with value: 0.9850769189972445 and parameters: {'classifier': 'SVC', 'svc_c': 0.00010157724944995605, 'svc_kernel': 'rbf'}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:47:47,434] Trial 2529 finished with value: 0.9976326813200199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:47:49,110] Trial 2530 finished with value: 0.9963463855386401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:47:51,509] Trial 2531 finished with value: 0.9973885247081649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:47:54,666] Trial 2532 finished with value: 0.9973274124151934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:47:57,597] Trial 2533 finished with value: 0.9975470565398549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:48:00,104] Trial 2534 finished with value: 0.9976189177003768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:48:02,891] Trial 2535 finished with value: 0.9974614179854377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:48:05,261] Trial 2536 finished with value: 0.997319334133867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:48:08,605] Trial 2537 finished with value: 0.9974484215979698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:48:11,213] Trial 2538 finished with value: 0.9975881017791184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:48:13,569] Trial 2539 finished with value: 0.9974873368745252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:48:16,249] Trial 2540 finished with value: 0.9974566892276521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:48:17,210] Trial 2541 finished with value: 0.9967302953923066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:48:19,788] Trial 2542 finished with value: 0.9972577262217323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:48:22,608] Trial 2543 finished with value: 0.9974875010229827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:48:25,837] Trial 2544 finished with value: 0.9974983949010322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:48:28,125] Trial 2545 finished with value: 0.9975660625635783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:48:35,446] Trial 2546 finished with value: 0.9947123931099204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 59, 'rf_n_estimators': 123}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:48:36,699] Trial 2547 finished with value: 0.986899454305579 and parameters: {'classifier': 'SVC', 'svc_c': 1.6380606511413682, 'svc_kernel': 'sigmoid'}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:48:39,386] Trial 2548 finished with value: 0.9974495601954004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:48:42,341] Trial 2549 finished with value: 0.9974175895221166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:48:46,076] Trial 2550 finished with value: 0.997331445160668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:48:48,500] Trial 2551 finished with value: 0.9972955549510255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:48:51,222] Trial 2552 finished with value: 0.9974640723535911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:49:06,105] Trial 2553 finished with value: 0.9959508283490003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 61, 'rf_n_estimators': 126}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:49:09,306] Trial 2554 finished with value: 0.9973472440688416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:49:11,788] Trial 2555 finished with value: 0.9975686637707365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:49:14,186] Trial 2556 finished with value: 0.9972472048832407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:49:16,978] Trial 2557 finished with value: 0.9971687883214063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:49:17,871] Trial 2558 finished with value: 0.9905394188959562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:49:20,221] Trial 2559 finished with value: 0.9973219187103618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:49:23,214] Trial 2560 finished with value: 0.9972914292769576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:49:25,794] Trial 2561 finished with value: 0.9972373294429037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:49:36,575] Trial 2562 finished with value: 0.9967125587896685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 43, 'rf_n_estimators': 128}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:49:38,893] Trial 2563 finished with value: 0.9976064483208624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:49:42,263] Trial 2564 finished with value: 0.9972726707771745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:49:43,280] Trial 2565 finished with value: 0.9971135874041287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 125}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:49:45,048] Trial 2566 finished with value: 0.9853792675067775 and parameters: {'classifier': 'SVC', 'svc_c': 0.00829363202713957, 'svc_kernel': 'rbf'}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:49:47,901] Trial 2567 finished with value: 0.9973108373564926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:49:51,153] Trial 2568 finished with value: 0.9974851270909797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:49:54,003] Trial 2569 finished with value: 0.9974083545527525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:49:56,323] Trial 2570 finished with value: 0.997197365450672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:50:08,898] Trial 2571 finished with value: 0.996148872161644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 52, 'rf_n_estimators': 126}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:50:11,435] Trial 2572 finished with value: 0.9973608672165062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:50:14,285] Trial 2573 finished with value: 0.9974782445670551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:50:16,423] Trial 2574 finished with value: 0.997369541853114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:50:20,113] Trial 2575 finished with value: 0.9973109460905637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:50:21,138] Trial 2576 finished with value: 0.9940596283952328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:50:24,260] Trial 2577 finished with value: 0.9973089398739566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:50:26,803] Trial 2578 finished with value: 0.9977376122058236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:50:29,288] Trial 2579 finished with value: 0.9975110674666303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:50:31,933] Trial 2580 finished with value: 0.9975314200662918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:50:32,948] Trial 2581 finished with value: 0.9966137746478805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 11, 'rf_n_estimators': 36}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:50:34,592] Trial 2582 finished with value: 0.9973036557345282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 79}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:50:36,869] Trial 2583 finished with value: 0.9966304545051515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:50:39,387] Trial 2584 finished with value: 0.9973392638893873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:50:41,190] Trial 2585 finished with value: 0.9852049079171561 and parameters: {'classifier': 'SVC', 'svc_c': 1.8805844730216514e-07, 'svc_kernel': 'sigmoid'}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:50:43,418] Trial 2586 finished with value: 0.99736300695449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:50:46,180] Trial 2587 finished with value: 0.997371998081511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:50:48,033] Trial 2588 finished with value: 0.9973468963483273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 83}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:50:50,835] Trial 2589 finished with value: 0.9974468746606218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:50:52,236] Trial 2590 finished with value: 0.9975840567193354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 69}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:50:54,209] Trial 2591 finished with value: 0.9945641236036594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 23, 'rf_n_estimators': 128}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:50:57,234] Trial 2592 finished with value: 0.9972512934874326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:50:59,437] Trial 2593 finished with value: 0.9976358528891135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:51:01,773] Trial 2594 finished with value: 0.9966158423408142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:51:04,495] Trial 2595 finished with value: 0.9974301265985877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:51:07,017] Trial 2596 finished with value: 0.9975027369958913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:51:09,386] Trial 2597 finished with value: 0.9973934521135134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:51:12,457] Trial 2598 finished with value: 0.9973830016775068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:51:13,701] Trial 2599 finished with value: 0.9955608208815989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:51:16,488] Trial 2600 finished with value: 0.9974159705397185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:51:19,540] Trial 2601 finished with value: 0.9974138649834612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:51:26,969] Trial 2602 finished with value: 0.9969537124241946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 34, 'rf_n_estimators': 121}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:51:44,679] Trial 2603 finished with value: 0.9959890229846287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 71, 'rf_n_estimators': 128}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:51:45,790] Trial 2604 finished with value: 0.9971526713994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:51:47,063] Trial 2605 finished with value: 0.9972541509464558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 64}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:51:48,824] Trial 2606 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.3816146292312845e-06, 'svc_kernel': 'rbf'}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:51:49,210] Trial 2607 finished with value: 0.989035402783176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 4}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:51:52,899] Trial 2608 finished with value: 0.9974340655585457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:51:55,303] Trial 2609 finished with value: 0.9974723431253262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:51:58,253] Trial 2610 finished with value: 0.9972644986468557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:51:59,109] Trial 2611 finished with value: 0.993940634061774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 89}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:51:59,781] Trial 2612 finished with value: 0.991714823222082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 1, 'rf_n_estimators': 121}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:52:00,423] Trial 2613 finished with value: 0.9929209132805701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 3, 'rf_n_estimators': 94}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:52:02,583] Trial 2614 finished with value: 0.9975916188153345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:52:03,160] Trial 2615 finished with value: 0.9895382659649251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 59}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:52:11,795] Trial 2616 finished with value: 0.9963888283883969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 53, 'rf_n_estimators': 125}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:52:14,318] Trial 2617 finished with value: 0.9973240726986661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:52:16,797] Trial 2618 finished with value: 0.996853574311536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:52:19,570] Trial 2619 finished with value: 0.9974922884324213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:52:21,743] Trial 2620 finished with value: 0.9973791691982282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:52:24,106] Trial 2621 finished with value: 0.9973946597408926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:52:25,277] Trial 2622 finished with value: 0.9883716157471271 and parameters: {'classifier': 'SVC', 'svc_c': 36406.530425676385, 'svc_kernel': 'sigmoid'}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:52:38,866] Trial 2623 finished with value: 0.9966862207062993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 58, 'rf_n_estimators': 128}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:52:41,209] Trial 2624 finished with value: 0.9975364184693393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:52:43,251] Trial 2625 finished with value: 0.9975508948271705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:52:45,964] Trial 2626 finished with value: 0.9973277031979014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:52:49,932] Trial 2627 finished with value: 0.9974069899496828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 126}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:52:53,291] Trial 2628 finished with value: 0.9972033274165901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:52:55,803] Trial 2629 finished with value: 0.9974736771647911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:52:58,477] Trial 2630 finished with value: 0.997286766660971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:53:00,692] Trial 2631 finished with value: 0.9973662295581388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:53:02,966] Trial 2632 finished with value: 0.997638163186612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:53:12,331] Trial 2633 finished with value: 0.9961680895598312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 39, 'rf_n_estimators': 124}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:53:14,718] Trial 2634 finished with value: 0.9972384392540521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 76}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:53:22,494] Trial 2635 finished with value: 0.996818935114992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 46, 'rf_n_estimators': 97}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:53:24,342] Trial 2636 finished with value: 0.9974862012921958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 86}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:53:26,777] Trial 2637 finished with value: 0.9974559542411909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:53:28,597] Trial 2638 finished with value: 0.9971922420637446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:53:31,133] Trial 2639 finished with value: 0.9974706716801673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:53:34,471] Trial 2640 finished with value: 0.997047697127877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:53:36,248] Trial 2641 finished with value: 0.9853858223368072 and parameters: {'classifier': 'SVC', 'svc_c': 0.026578535538337174, 'svc_kernel': 'rbf'}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:53:38,525] Trial 2642 finished with value: 0.9973950389136732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:53:41,281] Trial 2643 finished with value: 0.9969828049770774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:53:50,505] Trial 2644 finished with value: 0.9955848745338641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 65, 'rf_n_estimators': 71}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:53:53,106] Trial 2645 finished with value: 0.997426641871561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:53:55,946] Trial 2646 finished with value: 0.997268898949037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:53:58,125] Trial 2647 finished with value: 0.997427444142386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:54:00,426] Trial 2648 finished with value: 0.9974108694962783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:54:03,478] Trial 2649 finished with value: 0.9976967275603718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:54:06,647] Trial 2650 finished with value: 0.9972319971888076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:54:09,281] Trial 2651 finished with value: 0.9976518307356091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 1895 with value: 0.9978036668209601.
[I 2023-09-10 00:54:10,808] Trial 2652 finished with value: 0.9978044604590743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 83}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:54:21,053] Trial 2653 finished with value: 0.9966463469766763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 68, 'rf_n_estimators': 86}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:54:22,555] Trial 2654 finished with value: 0.9971092772058667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 83}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:54:24,050] Trial 2655 finished with value: 0.9973719217201057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 85}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:54:25,481] Trial 2656 finished with value: 0.997506252889543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 77}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:54:33,128] Trial 2657 finished with value: 0.9967554429550288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 48, 'rf_n_estimators': 86}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:54:34,719] Trial 2658 finished with value: 0.9973744973782486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 89}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:54:35,705] Trial 2659 finished with value: 0.9956509672979655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 88}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:54:37,517] Trial 2660 finished with value: 0.9852830759394369 and parameters: {'classifier': 'SVC', 'svc_c': 0.0012006622021202683, 'svc_kernel': 'sigmoid'}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:54:38,956] Trial 2661 finished with value: 0.9973633980289858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 79}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:54:46,088] Trial 2662 finished with value: 0.9967449611302319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 50, 'rf_n_estimators': 86}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:54:47,775] Trial 2663 finished with value: 0.9973362316814454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 84}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:54:49,425] Trial 2664 finished with value: 0.9973908587138802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 90}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:54:50,079] Trial 2665 finished with value: 0.994217428795107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 1, 'rf_n_estimators': 83}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:54:51,683] Trial 2666 finished with value: 0.99733893638592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 87}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:54:53,214] Trial 2667 finished with value: 0.9972615149979126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 87}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:54:56,908] Trial 2668 finished with value: 0.9971485637842016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 25, 'rf_n_estimators': 83}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:54:58,488] Trial 2669 finished with value: 0.9975341045219815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 81}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:55:02,161] Trial 2670 finished with value: 0.9973800595417464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 21, 'rf_n_estimators': 86}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:55:03,729] Trial 2671 finished with value: 0.9975772967672096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 80}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:55:05,308] Trial 2672 finished with value: 0.9973819821289672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 83}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:55:06,969] Trial 2673 finished with value: 0.9974558855603591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 83}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:55:08,540] Trial 2674 finished with value: 0.9973992695132631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 91}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:55:10,057] Trial 2675 finished with value: 0.9975324515482846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 84}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:55:16,773] Trial 2676 finished with value: 0.9967659821619624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 33, 'rf_n_estimators': 119}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:55:18,364] Trial 2677 finished with value: 0.9966780990709913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 82}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:55:21,315] Trial 2678 finished with value: 0.9946836770003582 and parameters: {'classifier': 'SVC', 'svc_c': 446178.5373133525, 'svc_kernel': 'rbf'}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:55:24,438] Trial 2679 finished with value: 0.9970245171884665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 18, 'rf_n_estimators': 88}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:55:25,825] Trial 2680 finished with value: 0.9970072873767345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 87}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:55:27,475] Trial 2681 finished with value: 0.9973509161447359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 80}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:55:29,139] Trial 2682 finished with value: 0.9976135491381144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 91}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:55:30,725] Trial 2683 finished with value: 0.9971014007776319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 89}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:55:32,222] Trial 2684 finished with value: 0.9968787954109897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 7, 'rf_n_estimators': 89}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:55:33,699] Trial 2685 finished with value: 0.9972433162596035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 82}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:55:35,432] Trial 2686 finished with value: 0.9972674702353944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 84}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:55:36,364] Trial 2687 finished with value: 0.994421627317981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 90}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:55:37,888] Trial 2688 finished with value: 0.9972641379137995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 85}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:55:39,185] Trial 2689 finished with value: 0.9975531211144281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 78}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:55:39,883] Trial 2690 finished with value: 0.9892421484952898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 79}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:55:42,147] Trial 2691 finished with value: 0.9968552782245744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 16, 'rf_n_estimators': 82}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:55:43,805] Trial 2692 finished with value: 0.9973272244950433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 81}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:55:47,638] Trial 2693 finished with value: 0.9936752038161827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 57, 'rf_n_estimators': 92}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:55:51,131] Trial 2694 finished with value: 0.9971366117325787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 21, 'rf_n_estimators': 86}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:55:52,228] Trial 2695 finished with value: 0.9963071794159006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 86}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:55:53,122] Trial 2696 finished with value: 0.997473913834367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 88}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:55:54,009] Trial 2697 finished with value: 0.9904511844980872 and parameters: {'classifier': 'SVC', 'svc_c': 15.440912141819894, 'svc_kernel': 'sigmoid'}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:55:55,638] Trial 2698 finished with value: 0.9973084885926503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 93}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:55:58,409] Trial 2699 finished with value: 0.9970453410643159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 80}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:56:00,264] Trial 2700 finished with value: 0.9974553336381483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 82}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:56:01,035] Trial 2701 finished with value: 0.9969585086250335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 86}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:56:02,976] Trial 2702 finished with value: 0.9971755156787013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 82}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:56:04,458] Trial 2703 finished with value: 0.9972168907382993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 89}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:56:06,735] Trial 2704 finished with value: 0.9977819383830098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:56:08,553] Trial 2705 finished with value: 0.9974831534057277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 85}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:56:10,489] Trial 2706 finished with value: 0.9976338288358023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 92}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:56:12,468] Trial 2707 finished with value: 0.9970478597846526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:56:13,628] Trial 2708 finished with value: 0.9966360489778393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 78}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:56:14,711] Trial 2709 finished with value: 0.9972187482945477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 84}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:56:16,535] Trial 2710 finished with value: 0.9972069212902804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 85}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:56:18,108] Trial 2711 finished with value: 0.9971870606599227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 74}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:56:19,005] Trial 2712 finished with value: 0.9970027830059549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 80}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:56:21,439] Trial 2713 finished with value: 0.9970797256911039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:56:23,953] Trial 2714 finished with value: 0.9972999931482681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 91}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:56:26,203] Trial 2715 finished with value: 0.9975598136869762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:56:28,224] Trial 2716 finished with value: 0.997487920058575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 88}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:56:29,988] Trial 2717 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.3645993581593271e-05, 'svc_kernel': 'rbf'}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:56:35,455] Trial 2718 finished with value: 0.9971543167242612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 24, 'rf_n_estimators': 119}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:56:37,683] Trial 2719 finished with value: 0.9975749464482099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 90}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:56:41,203] Trial 2720 finished with value: 0.9969059485872984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:56:43,594] Trial 2721 finished with value: 0.9973618408720316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:56:45,392] Trial 2722 finished with value: 0.9970969055791072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 75}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:56:47,715] Trial 2723 finished with value: 0.9973651465972599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:56:50,418] Trial 2724 finished with value: 0.9973069418457298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:56:52,074] Trial 2725 finished with value: 0.9973474817222926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 82}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:56:52,930] Trial 2726 finished with value: 0.9975471773025927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 29}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:56:54,949] Trial 2727 finished with value: 0.9976550984388245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 85}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:56:56,514] Trial 2728 finished with value: 0.997391051236027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 89}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:56:58,349] Trial 2729 finished with value: 0.9976068884304253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 94}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:56:59,125] Trial 2730 finished with value: 0.9960742537069347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 52}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:57:03,304] Trial 2731 finished with value: 0.9973348437192758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 118}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:57:06,135] Trial 2732 finished with value: 0.9974088734992774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:57:06,943] Trial 2733 finished with value: 0.9961661928390048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:57:09,401] Trial 2734 finished with value: 0.997219228711253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:57:10,536] Trial 2735 finished with value: 0.9972802683878923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:57:13,883] Trial 2736 finished with value: 0.9975001985663138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:57:15,158] Trial 2737 finished with value: 0.997545871763769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:57:17,038] Trial 2738 finished with value: 0.9866070574708368 and parameters: {'classifier': 'SVC', 'svc_c': 577791003.2124571, 'svc_kernel': 'sigmoid'}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:57:18,823] Trial 2739 finished with value: 0.9969842154414232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 88}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:57:21,234] Trial 2740 finished with value: 0.9971808024206381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 80}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:57:24,185] Trial 2741 finished with value: 0.9975050298375406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:57:26,934] Trial 2742 finished with value: 0.9898324273955846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 54, 'rf_n_estimators': 121}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:57:28,193] Trial 2743 finished with value: 0.9974802276784657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 76}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:57:41,055] Trial 2744 finished with value: 0.9965753408988575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 56, 'rf_n_estimators': 118}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:57:42,549] Trial 2745 finished with value: 0.99768036486001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 84}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:57:44,903] Trial 2746 finished with value: 0.9974418497246836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:57:46,638] Trial 2747 finished with value: 0.9966772770274499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:57:48,724] Trial 2748 finished with value: 0.9967555036379078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:57:51,359] Trial 2749 finished with value: 0.996881997607164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:57:55,180] Trial 2750 finished with value: 0.9975737795088279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:57:55,809] Trial 2751 finished with value: 0.996335242740182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 10}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:57:57,105] Trial 2752 finished with value: 0.9976862376741463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 67}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:57:58,207] Trial 2753 finished with value: 0.9953727610529356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 93}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:58:01,060] Trial 2754 finished with value: 0.9969553151885218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 29, 'rf_n_estimators': 47}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:58:03,307] Trial 2755 finished with value: 0.9974896212738912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:58:04,353] Trial 2756 finished with value: 0.9974810104939532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 62}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:58:06,115] Trial 2757 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 6.105196574928262e-08, 'svc_kernel': 'rbf'}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:58:07,821] Trial 2758 finished with value: 0.9972153930581836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:58:10,701] Trial 2759 finished with value: 0.9972810345409786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:58:14,050] Trial 2760 finished with value: 0.9974784827600508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:58:15,555] Trial 2761 finished with value: 0.9963536996346303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:58:17,948] Trial 2762 finished with value: 0.9973145450740569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:58:19,678] Trial 2763 finished with value: 0.9974656124038134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:58:24,857] Trial 2764 finished with value: 0.9967443636006479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 22, 'rf_n_estimators': 122}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:58:26,339] Trial 2765 finished with value: 0.9968397086862582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 78}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:58:27,240] Trial 2766 finished with value: 0.9970510892119516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 91}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:58:29,172] Trial 2767 finished with value: 0.9934227723701402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 33, 'rf_n_estimators': 87}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:58:39,970] Trial 2768 finished with value: 0.9968984992243467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 48, 'rf_n_estimators': 116}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:58:42,408] Trial 2769 finished with value: 0.9971587927848277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:58:47,627] Trial 2770 finished with value: 0.9967467229649513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 25, 'rf_n_estimators': 124}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:58:50,416] Trial 2771 finished with value: 0.9974948008369146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:58:53,464] Trial 2772 finished with value: 0.9965819523175762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 19, 'rf_n_estimators': 118}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:58:55,271] Trial 2773 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 1.0200098055283965e-08, 'svc_kernel': 'sigmoid'}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:58:57,619] Trial 2774 finished with value: 0.9972807730206211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:58:58,529] Trial 2775 finished with value: 0.9969992195371798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 121}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:58:59,370] Trial 2776 finished with value: 0.9955175779826705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 15, 'rf_n_estimators': 20}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:59:02,555] Trial 2777 finished with value: 0.9972067903396743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:59:03,850] Trial 2778 finished with value: 0.9974445974974987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 116}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:59:05,784] Trial 2779 finished with value: 0.9974968929680369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 82}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:59:07,689] Trial 2780 finished with value: 0.9975799165410438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:59:09,741] Trial 2781 finished with value: 0.9973959757532258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:59:11,307] Trial 2782 finished with value: 0.997342318028223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 84}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:59:12,257] Trial 2783 finished with value: 0.9937494361475095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:59:28,267] Trial 2784 finished with value: 0.9964370351277917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 68, 'rf_n_estimators': 122}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:59:31,118] Trial 2785 finished with value: 0.9974437611084231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:59:33,606] Trial 2786 finished with value: 0.9974473570133395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:59:35,963] Trial 2787 finished with value: 0.9972311106538382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:59:37,114] Trial 2788 finished with value: 0.995497477477208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:59:39,586] Trial 2789 finished with value: 0.9975356958289242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:59:42,265] Trial 2790 finished with value: 0.9973903009836323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:59:43,158] Trial 2791 finished with value: 0.9957838157041037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 3, 'rf_n_estimators': 122}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:59:47,229] Trial 2792 finished with value: 0.9972127810283987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 23, 'rf_n_estimators': 95}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:59:49,364] Trial 2793 finished with value: 0.99743413890485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:59:51,615] Trial 2794 finished with value: 0.9972510017208491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:59:54,354] Trial 2795 finished with value: 0.997504850296198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 00:59:55,625] Trial 2796 finished with value: 0.9866005580551933 and parameters: {'classifier': 'SVC', 'svc_c': 0.6355880518068715, 'svc_kernel': 'rbf'}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:00:03,574] Trial 2797 finished with value: 0.9962611617986737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 48, 'rf_n_estimators': 123}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:00:07,122] Trial 2798 finished with value: 0.9971015272849311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:00:08,877] Trial 2799 finished with value: 0.9974597442868873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 80}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:00:15,157] Trial 2800 finished with value: 0.9972493995595423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 29, 'rf_n_estimators': 119}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:00:19,986] Trial 2801 finished with value: 0.9965818760831224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 28, 'rf_n_estimators': 88}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:00:30,262] Trial 2802 finished with value: 0.9970759325668307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 45, 'rf_n_estimators': 122}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:00:34,057] Trial 2803 finished with value: 0.9972781704487327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 125}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:00:35,255] Trial 2804 finished with value: 0.9974986795265864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 57}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:00:37,694] Trial 2805 finished with value: 0.9972352040187161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:00:40,322] Trial 2806 finished with value: 0.9975462584584335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:00:44,985] Trial 2807 finished with value: 0.9970901499750747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 20, 'rf_n_estimators': 123}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:00:47,076] Trial 2808 finished with value: 0.9973525076103681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:00:53,001] Trial 2809 finished with value: 0.9972251166643712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 26, 'rf_n_estimators': 119}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:00:54,848] Trial 2810 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 6.160541331762698e-06, 'svc_kernel': 'sigmoid'}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:00:56,376] Trial 2811 finished with value: 0.9968395253998427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:00:58,833] Trial 2812 finished with value: 0.9974331748659105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 91}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:00:59,862] Trial 2813 finished with value: 0.996977227865025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:01:14,305] Trial 2814 finished with value: 0.9959702327786762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 72, 'rf_n_estimators': 116}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:01:15,848] Trial 2815 finished with value: 0.9974966271630619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 84}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:01:18,470] Trial 2816 finished with value: 0.9971911927767859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:01:20,810] Trial 2817 finished with value: 0.9970824648312083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:01:22,954] Trial 2818 finished with value: 0.9969350648483982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:01:25,676] Trial 2819 finished with value: 0.9972229383648298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:01:27,704] Trial 2820 finished with value: 0.9976039602593442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:01:29,894] Trial 2821 finished with value: 0.9975272539263919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:01:30,640] Trial 2822 finished with value: 0.9898073572416188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 13, 'rf_n_estimators': 73}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:01:33,156] Trial 2823 finished with value: 0.9974233590293639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:01:41,183] Trial 2824 finished with value: 0.9971362568075596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 33, 'rf_n_estimators': 126}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:01:55,168] Trial 2825 finished with value: 0.9962507667135778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 62, 'rf_n_estimators': 115}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:01:57,268] Trial 2826 finished with value: 0.9968251943698897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:02:05,368] Trial 2827 finished with value: 0.9964546167542278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 54, 'rf_n_estimators': 77}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:02:09,018] Trial 2828 finished with value: 0.9974525428604686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:02:13,302] Trial 2829 finished with value: 0.997217641625452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 124}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:02:15,017] Trial 2830 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.6766372485773935e-07, 'svc_kernel': 'rbf'}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:02:21,891] Trial 2831 finished with value: 0.9944187583380973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 66, 'rf_n_estimators': 119}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:02:23,539] Trial 2832 finished with value: 0.9975467394146834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 87}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:02:26,006] Trial 2833 finished with value: 0.9972561638280233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:02:35,550] Trial 2834 finished with value: 0.9968476825816069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 40, 'rf_n_estimators': 126}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:02:36,921] Trial 2835 finished with value: 0.9974244468144046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:02:39,625] Trial 2836 finished with value: 0.9972972230319662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:02:42,019] Trial 2837 finished with value: 0.9975902141272881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:02:44,447] Trial 2838 finished with value: 0.9975281042801467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:02:46,226] Trial 2839 finished with value: 0.9974483993814346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:02:48,833] Trial 2840 finished with value: 0.9973716316038934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:02:51,789] Trial 2841 finished with value: 0.9971299063696538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:02:53,779] Trial 2842 finished with value: 0.9975186960852837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:03:03,139] Trial 2843 finished with value: 0.9970828378468347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 39, 'rf_n_estimators': 126}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:03:05,463] Trial 2844 finished with value: 0.997316759586551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:03:20,327] Trial 2845 finished with value: 0.9967512454263384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 63, 'rf_n_estimators': 123}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:03:23,363] Trial 2846 finished with value: 0.9974509027406242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:03:26,698] Trial 2847 finished with value: 0.9971141150468403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:03:27,491] Trial 2848 finished with value: 0.9925218995789035 and parameters: {'classifier': 'SVC', 'svc_c': 261.34236264829667, 'svc_kernel': 'sigmoid'}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:03:29,537] Trial 2849 finished with value: 0.9974569547152482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:03:31,509] Trial 2850 finished with value: 0.9975112282191317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:03:32,529] Trial 2851 finished with value: 0.9969246341216321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:03:34,154] Trial 2852 finished with value: 0.9972034437677589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 85}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:03:36,375] Trial 2853 finished with value: 0.99709821902067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 80}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:03:50,145] Trial 2854 finished with value: 0.9963805203563586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 58, 'rf_n_estimators': 124}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:03:54,051] Trial 2855 finished with value: 0.9974464488965932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 120}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:03:54,953] Trial 2856 finished with value: 0.9968716469234006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:03:58,394] Trial 2857 finished with value: 0.9971406195955342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 89}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:04:00,654] Trial 2858 finished with value: 0.9975586404952267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 93}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:04:05,014] Trial 2859 finished with value: 0.9969428324473483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 23, 'rf_n_estimators': 117}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:04:07,327] Trial 2860 finished with value: 0.997441463759991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:04:08,956] Trial 2861 finished with value: 0.9971222265260179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:04:12,710] Trial 2862 finished with value: 0.9969210130485551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:04:15,493] Trial 2863 finished with value: 0.9971231487343952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:04:17,390] Trial 2864 finished with value: 0.9974207551562212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:04:19,741] Trial 2865 finished with value: 0.9974265323123044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:04:21,077] Trial 2866 finished with value: 0.995434672950748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:04:22,895] Trial 2867 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 9.265985586293234e-10, 'svc_kernel': 'rbf'}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:04:26,711] Trial 2868 finished with value: 0.9968117357832752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 26, 'rf_n_estimators': 82}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:04:28,752] Trial 2869 finished with value: 0.9975385803286446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:04:31,007] Trial 2870 finished with value: 0.9971913238860816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:04:31,440] Trial 2871 finished with value: 0.9965835413076517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 17}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:04:32,274] Trial 2872 finished with value: 0.9969720986700609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 39}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:04:33,815] Trial 2873 finished with value: 0.9964494587095057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:04:36,400] Trial 2874 finished with value: 0.9972991083906216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:04:39,223] Trial 2875 finished with value: 0.9973238074332352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:04:42,004] Trial 2876 finished with value: 0.9975804568471807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:04:42,923] Trial 2877 finished with value: 0.9969484564362899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:04:51,249] Trial 2878 finished with value: 0.9968789968832263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 36, 'rf_n_estimators': 123}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:04:53,854] Trial 2879 finished with value: 0.9967995491567785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 96}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:04:56,278] Trial 2880 finished with value: 0.9973633383934578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:04:57,162] Trial 2881 finished with value: 0.9934488211624828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:04:59,611] Trial 2882 finished with value: 0.9973916872636927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:05:07,573] Trial 2883 finished with value: 0.9926543528798315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 74, 'rf_n_estimators': 125}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:05:09,835] Trial 2884 finished with value: 0.9975116476355789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:05:11,644] Trial 2885 finished with value: 0.9852051536002978 and parameters: {'classifier': 'SVC', 'svc_c': 1.8122073344563923e-06, 'svc_kernel': 'sigmoid'}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:05:14,291] Trial 2886 finished with value: 0.9975924630119355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:05:18,063] Trial 2887 finished with value: 0.9974750656665051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:05:20,447] Trial 2888 finished with value: 0.9973310511345469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:05:22,708] Trial 2889 finished with value: 0.997568637904342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:05:25,438] Trial 2890 finished with value: 0.9977896035002568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:05:28,513] Trial 2891 finished with value: 0.9976619925470853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:05:33,955] Trial 2892 finished with value: 0.9970659339199369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 27, 'rf_n_estimators': 112}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:05:36,726] Trial 2893 finished with value: 0.9974083453170213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:05:39,534] Trial 2894 finished with value: 0.9976313609278554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:05:42,635] Trial 2895 finished with value: 0.9971392006254293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:05:45,867] Trial 2896 finished with value: 0.9973819652126626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:05:47,473] Trial 2897 finished with value: 0.991754050101413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 27, 'rf_n_estimators': 115}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:05:49,929] Trial 2898 finished with value: 0.9972217445117023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:05:52,707] Trial 2899 finished with value: 0.997496052643461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:05:55,242] Trial 2900 finished with value: 0.9971408321760385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:05:57,992] Trial 2901 finished with value: 0.9969273158795998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:06:01,354] Trial 2902 finished with value: 0.9972455062069568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 110}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:06:04,102] Trial 2903 finished with value: 0.9971387841288695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:06:07,275] Trial 2904 finished with value: 0.9974742329590267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:06:09,030] Trial 2905 finished with value: 0.9853469842151051 and parameters: {'classifier': 'SVC', 'svc_c': 0.00313205166213218, 'svc_kernel': 'rbf'}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:06:12,547] Trial 2906 finished with value: 0.9972851491385168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 111}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:06:15,674] Trial 2907 finished with value: 0.9973033434335187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:06:19,159] Trial 2908 finished with value: 0.997320915760748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 114}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:06:22,371] Trial 2909 finished with value: 0.9974090359021499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:06:24,671] Trial 2910 finished with value: 0.9970816111132352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:06:27,139] Trial 2911 finished with value: 0.9972738061690763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:06:29,795] Trial 2912 finished with value: 0.9972324978860359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:06:35,157] Trial 2913 finished with value: 0.9970667972862338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 27, 'rf_n_estimators': 117}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:06:38,315] Trial 2914 finished with value: 0.9973390256646538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:06:41,055] Trial 2915 finished with value: 0.9973752342689842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:06:43,921] Trial 2916 finished with value: 0.9972725315747125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:06:46,192] Trial 2917 finished with value: 0.9973017581885163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 99}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:06:49,960] Trial 2918 finished with value: 0.997248828467635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 101}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:06:56,082] Trial 2919 finished with value: 0.9972203415057649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 28, 'rf_n_estimators': 119}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:07:00,222] Trial 2920 finished with value: 0.9964594117172884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 29, 'rf_n_estimators': 113}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:07:03,735] Trial 2921 finished with value: 0.9974474709841652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:07:04,726] Trial 2922 finished with value: 0.9961710890777282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 4, 'rf_n_estimators': 115}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:07:11,433] Trial 2923 finished with value: 0.9969800820867816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 31, 'rf_n_estimators': 111}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:07:12,801] Trial 2924 finished with value: 0.9867022474532933 and parameters: {'classifier': 'SVC', 'svc_c': 4405921.525274282, 'svc_kernel': 'sigmoid'}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:07:17,739] Trial 2925 finished with value: 0.997021817879436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 21, 'rf_n_estimators': 120}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:07:20,365] Trial 2926 finished with value: 0.9976031365019558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:07:21,502] Trial 2927 finished with value: 0.9974014415604368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 119}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:07:24,666] Trial 2928 finished with value: 0.9973477329595682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:07:28,400] Trial 2929 finished with value: 0.9972187946318926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:07:33,854] Trial 2930 finished with value: 0.9970677459005503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 25, 'rf_n_estimators': 122}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:07:36,656] Trial 2931 finished with value: 0.9974197510957805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:07:39,249] Trial 2932 finished with value: 0.9972108619958235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:07:48,089] Trial 2933 finished with value: 0.9959357628086548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 44, 'rf_n_estimators': 107}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:07:49,456] Trial 2934 finished with value: 0.9973805819159655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 44}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:07:51,580] Trial 2935 finished with value: 0.9967119523099944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 54}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:07:54,092] Trial 2936 finished with value: 0.9974330755262603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:07:56,628] Trial 2937 finished with value: 0.9973907918103713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:07:57,991] Trial 2938 finished with value: 0.9956669334014355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:08:01,061] Trial 2939 finished with value: 0.9970619394186406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:08:02,958] Trial 2940 finished with value: 0.9973881777493605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:08:06,516] Trial 2941 finished with value: 0.9972454172138644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:08:08,269] Trial 2942 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.8378683804510762e-08, 'svc_kernel': 'rbf'}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:08:11,218] Trial 2943 finished with value: 0.9975554263973371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 109}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:08:13,887] Trial 2944 finished with value: 0.9974114633760028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:08:16,410] Trial 2945 finished with value: 0.9974390289864193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:08:18,029] Trial 2946 finished with value: 0.9976246015470119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 102}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:08:20,963] Trial 2947 finished with value: 0.9973015490674441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:08:23,135] Trial 2948 finished with value: 0.9971185827603369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:08:25,356] Trial 2949 finished with value: 0.9974622504707509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:08:28,523] Trial 2950 finished with value: 0.997511826319998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:08:30,469] Trial 2951 finished with value: 0.9974530586649407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:08:39,002] Trial 2952 finished with value: 0.9972539984458105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 38, 'rf_n_estimators': 120}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:08:39,751] Trial 2953 finished with value: 0.9934449756389242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:08:46,210] Trial 2954 finished with value: 0.9972453323784376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 28, 'rf_n_estimators': 117}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:08:47,252] Trial 2955 finished with value: 0.9937965809047826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:08:49,952] Trial 2956 finished with value: 0.997576798577276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:08:53,487] Trial 2957 finished with value: 0.9971035783154635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 17, 'rf_n_estimators': 113}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:08:55,471] Trial 2958 finished with value: 0.9973751570189173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:08:56,378] Trial 2959 finished with value: 0.9893907551850799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:08:58,380] Trial 2960 finished with value: 0.9974655665107991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:08:59,680] Trial 2961 finished with value: 0.9867371402991937 and parameters: {'classifier': 'SVC', 'svc_c': 34116541.82390734, 'svc_kernel': 'sigmoid'}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:09:00,554] Trial 2962 finished with value: 0.994023820894577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:09:08,022] Trial 2963 finished with value: 0.9972745050060611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 33, 'rf_n_estimators': 121}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:09:24,108] Trial 2964 finished with value: 0.9965431794807497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 72, 'rf_n_estimators': 115}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:09:29,566] Trial 2965 finished with value: 0.9972470048709478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 23, 'rf_n_estimators': 128}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:09:32,113] Trial 2966 finished with value: 0.9975037175385425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:09:34,447] Trial 2967 finished with value: 0.9971678517357571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:09:36,881] Trial 2968 finished with value: 0.9975345002302118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:09:39,716] Trial 2969 finished with value: 0.9962492525932262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 20, 'rf_n_estimators': 117}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:09:42,028] Trial 2970 finished with value: 0.997479810388458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:09:45,413] Trial 2971 finished with value: 0.9975340684359807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:09:47,177] Trial 2972 finished with value: 0.9972757248207967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:09:49,346] Trial 2973 finished with value: 0.9975862647255581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:09:51,687] Trial 2974 finished with value: 0.9973718923625413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:09:59,581] Trial 2975 finished with value: 0.9970460903328354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 32, 'rf_n_estimators': 123}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:10:00,696] Trial 2976 finished with value: 0.9972399906347071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 119}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:10:03,642] Trial 2977 finished with value: 0.9970879363512424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:10:05,858] Trial 2978 finished with value: 0.9974501345880497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:10:13,458] Trial 2979 finished with value: 0.9965677643621101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 39, 'rf_n_estimators': 125}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:10:15,243] Trial 2980 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 6.678741582300635e-09, 'svc_kernel': 'rbf'}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:10:27,062] Trial 2981 finished with value: 0.9970322923410385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 51, 'rf_n_estimators': 122}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:10:29,444] Trial 2982 finished with value: 0.9972207414986126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:10:31,457] Trial 2983 finished with value: 0.997400138433694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:10:33,331] Trial 2984 finished with value: 0.9974402765718241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:10:35,546] Trial 2985 finished with value: 0.997333937443328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:10:44,782] Trial 2986 finished with value: 0.9971435393878078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 38, 'rf_n_estimators': 128}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:10:47,164] Trial 2987 finished with value: 0.9973466866242348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:10:50,194] Trial 2988 finished with value: 0.9973642317520772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:11:01,472] Trial 2989 finished with value: 0.9966942689953031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 51, 'rf_n_estimators': 118}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:11:04,982] Trial 2990 finished with value: 0.99733104320007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:11:12,797] Trial 2991 finished with value: 0.9969134357818362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 36, 'rf_n_estimators': 114}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:11:14,969] Trial 2992 finished with value: 0.9974533092357203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:11:17,458] Trial 2993 finished with value: 0.9975107723675666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:11:19,117] Trial 2994 finished with value: 0.9976178266463317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:11:22,434] Trial 2995 finished with value: 0.9957816013502994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 29, 'rf_n_estimators': 118}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:11:25,124] Trial 2996 finished with value: 0.9972332348402473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:11:27,637] Trial 2997 finished with value: 0.9973744123523945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:11:31,750] Trial 2998 finished with value: 0.9971764389979053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 18, 'rf_n_estimators': 119}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:11:34,139] Trial 2999 finished with value: 0.9974616309785348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:11:35,016] Trial 3000 finished with value: 0.9915018035604195 and parameters: {'classifier': 'SVC', 'svc_c': 48.40117854206585, 'svc_kernel': 'sigmoid'}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:11:36,783] Trial 3001 finished with value: 0.997537456140224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:11:37,672] Trial 3002 finished with value: 0.9969744398485432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 97}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:11:39,620] Trial 3003 finished with value: 0.9976484804820966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:11:44,501] Trial 3004 finished with value: 0.9973270756759951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 21, 'rf_n_estimators': 124}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:11:50,361] Trial 3005 finished with value: 0.9968480308416655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 24, 'rf_n_estimators': 128}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:11:51,709] Trial 3006 finished with value: 0.9955340930567259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:11:54,361] Trial 3007 finished with value: 0.9973448802294932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:11:58,070] Trial 3008 finished with value: 0.9975001969476806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 125}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:12:06,389] Trial 3009 finished with value: 0.9970585264510228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 38, 'rf_n_estimators': 119}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:12:08,250] Trial 3010 finished with value: 0.9971549909326297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:12:10,138] Trial 3011 finished with value: 0.9974418305549876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:12:11,639] Trial 3012 finished with value: 0.9949480510401268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 30, 'rf_n_estimators': 22}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:12:19,896] Trial 3013 finished with value: 0.9967758986711517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 34, 'rf_n_estimators': 126}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:12:32,593] Trial 3014 finished with value: 0.996536687713942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 56, 'rf_n_estimators': 121}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:12:35,629] Trial 3015 finished with value: 0.9973601407675421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:12:38,609] Trial 3016 finished with value: 0.9975712330812977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:12:40,374] Trial 3017 finished with value: 0.9851541059055918 and parameters: {'classifier': 'SVC', 'svc_c': 0.000477050300991931, 'svc_kernel': 'rbf'}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:12:42,399] Trial 3018 finished with value: 0.9974042742321542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:12:58,622] Trial 3019 finished with value: 0.9961226421458497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 65, 'rf_n_estimators': 126}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:13:00,278] Trial 3020 finished with value: 0.9969857696150143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:13:02,583] Trial 3021 finished with value: 0.9974400831927538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:13:04,140] Trial 3022 finished with value: 0.9968881566972255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 49}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:13:18,074] Trial 3023 finished with value: 0.9963547944972243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 60, 'rf_n_estimators': 128}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:13:20,457] Trial 3024 finished with value: 0.9975762916911558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:13:25,017] Trial 3025 finished with value: 0.9971979446357454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 25, 'rf_n_estimators': 103}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:13:27,889] Trial 3026 finished with value: 0.9974624055421666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:13:38,899] Trial 3027 finished with value: 0.9962621425317524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 61, 'rf_n_estimators': 119}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:13:41,585] Trial 3028 finished with value: 0.9973715012245696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:13:42,951] Trial 3029 finished with value: 0.9973316581537652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:13:45,355] Trial 3030 finished with value: 0.9971484125848104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:13:46,586] Trial 3031 finished with value: 0.9973219349919084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:13:49,021] Trial 3032 finished with value: 0.9977088477911661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:13:52,656] Trial 3033 finished with value: 0.9972516413666362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:13:56,234] Trial 3034 finished with value: 0.9931461990087119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 51, 'rf_n_estimators': 122}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:13:58,078] Trial 3035 finished with value: 0.997379967057484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:13:59,865] Trial 3036 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 4.332908589068462e-05, 'svc_kernel': 'sigmoid'}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:14:05,983] Trial 3037 finished with value: 0.9970231988275279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 31, 'rf_n_estimators': 107}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:14:09,639] Trial 3038 finished with value: 0.9964521559238341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 25, 'rf_n_estimators': 114}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:14:16,681] Trial 3039 finished with value: 0.9969017465200873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 31, 'rf_n_estimators': 125}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:14:20,004] Trial 3040 finished with value: 0.9973765944922225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:14:22,298] Trial 3041 finished with value: 0.990893252194657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 40, 'rf_n_estimators': 128}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:14:24,766] Trial 3042 finished with value: 0.9974350779660562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:14:25,642] Trial 3043 finished with value: 0.997239536592203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 1, 'rf_n_estimators': 111}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:14:27,025] Trial 3044 finished with value: 0.9961397862969692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:14:29,436] Trial 3045 finished with value: 0.9973562697901817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:14:30,978] Trial 3046 finished with value: 0.9968046892695828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:14:34,192] Trial 3047 finished with value: 0.9974661467749614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:14:36,663] Trial 3048 finished with value: 0.9973700626086998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:14:40,468] Trial 3049 finished with value: 0.9973740446687364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 115}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:14:42,032] Trial 3050 finished with value: 0.9975440166830772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:14:44,237] Trial 3051 finished with value: 0.9973753332277796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:14:46,680] Trial 3052 finished with value: 0.9973801482809357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 100}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:14:48,005] Trial 3053 finished with value: 0.9973773446176656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 95}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:14:50,485] Trial 3054 finished with value: 0.9974898710194852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:14:53,843] Trial 3055 finished with value: 0.9938278947938092 and parameters: {'classifier': 'SVC', 'svc_c': 736082.0395358012, 'svc_kernel': 'rbf'}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:14:56,102] Trial 3056 finished with value: 0.9968658560882794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:14:58,050] Trial 3057 finished with value: 0.9974035462280327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:15:00,158] Trial 3058 finished with value: 0.9973458425228476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:15:02,957] Trial 3059 finished with value: 0.997578898103331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:15:06,434] Trial 3060 finished with value: 0.9973998656781172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:15:07,879] Trial 3061 finished with value: 0.9974082745732256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:15:10,189] Trial 3062 finished with value: 0.9972930501001542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:15:16,271] Trial 3063 finished with value: 0.9931449931586553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 65, 'rf_n_estimators': 121}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:15:17,147] Trial 3064 finished with value: 0.9958073088014472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 26}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:15:18,824] Trial 3065 finished with value: 0.9974338823038681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:15:20,781] Trial 3066 finished with value: 0.9969576362769089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:15:23,312] Trial 3067 finished with value: 0.997305737169976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:15:26,482] Trial 3068 finished with value: 0.9973639490942733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:15:28,689] Trial 3069 finished with value: 0.9975521695802242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:15:31,206] Trial 3070 finished with value: 0.99748536020591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:15:32,210] Trial 3071 finished with value: 0.9962655335050004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:15:34,063] Trial 3072 finished with value: 0.9973479569339813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:15:35,870] Trial 3073 finished with value: 0.9852057271360236 and parameters: {'classifier': 'SVC', 'svc_c': 6.663412275530934e-08, 'svc_kernel': 'sigmoid'}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:15:38,377] Trial 3074 finished with value: 0.9976422133244602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:15:40,746] Trial 3075 finished with value: 0.9975454716757074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:15:42,788] Trial 3076 finished with value: 0.9975680160635209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:15:44,600] Trial 3077 finished with value: 0.9971396258499134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:15:53,361] Trial 3078 finished with value: 0.9969244043709201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 39, 'rf_n_estimators': 124}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:15:55,048] Trial 3079 finished with value: 0.9972607005714688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:16:03,760] Trial 3080 finished with value: 0.9967188907243741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 43, 'rf_n_estimators': 122}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:16:08,334] Trial 3081 finished with value: 0.9941862785467314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 48, 'rf_n_estimators': 126}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:16:10,837] Trial 3082 finished with value: 0.9975831751037418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:16:14,064] Trial 3083 finished with value: 0.9972227988132506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:16:14,908] Trial 3084 finished with value: 0.992964270912034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 41, 'rf_n_estimators': 7}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:16:17,163] Trial 3085 finished with value: 0.9971297350166916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 13, 'rf_n_estimators': 60}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:16:18,934] Trial 3086 finished with value: 0.9917192365685433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 30, 'rf_n_estimators': 120}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:16:21,143] Trial 3087 finished with value: 0.9975991699617559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:16:23,642] Trial 3088 finished with value: 0.9974005726400059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:16:26,519] Trial 3089 finished with value: 0.9974142878910782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:16:29,644] Trial 3090 finished with value: 0.9965760415766405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 19, 'rf_n_estimators': 121}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:16:31,957] Trial 3091 finished with value: 0.9970903614447523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:16:32,851] Trial 3092 finished with value: 0.9962524474262059 and parameters: {'classifier': 'SVC', 'svc_c': 15455.600588713574, 'svc_kernel': 'rbf'}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:16:33,779] Trial 3093 finished with value: 0.9969629158460785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 112}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:16:37,233] Trial 3094 finished with value: 0.9972763903647165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:16:39,506] Trial 3095 finished with value: 0.9971819561570504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:16:43,295] Trial 3096 finished with value: 0.997119680733246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:16:45,031] Trial 3097 finished with value: 0.9973802865629985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:16:45,964] Trial 3098 finished with value: 0.9969442401187584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 1, 'rf_n_estimators': 122}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:16:47,021] Trial 3099 finished with value: 0.996973108760704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 3, 'rf_n_estimators': 116}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:16:49,531] Trial 3100 finished with value: 0.9971215279429365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:16:52,238] Trial 3101 finished with value: 0.9969978159282219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:16:56,877] Trial 3102 finished with value: 0.9969637200211782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 22, 'rf_n_estimators': 117}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:16:59,107] Trial 3103 finished with value: 0.9976602898400874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:17:00,430] Trial 3104 finished with value: 0.99738782936235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 93}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:17:02,872] Trial 3105 finished with value: 0.9973716594697762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:17:05,311] Trial 3106 finished with value: 0.9975317077386853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:17:08,246] Trial 3107 finished with value: 0.9973508460674362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:17:10,451] Trial 3108 finished with value: 0.9975992893915017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:17:17,803] Trial 3109 finished with value: 0.9970490086969033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 32, 'rf_n_estimators': 125}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:17:20,559] Trial 3110 finished with value: 0.996825959126508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:17:22,401] Trial 3111 finished with value: 0.9853943447901488 and parameters: {'classifier': 'SVC', 'svc_c': 0.04472487468369839, 'svc_kernel': 'sigmoid'}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:17:24,572] Trial 3112 finished with value: 0.9976297948842872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:17:27,646] Trial 3113 finished with value: 0.9974489155984996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:17:30,024] Trial 3114 finished with value: 0.9973256799063005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:17:32,114] Trial 3115 finished with value: 0.9973208581881835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 97}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:17:34,100] Trial 3116 finished with value: 0.9974579145013079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:17:35,831] Trial 3117 finished with value: 0.9975518457583542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:17:39,580] Trial 3118 finished with value: 0.9976846246902129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:17:42,145] Trial 3119 finished with value: 0.9976902916522813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:17:44,646] Trial 3120 finished with value: 0.997461017960852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:17:46,127] Trial 3121 finished with value: 0.9970672546612184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:17:49,558] Trial 3122 finished with value: 0.9971263078622291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:17:51,805] Trial 3123 finished with value: 0.9972932221196126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:17:53,287] Trial 3124 finished with value: 0.997472860484956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:17:54,603] Trial 3125 finished with value: 0.9964875148726438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:18:07,165] Trial 3126 finished with value: 0.9959423040231224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 52, 'rf_n_estimators': 125}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:18:11,490] Trial 3127 finished with value: 0.9970192493940603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 22, 'rf_n_estimators': 128}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:18:13,764] Trial 3128 finished with value: 0.996757332852205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:18:15,624] Trial 3129 finished with value: 0.9974881044558174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:18:17,415] Trial 3130 finished with value: 0.9850772466594013 and parameters: {'classifier': 'SVC', 'svc_c': 0.00016543970898058542, 'svc_kernel': 'rbf'}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:18:19,742] Trial 3131 finished with value: 0.9972436691851346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:18:20,869] Trial 3132 finished with value: 0.997106854460962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:18:22,126] Trial 3133 finished with value: 0.9942389592202526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:18:24,382] Trial 3134 finished with value: 0.9974573157022076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:18:27,401] Trial 3135 finished with value: 0.9971816170057712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:18:31,249] Trial 3136 finished with value: 0.9973715037318641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:18:36,842] Trial 3137 finished with value: 0.9970114037833335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 24, 'rf_n_estimators': 120}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:18:38,982] Trial 3138 finished with value: 0.997488026697944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:18:41,033] Trial 3139 finished with value: 0.9966954081957539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:18:43,023] Trial 3140 finished with value: 0.9974216062399481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:18:45,017] Trial 3141 finished with value: 0.9975630071869639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:18:47,281] Trial 3142 finished with value: 0.9973906881226275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:18:49,641] Trial 3143 finished with value: 0.9974822216442402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:18:51,386] Trial 3144 finished with value: 0.9976072842338694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:18:54,688] Trial 3145 finished with value: 0.9970193663799872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:18:55,613] Trial 3146 finished with value: 0.9972825925231185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 32}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:19:05,826] Trial 3147 finished with value: 0.9966877395238612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 56, 'rf_n_estimators': 92}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:19:07,112] Trial 3148 finished with value: 0.9929627062331957 and parameters: {'classifier': 'SVC', 'svc_c': 889.819528572094, 'svc_kernel': 'sigmoid'}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:19:09,201] Trial 3149 finished with value: 0.9973142825698244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:19:10,605] Trial 3150 finished with value: 0.9974325499465125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 66}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:19:13,682] Trial 3151 finished with value: 0.9974419159299587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:19:15,119] Trial 3152 finished with value: 0.9914179740349903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 20, 'rf_n_estimators': 128}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:19:31,433] Trial 3153 finished with value: 0.9961810765211405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 71, 'rf_n_estimators': 122}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:19:33,259] Trial 3154 finished with value: 0.9974195038892194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:19:35,716] Trial 3155 finished with value: 0.9974754793701289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:19:36,650] Trial 3156 finished with value: 0.9970001092459398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 117}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:19:39,097] Trial 3157 finished with value: 0.9975330741508155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:19:40,415] Trial 3158 finished with value: 0.9973535989500544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 124}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:19:42,679] Trial 3159 finished with value: 0.9973694175992062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:19:44,450] Trial 3160 finished with value: 0.9975159835098081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:19:48,452] Trial 3161 finished with value: 0.9972923832867182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 121}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:19:49,619] Trial 3162 finished with value: 0.9970575335623254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:19:52,310] Trial 3163 finished with value: 0.9974737637458028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:19:53,915] Trial 3164 finished with value: 0.9975338651229454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:19:55,425] Trial 3165 finished with value: 0.9973819516288381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:19:57,433] Trial 3166 finished with value: 0.997260566097955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:19:58,950] Trial 3167 finished with value: 0.9960979431032358 and parameters: {'classifier': 'SVC', 'svc_c': 115316.15831018722, 'svc_kernel': 'rbf'}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:20:01,952] Trial 3168 finished with value: 0.9969433351123268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:20:04,395] Trial 3169 finished with value: 0.9971023792255812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:20:07,543] Trial 3170 finished with value: 0.9971992420814026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:20:14,499] Trial 3171 finished with value: 0.9966195026736827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 29, 'rf_n_estimators': 126}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:20:17,880] Trial 3172 finished with value: 0.9972730038982514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:20:22,566] Trial 3173 finished with value: 0.9972335890035566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 23, 'rf_n_estimators': 115}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:20:25,465] Trial 3174 finished with value: 0.9975764898309123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:20:26,400] Trial 3175 finished with value: 0.9972029247577581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:20:28,247] Trial 3176 finished with value: 0.9973811100664838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:20:29,958] Trial 3177 finished with value: 0.9974697784802373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:20:32,231] Trial 3178 finished with value: 0.9975027180483603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:20:34,079] Trial 3179 finished with value: 0.9969295578136457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:20:37,235] Trial 3180 finished with value: 0.9970853742769239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:20:38,747] Trial 3181 finished with value: 0.9974579586169994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 99}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:20:46,828] Trial 3182 finished with value: 0.9969324116228094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 38, 'rf_n_estimators': 113}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:20:48,063] Trial 3183 finished with value: 0.9943567667146614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:20:50,162] Trial 3184 finished with value: 0.9975796215371938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:20:53,285] Trial 3185 finished with value: 0.9973950601145954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 18, 'rf_n_estimators': 95}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:20:56,597] Trial 3186 finished with value: 0.9968629556878672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:20:59,115] Trial 3187 finished with value: 0.997448469204831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:21:01,462] Trial 3188 finished with value: 0.997014189546424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:21:02,923] Trial 3189 finished with value: 0.9867327158444649 and parameters: {'classifier': 'SVC', 'svc_c': 954630970.606443, 'svc_kernel': 'sigmoid'}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:21:05,226] Trial 3190 finished with value: 0.9973268147903956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:21:07,399] Trial 3191 finished with value: 0.9976048991618608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:21:09,057] Trial 3192 finished with value: 0.9972309630408304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:21:11,707] Trial 3193 finished with value: 0.9975344170451562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:21:26,162] Trial 3194 finished with value: 0.9965348632920689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 64, 'rf_n_estimators': 126}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:21:28,514] Trial 3195 finished with value: 0.9975558136315462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:21:34,747] Trial 3196 finished with value: 0.9967519612113657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 26, 'rf_n_estimators': 128}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:21:38,353] Trial 3197 finished with value: 0.9973822124826998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:21:40,384] Trial 3198 finished with value: 0.9964838978302808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:21:42,799] Trial 3199 finished with value: 0.9973597634355603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:21:44,224] Trial 3200 finished with value: 0.997596972936849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:21:46,460] Trial 3201 finished with value: 0.9975273175926344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:21:48,734] Trial 3202 finished with value: 0.9973949945123407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:21:49,905] Trial 3203 finished with value: 0.9943834187494115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:21:51,404] Trial 3204 finished with value: 0.9955059960585246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:21:52,644] Trial 3205 finished with value: 0.996076603867245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:21:57,101] Trial 3206 finished with value: 0.9973497215933745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 122}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:21:57,824] Trial 3207 finished with value: 0.9955009869598023 and parameters: {'classifier': 'SVC', 'svc_c': 4647.279460039952, 'svc_kernel': 'rbf'}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:22:01,369] Trial 3208 finished with value: 0.9972514224385506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:22:03,372] Trial 3209 finished with value: 0.997612493884429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:22:05,741] Trial 3210 finished with value: 0.9973279912194121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:22:07,912] Trial 3211 finished with value: 0.9969848890467713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:22:09,523] Trial 3212 finished with value: 0.9973112459820513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 63}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:22:12,052] Trial 3213 finished with value: 0.9971169934846205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:22:18,362] Trial 3214 finished with value: 0.9969608315224813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 27, 'rf_n_estimators': 125}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:22:19,858] Trial 3215 finished with value: 0.9975387692961456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 92}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:22:22,051] Trial 3216 finished with value: 0.9973076456973038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:22:24,832] Trial 3217 finished with value: 0.9973320971525013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:22:25,256] Trial 3218 finished with value: 0.9957707807550781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 10}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:22:28,058] Trial 3219 finished with value: 0.997314305357642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:22:30,506] Trial 3220 finished with value: 0.9973557861679477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:22:32,846] Trial 3221 finished with value: 0.9969153082549012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:22:34,821] Trial 3222 finished with value: 0.997571687853774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:22:37,978] Trial 3223 finished with value: 0.9971386196312949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:22:40,063] Trial 3224 finished with value: 0.997696256569825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:22:41,540] Trial 3225 finished with value: 0.9867325520133865 and parameters: {'classifier': 'SVC', 'svc_c': 3400291545.3786983, 'svc_kernel': 'sigmoid'}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:22:44,161] Trial 3226 finished with value: 0.9974598245520555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:22:46,502] Trial 3227 finished with value: 0.9974850553950466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:22:48,560] Trial 3228 finished with value: 0.9974249248507668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:23:02,988] Trial 3229 finished with value: 0.9965440398002073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 65, 'rf_n_estimators': 128}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:23:06,125] Trial 3230 finished with value: 0.9973857485616605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:23:08,743] Trial 3231 finished with value: 0.9969962524871621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:23:11,807] Trial 3232 finished with value: 0.9973650832166588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:23:14,092] Trial 3233 finished with value: 0.9974437433351949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:23:18,530] Trial 3234 finished with value: 0.9972727890643558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 20, 'rf_n_estimators': 124}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:23:20,841] Trial 3235 finished with value: 0.9974507002845124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:23:24,574] Trial 3236 finished with value: 0.9974566970986531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 117}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:23:33,019] Trial 3237 finished with value: 0.9970280195300315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 35, 'rf_n_estimators': 126}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:23:34,834] Trial 3238 finished with value: 0.9973467250271028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:23:36,354] Trial 3239 finished with value: 0.9974069602112635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 101}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:23:38,202] Trial 3240 finished with value: 0.997405746839323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 69}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:23:39,126] Trial 3241 finished with value: 0.9969906100584963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 115}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:23:43,411] Trial 3242 finished with value: 0.9968052737866245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 22, 'rf_n_estimators': 128}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:24:54,968] Trial 3243 finished with value: 0.9909953340319827 and parameters: {'classifier': 'SVC', 'svc_c': 234474865.78934473, 'svc_kernel': 'rbf'}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:25:01,809] Trial 3244 finished with value: 0.9970956974121837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 32, 'rf_n_estimators': 124}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:25:03,870] Trial 3245 finished with value: 0.9975586703923355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:25:08,397] Trial 3246 finished with value: 0.9961002396899584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 34, 'rf_n_estimators': 123}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:25:10,754] Trial 3247 finished with value: 0.9974968841766367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:25:11,806] Trial 3248 finished with value: 0.9973919878216763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:25:14,256] Trial 3249 finished with value: 0.9974665289311053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:25:14,935] Trial 3250 finished with value: 0.9877003237433123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:25:16,868] Trial 3251 finished with value: 0.9976518391461547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:25:19,437] Trial 3252 finished with value: 0.9965400916045182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:25:22,019] Trial 3253 finished with value: 0.9974572518137999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:25:24,083] Trial 3254 finished with value: 0.9975291105939789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:25:25,132] Trial 3255 finished with value: 0.9970643351228481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 2, 'rf_n_estimators': 125}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:25:36,419] Trial 3256 finished with value: 0.9959138728882314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 66, 'rf_n_estimators': 111}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:25:38,815] Trial 3257 finished with value: 0.9967903470044105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:25:40,032] Trial 3258 finished with value: 0.9975533787944988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 91}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:25:50,659] Trial 3259 finished with value: 0.9968082723206465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 43, 'rf_n_estimators': 126}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:25:51,667] Trial 3260 finished with value: 0.9952814023754554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:25:53,505] Trial 3261 finished with value: 0.9852052359601676 and parameters: {'classifier': 'SVC', 'svc_c': 2.2078566341437275e-10, 'svc_kernel': 'sigmoid'}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:25:55,698] Trial 3262 finished with value: 0.9973776945598334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:25:58,525] Trial 3263 finished with value: 0.9973868618639788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:26:00,640] Trial 3264 finished with value: 0.9971814418442598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:26:04,503] Trial 3265 finished with value: 0.9972644667185208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:26:07,357] Trial 3266 finished with value: 0.9971084637315603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:26:09,660] Trial 3267 finished with value: 0.9973384639989052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:26:11,966] Trial 3268 finished with value: 0.9972719075439757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:26:13,686] Trial 3269 finished with value: 0.9976024878743407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:26:14,891] Trial 3270 finished with value: 0.9944524493329178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:26:18,681] Trial 3271 finished with value: 0.9975365724616663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:26:20,201] Trial 3272 finished with value: 0.9973751024297165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:26:22,631] Trial 3273 finished with value: 0.9974697050704574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:26:24,432] Trial 3274 finished with value: 0.9977127890997295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:26:26,684] Trial 3275 finished with value: 0.9975128911585315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:26:28,441] Trial 3276 finished with value: 0.9975780340388001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 96}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:26:30,570] Trial 3277 finished with value: 0.9975946858080231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:26:31,611] Trial 3278 finished with value: 0.9967287012289523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 3, 'rf_n_estimators': 119}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:26:32,577] Trial 3279 finished with value: 0.9891395644373162 and parameters: {'classifier': 'SVC', 'svc_c': 2.9181739586382935, 'svc_kernel': 'rbf'}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:26:39,500] Trial 3280 finished with value: 0.9970243889673203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 31, 'rf_n_estimators': 122}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:26:42,614] Trial 3281 finished with value: 0.9969958987681832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:26:46,240] Trial 3282 finished with value: 0.9970641259700379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 18, 'rf_n_estimators': 104}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:26:48,005] Trial 3283 finished with value: 0.9975250161817498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:26:50,394] Trial 3284 finished with value: 0.9969250094858638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:26:51,310] Trial 3285 finished with value: 0.9970741801900075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:26:52,879] Trial 3286 finished with value: 0.9972446328749571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:26:53,850] Trial 3287 finished with value: 0.9900128979288619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:27:05,773] Trial 3288 finished with value: 0.9967094936060409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 53, 'rf_n_estimators': 116}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:27:08,676] Trial 3289 finished with value: 0.9973796619292417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:27:10,533] Trial 3290 finished with value: 0.9974877134765352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:27:14,168] Trial 3291 finished with value: 0.9975853121122654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:27:17,415] Trial 3292 finished with value: 0.9955651356501195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 28, 'rf_n_estimators': 120}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:27:20,275] Trial 3293 finished with value: 0.997498521567021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:27:20,632] Trial 3294 finished with value: 0.9803986726308785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 2}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:27:23,255] Trial 3295 finished with value: 0.9975447006349834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:27:24,577] Trial 3296 finished with value: 0.9975213876185266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 125}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:27:26,608] Trial 3297 finished with value: 0.9973863115604011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 94}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:27:28,384] Trial 3298 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 2.8920606140003138e-09, 'svc_kernel': 'sigmoid'}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:27:29,603] Trial 3299 finished with value: 0.9972631290926728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:27:31,531] Trial 3300 finished with value: 0.9974637864267827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:27:33,643] Trial 3301 finished with value: 0.9974904064062461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:27:35,734] Trial 3302 finished with value: 0.9974138447981519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:27:39,464] Trial 3303 finished with value: 0.9973252619815346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:27:41,186] Trial 3304 finished with value: 0.9974531503240177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:27:43,918] Trial 3305 finished with value: 0.9974059658308844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:27:46,457] Trial 3306 finished with value: 0.9973007702509326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:28:01,073] Trial 3307 finished with value: 0.9961042800207931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 63, 'rf_n_estimators': 118}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:28:03,557] Trial 3308 finished with value: 0.9974780551869612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:28:06,834] Trial 3309 finished with value: 0.9972690159984398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:28:08,442] Trial 3310 finished with value: 0.9966292914060565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:28:11,561] Trial 3311 finished with value: 0.9972953426244245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:28:13,510] Trial 3312 finished with value: 0.9975073280746343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:28:15,313] Trial 3313 finished with value: 0.9974049159726434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 90}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:28:19,780] Trial 3314 finished with value: 0.9974480678155153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 20, 'rf_n_estimators': 119}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:28:22,516] Trial 3315 finished with value: 0.997139142703748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:28:24,219] Trial 3316 finished with value: 0.9972837366429449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:28:42,446] Trial 3317 finished with value: 0.9906875934423982 and parameters: {'classifier': 'SVC', 'svc_c': 9318637.80814114, 'svc_kernel': 'rbf'}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:28:43,744] Trial 3318 finished with value: 0.9970861538234073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 42}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:28:46,051] Trial 3319 finished with value: 0.9974092516881828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:28:59,763] Trial 3320 finished with value: 0.9966715558570355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 63, 'rf_n_estimators': 126}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:29:01,656] Trial 3321 finished with value: 0.9971432248016691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:29:06,665] Trial 3322 finished with value: 0.9974172214893414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 124}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:29:08,071] Trial 3323 finished with value: 0.9974913756502025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:29:12,901] Trial 3324 finished with value: 0.996730171455778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 26, 'rf_n_estimators': 121}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:29:13,937] Trial 3325 finished with value: 0.9968558770236745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:29:16,565] Trial 3326 finished with value: 0.9937668456910114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 25, 'rf_n_estimators': 125}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:29:18,049] Trial 3327 finished with value: 0.9971906622141867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:29:32,304] Trial 3328 finished with value: 0.9963227878648914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 66, 'rf_n_estimators': 115}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:29:34,814] Trial 3329 finished with value: 0.9976892171971617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:29:35,942] Trial 3330 finished with value: 0.9971701458151848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 51}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:29:42,446] Trial 3331 finished with value: 0.9963513692787743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 38, 'rf_n_estimators': 126}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:29:46,454] Trial 3332 finished with value: 0.997316514665119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 17, 'rf_n_estimators': 117}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:29:48,819] Trial 3333 finished with value: 0.9971236946898796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:29:50,525] Trial 3334 finished with value: 0.9976092624576419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 99}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:29:52,094] Trial 3335 finished with value: 0.9969290881243529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 56}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:29:53,899] Trial 3336 finished with value: 0.9853856595848178 and parameters: {'classifier': 'SVC', 'svc_c': 0.016348519881661108, 'svc_kernel': 'sigmoid'}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:30:07,664] Trial 3337 finished with value: 0.9964314999097773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 59, 'rf_n_estimators': 123}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:30:16,583] Trial 3338 finished with value: 0.9971295967028907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 40, 'rf_n_estimators': 120}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:30:18,299] Trial 3339 finished with value: 0.9977624266792068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:30:19,832] Trial 3340 finished with value: 0.9974255163501485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:30:21,579] Trial 3341 finished with value: 0.9974374838263941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:30:23,329] Trial 3342 finished with value: 0.9973127045610649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:30:25,056] Trial 3343 finished with value: 0.9975004937605911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:30:27,090] Trial 3344 finished with value: 0.9972253771373777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:30:28,796] Trial 3345 finished with value: 0.9974413359514375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:30:30,534] Trial 3346 finished with value: 0.9976036775063265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:30:32,228] Trial 3347 finished with value: 0.997414469685812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:30:33,774] Trial 3348 finished with value: 0.9975035220330325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:30:35,549] Trial 3349 finished with value: 0.9975206555836907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:30:37,503] Trial 3350 finished with value: 0.9975451737837079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:30:38,935] Trial 3351 finished with value: 0.9973198165500605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:30:40,698] Trial 3352 finished with value: 0.9973724982391948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:30:42,556] Trial 3353 finished with value: 0.9974489615867276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:30:44,007] Trial 3354 finished with value: 0.9972463162853072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:30:45,757] Trial 3355 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 1.857228718482982e-05, 'svc_kernel': 'rbf'}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:30:47,506] Trial 3356 finished with value: 0.9973327938630461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:30:57,022] Trial 3357 finished with value: 0.997052358188706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 49, 'rf_n_estimators': 106}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:30:58,882] Trial 3358 finished with value: 0.997460545669051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:31:00,634] Trial 3359 finished with value: 0.9974459328699554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:31:02,145] Trial 3360 finished with value: 0.9974525699329035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:31:03,380] Trial 3361 finished with value: 0.9974977214543737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 71}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:31:05,895] Trial 3362 finished with value: 0.9975045116209875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:31:07,717] Trial 3363 finished with value: 0.9974519977936457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:31:08,994] Trial 3364 finished with value: 0.9976196244083626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 90}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:31:10,469] Trial 3365 finished with value: 0.9974778643151857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 102}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:31:23,426] Trial 3366 finished with value: 0.996905463759024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 57, 'rf_n_estimators': 126}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:31:25,341] Trial 3367 finished with value: 0.9975412099412301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:31:38,094] Trial 3368 finished with value: 0.9959868930853961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 73, 'rf_n_estimators': 123}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:31:39,971] Trial 3369 finished with value: 0.9972057786621358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:31:41,378] Trial 3370 finished with value: 0.9971355088720321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:31:59,068] Trial 3371 finished with value: 0.9957979561479222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 73, 'rf_n_estimators': 124}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:32:00,156] Trial 3372 finished with value: 0.9972962226531227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 94}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:32:02,196] Trial 3373 finished with value: 0.9853754978685556 and parameters: {'classifier': 'SVC', 'svc_c': 0.006410140458193065, 'svc_kernel': 'sigmoid'}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:32:03,874] Trial 3374 finished with value: 0.9976021504369085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:32:11,991] Trial 3375 finished with value: 0.9969255521406057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 39, 'rf_n_estimators': 126}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:32:13,844] Trial 3376 finished with value: 0.9975295980247618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:32:17,471] Trial 3377 finished with value: 0.9973998675823915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:32:19,522] Trial 3378 finished with value: 0.9974614008152298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:32:20,446] Trial 3379 finished with value: 0.99677047428191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 121}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:32:21,642] Trial 3380 finished with value: 0.9974033660201941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 112}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:32:26,308] Trial 3381 finished with value: 0.9969848728921765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 125}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:32:28,331] Trial 3382 finished with value: 0.9975757795365431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:32:32,048] Trial 3383 finished with value: 0.9973237995622343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:32:33,823] Trial 3384 finished with value: 0.9975601556311914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:32:35,034] Trial 3385 finished with value: 0.9973286475593385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 97}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:32:45,295] Trial 3386 finished with value: 0.9966272910609625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 49, 'rf_n_estimators': 126}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:32:47,121] Trial 3387 finished with value: 0.9974833688743815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:32:49,329] Trial 3388 finished with value: 0.9974005632773233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:32:50,982] Trial 3389 finished with value: 0.9976166890645142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:32:53,009] Trial 3390 finished with value: 0.9972985767171956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:32:54,714] Trial 3391 finished with value: 0.9952720222686402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:32:56,420] Trial 3392 finished with value: 0.9850765916524669 and parameters: {'classifier': 'SVC', 'svc_c': 7.26232205147584e-10, 'svc_kernel': 'rbf'}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:33:01,920] Trial 3393 finished with value: 0.9957933076553046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 43, 'rf_n_estimators': 121}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:33:04,179] Trial 3394 finished with value: 0.9973550786982522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:33:15,378] Trial 3395 finished with value: 0.9966747741760668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 52, 'rf_n_estimators': 119}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:33:20,648] Trial 3396 finished with value: 0.9968587217240591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 28, 'rf_n_estimators': 124}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:33:25,132] Trial 3397 finished with value: 0.9968205279136164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 20, 'rf_n_estimators': 116}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:33:27,487] Trial 3398 finished with value: 0.997550819227475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:33:29,333] Trial 3399 finished with value: 0.9975612337361702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:33:30,181] Trial 3400 finished with value: 0.9893841190425311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:33:37,751] Trial 3401 finished with value: 0.9967729725947724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 51, 'rf_n_estimators': 89}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:33:39,215] Trial 3402 finished with value: 0.9974808185748268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:33:40,943] Trial 3403 finished with value: 0.997529198031914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:33:47,540] Trial 3404 finished with value: 0.9972295865995214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 31, 'rf_n_estimators': 112}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:33:50,471] Trial 3405 finished with value: 0.9972963796605511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:33:55,647] Trial 3406 finished with value: 0.9931181243857354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 60, 'rf_n_estimators': 120}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:33:57,387] Trial 3407 finished with value: 0.9973014186881201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:33:58,626] Trial 3408 finished with value: 0.997123596461056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:33:59,583] Trial 3409 finished with value: 0.996428875660898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 122}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:34:01,960] Trial 3410 finished with value: 0.9974787148593681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:34:03,798] Trial 3411 finished with value: 0.9854048304869704 and parameters: {'classifier': 'SVC', 'svc_c': 0.15849009563656605, 'svc_kernel': 'sigmoid'}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:34:06,553] Trial 3412 finished with value: 0.9968618957052335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:34:08,521] Trial 3413 finished with value: 0.9969632190700466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:34:10,859] Trial 3414 finished with value: 0.9969002347166028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:34:12,977] Trial 3415 finished with value: 0.9976187311449567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:34:15,427] Trial 3416 finished with value: 0.997412748951683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:34:20,295] Trial 3417 finished with value: 0.9961040204681858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 34, 'rf_n_estimators': 117}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:34:24,306] Trial 3418 finished with value: 0.9969606570274662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:34:27,591] Trial 3419 finished with value: 0.9973199818093447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:34:30,349] Trial 3420 finished with value: 0.9971976853370412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:34:31,351] Trial 3421 finished with value: 0.9970043851355239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 114}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:34:32,823] Trial 3422 finished with value: 0.997336689373809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:34:34,653] Trial 3423 finished with value: 0.9969360220002117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:34:36,629] Trial 3424 finished with value: 0.9971998490054071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:34:37,967] Trial 3425 finished with value: 0.9971418084658102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 65}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:34:39,822] Trial 3426 finished with value: 0.9971907822786905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:34:44,191] Trial 3427 finished with value: 0.997510035508569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 120}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:34:46,563] Trial 3428 finished with value: 0.9974286770014018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 92}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:34:48,334] Trial 3429 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 6.240273841591397e-07, 'svc_kernel': 'rbf'}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:34:49,758] Trial 3430 finished with value: 0.9973291092506783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:34:51,781] Trial 3431 finished with value: 0.9974264845150157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:34:53,567] Trial 3432 finished with value: 0.9942340307992911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 21, 'rf_n_estimators': 121}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:34:54,765] Trial 3433 finished with value: 0.9970928689933457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 125}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:35:03,703] Trial 3434 finished with value: 0.9969583893857151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 42, 'rf_n_estimators': 114}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:35:07,208] Trial 3435 finished with value: 0.9975334530379549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:35:09,741] Trial 3436 finished with value: 0.9972438180359208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:35:11,151] Trial 3437 finished with value: 0.9966397226723669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:35:13,311] Trial 3438 finished with value: 0.9972917727763301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:35:15,086] Trial 3439 finished with value: 0.9973309389727817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:35:16,579] Trial 3440 finished with value: 0.9977419764220041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 61}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:35:17,274] Trial 3441 finished with value: 0.9963740478227227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 15}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:35:18,484] Trial 3442 finished with value: 0.99724701090115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 50}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:35:22,560] Trial 3443 finished with value: 0.9960161339495205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 44, 'rf_n_estimators': 55}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:35:25,110] Trial 3444 finished with value: 0.997303401291724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:35:27,528] Trial 3445 finished with value: 0.9972997019212292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 103}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:35:28,895] Trial 3446 finished with value: 0.9970456326722097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 58}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:35:30,447] Trial 3447 finished with value: 0.9975750539445025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 58}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:35:31,484] Trial 3448 finished with value: 0.9960481453742777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 59}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:35:32,870] Trial 3449 finished with value: 0.9867345184941333 and parameters: {'classifier': 'SVC', 'svc_c': 80320593.30194291, 'svc_kernel': 'sigmoid'}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:35:34,526] Trial 3450 finished with value: 0.9974011032978191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 63}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:35:35,636] Trial 3451 finished with value: 0.9974027429098569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 35}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:35:37,785] Trial 3452 finished with value: 0.9971757580928385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 59}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:35:39,357] Trial 3453 finished with value: 0.9973431926297393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 64}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:35:41,965] Trial 3454 finished with value: 0.9972133561192821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 98}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:35:43,412] Trial 3455 finished with value: 0.9972247449817369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 62}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:35:44,772] Trial 3456 finished with value: 0.9973879599638393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 58}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:35:46,192] Trial 3457 finished with value: 0.9970624147572807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 63}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:35:48,173] Trial 3458 finished with value: 0.9976413487203848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 89}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:35:54,342] Trial 3459 finished with value: 0.9969520810322746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 37, 'rf_n_estimators': 93}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:35:56,174] Trial 3460 finished with value: 0.9971927838298252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 68}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:35:57,816] Trial 3461 finished with value: 0.9970084094069774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 55}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:35:59,014] Trial 3462 finished with value: 0.9970147352797429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 46}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:36:00,629] Trial 3463 finished with value: 0.9974994540902182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 71}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:36:02,101] Trial 3464 finished with value: 0.997262646390838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 58}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:36:04,415] Trial 3465 finished with value: 0.9969878665385608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:36:06,103] Trial 3466 finished with value: 0.996895651508861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 59}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:36:11,228] Trial 3467 finished with value: 0.9928979127238126 and parameters: {'classifier': 'SVC', 'svc_c': 1680854.6653462437, 'svc_kernel': 'rbf'}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:36:12,606] Trial 3468 finished with value: 0.9971106317480197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 61}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:36:15,879] Trial 3469 finished with value: 0.9965443196968132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 30, 'rf_n_estimators': 68}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:36:18,079] Trial 3470 finished with value: 0.9974220715811475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 60}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:36:22,853] Trial 3471 finished with value: 0.9968324795526463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 41, 'rf_n_estimators': 62}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:36:24,265] Trial 3472 finished with value: 0.9973499250016236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 56}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:36:25,498] Trial 3473 finished with value: 0.9975208077669571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 52}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:36:27,098] Trial 3474 finished with value: 0.9973832227637702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 57}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:36:29,192] Trial 3475 finished with value: 0.9971227563586452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 64}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:36:30,222] Trial 3476 finished with value: 0.9969223440411806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:36:32,342] Trial 3477 finished with value: 0.9976319129135423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:36:34,337] Trial 3478 finished with value: 0.9973207929350458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 63}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:36:35,804] Trial 3479 finished with value: 0.9971478530772395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 65}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:36:37,423] Trial 3480 finished with value: 0.996997957574503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 60}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:36:38,636] Trial 3481 finished with value: 0.9971841465169967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 55}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:36:53,278] Trial 3482 finished with value: 0.9961290725315445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 70, 'rf_n_estimators': 113}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:36:55,294] Trial 3483 finished with value: 0.9970766435594337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:36:57,679] Trial 3484 finished with value: 0.997432771635796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:36:59,319] Trial 3485 finished with value: 0.9963750515975223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 13, 'rf_n_estimators': 55}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:37:01,140] Trial 3486 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 5.95075671633801e-06, 'svc_kernel': 'sigmoid'}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:37:02,889] Trial 3487 finished with value: 0.9975108200696416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 87}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:37:04,701] Trial 3488 finished with value: 0.9969479129563625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 59}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:37:06,067] Trial 3489 finished with value: 0.9972837324218031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 52}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:37:07,444] Trial 3490 finished with value: 0.9973875516873977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 63}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:37:09,800] Trial 3491 finished with value: 0.9964934866773133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 15, 'rf_n_estimators': 72}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:37:12,095] Trial 3492 finished with value: 0.9969738107714793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 59}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:37:14,431] Trial 3493 finished with value: 0.9971874704280461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:37:15,126] Trial 3494 finished with value: 0.9903347595704037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 64}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:37:16,697] Trial 3495 finished with value: 0.9976531107888934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 59}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:37:17,965] Trial 3496 finished with value: 0.9972802202732246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 60}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:37:34,889] Trial 3497 finished with value: 0.9959493376194865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 69, 'rf_n_estimators': 126}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:37:37,816] Trial 3498 finished with value: 0.9974650591803482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:37:38,765] Trial 3499 finished with value: 0.9959889790276267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 62}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:37:49,917] Trial 3500 finished with value: 0.9961923660439448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 57, 'rf_n_estimators': 128}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:37:51,238] Trial 3501 finished with value: 0.9972628409124727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 53}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:37:53,128] Trial 3502 finished with value: 0.9970345938788746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 9, 'rf_n_estimators': 91}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:37:55,887] Trial 3503 finished with value: 0.9973568541802721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 64}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:37:58,677] Trial 3504 finished with value: 0.997045957033624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 23, 'rf_n_estimators': 67}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:37:59,789] Trial 3505 finished with value: 0.996401865939931 and parameters: {'classifier': 'SVC', 'svc_c': 37687.98963300443, 'svc_kernel': 'rbf'}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:38:03,863] Trial 3506 finished with value: 0.9970923438896667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 32, 'rf_n_estimators': 65}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:38:08,543] Trial 3507 finished with value: 0.9970148890816425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 35, 'rf_n_estimators': 69}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:38:09,414] Trial 3508 finished with value: 0.9954498602694445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 57}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:38:13,716] Trial 3509 finished with value: 0.9969740917789119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 25, 'rf_n_estimators': 96}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:38:15,121] Trial 3510 finished with value: 0.9971084903914026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:38:18,326] Trial 3511 finished with value: 0.997472442020646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:38:19,687] Trial 3512 finished with value: 0.9971115304703454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 57}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:38:20,787] Trial 3513 finished with value: 0.9969815777039334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 61}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:38:21,715] Trial 3514 finished with value: 0.9961998251186963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 56}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:38:25,076] Trial 3515 finished with value: 0.997029250770414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 26, 'rf_n_estimators': 69}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:38:25,675] Trial 3516 finished with value: 0.9951833086283685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 1, 'rf_n_estimators': 61}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:38:27,064] Trial 3517 finished with value: 0.9974881199121782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 65}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:38:30,870] Trial 3518 finished with value: 0.9973415723143493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:38:33,018] Trial 3519 finished with value: 0.9974367555366314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 100}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:38:35,546] Trial 3520 finished with value: 0.9973504916184855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:38:37,000] Trial 3521 finished with value: 0.9968904245294038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 61}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:38:38,268] Trial 3522 finished with value: 0.9974338037208091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 58}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:38:42,049] Trial 3523 finished with value: 0.9974001166932274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:38:43,916] Trial 3524 finished with value: 0.9854194117068479 and parameters: {'classifier': 'SVC', 'svc_c': 0.3056281926076507, 'svc_kernel': 'sigmoid'}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:38:46,189] Trial 3525 finished with value: 0.9973517247314044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 66}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:38:48,719] Trial 3526 finished with value: 0.9973373200377683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:38:54,725] Trial 3527 finished with value: 0.9967921435921389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 53, 'rf_n_estimators': 60}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:38:55,967] Trial 3528 finished with value: 0.9974293133781845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 61}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:39:03,512] Trial 3529 finished with value: 0.9958350486847136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 58, 'rf_n_estimators': 67}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:39:10,559] Trial 3530 finished with value: 0.994931573861133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 63, 'rf_n_estimators': 55}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:39:14,690] Trial 3531 finished with value: 0.9969194007945936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 30, 'rf_n_estimators': 65}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:39:19,050] Trial 3532 finished with value: 0.9968095338389927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 37, 'rf_n_estimators': 68}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:39:21,306] Trial 3533 finished with value: 0.9973273039985013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:39:23,972] Trial 3534 finished with value: 0.9967782249010796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 59}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:39:25,398] Trial 3535 finished with value: 0.9972924770722348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 65}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:39:26,177] Trial 3536 finished with value: 0.9969047114436652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 63}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:39:28,024] Trial 3537 finished with value: 0.9971480842878955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 63}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:39:30,777] Trial 3538 finished with value: 0.9974739582991754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:39:31,444] Trial 3539 finished with value: 0.9876520110945203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 4, 'rf_n_estimators': 113}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:39:33,086] Trial 3540 finished with value: 0.9973907395380378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 66}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:39:37,499] Trial 3541 finished with value: 0.9965753660670179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 19, 'rf_n_estimators': 118}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:39:40,033] Trial 3542 finished with value: 0.9970553328558216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:39:41,404] Trial 3543 finished with value: 0.9908549895129549 and parameters: {'classifier': 'SVC', 'svc_c': 9.466149208281465, 'svc_kernel': 'rbf'}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:39:44,318] Trial 3544 finished with value: 0.9973723103507827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:39:45,671] Trial 3545 finished with value: 0.9973271236637111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 60}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:39:46,911] Trial 3546 finished with value: 0.9969156382339251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 61}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:39:48,393] Trial 3547 finished with value: 0.9955162452761978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:39:49,967] Trial 3548 finished with value: 0.9965691355666646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:39:50,960] Trial 3549 finished with value: 0.9972663655975249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 63}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:39:51,853] Trial 3550 finished with value: 0.9966479568185568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:39:56,080] Trial 3551 finished with value: 0.9966689847374135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 26, 'rf_n_estimators': 116}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:39:57,513] Trial 3552 finished with value: 0.9960012390639035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:39:59,597] Trial 3553 finished with value: 0.9941561141094996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 24, 'rf_n_estimators': 123}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:40:01,015] Trial 3554 finished with value: 0.99752748101112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 62}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:40:04,326] Trial 3555 finished with value: 0.997338244245634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:40:06,536] Trial 3556 finished with value: 0.9967785201270951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:40:07,636] Trial 3557 finished with value: 0.9972613862689598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 118}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:40:16,134] Trial 3558 finished with value: 0.9968566162312773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 44, 'rf_n_estimators': 124}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:40:17,356] Trial 3559 finished with value: 0.9974830779964595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 62}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:40:19,693] Trial 3560 finished with value: 0.9974413884776743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 88}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:40:20,479] Trial 3561 finished with value: 0.9921482600486184 and parameters: {'classifier': 'SVC', 'svc_c': 145.69754818717863, 'svc_kernel': 'sigmoid'}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:40:21,923] Trial 3562 finished with value: 0.9971903840949036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 54}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:40:26,842] Trial 3563 finished with value: 0.9973668377833974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 22, 'rf_n_estimators': 128}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:40:29,322] Trial 3564 finished with value: 0.9973385382973466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:40:32,997] Trial 3565 finished with value: 0.9973383139738164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:40:35,318] Trial 3566 finished with value: 0.9973466551719684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:40:38,307] Trial 3567 finished with value: 0.9970785703360584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:40:39,938] Trial 3568 finished with value: 0.9970134459272518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:40:41,408] Trial 3569 finished with value: 0.9970635484988115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:40:43,689] Trial 3570 finished with value: 0.9974024686943362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:40:44,941] Trial 3571 finished with value: 0.9970673149949806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 57}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:40:52,342] Trial 3572 finished with value: 0.9970732218004157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 42, 'rf_n_estimators': 94}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:40:54,629] Trial 3573 finished with value: 0.9977783834834698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:40:56,862] Trial 3574 finished with value: 0.997352709336508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:40:59,136] Trial 3575 finished with value: 0.9975717821788349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:41:01,349] Trial 3576 finished with value: 0.9974129168769513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:41:03,710] Trial 3577 finished with value: 0.9973331683386165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:41:05,978] Trial 3578 finished with value: 0.9973485434822491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:41:08,026] Trial 3579 finished with value: 0.99708849833437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:41:10,369] Trial 3580 finished with value: 0.9971771719848784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:41:12,727] Trial 3581 finished with value: 0.9852712757219635 and parameters: {'classifier': 'SVC', 'svc_c': 0.0009297363718035133, 'svc_kernel': 'rbf'}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:41:15,068] Trial 3582 finished with value: 0.9975429414027723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:41:20,196] Trial 3583 finished with value: 0.997371891029549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 23, 'rf_n_estimators': 119}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:41:22,659] Trial 3584 finished with value: 0.9973975054568901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:41:33,296] Trial 3585 finished with value: 0.9969098129314363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 51, 'rf_n_estimators': 115}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:41:42,855] Trial 3586 finished with value: 0.9970574976350143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 43, 'rf_n_estimators': 119}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:41:47,155] Trial 3587 finished with value: 0.9948714639782308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 48, 'rf_n_estimators': 120}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:41:49,572] Trial 3588 finished with value: 0.9971611458967633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:41:51,710] Trial 3589 finished with value: 0.9976157072206088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:41:53,986] Trial 3590 finished with value: 0.9974196586432561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:41:56,028] Trial 3591 finished with value: 0.9973006038808215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:41:58,325] Trial 3592 finished with value: 0.9974208535754722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:41:59,830] Trial 3593 finished with value: 0.9899288209429683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:42:01,133] Trial 3594 finished with value: 0.994398944902008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:42:03,499] Trial 3595 finished with value: 0.9972790413686515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:42:05,605] Trial 3596 finished with value: 0.997518685008754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:42:08,255] Trial 3597 finished with value: 0.9974679100696245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:42:10,521] Trial 3598 finished with value: 0.997498841262963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:42:11,368] Trial 3599 finished with value: 0.9912677853692026 and parameters: {'classifier': 'SVC', 'svc_c': 35.5501329625993, 'svc_kernel': 'sigmoid'}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:42:13,627] Trial 3600 finished with value: 0.9974533493841732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:42:16,126] Trial 3601 finished with value: 0.9974809191522556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:42:18,127] Trial 3602 finished with value: 0.9973689390550374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:42:20,935] Trial 3603 finished with value: 0.9973930167646365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:42:23,327] Trial 3604 finished with value: 0.9974324210271325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:42:26,631] Trial 3605 finished with value: 0.9972205691300372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:42:28,809] Trial 3606 finished with value: 0.9972983260512024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 91}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:42:30,798] Trial 3607 finished with value: 0.9974975998664503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:42:33,679] Trial 3608 finished with value: 0.9967754969961947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:42:35,213] Trial 3609 finished with value: 0.9970047853187992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 61}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:42:36,634] Trial 3610 finished with value: 0.99745699594279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 66}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:42:38,090] Trial 3611 finished with value: 0.9975803741064558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 74}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:42:40,867] Trial 3612 finished with value: 0.9972791054157488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 105}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:42:43,349] Trial 3613 finished with value: 0.9976508069024521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:42:45,279] Trial 3614 finished with value: 0.9970129725246241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:42:46,919] Trial 3615 finished with value: 0.9966992203627717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:42:49,569] Trial 3616 finished with value: 0.9973033977688163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:42:50,950] Trial 3617 finished with value: 0.996292423288415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:42:53,279] Trial 3618 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 6.39372870505509e-05, 'svc_kernel': 'rbf'}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:42:55,771] Trial 3619 finished with value: 0.997393814116086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:42:59,901] Trial 3620 finished with value: 0.9968027424663385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 18, 'rf_n_estimators': 119}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:43:02,856] Trial 3621 finished with value: 0.9968118834914965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:43:05,285] Trial 3622 finished with value: 0.997148687466827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:43:07,055] Trial 3623 finished with value: 0.9974564976259047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 88}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:43:07,963] Trial 3624 finished with value: 0.9968255330768382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 102}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:43:11,508] Trial 3625 finished with value: 0.9974369355857805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:43:13,707] Trial 3626 finished with value: 0.9974299770178296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:43:15,914] Trial 3627 finished with value: 0.9973325495763724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:43:18,126] Trial 3628 finished with value: 0.9969472591237306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:43:21,596] Trial 3629 finished with value: 0.9973517486617868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:43:24,255] Trial 3630 finished with value: 0.9974925741688022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:43:26,115] Trial 3631 finished with value: 0.996649608014931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:43:39,740] Trial 3632 finished with value: 0.9966334890299606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 61, 'rf_n_estimators': 116}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:43:42,242] Trial 3633 finished with value: 0.9972508728014691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:43:51,455] Trial 3634 finished with value: 0.9967456153119807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 40, 'rf_n_estimators': 123}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:43:54,308] Trial 3635 finished with value: 0.9968252071285284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 13, 'rf_n_estimators': 108}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:43:55,791] Trial 3636 finished with value: 0.9954214209461734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:44:00,303] Trial 3637 finished with value: 0.9969052586051901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 21, 'rf_n_estimators': 114}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:44:01,740] Trial 3638 finished with value: 0.9861630316405899 and parameters: {'classifier': 'SVC', 'svc_c': 0.7485967467586125, 'svc_kernel': 'sigmoid'}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:44:04,098] Trial 3639 finished with value: 0.9974640553420727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:44:06,823] Trial 3640 finished with value: 0.9969308708743534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:44:14,833] Trial 3641 finished with value: 0.9970339636909838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 37, 'rf_n_estimators': 119}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:44:17,025] Trial 3642 finished with value: 0.9974502510979081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:44:19,872] Trial 3643 finished with value: 0.9973739781143444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:44:22,419] Trial 3644 finished with value: 0.9974451212999235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:44:25,407] Trial 3645 finished with value: 0.9973056160581208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 87}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:44:27,760] Trial 3646 finished with value: 0.9974232726387798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:44:30,560] Trial 3647 finished with value: 0.9932903789586436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 48, 'rf_n_estimators': 95}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:44:32,599] Trial 3648 finished with value: 0.9976048337500335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:44:35,568] Trial 3649 finished with value: 0.9972923873491704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:44:38,016] Trial 3650 finished with value: 0.9974797176820305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:44:41,422] Trial 3651 finished with value: 0.9973811959809993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:44:43,684] Trial 3652 finished with value: 0.9964482080455239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:44:45,887] Trial 3653 finished with value: 0.9973189439797704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:44:46,839] Trial 3654 finished with value: 0.9910246429421807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:44:49,818] Trial 3655 finished with value: 0.9951330401945043 and parameters: {'classifier': 'SVC', 'svc_c': 283833.6922050826, 'svc_kernel': 'rbf'}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:44:51,569] Trial 3656 finished with value: 0.9967951615814981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:44:54,039] Trial 3657 finished with value: 0.9974336148485218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:45:04,607] Trial 3658 finished with value: 0.9966935971672778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 54, 'rf_n_estimators': 111}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:45:07,631] Trial 3659 finished with value: 0.9973179550900495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:45:18,799] Trial 3660 finished with value: 0.9965974401942562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 65, 'rf_n_estimators': 91}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:45:21,866] Trial 3661 finished with value: 0.9972269331517675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:45:22,807] Trial 3662 finished with value: 0.9972399272223681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 121}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:45:23,538] Trial 3663 finished with value: 0.996814941184978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 2, 'rf_n_estimators': 67}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:45:30,333] Trial 3664 finished with value: 0.9968134762583829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 31, 'rf_n_estimators': 117}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:45:32,353] Trial 3665 finished with value: 0.9973581558153332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:45:35,642] Trial 3666 finished with value: 0.9967888540532431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 19, 'rf_n_estimators': 114}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:45:39,729] Trial 3667 finished with value: 0.9974199476803794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:45:41,222] Trial 3668 finished with value: 0.9969737655449612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 61}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:45:43,971] Trial 3669 finished with value: 0.9972509752831722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:45:45,230] Trial 3670 finished with value: 0.9971393032023461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 9, 'rf_n_estimators': 57}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:45:46,461] Trial 3671 finished with value: 0.9971452722775558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 3, 'rf_n_estimators': 125}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:45:48,598] Trial 3672 finished with value: 0.9977436806524215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:45:51,126] Trial 3673 finished with value: 0.9975738106119773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:45:53,413] Trial 3674 finished with value: 0.9975193180530564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:45:55,263] Trial 3675 finished with value: 0.9852046621705387 and parameters: {'classifier': 'SVC', 'svc_c': 2.822772039665434e-07, 'svc_kernel': 'sigmoid'}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:45:57,655] Trial 3676 finished with value: 0.9975424662862974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 102}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:45:59,054] Trial 3677 finished with value: 0.9963769011875558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:46:01,547] Trial 3678 finished with value: 0.9971718990806692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 99}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:46:04,213] Trial 3679 finished with value: 0.9974199989371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:46:06,598] Trial 3680 finished with value: 0.9975340310804635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:46:09,112] Trial 3681 finished with value: 0.9977041114480206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:46:11,976] Trial 3682 finished with value: 0.9974012456423339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:46:14,126] Trial 3683 finished with value: 0.997493066423747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:46:16,370] Trial 3684 finished with value: 0.9973802091542422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:46:21,383] Trial 3685 finished with value: 0.9972061841773795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 23, 'rf_n_estimators': 113}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:46:26,145] Trial 3686 finished with value: 0.9970526934679605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 109}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:46:28,818] Trial 3687 finished with value: 0.9972220633507209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:46:36,785] Trial 3688 finished with value: 0.9971763613669836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 41, 'rf_n_estimators': 107}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:46:39,315] Trial 3689 finished with value: 0.9977060626945718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:46:41,523] Trial 3690 finished with value: 0.9973534015720079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:46:43,852] Trial 3691 finished with value: 0.997594901244939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:46:45,922] Trial 3692 finished with value: 0.9956402536594923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 14, 'rf_n_estimators': 108}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:46:47,976] Trial 3693 finished with value: 0.9973894524389381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:46:50,515] Trial 3694 finished with value: 0.9967973787917138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 12, 'rf_n_estimators': 101}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:46:52,282] Trial 3695 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.330312964313806e-06, 'svc_kernel': 'rbf'}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:46:54,392] Trial 3696 finished with value: 0.9975374477614164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 96}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:46:57,804] Trial 3697 finished with value: 0.9971870141956263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 16, 'rf_n_estimators': 106}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:46:59,920] Trial 3698 finished with value: 0.9972856125754417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:47:01,036] Trial 3699 finished with value: 0.9943129490422287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:47:03,938] Trial 3700 finished with value: 0.9972119523516348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 108}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:47:09,347] Trial 3701 finished with value: 0.9973685487105136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 27, 'rf_n_estimators': 104}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:47:11,264] Trial 3702 finished with value: 0.9969230783611459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:47:15,539] Trial 3703 finished with value: 0.9974887994842531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 111}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:47:17,116] Trial 3704 finished with value: 0.9964205615034434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:47:19,367] Trial 3705 finished with value: 0.9973920532335038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:47:23,047] Trial 3706 finished with value: 0.9968591283818675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 15, 'rf_n_estimators': 107}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:47:35,104] Trial 3707 finished with value: 0.9967481669127897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 59, 'rf_n_estimators': 111}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:47:40,718] Trial 3708 finished with value: 0.9933598917044403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 65, 'rf_n_estimators': 97}. Best is trial 2652 with value: 0.9978044604590743.
[I 2023-09-10 01:47:43,362] Trial 3709 finished with value: 0.9978157576307142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:47:46,089] Trial 3710 finished with value: 0.9976813149025322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:47:49,175] Trial 3711 finished with value: 0.9973620570706574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 110}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:47:52,004] Trial 3712 finished with value: 0.9974726618056552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 106}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:47:52,793] Trial 3713 finished with value: 0.9930963628768854 and parameters: {'classifier': 'SVC', 'svc_c': 2161.1516295804786, 'svc_kernel': 'sigmoid'}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:47:59,022] Trial 3714 finished with value: 0.9969358698804212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 30, 'rf_n_estimators': 108}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:48:01,675] Trial 3715 finished with value: 0.9974977495424219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:48:05,278] Trial 3716 finished with value: 0.9973865727951176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 110}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:48:08,034] Trial 3717 finished with value: 0.9973052432963977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:48:09,099] Trial 3718 finished with value: 0.9972647354751215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 104}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:48:13,884] Trial 3719 finished with value: 0.9973765869068627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 24, 'rf_n_estimators': 110}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:48:17,033] Trial 3720 finished with value: 0.9973412981623045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 110}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:48:20,093] Trial 3721 finished with value: 0.9973854139489021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:48:22,136] Trial 3722 finished with value: 0.9967141500648732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:48:24,647] Trial 3723 finished with value: 0.9968676511525878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:48:27,260] Trial 3724 finished with value: 0.997513665119143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:48:34,750] Trial 3725 finished with value: 0.9969016280107409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 43, 'rf_n_estimators': 100}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:48:38,092] Trial 3726 finished with value: 0.9973329208781517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 112}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:48:40,913] Trial 3727 finished with value: 0.9973359540699688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 13, 'rf_n_estimators': 105}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:48:51,259] Trial 3728 finished with value: 0.9966665792261926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 49, 'rf_n_estimators': 108}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:49:05,593] Trial 3729 finished with value: 0.996514316329462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 72, 'rf_n_estimators': 111}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:49:06,877] Trial 3730 finished with value: 0.9975508661678402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 110}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:49:08,694] Trial 3731 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 4.351441767758421e-08, 'svc_kernel': 'rbf'}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:49:11,277] Trial 3732 finished with value: 0.997114012311234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:49:12,252] Trial 3733 finished with value: 0.9903574125335984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 13, 'rf_n_estimators': 106}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:49:21,886] Trial 3734 finished with value: 0.9966580523930199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 50, 'rf_n_estimators': 109}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:49:24,729] Trial 3735 finished with value: 0.9974887363892929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 99}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:49:27,032] Trial 3736 finished with value: 0.9970814473138948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:49:30,163] Trial 3737 finished with value: 0.9970381341472391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 17, 'rf_n_estimators': 113}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:49:33,385] Trial 3738 finished with value: 0.9973601928177103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 111}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:49:35,076] Trial 3739 finished with value: 0.9941426851026148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 25, 'rf_n_estimators': 93}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:49:36,043] Trial 3740 finished with value: 0.9968492186963284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 113}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:49:38,681] Trial 3741 finished with value: 0.9974361364252703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:49:40,777] Trial 3742 finished with value: 0.9975215649382156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:49:49,526] Trial 3743 finished with value: 0.9968138334685315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 45, 'rf_n_estimators': 112}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:49:54,962] Trial 3744 finished with value: 0.9972846649132626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 27, 'rf_n_estimators': 109}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:49:57,367] Trial 3745 finished with value: 0.9974598209974097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:49:59,928] Trial 3746 finished with value: 0.9973382199343966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:50:01,751] Trial 3747 finished with value: 0.9974475549944063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 89}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:50:03,591] Trial 3748 finished with value: 0.9973914013051464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:50:05,018] Trial 3749 finished with value: 0.9963595525173606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 109}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:50:06,011] Trial 3750 finished with value: 0.9918751988357686 and parameters: {'classifier': 'SVC', 'svc_c': 6375.045912406806, 'svc_kernel': 'sigmoid'}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:50:08,117] Trial 3751 finished with value: 0.9965376660666775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:50:10,820] Trial 3752 finished with value: 0.9965917288308553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 18, 'rf_n_estimators': 106}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:50:12,086] Trial 3753 finished with value: 0.9972783807441076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 112}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:50:14,891] Trial 3754 finished with value: 0.9974179685362076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:50:17,253] Trial 3755 finished with value: 0.9972445840303173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 94}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:50:19,429] Trial 3756 finished with value: 0.997723174060433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:50:21,406] Trial 3757 finished with value: 0.99750682807564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 91}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:50:23,757] Trial 3758 finished with value: 0.9968458703153523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 102}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:50:25,668] Trial 3759 finished with value: 0.9973371366561391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:50:28,884] Trial 3760 finished with value: 0.9974463812313744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 104}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:50:31,058] Trial 3761 finished with value: 0.9975471264267272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 99}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:50:33,097] Trial 3762 finished with value: 0.9975934942400251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:50:34,870] Trial 3763 finished with value: 0.9969889344874092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:50:37,801] Trial 3764 finished with value: 0.9973255570805984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:50:45,097] Trial 3765 finished with value: 0.996725635950111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 46, 'rf_n_estimators': 85}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:50:46,745] Trial 3766 finished with value: 0.9972453088923862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 87}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:50:49,458] Trial 3767 finished with value: 0.9972982932659441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 96}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:50:51,941] Trial 3768 finished with value: 0.997325191269477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:50:53,750] Trial 3769 finished with value: 0.985075772179696 and parameters: {'classifier': 'SVC', 'svc_c': 3.0347408748885974e-10, 'svc_kernel': 'rbf'}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:51:04,032] Trial 3770 finished with value: 0.9970996329127099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 49, 'rf_n_estimators': 111}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:51:06,315] Trial 3771 finished with value: 0.9975003107915547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:51:08,669] Trial 3772 finished with value: 0.9972230379901214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:51:10,221] Trial 3773 finished with value: 0.9968744138659117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 92}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:51:12,722] Trial 3774 finished with value: 0.9972873280728164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:51:14,435] Trial 3775 finished with value: 0.9971927831633293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:51:16,177] Trial 3776 finished with value: 0.9977428390265911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 89}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:51:17,735] Trial 3777 finished with value: 0.9974828227602076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 89}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:51:28,014] Trial 3778 finished with value: 0.9960628664948512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 74, 'rf_n_estimators': 86}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:51:29,500] Trial 3779 finished with value: 0.9972757951837377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 90}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:51:31,008] Trial 3780 finished with value: 0.9974506495038605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 89}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:51:32,589] Trial 3781 finished with value: 0.9973608156106687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 88}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:51:34,661] Trial 3782 finished with value: 0.9977064235228418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:51:36,125] Trial 3783 finished with value: 0.9974697514395402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 84}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:51:40,678] Trial 3784 finished with value: 0.9970960999123263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 27, 'rf_n_estimators': 92}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:51:42,227] Trial 3785 finished with value: 0.9973144631902559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 90}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:51:43,967] Trial 3786 finished with value: 0.9975380981346164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 88}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:51:45,511] Trial 3787 finished with value: 0.9974958248287611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 90}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:51:47,322] Trial 3788 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 6.41554180125105e-09, 'svc_kernel': 'sigmoid'}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:51:49,106] Trial 3789 finished with value: 0.9974519556457047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 92}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:51:50,701] Trial 3790 finished with value: 0.9972812899359199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 85}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:51:56,782] Trial 3791 finished with value: 0.996484611647558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 44, 'rf_n_estimators': 94}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:51:58,818] Trial 3792 finished with value: 0.9975011198225539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 92}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:52:00,495] Trial 3793 finished with value: 0.9973854732670512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 88}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:52:03,884] Trial 3794 finished with value: 0.9973081589310056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 20, 'rf_n_estimators': 90}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:52:06,640] Trial 3795 finished with value: 0.9973996045068766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 87}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:52:07,536] Trial 3796 finished with value: 0.9969075479556698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 1, 'rf_n_estimators': 110}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:52:08,934] Trial 3797 finished with value: 0.9975197223305217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 87}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:52:14,638] Trial 3798 finished with value: 0.9965467405057056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 34, 'rf_n_estimators': 86}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:52:16,337] Trial 3799 finished with value: 0.9975775176313078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 92}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:52:18,044] Trial 3800 finished with value: 0.9972677514649924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 93}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:52:20,030] Trial 3801 finished with value: 0.9974748968525752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 95}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:52:21,604] Trial 3802 finished with value: 0.997270234321494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 90}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:52:23,189] Trial 3803 finished with value: 0.9973711346517383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 84}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:52:24,286] Trial 3804 finished with value: 0.9972153043507322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 90}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:52:26,253] Trial 3805 finished with value: 0.9972194358010995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 87}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:52:29,520] Trial 3806 finished with value: 0.9973479134847859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 94}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:52:31,212] Trial 3807 finished with value: 0.9973178006216538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 97}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:52:33,786] Trial 3808 finished with value: 0.9960515604048594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 21, 'rf_n_estimators': 87}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:52:35,562] Trial 3809 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.5742070158385687e-09, 'svc_kernel': 'rbf'}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:52:36,162] Trial 3810 finished with value: 0.9896565348650327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 3, 'rf_n_estimators': 85}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:52:38,633] Trial 3811 finished with value: 0.9974942167642032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 90}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:52:42,056] Trial 3812 finished with value: 0.9970328830787102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 19, 'rf_n_estimators': 92}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:52:43,555] Trial 3813 finished with value: 0.9973740620293717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 85}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:52:44,790] Trial 3814 finished with value: 0.9960489685603836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 95}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:52:46,644] Trial 3815 finished with value: 0.9973291633955484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 91}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:52:48,428] Trial 3816 finished with value: 0.9973301707567316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 88}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:52:49,448] Trial 3817 finished with value: 0.9951752802707706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 92}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:53:00,247] Trial 3818 finished with value: 0.9964140718630755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 69, 'rf_n_estimators': 85}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:53:01,065] Trial 3819 finished with value: 0.9963379366537682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 2, 'rf_n_estimators': 88}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:53:03,057] Trial 3820 finished with value: 0.9972273857660658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 84}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:53:03,903] Trial 3821 finished with value: 0.9905075443885321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 87}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:53:05,197] Trial 3822 finished with value: 0.9961758519220263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 89}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:53:07,551] Trial 3823 finished with value: 0.9972790550159517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 83}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:53:11,537] Trial 3824 finished with value: 0.9969782348136155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 24, 'rf_n_estimators': 86}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:53:12,517] Trial 3825 finished with value: 0.995585809596094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 86}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:53:14,435] Trial 3826 finished with value: 0.9853953282844253 and parameters: {'classifier': 'SVC', 'svc_c': 0.06829649955169453, 'svc_kernel': 'sigmoid'}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:53:16,145] Trial 3827 finished with value: 0.9971573499160783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 94}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:53:18,235] Trial 3828 finished with value: 0.9974113143030513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 97}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:53:24,396] Trial 3829 finished with value: 0.9967551974305766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 41, 'rf_n_estimators': 81}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:53:26,705] Trial 3830 finished with value: 0.9972540168537968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 95}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:53:27,493] Trial 3831 finished with value: 0.9965565153368758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 90}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:53:30,649] Trial 3832 finished with value: 0.9972026818040763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 94}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:53:32,596] Trial 3833 finished with value: 0.9974523129510668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 92}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:53:40,400] Trial 3834 finished with value: 0.9961011495840277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 54, 'rf_n_estimators': 93}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:53:42,695] Trial 3835 finished with value: 0.997277673020509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 12, 'rf_n_estimators': 90}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:53:44,310] Trial 3836 finished with value: 0.9967657226728311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 86}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:53:45,405] Trial 3837 finished with value: 0.9973505978769999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 104}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:53:46,826] Trial 3838 finished with value: 0.9948905838458284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 27, 'rf_n_estimators': 38}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:53:51,170] Trial 3839 finished with value: 0.9967342277190423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 31, 'rf_n_estimators': 85}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:53:52,777] Trial 3840 finished with value: 0.9975609637100534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 98}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:54:03,743] Trial 3841 finished with value: 0.9965709985183572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 72, 'rf_n_estimators': 92}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:54:12,719] Trial 3842 finished with value: 0.9963668562033173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 55, 'rf_n_estimators': 82}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:54:14,669] Trial 3843 finished with value: 0.9968845898959703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 88}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:54:15,720] Trial 3844 finished with value: 0.9971176236725111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 90}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:54:17,842] Trial 3845 finished with value: 0.9974873526165272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:54:19,597] Trial 3846 finished with value: 0.9851116637540688 and parameters: {'classifier': 'SVC', 'svc_c': 0.00039741240182503324, 'svc_kernel': 'rbf'}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:54:21,407] Trial 3847 finished with value: 0.9974087627022424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 90}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:54:23,651] Trial 3848 finished with value: 0.9906216096027952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 39, 'rf_n_estimators': 89}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:54:24,245] Trial 3849 finished with value: 0.9926600768431818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 15, 'rf_n_estimators': 24}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:54:29,573] Trial 3850 finished with value: 0.9968735750964931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 31, 'rf_n_estimators': 107}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:54:30,427] Trial 3851 finished with value: 0.9970558227938993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 28}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:54:32,152] Trial 3852 finished with value: 0.9975173855953462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:54:33,797] Trial 3853 finished with value: 0.9975440276326554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 88}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:54:36,300] Trial 3854 finished with value: 0.9973410224233644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 98}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:54:38,926] Trial 3855 finished with value: 0.997492385296515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:54:40,782] Trial 3856 finished with value: 0.9974301258686157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 96}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:54:41,782] Trial 3857 finished with value: 0.997047797927471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 114}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:54:44,805] Trial 3858 finished with value: 0.9972850659217234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:54:47,261] Trial 3859 finished with value: 0.996232744215869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 18, 'rf_n_estimators': 107}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:54:49,334] Trial 3860 finished with value: 0.9973537468169652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 93}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:54:50,766] Trial 3861 finished with value: 0.9975014881727081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 83}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:54:53,916] Trial 3862 finished with value: 0.9973868516443725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:54:55,382] Trial 3863 finished with value: 0.9867327158444649 and parameters: {'classifier': 'SVC', 'svc_c': 1661078875.4120944, 'svc_kernel': 'sigmoid'}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:54:58,137] Trial 3864 finished with value: 0.9975592549093774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 101}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:55:07,905] Trial 3865 finished with value: 0.9969918666892045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 45, 'rf_n_estimators': 114}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:55:13,841] Trial 3866 finished with value: 0.9971101270518149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 28, 'rf_n_estimators': 115}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:55:15,469] Trial 3867 finished with value: 0.9974187482096424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 101}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:55:17,247] Trial 3868 finished with value: 0.99756888136583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 86}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:55:19,415] Trial 3869 finished with value: 0.9974394485298181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:55:24,228] Trial 3870 finished with value: 0.9972246177762036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 24, 'rf_n_estimators': 105}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:55:26,289] Trial 3871 finished with value: 0.9975676071205831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:55:29,065] Trial 3872 finished with value: 0.9972976084571146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:55:31,046] Trial 3873 finished with value: 0.997379502985801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:55:36,863] Trial 3874 finished with value: 0.9972420763230345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 35, 'rf_n_estimators': 88}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:55:38,936] Trial 3875 finished with value: 0.9967397225664385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 15, 'rf_n_estimators': 93}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:55:40,613] Trial 3876 finished with value: 0.9967085243620845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 62}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:55:42,743] Trial 3877 finished with value: 0.9972353818779496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:55:46,763] Trial 3878 finished with value: 0.9967737982564353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 24, 'rf_n_estimators': 84}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:56:02,394] Trial 3879 finished with value: 0.9965189050595997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 69, 'rf_n_estimators': 115}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:56:04,709] Trial 3880 finished with value: 0.9977749781964258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:56:07,226] Trial 3881 finished with value: 0.997433894364273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:56:08,980] Trial 3882 finished with value: 0.9850749532147316 and parameters: {'classifier': 'SVC', 'svc_c': 1.0695692108231914e-10, 'svc_kernel': 'rbf'}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:56:11,480] Trial 3883 finished with value: 0.9974073093917215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:56:14,011] Trial 3884 finished with value: 0.9974030697785657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:56:16,504] Trial 3885 finished with value: 0.9975764902752428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:56:18,768] Trial 3886 finished with value: 0.9976996978476561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:56:21,506] Trial 3887 finished with value: 0.9972605707634273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:56:23,748] Trial 3888 finished with value: 0.9974721823410871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:56:26,054] Trial 3889 finished with value: 0.9976221809920229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:56:29,407] Trial 3890 finished with value: 0.9975387004883624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:56:36,291] Trial 3891 finished with value: 0.9969229184655681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 37, 'rf_n_estimators': 110}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:56:38,671] Trial 3892 finished with value: 0.9975608257453698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:56:40,930] Trial 3893 finished with value: 0.9972529710580077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:56:43,565] Trial 3894 finished with value: 0.997614711412024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:56:45,752] Trial 3895 finished with value: 0.9972278669762188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:56:48,157] Trial 3896 finished with value: 0.9973051682679843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:56:51,142] Trial 3897 finished with value: 0.9971624123344851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 109}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:56:53,779] Trial 3898 finished with value: 0.9974618876747305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:56:55,960] Trial 3899 finished with value: 0.9973842386307127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:56:56,761] Trial 3900 finished with value: 0.9928237711946387 and parameters: {'classifier': 'SVC', 'svc_c': 527.6171447068599, 'svc_kernel': 'sigmoid'}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:56:58,304] Trial 3901 finished with value: 0.9962252398193856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:57:00,870] Trial 3902 finished with value: 0.9973993534917663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:57:04,306] Trial 3903 finished with value: 0.996671007235567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 16, 'rf_n_estimators': 111}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:57:07,038] Trial 3904 finished with value: 0.9976158063063559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:57:09,815] Trial 3905 finished with value: 0.9975814590985607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:57:12,631] Trial 3906 finished with value: 0.9971677502696666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:57:14,152] Trial 3907 finished with value: 0.9964069004289793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:57:16,641] Trial 3908 finished with value: 0.99763416376594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:57:17,711] Trial 3909 finished with value: 0.9969127281851891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 110}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:57:20,458] Trial 3910 finished with value: 0.9976498055079955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:57:23,212] Trial 3911 finished with value: 0.99737184475568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:57:25,455] Trial 3912 finished with value: 0.9975262013386906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:57:27,578] Trial 3913 finished with value: 0.9974841972337666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:57:29,908] Trial 3914 finished with value: 0.9972406077148421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:57:32,723] Trial 3915 finished with value: 0.9973142772695939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:57:41,370] Trial 3916 finished with value: 0.9949858626626877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 68, 'rf_n_estimators': 110}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:57:42,213] Trial 3917 finished with value: 0.9970613831483363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 104}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:57:46,613] Trial 3918 finished with value: 0.9974118468334009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 114}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:57:48,304] Trial 3919 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.1123391041677259e-07, 'svc_kernel': 'rbf'}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:57:50,639] Trial 3920 finished with value: 0.9973348557479428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:57:52,511] Trial 3921 finished with value: 0.997420114558297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:57:54,598] Trial 3922 finished with value: 0.9974111864310222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:57:56,974] Trial 3923 finished with value: 0.997606872053665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:57:59,784] Trial 3924 finished with value: 0.996962620017043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 101}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:58:03,028] Trial 3925 finished with value: 0.9967604007970304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 15, 'rf_n_estimators': 112}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:58:07,029] Trial 3926 finished with value: 0.9970131213119342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 21, 'rf_n_estimators': 114}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:58:09,672] Trial 3927 finished with value: 0.9975065148542311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:58:10,539] Trial 3928 finished with value: 0.9895269739348261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:58:17,007] Trial 3929 finished with value: 0.9970123443044834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 31, 'rf_n_estimators': 107}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:58:18,069] Trial 3930 finished with value: 0.994053922776393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:58:21,120] Trial 3931 finished with value: 0.9975159545965742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:58:24,509] Trial 3932 finished with value: 0.997044353824966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 16, 'rf_n_estimators': 100}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:58:26,651] Trial 3933 finished with value: 0.9970454721418737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 90}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:58:27,882] Trial 3934 finished with value: 0.9971159644781844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 4, 'rf_n_estimators': 109}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:58:29,350] Trial 3935 finished with value: 0.9972396282830176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:58:31,230] Trial 3936 finished with value: 0.9974080802420181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 97}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:58:33,460] Trial 3937 finished with value: 0.9969761737221662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:58:34,663] Trial 3938 finished with value: 0.9874535942345123 and parameters: {'classifier': 'SVC', 'svc_c': 74845.68361494581, 'svc_kernel': 'sigmoid'}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:58:36,199] Trial 3939 finished with value: 0.9975341679025828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 59}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:58:41,663] Trial 3940 finished with value: 0.9966182029746341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 29, 'rf_n_estimators': 95}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:58:44,114] Trial 3941 finished with value: 0.9972809600203719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:58:46,505] Trial 3942 finished with value: 0.9973667902717499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 88}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:58:49,086] Trial 3943 finished with value: 0.9973630336778081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:58:50,323] Trial 3944 finished with value: 0.9957004021674276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:58:57,475] Trial 3945 finished with value: 0.9968455128513005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 34, 'rf_n_estimators': 107}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:58:58,999] Trial 3946 finished with value: 0.9965777277799265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 64}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:59:01,439] Trial 3947 finished with value: 0.9971821889228639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 103}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:59:06,240] Trial 3948 finished with value: 0.996570052570025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 21, 'rf_n_estimators': 116}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:59:07,939] Trial 3949 finished with value: 0.9974120372291079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 83}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:59:10,817] Trial 3950 finished with value: 0.9974590801076976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:59:11,663] Trial 3951 finished with value: 0.9953696068127397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 2, 'rf_n_estimators': 112}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:59:14,416] Trial 3952 finished with value: 0.9973346382798008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 91}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:59:16,207] Trial 3953 finished with value: 0.9975163751238482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 86}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:59:20,008] Trial 3954 finished with value: 0.9970446762503681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 17, 'rf_n_estimators': 113}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:59:28,723] Trial 3955 finished with value: 0.9967907463942381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 45, 'rf_n_estimators': 116}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:59:31,071] Trial 3956 finished with value: 0.9972959542456393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 76}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:59:32,830] Trial 3957 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.743975824188141e-08, 'svc_kernel': 'rbf'}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:59:34,725] Trial 3958 finished with value: 0.9957165959586459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:59:36,535] Trial 3959 finished with value: 0.9973726255082038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:59:38,502] Trial 3960 finished with value: 0.9973337383196966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 94}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:59:41,998] Trial 3961 finished with value: 0.9971866024914905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 19, 'rf_n_estimators': 116}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:59:42,882] Trial 3962 finished with value: 0.9957259688292179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 3, 'rf_n_estimators': 112}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:59:43,594] Trial 3963 finished with value: 0.9957483802669372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 5, 'rf_n_estimators': 61}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:59:45,161] Trial 3964 finished with value: 0.9975732520882815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 54}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:59:47,153] Trial 3965 finished with value: 0.997504052849535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:59:49,139] Trial 3966 finished with value: 0.9974112707903803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 88}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:59:51,258] Trial 3967 finished with value: 0.9973237052054355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:59:53,543] Trial 3968 finished with value: 0.9973576665754895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 82}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:59:55,609] Trial 3969 finished with value: 0.9975007860032433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:59:56,238] Trial 3970 finished with value: 0.9873538520205115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 1, 'rf_n_estimators': 116}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 01:59:58,704] Trial 3971 finished with value: 0.9972657432806352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 99}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:00:00,028] Trial 3972 finished with value: 0.9970973620654305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 57}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:00:08,353] Trial 3973 finished with value: 0.9964227016540198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 49, 'rf_n_estimators': 108}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:00:10,453] Trial 3974 finished with value: 0.9971151917870892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:00:11,879] Trial 3975 finished with value: 0.9867395980827482 and parameters: {'classifier': 'SVC', 'svc_c': 17731693.329793543, 'svc_kernel': 'sigmoid'}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:00:18,673] Trial 3976 finished with value: 0.9969336401972076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 35, 'rf_n_estimators': 115}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:00:20,533] Trial 3977 finished with value: 0.9973148615962084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 92}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:00:23,526] Trial 3978 finished with value: 0.9974272437175005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:00:26,390] Trial 3979 finished with value: 0.9970629432569159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 16, 'rf_n_estimators': 85}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:00:28,395] Trial 3980 finished with value: 0.9973172640923279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 79}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:00:29,327] Trial 3981 finished with value: 0.9970312929143322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 71}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:00:31,819] Trial 3982 finished with value: 0.9974774295058534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:00:33,886] Trial 3983 finished with value: 0.9974033709395697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 66}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:00:36,258] Trial 3984 finished with value: 0.9974672447796081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 90}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:00:38,844] Trial 3985 finished with value: 0.9972000461612884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:00:40,776] Trial 3986 finished with value: 0.9973336348858561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:00:41,339] Trial 3987 finished with value: 0.9870325008832114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 2, 'rf_n_estimators': 97}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:00:47,071] Trial 3988 finished with value: 0.9971998412930957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 27, 'rf_n_estimators': 113}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:00:48,468] Trial 3989 finished with value: 0.9956406848507031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:00:50,149] Trial 3990 finished with value: 0.9973804725471364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 88}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:00:51,784] Trial 3991 finished with value: 0.9974513393590173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:00:52,977] Trial 3992 finished with value: 0.997307406520433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 3, 'rf_n_estimators': 108}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:00:53,584] Trial 3993 finished with value: 0.9962843918205023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 12}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:00:55,382] Trial 3994 finished with value: 0.9853854942937956 and parameters: {'classifier': 'SVC', 'svc_c': 0.01750983596408821, 'svc_kernel': 'rbf'}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:01:02,994] Trial 3995 finished with value: 0.9970907425218072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 34, 'rf_n_estimators': 117}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:01:09,980] Trial 3996 finished with value: 0.9968852124032873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 38, 'rf_n_estimators': 116}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:01:14,597] Trial 3997 finished with value: 0.996937216932428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 23, 'rf_n_estimators': 92}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:01:15,659] Trial 3998 finished with value: 0.996241164949217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 86}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:01:18,709] Trial 3999 finished with value: 0.9966775504495228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 19, 'rf_n_estimators': 114}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:01:21,296] Trial 4000 finished with value: 0.9969349862018634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:01:23,062] Trial 4001 finished with value: 0.9975156490874769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:01:25,046] Trial 4002 finished with value: 0.9970795330737435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:01:26,140] Trial 4003 finished with value: 0.9967148594071052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 5, 'rf_n_estimators': 104}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:01:29,329] Trial 4004 finished with value: 0.9971225759603791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 110}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:01:31,136] Trial 4005 finished with value: 0.9975470380366548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 83}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:01:33,212] Trial 4006 finished with value: 0.9973909310763093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:01:34,574] Trial 4007 finished with value: 0.9969020400005176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 64}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:01:35,561] Trial 4008 finished with value: 0.9971652780136263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 31}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:01:38,091] Trial 4009 finished with value: 0.9973606745991458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 96}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:01:42,056] Trial 4010 finished with value: 0.9971114665819378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:01:43,964] Trial 4011 finished with value: 0.9975674497640378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 90}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:01:46,769] Trial 4012 finished with value: 0.9974654106141975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:01:47,983] Trial 4013 finished with value: 0.9868847067155905 and parameters: {'classifier': 'SVC', 'svc_c': 1.6148888426376002, 'svc_kernel': 'sigmoid'}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:01:55,858] Trial 4014 finished with value: 0.9942112595806529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 72, 'rf_n_estimators': 107}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:01:58,088] Trial 4015 finished with value: 0.9972130653365738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:01:59,931] Trial 4016 finished with value: 0.9974706022376258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:02:00,888] Trial 4017 finished with value: 0.9973980193570879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 61}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:02:03,528] Trial 4018 finished with value: 0.9970426565768883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:02:07,756] Trial 4019 finished with value: 0.997052736155446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 22, 'rf_n_estimators': 100}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:02:09,568] Trial 4020 finished with value: 0.9975381784315221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 94}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:02:12,611] Trial 4021 finished with value: 0.9970300074338659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 17, 'rf_n_estimators': 117}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:02:14,719] Trial 4022 finished with value: 0.9975343374464843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:02:16,448] Trial 4023 finished with value: 0.997625782831928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 73}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:02:17,679] Trial 4024 finished with value: 0.9970551679456543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 58}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:02:19,112] Trial 4025 finished with value: 0.9973080313128794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 81}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:02:21,513] Trial 4026 finished with value: 0.9973066286877966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 87}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:02:33,485] Trial 4027 finished with value: 0.9961744821456779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 55, 'rf_n_estimators': 112}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:02:35,557] Trial 4028 finished with value: 0.9974037012359727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:02:38,012] Trial 4029 finished with value: 0.9972633871535983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:02:40,496] Trial 4030 finished with value: 0.9975100458233889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:02:42,287] Trial 4031 finished with value: 0.9853404290676959 and parameters: {'classifier': 'SVC', 'svc_c': 0.0026651448044845904, 'svc_kernel': 'rbf'}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:02:44,490] Trial 4032 finished with value: 0.9977116245724287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:02:45,443] Trial 4033 finished with value: 0.996916880646051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 1, 'rf_n_estimators': 112}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:02:48,060] Trial 4034 finished with value: 0.9973755208622886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 90}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:03:01,369] Trial 4035 finished with value: 0.9968614722580721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 59, 'rf_n_estimators': 118}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:03:04,522] Trial 4036 finished with value: 0.9972777292600808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:03:05,832] Trial 4037 finished with value: 0.9965347265651635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 69}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:03:07,943] Trial 4038 finished with value: 0.9974267433059133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:03:17,621] Trial 4039 finished with value: 0.9965371040518121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 53, 'rf_n_estimators': 118}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:03:18,926] Trial 4040 finished with value: 0.997652951052005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 86}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:03:20,806] Trial 4041 finished with value: 0.9973469506201491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:03:22,793] Trial 4042 finished with value: 0.9971964642210512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 78}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:03:25,085] Trial 4043 finished with value: 0.9972134596800742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 92}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:03:27,293] Trial 4044 finished with value: 0.9975628386269374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:03:31,519] Trial 4045 finished with value: 0.9973227917884584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 118}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:03:32,863] Trial 4046 finished with value: 0.9943461022064691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:03:35,017] Trial 4047 finished with value: 0.9969736191697319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:03:37,409] Trial 4048 finished with value: 0.9973833601889096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:03:40,826] Trial 4049 finished with value: 0.9973582825130599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:03:42,901] Trial 4050 finished with value: 0.9974975628283121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:03:44,693] Trial 4051 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 3.6446755628858776e-06, 'svc_kernel': 'sigmoid'}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:03:45,948] Trial 4052 finished with value: 0.9974269350028745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 84}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:03:50,969] Trial 4053 finished with value: 0.9967964330020713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 27, 'rf_n_estimators': 94}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:04:01,619] Trial 4054 finished with value: 0.9969125818416978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 48, 'rf_n_estimators': 119}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:04:02,525] Trial 4055 finished with value: 0.9974824673908578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 2, 'rf_n_estimators': 89}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:04:05,031] Trial 4056 finished with value: 0.9974162985827301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:04:06,802] Trial 4057 finished with value: 0.9976559172133613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:04:11,867] Trial 4058 finished with value: 0.9967181819534247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 42, 'rf_n_estimators': 62}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:04:13,711] Trial 4059 finished with value: 0.9974391471783868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:04:15,222] Trial 4060 finished with value: 0.9973679247749905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:04:18,265] Trial 4061 finished with value: 0.9973899532313801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:04:19,686] Trial 4062 finished with value: 0.9965485496933831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 12, 'rf_n_estimators': 47}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:04:21,846] Trial 4063 finished with value: 0.9974462934125844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:04:24,379] Trial 4064 finished with value: 0.9976218118801591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:04:35,985] Trial 4065 finished with value: 0.9970378984298004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 53, 'rf_n_estimators': 116}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:04:37,227] Trial 4066 finished with value: 0.9974367472847754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 108}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:04:41,195] Trial 4067 finished with value: 0.9972985720834613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:04:43,601] Trial 4068 finished with value: 0.9973133525539218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:06:45,563] Trial 4069 finished with value: 0.990065080666353 and parameters: {'classifier': 'SVC', 'svc_c': 350902938.91926324, 'svc_kernel': 'rbf'}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:06:47,646] Trial 4070 finished with value: 0.9971710668809974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:06:49,466] Trial 4071 finished with value: 0.9974163622807103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:06:50,061] Trial 4072 finished with value: 0.9952140793548466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 2, 'rf_n_estimators': 54}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:06:50,805] Trial 4073 finished with value: 0.98970507342425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 88}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:06:54,507] Trial 4074 finished with value: 0.9972699977788695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:06:55,024] Trial 4075 finished with value: 0.9926849479687299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 6}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:06:57,068] Trial 4076 finished with value: 0.9973393415837846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:07:07,976] Trial 4077 finished with value: 0.9966908164187768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 49, 'rf_n_estimators': 123}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:07:09,198] Trial 4078 finished with value: 0.9971328293357183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 60}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:07:12,497] Trial 4079 finished with value: 0.9972807599763412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:07:15,216] Trial 4080 finished with value: 0.9970038816136219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:07:18,597] Trial 4081 finished with value: 0.9968496727388327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 24, 'rf_n_estimators': 82}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:07:24,201] Trial 4082 finished with value: 0.9969285866019391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 31, 'rf_n_estimators': 120}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:07:24,912] Trial 4083 finished with value: 0.9950713884523196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 65}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:07:27,287] Trial 4084 finished with value: 0.9970339418235655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 12, 'rf_n_estimators': 91}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:07:28,362] Trial 4085 finished with value: 0.9963161141446601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 15, 'rf_n_estimators': 43}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:07:31,591] Trial 4086 finished with value: 0.997580812121317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:07:46,053] Trial 4087 finished with value: 0.9967637060144524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 67, 'rf_n_estimators': 115}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:07:53,180] Trial 4088 finished with value: 0.9968733222088465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 35, 'rf_n_estimators': 110}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:07:55,131] Trial 4089 finished with value: 0.9973695163358364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:07:57,384] Trial 4090 finished with value: 0.9975452720760073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:07:59,293] Trial 4091 finished with value: 0.9852053993786534 and parameters: {'classifier': 'SVC', 'svc_c': 0.00020124106639044276, 'svc_kernel': 'sigmoid'}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:08:01,481] Trial 4092 finished with value: 0.9976113345938827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:08:03,879] Trial 4093 finished with value: 0.997500347734479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:08:06,289] Trial 4094 finished with value: 0.9967738647156135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 20, 'rf_n_estimators': 57}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:08:07,375] Trial 4095 finished with value: 0.9972772282137358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 75}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:08:10,425] Trial 4096 finished with value: 0.9975070099338498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:08:14,550] Trial 4097 finished with value: 0.9973024139254226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 126}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:08:16,403] Trial 4098 finished with value: 0.997390975096787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 86}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:08:18,701] Trial 4099 finished with value: 0.9976582403329747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:08:20,069] Trial 4100 finished with value: 0.99696134374057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 96}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:08:21,317] Trial 4101 finished with value: 0.9970992595797044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 4, 'rf_n_estimators': 106}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:08:24,262] Trial 4102 finished with value: 0.9973520754035441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:08:25,949] Trial 4103 finished with value: 0.9973060102746697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:08:28,201] Trial 4104 finished with value: 0.9973592518522297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:08:29,937] Trial 4105 finished with value: 0.9971016461116565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:08:30,738] Trial 4106 finished with value: 0.992907881219694 and parameters: {'classifier': 'SVC', 'svc_c': 75.95125157605794, 'svc_kernel': 'rbf'}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:08:36,887] Trial 4107 finished with value: 0.9964325508153694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 37, 'rf_n_estimators': 123}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:08:39,360] Trial 4108 finished with value: 0.997201585354587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:08:41,431] Trial 4109 finished with value: 0.997291606469695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 100}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:08:43,099] Trial 4110 finished with value: 0.996338148028232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:08:50,379] Trial 4111 finished with value: 0.9969575561069547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 34, 'rf_n_estimators': 111}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:08:55,284] Trial 4112 finished with value: 0.995974280885298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 34, 'rf_n_estimators': 117}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:08:58,677] Trial 4113 finished with value: 0.9975603626575618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:09:01,606] Trial 4114 finished with value: 0.9970556370636646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:09:03,631] Trial 4115 finished with value: 0.9972927076481325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:09:05,516] Trial 4116 finished with value: 0.9974443666994356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:09:06,516] Trial 4117 finished with value: 0.9939982775601486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:09:08,386] Trial 4118 finished with value: 0.9971864105406261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 84}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:09:09,681] Trial 4119 finished with value: 0.9961071598233033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 89}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:09:11,845] Trial 4120 finished with value: 0.9974559593192561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:09:14,283] Trial 4121 finished with value: 0.9971657594776828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 92}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:09:17,872] Trial 4122 finished with value: 0.9976420087419086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 113}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:09:19,278] Trial 4123 finished with value: 0.9974704775711252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 67}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:09:25,616] Trial 4124 finished with value: 0.9967910726281891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 27, 'rf_n_estimators': 122}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:09:27,572] Trial 4125 finished with value: 0.9867345184941333 and parameters: {'classifier': 'SVC', 'svc_c': 72026740.49358341, 'svc_kernel': 'sigmoid'}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:09:29,761] Trial 4126 finished with value: 0.9904298518635809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 41, 'rf_n_estimators': 116}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:09:45,154] Trial 4127 finished with value: 0.9966782445575593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 66, 'rf_n_estimators': 124}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:09:47,754] Trial 4128 finished with value: 0.9975225546213844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:09:50,421] Trial 4129 finished with value: 0.9975079374424577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:09:52,013] Trial 4130 finished with value: 0.9972950881498823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:09:54,545] Trial 4131 finished with value: 0.9972713323578786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 80}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:10:04,726] Trial 4132 finished with value: 0.9967886158285096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 43, 'rf_n_estimators': 126}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:10:07,470] Trial 4133 finished with value: 0.9971981373483194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:10:09,062] Trial 4134 finished with value: 0.9975982350899534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 94}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:10:11,480] Trial 4135 finished with value: 0.9976681328483056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:10:15,652] Trial 4136 finished with value: 0.997104475768273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 19, 'rf_n_estimators': 112}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:10:18,216] Trial 4137 finished with value: 0.997086205746624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:10:25,345] Trial 4138 finished with value: 0.99579184939367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 46, 'rf_n_estimators': 106}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:10:27,545] Trial 4139 finished with value: 0.9975517936129722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:10:29,103] Trial 4140 finished with value: 0.9976440996035149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:10:32,215] Trial 4141 finished with value: 0.9974909648029903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:10:34,484] Trial 4142 finished with value: 0.9975976428606002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:10:35,922] Trial 4143 finished with value: 0.9956592420369391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:10:37,001] Trial 4144 finished with value: 0.9896344660697626 and parameters: {'classifier': 'SVC', 'svc_c': 4.094491614301965, 'svc_kernel': 'rbf'}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:10:38,027] Trial 4145 finished with value: 0.9971238624247206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:10:52,047] Trial 4146 finished with value: 0.9960027658794183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 61, 'rf_n_estimators': 118}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:10:53,721] Trial 4147 finished with value: 0.9970952028086336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:10:55,658] Trial 4148 finished with value: 0.9973569862734427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:10:57,462] Trial 4149 finished with value: 0.9974520593334483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 88}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:10:59,762] Trial 4150 finished with value: 0.9972471982182799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 63}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:11:02,303] Trial 4151 finished with value: 0.9973375127186047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:11:03,946] Trial 4152 finished with value: 0.99751529063955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:11:06,234] Trial 4153 finished with value: 0.9969818850220914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:11:09,967] Trial 4154 finished with value: 0.9971844383787937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:11:12,889] Trial 4155 finished with value: 0.9970894823999291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:11:14,640] Trial 4156 finished with value: 0.9975677354052052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:11:15,832] Trial 4157 finished with value: 0.9971188473275338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 125}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:11:18,426] Trial 4158 finished with value: 0.9973904379327031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:11:21,299] Trial 4159 finished with value: 0.9972833036426731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:11:23,553] Trial 4160 finished with value: 0.9972443001029974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 84}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:11:25,764] Trial 4161 finished with value: 0.9975172439173273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:11:26,685] Trial 4162 finished with value: 0.9908005596364013 and parameters: {'classifier': 'SVC', 'svc_c': 19.87629422207968, 'svc_kernel': 'sigmoid'}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:11:39,246] Trial 4163 finished with value: 0.996766226892967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 55, 'rf_n_estimators': 120}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:11:43,794] Trial 4164 finished with value: 0.9971629811730006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 20, 'rf_n_estimators': 115}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:11:44,894] Trial 4165 finished with value: 0.9967827823059029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 4, 'rf_n_estimators': 112}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:11:47,227] Trial 4166 finished with value: 0.9974987227853545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:11:50,118] Trial 4167 finished with value: 0.9971882383584552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:11:51,581] Trial 4168 finished with value: 0.9961319474781547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:11:54,048] Trial 4169 finished with value: 0.9973859031252698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 92}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:11:55,457] Trial 4170 finished with value: 0.9976035509355515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 59}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:12:12,516] Trial 4171 finished with value: 0.9960659981059193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 68, 'rf_n_estimators': 126}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:12:18,664] Trial 4172 finished with value: 0.9971116933492867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 27, 'rf_n_estimators': 122}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:12:20,260] Trial 4173 finished with value: 0.9973949699154622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 86}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:12:26,510] Trial 4174 finished with value: 0.9963317256087519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 30, 'rf_n_estimators': 108}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:12:27,825] Trial 4175 finished with value: 0.9891615399231384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:12:31,556] Trial 4176 finished with value: 0.9971658882701112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:12:33,010] Trial 4177 finished with value: 0.9974955677199727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:12:34,273] Trial 4178 finished with value: 0.9956867497256745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:12:36,066] Trial 4179 finished with value: 0.9974010906978696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 70}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:12:38,691] Trial 4180 finished with value: 0.9975861412016224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:12:46,422] Trial 4181 finished with value: 0.9928760528591875 and parameters: {'classifier': 'SVC', 'svc_c': 2994447.7405827558, 'svc_kernel': 'rbf'}. Best is trial 3709 with value: 0.9978157576307142.
[I 2023-09-10 02:12:48,567] Trial 4182 finished with value: 0.9978785961167351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:12:51,070] Trial 4183 finished with value: 0.9972574609563017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:12:52,685] Trial 4184 finished with value: 0.997427681510196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:12:56,811] Trial 4185 finished with value: 0.9969739653350885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 22, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:12:58,657] Trial 4186 finished with value: 0.9973354051311212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:13:01,646] Trial 4187 finished with value: 0.9971289827965465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:13:04,185] Trial 4188 finished with value: 0.9972761807675755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:13:05,659] Trial 4189 finished with value: 0.9972023931478079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:13:07,028] Trial 4190 finished with value: 0.9973330391018571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 107}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:13:13,073] Trial 4191 finished with value: 0.9968285863904884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 37, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:13:14,020] Trial 4192 finished with value: 0.9963507385513392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 2, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:13:15,073] Trial 4193 finished with value: 0.9969247746570864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 3, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:13:26,099] Trial 4194 finished with value: 0.9967108564635255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 59, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:13:29,471] Trial 4195 finished with value: 0.9976175823596578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 17, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:13:31,867] Trial 4196 finished with value: 0.9976066630278065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:13:34,595] Trial 4197 finished with value: 0.9974812804883322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:13:35,263] Trial 4198 finished with value: 0.9969685883305428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 19}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:13:37,308] Trial 4199 finished with value: 0.9975777488419636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:13:42,857] Trial 4200 finished with value: 0.9967029539784686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 29, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:13:44,421] Trial 4201 finished with value: 0.9867325520133865 and parameters: {'classifier': 'SVC', 'svc_c': 6999747713.889951, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:13:46,760] Trial 4202 finished with value: 0.9972682777429741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:13:50,647] Trial 4203 finished with value: 0.9972376222885759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 21, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:13:52,581] Trial 4204 finished with value: 0.9972675299343984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:13:54,442] Trial 4205 finished with value: 0.9964901126838459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:13:56,106] Trial 4206 finished with value: 0.9961725940575624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 15, 'rf_n_estimators': 49}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:13:57,819] Trial 4207 finished with value: 0.997602627394182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:13:58,958] Trial 4208 finished with value: 0.993916046927022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:14:10,976] Trial 4209 finished with value: 0.9961435507301742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 73, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:14:13,644] Trial 4210 finished with value: 0.996778632923618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:14:16,123] Trial 4211 finished with value: 0.9973841678551789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:14:24,917] Trial 4212 finished with value: 0.9966272249826389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 52, 'rf_n_estimators': 102}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:14:29,239] Trial 4213 finished with value: 0.9964023097310911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 19, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:14:31,433] Trial 4214 finished with value: 0.9971990017937052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:14:33,502] Trial 4215 finished with value: 0.9974942028947377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:14:36,100] Trial 4216 finished with value: 0.9973989277912135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:14:38,294] Trial 4217 finished with value: 0.9971471618890906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:14:40,935] Trial 4218 finished with value: 0.9974121733847309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 98}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:14:43,338] Trial 4219 finished with value: 0.9974944494030652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:14:44,316] Trial 4220 finished with value: 0.99631651001158 and parameters: {'classifier': 'SVC', 'svc_c': 20287.90996324436, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:14:46,057] Trial 4221 finished with value: 0.9971551356257496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:14:48,810] Trial 4222 finished with value: 0.9971487719531366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:14:50,972] Trial 4223 finished with value: 0.9974381024299485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 90}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:14:54,790] Trial 4224 finished with value: 0.9973091326817446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:14:55,873] Trial 4225 finished with value: 0.9938684846575764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:14:57,959] Trial 4226 finished with value: 0.9972762418630473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 95}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:14:59,002] Trial 4227 finished with value: 0.9971301857267153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 77}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:14:59,909] Trial 4228 finished with value: 0.997102480183865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 1, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:15:01,891] Trial 4229 finished with value: 0.9972563131548782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 88}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:15:04,076] Trial 4230 finished with value: 0.9972671559666346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:15:05,865] Trial 4231 finished with value: 0.9973849181710494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:15:07,079] Trial 4232 finished with value: 0.9969843515018324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:15:14,643] Trial 4233 finished with value: 0.9965425711285393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 43, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:15:22,315] Trial 4234 finished with value: 0.9950634602912957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 57, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:15:23,517] Trial 4235 finished with value: 0.997316817190853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 5, 'rf_n_estimators': 86}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:15:34,830] Trial 4236 finished with value: 0.9966588018837048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 48, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:15:42,430] Trial 4237 finished with value: 0.9956720546619229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 74, 'rf_n_estimators': 61}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:15:43,577] Trial 4238 finished with value: 0.9964943331273056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 83}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:15:44,960] Trial 4239 finished with value: 0.9868272830022252 and parameters: {'classifier': 'SVC', 'svc_c': 519655.2057045936, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:15:47,509] Trial 4240 finished with value: 0.9975385456708495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:15:52,850] Trial 4241 finished with value: 0.9966233340738727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 37, 'rf_n_estimators': 105}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:15:55,465] Trial 4242 finished with value: 0.997465270173957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:16:07,406] Trial 4243 finished with value: 0.9962343987764614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 48, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:16:08,369] Trial 4244 finished with value: 0.9972619856393424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 91}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:16:11,800] Trial 4245 finished with value: 0.9945685847791473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 44, 'rf_n_estimators': 80}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:16:12,596] Trial 4246 finished with value: 0.9971203057478578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 52}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:16:15,223] Trial 4247 finished with value: 0.9972524842937208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:16:17,550] Trial 4248 finished with value: 0.9974430762361178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:16:19,904] Trial 4249 finished with value: 0.9974902676481147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:16:21,676] Trial 4250 finished with value: 0.9974126221270047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 94}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:16:23,423] Trial 4251 finished with value: 0.9974223564606048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 56}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:16:24,854] Trial 4252 finished with value: 0.9973315758573711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:16:27,022] Trial 4253 finished with value: 0.997524026911174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:16:28,094] Trial 4254 finished with value: 0.9972045721455832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 65}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:16:37,298] Trial 4255 finished with value: 0.9969250247835353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 38, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:16:41,153] Trial 4256 finished with value: 0.995583780464718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 34, 'rf_n_estimators': 102}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:16:42,926] Trial 4257 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 2.6027779790017758e-05, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:16:44,018] Trial 4258 finished with value: 0.9953686222711119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:16:46,397] Trial 4259 finished with value: 0.9973100536523436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:16:50,191] Trial 4260 finished with value: 0.9965923945652025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 18, 'rf_n_estimators': 88}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:16:52,829] Trial 4261 finished with value: 0.9974817920081868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:17:05,573] Trial 4262 finished with value: 0.9967205721987119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 57, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:17:13,140] Trial 4263 finished with value: 0.9966849984160068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 32, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:17:15,367] Trial 4264 finished with value: 0.9972938993430822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:17:18,188] Trial 4265 finished with value: 0.9974685199452545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:17:20,617] Trial 4266 finished with value: 0.9972883656802253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:17:22,377] Trial 4267 finished with value: 0.9971269415730276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 8, 'rf_n_estimators': 96}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:17:25,720] Trial 4268 finished with value: 0.9974456513547163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:17:29,178] Trial 4269 finished with value: 0.9970887590930179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 16, 'rf_n_estimators': 106}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:17:35,324] Trial 4270 finished with value: 0.9970409011532261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 30, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:17:37,409] Trial 4271 finished with value: 0.9974442431437618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:17:40,042] Trial 4272 finished with value: 0.997417783821586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:17:42,084] Trial 4273 finished with value: 0.9973920711019456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 90}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:17:43,949] Trial 4274 finished with value: 0.9969269074762064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 99}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:17:46,799] Trial 4275 finished with value: 0.9973749328223391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:17:47,611] Trial 4276 finished with value: 0.9926379182613715 and parameters: {'classifier': 'SVC', 'svc_c': 310.96822367680215, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:17:49,527] Trial 4277 finished with value: 0.9969498313859174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:17:51,850] Trial 4278 finished with value: 0.997804289423491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:17:53,365] Trial 4279 finished with value: 0.9973957137250617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 85}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:17:58,618] Trial 4280 finished with value: 0.9971104151368011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 26, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:18:00,448] Trial 4281 finished with value: 0.9973765071812392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:18:02,484] Trial 4282 finished with value: 0.9974660738729879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:18:04,183] Trial 4283 finished with value: 0.9974775626146372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:18:06,784] Trial 4284 finished with value: 0.997399689342303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:18:07,356] Trial 4285 finished with value: 0.9969539285910823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 16}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:18:11,918] Trial 4286 finished with value: 0.9970518184855894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 25, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:18:13,386] Trial 4287 finished with value: 0.9975080935612245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:18:15,185] Trial 4288 finished with value: 0.9973182493956654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 92}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:18:17,457] Trial 4289 finished with value: 0.9973717076796578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:18:19,448] Trial 4290 finished with value: 0.9973902374126036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:18:20,630] Trial 4291 finished with value: 0.9973531038386979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 63}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:18:22,355] Trial 4292 finished with value: 0.9974311682049728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:18:23,644] Trial 4293 finished with value: 0.9974118157619895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 73}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:18:25,156] Trial 4294 finished with value: 0.9973873259991376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 82}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:20:28,994] Trial 4295 finished with value: 0.9897377951116383 and parameters: {'classifier': 'SVC', 'svc_c': 718584399.3326333, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:20:31,928] Trial 4296 finished with value: 0.9974598150941589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:20:33,872] Trial 4297 finished with value: 0.9975530203465718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:20:46,556] Trial 4298 finished with value: 0.9963117839832544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 61, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:20:48,291] Trial 4299 finished with value: 0.9975104752690148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:20:49,221] Trial 4300 finished with value: 0.9900887444819008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:20:54,083] Trial 4301 finished with value: 0.9968768990075425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 47, 'rf_n_estimators': 58}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:20:56,056] Trial 4302 finished with value: 0.9974081019824848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:20:57,636] Trial 4303 finished with value: 0.997355354881523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:20:59,198] Trial 4304 finished with value: 0.9969293871589171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:21:02,441] Trial 4305 finished with value: 0.9973288022181613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:21:04,685] Trial 4306 finished with value: 0.9974693582386046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:21:07,377] Trial 4307 finished with value: 0.9973460092103377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:21:10,121] Trial 4308 finished with value: 0.9953979288327047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 23, 'rf_n_estimators': 106}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:21:11,083] Trial 4309 finished with value: 0.9969439090923835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 3, 'rf_n_estimators': 88}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:21:12,389] Trial 4310 finished with value: 0.9972236453267187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 4, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:21:13,103] Trial 4311 finished with value: 0.9967015214880149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 67}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:21:15,151] Trial 4312 finished with value: 0.9976153041491839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:21:17,019] Trial 4313 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 1.1892470042048848e-09, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:21:20,196] Trial 4314 finished with value: 0.9967667366989748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 19, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:21:21,283] Trial 4315 finished with value: 0.9972412181934923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:21:22,916] Trial 4316 finished with value: 0.9965488442846403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:21:24,825] Trial 4317 finished with value: 0.9975018360836497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:21:27,265] Trial 4318 finished with value: 0.9974664334952176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:21:30,996] Trial 4319 finished with value: 0.9965190862830516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 37, 'rf_n_estimators': 60}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:21:32,461] Trial 4320 finished with value: 0.9968099401159463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 103}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:21:34,471] Trial 4321 finished with value: 0.9960750936189179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:21:38,240] Trial 4322 finished with value: 0.9969527705383144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 17, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:21:40,459] Trial 4323 finished with value: 0.9974366703203499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:21:45,078] Trial 4324 finished with value: 0.9972122149510813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 20, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:21:47,125] Trial 4325 finished with value: 0.9975977041782372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:21:48,866] Trial 4326 finished with value: 0.9974506086571736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:21:50,561] Trial 4327 finished with value: 0.997218428154275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:21:59,814] Trial 4328 finished with value: 0.9969040534533676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 54, 'rf_n_estimators': 86}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:22:02,086] Trial 4329 finished with value: 0.9975034185991921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 93}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:22:03,095] Trial 4330 finished with value: 0.9901396105088245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:22:05,765] Trial 4331 finished with value: 0.9974078352253725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:22:07,654] Trial 4332 finished with value: 0.9972940294685029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:22:09,698] Trial 4333 finished with value: 0.9952495422453032 and parameters: {'classifier': 'SVC', 'svc_c': 213656.55551372105, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:22:11,407] Trial 4334 finished with value: 0.9969917888043796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:22:14,543] Trial 4335 finished with value: 0.9977290953383539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:22:16,596] Trial 4336 finished with value: 0.9971392599118403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:22:19,400] Trial 4337 finished with value: 0.9973484346847025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:22:21,512] Trial 4338 finished with value: 0.9970063312405343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:22:28,584] Trial 4339 finished with value: 0.9970803866965029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 45, 'rf_n_estimators': 90}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:22:30,688] Trial 4340 finished with value: 0.9973792710451733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 100}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:22:32,163] Trial 4341 finished with value: 0.997471359884953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:22:40,409] Trial 4342 finished with value: 0.9969329139704088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 34, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:22:42,016] Trial 4343 finished with value: 0.9974013047700554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:22:44,222] Trial 4344 finished with value: 0.9957825609141938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:22:58,639] Trial 4345 finished with value: 0.9957035919540802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 67, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:23:01,283] Trial 4346 finished with value: 0.9971664589811633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 16, 'rf_n_estimators': 97}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:23:04,213] Trial 4347 finished with value: 0.9968926678916555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:23:06,418] Trial 4348 finished with value: 0.9975866779848513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:23:08,992] Trial 4349 finished with value: 0.9974376168082264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:23:14,093] Trial 4350 finished with value: 0.9972660134019659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 21, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:23:15,963] Trial 4351 finished with value: 0.997584483625929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:23:17,564] Trial 4352 finished with value: 0.9857233822773557 and parameters: {'classifier': 'SVC', 'svc_c': 0.43274169359252934, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:23:19,657] Trial 4353 finished with value: 0.9972454917027332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 78}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:23:21,652] Trial 4354 finished with value: 0.9973060227159295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:23:23,861] Trial 4355 finished with value: 0.9975222131532379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:23:32,950] Trial 4356 finished with value: 0.9968446333621467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 42, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:23:35,872] Trial 4357 finished with value: 0.9974629096036131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:23:44,878] Trial 4358 finished with value: 0.9970192490766813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 40, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:23:47,728] Trial 4359 finished with value: 0.9971968402835168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:23:48,761] Trial 4360 finished with value: 0.9972734486098108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 81}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:23:50,800] Trial 4361 finished with value: 0.9970624392272075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:23:55,623] Trial 4362 finished with value: 0.9967665588080034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 29, 'rf_n_estimators': 84}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:23:59,083] Trial 4363 finished with value: 0.9968729144402113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:24:01,175] Trial 4364 finished with value: 0.9972323391647605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:24:03,701] Trial 4365 finished with value: 0.9973143848611001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:24:04,762] Trial 4366 finished with value: 0.9936598581888036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:24:07,948] Trial 4367 finished with value: 0.9974855871319485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:24:09,145] Trial 4368 finished with value: 0.9971688451957365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 5, 'rf_n_estimators': 88}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:24:09,876] Trial 4369 finished with value: 0.995090864324025 and parameters: {'classifier': 'SVC', 'svc_c': 1707.7881178031298, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:24:11,092] Trial 4370 finished with value: 0.9972971153452462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 94}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:24:12,630] Trial 4371 finished with value: 0.9972747272348892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 70}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:24:14,591] Trial 4372 finished with value: 0.9972308350101118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:24:17,651] Trial 4373 finished with value: 0.9973381011394092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:24:20,717] Trial 4374 finished with value: 0.997337187468529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:24:21,857] Trial 4375 finished with value: 0.9918765946054634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 18, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:24:23,928] Trial 4376 finished with value: 0.997472641302967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:24:24,922] Trial 4377 finished with value: 0.9966064994308268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 34}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:24:27,104] Trial 4378 finished with value: 0.9973679905041969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:24:28,511] Trial 4379 finished with value: 0.995382251480717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:24:37,614] Trial 4380 finished with value: 0.9960933569756065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 63, 'rf_n_estimators': 75}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:24:44,932] Trial 4381 finished with value: 0.9970611971324607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 34, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:24:46,220] Trial 4382 finished with value: 0.9974479631756342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:24:49,283] Trial 4383 finished with value: 0.997459817474502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:24:51,459] Trial 4384 finished with value: 0.9975120866977908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 90}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:24:53,292] Trial 4385 finished with value: 0.9974741094668288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:24:54,693] Trial 4386 finished with value: 0.9972383846331133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 62}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:24:56,457] Trial 4387 finished with value: 0.9975441516326599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:24:59,408] Trial 4388 finished with value: 0.997341651944759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:25:01,204] Trial 4389 finished with value: 0.9852063832220469 and parameters: {'classifier': 'SVC', 'svc_c': 4.794219417076958e-10, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:25:04,590] Trial 4390 finished with value: 0.9964402715374302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 23, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:25:07,412] Trial 4391 finished with value: 0.997529610307332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:25:09,312] Trial 4392 finished with value: 0.9972917883596426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:25:11,539] Trial 4393 finished with value: 0.997227942671128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:25:16,715] Trial 4394 finished with value: 0.9966494417400336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 22, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:25:19,603] Trial 4395 finished with value: 0.997390510295132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:25:23,280] Trial 4396 finished with value: 0.9975092227642345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:25:24,346] Trial 4397 finished with value: 0.9971847109122053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 106}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:25:26,385] Trial 4398 finished with value: 0.997254741557176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 86}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:25:28,666] Trial 4399 finished with value: 0.9974097386746351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:25:38,448] Trial 4400 finished with value: 0.996075356726171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 56, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:25:40,511] Trial 4401 finished with value: 0.9972933699230477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 92}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:25:42,703] Trial 4402 finished with value: 0.9973950790938639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:25:44,930] Trial 4403 finished with value: 0.9973360023433259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 56}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:25:46,027] Trial 4404 finished with value: 0.994274469178026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:25:48,611] Trial 4405 finished with value: 0.997424507021215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:25:50,991] Trial 4406 finished with value: 0.9975970983650595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:25:51,781] Trial 4407 finished with value: 0.9932763409965283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:25:53,589] Trial 4408 finished with value: 0.9853091296511552 and parameters: {'classifier': 'SVC', 'svc_c': 0.0014986417594036873, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:25:59,102] Trial 4409 finished with value: 0.9969589694911879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 23, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:26:00,910] Trial 4410 finished with value: 0.997734050641323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:26:03,377] Trial 4411 finished with value: 0.9974414573806717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 96}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:26:05,250] Trial 4412 finished with value: 0.9969225006360162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:26:07,479] Trial 4413 finished with value: 0.9973217425014994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:26:09,042] Trial 4414 finished with value: 0.997062199986861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:26:12,267] Trial 4415 finished with value: 0.9971525569525057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 27, 'rf_n_estimators': 64}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:26:23,297] Trial 4416 finished with value: 0.9964387751903067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 47, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:26:24,843] Trial 4417 finished with value: 0.9971917724696656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 103}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:26:25,934] Trial 4418 finished with value: 0.9956488067081765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:26:27,159] Trial 4419 finished with value: 0.995459988311787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:26:29,830] Trial 4420 finished with value: 0.9976735167082392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:26:32,983] Trial 4421 finished with value: 0.9973121741888934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:26:33,751] Trial 4422 finished with value: 0.9968517852139541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 83}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:26:37,332] Trial 4423 finished with value: 0.9971776599869436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:26:40,197] Trial 4424 finished with value: 0.9972750330296277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:26:42,157] Trial 4425 finished with value: 0.9973882087255581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:26:45,964] Trial 4426 finished with value: 0.9974693819785593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 16, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:26:47,815] Trial 4427 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 3.661998028868722e-09, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:26:50,017] Trial 4428 finished with value: 0.9973900783739493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:26:52,152] Trial 4429 finished with value: 0.9972069669611293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 87}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:26:53,867] Trial 4430 finished with value: 0.9970621247680201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:26:55,344] Trial 4431 finished with value: 0.9974462983636979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 60}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:26:55,856] Trial 4432 finished with value: 0.9942498387845061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 10}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:26:58,145] Trial 4433 finished with value: 0.9974865908432721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:27:00,994] Trial 4434 finished with value: 0.997166614846027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 100}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:27:03,413] Trial 4435 finished with value: 0.9976718829042386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:27:05,097] Trial 4436 finished with value: 0.9972359227871067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:27:07,151] Trial 4437 finished with value: 0.9971830175044142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:27:10,372] Trial 4438 finished with value: 0.9975576313884585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:27:11,851] Trial 4439 finished with value: 0.9965910834405071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 67}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:27:13,368] Trial 4440 finished with value: 0.9973530960629106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 90}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:27:15,410] Trial 4441 finished with value: 0.996717537610427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:27:17,229] Trial 4442 finished with value: 0.9975107398044737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:27:21,678] Trial 4443 finished with value: 0.997117015955059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:27:23,473] Trial 4444 finished with value: 0.9854203929159953 and parameters: {'classifier': 'SVC', 'svc_c': 0.1639552425584462, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:27:24,865] Trial 4445 finished with value: 0.994368805537723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:27:27,104] Trial 4446 finished with value: 0.9973265513975016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:27:29,539] Trial 4447 finished with value: 0.9975022783513903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:27:31,677] Trial 4448 finished with value: 0.9975305891361362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:27:33,807] Trial 4449 finished with value: 0.9973028587004578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:27:35,552] Trial 4450 finished with value: 0.9973941148327593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:27:38,479] Trial 4451 finished with value: 0.9972353538533772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:27:40,752] Trial 4452 finished with value: 0.9976537838229591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:27:43,585] Trial 4453 finished with value: 0.9974783344170711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:27:45,907] Trial 4454 finished with value: 0.9972834735674297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:27:47,754] Trial 4455 finished with value: 0.9909023092730496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 30, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:27:49,494] Trial 4456 finished with value: 0.997509927060139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 95}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:27:50,762] Trial 4457 finished with value: 0.997178651447435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:27:52,542] Trial 4458 finished with value: 0.9973333544497057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:27:56,003] Trial 4459 finished with value: 0.9969082280038131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:28:00,813] Trial 4460 finished with value: 0.9972445394068196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:28:03,295] Trial 4461 finished with value: 0.9974521799057587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:28:05,643] Trial 4462 finished with value: 0.997468480971104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:28:07,340] Trial 4463 finished with value: 0.9972386762410071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 84}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:28:09,293] Trial 4464 finished with value: 0.9853664875401006 and parameters: {'classifier': 'SVC', 'svc_c': 0.005427052374209086, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:28:10,833] Trial 4465 finished with value: 0.9973789447794846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 7, 'rf_n_estimators': 91}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:28:18,646] Trial 4466 finished with value: 0.9969202835527521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 38, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:28:22,286] Trial 4467 finished with value: 0.9973385325845232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:28:23,816] Trial 4468 finished with value: 0.9974849892849854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 80}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:28:28,732] Trial 4469 finished with value: 0.9949734738657204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 53, 'rf_n_estimators': 87}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:28:30,965] Trial 4470 finished with value: 0.9972013783916923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:28:32,914] Trial 4471 finished with value: 0.997074051365841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:28:36,115] Trial 4472 finished with value: 0.9972487919055656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:28:36,974] Trial 4473 finished with value: 0.9961427151345464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 40}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:28:39,636] Trial 4474 finished with value: 0.9975738399378037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:28:42,508] Trial 4475 finished with value: 0.9971145424295024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:28:44,034] Trial 4476 finished with value: 0.994070097715294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 29, 'rf_n_estimators': 54}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:28:46,071] Trial 4477 finished with value: 0.997680750094731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:28:49,759] Trial 4478 finished with value: 0.9973678479692544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:28:52,518] Trial 4479 finished with value: 0.9975490698657531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:28:54,432] Trial 4480 finished with value: 0.9971441778275545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 93}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:29:10,266] Trial 4481 finished with value: 0.9962489785998709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 74, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:29:13,302] Trial 4482 finished with value: 0.997600549100787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:29:24,116] Trial 4483 finished with value: 0.9960729452164855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 48, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:29:26,011] Trial 4484 finished with value: 0.9974870428862883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:29:27,798] Trial 4485 finished with value: 0.9853895917846017 and parameters: {'classifier': 'SVC', 'svc_c': 0.03759985575977516, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:29:29,334] Trial 4486 finished with value: 0.997194873136274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:29:30,561] Trial 4487 finished with value: 0.9973663803131991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:29:32,832] Trial 4488 finished with value: 0.997505879016993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 89}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:29:36,513] Trial 4489 finished with value: 0.9974262960553212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:29:42,096] Trial 4490 finished with value: 0.9974946196134629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 25, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:29:44,487] Trial 4491 finished with value: 0.9975574788878131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:29:58,885] Trial 4492 finished with value: 0.9961590867849979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 66, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:30:00,643] Trial 4493 finished with value: 0.9972750210644366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 102}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:30:02,819] Trial 4494 finished with value: 0.997544577904495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:30:05,428] Trial 4495 finished with value: 0.9971827146295631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:30:08,096] Trial 4496 finished with value: 0.997255219657014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 106}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:30:13,505] Trial 4497 finished with value: 0.9972902168888922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 24, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:30:18,629] Trial 4498 finished with value: 0.9964423990563196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 37, 'rf_n_estimators': 98}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:30:19,945] Trial 4499 finished with value: 0.9969452898817859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 58}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:30:21,782] Trial 4500 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 6.371520736726691e-05, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:30:23,922] Trial 4501 finished with value: 0.997352727871446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:30:32,883] Trial 4502 finished with value: 0.9968563500454475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 40, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:30:34,585] Trial 4503 finished with value: 0.9973094351757407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:30:37,454] Trial 4504 finished with value: 0.9975572949983773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:30:40,003] Trial 4505 finished with value: 0.9972988110064286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:30:45,433] Trial 4506 finished with value: 0.9970330801393779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 24, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:30:48,119] Trial 4507 finished with value: 0.9947444381768594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 32, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:30:50,151] Trial 4508 finished with value: 0.9974589913685085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:30:52,480] Trial 4509 finished with value: 0.9973985801024371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:30:53,189] Trial 4510 finished with value: 0.9972427391374942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 1, 'rf_n_estimators': 64}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:30:54,760] Trial 4511 finished with value: 0.997402947206767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 85}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:30:56,937] Trial 4512 finished with value: 0.9975354390375148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:31:00,046] Trial 4513 finished with value: 0.9972715566179328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:31:03,295] Trial 4514 finished with value: 0.9976149006334283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:31:21,028] Trial 4515 finished with value: 0.9957708247755557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 73, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:31:29,126] Trial 4516 finished with value: 0.9961489105962498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 67, 'rf_n_estimators': 77}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:31:36,042] Trial 4517 finished with value: 0.995242929176213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 54, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:31:38,530] Trial 4518 finished with value: 0.9975659998177351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:32:04,536] Trial 4519 finished with value: 0.9902824897758324 and parameters: {'classifier': 'SVC', 'svc_c': 11515753.893076219, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:32:05,931] Trial 4520 finished with value: 0.995654436981224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:32:09,263] Trial 4521 finished with value: 0.9972412993473218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:32:12,230] Trial 4522 finished with value: 0.9972451190996995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 16, 'rf_n_estimators': 88}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:32:13,735] Trial 4523 finished with value: 0.9974138171861725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 92}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:32:15,810] Trial 4524 finished with value: 0.9975636691762378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:32:20,750] Trial 4525 finished with value: 0.9972784967461594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 21, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:32:23,161] Trial 4526 finished with value: 0.9973823906275743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:32:25,939] Trial 4527 finished with value: 0.9878718579926726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 63, 'rf_n_estimators': 82}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:32:28,555] Trial 4528 finished with value: 0.9972178739469348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:32:29,981] Trial 4529 finished with value: 0.9973203855472658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 5, 'rf_n_estimators': 107}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:32:41,369] Trial 4530 finished with value: 0.9967296448604173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 57, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:32:45,892] Trial 4531 finished with value: 0.9976218118166832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:32:47,005] Trial 4532 finished with value: 0.9972455972630133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:32:48,692] Trial 4533 finished with value: 0.9973437812092335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:32:51,061] Trial 4534 finished with value: 0.9974307962684352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:32:53,382] Trial 4535 finished with value: 0.9972900211929548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:32:54,923] Trial 4536 finished with value: 0.9974291703354354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 71}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:33:01,988] Trial 4537 finished with value: 0.997081541162887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 31, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:33:03,865] Trial 4538 finished with value: 0.9852046621070628 and parameters: {'classifier': 'SVC', 'svc_c': 2.6664698214798373e-07, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:33:04,983] Trial 4539 finished with value: 0.9972513783545972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 60}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:33:06,903] Trial 4540 finished with value: 0.9962128817129748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:33:09,967] Trial 4541 finished with value: 0.9969180957318383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 105}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:33:12,650] Trial 4542 finished with value: 0.9974676976160719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:33:19,784] Trial 4543 finished with value: 0.9969814511014204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 36, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:33:22,147] Trial 4544 finished with value: 0.9971298806619489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:33:24,604] Trial 4545 finished with value: 0.9973483301082974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:33:26,799] Trial 4546 finished with value: 0.9974899061850865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:33:28,179] Trial 4547 finished with value: 0.9972045533884799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:33:32,729] Trial 4548 finished with value: 0.9973911646355704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:33:34,309] Trial 4549 finished with value: 0.9974348271096356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:33:36,018] Trial 4550 finished with value: 0.9970501285689682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 97}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:33:39,003] Trial 4551 finished with value: 0.9973438480492666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:33:41,185] Trial 4552 finished with value: 0.99711118519365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:33:43,031] Trial 4553 finished with value: 0.9974099334819111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:33:46,466] Trial 4554 finished with value: 0.9970627140774861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:33:55,693] Trial 4555 finished with value: 0.9969756895603878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 42, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:33:58,072] Trial 4556 finished with value: 0.9974708801664814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 89}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:33:59,850] Trial 4557 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 8.522701915646582e-06, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:34:02,686] Trial 4558 finished with value: 0.9976089673903162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:34:04,628] Trial 4559 finished with value: 0.9974627839849753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 93}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:34:07,323] Trial 4560 finished with value: 0.9973617918687024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:34:08,456] Trial 4561 finished with value: 0.9972430451861358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:34:10,436] Trial 4562 finished with value: 0.9971809621892643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 85}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:34:13,986] Trial 4563 finished with value: 0.9971324394990008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 20, 'rf_n_estimators': 103}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:34:20,150] Trial 4564 finished with value: 0.9972671447314153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 26, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:34:25,384] Trial 4565 finished with value: 0.9966015678360746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 32, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:34:28,468] Trial 4566 finished with value: 0.9973342910353553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:34:32,034] Trial 4567 finished with value: 0.9976009409052549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:34:32,944] Trial 4568 finished with value: 0.9968627799550736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:34:35,219] Trial 4569 finished with value: 0.9975705225330254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:34:36,385] Trial 4570 finished with value: 0.9972609380027547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 68}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:34:38,493] Trial 4571 finished with value: 0.9973403544356257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:34:39,553] Trial 4572 finished with value: 0.9970740193740303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:34:41,927] Trial 4573 finished with value: 0.9972131025968771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:34:44,538] Trial 4574 finished with value: 0.9973636223525159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:34:45,566] Trial 4575 finished with value: 0.9908975536649943 and parameters: {'classifier': 'SVC', 'svc_c': 10314.543686597342, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:34:50,555] Trial 4576 finished with value: 0.9972553910099765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 23, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:35:05,800] Trial 4577 finished with value: 0.9957569319826293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 65, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:35:07,558] Trial 4578 finished with value: 0.9975354799476776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:35:10,692] Trial 4579 finished with value: 0.9973682180967313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:35:12,891] Trial 4580 finished with value: 0.9974894511587071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 95}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:35:14,721] Trial 4581 finished with value: 0.9974531479119366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:35:17,008] Trial 4582 finished with value: 0.9974756776050988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 87}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:35:19,665] Trial 4583 finished with value: 0.997451216660267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:35:20,332] Trial 4584 finished with value: 0.9941518011817777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 12, 'rf_n_estimators': 13}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:35:20,935] Trial 4585 finished with value: 0.9866836505311972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 2, 'rf_n_estimators': 107}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:35:30,859] Trial 4586 finished with value: 0.996848313975538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 51, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:35:33,226] Trial 4587 finished with value: 0.9971443874246955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 90}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:35:35,488] Trial 4588 finished with value: 0.996923148660611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 63}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:35:37,247] Trial 4589 finished with value: 0.9976374181392341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:35:39,548] Trial 4590 finished with value: 0.9972973266244963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:35:42,061] Trial 4591 finished with value: 0.9973951459338971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:35:43,752] Trial 4592 finished with value: 0.994024605963456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:35:45,093] Trial 4593 finished with value: 0.997521988448853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:36:49,593] Trial 4594 finished with value: 0.9906867951070736 and parameters: {'classifier': 'SVC', 'svc_c': 145467544.60515147, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:36:51,424] Trial 4595 finished with value: 0.9964815627137388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:36:53,355] Trial 4596 finished with value: 0.997551658885555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:36:55,634] Trial 4597 finished with value: 0.9975413124864092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 82}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:36:57,900] Trial 4598 finished with value: 0.9975092638648246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:36:59,830] Trial 4599 finished with value: 0.9974282365744598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:37:04,873] Trial 4600 finished with value: 0.9960902924902127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 34, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:37:07,541] Trial 4601 finished with value: 0.9974009081096878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:37:08,357] Trial 4602 finished with value: 0.9968559397060418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 22}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:37:09,293] Trial 4603 finished with value: 0.9959766591019187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 57}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:37:11,503] Trial 4604 finished with value: 0.9974421209568408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:37:13,676] Trial 4605 finished with value: 0.9974262159171049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:37:15,397] Trial 4606 finished with value: 0.9971471579218522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:37:24,306] Trial 4607 finished with value: 0.9969627271642186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 43, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:37:26,623] Trial 4608 finished with value: 0.9972617270706102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:37:29,894] Trial 4609 finished with value: 0.9971344698681553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 16, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:37:31,702] Trial 4610 finished with value: 0.9972863297886748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 79}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:37:33,402] Trial 4611 finished with value: 0.9975164041322957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 75}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:37:34,392] Trial 4612 finished with value: 0.997313667362226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 105}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:37:35,663] Trial 4613 finished with value: 0.9867841684513946 and parameters: {'classifier': 'SVC', 'svc_c': 1434182.699502516, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:37:46,216] Trial 4614 finished with value: 0.9967597546449724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 49, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:37:49,047] Trial 4615 finished with value: 0.9975134504439369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:37:52,445] Trial 4616 finished with value: 0.9971268688932194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:37:53,285] Trial 4617 finished with value: 0.992139751369529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:37:56,561] Trial 4618 finished with value: 0.9973276423563329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 19, 'rf_n_estimators': 92}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:37:57,604] Trial 4619 finished with value: 0.9974186223688394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 61}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:37:59,217] Trial 4620 finished with value: 0.9972678162737996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 86}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:38:01,900] Trial 4621 finished with value: 0.9974636582373746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:38:05,320] Trial 4622 finished with value: 0.9948050726556339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 40, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:38:08,555] Trial 4623 finished with value: 0.997267924182685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:38:11,216] Trial 4624 finished with value: 0.9971645907609781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:38:12,881] Trial 4625 finished with value: 0.9974279844485231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 98}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:38:16,352] Trial 4626 finished with value: 0.9976054526709671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:38:18,757] Trial 4627 finished with value: 0.9973990757533381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:38:21,380] Trial 4628 finished with value: 0.9976793750816277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:38:23,422] Trial 4629 finished with value: 0.9977707968223303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:38:25,267] Trial 4630 finished with value: 0.9974540684382047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:38:26,948] Trial 4631 finished with value: 0.9974594930496119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:38:27,713] Trial 4632 finished with value: 0.9931163612497617 and parameters: {'classifier': 'SVC', 'svc_c': 125.53187781818234, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:38:29,710] Trial 4633 finished with value: 0.9972667799676449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:38:31,594] Trial 4634 finished with value: 0.9973624636015143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:38:32,831] Trial 4635 finished with value: 0.9961561599786468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:38:34,849] Trial 4636 finished with value: 0.99753605050004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:38:37,491] Trial 4637 finished with value: 0.9974738749871682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:38:39,441] Trial 4638 finished with value: 0.9976071931778128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:38:41,305] Trial 4639 finished with value: 0.9975560674713302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:38:43,331] Trial 4640 finished with value: 0.9974577079192682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:38:45,157] Trial 4641 finished with value: 0.9970774517652474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:38:46,812] Trial 4642 finished with value: 0.9975199352918809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:38:48,434] Trial 4643 finished with value: 0.9975018129149772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:38:49,359] Trial 4644 finished with value: 0.9896249198467398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:38:51,343] Trial 4645 finished with value: 0.9974565881106789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:38:53,317] Trial 4646 finished with value: 0.997358167494883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:38:55,702] Trial 4647 finished with value: 0.9970307742217105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:38:57,707] Trial 4648 finished with value: 0.9976591047466222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:38:59,323] Trial 4649 finished with value: 0.997485842812531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:39:01,055] Trial 4650 finished with value: 0.9974523687145703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:39:02,833] Trial 4651 finished with value: 0.9852057279612093 and parameters: {'classifier': 'SVC', 'svc_c': 2.3120961207446174e-10, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:39:04,944] Trial 4652 finished with value: 0.9975494418340286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:39:06,853] Trial 4653 finished with value: 0.9970680816558734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:39:08,817] Trial 4654 finished with value: 0.9972979084438159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:39:11,133] Trial 4655 finished with value: 0.9975449385740757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:39:12,886] Trial 4656 finished with value: 0.9976694383236536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:39:14,519] Trial 4657 finished with value: 0.9971388088209613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:39:17,108] Trial 4658 finished with value: 0.9975037057955168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:39:19,302] Trial 4659 finished with value: 0.9975813793729372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:39:21,357] Trial 4660 finished with value: 0.9974921391055666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:39:22,810] Trial 4661 finished with value: 0.9974102029367455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:39:24,687] Trial 4662 finished with value: 0.9974375354639694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:39:27,016] Trial 4663 finished with value: 0.997403749191951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:39:28,826] Trial 4664 finished with value: 0.9973722539842589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:39:30,876] Trial 4665 finished with value: 0.9975096415141856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:39:32,566] Trial 4666 finished with value: 0.997429632153727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:39:39,709] Trial 4667 finished with value: 0.996600350655585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 33, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:39:42,142] Trial 4668 finished with value: 0.9976403228560017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:40:15,825] Trial 4669 finished with value: 0.9896317223276618 and parameters: {'classifier': 'SVC', 'svc_c': 37906703.30907733, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:40:16,787] Trial 4670 finished with value: 0.9970067228228365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 1, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:40:18,307] Trial 4671 finished with value: 0.9968793070260581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:40:30,091] Trial 4672 finished with value: 0.9966121894980918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 61, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:40:32,345] Trial 4673 finished with value: 0.9975613519916134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:40:34,472] Trial 4674 finished with value: 0.9974879293260438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:40:36,508] Trial 4675 finished with value: 0.9974528782349369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:40:41,542] Trial 4676 finished with value: 0.9968562040510731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 26, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:40:43,142] Trial 4677 finished with value: 0.997321159888732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:40:44,320] Trial 4678 finished with value: 0.9969596905447079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:40:57,332] Trial 4679 finished with value: 0.9959495316967907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 59, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:40:59,191] Trial 4680 finished with value: 0.9973166060702926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:41:03,791] Trial 4681 finished with value: 0.9973338574003255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 21, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:41:06,045] Trial 4682 finished with value: 0.9974158682484427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:41:15,288] Trial 4683 finished with value: 0.9968438548630143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 42, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:41:16,765] Trial 4684 finished with value: 0.9972184381834538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 5, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:41:18,410] Trial 4685 finished with value: 0.9970513855487936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:41:20,593] Trial 4686 finished with value: 0.9975063831736529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:41:25,920] Trial 4687 finished with value: 0.9966488218987007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 33, 'rf_n_estimators': 107}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:41:26,946] Trial 4688 finished with value: 0.9900034894483577 and parameters: {'classifier': 'SVC', 'svc_c': 11.273248118791404, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:41:29,440] Trial 4689 finished with value: 0.9973569572332576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:41:31,481] Trial 4690 finished with value: 0.997393704683781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:41:32,514] Trial 4691 finished with value: 0.9953682135503396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:41:34,660] Trial 4692 finished with value: 0.9974072744482854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:41:36,540] Trial 4693 finished with value: 0.9972673078325219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:41:37,264] Trial 4694 finished with value: 0.9959288156346129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 37}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:41:38,735] Trial 4695 finished with value: 0.9974405185416306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 66}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:41:41,875] Trial 4696 finished with value: 0.997123279177195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 89}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:41:45,142] Trial 4697 finished with value: 0.996149371240239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 29, 'rf_n_estimators': 53}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:41:46,037] Trial 4698 finished with value: 0.9953123441057788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 2, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:41:48,060] Trial 4699 finished with value: 0.9974642089852828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:41:50,378] Trial 4700 finished with value: 0.9970734303819434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:41:52,770] Trial 4701 finished with value: 0.997466053560727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:41:56,958] Trial 4702 finished with value: 0.9972521752934537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:42:08,886] Trial 4703 finished with value: 0.9966412058165209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 55, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:42:10,093] Trial 4704 finished with value: 0.9973891152554092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 84}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:42:11,178] Trial 4705 finished with value: 0.9972216546299485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 95}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:42:13,374] Trial 4706 finished with value: 0.9976397058393425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:42:15,146] Trial 4707 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 8.303602920306486e-07, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:42:17,239] Trial 4708 finished with value: 0.9974849566901544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:42:18,351] Trial 4709 finished with value: 0.997077452241316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 3, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:42:19,866] Trial 4710 finished with value: 0.9939669666862231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 91}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:42:33,519] Trial 4711 finished with value: 0.9963081588477253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 64, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:42:34,977] Trial 4712 finished with value: 0.9974558918444648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 100}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:42:38,730] Trial 4713 finished with value: 0.9970152293120105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:42:40,417] Trial 4714 finished with value: 0.9963812103384669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:42:42,621] Trial 4715 finished with value: 0.9971802220612623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:42:44,268] Trial 4716 finished with value: 0.9967740737097341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:42:46,654] Trial 4717 finished with value: 0.9972118400311802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:42:48,101] Trial 4718 finished with value: 0.9974211217607905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 87}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:42:49,995] Trial 4719 finished with value: 0.9970561625164608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:42:52,835] Trial 4720 finished with value: 0.9971070600908645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:42:55,174] Trial 4721 finished with value: 0.9972184460544548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:42:59,049] Trial 4722 finished with value: 0.9973194651796868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:43:00,620] Trial 4723 finished with value: 0.9974347195498671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:43:02,336] Trial 4724 finished with value: 0.9973530657532089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:43:04,303] Trial 4725 finished with value: 0.9866068935762825 and parameters: {'classifier': 'SVC', 'svc_c': 2372133463.9597726, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:43:05,103] Trial 4726 finished with value: 0.997334753424929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 27}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:43:08,204] Trial 4727 finished with value: 0.9970783275728041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 20, 'rf_n_estimators': 93}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:43:09,626] Trial 4728 finished with value: 0.9974277669169052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 72}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:43:10,352] Trial 4729 finished with value: 0.9895207804091349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 59}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:43:12,427] Trial 4730 finished with value: 0.9973208385424189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:43:14,762] Trial 4731 finished with value: 0.9974554211395592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:43:17,567] Trial 4732 finished with value: 0.9976572021225453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 103}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:43:33,798] Trial 4733 finished with value: 0.9963526240052083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 73, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:43:36,208] Trial 4734 finished with value: 0.9973095752668643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:43:40,102] Trial 4735 finished with value: 0.9969000365133708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 26, 'rf_n_estimators': 81}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:43:46,515] Trial 4736 finished with value: 0.9950055077926537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 52, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:43:47,411] Trial 4737 finished with value: 0.9968317730985637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 3, 'rf_n_estimators': 89}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:43:48,362] Trial 4738 finished with value: 0.9970137586091163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:43:49,527] Trial 4739 finished with value: 0.9973152403246582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 45}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:43:54,661] Trial 4740 finished with value: 0.9973355383668566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 23, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:44:03,938] Trial 4741 finished with value: 0.996709840660059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 41, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:44:05,512] Trial 4742 finished with value: 0.9972956040813061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:44:06,647] Trial 4743 finished with value: 0.9969896783604844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 85}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:44:08,833] Trial 4744 finished with value: 0.9971464499760881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:44:10,163] Trial 4745 finished with value: 0.9963357031937438 and parameters: {'classifier': 'SVC', 'svc_c': 64317.119928520355, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:44:12,458] Trial 4746 finished with value: 0.9975747267584144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:44:14,556] Trial 4747 finished with value: 0.9975603348868928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:44:15,937] Trial 4748 finished with value: 0.9975372078863117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 63}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:44:17,226] Trial 4749 finished with value: 0.9962560957304074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:44:19,443] Trial 4750 finished with value: 0.9973017551099393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:44:22,790] Trial 4751 finished with value: 0.996894723302019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 15, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:44:40,966] Trial 4752 finished with value: 0.9958600660268013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 74, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:44:41,826] Trial 4753 finished with value: 0.9967866155151534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 95}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:44:42,257] Trial 4754 finished with value: 0.9893912634041923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 4}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:44:52,969] Trial 4755 finished with value: 0.9967510295133538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 47, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:44:54,958] Trial 4756 finished with value: 0.9975288637365346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:44:55,988] Trial 4757 finished with value: 0.9935717416337853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:44:58,079] Trial 4758 finished with value: 0.997421927998854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 91}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:45:00,468] Trial 4759 finished with value: 0.9976782289623132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:45:02,804] Trial 4760 finished with value: 0.9976060058309564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:45:12,512] Trial 4761 finished with value: 0.9965474506413853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 63, 'rf_n_estimators': 88}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:45:21,921] Trial 4762 finished with value: 0.9970576997420091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 45, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:45:23,864] Trial 4763 finished with value: 0.9853963115247989 and parameters: {'classifier': 'SVC', 'svc_c': 0.07575989639775622, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:45:25,498] Trial 4764 finished with value: 0.9974573760359698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:45:30,634] Trial 4765 finished with value: 0.9969398763151708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 23, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:45:34,720] Trial 4766 finished with value: 0.9973016361562621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:45:36,054] Trial 4767 finished with value: 0.9968757290847973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 55}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:45:43,874] Trial 4768 finished with value: 0.9967879795152027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 39, 'rf_n_estimators': 103}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:45:59,128] Trial 4769 finished with value: 0.9958645532908489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 65, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:46:01,563] Trial 4770 finished with value: 0.9903907605685908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 47, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:46:02,411] Trial 4771 finished with value: 0.9955364437883185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 66}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:46:05,250] Trial 4772 finished with value: 0.9973877509697187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:46:07,146] Trial 4773 finished with value: 0.9973289501168102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:46:07,975] Trial 4774 finished with value: 0.9944059786887994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 5, 'rf_n_estimators': 84}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:46:10,371] Trial 4775 finished with value: 0.9969232373045865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 14, 'rf_n_estimators': 78}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:46:12,203] Trial 4776 finished with value: 0.9974872427398916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:46:24,045] Trial 4777 finished with value: 0.9962890936962804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 55, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:46:26,256] Trial 4778 finished with value: 0.9975179562746606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:46:29,072] Trial 4779 finished with value: 0.9974528801709491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:46:31,807] Trial 4780 finished with value: 0.9974933297849032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:46:33,558] Trial 4781 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.367555559803077e-06, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:46:35,731] Trial 4782 finished with value: 0.9970574705943172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:46:37,971] Trial 4783 finished with value: 0.9972676033124405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 87}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:46:42,759] Trial 4784 finished with value: 0.9970290357460909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 22, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:46:46,098] Trial 4785 finished with value: 0.9973315110803019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:46:47,379] Trial 4786 finished with value: 0.9974752458108677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 50}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:46:49,181] Trial 4787 finished with value: 0.9974231079825158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:46:50,959] Trial 4788 finished with value: 0.9972642330005703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 92}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:46:52,669] Trial 4789 finished with value: 0.9976607642265902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:46:55,394] Trial 4790 finished with value: 0.9972053022126687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:46:56,396] Trial 4791 finished with value: 0.9971599940328875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:46:58,911] Trial 4792 finished with value: 0.9971549935034001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:47:00,626] Trial 4793 finished with value: 0.9962144985689328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 60}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:47:02,464] Trial 4794 finished with value: 0.9973284215219613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:47:04,847] Trial 4795 finished with value: 0.9975879073209591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:47:06,292] Trial 4796 finished with value: 0.9975625904999768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 83}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:47:09,067] Trial 4797 finished with value: 0.9974419530950484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:47:11,219] Trial 4798 finished with value: 0.997395082902413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:47:12,496] Trial 4799 finished with value: 0.9973589026400339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:47:14,325] Trial 4800 finished with value: 0.985203433024858 and parameters: {'classifier': 'SVC', 'svc_c': 1.9730132685884057e-08, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:47:18,595] Trial 4801 finished with value: 0.9975431796909815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:47:21,850] Trial 4802 finished with value: 0.9970939870246122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 15, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:47:24,719] Trial 4803 finished with value: 0.9973576506747978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:47:26,349] Trial 4804 finished with value: 0.9972462282443519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 69}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:47:28,020] Trial 4805 finished with value: 0.9967910507290328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 62}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:47:31,460] Trial 4806 finished with value: 0.9971524453302852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 20, 'rf_n_estimators': 100}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:47:34,307] Trial 4807 finished with value: 0.9974679458382463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:47:44,127] Trial 4808 finished with value: 0.9957856187346271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 74, 'rf_n_estimators': 94}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:47:45,051] Trial 4809 finished with value: 0.9923536694678763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:47:46,640] Trial 4810 finished with value: 0.9969621652445669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:47:51,273] Trial 4811 finished with value: 0.9970746653356611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 28, 'rf_n_estimators': 90}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:47:52,961] Trial 4812 finished with value: 0.9967045285595341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:47:56,443] Trial 4813 finished with value: 0.9970449264085547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:47:58,678] Trial 4814 finished with value: 0.9973692366296579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:48:00,467] Trial 4815 finished with value: 0.9975534995889745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 87}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:48:02,301] Trial 4816 finished with value: 0.997460515168922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:48:05,099] Trial 4817 finished with value: 0.9974721125811664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 106}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:48:07,715] Trial 4818 finished with value: 0.9971561350524561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:48:08,854] Trial 4819 finished with value: 0.9876059033098982 and parameters: {'classifier': 'SVC', 'svc_c': 1.2717645011452992, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:48:11,033] Trial 4820 finished with value: 0.9972997314692211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:48:13,327] Trial 4821 finished with value: 0.9970304876284061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:48:15,767] Trial 4822 finished with value: 0.997575823430069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:48:18,527] Trial 4823 finished with value: 0.9972989980696553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:48:20,913] Trial 4824 finished with value: 0.9976354132238813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:48:28,508] Trial 4825 finished with value: 0.9967798370280896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 41, 'rf_n_estimators': 97}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:48:29,541] Trial 4826 finished with value: 0.9971159223302433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 81}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:48:32,563] Trial 4827 finished with value: 0.9953378880432274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 30, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:48:34,368] Trial 4828 finished with value: 0.997091616552041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:48:35,097] Trial 4829 finished with value: 0.9966137476071832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 75}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:48:37,230] Trial 4830 finished with value: 0.9975463025423871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:48:39,582] Trial 4831 finished with value: 0.9968683531316254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 12, 'rf_n_estimators': 91}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:48:41,866] Trial 4832 finished with value: 0.9966811805679034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 22, 'rf_n_estimators': 65}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:48:43,056] Trial 4833 finished with value: 0.9975974867100952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 58}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:48:53,083] Trial 4834 finished with value: 0.9964482452106136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 49, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:48:55,737] Trial 4835 finished with value: 0.9974772199404504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:48:58,211] Trial 4836 finished with value: 0.9975825035613575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:49:01,805] Trial 4837 finished with value: 0.9976150331391921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:49:03,646] Trial 4838 finished with value: 0.9852252291597651 and parameters: {'classifier': 'SVC', 'svc_c': 0.0005216522027266118, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:49:05,064] Trial 4839 finished with value: 0.9974499412724552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 107}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:49:09,459] Trial 4840 finished with value: 0.9973595558379076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 26, 'rf_n_estimators': 86}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:49:11,047] Trial 4841 finished with value: 0.9974549930586633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:49:12,803] Trial 4842 finished with value: 0.9974840526993359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 103}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:49:15,263] Trial 4843 finished with value: 0.9973406765119108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:49:16,433] Trial 4844 finished with value: 0.9971544602113408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:49:18,929] Trial 4845 finished with value: 0.9972473601450839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:49:27,726] Trial 4846 finished with value: 0.996722882686638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 39, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:49:29,347] Trial 4847 finished with value: 0.9961403452649954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:49:32,021] Trial 4848 finished with value: 0.9971774776526653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:49:35,140] Trial 4849 finished with value: 0.9972713723159042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:49:38,264] Trial 4850 finished with value: 0.9976248279969818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:49:41,969] Trial 4851 finished with value: 0.9974900637320592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:49:43,789] Trial 4852 finished with value: 0.9974397265538876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:49:48,879] Trial 4853 finished with value: 0.9964327637449908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 28, 'rf_n_estimators': 94}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:49:56,352] Trial 4854 finished with value: 0.9966910926655235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 33, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:49:58,648] Trial 4855 finished with value: 0.9975360224437299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 84}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:50:00,454] Trial 4856 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.2146761732000338e-07, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:50:06,404] Trial 4857 finished with value: 0.9967850616272038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 34, 'rf_n_estimators': 90}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:50:07,454] Trial 4858 finished with value: 0.9968417136968247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:50:10,482] Trial 4859 finished with value: 0.9969874303327605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:50:11,811] Trial 4860 finished with value: 0.9914629834975864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 18, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:50:13,883] Trial 4861 finished with value: 0.9973910414607513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:50:15,868] Trial 4862 finished with value: 0.9968845506996545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:50:17,649] Trial 4863 finished with value: 0.9975956165538976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 88}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:50:19,910] Trial 4864 finished with value: 0.9972704995551865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:50:22,124] Trial 4865 finished with value: 0.9974390588517904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:50:24,170] Trial 4866 finished with value: 0.9965580986458659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:50:26,175] Trial 4867 finished with value: 0.9973346911868927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:50:27,575] Trial 4868 finished with value: 0.9972819407217127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:50:29,310] Trial 4869 finished with value: 0.9973720955168869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:50:31,750] Trial 4870 finished with value: 0.9975076966469537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:50:35,011] Trial 4871 finished with value: 0.9973521306909788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:50:36,461] Trial 4872 finished with value: 0.9963505192423986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 20, 'rf_n_estimators': 30}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:50:40,584] Trial 4873 finished with value: 0.9966640035045738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 29, 'rf_n_estimators': 100}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:50:42,164] Trial 4874 finished with value: 0.997151143314369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 12, 'rf_n_estimators': 56}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:50:44,879] Trial 4875 finished with value: 0.9973360725158394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:50:46,868] Trial 4876 finished with value: 0.9867065067439516 and parameters: {'classifier': 'SVC', 'svc_c': 6312635.783102912, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:50:49,051] Trial 4877 finished with value: 0.9974987927357025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:50:51,133] Trial 4878 finished with value: 0.9974210000776532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:50:51,826] Trial 4879 finished with value: 0.9965512848345108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 62}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:50:53,099] Trial 4880 finished with value: 0.9974101221955088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:50:55,742] Trial 4881 finished with value: 0.9976154169774448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:50:57,102] Trial 4882 finished with value: 0.9975124989414709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 79}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:51:00,285] Trial 4883 finished with value: 0.9974122402882398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:51:01,942] Trial 4884 finished with value: 0.9973946784662581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 96}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:51:08,450] Trial 4885 finished with value: 0.996619366041991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 46, 'rf_n_estimators': 73}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:51:11,442] Trial 4886 finished with value: 0.9977005087829299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:51:13,174] Trial 4887 finished with value: 0.997426287898679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:51:14,252] Trial 4888 finished with value: 0.996874171261347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 2, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:51:16,652] Trial 4889 finished with value: 0.9972037759366986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:51:18,899] Trial 4890 finished with value: 0.9974364539630346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:51:23,097] Trial 4891 finished with value: 0.9970772838717169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 23, 'rf_n_estimators': 93}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:51:24,302] Trial 4892 finished with value: 0.9944021982596891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 16, 'rf_n_estimators': 89}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:51:26,404] Trial 4893 finished with value: 0.9975957110059103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:51:28,294] Trial 4894 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 7.250601828479769e-09, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:51:31,334] Trial 4895 finished with value: 0.9972696539938557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:51:33,758] Trial 4896 finished with value: 0.9975019279331541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:51:35,917] Trial 4897 finished with value: 0.9975147903866525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:51:41,168] Trial 4898 finished with value: 0.9936007206919109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 68, 'rf_n_estimators': 86}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:51:52,523] Trial 4899 finished with value: 0.996777565514314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 52, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:51:55,391] Trial 4900 finished with value: 0.9972953251685753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:51:57,735] Trial 4901 finished with value: 0.9976025068218716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:52:00,981] Trial 4902 finished with value: 0.9973267787361327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:52:02,595] Trial 4903 finished with value: 0.9971855122943688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 82}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:52:04,929] Trial 4904 finished with value: 0.9974841717164891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:52:07,738] Trial 4905 finished with value: 0.9974225230528811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:52:12,577] Trial 4906 finished with value: 0.9971588772076615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 18, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:52:18,582] Trial 4907 finished with value: 0.9971873221802801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 28, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:52:20,741] Trial 4908 finished with value: 0.9972140664453893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:52:22,255] Trial 4909 finished with value: 0.9968580624007691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:52:23,983] Trial 4910 finished with value: 0.9968199227986725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:52:26,619] Trial 4911 finished with value: 0.9969928669410963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:52:27,668] Trial 4912 finished with value: 0.9887208815166121 and parameters: {'classifier': 'SVC', 'svc_c': 4.829402465107619, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:52:29,784] Trial 4913 finished with value: 0.9974445459868747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:52:33,048] Trial 4914 finished with value: 0.9970558263802828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 15, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:52:35,259] Trial 4915 finished with value: 0.9975042106821488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:52:43,653] Trial 4916 finished with value: 0.9966968659813196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 39, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:52:45,987] Trial 4917 finished with value: 0.9972146637845459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 92}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:52:47,028] Trial 4918 finished with value: 0.9970438563332665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 103}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:52:52,165] Trial 4919 finished with value: 0.9954925530869607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 63, 'rf_n_estimators': 59}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:52:59,854] Trial 4920 finished with value: 0.9973798453426089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 32, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:53:01,861] Trial 4921 finished with value: 0.9974612473941851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:53:03,985] Trial 4922 finished with value: 0.9972882983323856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:53:06,452] Trial 4923 finished with value: 0.9974998981352817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:53:08,380] Trial 4924 finished with value: 0.9954670870343371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:53:09,943] Trial 4925 finished with value: 0.9973709438434386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:53:11,449] Trial 4926 finished with value: 0.9973005086036234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 64}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:53:21,975] Trial 4927 finished with value: 0.9968707968870248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 46, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:53:24,948] Trial 4928 finished with value: 0.9976776526971273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:53:27,837] Trial 4929 finished with value: 0.9975165926554661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:53:39,868] Trial 4930 finished with value: 0.996860638122388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 55, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:53:40,758] Trial 4931 finished with value: 0.9920060532126561 and parameters: {'classifier': 'SVC', 'svc_c': 31.183079167815283, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:53:41,965] Trial 4932 finished with value: 0.9972543362640977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:53:43,454] Trial 4933 finished with value: 0.9975426801363177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 84}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:53:44,835] Trial 4934 finished with value: 0.997299073954992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 68}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:53:47,965] Trial 4935 finished with value: 0.9972243800592766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:53:48,989] Trial 4936 finished with value: 0.9906863574413295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 17, 'rf_n_estimators': 88}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:53:52,306] Trial 4937 finished with value: 0.9976560631125221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:53:55,113] Trial 4938 finished with value: 0.9977463752007657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:53:58,236] Trial 4939 finished with value: 0.9975219187524083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:53:59,995] Trial 4940 finished with value: 0.9977457628813169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:54:01,705] Trial 4941 finished with value: 0.9972187454381362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:54:03,286] Trial 4942 finished with value: 0.9973733603042376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:54:04,818] Trial 4943 finished with value: 0.9974843224715495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:54:06,584] Trial 4944 finished with value: 0.9973146717083079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:54:08,406] Trial 4945 finished with value: 0.9973026090818157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:54:10,535] Trial 4946 finished with value: 0.9974322869344733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:54:12,252] Trial 4947 finished with value: 0.9977505296611157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:54:13,932] Trial 4948 finished with value: 0.9973321582162352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:54:15,652] Trial 4949 finished with value: 0.9973766592692916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:54:17,324] Trial 4950 finished with value: 0.9974610205633604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:54:19,158] Trial 4951 finished with value: 0.9852053993786534 and parameters: {'classifier': 'SVC', 'svc_c': 0.00014039519005148936, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:54:20,702] Trial 4952 finished with value: 0.9975387608538623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:54:22,473] Trial 4953 finished with value: 0.9973546736908151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:54:24,017] Trial 4954 finished with value: 0.9974118615280521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:54:25,503] Trial 4955 finished with value: 0.9971837747708864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:54:27,817] Trial 4956 finished with value: 0.9976187838933589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:54:29,560] Trial 4957 finished with value: 0.9975204410989122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:54:31,100] Trial 4958 finished with value: 0.9977568419183188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:54:32,685] Trial 4959 finished with value: 0.9974256723737015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:54:34,230] Trial 4960 finished with value: 0.9974680465426267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:54:35,786] Trial 4961 finished with value: 0.9974723950168051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:54:37,504] Trial 4962 finished with value: 0.9976222333913082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:54:39,092] Trial 4963 finished with value: 0.9975240090744699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:54:40,660] Trial 4964 finished with value: 0.9975515459303423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:54:42,190] Trial 4965 finished with value: 0.9973391800060978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:54:44,402] Trial 4966 finished with value: 0.9973472947860177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:54:45,946] Trial 4967 finished with value: 0.9975150664747096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:54:47,672] Trial 4968 finished with value: 0.9976121384516032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:54:49,452] Trial 4969 finished with value: 0.9975979859473799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:54:51,444] Trial 4970 finished with value: 0.9853828731869694 and parameters: {'classifier': 'SVC', 'svc_c': 0.011093793297965757, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:54:53,356] Trial 4971 finished with value: 0.9975571078716747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:54:55,112] Trial 4972 finished with value: 0.997345522033458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:54:56,688] Trial 4973 finished with value: 0.9973344345859108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:54:58,246] Trial 4974 finished with value: 0.9972664655719333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:54:59,610] Trial 4975 finished with value: 0.9974295486195546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:55:01,562] Trial 4976 finished with value: 0.9974825514963125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:55:03,326] Trial 4977 finished with value: 0.9974756815405993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:55:04,874] Trial 4978 finished with value: 0.9971220232764585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:55:06,420] Trial 4979 finished with value: 0.9974382177972422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:55:08,010] Trial 4980 finished with value: 0.9973436238844261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:55:09,571] Trial 4981 finished with value: 0.9973896532446785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:55:11,404] Trial 4982 finished with value: 0.9973346739214709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:55:13,143] Trial 4983 finished with value: 0.9973594376459402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:55:14,524] Trial 4984 finished with value: 0.9972116351312496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:55:16,830] Trial 4985 finished with value: 0.9974973622129989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:55:18,558] Trial 4986 finished with value: 0.997350567948153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:55:20,115] Trial 4987 finished with value: 0.9974474162680128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:55:21,899] Trial 4988 finished with value: 0.9973901562270363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:55:23,201] Trial 4989 finished with value: 0.9867897396601961 and parameters: {'classifier': 'SVC', 'svc_c': 1125425.5173942484, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:55:24,756] Trial 4990 finished with value: 0.9975231695433416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:55:26,552] Trial 4991 finished with value: 0.9975262695751917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:55:28,304] Trial 4992 finished with value: 0.9974205734884389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:55:29,900] Trial 4993 finished with value: 0.9974158306707602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:55:32,216] Trial 4994 finished with value: 0.997320056488641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:55:33,815] Trial 4995 finished with value: 0.9973331678942855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:55:35,587] Trial 4996 finished with value: 0.9974291514831184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:55:37,156] Trial 4997 finished with value: 0.9972927812800779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:55:38,946] Trial 4998 finished with value: 0.9975744736486023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:55:40,276] Trial 4999 finished with value: 0.9973770644671566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:55:42,026] Trial 5000 finished with value: 0.9974678657952435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:55:43,383] Trial 5001 finished with value: 0.9972497830804161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:55:44,971] Trial 5002 finished with value: 0.9974786895642559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:55:46,730] Trial 5003 finished with value: 0.9974341989529708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:55:48,150] Trial 5004 finished with value: 0.997421144231229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:55:50,273] Trial 5005 finished with value: 0.9975158368489375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:55:51,978] Trial 5006 finished with value: 0.9975579546073082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:55:53,605] Trial 5007 finished with value: 0.9976296909426402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:55:54,463] Trial 5008 finished with value: 0.9951886879815194 and parameters: {'classifier': 'SVC', 'svc_c': 2971.8669839402837, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:55:56,148] Trial 5009 finished with value: 0.9975233651758032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:55:57,503] Trial 5010 finished with value: 0.9973448523001346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:55:59,278] Trial 5011 finished with value: 0.9976617350257039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:56:00,891] Trial 5012 finished with value: 0.9974542960942152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:56:13,895] Trial 5013 finished with value: 0.9967118657289831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 59, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:56:15,587] Trial 5014 finished with value: 0.9974834234318445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:56:17,782] Trial 5015 finished with value: 0.9974521046551802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:56:19,434] Trial 5016 finished with value: 0.9974595321824516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:56:20,753] Trial 5017 finished with value: 0.9969792937171601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 4, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:56:22,527] Trial 5018 finished with value: 0.9976540889829394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:56:24,113] Trial 5019 finished with value: 0.9975271185959543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:56:25,526] Trial 5020 finished with value: 0.9972652773681535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:56:27,336] Trial 5021 finished with value: 0.9975764231178307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:56:29,112] Trial 5022 finished with value: 0.9975943101264123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:56:30,719] Trial 5023 finished with value: 0.997408271335959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:56:32,705] Trial 5024 finished with value: 0.9974860563134346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:56:34,983] Trial 5025 finished with value: 0.9975907124441732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:56:36,865] Trial 5026 finished with value: 0.985203678961903 and parameters: {'classifier': 'SVC', 'svc_c': 2.012469583644299e-09, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:56:38,365] Trial 5027 finished with value: 0.997350220164163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:56:40,386] Trial 5028 finished with value: 0.9975628468787933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:56:42,135] Trial 5029 finished with value: 0.9974312911258885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:56:43,999] Trial 5030 finished with value: 0.9976024094182335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:56:45,913] Trial 5031 finished with value: 0.9976894292381214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:56:47,846] Trial 5032 finished with value: 0.9973954564893216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:56:49,563] Trial 5033 finished with value: 0.9974210138519052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:56:51,661] Trial 5034 finished with value: 0.9971642660504467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:56:53,408] Trial 5035 finished with value: 0.9973786011214223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:56:54,718] Trial 5036 finished with value: 0.9974134119248319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:56:56,705] Trial 5037 finished with value: 0.9976211896584832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:56:58,204] Trial 5038 finished with value: 0.9973014986359091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:56:59,205] Trial 5039 finished with value: 0.992817839157567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:57:01,180] Trial 5040 finished with value: 0.9976232445610401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:57:08,445] Trial 5041 finished with value: 0.9970623702924725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 34, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:57:09,830] Trial 5042 finished with value: 0.9973846872777726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:57:12,297] Trial 5043 finished with value: 0.9974820399447198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:57:14,259] Trial 5044 finished with value: 0.9975125176668365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:57:15,064] Trial 5045 finished with value: 0.9950682464946937 and parameters: {'classifier': 'SVC', 'svc_c': 1040.3884785848493, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:57:16,827] Trial 5046 finished with value: 0.9971855482534181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:57:17,781] Trial 5047 finished with value: 0.9968160818453726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:57:18,960] Trial 5048 finished with value: 0.99584951298214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:57:20,081] Trial 5049 finished with value: 0.997088515536316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:57:21,705] Trial 5050 finished with value: 0.9971950087840905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:57:23,088] Trial 5051 finished with value: 0.9973207919829088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:57:25,512] Trial 5052 finished with value: 0.9970716794333262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:57:33,478] Trial 5053 finished with value: 0.9971075937955165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 36, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:57:34,593] Trial 5054 finished with value: 0.9968532980965272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:57:36,279] Trial 5055 finished with value: 0.9974350770456569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:57:38,032] Trial 5056 finished with value: 0.9973029514703615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:57:39,949] Trial 5057 finished with value: 0.9976312491152074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:57:41,700] Trial 5058 finished with value: 0.9975760973599485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:57:43,266] Trial 5059 finished with value: 0.9973038668868265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:57:44,727] Trial 5060 finished with value: 0.9968059276827321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:57:48,278] Trial 5061 finished with value: 0.9972113302251726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:57:49,710] Trial 5062 finished with value: 0.991095077071169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 21, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:58:00,621] Trial 5063 finished with value: 0.9966458330130026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 49, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:58:02,463] Trial 5064 finished with value: 0.9852026138377283 and parameters: {'classifier': 'SVC', 'svc_c': 4.709444349929525e-08, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:58:07,072] Trial 5065 finished with value: 0.9973373247349787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:58:08,598] Trial 5066 finished with value: 0.9975857254667724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:58:10,422] Trial 5067 finished with value: 0.9973640392616684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:58:12,352] Trial 5068 finished with value: 0.9973721896515206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:58:13,607] Trial 5069 finished with value: 0.9967379925013645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:58:18,684] Trial 5070 finished with value: 0.9973483146836742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 22, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:58:32,810] Trial 5071 finished with value: 0.9967965232964181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 63, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:58:34,716] Trial 5072 finished with value: 0.9973798124938745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:58:40,644] Trial 5073 finished with value: 0.9972151742570495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 25, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:58:41,780] Trial 5074 finished with value: 0.9965964011903795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:58:43,585] Trial 5075 finished with value: 0.997419714914566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:58:47,251] Trial 5076 finished with value: 0.9973924673814584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:58:48,272] Trial 5077 finished with value: 0.9968646291959903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:58:51,984] Trial 5078 finished with value: 0.9975469972217058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:58:53,039] Trial 5079 finished with value: 0.9948171017034202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:58:54,312] Trial 5080 finished with value: 0.9970323827940749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 3, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:58:55,867] Trial 5081 finished with value: 0.9975752464666492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 02:59:01,112] Trial 5082 finished with value: 0.9940616936126098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 60, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:01:33,367] Trial 5083 finished with value: 0.9903599279214551 and parameters: {'classifier': 'SVC', 'svc_c': 380469310.13482857, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:01:37,366] Trial 5084 finished with value: 0.9973738505914321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:01:45,387] Trial 5085 finished with value: 0.9968821419511671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 35, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:01:47,352] Trial 5086 finished with value: 0.997581306629653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:01:50,615] Trial 5087 finished with value: 0.9967034026890044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 17, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:02:00,900] Trial 5088 finished with value: 0.9967983818682794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 50, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:02:02,972] Trial 5089 finished with value: 0.9976052013702157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:02:10,245] Trial 5090 finished with value: 0.9969843536917481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 35, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:02:12,330] Trial 5091 finished with value: 0.9973318158276894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:02:13,044] Trial 5092 finished with value: 0.9889085354491766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:02:17,097] Trial 5093 finished with value: 0.997134883635255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:02:18,791] Trial 5094 finished with value: 0.9974678298044566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:02:20,604] Trial 5095 finished with value: 0.9974484865019906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:02:21,410] Trial 5096 finished with value: 0.9884882326256751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:02:25,560] Trial 5097 finished with value: 0.9973788721948901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:02:26,964] Trial 5098 finished with value: 0.9966187885390267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:02:30,205] Trial 5099 finished with value: 0.9974333990942269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:02:31,186] Trial 5100 finished with value: 0.9966851325404038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:02:31,969] Trial 5101 finished with value: 0.9927269116712977 and parameters: {'classifier': 'SVC', 'svc_c': 407.8071094169027, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:02:33,603] Trial 5102 finished with value: 0.9970252750896967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:02:35,914] Trial 5103 finished with value: 0.9972154313341001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:02:39,458] Trial 5104 finished with value: 0.997375489568712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:02:40,956] Trial 5105 finished with value: 0.9972711037497312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:02:42,704] Trial 5106 finished with value: 0.9972854384930191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:02:44,272] Trial 5107 finished with value: 0.9974975984699822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:02:46,011] Trial 5108 finished with value: 0.9975497071629351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:02:50,742] Trial 5109 finished with value: 0.9973505309417531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:02:52,809] Trial 5110 finished with value: 0.997408146098176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:02:56,017] Trial 5111 finished with value: 0.9973349132570312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:03:00,395] Trial 5112 finished with value: 0.9972836815141995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:03:01,812] Trial 5113 finished with value: 0.9974242253790241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:03:03,390] Trial 5114 finished with value: 0.9974995016970795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:03:06,839] Trial 5115 finished with value: 0.9978002131018693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:03:10,551] Trial 5116 finished with value: 0.9972774198472211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:03:14,404] Trial 5117 finished with value: 0.9973143071984406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:03:17,659] Trial 5118 finished with value: 0.9972101659835128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:03:21,191] Trial 5119 finished with value: 0.9974381067780419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:03:23,001] Trial 5120 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.136679639563858e-05, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:03:26,193] Trial 5121 finished with value: 0.9973663254700952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:03:30,801] Trial 5122 finished with value: 0.9974796753436618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:03:33,842] Trial 5123 finished with value: 0.9977068112965956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:03:37,539] Trial 5124 finished with value: 0.9972924363524994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:03:41,360] Trial 5125 finished with value: 0.9973378188624601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:03:44,790] Trial 5126 finished with value: 0.9973188540662785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:03:48,968] Trial 5127 finished with value: 0.9974443256623212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:03:52,380] Trial 5128 finished with value: 0.9970695470902751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:03:55,942] Trial 5129 finished with value: 0.9973976577988459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:03:59,902] Trial 5130 finished with value: 0.9973866763559096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:04:04,183] Trial 5131 finished with value: 0.9976297073828763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:04:08,108] Trial 5132 finished with value: 0.9972192973920847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:04:11,652] Trial 5133 finished with value: 0.9972795524124377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:04:14,783] Trial 5134 finished with value: 0.9971789229017576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:04:18,026] Trial 5135 finished with value: 0.9973463480125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:04:21,672] Trial 5136 finished with value: 0.9972516881800498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:04:25,690] Trial 5137 finished with value: 0.9973624946094498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:04:30,267] Trial 5138 finished with value: 0.9973145114953511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:04:33,566] Trial 5139 finished with value: 0.9968371888550945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 18, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:04:36,275] Trial 5140 finished with value: 0.9961946559339688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:04:37,456] Trial 5141 finished with value: 0.9885338638021407 and parameters: {'classifier': 'SVC', 'svc_c': 31918.091393723673, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:04:39,753] Trial 5142 finished with value: 0.9966810733889898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:04:42,777] Trial 5143 finished with value: 0.9957409945702276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 24, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:04:46,398] Trial 5144 finished with value: 0.9971923780606783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:04:50,579] Trial 5145 finished with value: 0.9971876755184041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:04:54,665] Trial 5146 finished with value: 0.997146321723204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:04:58,651] Trial 5147 finished with value: 0.9971294931738365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:05:02,106] Trial 5148 finished with value: 0.997375902161509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:05:05,416] Trial 5149 finished with value: 0.9968169636196557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:05:09,555] Trial 5150 finished with value: 0.9964735710451619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 22, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:05:12,897] Trial 5151 finished with value: 0.9971938333706873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:05:16,146] Trial 5152 finished with value: 0.9973132836509248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:05:26,105] Trial 5153 finished with value: 0.9962035899010183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 60, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:05:29,798] Trial 5154 finished with value: 0.9974861384828769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:05:33,867] Trial 5155 finished with value: 0.9974360070615597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:05:38,016] Trial 5156 finished with value: 0.9966418936721896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 18, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:05:42,063] Trial 5157 finished with value: 0.9925431557567906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 57, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:05:44,938] Trial 5158 finished with value: 0.9969435297609133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:05:46,268] Trial 5159 finished with value: 0.9956094572887849 and parameters: {'classifier': 'SVC', 'svc_c': 5631.791876632159, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:05:49,348] Trial 5160 finished with value: 0.9969741922928649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:05:53,670] Trial 5161 finished with value: 0.9976043959256001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:05:58,214] Trial 5162 finished with value: 0.9971447067080446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:06:03,003] Trial 5163 finished with value: 0.9971907374647652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 19, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:06:07,383] Trial 5164 finished with value: 0.9971216390256128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 19, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:06:14,346] Trial 5165 finished with value: 0.9964779222805382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 30, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:06:18,124] Trial 5166 finished with value: 0.9974176132938092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:06:21,294] Trial 5167 finished with value: 0.997481549467098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:06:25,049] Trial 5168 finished with value: 0.9970398481529322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:06:30,780] Trial 5169 finished with value: 0.9970816458027679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 27, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:06:34,135] Trial 5170 finished with value: 0.9965532036131829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 20, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:06:35,413] Trial 5171 finished with value: 0.9971961005363696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:06:38,056] Trial 5172 finished with value: 0.9960134486686455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 21, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:06:39,245] Trial 5173 finished with value: 0.9902764105066081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:06:48,627] Trial 5174 finished with value: 0.9963543236018912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 41, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:06:51,371] Trial 5175 finished with value: 0.9968829470466659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:06:52,620] Trial 5176 finished with value: 0.9971847348425874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:06:55,001] Trial 5177 finished with value: 0.9971772080074035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:06:56,324] Trial 5178 finished with value: 0.994444550910313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:06:57,897] Trial 5179 finished with value: 0.9866067297452042 and parameters: {'classifier': 'SVC', 'svc_c': 6192169886.446354, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:07:02,009] Trial 5180 finished with value: 0.9970798347108162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:07:07,046] Trial 5181 finished with value: 0.9971512265946382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 23, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:07:12,034] Trial 5182 finished with value: 0.997313332939895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 20, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:07:15,679] Trial 5183 finished with value: 0.9974669135628057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:07:18,751] Trial 5184 finished with value: 0.9973644884165349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:07:21,254] Trial 5185 finished with value: 0.9974006855317429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 75}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:07:24,474] Trial 5186 finished with value: 0.9974688117118381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:07:31,025] Trial 5187 finished with value: 0.9972131158950606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 26, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:07:42,427] Trial 5188 finished with value: 0.9966695975964068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 53, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:07:49,460] Trial 5189 finished with value: 0.9953036725477481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 60, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:07:50,857] Trial 5190 finished with value: 0.9974621296127992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:07:52,452] Trial 5191 finished with value: 0.9972480504445714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:07:55,641] Trial 5192 finished with value: 0.9974930762624984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:08:00,078] Trial 5193 finished with value: 0.9973894190823973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 20, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:08:05,596] Trial 5194 finished with value: 0.9970098772217222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 23, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:08:06,598] Trial 5195 finished with value: 0.9947942935101199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:08:12,434] Trial 5196 finished with value: 0.9965510365805987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 23, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:08:14,265] Trial 5197 finished with value: 0.9853030668856427 and parameters: {'classifier': 'SVC', 'svc_c': 0.0013543723703953743, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:08:15,246] Trial 5198 finished with value: 0.9967009526812372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:08:16,832] Trial 5199 finished with value: 0.9973305457718462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:08:18,530] Trial 5200 finished with value: 0.9954260788966874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:08:19,658] Trial 5201 finished with value: 0.9970873971559323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:08:22,674] Trial 5202 finished with value: 0.9974214638002193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:08:24,157] Trial 5203 finished with value: 0.9973698490443205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:08:25,795] Trial 5204 finished with value: 0.9974514836078067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:08:29,470] Trial 5205 finished with value: 0.9972341382597834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:08:33,273] Trial 5206 finished with value: 0.9973920570103147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 17, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:08:34,525] Trial 5207 finished with value: 0.9970646425996957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:08:36,118] Trial 5208 finished with value: 0.9967073999832367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 41}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:08:37,934] Trial 5209 finished with value: 0.997443627015764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:08:40,870] Trial 5210 finished with value: 0.9972993481070368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:08:57,101] Trial 5211 finished with value: 0.9966954954115236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 73, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:08:58,184] Trial 5212 finished with value: 0.9969309707535482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 25}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:09:00,191] Trial 5213 finished with value: 0.9973722933075263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:09:01,403] Trial 5214 finished with value: 0.987139122415608 and parameters: {'classifier': 'SVC', 'svc_c': 191856.96644603158, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:09:03,915] Trial 5215 finished with value: 0.9974507661406705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:09:05,219] Trial 5216 finished with value: 0.9975322019613803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:09:06,670] Trial 5217 finished with value: 0.9969400197705124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:09:07,743] Trial 5218 finished with value: 0.9971667005701151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:09:10,641] Trial 5219 finished with value: 0.9974713024710783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:09:15,212] Trial 5220 finished with value: 0.9974343097817439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 19, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:09:16,935] Trial 5221 finished with value: 0.997318042401033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:09:20,399] Trial 5222 finished with value: 0.9973177217529537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:09:27,650] Trial 5223 finished with value: 0.9963117493254594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 32, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:09:33,271] Trial 5224 finished with value: 0.9970006642784659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 24, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:09:34,801] Trial 5225 finished with value: 0.9974602548546049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:09:37,898] Trial 5226 finished with value: 0.9974735087317161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:09:41,217] Trial 5227 finished with value: 0.9974036738778965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:09:42,471] Trial 5228 finished with value: 0.9912691112837629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 17, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:09:50,964] Trial 5229 finished with value: 0.9971281061638043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 37, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:09:53,246] Trial 5230 finished with value: 0.9961911042716953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:10:02,162] Trial 5231 finished with value: 0.9965861739036005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 44, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:13:02,079] Trial 5232 finished with value: 0.9897330452798819 and parameters: {'classifier': 'SVC', 'svc_c': 1011340382.309277, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:13:04,634] Trial 5233 finished with value: 0.9974270510366642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:13:09,261] Trial 5234 finished with value: 0.9967587656600377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 21, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:13:16,659] Trial 5235 finished with value: 0.9969244209698456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 33, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:13:32,022] Trial 5236 finished with value: 0.9958790376783709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 63, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:13:32,985] Trial 5237 finished with value: 0.9969384289396386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:13:34,648] Trial 5238 finished with value: 0.9974297863047438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:13:36,663] Trial 5239 finished with value: 0.9974444152584341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:13:40,605] Trial 5240 finished with value: 0.9973624615385502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:13:43,794] Trial 5241 finished with value: 0.9974703614103838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:13:45,112] Trial 5242 finished with value: 0.9973314645207917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:13:48,550] Trial 5243 finished with value: 0.9974099154865176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:13:49,954] Trial 5244 finished with value: 0.9944502662726903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:13:54,985] Trial 5245 finished with value: 0.997309602815368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 24, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:13:56,526] Trial 5246 finished with value: 0.9973790352642585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:13:57,609] Trial 5247 finished with value: 0.996642888560375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 3, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:13:59,042] Trial 5248 finished with value: 0.9969550226602286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:14:02,241] Trial 5249 finished with value: 0.9974624515621325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:14:03,949] Trial 5250 finished with value: 0.997320279447441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:14:04,813] Trial 5251 finished with value: 0.9915421153366414 and parameters: {'classifier': 'SVC', 'svc_c': 53.370069403865564, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:14:07,189] Trial 5252 finished with value: 0.9972347867604467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:14:13,260] Trial 5253 finished with value: 0.996324256663511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 26, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:14:17,259] Trial 5254 finished with value: 0.997244670992184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:14:20,648] Trial 5255 finished with value: 0.9974849933474376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:14:21,128] Trial 5256 finished with value: 0.9943521681457722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 8}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:14:23,939] Trial 5257 finished with value: 0.9976483004012097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:14:30,703] Trial 5258 finished with value: 0.9968966539824063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 32, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:14:32,548] Trial 5259 finished with value: 0.9973040006303687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:14:35,895] Trial 5260 finished with value: 0.9972587713510254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:14:41,807] Trial 5261 finished with value: 0.9970603204045047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 28, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:14:43,550] Trial 5262 finished with value: 0.9973745270531921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:14:47,792] Trial 5263 finished with value: 0.9944726653326255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 44, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:14:55,097] Trial 5264 finished with value: 0.9962918407708613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 51, 'rf_n_estimators': 77}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:15:05,332] Trial 5265 finished with value: 0.9968045554943029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 45, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:15:08,342] Trial 5266 finished with value: 0.9974411872910789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:15:11,341] Trial 5267 finished with value: 0.9974801400183652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:15:12,715] Trial 5268 finished with value: 0.9971786182495839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:15:16,744] Trial 5269 finished with value: 0.9970054323912567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:15:18,843] Trial 5270 finished with value: 0.9860194916220865 and parameters: {'classifier': 'SVC', 'svc_c': 0.3287574649864195, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:15:20,229] Trial 5271 finished with value: 0.9972007900343636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:15:21,430] Trial 5272 finished with value: 0.9964111467070955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:15:27,956] Trial 5273 finished with value: 0.9970027434605221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 30, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:15:29,949] Trial 5274 finished with value: 0.9976625496743129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:15:33,112] Trial 5275 finished with value: 0.9972188834345577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:15:36,442] Trial 5276 finished with value: 0.9974565610382439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:15:37,469] Trial 5277 finished with value: 0.990600094760962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:15:41,327] Trial 5278 finished with value: 0.9972286185933436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 19, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:15:42,893] Trial 5279 finished with value: 0.9971081323243305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 47}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:15:43,808] Trial 5280 finished with value: 0.9951412959224714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 1, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:15:47,763] Trial 5281 finished with value: 0.997475264314068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:15:56,330] Trial 5282 finished with value: 0.9968125425291451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 40, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:15:57,377] Trial 5283 finished with value: 0.9968805508029139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:16:04,112] Trial 5284 finished with value: 0.9972787207840482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 33, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:16:11,025] Trial 5285 finished with value: 0.9967804739444168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 29, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:16:17,359] Trial 5286 finished with value: 0.9972194115215999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 29, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:16:19,598] Trial 5287 finished with value: 0.9971562511814595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:16:28,818] Trial 5288 finished with value: 0.9970378545680122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 36, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:16:30,756] Trial 5289 finished with value: 0.9852051536637735 and parameters: {'classifier': 'SVC', 'svc_c': 5.409469172946671e-07, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:16:31,352] Trial 5290 finished with value: 0.9963466166223442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 18}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:16:33,242] Trial 5291 finished with value: 0.9974433997723465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:16:40,984] Trial 5292 finished with value: 0.9966394207813911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 37, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:16:42,064] Trial 5293 finished with value: 0.9968885224448713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:16:44,942] Trial 5294 finished with value: 0.9969400328465303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:16:46,028] Trial 5295 finished with value: 0.995821086925314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:16:48,421] Trial 5296 finished with value: 0.9971854361233911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 73}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:16:49,651] Trial 5297 finished with value: 0.9972564413442863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:17:00,021] Trial 5298 finished with value: 0.9970195226257057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 42, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:17:02,176] Trial 5299 finished with value: 0.9970916371182051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:17:05,516] Trial 5300 finished with value: 0.997660508101677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:17:06,526] Trial 5301 finished with value: 0.9935191396385364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:17:08,048] Trial 5302 finished with value: 0.9958982299083973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:17:09,835] Trial 5303 finished with value: 0.9972354771551478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:17:21,865] Trial 5304 finished with value: 0.9967670426841405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 59, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:17:24,046] Trial 5305 finished with value: 0.9975584621281867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:17:25,067] Trial 5306 finished with value: 0.9965242082417728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 1, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:17:27,420] Trial 5307 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 2.495054423323488e-05, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:17:30,713] Trial 5308 finished with value: 0.9973445511391305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:17:32,560] Trial 5309 finished with value: 0.9971895792215699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:17:34,065] Trial 5310 finished with value: 0.9973943590876951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:17:36,117] Trial 5311 finished with value: 0.9974843444976571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:17:40,314] Trial 5312 finished with value: 0.9974054385372898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:17:44,215] Trial 5313 finished with value: 0.9973780299660396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:17:47,291] Trial 5314 finished with value: 0.9974329968797254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:17:48,903] Trial 5315 finished with value: 0.9974971167202846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:17:51,519] Trial 5316 finished with value: 0.9976354993923001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:17:52,914] Trial 5317 finished with value: 0.9973571686394592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:17:57,163] Trial 5318 finished with value: 0.9970158598490183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 21, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:17:59,039] Trial 5319 finished with value: 0.9974518426904919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:18:07,124] Trial 5320 finished with value: 0.9961434800815921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 35, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:18:09,094] Trial 5321 finished with value: 0.9973563942979927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:18:10,092] Trial 5322 finished with value: 0.9970902986989092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:18:13,355] Trial 5323 finished with value: 0.9975116754379858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:18:26,836] Trial 5324 finished with value: 0.9969110990149229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 56, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:18:30,391] Trial 5325 finished with value: 0.9972675066070363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:18:33,911] Trial 5326 finished with value: 0.9972457821363244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:18:35,761] Trial 5327 finished with value: 0.9852063832220469 and parameters: {'classifier': 'SVC', 'svc_c': 6.946171615300056e-10, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:18:39,440] Trial 5328 finished with value: 0.9974433332814305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:18:41,092] Trial 5329 finished with value: 0.9974793204821184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:18:43,009] Trial 5330 finished with value: 0.9972459641532238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:18:46,326] Trial 5331 finished with value: 0.9973886867619205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:18:47,662] Trial 5332 finished with value: 0.9973359432156044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:18:49,911] Trial 5333 finished with value: 0.9972858912977451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:18:53,079] Trial 5334 finished with value: 0.9971913598768687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:18:55,293] Trial 5335 finished with value: 0.9974196723540322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:18:56,945] Trial 5336 finished with value: 0.9974211199517299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:18:59,535] Trial 5337 finished with value: 0.997502939483741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:19:01,399] Trial 5338 finished with value: 0.9972720489680915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:19:03,452] Trial 5339 finished with value: 0.9971774721620074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:19:06,605] Trial 5340 finished with value: 0.997086125735359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:19:09,432] Trial 5341 finished with value: 0.9970614626835325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:19:14,231] Trial 5342 finished with value: 0.9972470920867175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:19:18,475] Trial 5343 finished with value: 0.9974870153695224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:19:19,990] Trial 5344 finished with value: 0.9976096255710414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:19:21,905] Trial 5345 finished with value: 0.9853872973877947 and parameters: {'classifier': 'SVC', 'svc_c': 0.026710781031912822, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:19:23,382] Trial 5346 finished with value: 0.997370311560846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:19:25,546] Trial 5347 finished with value: 0.9973986805529141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:19:41,942] Trial 5348 finished with value: 0.9955096969524391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 68, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:19:42,812] Trial 5349 finished with value: 0.9890381620768517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:19:45,896] Trial 5350 finished with value: 0.9973261929813124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:19:47,230] Trial 5351 finished with value: 0.9964910798013623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:19:51,483] Trial 5352 finished with value: 0.9971545299395236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:19:53,211] Trial 5353 finished with value: 0.9963889938381087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:20:06,689] Trial 5354 finished with value: 0.9965198943936514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 57, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:20:08,336] Trial 5355 finished with value: 0.9975032288382432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:20:17,632] Trial 5356 finished with value: 0.9971084061272584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 44, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:20:20,843] Trial 5357 finished with value: 0.9974308777713815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:20:22,684] Trial 5358 finished with value: 0.9969449539995111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:20:27,178] Trial 5359 finished with value: 0.9973768535052855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:20:28,741] Trial 5360 finished with value: 0.9970623547726355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:20:32,454] Trial 5361 finished with value: 0.9974702457891871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:20:38,804] Trial 5362 finished with value: 0.9969873295966422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 31, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:20:39,617] Trial 5363 finished with value: 0.9921784082043036 and parameters: {'classifier': 'SVC', 'svc_c': 154.26300493343672, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:20:41,820] Trial 5364 finished with value: 0.9975668177036106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:20:46,633] Trial 5365 finished with value: 0.9969134126766396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 24, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:20:49,504] Trial 5366 finished with value: 0.9974812688405201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:20:53,102] Trial 5367 finished with value: 0.9961585741860542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 26, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:20:55,163] Trial 5368 finished with value: 0.9973930242230448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:20:58,221] Trial 5369 finished with value: 0.9949429866222319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 32, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:21:12,991] Trial 5370 finished with value: 0.9966496252803525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 67, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:21:13,967] Trial 5371 finished with value: 0.9933398479463564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:21:15,207] Trial 5372 finished with value: 0.997309497858108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 3, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:21:17,484] Trial 5373 finished with value: 0.9973561429972414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:21:21,225] Trial 5374 finished with value: 0.9973273361807395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:21:24,217] Trial 5375 finished with value: 0.9977170567057195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:21:25,180] Trial 5376 finished with value: 0.9970413569413153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:21:28,320] Trial 5377 finished with value: 0.9972469386974107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:21:30,549] Trial 5378 finished with value: 0.9975369148819501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:21:33,256] Trial 5379 finished with value: 0.9975074723551617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:21:38,568] Trial 5380 finished with value: 0.9967426714941111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 22, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:21:39,975] Trial 5381 finished with value: 0.9970259739266814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:21:41,777] Trial 5382 finished with value: 0.9853594384873753 and parameters: {'classifier': 'SVC', 'svc_c': 0.005025434525330032, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:21:43,764] Trial 5383 finished with value: 0.9973384466065319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:21:45,716] Trial 5384 finished with value: 0.9975166054775807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:21:48,434] Trial 5385 finished with value: 0.997316325983259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:21:51,261] Trial 5386 finished with value: 0.9976130007388112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:21:54,823] Trial 5387 finished with value: 0.9972799877930524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:21:58,340] Trial 5388 finished with value: 0.9973237323096084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:22:00,442] Trial 5389 finished with value: 0.9972003787428209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:22:02,182] Trial 5390 finished with value: 0.9973539295320984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:22:03,646] Trial 5391 finished with value: 0.9972896150746907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:22:05,051] Trial 5392 finished with value: 0.9970109056251379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 77}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:22:07,909] Trial 5393 finished with value: 0.9974288390868953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:22:09,812] Trial 5394 finished with value: 0.9975268137216152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:22:14,344] Trial 5395 finished with value: 0.997225716256919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:22:26,073] Trial 5396 finished with value: 0.9962793021709707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 62, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:22:27,084] Trial 5397 finished with value: 0.9806072724080712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 17, 'rf_n_estimators': 2}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:22:29,249] Trial 5398 finished with value: 0.9974778754234533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:22:32,118] Trial 5399 finished with value: 0.997053470507149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:22:35,451] Trial 5400 finished with value: 0.9974264009173676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:22:36,834] Trial 5401 finished with value: 0.9867073266610532 and parameters: {'classifier': 'SVC', 'svc_c': 3349336.84281943, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:22:38,006] Trial 5402 finished with value: 0.9966504900748552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:22:49,541] Trial 5403 finished with value: 0.9969494385658367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 50, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:22:50,634] Trial 5404 finished with value: 0.9970157603189405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:22:57,856] Trial 5405 finished with value: 0.9966814159362252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 29, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:22:59,296] Trial 5406 finished with value: 0.9975181255963969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:23:03,120] Trial 5407 finished with value: 0.9970421540705994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:23:05,903] Trial 5408 finished with value: 0.9976142906308466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:23:10,246] Trial 5409 finished with value: 0.9973232139661036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 21, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:23:12,136] Trial 5410 finished with value: 0.9973694788533677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:23:12,977] Trial 5411 finished with value: 0.9884911872026952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:23:18,021] Trial 5412 finished with value: 0.995476863674568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 73, 'rf_n_estimators': 34}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:23:19,999] Trial 5413 finished with value: 0.997508313631875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:23:23,895] Trial 5414 finished with value: 0.9973499438222028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:23:32,213] Trial 5415 finished with value: 0.9971934783821922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 40, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:23:33,541] Trial 5416 finished with value: 0.9970826185061563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:23:35,982] Trial 5417 finished with value: 0.9976350648051331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:23:38,461] Trial 5418 finished with value: 0.9973432537886868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:24:13,740] Trial 5419 finished with value: 0.9897508485956018 and parameters: {'classifier': 'SVC', 'svc_c': 24081413.129962835, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:24:16,724] Trial 5420 finished with value: 0.9975464847497139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:24:22,132] Trial 5421 finished with value: 0.9972513395391363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 24, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:24:23,248] Trial 5422 finished with value: 0.9968004719047001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:24:25,151] Trial 5423 finished with value: 0.9962232480117886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:24:33,276] Trial 5424 finished with value: 0.9972647933968025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 38, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:24:35,106] Trial 5425 finished with value: 0.9974587501604116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:24:37,361] Trial 5426 finished with value: 0.9966806190608445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:24:38,529] Trial 5427 finished with value: 0.9967267999061296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 43}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:24:40,467] Trial 5428 finished with value: 0.9971378703945133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:24:41,988] Trial 5429 finished with value: 0.9972124484786044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:24:45,696] Trial 5430 finished with value: 0.9973620101302921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:24:48,092] Trial 5431 finished with value: 0.9975620064590034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:24:51,172] Trial 5432 finished with value: 0.9952246115159649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 23, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:24:55,155] Trial 5433 finished with value: 0.9975377992587416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:24:57,228] Trial 5434 finished with value: 0.9975332696563254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:24:59,659] Trial 5435 finished with value: 0.9975090103106817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:25:02,461] Trial 5436 finished with value: 0.9974430030802411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:25:05,554] Trial 5437 finished with value: 0.9971535072171932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:25:07,374] Trial 5438 finished with value: 0.9852085125499971 and parameters: {'classifier': 'SVC', 'svc_c': 0.0002847234255840941, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:25:09,411] Trial 5439 finished with value: 0.9972799746852964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:25:11,703] Trial 5440 finished with value: 0.9975628552893387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:25:14,501] Trial 5441 finished with value: 0.9977319512739576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:25:15,196] Trial 5442 finished with value: 0.9874858901578717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:25:17,289] Trial 5443 finished with value: 0.9969675056553053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 72}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:25:19,334] Trial 5444 finished with value: 0.9975228442932659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:25:20,152] Trial 5445 finished with value: 0.9885373539880873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:25:22,226] Trial 5446 finished with value: 0.9968403496332995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:25:25,705] Trial 5447 finished with value: 0.9972623947092317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:25:27,329] Trial 5448 finished with value: 0.99762331660609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:25:40,989] Trial 5449 finished with value: 0.9966600985359145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 60, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:25:43,815] Trial 5450 finished with value: 0.9972871312343141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:25:45,955] Trial 5451 finished with value: 0.9973346041298123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:25:47,560] Trial 5452 finished with value: 0.9958842068630984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:25:49,762] Trial 5453 finished with value: 0.9976116558449822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:26:01,370] Trial 5454 finished with value: 0.9955943114515335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 70, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:26:06,202] Trial 5455 finished with value: 0.9971217403330132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 24, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:26:07,416] Trial 5456 finished with value: 0.9972921414438632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 4, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:26:08,371] Trial 5457 finished with value: 0.9910191990976017 and parameters: {'classifier': 'SVC', 'svc_c': 10.941795355793605, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:26:11,280] Trial 5458 finished with value: 0.997373466150159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:26:14,266] Trial 5459 finished with value: 0.9973485526227664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:26:19,522] Trial 5460 finished with value: 0.9972007759427327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 24, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:26:21,308] Trial 5461 finished with value: 0.9975928368210097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:26:23,242] Trial 5462 finished with value: 0.9974911493271842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:26:26,134] Trial 5463 finished with value: 0.997372422766451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:26:28,363] Trial 5464 finished with value: 0.9972314356182727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:26:29,389] Trial 5465 finished with value: 0.9968662721087704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:26:40,753] Trial 5466 finished with value: 0.9968545523786304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 48, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:26:44,607] Trial 5467 finished with value: 0.9970525510282316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:26:48,333] Trial 5468 finished with value: 0.9972482356035236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:26:52,940] Trial 5469 finished with value: 0.9970231092314151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 20, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:26:54,846] Trial 5470 finished with value: 0.9965282229283782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:27:01,160] Trial 5471 finished with value: 0.9948576849022267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 60, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:27:03,210] Trial 5472 finished with value: 0.9975016443866888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:27:05,451] Trial 5473 finished with value: 0.9976562486840669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:27:08,551] Trial 5474 finished with value: 0.9973887602986521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:27:10,080] Trial 5475 finished with value: 0.9866085322679212 and parameters: {'classifier': 'SVC', 'svc_c': 117537120.62403528, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:27:11,700] Trial 5476 finished with value: 0.9933705760805628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:27:13,328] Trial 5477 finished with value: 0.9974688050151395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:27:25,174] Trial 5478 finished with value: 0.9971216779362871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 54, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:27:26,710] Trial 5479 finished with value: 0.9973634152309317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:27:28,481] Trial 5480 finished with value: 0.9967678533655112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 75}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:27:33,518] Trial 5481 finished with value: 0.9972210555452071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 24, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:27:35,989] Trial 5482 finished with value: 0.9973287313474141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:27:38,031] Trial 5483 finished with value: 0.9973209984697347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:27:42,124] Trial 5484 finished with value: 0.9976077738863057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:27:46,082] Trial 5485 finished with value: 0.9973955974056309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:27:48,831] Trial 5486 finished with value: 0.9976844711104785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:27:52,009] Trial 5487 finished with value: 0.9972228423893975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:27:54,313] Trial 5488 finished with value: 0.9975121241167838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:28:02,963] Trial 5489 finished with value: 0.9968545288608409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 39, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:28:05,057] Trial 5490 finished with value: 0.9973043744711808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:28:07,020] Trial 5491 finished with value: 0.9973002429256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:28:17,456] Trial 5492 finished with value: 0.9970319642662889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 46, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:28:19,646] Trial 5493 finished with value: 0.997435755856022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:28:21,441] Trial 5494 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 4.198265154327063e-06, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:28:37,631] Trial 5495 finished with value: 0.9965839273992959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 72, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:28:54,036] Trial 5496 finished with value: 0.9961484804841279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 73, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:28:55,079] Trial 5497 finished with value: 0.9969205473265009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:28:57,452] Trial 5498 finished with value: 0.9974408777830052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:29:02,775] Trial 5499 finished with value: 0.9969442875351922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 26, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:29:05,529] Trial 5500 finished with value: 0.9974840954502974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:29:08,083] Trial 5501 finished with value: 0.9974360765993148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:29:15,855] Trial 5502 finished with value: 0.9970406506141846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 33, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:29:17,969] Trial 5503 finished with value: 0.9977225262897415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:29:20,473] Trial 5504 finished with value: 0.9972089334101383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 79}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:29:21,928] Trial 5505 finished with value: 0.9973577378588298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:29:24,563] Trial 5506 finished with value: 0.9973327223892786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:29:28,761] Trial 5507 finished with value: 0.997141342743756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 18, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:29:30,801] Trial 5508 finished with value: 0.997507561729109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:29:31,899] Trial 5509 finished with value: 0.9970718346634317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:29:34,118] Trial 5510 finished with value: 0.997500835514379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:29:48,247] Trial 5511 finished with value: 0.9966722874792785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 58, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:29:51,130] Trial 5512 finished with value: 0.9974897085213988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:29:52,601] Trial 5513 finished with value: 0.9862025221667182 and parameters: {'classifier': 'SVC', 'svc_c': 0.7899028357439606, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:29:53,862] Trial 5514 finished with value: 0.9972728453991415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:29:57,208] Trial 5515 finished with value: 0.9972632499188864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:30:09,269] Trial 5516 finished with value: 0.9962023537729983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 66, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:30:11,739] Trial 5517 finished with value: 0.9974082656231357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:30:13,374] Trial 5518 finished with value: 0.9972902980109836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:30:24,833] Trial 5519 finished with value: 0.9966667220150383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 55, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:30:26,594] Trial 5520 finished with value: 0.996740120210681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 4, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:30:28,204] Trial 5521 finished with value: 0.9974009996100751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:30:30,630] Trial 5522 finished with value: 0.9975735010086897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:30:32,804] Trial 5523 finished with value: 0.9974860133720457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:30:41,495] Trial 5524 finished with value: 0.9970670627738297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 37, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:30:44,404] Trial 5525 finished with value: 0.9973902868285255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:30:46,213] Trial 5526 finished with value: 0.9975452628085383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:30:49,599] Trial 5527 finished with value: 0.9974412225836321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 16, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:30:54,948] Trial 5528 finished with value: 0.997220929069646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:30:57,405] Trial 5529 finished with value: 0.9976158698456467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:31:00,786] Trial 5530 finished with value: 0.9975260350955314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:31:03,257] Trial 5531 finished with value: 0.9974337892483235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:31:04,997] Trial 5532 finished with value: 0.9972142991159889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:31:06,778] Trial 5533 finished with value: 0.9853848396042405 and parameters: {'classifier': 'SVC', 'svc_c': 0.10698989113062993, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:31:08,354] Trial 5534 finished with value: 0.9963771417291566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:31:11,616] Trial 5535 finished with value: 0.9856984897287203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 72, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:31:13,078] Trial 5536 finished with value: 0.9955364221748034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:31:16,817] Trial 5537 finished with value: 0.9975334230456324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:31:18,902] Trial 5538 finished with value: 0.9972739662233437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:31:21,334] Trial 5539 finished with value: 0.997519431674765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:31:23,509] Trial 5540 finished with value: 0.9977441898236711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:31:40,333] Trial 5541 finished with value: 0.9961038522890141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 67, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:31:47,685] Trial 5542 finished with value: 0.9971539819210754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 36, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:31:58,059] Trial 5543 finished with value: 0.9970725859949153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 48, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:31:59,028] Trial 5544 finished with value: 0.99670005170552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:32:02,219] Trial 5545 finished with value: 0.997432923660373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:32:10,874] Trial 5546 finished with value: 0.9969725382083413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 38, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:32:12,205] Trial 5547 finished with value: 0.9944403838817517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:32:14,806] Trial 5548 finished with value: 0.9975302757560379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:32:26,709] Trial 5549 finished with value: 0.996157052416867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 55, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:32:27,781] Trial 5550 finished with value: 0.9901372277219455 and parameters: {'classifier': 'SVC', 'svc_c': 14014.377944309248, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:32:29,508] Trial 5551 finished with value: 0.9973068094986557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:32:31,179] Trial 5552 finished with value: 0.9972575001526175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:32:38,752] Trial 5553 finished with value: 0.9969298546900321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 40, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:32:40,708] Trial 5554 finished with value: 0.9974834236540099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:32:45,486] Trial 5555 finished with value: 0.9972226556118122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 17, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:32:51,719] Trial 5556 finished with value: 0.9970780988694429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 29, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:32:54,418] Trial 5557 finished with value: 0.9970538434910377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 15, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:32:56,822] Trial 5558 finished with value: 0.99745324068184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:32:58,923] Trial 5559 finished with value: 0.9974003885601427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:33:02,253] Trial 5560 finished with value: 0.9972393350247525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:33:04,885] Trial 5561 finished with value: 0.9968178744341243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:33:07,353] Trial 5562 finished with value: 0.9973575396555976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:33:09,289] Trial 5563 finished with value: 0.9973277128779633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:33:11,310] Trial 5564 finished with value: 0.997418746622747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:33:13,125] Trial 5565 finished with value: 0.9975054476988303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:33:15,441] Trial 5566 finished with value: 0.9975523148128888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:33:21,175] Trial 5567 finished with value: 0.9948553524834068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 53, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:33:23,275] Trial 5568 finished with value: 0.9974106201950151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:33:25,009] Trial 5569 finished with value: 0.9850769192511478 and parameters: {'classifier': 'SVC', 'svc_c': 1.4204153648764718e-10, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:33:30,818] Trial 5570 finished with value: 0.9966964537693775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 25, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:33:44,513] Trial 5571 finished with value: 0.9961855438220445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 63, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:33:54,202] Trial 5572 finished with value: 0.9969232010598962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 41, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:33:56,959] Trial 5573 finished with value: 0.9975300364839536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:33:59,485] Trial 5574 finished with value: 0.9973181509446766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:34:02,247] Trial 5575 finished with value: 0.9976670083742439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:34:04,655] Trial 5576 finished with value: 0.9975200133353953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:34:06,861] Trial 5577 finished with value: 0.997232503630597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:34:11,176] Trial 5578 finished with value: 0.9973896922188291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 20, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:34:13,061] Trial 5579 finished with value: 0.9967625617676744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 15, 'rf_n_estimators': 77}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:34:15,620] Trial 5580 finished with value: 0.9975428068023066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:34:17,565] Trial 5581 finished with value: 0.996589129020165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:34:19,982] Trial 5582 finished with value: 0.9972286883532643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:34:22,441] Trial 5583 finished with value: 0.996250029537201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 18, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:34:23,591] Trial 5584 finished with value: 0.9971690498735019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:34:25,263] Trial 5585 finished with value: 0.9970767344568007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:34:31,369] Trial 5586 finished with value: 0.9968796938476744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 28, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:34:46,765] Trial 5587 finished with value: 0.9964056638248905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 73, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:34:48,336] Trial 5588 finished with value: 0.9867348461562901 and parameters: {'classifier': 'SVC', 'svc_c': 52852400.69611596, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:34:52,163] Trial 5589 finished with value: 0.9974052197044179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:34:53,215] Trial 5590 finished with value: 0.9972660999829772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 2, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:34:55,853] Trial 5591 finished with value: 0.9974038581799253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:34:58,878] Trial 5592 finished with value: 0.9974002503732935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:35:00,753] Trial 5593 finished with value: 0.9971627778599653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:35:02,449] Trial 5594 finished with value: 0.9972387185159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:35:04,587] Trial 5595 finished with value: 0.9971820403577191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:35:08,265] Trial 5596 finished with value: 0.9975819288830671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:35:11,334] Trial 5597 finished with value: 0.9971774187471091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:35:14,158] Trial 5598 finished with value: 0.9973446168683369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:35:14,702] Trial 5599 finished with value: 0.9954654738282382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 13}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:35:16,369] Trial 5600 finished with value: 0.9953062582668076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:35:18,317] Trial 5601 finished with value: 0.9972277809030139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:35:21,797] Trial 5602 finished with value: 0.997403756015601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:35:28,726] Trial 5603 finished with value: 0.9973389869126686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 33, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:35:31,036] Trial 5604 finished with value: 0.9973322695845526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:35:32,781] Trial 5605 finished with value: 0.9974533347529979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:35:35,142] Trial 5606 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.0921698428474976e-08, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:35:37,696] Trial 5607 finished with value: 0.9974326006954265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:35:39,871] Trial 5608 finished with value: 0.9974888882869181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:35:42,695] Trial 5609 finished with value: 0.9971612243528706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:35:44,244] Trial 5610 finished with value: 0.9970121106500088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:35:46,475] Trial 5611 finished with value: 0.9974647232980735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:35:49,169] Trial 5612 finished with value: 0.9973147053504898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:35:51,867] Trial 5613 finished with value: 0.9971960686397724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 73}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:35:54,330] Trial 5614 finished with value: 0.997423019465492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:35:56,316] Trial 5615 finished with value: 0.9974654044570436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:35:58,729] Trial 5616 finished with value: 0.9969609117876493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:36:00,834] Trial 5617 finished with value: 0.997598531585485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:36:02,081] Trial 5618 finished with value: 0.9912437748487535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:36:04,558] Trial 5619 finished with value: 0.997371765220484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:36:06,547] Trial 5620 finished with value: 0.9973536113913143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:36:09,452] Trial 5621 finished with value: 0.9976306038200727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:36:12,359] Trial 5622 finished with value: 0.9975169042265036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:36:15,473] Trial 5623 finished with value: 0.9974957893775184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:36:17,786] Trial 5624 finished with value: 0.9974939143971588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:36:23,064] Trial 5625 finished with value: 0.9972350691008716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 21, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:36:24,537] Trial 5626 finished with value: 0.9969060925504468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:36:25,712] Trial 5627 finished with value: 0.9877055285379721 and parameters: {'classifier': 'SVC', 'svc_c': 2.7700672190440905, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:36:27,097] Trial 5628 finished with value: 0.9973971304417756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 4, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:36:30,600] Trial 5629 finished with value: 0.9977081293718927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:36:33,128] Trial 5630 finished with value: 0.9975167208448742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:36:38,790] Trial 5631 finished with value: 0.997108998927894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:36:46,193] Trial 5632 finished with value: 0.9964481669766716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 34, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:36:47,269] Trial 5633 finished with value: 0.9969972521995095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:36:49,382] Trial 5634 finished with value: 0.9975561198706154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:36:52,176] Trial 5635 finished with value: 0.9974489340699617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:36:53,642] Trial 5636 finished with value: 0.9971456149200048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:36:54,854] Trial 5637 finished with value: 0.994254538629058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:36:56,070] Trial 5638 finished with value: 0.9954992502297676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:36:59,836] Trial 5639 finished with value: 0.9972234173850673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:37:01,655] Trial 5640 finished with value: 0.9974295716295375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 80}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:37:03,801] Trial 5641 finished with value: 0.9972617489697663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:37:17,993] Trial 5642 finished with value: 0.9965170810503197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 64, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:37:19,550] Trial 5643 finished with value: 0.9965668377739015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:37:22,285] Trial 5644 finished with value: 0.9946876104061827 and parameters: {'classifier': 'SVC', 'svc_c': 444960.2071614263, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:37:25,313] Trial 5645 finished with value: 0.9973262935904792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:37:26,431] Trial 5646 finished with value: 0.9967698076906396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:37:28,069] Trial 5647 finished with value: 0.9972572299678112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:37:29,927] Trial 5648 finished with value: 0.9971051354724176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 3, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:37:31,546] Trial 5649 finished with value: 0.9975339807124044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:37:35,354] Trial 5650 finished with value: 0.9972571007627898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:37:37,947] Trial 5651 finished with value: 0.9974312164148542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:37:44,389] Trial 5652 finished with value: 0.996154538235051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 46, 'rf_n_estimators': 71}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:37:47,655] Trial 5653 finished with value: 0.9971740942330394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:37:49,034] Trial 5654 finished with value: 0.9961308504256451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:37:51,108] Trial 5655 finished with value: 0.9975779346039361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:37:53,206] Trial 5656 finished with value: 0.9972887723380337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:37:55,350] Trial 5657 finished with value: 0.9974273678127186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:37:57,811] Trial 5658 finished with value: 0.9974426662458291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:37:59,925] Trial 5659 finished with value: 0.9974682951773938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:38:03,883] Trial 5660 finished with value: 0.9974065410487195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:38:12,922] Trial 5661 finished with value: 0.9968179587934823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 40, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:38:25,115] Trial 5662 finished with value: 0.9969643400529384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 51, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:38:27,009] Trial 5663 finished with value: 0.9852053993786534 and parameters: {'classifier': 'SVC', 'svc_c': 0.00010215745828396491, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:38:32,237] Trial 5664 finished with value: 0.9971071446723879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:38:34,026] Trial 5665 finished with value: 0.9967766957686978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 37}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:38:39,619] Trial 5666 finished with value: 0.997182840184725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 26, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:38:41,606] Trial 5667 finished with value: 0.997617977115751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:38:43,368] Trial 5668 finished with value: 0.9976445899224474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:38:46,573] Trial 5669 finished with value: 0.9973851326558281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:38:49,145] Trial 5670 finished with value: 0.9975717092451236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:39:00,806] Trial 5671 finished with value: 0.9965023418074007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 58, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:39:03,776] Trial 5672 finished with value: 0.9973057852846438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:39:06,567] Trial 5673 finished with value: 0.9971353810000029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:39:07,542] Trial 5674 finished with value: 0.9969012253519088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:39:15,711] Trial 5675 finished with value: 0.9965721888803148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 38, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:39:17,291] Trial 5676 finished with value: 0.9976064016978764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:39:18,435] Trial 5677 finished with value: 0.9971478365100518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:39:24,916] Trial 5678 finished with value: 0.9969092000724431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 32, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:39:25,700] Trial 5679 finished with value: 0.9956492913777616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 22}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:39:27,650] Trial 5680 finished with value: 0.9974419910853234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:39:28,395] Trial 5681 finished with value: 0.9950787431093556 and parameters: {'classifier': 'SVC', 'svc_c': 941.4420694590849, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:39:31,507] Trial 5682 finished with value: 0.9974371204590916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:39:34,541] Trial 5683 finished with value: 0.9973590948765393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:39:37,940] Trial 5684 finished with value: 0.9975119044269882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:39:39,668] Trial 5685 finished with value: 0.9974860728806222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:39:44,906] Trial 5686 finished with value: 0.9973164561404175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 25, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:39:47,407] Trial 5687 finished with value: 0.9974664203874616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:39:49,847] Trial 5688 finished with value: 0.9966049917532703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:39:52,847] Trial 5689 finished with value: 0.9968733993954374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 17, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:40:08,438] Trial 5690 finished with value: 0.9967999581949298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 65, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:40:16,625] Trial 5691 finished with value: 0.9964672650085885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 47, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:40:19,242] Trial 5692 finished with value: 0.9975208625783235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:40:20,868] Trial 5693 finished with value: 0.9965607298770847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:40:22,941] Trial 5694 finished with value: 0.9972318736331337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:40:24,786] Trial 5695 finished with value: 0.9972602310726036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:40:27,676] Trial 5696 finished with value: 0.9933537264572245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 37, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:40:29,188] Trial 5697 finished with value: 0.9976206078709012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:40:31,155] Trial 5698 finished with value: 0.9971464786671564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:40:35,822] Trial 5699 finished with value: 0.997259894460357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:40:37,650] Trial 5700 finished with value: 0.9852065470531253 and parameters: {'classifier': 'SVC', 'svc_c': 4.293421610144139e-10, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:40:38,856] Trial 5701 finished with value: 0.9971947605619161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:40:42,293] Trial 5702 finished with value: 0.997189792246405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:40:53,925] Trial 5703 finished with value: 0.9964768271640411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 55, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:40:56,511] Trial 5704 finished with value: 0.9973929503689342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:40:58,772] Trial 5705 finished with value: 0.9972390177726296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:40:59,616] Trial 5706 finished with value: 0.9892875683925055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 75}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:41:01,846] Trial 5707 finished with value: 0.9976967271477789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:41:04,424] Trial 5708 finished with value: 0.9974791452253934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:41:07,087] Trial 5709 finished with value: 0.9974857469005746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:41:18,461] Trial 5710 finished with value: 0.9964312041759555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 51, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:41:21,362] Trial 5711 finished with value: 0.9972456360149985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:41:23,588] Trial 5712 finished with value: 0.9972179007337286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:41:25,795] Trial 5713 finished with value: 0.9973641996650527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:41:27,775] Trial 5714 finished with value: 0.9974290647116795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:41:29,943] Trial 5715 finished with value: 0.9973966970289111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:41:32,387] Trial 5716 finished with value: 0.9957407136262706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 19, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:41:33,346] Trial 5717 finished with value: 0.9966848607369642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 48}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:41:41,334] Trial 5718 finished with value: 0.9969736633171612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 40, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:41:42,879] Trial 5719 finished with value: 0.9962111901142445 and parameters: {'classifier': 'SVC', 'svc_c': 107913.07808812858, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:41:45,454] Trial 5720 finished with value: 0.9971898752727709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 79}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:41:47,921] Trial 5721 finished with value: 0.997469790604118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:41:50,876] Trial 5722 finished with value: 0.9970760692619981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:41:53,491] Trial 5723 finished with value: 0.9973101137956784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:41:57,859] Trial 5724 finished with value: 0.9972797706422893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:41:59,778] Trial 5725 finished with value: 0.9975692812952022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:42:01,872] Trial 5726 finished with value: 0.9974757664395019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:42:14,867] Trial 5727 finished with value: 0.9963529186599412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 53, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:42:17,803] Trial 5728 finished with value: 0.9971792667502473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:42:20,533] Trial 5729 finished with value: 0.997451763758316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:42:22,942] Trial 5730 finished with value: 0.9975024909318946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:42:24,631] Trial 5731 finished with value: 0.997468345513715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:42:27,412] Trial 5732 finished with value: 0.9973801380613295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:42:29,959] Trial 5733 finished with value: 0.9976157201061993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:42:31,933] Trial 5734 finished with value: 0.9971808047057674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:42:35,167] Trial 5735 finished with value: 0.99727538274963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:42:36,436] Trial 5736 finished with value: 0.9972225869309804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 3, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:42:38,283] Trial 5737 finished with value: 0.985205317494852 and parameters: {'classifier': 'SVC', 'svc_c': 1.8975241207706415e-06, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:42:41,150] Trial 5738 finished with value: 0.9972744241061348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:42:46,257] Trial 5739 finished with value: 0.9968318814200421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 25, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:42:49,159] Trial 5740 finished with value: 0.9973325842659051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:42:50,313] Trial 5741 finished with value: 0.9955018748912395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:42:51,345] Trial 5742 finished with value: 0.9925874344223296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:42:54,441] Trial 5743 finished with value: 0.9973200727067116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:43:02,114] Trial 5744 finished with value: 0.9965371347423684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 43, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:43:03,061] Trial 5745 finished with value: 0.9952234791074263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 2, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:43:04,989] Trial 5746 finished with value: 0.9974166874038346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:43:07,495] Trial 5747 finished with value: 0.9971147813842077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:43:08,256] Trial 5748 finished with value: 0.9879177623373078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 5, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:43:11,284] Trial 5749 finished with value: 0.9972608223815578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:43:12,740] Trial 5750 finished with value: 0.9974049307942461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:43:15,127] Trial 5751 finished with value: 0.9971309810786767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:43:19,251] Trial 5752 finished with value: 0.9972938708424414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:43:22,314] Trial 5753 finished with value: 0.9975128733535653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:43:23,874] Trial 5754 finished with value: 0.9967877680455253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:43:26,116] Trial 5755 finished with value: 0.9974455630915955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:44:18,917] Trial 5756 finished with value: 0.9899636280965186 and parameters: {'classifier': 'SVC', 'svc_c': 327088697.0798021, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:44:22,939] Trial 5757 finished with value: 0.997387481229243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:44:23,907] Trial 5758 finished with value: 0.9965086324510889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:44:26,005] Trial 5759 finished with value: 0.9976277092276978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:44:35,838] Trial 5760 finished with value: 0.9971391926274764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 45, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:44:38,242] Trial 5761 finished with value: 0.9976131473679438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:44:41,128] Trial 5762 finished with value: 0.9974053252012224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:44:43,382] Trial 5763 finished with value: 0.9976285750695514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:44:45,167] Trial 5764 finished with value: 0.9974145203712504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:44:52,243] Trial 5765 finished with value: 0.9973251124959907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 27, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:44:54,684] Trial 5766 finished with value: 0.9973912991408223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:45:01,211] Trial 5767 finished with value: 0.9969668960018407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 28, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:45:04,575] Trial 5768 finished with value: 0.9973478334735212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:45:07,094] Trial 5769 finished with value: 0.9976386943204935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:45:11,563] Trial 5770 finished with value: 0.9971881045514372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 22, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:45:15,212] Trial 5771 finished with value: 0.9973679320747092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 17, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:45:17,702] Trial 5772 finished with value: 0.9973409939227235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:45:19,886] Trial 5773 finished with value: 0.9973730604444878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:45:31,532] Trial 5774 finished with value: 0.9968593493729173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 52, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:45:33,534] Trial 5775 finished with value: 0.9866067297452042 and parameters: {'classifier': 'SVC', 'svc_c': 4091769916.888642, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:45:35,618] Trial 5776 finished with value: 0.9971578381720466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:45:38,382] Trial 5777 finished with value: 0.9974752899900349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:45:40,811] Trial 5778 finished with value: 0.997244061116554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:45:41,638] Trial 5779 finished with value: 0.9971170572778144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 31}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:45:44,078] Trial 5780 finished with value: 0.9976226607422323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:45:46,376] Trial 5781 finished with value: 0.9977141820447505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:45:49,366] Trial 5782 finished with value: 0.9974154093500388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:45:51,956] Trial 5783 finished with value: 0.9965600477977152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:45:54,844] Trial 5784 finished with value: 0.9974436617052969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:45:56,752] Trial 5785 finished with value: 0.9971358887113088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:45:59,159] Trial 5786 finished with value: 0.9972510886827157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:46:03,730] Trial 5787 finished with value: 0.9966473103808574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 28, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:46:06,019] Trial 5788 finished with value: 0.9975823180532885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:46:09,899] Trial 5789 finished with value: 0.9973749429467315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:46:11,997] Trial 5790 finished with value: 0.9973659093861281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:46:16,248] Trial 5791 finished with value: 0.9973799184984856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 22, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:46:17,942] Trial 5792 finished with value: 0.9975371980792985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:46:19,831] Trial 5793 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 4.1469970538537424e-08, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:46:24,315] Trial 5794 finished with value: 0.9969546978862214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 20, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:46:32,802] Trial 5795 finished with value: 0.9969325258475384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 35, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:46:34,237] Trial 5796 finished with value: 0.997307961140366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:46:35,459] Trial 5797 finished with value: 0.9973736203329135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 3, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:46:38,651] Trial 5798 finished with value: 0.9972401965819887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:46:41,404] Trial 5799 finished with value: 0.9975455235354481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:46:43,432] Trial 5800 finished with value: 0.9973687329173284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 80}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:46:49,611] Trial 5801 finished with value: 0.9970335192015897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 28, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:46:51,141] Trial 5802 finished with value: 0.9972711219990279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:47:02,706] Trial 5803 finished with value: 0.9967986733174837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 49, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:47:05,017] Trial 5804 finished with value: 0.9976110916719391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:47:07,560] Trial 5805 finished with value: 0.9976149668387033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:47:10,451] Trial 5806 finished with value: 0.9970265517787628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:47:13,945] Trial 5807 finished with value: 0.99772747083356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:47:16,891] Trial 5808 finished with value: 0.9973364332171579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:47:26,228] Trial 5809 finished with value: 0.9967087287859465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 40, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:47:27,736] Trial 5810 finished with value: 0.9959952661166692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:47:33,009] Trial 5811 finished with value: 0.9959923661605877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 43, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:47:33,882] Trial 5812 finished with value: 0.9929025082458626 and parameters: {'classifier': 'SVC', 'svc_c': 3118.056386199149, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:47:34,807] Trial 5813 finished with value: 0.9961828800912084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:47:36,954] Trial 5814 finished with value: 0.997136675144918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:47:39,793] Trial 5815 finished with value: 0.9974673986767214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:47:42,463] Trial 5816 finished with value: 0.9973959989218982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:47:46,376] Trial 5817 finished with value: 0.9972377533343958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:47:47,350] Trial 5818 finished with value: 0.992712324294266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:47:48,998] Trial 5819 finished with value: 0.997119608370817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:47:51,428] Trial 5820 finished with value: 0.9973143711185863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:47:53,322] Trial 5821 finished with value: 0.9976072187903041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:47:57,871] Trial 5822 finished with value: 0.9975143763656494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:48:00,596] Trial 5823 finished with value: 0.997219594395423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:48:01,843] Trial 5824 finished with value: 0.9957047455635409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:48:08,491] Trial 5825 finished with value: 0.9969694781662547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 31, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:48:11,058] Trial 5826 finished with value: 0.9974502307856472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:48:13,861] Trial 5827 finished with value: 0.9970649598835566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:48:17,436] Trial 5828 finished with value: 0.9969996300035372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 24, 'rf_n_estimators': 76}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:48:20,366] Trial 5829 finished with value: 0.9974762252744301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:48:21,441] Trial 5830 finished with value: 0.9959896127701633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 8}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:48:35,654] Trial 5831 finished with value: 0.996281690765887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 61, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:48:37,488] Trial 5832 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.4916980493023483e-07, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:48:40,188] Trial 5833 finished with value: 0.9974651178002633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:48:42,441] Trial 5834 finished with value: 0.9975882455201014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:48:44,952] Trial 5835 finished with value: 0.9974893542628757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:48:50,912] Trial 5836 finished with value: 0.9969234167507155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 30, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:48:58,616] Trial 5837 finished with value: 0.997111855085663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 34, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:48:59,756] Trial 5838 finished with value: 0.9970497689150007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:49:02,660] Trial 5839 finished with value: 0.9974871190255282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:49:04,610] Trial 5840 finished with value: 0.9973073133696747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:49:06,157] Trial 5841 finished with value: 0.9973379887237409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:49:09,805] Trial 5842 finished with value: 0.997129777037681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:49:12,756] Trial 5843 finished with value: 0.997123374549607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:49:15,456] Trial 5844 finished with value: 0.9974363104759548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:49:22,923] Trial 5845 finished with value: 0.9969313911856085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 31, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:49:25,667] Trial 5846 finished with value: 0.9975313731576646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:49:26,732] Trial 5847 finished with value: 0.9901462503329709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:49:30,377] Trial 5848 finished with value: 0.9972596488406911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:49:36,171] Trial 5849 finished with value: 0.9970718683373515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 27, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:49:38,074] Trial 5850 finished with value: 0.985325025836015 and parameters: {'classifier': 'SVC', 'svc_c': 0.002207489617987213, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:49:39,669] Trial 5851 finished with value: 0.997529398012469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 71}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:49:41,416] Trial 5852 finished with value: 0.9973852263143931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:49:42,612] Trial 5853 finished with value: 0.997259423533286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 4, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:49:46,025] Trial 5854 finished with value: 0.9972592809348676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:49:53,323] Trial 5855 finished with value: 0.9972127249475164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 33, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:49:59,219] Trial 5856 finished with value: 0.9970640956285983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 30, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:50:01,226] Trial 5857 finished with value: 0.9973174071668148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:50:03,626] Trial 5858 finished with value: 0.9973111780629292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:50:06,343] Trial 5859 finished with value: 0.9972533370912946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:50:08,612] Trial 5860 finished with value: 0.9976747800991221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:50:10,323] Trial 5861 finished with value: 0.997376347031758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:50:11,845] Trial 5862 finished with value: 0.996600754425244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:50:13,930] Trial 5863 finished with value: 0.9975330517755907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:50:14,656] Trial 5864 finished with value: 0.9928748216822808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 3, 'rf_n_estimators': 81}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:50:16,838] Trial 5865 finished with value: 0.9968926610362675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:50:21,191] Trial 5866 finished with value: 0.9951043259257407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 40, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:50:32,175] Trial 5867 finished with value: 0.9965867841600854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 47, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:50:33,988] Trial 5868 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 3.949191771575381e-05, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:50:35,660] Trial 5869 finished with value: 0.9947836976827591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 18, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:50:38,608] Trial 5870 finished with value: 0.9973616334648064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:50:41,322] Trial 5871 finished with value: 0.9974809313078742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:50:42,336] Trial 5872 finished with value: 0.989573659761957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:50:53,530] Trial 5873 finished with value: 0.996052907837721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 67, 'rf_n_estimators': 107}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:50:56,866] Trial 5874 finished with value: 0.9974368729351512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:51:00,320] Trial 5875 finished with value: 0.9974851531795396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:51:13,738] Trial 5876 finished with value: 0.99622675920823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 61, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:51:16,485] Trial 5877 finished with value: 0.9972935520351608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:51:18,450] Trial 5878 finished with value: 0.9975434506692356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:51:20,685] Trial 5879 finished with value: 0.9972698612106536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:51:21,641] Trial 5880 finished with value: 0.996445383403497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:51:23,839] Trial 5881 finished with value: 0.9975621355053352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:51:26,092] Trial 5882 finished with value: 0.9967670715338985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:51:29,217] Trial 5883 finished with value: 0.9974797234265914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:51:31,552] Trial 5884 finished with value: 0.997682178300567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:51:36,005] Trial 5885 finished with value: 0.9971994264151691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 22, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:51:39,782] Trial 5886 finished with value: 0.9972937403361658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:51:42,772] Trial 5887 finished with value: 0.9977929112567111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:51:44,541] Trial 5888 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 2.7431128491007427e-09, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:51:46,856] Trial 5889 finished with value: 0.9974723828929243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:51:49,300] Trial 5890 finished with value: 0.9973273163128095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:51:51,617] Trial 5891 finished with value: 0.9974571721199142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:51:54,182] Trial 5892 finished with value: 0.9974943186746241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:51:56,517] Trial 5893 finished with value: 0.9975360336789492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:51:58,878] Trial 5894 finished with value: 0.9971963535827059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:52:01,896] Trial 5895 finished with value: 0.9973045517273941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:52:04,283] Trial 5896 finished with value: 0.9973579660543844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:52:06,846] Trial 5897 finished with value: 0.9973892819111613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:52:09,115] Trial 5898 finished with value: 0.997378015430078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:52:11,958] Trial 5899 finished with value: 0.997769459164744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:52:14,620] Trial 5900 finished with value: 0.9975356697721022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:52:17,477] Trial 5901 finished with value: 0.9972761255753544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:52:20,490] Trial 5902 finished with value: 0.9970612642263972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:52:23,929] Trial 5903 finished with value: 0.9973928248137721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:52:26,736] Trial 5904 finished with value: 0.9973960253595754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:52:29,770] Trial 5905 finished with value: 0.9976027353348055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:53:08,314] Trial 5906 finished with value: 0.9907542957330123 and parameters: {'classifier': 'SVC', 'svc_c': 8052122.381200406, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:53:11,039] Trial 5907 finished with value: 0.9972067709795507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:53:14,002] Trial 5908 finished with value: 0.9971023447582138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:53:17,386] Trial 5909 finished with value: 0.9974381597486096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:53:20,092] Trial 5910 finished with value: 0.9973672324442768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:53:23,493] Trial 5911 finished with value: 0.9975835888073655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:53:26,289] Trial 5912 finished with value: 0.9974614322357582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:53:29,408] Trial 5913 finished with value: 0.9973658494966968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:53:31,877] Trial 5914 finished with value: 0.9975210916942774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:53:40,550] Trial 5915 finished with value: 0.996494379274223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 50, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:53:42,777] Trial 5916 finished with value: 0.9974524862400417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:53:45,767] Trial 5917 finished with value: 0.9974089330395919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:53:49,121] Trial 5918 finished with value: 0.997300538564208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:53:52,299] Trial 5919 finished with value: 0.9973278447489689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:53:54,825] Trial 5920 finished with value: 0.9974761877284858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:53:56,998] Trial 5921 finished with value: 0.9973486930947452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:53:59,482] Trial 5922 finished with value: 0.9975803690601285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:54:01,775] Trial 5923 finished with value: 0.9976836788688322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:54:05,131] Trial 5924 finished with value: 0.9971362845147528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:54:07,012] Trial 5925 finished with value: 0.985388772248355 and parameters: {'classifier': 'SVC', 'svc_c': 0.017017546055040026, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:54:09,357] Trial 5926 finished with value: 0.9975340270497494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:54:12,924] Trial 5927 finished with value: 0.9974756724952959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:54:15,566] Trial 5928 finished with value: 0.9973357508521472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:54:17,547] Trial 5929 finished with value: 0.9975444237534785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 100}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:54:20,057] Trial 5930 finished with value: 0.9972483322771897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:54:21,655] Trial 5931 finished with value: 0.9969615524490495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 39}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:54:23,892] Trial 5932 finished with value: 0.9974923206146595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:54:27,021] Trial 5933 finished with value: 0.997635289858635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:54:29,286] Trial 5934 finished with value: 0.9974507205332975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:54:32,920] Trial 5935 finished with value: 0.9973560551149756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:54:34,756] Trial 5936 finished with value: 0.997264241633281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 78}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:54:37,036] Trial 5937 finished with value: 0.9971822135514801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:54:39,358] Trial 5938 finished with value: 0.9974801990508729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:54:41,914] Trial 5939 finished with value: 0.9973758773107274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:54:45,018] Trial 5940 finished with value: 0.997599759207746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:54:47,882] Trial 5941 finished with value: 0.9972906872446808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:54:50,108] Trial 5942 finished with value: 0.9972734107464872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:54:52,522] Trial 5943 finished with value: 0.9852352250771986 and parameters: {'classifier': 'SVC', 'svc_c': 0.0006764599860906785, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:54:55,431] Trial 5944 finished with value: 0.9973626301303146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:54:57,665] Trial 5945 finished with value: 0.9973793694009485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:55:00,879] Trial 5946 finished with value: 0.9970637932932916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 16, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:55:03,860] Trial 5947 finished with value: 0.9974231132510084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:55:06,304] Trial 5948 finished with value: 0.9972672472131187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:55:10,145] Trial 5949 finished with value: 0.99717240717283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:55:23,161] Trial 5950 finished with value: 0.9961427903851249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 73, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:55:32,154] Trial 5951 finished with value: 0.9970676809013157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 43, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:55:34,790] Trial 5952 finished with value: 0.99763623894902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:55:38,049] Trial 5953 finished with value: 0.997295968369008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:55:39,994] Trial 5954 finished with value: 0.9973546847990827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:55:42,126] Trial 5955 finished with value: 0.9974657221534974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:55:43,044] Trial 5956 finished with value: 0.9968126690999203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 82}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:55:45,214] Trial 5957 finished with value: 0.9974451282505253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:55:47,939] Trial 5958 finished with value: 0.997541700482328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:56:03,685] Trial 5959 finished with value: 0.9959391411502155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 72, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:56:06,647] Trial 5960 finished with value: 0.9973932592739875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 105}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:56:08,264] Trial 5961 finished with value: 0.997610694154648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 74}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:56:09,176] Trial 5962 finished with value: 0.9926290685267282 and parameters: {'classifier': 'SVC', 'svc_c': 307.27237497760103, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:56:11,407] Trial 5963 finished with value: 0.9967115045198581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:56:13,540] Trial 5964 finished with value: 0.9975152881639932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:56:15,677] Trial 5965 finished with value: 0.9971572891697232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:56:18,647] Trial 5966 finished with value: 0.9974200235657164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:56:21,381] Trial 5967 finished with value: 0.9972056368254272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:56:23,464] Trial 5968 finished with value: 0.9973303970162739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:56:29,123] Trial 5969 finished with value: 0.9972450959310271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 27, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:56:31,584] Trial 5970 finished with value: 0.9973486276194419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:56:34,362] Trial 5971 finished with value: 0.997335663096833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:56:39,054] Trial 5972 finished with value: 0.997369791884349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:56:42,117] Trial 5973 finished with value: 0.9974756776685748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:56:44,112] Trial 5974 finished with value: 0.9974058415769768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:56:48,334] Trial 5975 finished with value: 0.9946841971529237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 36, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:56:51,007] Trial 5976 finished with value: 0.997479079781828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:56:52,973] Trial 5977 finished with value: 0.9973569517108617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:56:57,976] Trial 5978 finished with value: 0.9965676051330283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 31, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:57:00,320] Trial 5979 finished with value: 0.9973947281678212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:57:04,093] Trial 5980 finished with value: 0.9973624451300521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:57:05,871] Trial 5981 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 3.905918222934223e-07, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:57:08,392] Trial 5982 finished with value: 0.9974772415857033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:57:11,736] Trial 5983 finished with value: 0.997526130880536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:57:17,048] Trial 5984 finished with value: 0.9968075767844043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 25, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:57:19,510] Trial 5985 finished with value: 0.9971638553619241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:57:29,893] Trial 5986 finished with value: 0.9966871142553462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 44, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:57:32,558] Trial 5987 finished with value: 0.9958673722835285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 20, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:57:33,520] Trial 5988 finished with value: 0.995743696227863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 15, 'rf_n_estimators': 20}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:57:37,960] Trial 5989 finished with value: 0.9954265004395744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 36, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:57:40,176] Trial 5990 finished with value: 0.9974435442433013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:57:43,378] Trial 5991 finished with value: 0.99691153284038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:57:45,866] Trial 5992 finished with value: 0.9975037156660059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:57:50,196] Trial 5993 finished with value: 0.9970123700756645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 19, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:57:52,394] Trial 5994 finished with value: 0.9973248473892494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:57:55,214] Trial 5995 finished with value: 0.9975937356702872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:57:57,486] Trial 5996 finished with value: 0.9970999433411829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:58:00,040] Trial 5997 finished with value: 0.9970153031661212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:58:03,425] Trial 5998 finished with value: 0.9973087400203533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:58:04,859] Trial 5999 finished with value: 0.9912705717035752 and parameters: {'classifier': 'SVC', 'svc_c': 35.85701200643341, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:58:15,141] Trial 6000 finished with value: 0.9963065420869807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 53, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:58:16,579] Trial 6001 finished with value: 0.9945299471775444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:58:20,486] Trial 6002 finished with value: 0.9971585404367254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:58:21,560] Trial 6003 finished with value: 0.990590401877069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:58:24,780] Trial 6004 finished with value: 0.99693894702924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 14, 'rf_n_estimators': 107}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:58:34,643] Trial 6005 finished with value: 0.9967625054646265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 46, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:58:46,062] Trial 6006 finished with value: 0.9957895314790738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 68, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:58:48,701] Trial 6007 finished with value: 0.9973627310568604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:58:51,217] Trial 6008 finished with value: 0.997325281087755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:58:54,279] Trial 6009 finished with value: 0.9968107471157195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:58:56,847] Trial 6010 finished with value: 0.9973859493039252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:58:57,589] Trial 6011 finished with value: 0.9914228070518022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 2, 'rf_n_estimators': 104}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:58:59,723] Trial 6012 finished with value: 0.9974461994683782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:59:00,735] Trial 6013 finished with value: 0.9965529976341635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:59:03,990] Trial 6014 finished with value: 0.9972982841889024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:59:06,358] Trial 6015 finished with value: 0.9973654150364814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:59:09,107] Trial 6016 finished with value: 0.9971293660635171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:59:10,893] Trial 6017 finished with value: 0.9974332112058146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 77}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:59:12,654] Trial 6018 finished with value: 0.9850762638633586 and parameters: {'classifier': 'SVC', 'svc_c': 1.0147096130636187e-10, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:59:16,715] Trial 6019 finished with value: 0.9961711327173509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 29, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:59:19,812] Trial 6020 finished with value: 0.9957932578267897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 26, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:59:22,267] Trial 6021 finished with value: 0.9974591757340129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:59:24,222] Trial 6022 finished with value: 0.9972730053581951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 44}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:59:26,838] Trial 6023 finished with value: 0.9972963999728117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 81}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:59:29,129] Trial 6024 finished with value: 0.9974507140587644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:59:31,600] Trial 6025 finished with value: 0.9976518515239388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:59:32,734] Trial 6026 finished with value: 0.9970367442173194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 3, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:59:36,353] Trial 6027 finished with value: 0.9967858391741989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 19, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:59:38,578] Trial 6028 finished with value: 0.994762240794345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 26, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:59:50,434] Trial 6029 finished with value: 0.9966609099789948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 48, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:59:52,639] Trial 6030 finished with value: 0.991244381138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 25, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:59:54,156] Trial 6031 finished with value: 0.9976196350722993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 70}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 03:59:56,678] Trial 6032 finished with value: 0.9972945688859781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:00:05,721] Trial 6033 finished with value: 0.9941746516182327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 73, 'rf_n_estimators': 107}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:00:07,135] Trial 6034 finished with value: 0.9973862029532817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:00:10,373] Trial 6035 finished with value: 0.9973956558351184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:00:12,790] Trial 6036 finished with value: 0.997414592892369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:00:15,352] Trial 6037 finished with value: 0.9975604883079375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:00:17,350] Trial 6038 finished with value: 0.9868208780385945 and parameters: {'classifier': 'SVC', 'svc_c': 883193.6559072456, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:00:20,406] Trial 6039 finished with value: 0.9975229282400311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:00:22,559] Trial 6040 finished with value: 0.9973634028848858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:00:25,597] Trial 6041 finished with value: 0.9972838643562846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:00:27,574] Trial 6042 finished with value: 0.9973986388493038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:00:30,893] Trial 6043 finished with value: 0.997298227124145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:00:46,268] Trial 6044 finished with value: 0.9963204285323258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 65, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:00:49,130] Trial 6045 finished with value: 0.9975746654725149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:00:52,278] Trial 6046 finished with value: 0.997581212018951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:00:56,125] Trial 6047 finished with value: 0.9971710346670214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 17, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:00:58,247] Trial 6048 finished with value: 0.9975772651879916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:01:00,575] Trial 6049 finished with value: 0.9974549626220099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:01:03,191] Trial 6050 finished with value: 0.9975028379859129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 101}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:01:13,358] Trial 6051 finished with value: 0.996678257601839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 48, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:01:21,542] Trial 6052 finished with value: 0.9967115558083166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 36, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:01:24,180] Trial 6053 finished with value: 0.9974736738640487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:01:30,012] Trial 6054 finished with value: 0.9967973753640198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 22, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:01:32,630] Trial 6055 finished with value: 0.99769524771696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:04:11,874] Trial 6056 finished with value: 0.9897320619760328 and parameters: {'classifier': 'SVC', 'svc_c': 1070386107.1802287, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:04:15,045] Trial 6057 finished with value: 0.9967702278053205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:04:18,431] Trial 6058 finished with value: 0.9974826735285669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 15, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:04:20,933] Trial 6059 finished with value: 0.9972043014212325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:04:23,279] Trial 6060 finished with value: 0.9975882647532733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:04:25,816] Trial 6061 finished with value: 0.9972978854655711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:04:27,853] Trial 6062 finished with value: 0.995476465109926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:04:29,154] Trial 6063 finished with value: 0.9974559846461063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:04:31,207] Trial 6064 finished with value: 0.9975479270471809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:04:32,971] Trial 6065 finished with value: 0.9967712596046926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 83}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:04:34,684] Trial 6066 finished with value: 0.9967614010489223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:04:37,579] Trial 6067 finished with value: 0.9967234983385671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:04:39,741] Trial 6068 finished with value: 0.997488947287688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:04:48,378] Trial 6069 finished with value: 0.9964767154148687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 40, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:04:50,091] Trial 6070 finished with value: 0.9971436255244887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 3, 'rf_n_estimators': 107}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:04:51,790] Trial 6071 finished with value: 0.9962828450418438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:04:56,228] Trial 6072 finished with value: 0.9970144865180242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 18, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:04:59,236] Trial 6073 finished with value: 0.9950983976337423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 51, 'rf_n_estimators': 27}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:05:01,173] Trial 6074 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 1.2172206225560276e-06, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:05:04,138] Trial 6075 finished with value: 0.9974038724302456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:05:08,841] Trial 6076 finished with value: 0.9967781916080147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 25, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:05:15,044] Trial 6077 finished with value: 0.9970697573221741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 27, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:05:23,975] Trial 6078 finished with value: 0.996995769563162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 38, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:05:26,556] Trial 6079 finished with value: 0.9975946045907179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:05:27,232] Trial 6080 finished with value: 0.9862666960251959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 2, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:05:30,123] Trial 6081 finished with value: 0.9971424651231158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:05:32,680] Trial 6082 finished with value: 0.997216871282962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:05:33,650] Trial 6083 finished with value: 0.9964587945419398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:05:37,400] Trial 6084 finished with value: 0.9970554014097018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 16, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:05:39,943] Trial 6085 finished with value: 0.9975639091465562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:05:44,528] Trial 6086 finished with value: 0.996701882284547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 20, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:05:46,272] Trial 6087 finished with value: 0.9972602454498758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:05:49,789] Trial 6088 finished with value: 0.9972588367628527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:05:50,886] Trial 6089 finished with value: 0.9933454307394941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:05:52,921] Trial 6090 finished with value: 0.996867557811402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:05:55,330] Trial 6091 finished with value: 0.9974132790699514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:05:57,707] Trial 6092 finished with value: 0.997214655120097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:06:00,381] Trial 6093 finished with value: 0.9972875190080677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:06:02,174] Trial 6094 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.2045710450665438e-05, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:06:04,273] Trial 6095 finished with value: 0.9973984197307906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:06:06,887] Trial 6096 finished with value: 0.997540364443375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:06:09,520] Trial 6097 finished with value: 0.9975604869749454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:06:10,745] Trial 6098 finished with value: 0.9972175825294683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:06:13,465] Trial 6099 finished with value: 0.9964546980350089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 16, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:06:16,857] Trial 6100 finished with value: 0.9975555863881286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:06:19,711] Trial 6101 finished with value: 0.9974820514973183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:06:22,570] Trial 6102 finished with value: 0.9972376646904203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:06:29,462] Trial 6103 finished with value: 0.9963978519515594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 30, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:06:32,667] Trial 6104 finished with value: 0.9972948535115324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:06:35,317] Trial 6105 finished with value: 0.9975084646091008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:06:37,193] Trial 6106 finished with value: 0.997262247794458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:06:43,927] Trial 6107 finished with value: 0.9970772978998722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 33, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:06:45,794] Trial 6108 finished with value: 0.9954741963256105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:06:48,818] Trial 6109 finished with value: 0.9976441286119622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:06:51,189] Trial 6110 finished with value: 0.9974413320159371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:06:52,115] Trial 6111 finished with value: 0.9953557072913766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:06:53,958] Trial 6112 finished with value: 0.9853938531064861 and parameters: {'classifier': 'SVC', 'svc_c': 0.04895633480095151, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:06:56,062] Trial 6113 finished with value: 0.9972188909881797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:07:00,496] Trial 6114 finished with value: 0.9971499871976138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 30, 'rf_n_estimators': 74}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:07:02,946] Trial 6115 finished with value: 0.997232358556622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:07:07,284] Trial 6116 finished with value: 0.9973399541253989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 17, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:07:14,607] Trial 6117 finished with value: 0.9969653344015795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 35, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:07:17,910] Trial 6118 finished with value: 0.996812504189753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 19, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:07:19,387] Trial 6119 finished with value: 0.997297452941368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:07:29,554] Trial 6120 finished with value: 0.9963553744440077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 62, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:07:30,139] Trial 6121 finished with value: 0.9918148827516818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 5}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:07:33,022] Trial 6122 finished with value: 0.9973882768985834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:07:34,994] Trial 6123 finished with value: 0.9964476139753718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:07:37,068] Trial 6124 finished with value: 0.9975106148523318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 83}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:07:39,407] Trial 6125 finished with value: 0.9975881026995177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:07:41,491] Trial 6126 finished with value: 0.997563219418351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:07:51,925] Trial 6127 finished with value: 0.9959829904336042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 67, 'rf_n_estimators': 79}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:07:54,018] Trial 6128 finished with value: 0.9972340315252005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:07:55,277] Trial 6129 finished with value: 0.9941538662087271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:07:56,722] Trial 6130 finished with value: 0.9860878202265552 and parameters: {'classifier': 'SVC', 'svc_c': 0.3509927356077695, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:07:57,831] Trial 6131 finished with value: 0.9973010769343325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:08:01,282] Trial 6132 finished with value: 0.9969801952324219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:08:03,288] Trial 6133 finished with value: 0.9967680381753463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:08:08,122] Trial 6134 finished with value: 0.9972653715662628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 23, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:08:16,545] Trial 6135 finished with value: 0.9968521804143777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 47, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:08:19,001] Trial 6136 finished with value: 0.9974861135686196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:08:22,382] Trial 6137 finished with value: 0.9968040098879355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:08:25,664] Trial 6138 finished with value: 0.9974037681394817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 104}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:08:28,231] Trial 6139 finished with value: 0.9973382035893743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:08:30,488] Trial 6140 finished with value: 0.9973686630304561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:08:32,616] Trial 6141 finished with value: 0.9973319468417715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:08:35,457] Trial 6142 finished with value: 0.9975267327899512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:08:44,092] Trial 6143 finished with value: 0.9969694568383808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 41, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:08:45,465] Trial 6144 finished with value: 0.9970930274607177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 4, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:08:47,427] Trial 6145 finished with value: 0.9974560154953522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:08:50,528] Trial 6146 finished with value: 0.9975193076112848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:08:53,342] Trial 6147 finished with value: 0.9974131958848959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:08:56,526] Trial 6148 finished with value: 0.9971913670813736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:09:00,219] Trial 6149 finished with value: 0.9972934673584236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:09:01,462] Trial 6150 finished with value: 0.9876141702730846 and parameters: {'classifier': 'SVC', 'svc_c': 63891.45063431782, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:09:03,734] Trial 6151 finished with value: 0.9971247090651403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:09:05,662] Trial 6152 finished with value: 0.9971382679752802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:09:06,710] Trial 6153 finished with value: 0.9901530226311426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:09:19,617] Trial 6154 finished with value: 0.996505432920899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 66, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:09:22,772] Trial 6155 finished with value: 0.9974285980692259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:09:24,653] Trial 6156 finished with value: 0.9976130737677363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:09:25,336] Trial 6157 finished with value: 0.9964149470676119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 49}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:09:29,457] Trial 6158 finished with value: 0.9968600676652392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 18, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:09:32,000] Trial 6159 finished with value: 0.9968728648655998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:09:34,284] Trial 6160 finished with value: 0.9955115228977315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 20, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:09:47,953] Trial 6161 finished with value: 0.9966824633823855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 64, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:09:52,259] Trial 6162 finished with value: 0.9958254312735644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 30, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:09:59,235] Trial 6163 finished with value: 0.9971016512214597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 32, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:10:02,013] Trial 6164 finished with value: 0.9975865538578953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:10:04,236] Trial 6165 finished with value: 0.9975163764885782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:10:07,116] Trial 6166 finished with value: 0.9972419214103082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 14, 'rf_n_estimators': 96}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:10:09,872] Trial 6167 finished with value: 0.9973765930640167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:13:55,789] Trial 6168 finished with value: 0.9896096392820711 and parameters: {'classifier': 'SVC', 'svc_c': 9590012506.323215, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:14:05,641] Trial 6169 finished with value: 0.996878991836899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 44, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:14:08,182] Trial 6170 finished with value: 0.9974576325417379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:14:12,641] Trial 6171 finished with value: 0.9972877090229196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:14:19,514] Trial 6172 finished with value: 0.9942583832956929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 62, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:14:21,643] Trial 6173 finished with value: 0.9973709156601768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:14:24,680] Trial 6174 finished with value: 0.996707309942793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:14:30,586] Trial 6175 finished with value: 0.9972337471852876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 25, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:14:33,045] Trial 6176 finished with value: 0.9971895090173187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:14:34,264] Trial 6177 finished with value: 0.997159384633326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:14:36,841] Trial 6178 finished with value: 0.9974787009899025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:14:39,064] Trial 6179 finished with value: 0.9972383951383609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:14:43,034] Trial 6180 finished with value: 0.9973754605920023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:14:46,246] Trial 6181 finished with value: 0.997279248775877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:14:49,880] Trial 6182 finished with value: 0.9974991377584944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:14:51,988] Trial 6183 finished with value: 0.9973146017579598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:14:54,846] Trial 6184 finished with value: 0.99731878700408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:14:57,673] Trial 6185 finished with value: 0.9973787060469445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:14:59,872] Trial 6186 finished with value: 0.9973564784351855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:15:00,899] Trial 6187 finished with value: 0.9893747197342821 and parameters: {'classifier': 'SVC', 'svc_c': 7.613923425204886, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:15:03,189] Trial 6188 finished with value: 0.9975459567261472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:15:05,190] Trial 6189 finished with value: 0.9974190561942965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:15:07,947] Trial 6190 finished with value: 0.9974776034613241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:15:11,100] Trial 6191 finished with value: 0.9973890169313718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:15:13,204] Trial 6192 finished with value: 0.9975633253594861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:15:23,861] Trial 6193 finished with value: 0.9967263822352672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 50, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:15:25,804] Trial 6194 finished with value: 0.9972986883711541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 84}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:15:26,482] Trial 6195 finished with value: 0.9952408831602702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 16}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:15:28,994] Trial 6196 finished with value: 0.9968752948150094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:15:31,369] Trial 6197 finished with value: 0.9976318397259275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:15:34,227] Trial 6198 finished with value: 0.997349697123448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:15:37,443] Trial 6199 finished with value: 0.997467264393635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 16, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:15:40,064] Trial 6200 finished with value: 0.9974960967908904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:15:41,019] Trial 6201 finished with value: 0.9955247239312269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:15:43,368] Trial 6202 finished with value: 0.9974640505496487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:15:45,512] Trial 6203 finished with value: 0.9973500141216677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:15:57,995] Trial 6204 finished with value: 0.9968137799584195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 58, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:16:45,372] Trial 6205 finished with value: 0.9905717488740905 and parameters: {'classifier': 'SVC', 'svc_c': 129851006.23823392, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:16:46,898] Trial 6206 finished with value: 0.9972579306138565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:16:50,077] Trial 6207 finished with value: 0.9973119719866848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:16:53,455] Trial 6208 finished with value: 0.9954603288912719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 34, 'rf_n_estimators': 81}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:16:56,950] Trial 6209 finished with value: 0.996857170660783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:16:59,316] Trial 6210 finished with value: 0.9973023391191748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:17:01,994] Trial 6211 finished with value: 0.9972307987336836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:17:06,179] Trial 6212 finished with value: 0.997088163245543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:17:08,395] Trial 6213 finished with value: 0.9970969721017613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:17:10,408] Trial 6214 finished with value: 0.9974699001316368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:17:11,080] Trial 6215 finished with value: 0.9848645521526006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:17:13,991] Trial 6216 finished with value: 0.9974251967494202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 98}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:17:16,676] Trial 6217 finished with value: 0.9975610449590966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:17:18,719] Trial 6218 finished with value: 0.9948780109372598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 23, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:17:20,913] Trial 6219 finished with value: 0.9970722486209588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:17:22,701] Trial 6220 finished with value: 0.9966288837961108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 73}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:17:29,795] Trial 6221 finished with value: 0.9971497244712156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 32, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:17:31,297] Trial 6222 finished with value: 0.9972325936075647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:17:34,388] Trial 6223 finished with value: 0.997507666718107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:17:36,271] Trial 6224 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 1.249247115391752e-09, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:17:38,677] Trial 6225 finished with value: 0.9972978911149184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:17:42,100] Trial 6226 finished with value: 0.9974017916295561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 103}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:17:48,264] Trial 6227 finished with value: 0.9967148951122512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 26, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:17:50,475] Trial 6228 finished with value: 0.996724503700262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:17:52,562] Trial 6229 finished with value: 0.9974716740584989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:18:04,313] Trial 6230 finished with value: 0.9966052304223346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 54, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:18:06,752] Trial 6231 finished with value: 0.9973742978102863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:18:09,076] Trial 6232 finished with value: 0.9969088590803651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:18:12,488] Trial 6233 finished with value: 0.9974208889949772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:18:14,547] Trial 6234 finished with value: 0.9975576068867941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:18:15,904] Trial 6235 finished with value: 0.9973184575328626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:18:18,645] Trial 6236 finished with value: 0.997413311061762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:18:20,253] Trial 6237 finished with value: 0.9975139140078134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:18:23,041] Trial 6238 finished with value: 0.9974164959607767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:18:27,793] Trial 6239 finished with value: 0.9973827431405127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:18:30,280] Trial 6240 finished with value: 0.997466766330653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:18:35,421] Trial 6241 finished with value: 0.997419059082446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:18:36,249] Trial 6242 finished with value: 0.9929557388738445 and parameters: {'classifier': 'SVC', 'svc_c': 80.53733304939162, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:18:39,478] Trial 6243 finished with value: 0.9974112346409036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:18:40,210] Trial 6244 finished with value: 0.9904946027806923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 2, 'rf_n_estimators': 85}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:18:42,187] Trial 6245 finished with value: 0.9972535724278785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:18:51,878] Trial 6246 finished with value: 0.9971308935137899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 39, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:18:53,958] Trial 6247 finished with value: 0.9975981066783799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:19:02,560] Trial 6248 finished with value: 0.9968816022797885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 43, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:19:04,289] Trial 6249 finished with value: 0.9976373456815913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 76}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:19:07,034] Trial 6250 finished with value: 0.9974685088052491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:19:08,544] Trial 6251 finished with value: 0.9945755418554164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:19:11,024] Trial 6252 finished with value: 0.9974767463156571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:19:13,917] Trial 6253 finished with value: 0.9973256406782468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:19:16,637] Trial 6254 finished with value: 0.997369725361695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:19:17,869] Trial 6255 finished with value: 0.9971565653550055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 3, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:19:21,930] Trial 6256 finished with value: 0.9969483993397944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 18, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:19:25,168] Trial 6257 finished with value: 0.9970672804641372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:19:26,855] Trial 6258 finished with value: 0.9970199990116969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 70}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:19:28,507] Trial 6259 finished with value: 0.9973461968448466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:19:30,114] Trial 6260 finished with value: 0.9963360346644493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:19:32,817] Trial 6261 finished with value: 0.9973451943713014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:19:34,060] Trial 6262 finished with value: 0.9872619331372263 and parameters: {'classifier': 'SVC', 'svc_c': 2.1086547346055755, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:19:36,810] Trial 6263 finished with value: 0.9973709620609975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:19:38,667] Trial 6264 finished with value: 0.9976405864710611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:19:41,038] Trial 6265 finished with value: 0.9973913036476049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:19:43,042] Trial 6266 finished with value: 0.9974969805646617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:19:57,433] Trial 6267 finished with value: 0.9965556715211298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 63, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:19:59,898] Trial 6268 finished with value: 0.9972560941950542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:20:03,949] Trial 6269 finished with value: 0.9973967956385895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:20:10,135] Trial 6270 finished with value: 0.9969468711912878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 29, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:20:11,958] Trial 6271 finished with value: 0.9975524353217233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:20:14,382] Trial 6272 finished with value: 0.9970398126382136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:20:15,397] Trial 6273 finished with value: 0.9901680138730468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:20:18,975] Trial 6274 finished with value: 0.9971950087840905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:20:20,362] Trial 6275 finished with value: 0.9974506042138666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:20:23,287] Trial 6276 finished with value: 0.9973490404344044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:20:26,479] Trial 6277 finished with value: 0.9973789858483367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:20:27,791] Trial 6278 finished with value: 0.9953322150826945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:20:30,765] Trial 6279 finished with value: 0.9974126180645525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:20:32,627] Trial 6280 finished with value: 0.9853610768616349 and parameters: {'classifier': 'SVC', 'svc_c': 0.005220558719044785, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:20:34,812] Trial 6281 finished with value: 0.9974174295313251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 100}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:20:37,018] Trial 6282 finished with value: 0.9972184251391738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:20:38,453] Trial 6283 finished with value: 0.9974446616715475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 78}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:20:40,889] Trial 6284 finished with value: 0.9975577555471528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:20:43,362] Trial 6285 finished with value: 0.9974788906873754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:20:45,264] Trial 6286 finished with value: 0.997320999739251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:20:46,179] Trial 6287 finished with value: 0.9957227295631679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 1, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:20:54,043] Trial 6288 finished with value: 0.9969905728299308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 35, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:21:05,320] Trial 6289 finished with value: 0.9969329485329901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 50, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:21:08,759] Trial 6290 finished with value: 0.9975267333612337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:21:13,343] Trial 6291 finished with value: 0.997342877154939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 18, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:21:15,584] Trial 6292 finished with value: 0.9973802094081453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 96}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:21:17,615] Trial 6293 finished with value: 0.9966901302769552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:21:22,349] Trial 6294 finished with value: 0.9971644525423912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 22, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:21:26,294] Trial 6295 finished with value: 0.9973149849297167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:21:27,724] Trial 6296 finished with value: 0.9968438736518556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:21:29,729] Trial 6297 finished with value: 0.9975510478673604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:21:31,605] Trial 6298 finished with value: 0.9852034331200716 and parameters: {'classifier': 'SVC', 'svc_c': 6.430997937685524e-09, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:21:34,575] Trial 6299 finished with value: 0.9974284443625399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:21:46,448] Trial 6300 finished with value: 0.9963620320096439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 71, 'rf_n_estimators': 83}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:21:49,775] Trial 6301 finished with value: 0.9976415752338305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:21:51,853] Trial 6302 finished with value: 0.9973422201802543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:21:59,356] Trial 6303 finished with value: 0.9968471290725005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 39, 'rf_n_estimators': 107}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:22:01,866] Trial 6304 finished with value: 0.9975978296699234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:22:04,139] Trial 6305 finished with value: 0.9974421554876841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:22:05,234] Trial 6306 finished with value: 0.9969194390705102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:22:07,506] Trial 6307 finished with value: 0.9963843028801708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:22:10,180] Trial 6308 finished with value: 0.997258720729063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:22:11,749] Trial 6309 finished with value: 0.9975128522161191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:22:14,458] Trial 6310 finished with value: 0.9953944207465785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 24, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:22:16,120] Trial 6311 finished with value: 0.9970392685235279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:22:18,179] Trial 6312 finished with value: 0.9972386346326104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:22:21,655] Trial 6313 finished with value: 0.9974672051072239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:22:24,288] Trial 6314 finished with value: 0.9974448762198022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:22:27,452] Trial 6315 finished with value: 0.9974341901298326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:22:32,270] Trial 6316 finished with value: 0.9970252336082517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 20, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:22:38,778] Trial 6317 finished with value: 0.9972989061249374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 29, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:22:55,587] Trial 6318 finished with value: 0.9965885681161263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 69, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:23:27,545] Trial 6319 finished with value: 0.9895769545693452 and parameters: {'classifier': 'SVC', 'svc_c': 31403804.363655087, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:23:38,532] Trial 6320 finished with value: 0.9967462056370596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 47, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:23:40,783] Trial 6321 finished with value: 0.9974615107870792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:23:43,830] Trial 6322 finished with value: 0.9969599143604313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:23:45,126] Trial 6323 finished with value: 0.9943241269110744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:23:47,835] Trial 6324 finished with value: 0.9966803399259483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 14, 'rf_n_estimators': 86}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:23:49,663] Trial 6325 finished with value: 0.9970915264798595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:23:51,184] Trial 6326 finished with value: 0.9975688778111844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 104}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:23:53,152] Trial 6327 finished with value: 0.9974566926870841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:23:55,617] Trial 6328 finished with value: 0.9973853109593923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:23:58,994] Trial 6329 finished with value: 0.9974425926456217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 80}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:24:01,470] Trial 6330 finished with value: 0.9973949227846698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:24:03,416] Trial 6331 finished with value: 0.9974451657647321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:24:06,379] Trial 6332 finished with value: 0.99737479463549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:24:08,772] Trial 6333 finished with value: 0.9975708758711491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:24:10,105] Trial 6334 finished with value: 0.9973337761512822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:24:12,901] Trial 6335 finished with value: 0.9976674102713662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:24:14,718] Trial 6336 finished with value: 0.985204662329228 and parameters: {'classifier': 'SVC', 'svc_c': 2.295357131865133e-08, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:24:17,309] Trial 6337 finished with value: 0.9974597883708408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:24:18,848] Trial 6338 finished with value: 0.9974849348544742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:24:20,231] Trial 6339 finished with value: 0.9972407248277207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 4, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:24:22,335] Trial 6340 finished with value: 0.9973483595610754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:24:25,092] Trial 6341 finished with value: 0.9970454686189659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:24:27,182] Trial 6342 finished with value: 0.9974570759540548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:24:28,192] Trial 6343 finished with value: 0.9929946128276442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:24:31,186] Trial 6344 finished with value: 0.996678885345911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 15, 'rf_n_estimators': 107}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:24:32,280] Trial 6345 finished with value: 0.9912531454976721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:24:33,378] Trial 6346 finished with value: 0.9972058194453468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:24:40,068] Trial 6347 finished with value: 0.9969797515999512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 32, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:24:41,987] Trial 6348 finished with value: 0.9970729944935224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:24:44,909] Trial 6349 finished with value: 0.9971940846079628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:24:46,723] Trial 6350 finished with value: 0.9973114170493727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:24:53,668] Trial 6351 finished with value: 0.9972306005939272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 30, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:24:56,783] Trial 6352 finished with value: 0.9975117400246276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:25:03,686] Trial 6353 finished with value: 0.9968646814683239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 37, 'rf_n_estimators': 95}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:25:11,343] Trial 6354 finished with value: 0.992853928935172 and parameters: {'classifier': 'SVC', 'svc_c': 3032996.4557599234, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:25:15,511] Trial 6355 finished with value: 0.9974523961043844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:25:17,797] Trial 6356 finished with value: 0.9965963537422079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:25:20,071] Trial 6357 finished with value: 0.9975358543915099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:25:22,741] Trial 6358 finished with value: 0.9977709643984817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:25:25,950] Trial 6359 finished with value: 0.9975480700581919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:25:43,908] Trial 6360 finished with value: 0.9960085607452537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 73, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:25:46,614] Trial 6361 finished with value: 0.9975289769773884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:25:49,541] Trial 6362 finished with value: 0.9976210221775453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:25:52,275] Trial 6363 finished with value: 0.9974348047978866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:25:55,210] Trial 6364 finished with value: 0.9975546806834633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:25:57,869] Trial 6365 finished with value: 0.9971506501707629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:26:01,061] Trial 6366 finished with value: 0.997640430796625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:26:04,041] Trial 6367 finished with value: 0.9974875750357829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:26:06,973] Trial 6368 finished with value: 0.9974334840566051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:26:09,714] Trial 6369 finished with value: 0.997257288365561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:26:12,272] Trial 6370 finished with value: 0.9973963736831098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:26:15,227] Trial 6371 finished with value: 0.9972542842139293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:26:17,878] Trial 6372 finished with value: 0.9973591331207179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:26:19,596] Trial 6373 finished with value: 0.988533372499333 and parameters: {'classifier': 'SVC', 'svc_c': 31771.689955256807, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:26:22,629] Trial 6374 finished with value: 0.9972539644862494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:26:25,115] Trial 6375 finished with value: 0.9974500794275666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:26:28,246] Trial 6376 finished with value: 0.9974462618333663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:26:30,768] Trial 6377 finished with value: 0.9974320207486432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:26:33,406] Trial 6378 finished with value: 0.9977417272794303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:26:36,318] Trial 6379 finished with value: 0.9970849750775237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:26:38,853] Trial 6380 finished with value: 0.9975604121369596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:26:42,094] Trial 6381 finished with value: 0.9973045770859822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:26:45,100] Trial 6382 finished with value: 0.9973283171359837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:26:48,044] Trial 6383 finished with value: 0.9973728582740171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:26:50,599] Trial 6384 finished with value: 0.997349739620506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:26:53,296] Trial 6385 finished with value: 0.997421869029822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:26:56,558] Trial 6386 finished with value: 0.9971073995595229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:26:59,177] Trial 6387 finished with value: 0.9975740049749225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:27:01,753] Trial 6388 finished with value: 0.9972971311189863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:27:04,692] Trial 6389 finished with value: 0.9972108464759869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:27:07,780] Trial 6390 finished with value: 0.9972333380201844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:27:10,471] Trial 6391 finished with value: 0.9972394820664778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:27:12,353] Trial 6392 finished with value: 0.985082000109279 and parameters: {'classifier': 'SVC', 'svc_c': 0.00029571401378865406, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:27:14,115] Trial 6393 finished with value: 0.9968473391139723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:27:15,871] Trial 6394 finished with value: 0.9954929741537791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:27:29,977] Trial 6395 finished with value: 0.9966904217578976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 61, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:27:31,783] Trial 6396 finished with value: 0.9962519949705969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:27:35,500] Trial 6397 finished with value: 0.9973763485551776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:27:37,779] Trial 6398 finished with value: 0.9972055510696012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:27:40,506] Trial 6399 finished with value: 0.997152022137027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:27:42,984] Trial 6400 finished with value: 0.9975189512263217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:27:45,650] Trial 6401 finished with value: 0.9974092943439304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:27:48,928] Trial 6402 finished with value: 0.9973991811549286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:27:58,711] Trial 6403 finished with value: 0.9968948519992339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 41, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:28:01,979] Trial 6404 finished with value: 0.997319441122353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:28:04,550] Trial 6405 finished with value: 0.9975834126937171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:28:07,518] Trial 6406 finished with value: 0.9972907989621151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:28:10,276] Trial 6407 finished with value: 0.9969143600531775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:28:12,526] Trial 6408 finished with value: 0.9972898712630798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:28:15,436] Trial 6409 finished with value: 0.9971090875718694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:28:18,927] Trial 6410 finished with value: 0.997478187660987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:28:20,797] Trial 6411 finished with value: 0.9852053996642943 and parameters: {'classifier': 'SVC', 'svc_c': 7.665070695159258e-08, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:28:23,873] Trial 6412 finished with value: 0.9969572124171545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:28:24,972] Trial 6413 finished with value: 0.9900394887729261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:28:27,251] Trial 6414 finished with value: 0.9975292379899394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:28:29,709] Trial 6415 finished with value: 0.9972074419189146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:28:41,142] Trial 6416 finished with value: 0.9964123352282547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 61, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:28:44,306] Trial 6417 finished with value: 0.997386548610832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:28:47,079] Trial 6418 finished with value: 0.9975147434462873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:28:49,839] Trial 6419 finished with value: 0.99752013384423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:28:50,724] Trial 6420 finished with value: 0.995763078282314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 24}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:28:53,835] Trial 6421 finished with value: 0.997387152614949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:28:55,680] Trial 6422 finished with value: 0.9974960227463522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 85}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:28:58,450] Trial 6423 finished with value: 0.9974049994750779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:29:02,160] Trial 6424 finished with value: 0.9974678686516554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:29:03,664] Trial 6425 finished with value: 0.996247194612092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:29:05,996] Trial 6426 finished with value: 0.9973436109036218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 82}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:29:08,685] Trial 6427 finished with value: 0.9974289375696221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:29:11,975] Trial 6428 finished with value: 0.9972717972547472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:29:12,840] Trial 6429 finished with value: 0.9959720755133219 and parameters: {'classifier': 'SVC', 'svc_c': 9285.698266276971, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:29:17,743] Trial 6430 finished with value: 0.9969031043312447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 27, 'rf_n_estimators': 101}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:29:26,345] Trial 6431 finished with value: 0.9967312686352393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 43, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:29:30,266] Trial 6432 finished with value: 0.9967816774141302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:29:31,870] Trial 6433 finished with value: 0.9966486580358845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 29}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:29:34,358] Trial 6434 finished with value: 0.9976065881263448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:29:36,559] Trial 6435 finished with value: 0.9974480629913534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:29:41,511] Trial 6436 finished with value: 0.9969349262172184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 21, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:29:44,798] Trial 6437 finished with value: 0.9971905380237548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:29:46,919] Trial 6438 finished with value: 0.9967094787527001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:29:50,433] Trial 6439 finished with value: 0.9973684127135799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:29:53,596] Trial 6440 finished with value: 0.9976819153520037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:29:54,691] Trial 6441 finished with value: 0.9970814335713808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 98}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:29:57,278] Trial 6442 finished with value: 0.997598796374847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:29:59,427] Trial 6443 finished with value: 0.9974966330028371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:30:00,232] Trial 6444 finished with value: 0.9963578598712793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 2, 'rf_n_estimators': 72}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:30:01,497] Trial 6445 finished with value: 0.9970576256339951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 41}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:30:03,993] Trial 6446 finished with value: 0.9977151192651581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:30:07,488] Trial 6447 finished with value: 0.9971621204409501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 15, 'rf_n_estimators': 94}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:30:08,354] Trial 6448 finished with value: 0.993128805619805 and parameters: {'classifier': 'SVC', 'svc_c': 1590.0544224309958, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:30:10,908] Trial 6449 finished with value: 0.9974560196530181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:30:26,776] Trial 6450 finished with value: 0.9964090531795051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 73, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:30:29,701] Trial 6451 finished with value: 0.9975265269061455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:30:33,969] Trial 6452 finished with value: 0.9974630102762555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:30:36,962] Trial 6453 finished with value: 0.9974118121438679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:30:40,443] Trial 6454 finished with value: 0.9964990505546583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 19, 'rf_n_estimators': 86}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:30:43,277] Trial 6455 finished with value: 0.9973923746432926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:30:53,918] Trial 6456 finished with value: 0.9961368397496395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 45, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:30:56,997] Trial 6457 finished with value: 0.9974518955658457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:30:59,287] Trial 6458 finished with value: 0.9971885777001619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:31:00,450] Trial 6459 finished with value: 0.9942462361828911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:31:04,435] Trial 6460 finished with value: 0.9970824416942737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:31:05,385] Trial 6461 finished with value: 0.9974971904474438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 35}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:31:09,579] Trial 6462 finished with value: 0.9968930278312641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:31:12,359] Trial 6463 finished with value: 0.9976840231299146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:31:14,799] Trial 6464 finished with value: 0.9975497551189133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:31:17,273] Trial 6465 finished with value: 0.9976791473304036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:31:19,698] Trial 6466 finished with value: 0.9969507400104703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:31:21,790] Trial 6467 finished with value: 0.9974966513790854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:31:24,669] Trial 6468 finished with value: 0.9975023893705908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:34:21,153] Trial 6469 finished with value: 0.9896188147111209 and parameters: {'classifier': 'SVC', 'svc_c': 2217335801.253804, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:34:24,686] Trial 6470 finished with value: 0.9972312983518229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:34:27,210] Trial 6471 finished with value: 0.9975405211334243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:34:29,445] Trial 6472 finished with value: 0.9972938965818843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:34:30,436] Trial 6473 finished with value: 0.9950211204310483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 76}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:34:31,526] Trial 6474 finished with value: 0.997079894155917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:34:34,144] Trial 6475 finished with value: 0.9974323138799567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:34:37,203] Trial 6476 finished with value: 0.997075729983767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:34:40,258] Trial 6477 finished with value: 0.9975962192567605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:34:45,360] Trial 6478 finished with value: 0.9972327579781876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 27, 'rf_n_estimators': 105}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:34:55,125] Trial 6479 finished with value: 0.9960991224521396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 61, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:34:56,169] Trial 6480 finished with value: 0.9969750345851914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:35:01,018] Trial 6481 finished with value: 0.9967884238776453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 35, 'rf_n_estimators': 83}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:35:03,845] Trial 6482 finished with value: 0.9975112837922077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:35:07,261] Trial 6483 finished with value: 0.9973846927049547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:35:09,245] Trial 6484 finished with value: 0.9973988790735255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:35:13,329] Trial 6485 finished with value: 0.9963754789484462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 19, 'rf_n_estimators': 92}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:35:15,209] Trial 6486 finished with value: 0.9852065471166012 and parameters: {'classifier': 'SVC', 'svc_c': 3.191226670386468e-10, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:35:16,533] Trial 6487 finished with value: 0.991067687637877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:35:31,458] Trial 6488 finished with value: 0.996535681971392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 66, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:35:33,947] Trial 6489 finished with value: 0.9974829424755948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:35:36,041] Trial 6490 finished with value: 0.9972790849447986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 88}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:35:39,414] Trial 6491 finished with value: 0.9973110419707822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:35:42,329] Trial 6492 finished with value: 0.9950056241755606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 36, 'rf_n_estimators': 79}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:35:44,519] Trial 6493 finished with value: 0.9973632202649662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:35:51,048] Trial 6494 finished with value: 0.9970677794792563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 27, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:35:53,822] Trial 6495 finished with value: 0.9976845123062824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:35:57,130] Trial 6496 finished with value: 0.9972008490351337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:35:59,950] Trial 6497 finished with value: 0.9973233020705347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:36:02,431] Trial 6498 finished with value: 0.9974176088822401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:36:04,997] Trial 6499 finished with value: 0.9973074929110172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:36:10,644] Trial 6500 finished with value: 0.9972945973866193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 24, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:36:11,936] Trial 6501 finished with value: 0.9940985657613716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 11}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:36:13,097] Trial 6502 finished with value: 0.996255469541493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:36:15,589] Trial 6503 finished with value: 0.9974617792897765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:36:18,247] Trial 6504 finished with value: 0.9945019324757371 and parameters: {'classifier': 'SVC', 'svc_c': 487698.63773915166, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:36:20,503] Trial 6505 finished with value: 0.9972505455201671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:36:23,389] Trial 6506 finished with value: 0.9973933494413827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:36:24,753] Trial 6507 finished with value: 0.9943222879849777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:36:31,960] Trial 6508 finished with value: 0.9972141314763617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 29, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:36:39,249] Trial 6509 finished with value: 0.9972646027789303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 32, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:36:43,295] Trial 6510 finished with value: 0.9972980727192251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:36:45,400] Trial 6511 finished with value: 0.9975480640914652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 96}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:36:47,408] Trial 6512 finished with value: 0.9975212732985841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:36:48,435] Trial 6513 finished with value: 0.9970331843666659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 46}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:36:51,686] Trial 6514 finished with value: 0.9971814975125497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:36:57,613] Trial 6515 finished with value: 0.9971923491157065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 22, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:37:06,113] Trial 6516 finished with value: 0.9965874028271156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 37, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:37:09,320] Trial 6517 finished with value: 0.9973322732978879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:37:11,098] Trial 6518 finished with value: 0.9969608525964518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 85}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:37:13,159] Trial 6519 finished with value: 0.9974653817961775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 91}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:37:15,521] Trial 6520 finished with value: 0.9974214803991449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:37:23,573] Trial 6521 finished with value: 0.9967898008584989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 45, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:37:25,395] Trial 6522 finished with value: 0.9969733180087279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:37:27,225] Trial 6523 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 5.410336761857121e-06, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:37:28,292] Trial 6524 finished with value: 0.996615999506932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 4, 'rf_n_estimators': 99}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:37:33,136] Trial 6525 finished with value: 0.9973439008928824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 26, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:37:36,046] Trial 6526 finished with value: 0.9972143053366188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:37:39,209] Trial 6527 finished with value: 0.99739904766529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:37:42,593] Trial 6528 finished with value: 0.9973532011471221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:37:45,495] Trial 6529 finished with value: 0.9973871334769909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:37:48,551] Trial 6530 finished with value: 0.9975216823684733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:37:49,851] Trial 6531 finished with value: 0.997064919671628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:37:50,538] Trial 6532 finished with value: 0.9848219155746566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 1, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:37:53,125] Trial 6533 finished with value: 0.9976219245497305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:37:55,412] Trial 6534 finished with value: 0.9972977493734237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:37:58,438] Trial 6535 finished with value: 0.9972917609380906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:38:02,241] Trial 6536 finished with value: 0.9973176721466044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:38:05,303] Trial 6537 finished with value: 0.9973378127370439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:38:08,582] Trial 6538 finished with value: 0.9972985618003792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 87}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:38:26,236] Trial 6539 finished with value: 0.9962495216989434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 73, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:38:28,363] Trial 6540 finished with value: 0.9971003988753688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:38:30,688] Trial 6541 finished with value: 0.997310889025806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 81}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:38:32,796] Trial 6542 finished with value: 0.9974798640255216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:38:36,101] Trial 6543 finished with value: 0.9974516253493015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:38:37,532] Trial 6544 finished with value: 0.991258789957564 and parameters: {'classifier': 'SVC', 'svc_c': 14.065176347418232, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:38:40,158] Trial 6545 finished with value: 0.9974444456316114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:38:45,419] Trial 6546 finished with value: 0.9965984855139768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 46, 'rf_n_estimators': 69}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:38:47,504] Trial 6547 finished with value: 0.9974765143432914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:38:50,886] Trial 6548 finished with value: 0.9975019416756679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:38:59,261] Trial 6549 finished with value: 0.9969449576493704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 40, 'rf_n_estimators': 107}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:39:02,096] Trial 6550 finished with value: 0.9977998932154998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:39:05,532] Trial 6551 finished with value: 0.9973830087233223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:39:08,453] Trial 6552 finished with value: 0.9975728097570652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:39:11,443] Trial 6553 finished with value: 0.997317596134316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:39:14,068] Trial 6554 finished with value: 0.9971777303498847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:39:17,018] Trial 6555 finished with value: 0.9974562944080834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:39:19,700] Trial 6556 finished with value: 0.9974461511632832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:39:22,345] Trial 6557 finished with value: 0.9976299951187454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:39:25,975] Trial 6558 finished with value: 0.997578014139132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:39:28,667] Trial 6559 finished with value: 0.9976604622721386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:39:31,596] Trial 6560 finished with value: 0.9976213689459223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:39:33,151] Trial 6561 finished with value: 0.9866185280584031 and parameters: {'classifier': 'SVC', 'svc_c': 10701838.493158083, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:39:36,120] Trial 6562 finished with value: 0.9973300010224023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:39:38,753] Trial 6563 finished with value: 0.9974154543226534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:39:41,372] Trial 6564 finished with value: 0.9972105580418837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:39:44,776] Trial 6565 finished with value: 0.9974679085462052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:40:00,089] Trial 6566 finished with value: 0.9964486425692151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 74, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:40:03,304] Trial 6567 finished with value: 0.9973948438524939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:40:05,823] Trial 6568 finished with value: 0.9975897898232029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:40:08,743] Trial 6569 finished with value: 0.9975424320410952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:40:11,299] Trial 6570 finished with value: 0.9974719542407461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:40:14,211] Trial 6571 finished with value: 0.9972017102432528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:40:17,569] Trial 6572 finished with value: 0.9975414098265714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:40:20,372] Trial 6573 finished with value: 0.9977306541456793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:40:32,363] Trial 6574 finished with value: 0.9966138704011472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 59, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:40:33,895] Trial 6575 finished with value: 0.9955236508725753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:40:36,772] Trial 6576 finished with value: 0.9972027404874672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:40:39,790] Trial 6577 finished with value: 0.997540323660164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:40:42,276] Trial 6578 finished with value: 0.9974142927469781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:40:46,245] Trial 6579 finished with value: 0.997582485565964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:40:48,038] Trial 6580 finished with value: 0.9853848394772887 and parameters: {'classifier': 'SVC', 'svc_c': 0.10674544619323385, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:40:50,703] Trial 6581 finished with value: 0.9975029841072388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:40:53,097] Trial 6582 finished with value: 0.9974872686062862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:40:55,190] Trial 6583 finished with value: 0.9967452851742671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:40:56,807] Trial 6584 finished with value: 0.9963951229993234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:40:58,494] Trial 6585 finished with value: 0.9972515267927903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 51}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:41:01,352] Trial 6586 finished with value: 0.9974349579967661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:41:04,605] Trial 6587 finished with value: 0.9973658770134625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:41:07,172] Trial 6588 finished with value: 0.9975842474641593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:41:10,405] Trial 6589 finished with value: 0.997329711001404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:41:12,885] Trial 6590 finished with value: 0.9975537693929258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:41:15,572] Trial 6591 finished with value: 0.9969591514446116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:41:18,492] Trial 6592 finished with value: 0.9974074116512593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:41:20,933] Trial 6593 finished with value: 0.9967216719806817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:41:32,404] Trial 6594 finished with value: 0.9969040458680078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 52, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:41:34,828] Trial 6595 finished with value: 0.9974029868156756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:41:38,148] Trial 6596 finished with value: 0.997471380800234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:41:41,026] Trial 6597 finished with value: 0.997503799009751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:41:42,922] Trial 6598 finished with value: 0.9852571826945788 and parameters: {'classifier': 'SVC', 'svc_c': 0.0010831340360389697, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:41:45,614] Trial 6599 finished with value: 0.9973316755778764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:41:47,987] Trial 6600 finished with value: 0.9973733792517684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:41:52,057] Trial 6601 finished with value: 0.9976646797322349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:41:54,966] Trial 6602 finished with value: 0.9973461067091894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:41:57,409] Trial 6603 finished with value: 0.9972640055032495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:42:00,057] Trial 6604 finished with value: 0.9974902279122545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:42:02,656] Trial 6605 finished with value: 0.9976688695168758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:42:05,365] Trial 6606 finished with value: 0.997607629415351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:42:07,733] Trial 6607 finished with value: 0.9970224693317248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:42:10,791] Trial 6608 finished with value: 0.997456438561659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:42:14,097] Trial 6609 finished with value: 0.997682924712675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:42:24,059] Trial 6610 finished with value: 0.9965931934400715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 52, 'rf_n_estimators': 107}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:42:27,883] Trial 6611 finished with value: 0.997494558486253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:42:30,949] Trial 6612 finished with value: 0.9974041037361153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:42:33,702] Trial 6613 finished with value: 0.9974670019846159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:42:37,190] Trial 6614 finished with value: 0.9975140535593926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:42:40,441] Trial 6615 finished with value: 0.997516620775252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:42:42,992] Trial 6616 finished with value: 0.9971692455059635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:42:43,747] Trial 6617 finished with value: 0.994837890477144 and parameters: {'classifier': 'SVC', 'svc_c': 686.7820980407255, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:42:47,723] Trial 6618 finished with value: 0.9970913597923695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 21, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:42:50,106] Trial 6619 finished with value: 0.9973926695836668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 89}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:42:52,512] Trial 6620 finished with value: 0.9974113464218138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:42:54,910] Trial 6621 finished with value: 0.9975157842592249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:42:58,182] Trial 6622 finished with value: 0.9973470807455697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:43:01,279] Trial 6623 finished with value: 0.9973804216077949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:43:03,721] Trial 6624 finished with value: 0.9974394140941886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:43:06,900] Trial 6625 finished with value: 0.9972630818349285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:43:13,554] Trial 6626 finished with value: 0.9952052683721884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 54, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:43:17,518] Trial 6627 finished with value: 0.9972026447659385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:43:20,077] Trial 6628 finished with value: 0.9974396195971393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:43:22,624] Trial 6629 finished with value: 0.9975515552295492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 94}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:43:30,533] Trial 6630 finished with value: 0.996493093032047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 41, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:43:33,875] Trial 6631 finished with value: 0.9970704989735958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:43:34,653] Trial 6632 finished with value: 0.987382324478158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 3, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:43:37,085] Trial 6633 finished with value: 0.9975169867768011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:43:39,469] Trial 6634 finished with value: 0.9974270059370977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:43:42,375] Trial 6635 finished with value: 0.9975455459424108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:43:43,762] Trial 6636 finished with value: 0.9922226545289147 and parameters: {'classifier': 'SVC', 'svc_c': 165.87614147954926, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:43:46,582] Trial 6637 finished with value: 0.9970137879984186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:43:49,172] Trial 6638 finished with value: 0.9973327697422364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:43:50,321] Trial 6639 finished with value: 0.9941108960653756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:43:52,975] Trial 6640 finished with value: 0.9970312612399006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:43:56,310] Trial 6641 finished with value: 0.9973469516040242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:43:57,277] Trial 6642 finished with value: 0.996613868433397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 33}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:44:00,391] Trial 6643 finished with value: 0.9975440820631666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:44:03,134] Trial 6644 finished with value: 0.9972060960412104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 78}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:44:08,942] Trial 6645 finished with value: 0.9941915991530155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 57, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:44:11,362] Trial 6646 finished with value: 0.9973888124122962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:44:15,902] Trial 6647 finished with value: 0.996889808782261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 24, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:44:18,623] Trial 6648 finished with value: 0.997387870907271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:44:23,298] Trial 6649 finished with value: 0.9965327169208624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 36, 'rf_n_estimators': 92}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:44:27,382] Trial 6650 finished with value: 0.997380006539441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 22, 'rf_n_estimators': 85}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:44:33,756] Trial 6651 finished with value: 0.9967815435753744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 47, 'rf_n_estimators': 73}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:44:36,588] Trial 6652 finished with value: 0.9974899404620267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:44:39,577] Trial 6653 finished with value: 0.9944365471495935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 32, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:44:40,884] Trial 6654 finished with value: 0.9867768820625975 and parameters: {'classifier': 'SVC', 'svc_c': 0.7450609055509239, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:44:43,289] Trial 6655 finished with value: 0.9974968791620474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:44:44,128] Trial 6656 finished with value: 0.9913710803563035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 4, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:44:49,247] Trial 6657 finished with value: 0.997310687743997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 25, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:44:53,144] Trial 6658 finished with value: 0.9975351865941988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:44:57,163] Trial 6659 finished with value: 0.9971623215005939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 104}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:44:59,585] Trial 6660 finished with value: 0.9974731768484176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:45:02,571] Trial 6661 finished with value: 0.9973030470014629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:45:04,381] Trial 6662 finished with value: 0.9969985102584239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 82}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:45:06,704] Trial 6663 finished with value: 0.9972320933864051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 99}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:45:10,302] Trial 6664 finished with value: 0.9974895354228513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:45:12,836] Trial 6665 finished with value: 0.9971730023855466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 90}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:45:15,147] Trial 6666 finished with value: 0.9973908822634074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:45:19,016] Trial 6667 finished with value: 0.997334959594376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:45:21,481] Trial 6668 finished with value: 0.9973111182369738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:45:24,645] Trial 6669 finished with value: 0.9975411003184976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:45:29,785] Trial 6670 finished with value: 0.9971260616712808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 23, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:45:33,405] Trial 6671 finished with value: 0.9975088696165381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:45:35,313] Trial 6672 finished with value: 0.9965568497909448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:45:37,198] Trial 6673 finished with value: 0.9853943449171002 and parameters: {'classifier': 'SVC', 'svc_c': 0.011418947888369668, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:45:39,605] Trial 6674 finished with value: 0.9976551661040433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:45:41,939] Trial 6675 finished with value: 0.997385412901551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:45:44,560] Trial 6676 finished with value: 0.9971223282460113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 87}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:45:45,704] Trial 6677 finished with value: 0.9969088177893477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 107}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:45:46,745] Trial 6678 finished with value: 0.9968774672430379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:45:49,395] Trial 6679 finished with value: 0.997458578902663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 96}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:46:02,167] Trial 6680 finished with value: 0.9968717351230455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 55, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:46:05,103] Trial 6681 finished with value: 0.9975322185285679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:46:07,097] Trial 6682 finished with value: 0.995504364634867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 16, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:46:09,756] Trial 6683 finished with value: 0.9977765200239707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:46:12,685] Trial 6684 finished with value: 0.9974918715232687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:46:15,647] Trial 6685 finished with value: 0.99738625014755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 106}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:46:18,865] Trial 6686 finished with value: 0.997464898713488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:46:21,666] Trial 6687 finished with value: 0.9973319173572555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:46:24,957] Trial 6688 finished with value: 0.997210960351599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:46:27,686] Trial 6689 finished with value: 0.9976813418480157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 104}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:46:30,611] Trial 6690 finished with value: 0.9972687482891902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:46:33,420] Trial 6691 finished with value: 0.9977777309203543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:46:36,482] Trial 6692 finished with value: 0.9976229401945075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:46:39,957] Trial 6693 finished with value: 0.9977466553830129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:46:43,032] Trial 6694 finished with value: 0.9969736376411941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:46:46,058] Trial 6695 finished with value: 0.9972336074750189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:46:49,052] Trial 6696 finished with value: 0.9972174486272367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:46:50,785] Trial 6697 finished with value: 0.9955112329719468 and parameters: {'classifier': 'SVC', 'svc_c': 152241.32033254104, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:46:53,990] Trial 6698 finished with value: 0.9971834915100622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:46:57,173] Trial 6699 finished with value: 0.9974972473217739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 105}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:47:00,506] Trial 6700 finished with value: 0.9974765284031846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:47:03,473] Trial 6701 finished with value: 0.9972181279454083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:47:06,301] Trial 6702 finished with value: 0.9975461431546156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:47:09,295] Trial 6703 finished with value: 0.9973904566898062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:47:12,484] Trial 6704 finished with value: 0.9972292486860206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:47:15,292] Trial 6705 finished with value: 0.997382127710749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:47:18,222] Trial 6706 finished with value: 0.997320413571838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:47:21,553] Trial 6707 finished with value: 0.997791187761384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:47:24,498] Trial 6708 finished with value: 0.9972970658658484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:47:27,793] Trial 6709 finished with value: 0.9972958431629633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 103}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:47:30,439] Trial 6710 finished with value: 0.9975344196476649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 104}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:47:33,380] Trial 6711 finished with value: 0.9972994479862316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 104}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:47:36,187] Trial 6712 finished with value: 0.997083422903421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:47:37,996] Trial 6713 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 5.515858723226612e-05, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:47:41,615] Trial 6714 finished with value: 0.9973773785454886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 106}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:47:44,646] Trial 6715 finished with value: 0.9971402475003069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 102}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:47:47,447] Trial 6716 finished with value: 0.9975172550573328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:47:50,731] Trial 6717 finished with value: 0.9974003498398956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 105}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:47:53,445] Trial 6718 finished with value: 0.9973700854917311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 104}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:47:56,252] Trial 6719 finished with value: 0.9970763927347511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 101}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:47:59,031] Trial 6720 finished with value: 0.9975615631756498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:48:02,824] Trial 6721 finished with value: 0.9972486143954492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 105}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:48:05,709] Trial 6722 finished with value: 0.9975110971733118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 104}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:48:08,832] Trial 6723 finished with value: 0.9975491963730523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 106}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:48:11,604] Trial 6724 finished with value: 0.9974193384395077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:48:14,543] Trial 6725 finished with value: 0.9974054434884034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 105}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:48:17,215] Trial 6726 finished with value: 0.9974377900972012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 101}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:48:20,441] Trial 6727 finished with value: 0.997417641159692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 103}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:48:23,677] Trial 6728 finished with value: 0.997298968680353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 104}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:48:26,820] Trial 6729 finished with value: 0.9973543706890124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:48:29,735] Trial 6730 finished with value: 0.9975427126359352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:48:31,554] Trial 6731 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.5618747974307043e-07, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:48:34,178] Trial 6732 finished with value: 0.9976088393913353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 101}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:48:36,853] Trial 6733 finished with value: 0.9971996640051447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:48:40,233] Trial 6734 finished with value: 0.9973525493139785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:48:43,431] Trial 6735 finished with value: 0.9973851442401643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 101}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:48:46,457] Trial 6736 finished with value: 0.9973703258429043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 106}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:48:49,071] Trial 6737 finished with value: 0.9971872707648702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:48:51,800] Trial 6738 finished with value: 0.9973930465665317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 99}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:48:54,341] Trial 6739 finished with value: 0.997708380704382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:48:57,878] Trial 6740 finished with value: 0.9974873874012739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:49:00,411] Trial 6741 finished with value: 0.9969822324569645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:49:03,745] Trial 6742 finished with value: 0.9974065836409913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:49:06,617] Trial 6743 finished with value: 0.9971319150618178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 104}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:49:09,587] Trial 6744 finished with value: 0.9976157587947084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 102}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:49:12,368] Trial 6745 finished with value: 0.997300857942771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:49:15,882] Trial 6746 finished with value: 0.9972948098719097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 107}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:49:18,519] Trial 6747 finished with value: 0.9975474223192383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:49:21,298] Trial 6748 finished with value: 0.9974844121946137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:49:24,439] Trial 6749 finished with value: 0.9974579857846481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:49:25,562] Trial 6750 finished with value: 0.9888239528466792 and parameters: {'classifier': 'SVC', 'svc_c': 5.139361499250635, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:49:28,628] Trial 6751 finished with value: 0.9975026810419605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 103}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:49:31,551] Trial 6752 finished with value: 0.9969622951160844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:49:34,235] Trial 6753 finished with value: 0.9973613865121483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:49:37,742] Trial 6754 finished with value: 0.9974973384413063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:49:40,339] Trial 6755 finished with value: 0.9972752803631405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 103}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:49:43,692] Trial 6756 finished with value: 0.9973116713334873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 104}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:49:46,851] Trial 6757 finished with value: 0.9973191690967481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:49:49,644] Trial 6758 finished with value: 0.9972306820333978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:49:52,236] Trial 6759 finished with value: 0.9972545042845796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:49:55,745] Trial 6760 finished with value: 0.9975369849275119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:49:58,582] Trial 6761 finished with value: 0.9974136019396841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:50:01,481] Trial 6762 finished with value: 0.9975753629447696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 105}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:50:04,589] Trial 6763 finished with value: 0.9975291343656716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 100}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:50:07,232] Trial 6764 finished with value: 0.9972581750592199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:50:10,653] Trial 6765 finished with value: 0.9974314892021691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:50:13,301] Trial 6766 finished with value: 0.9972224442056105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:50:16,264] Trial 6767 finished with value: 0.997429259011149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:52:15,478] Trial 6768 finished with value: 0.9903840286727751 and parameters: {'classifier': 'SVC', 'svc_c': 589740888.4474276, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:52:18,086] Trial 6769 finished with value: 0.9975762062209711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:52:22,110] Trial 6770 finished with value: 0.9970800600499592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 98}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:52:25,157] Trial 6771 finished with value: 0.997237886379704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:52:28,013] Trial 6772 finished with value: 0.9975429610802747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:52:30,917] Trial 6773 finished with value: 0.9971642488167629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 102}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:52:33,417] Trial 6774 finished with value: 0.9973586930428929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:52:36,709] Trial 6775 finished with value: 0.9974334356880341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:52:39,366] Trial 6776 finished with value: 0.9973725493689639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:52:42,775] Trial 6777 finished with value: 0.9974633066130977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:52:45,912] Trial 6778 finished with value: 0.9972609632026531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 106}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:52:49,658] Trial 6779 finished with value: 0.9966856327298256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 17, 'rf_n_estimators': 104}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:52:52,351] Trial 6780 finished with value: 0.9974062281129519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:52:55,175] Trial 6781 finished with value: 0.997168586468315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:52:58,414] Trial 6782 finished with value: 0.9971298378792494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:53:01,757] Trial 6783 finished with value: 0.9973864727572331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 102}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:53:04,405] Trial 6784 finished with value: 0.9972403645389951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:53:07,867] Trial 6785 finished with value: 0.997489657010775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:53:10,555] Trial 6786 finished with value: 0.9976583524947396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:53:13,349] Trial 6787 finished with value: 0.9975313135856122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:53:15,167] Trial 6788 finished with value: 0.9852051536002978 and parameters: {'classifier': 'SVC', 'svc_c': 8.229228876901107e-07, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:53:18,214] Trial 6789 finished with value: 0.9969400323387237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:53:19,389] Trial 6790 finished with value: 0.9907588491388593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 15, 'rf_n_estimators': 107}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:53:22,885] Trial 6791 finished with value: 0.997250856329495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 106}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:53:25,535] Trial 6792 finished with value: 0.9972457978465887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:53:29,367] Trial 6793 finished with value: 0.9972734281388606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:53:30,573] Trial 6794 finished with value: 0.9941610515440268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:53:33,516] Trial 6795 finished with value: 0.9972274293739506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:53:35,242] Trial 6796 finished with value: 0.9960234112930141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 14, 'rf_n_estimators': 96}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:53:37,715] Trial 6797 finished with value: 0.9966244092589639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:53:40,603] Trial 6798 finished with value: 0.9973443772788736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:53:43,801] Trial 6799 finished with value: 0.9971982257383917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 105}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:53:46,184] Trial 6800 finished with value: 0.9967631748805709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:53:49,613] Trial 6801 finished with value: 0.9971092538467667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 102}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:53:52,285] Trial 6802 finished with value: 0.9975705267541671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:53:55,356] Trial 6803 finished with value: 0.9972634791617921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:54:07,035] Trial 6804 finished with value: 0.9968757984003872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 55, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:54:09,581] Trial 6805 finished with value: 0.9974605987348322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:54:14,920] Trial 6806 finished with value: 0.9929310097754324 and parameters: {'classifier': 'SVC', 'svc_c': 1560413.6140678294, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:54:17,545] Trial 6807 finished with value: 0.9974108889833534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 100}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:54:20,783] Trial 6808 finished with value: 0.9973482862147712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:54:24,601] Trial 6809 finished with value: 0.9974099370365567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:54:26,996] Trial 6810 finished with value: 0.9972043405858103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 96}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:54:30,399] Trial 6811 finished with value: 0.9974723746093307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:54:33,787] Trial 6812 finished with value: 0.9971693862953209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:54:36,768] Trial 6813 finished with value: 0.9971707346803198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:54:39,402] Trial 6814 finished with value: 0.9975082476805032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:54:40,954] Trial 6815 finished with value: 0.9955785147967514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:54:42,881] Trial 6816 finished with value: 0.996307322331698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 14, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:54:45,610] Trial 6817 finished with value: 0.9974662379897076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:54:49,352] Trial 6818 finished with value: 0.9970655334192826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 97}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:54:51,809] Trial 6819 finished with value: 0.9974381900265733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:54:54,353] Trial 6820 finished with value: 0.9974500457536468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:54:57,358] Trial 6821 finished with value: 0.9966787516341068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 18, 'rf_n_estimators': 103}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:54:59,561] Trial 6822 finished with value: 0.9965374805586084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 14, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:55:02,141] Trial 6823 finished with value: 0.9972318989599839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 98}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:55:04,036] Trial 6824 finished with value: 0.9852053993786534 and parameters: {'classifier': 'SVC', 'svc_c': 0.00011999151400401877, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:55:06,413] Trial 6825 finished with value: 0.9971770616321741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 93}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:55:09,482] Trial 6826 finished with value: 0.9972039911514491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:55:12,864] Trial 6827 finished with value: 0.9974499732007903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 106}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:55:15,287] Trial 6828 finished with value: 0.9972641183315106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:55:18,119] Trial 6829 finished with value: 0.9972138039728945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:55:20,200] Trial 6830 finished with value: 0.9967949806119495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:55:23,103] Trial 6831 finished with value: 0.9973043223257987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 105}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:55:26,172] Trial 6832 finished with value: 0.99752200457171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:55:27,263] Trial 6833 finished with value: 0.9971386874234655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:55:29,936] Trial 6834 finished with value: 0.9977273622581784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:55:32,579] Trial 6835 finished with value: 0.9974025440401285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 99}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:55:33,643] Trial 6836 finished with value: 0.9909115552237296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 14, 'rf_n_estimators': 94}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:55:47,891] Trial 6837 finished with value: 0.9960470387686579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 66, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:55:51,578] Trial 6838 finished with value: 0.9974243412223864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 106}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:55:54,600] Trial 6839 finished with value: 0.9972796482291804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:55:57,210] Trial 6840 finished with value: 0.9974648831301755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:56:00,504] Trial 6841 finished with value: 0.9969620896766092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 15, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:56:03,680] Trial 6842 finished with value: 0.9970153573427293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:56:04,498] Trial 6843 finished with value: 0.9953905532603877 and parameters: {'classifier': 'SVC', 'svc_c': 3888.3916166512554, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:56:06,525] Trial 6844 finished with value: 0.9958770752283382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 18, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:56:08,907] Trial 6845 finished with value: 0.9970991371348573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:56:12,035] Trial 6846 finished with value: 0.9972836712945935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:56:16,161] Trial 6847 finished with value: 0.9970745820871297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 19, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:56:19,144] Trial 6848 finished with value: 0.9975085911163998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 106}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:56:25,089] Trial 6849 finished with value: 0.9970118698545049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 27, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:56:27,468] Trial 6850 finished with value: 0.9971374594203496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:56:29,892] Trial 6851 finished with value: 0.9976778892714894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:56:33,756] Trial 6852 finished with value: 0.9952148085967466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 35, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:56:36,732] Trial 6853 finished with value: 0.9974819587908906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:56:39,387] Trial 6854 finished with value: 0.9972298863005816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 12, 'rf_n_estimators': 99}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:56:41,202] Trial 6855 finished with value: 0.9915656845097492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 30, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:56:44,766] Trial 6856 finished with value: 0.9975316565137025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:56:48,078] Trial 6857 finished with value: 0.9974994437753985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:56:50,007] Trial 6858 finished with value: 0.9967997816686885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:56:51,725] Trial 6859 finished with value: 0.9938613968211284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:56:59,945] Trial 6860 finished with value: 0.9967510358926734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 38, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:57:02,671] Trial 6861 finished with value: 0.997465219393305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 92}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:57:05,446] Trial 6862 finished with value: 0.9973221567764058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:57:06,427] Trial 6863 finished with value: 0.9909652758850029 and parameters: {'classifier': 'SVC', 'svc_c': 23.643437138706506, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:57:09,482] Trial 6864 finished with value: 0.9931657916759167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 45, 'rf_n_estimators': 106}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:57:13,173] Trial 6865 finished with value: 0.9967850839072149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 16, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:57:17,684] Trial 6866 finished with value: 0.99723539339881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 101}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:57:20,230] Trial 6867 finished with value: 0.9974111396493465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:57:23,064] Trial 6868 finished with value: 0.9974998100625885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:57:26,111] Trial 6869 finished with value: 0.9976804111656171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:57:30,388] Trial 6870 finished with value: 0.9968850700270345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 20, 'rf_n_estimators': 104}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:57:32,980] Trial 6871 finished with value: 0.9976149741066841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:57:34,667] Trial 6872 finished with value: 0.9968901014057678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 94}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:57:36,275] Trial 6873 finished with value: 0.9961475437715267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 2, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:57:38,984] Trial 6874 finished with value: 0.9973242573180738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 90}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:57:41,722] Trial 6875 finished with value: 0.9973657392709442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:57:45,077] Trial 6876 finished with value: 0.997084797694359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:57:46,087] Trial 6877 finished with value: 0.9970391798795525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:57:47,444] Trial 6878 finished with value: 0.9955731242718572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:57:53,308] Trial 6879 finished with value: 0.9969125231900448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 32, 'rf_n_estimators': 96}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:57:56,955] Trial 6880 finished with value: 0.9976816915680181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:57:58,780] Trial 6881 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 1.873499882957038e-05, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:58:03,482] Trial 6882 finished with value: 0.9971979891957673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:58:06,172] Trial 6883 finished with value: 0.9975165003298933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:58:08,893] Trial 6884 finished with value: 0.9971558926700568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:58:18,177] Trial 6885 finished with value: 0.9970068205755916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 44, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:58:26,442] Trial 6886 finished with value: 0.9966753195285308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 41, 'rf_n_estimators': 103}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:58:30,777] Trial 6887 finished with value: 0.9973737171335312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:58:33,459] Trial 6888 finished with value: 0.9975375490370793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:58:34,692] Trial 6889 finished with value: 0.9970836223444316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:58:37,131] Trial 6890 finished with value: 0.9974146613192975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:58:40,099] Trial 6891 finished with value: 0.9973427521393213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 106}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:58:43,637] Trial 6892 finished with value: 0.9972446093254298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:58:46,126] Trial 6893 finished with value: 0.9970533450472008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:58:48,947] Trial 6894 finished with value: 0.9975793954998169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 100}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:58:51,633] Trial 6895 finished with value: 0.9971194261317522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:58:54,182] Trial 6896 finished with value: 0.996973824958324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 13, 'rf_n_estimators': 88}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:58:56,715] Trial 6897 finished with value: 0.9971603398808653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:59:00,117] Trial 6898 finished with value: 0.9974351280802121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 90}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:59:01,981] Trial 6899 finished with value: 0.9854048302330671 and parameters: {'classifier': 'SVC', 'svc_c': 0.20480457604979968, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:59:03,707] Trial 6900 finished with value: 0.9967434935059146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 94}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:59:06,302] Trial 6901 finished with value: 0.9963785720614325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:59:11,060] Trial 6902 finished with value: 0.9973016221915828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 23, 'rf_n_estimators': 107}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:59:14,774] Trial 6903 finished with value: 0.9974317837299503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:59:17,268] Trial 6904 finished with value: 0.9970750755163773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 11, 'rf_n_estimators': 102}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:59:19,782] Trial 6905 finished with value: 0.997445075502123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:59:22,596] Trial 6906 finished with value: 0.9974806043122134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:59:24,278] Trial 6907 finished with value: 0.9966894083982499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 1, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:59:26,898] Trial 6908 finished with value: 0.997315668786409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:59:29,448] Trial 6909 finished with value: 0.9975649981376374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:59:34,900] Trial 6910 finished with value: 0.9973662670723454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 25, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:59:38,310] Trial 6911 finished with value: 0.9968016729940706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:59:40,657] Trial 6912 finished with value: 0.9973234034096733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 98}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:59:43,700] Trial 6913 finished with value: 0.997002612160799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 106}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:59:47,163] Trial 6914 finished with value: 0.9975443782730572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:59:49,316] Trial 6915 finished with value: 0.9974729565873398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 93}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:59:52,859] Trial 6916 finished with value: 0.9964702618287639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 24, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 04:59:57,236] Trial 6917 finished with value: 0.9971349785950743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 20, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:00:00,949] Trial 6918 finished with value: 0.9970020439253036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 16, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:00:07,408] Trial 6919 finished with value: 0.9967931594590812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 41, 'rf_n_estimators': 85}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:00:09,236] Trial 6920 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 7.586924190454275e-10, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:00:12,351] Trial 6921 finished with value: 0.99763820295421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:00:13,603] Trial 6922 finished with value: 0.9973442420436497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:00:16,600] Trial 6923 finished with value: 0.9974767902726591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:00:19,072] Trial 6924 finished with value: 0.9973774776312357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:00:21,353] Trial 6925 finished with value: 0.9970992628487089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:00:23,721] Trial 6926 finished with value: 0.997468898165898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 89}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:00:25,590] Trial 6927 finished with value: 0.9907226040041973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 33, 'rf_n_estimators': 104}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:00:27,297] Trial 6928 finished with value: 0.9974021773403455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:00:30,058] Trial 6929 finished with value: 0.9968754417932587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 91}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:00:33,443] Trial 6930 finished with value: 0.9929521627099066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 48, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:00:45,344] Trial 6931 finished with value: 0.9965659793904561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 57, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:00:47,862] Trial 6932 finished with value: 0.9973849040794186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:00:51,844] Trial 6933 finished with value: 0.9975241352643901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:00:54,110] Trial 6934 finished with value: 0.997488147428944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 96}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:00:57,617] Trial 6935 finished with value: 0.9975257680527778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:01:01,213] Trial 6936 finished with value: 0.9971978270785359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:01:02,503] Trial 6937 finished with value: 0.9868609442903642 and parameters: {'classifier': 'SVC', 'svc_c': 1.588703681923133, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:01:05,110] Trial 6938 finished with value: 0.9974137147044693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:01:07,778] Trial 6939 finished with value: 0.9973610317458186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:01:10,431] Trial 6940 finished with value: 0.997532328976486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 102}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:01:21,863] Trial 6941 finished with value: 0.9954831664103988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 66, 'rf_n_estimators': 87}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:01:24,825] Trial 6942 finished with value: 0.9975579037631804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:01:27,839] Trial 6943 finished with value: 0.9974792639886431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:01:30,803] Trial 6944 finished with value: 0.9968142553287976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 18, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:01:33,662] Trial 6945 finished with value: 0.9973344070374072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:01:35,686] Trial 6946 finished with value: 0.9973862000651321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 99}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:01:36,504] Trial 6947 finished with value: 0.9936187960967113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 1, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:01:40,497] Trial 6948 finished with value: 0.9973231204344902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:01:42,755] Trial 6949 finished with value: 0.9970240777771374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:01:47,021] Trial 6950 finished with value: 0.9919595319783134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 64, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:01:50,136] Trial 6951 finished with value: 0.9975680577036554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:01:51,152] Trial 6952 finished with value: 0.9971892265499424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 103}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:01:53,521] Trial 6953 finished with value: 0.9973340363703858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:01:57,783] Trial 6954 finished with value: 0.9974597184522307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:02:00,245] Trial 6955 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.2821457188025492e-08, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:02:08,362] Trial 6956 finished with value: 0.9968258794643603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 49, 'rf_n_estimators': 85}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:02:11,532] Trial 6957 finished with value: 0.9972192282669224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 14, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:02:13,943] Trial 6958 finished with value: 0.9970369798395443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 92}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:02:16,368] Trial 6959 finished with value: 0.9974414843896308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:02:19,005] Trial 6960 finished with value: 0.9973264554220692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:02:21,770] Trial 6961 finished with value: 0.9972941956164485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 83}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:02:23,726] Trial 6962 finished with value: 0.995294174122014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:02:26,253] Trial 6963 finished with value: 0.9977917975735381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:02:28,720] Trial 6964 finished with value: 0.9973959807678153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:02:31,135] Trial 6965 finished with value: 0.997277821173061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:02:33,673] Trial 6966 finished with value: 0.9973267845441699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:02:36,299] Trial 6967 finished with value: 0.9973715980251874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:02:39,341] Trial 6968 finished with value: 0.9973541773416802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:02:41,983] Trial 6969 finished with value: 0.997274263893178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:02:44,616] Trial 6970 finished with value: 0.9973301190239424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:02:46,965] Trial 6971 finished with value: 0.9972975360629476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:02:49,699] Trial 6972 finished with value: 0.997140916725824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:02:52,057] Trial 6973 finished with value: 0.9973463432200759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:02:53,564] Trial 6974 finished with value: 0.9867330436335733 and parameters: {'classifier': 'SVC', 'svc_c': 291138202.415374, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:02:56,767] Trial 6975 finished with value: 0.9972222187712537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:02:59,325] Trial 6976 finished with value: 0.9971420556088956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:03:12,291] Trial 6977 finished with value: 0.9962284076116682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 59, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:03:14,908] Trial 6978 finished with value: 0.9974636081866944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:03:17,166] Trial 6979 finished with value: 0.9971264145968118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:03:20,067] Trial 6980 finished with value: 0.9974910305956723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:03:22,846] Trial 6981 finished with value: 0.9971595968329754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:03:25,891] Trial 6982 finished with value: 0.9976377436432132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:03:28,206] Trial 6983 finished with value: 0.9971900120314142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:03:30,909] Trial 6984 finished with value: 0.9975894550200172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:03:33,257] Trial 6985 finished with value: 0.9974187286908295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:03:36,106] Trial 6986 finished with value: 0.9971521896497025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:03:38,600] Trial 6987 finished with value: 0.9972410974942302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:03:41,964] Trial 6988 finished with value: 0.9969945805659344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:03:44,668] Trial 6989 finished with value: 0.9972952616610224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:03:47,006] Trial 6990 finished with value: 0.9974108165257106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:03:49,520] Trial 6991 finished with value: 0.997044572372197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:03:51,870] Trial 6992 finished with value: 0.997219991563597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:03:53,677] Trial 6993 finished with value: 0.9853881169875174 and parameters: {'classifier': 'SVC', 'svc_c': 0.03554686705521159, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:03:56,093] Trial 6994 finished with value: 0.9975403960225931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:04:08,911] Trial 6995 finished with value: 0.9966641009716878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 57, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:04:11,906] Trial 6996 finished with value: 0.9973621564420457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:04:14,893] Trial 6997 finished with value: 0.9970736025600915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:04:17,516] Trial 6998 finished with value: 0.9974131743031188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:04:20,122] Trial 6999 finished with value: 0.997326152356791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:04:22,477] Trial 7000 finished with value: 0.9976162951336067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:04:25,452] Trial 7001 finished with value: 0.9974261369849291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:04:28,837] Trial 7002 finished with value: 0.9973927336942398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:04:31,542] Trial 7003 finished with value: 0.9970916111248589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:04:33,671] Trial 7004 finished with value: 0.997418844026385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:04:36,114] Trial 7005 finished with value: 0.9973904150496717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:04:39,236] Trial 7006 finished with value: 0.997172570020033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:04:46,999] Trial 7007 finished with value: 0.9967462334077286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 37, 'rf_n_estimators': 107}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:04:49,671] Trial 7008 finished with value: 0.9974830946271233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:04:52,512] Trial 7009 finished with value: 0.9974875894447929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:04:55,830] Trial 7010 finished with value: 0.9975657152556567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:05:02,013] Trial 7011 finished with value: 0.9970378738011841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 29, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:05:03,994] Trial 7012 finished with value: 0.9853335474006951 and parameters: {'classifier': 'SVC', 'svc_c': 0.002636788341471552, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:05:06,568] Trial 7013 finished with value: 0.997451948949006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:05:09,357] Trial 7014 finished with value: 0.9975068959947619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:05:12,504] Trial 7015 finished with value: 0.9976290087997949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:05:14,813] Trial 7016 finished with value: 0.9973994788882387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:05:17,884] Trial 7017 finished with value: 0.9970229582541893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:05:20,231] Trial 7018 finished with value: 0.996517204383828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:05:23,038] Trial 7019 finished with value: 0.9975894560356302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:05:25,353] Trial 7020 finished with value: 0.997028542761174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:05:27,804] Trial 7021 finished with value: 0.9973472394351072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:05:31,601] Trial 7022 finished with value: 0.9971158182616447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:05:32,704] Trial 7023 finished with value: 0.9900388296083259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:05:35,703] Trial 7024 finished with value: 0.9972329174611726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 106}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:05:38,456] Trial 7025 finished with value: 0.9971353754141313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:05:43,117] Trial 7026 finished with value: 0.9973926689806465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:05:45,069] Trial 7027 finished with value: 0.9971201357913633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:05:50,434] Trial 7028 finished with value: 0.9972033865443116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 24, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:05:53,571] Trial 7029 finished with value: 0.9970107761027376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 97}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:05:59,142] Trial 7030 finished with value: 0.9968330840963077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 32, 'rf_n_estimators': 89}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:07:06,573] Trial 7031 finished with value: 0.9901231449141669 and parameters: {'classifier': 'SVC', 'svc_c': 71099887.88641146, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:07:09,171] Trial 7032 finished with value: 0.9972411791241282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:07:11,480] Trial 7033 finished with value: 0.9976646163198959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:07:14,459] Trial 7034 finished with value: 0.9975044457013537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:07:18,274] Trial 7035 finished with value: 0.997260688860181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:07:34,206] Trial 7036 finished with value: 0.9956809836143833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 73, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:07:36,797] Trial 7037 finished with value: 0.9972071691315999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:07:40,183] Trial 7038 finished with value: 0.9972835399948702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 105}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:07:41,762] Trial 7039 finished with value: 0.9958531091092216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:07:44,950] Trial 7040 finished with value: 0.9973985690893832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 102}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:07:47,755] Trial 7041 finished with value: 0.9975428175614572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:07:50,603] Trial 7042 finished with value: 0.9976095788845795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:07:52,563] Trial 7043 finished with value: 0.9967987415539848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:07:54,816] Trial 7044 finished with value: 0.9975938093657083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 95}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:07:56,387] Trial 7045 finished with value: 0.9964824344588433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:07:58,634] Trial 7046 finished with value: 0.9965125344046472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 14, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:08:01,652] Trial 7047 finished with value: 0.997362534662689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:08:11,790] Trial 7048 finished with value: 0.9968436368870659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 46, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:08:13,456] Trial 7049 finished with value: 0.9896525036747152 and parameters: {'classifier': 'SVC', 'svc_c': 17180.234013732756, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:08:16,158] Trial 7050 finished with value: 0.9973390661939616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:08:18,743] Trial 7051 finished with value: 0.9973084283858399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:08:20,632] Trial 7052 finished with value: 0.9971709371364317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 87}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:08:23,155] Trial 7053 finished with value: 0.9975126795619023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 92}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:08:25,767] Trial 7054 finished with value: 0.99721209256971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:08:32,583] Trial 7055 finished with value: 0.997133837839466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 28, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:08:35,083] Trial 7056 finished with value: 0.997512505066887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:08:38,378] Trial 7057 finished with value: 0.9970039008467939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 18, 'rf_n_estimators': 107}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:08:40,579] Trial 7058 finished with value: 0.9962415951565529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:08:43,430] Trial 7059 finished with value: 0.997522118828177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:08:45,708] Trial 7060 finished with value: 0.9974171241174413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:08:48,571] Trial 7061 finished with value: 0.9974361748916141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 104}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:08:51,405] Trial 7062 finished with value: 0.9974749895590028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 100}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:08:54,374] Trial 7063 finished with value: 0.9972981841510182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:08:59,319] Trial 7064 finished with value: 0.9965961518256404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 29, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:09:02,306] Trial 7065 finished with value: 0.9974782472965152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 84}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:09:03,441] Trial 7066 finished with value: 0.9968984180705173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 2, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:09:04,926] Trial 7067 finished with value: 0.9944704075613638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:09:05,696] Trial 7068 finished with value: 0.994236684310521 and parameters: {'classifier': 'SVC', 'svc_c': 353.61102746947256, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:09:07,175] Trial 7069 finished with value: 0.9969421013646498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 89}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:09:11,596] Trial 7070 finished with value: 0.9962885472647273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 20, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:09:13,957] Trial 7071 finished with value: 0.9972958350380589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:09:26,309] Trial 7072 finished with value: 0.9968440200270847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 59, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:09:33,856] Trial 7073 finished with value: 0.9954294560322076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 56, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:09:48,946] Trial 7074 finished with value: 0.9965877192223153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 68, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:09:51,840] Trial 7075 finished with value: 0.9971717100496922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 94}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:09:54,380] Trial 7076 finished with value: 0.9974619449933915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:09:56,626] Trial 7077 finished with value: 0.9973140822084146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:09:59,730] Trial 7078 finished with value: 0.9972523836210784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:10:02,439] Trial 7079 finished with value: 0.9973111959313714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:10:05,161] Trial 7080 finished with value: 0.9970965498606404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:10:08,497] Trial 7081 finished with value: 0.9975420353489897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:10:09,820] Trial 7082 finished with value: 0.9952530171653162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 12, 'rf_n_estimators': 14}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:10:10,728] Trial 7083 finished with value: 0.989730406241138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 80}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:10:13,574] Trial 7084 finished with value: 0.996180868479157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 22, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:10:14,544] Trial 7085 finished with value: 0.9957142606516763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 2, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:10:17,089] Trial 7086 finished with value: 0.9973278470658361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:10:18,478] Trial 7087 finished with value: 0.9867394342516699 and parameters: {'classifier': 'SVC', 'svc_c': 18648196.391746722, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:10:22,196] Trial 7088 finished with value: 0.9974324301676497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:10:24,803] Trial 7089 finished with value: 0.9972132215822924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 86}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:10:25,940] Trial 7090 finished with value: 0.9969107935058256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 3, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:10:29,349] Trial 7091 finished with value: 0.9976237405293203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:10:30,212] Trial 7092 finished with value: 0.9967964702306368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 18}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:10:32,596] Trial 7093 finished with value: 0.9967092763918021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 105}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:10:34,277] Trial 7094 finished with value: 0.9966927047925332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:10:37,340] Trial 7095 finished with value: 0.997426859657082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 101}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:10:39,514] Trial 7096 finished with value: 0.997089784290905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 90}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:10:41,819] Trial 7097 finished with value: 0.9968471892158353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:10:43,161] Trial 7098 finished with value: 0.9955963420745914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:10:46,982] Trial 7099 finished with value: 0.9972745413142272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:10:50,405] Trial 7100 finished with value: 0.9976774673794854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:10:52,953] Trial 7101 finished with value: 0.9970372067655827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:10:56,278] Trial 7102 finished with value: 0.9972689184995881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:10:57,491] Trial 7103 finished with value: 0.9970140346971733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:10:59,731] Trial 7104 finished with value: 0.9972182457247829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:11:00,612] Trial 7105 finished with value: 0.9929157482852462 and parameters: {'classifier': 'SVC', 'svc_c': 76.47152507070258, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:11:03,751] Trial 7106 finished with value: 0.9972977062416074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:11:06,931] Trial 7107 finished with value: 0.9966660905576311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 15, 'rf_n_estimators': 98}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:11:09,298] Trial 7108 finished with value: 0.9974022937232522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:11:11,574] Trial 7109 finished with value: 0.9962066624795786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:11:12,961] Trial 7110 finished with value: 0.9943077762711175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:11:15,259] Trial 7111 finished with value: 0.9972102234291252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 82}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:11:30,157] Trial 7112 finished with value: 0.9956716970391816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 63, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:11:38,389] Trial 7113 finished with value: 0.9959211031009322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 44, 'rf_n_estimators': 94}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:11:42,233] Trial 7114 finished with value: 0.9972979199012005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:11:44,783] Trial 7115 finished with value: 0.9973265095352016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 91}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:11:45,873] Trial 7116 finished with value: 0.99033154690072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:11:57,689] Trial 7117 finished with value: 0.9965833789365169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 58, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:11:59,757] Trial 7118 finished with value: 0.9973512708793276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 87}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:12:06,516] Trial 7119 finished with value: 0.9971616668427766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 32, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:12:08,787] Trial 7120 finished with value: 0.9975066062276667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:12:12,255] Trial 7121 finished with value: 0.9968342484966568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:12:14,440] Trial 7122 finished with value: 0.9956486670613836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:12:17,095] Trial 7123 finished with value: 0.9976736143023048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:12:18,941] Trial 7124 finished with value: 0.9852068747152819 and parameters: {'classifier': 'SVC', 'svc_c': 2.6820741104970776e-09, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:12:21,789] Trial 7125 finished with value: 0.997568444747437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:12:24,042] Trial 7126 finished with value: 0.9970338015102765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:12:26,737] Trial 7127 finished with value: 0.9976347229878696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:12:29,657] Trial 7128 finished with value: 0.9961830039642611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 20, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:12:33,849] Trial 7129 finished with value: 0.9974246096298699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:12:36,490] Trial 7130 finished with value: 0.9971842967642507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:12:38,660] Trial 7131 finished with value: 0.9973050161481941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:12:39,295] Trial 7132 finished with value: 0.9934583343463439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 10, 'rf_n_estimators': 9}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:12:41,996] Trial 7133 finished with value: 0.9969270297623639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:12:43,031] Trial 7134 finished with value: 0.9970245970410415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:12:46,771] Trial 7135 finished with value: 0.9969730018039558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:12:49,972] Trial 7136 finished with value: 0.9971701825042057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 97}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:12:52,347] Trial 7137 finished with value: 0.9974981833044031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:12:53,466] Trial 7138 finished with value: 0.9972211846867526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:12:56,348] Trial 7139 finished with value: 0.9975066014352426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:12:58,710] Trial 7140 finished with value: 0.9974821705144713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:13:02,355] Trial 7141 finished with value: 0.9975070804554802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:13:04,492] Trial 7142 finished with value: 0.9974439440774597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 84}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:13:06,285] Trial 7143 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.0888434711886805e-06, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:13:09,716] Trial 7144 finished with value: 0.9975964453576132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:13:17,066] Trial 7145 finished with value: 0.9961276763492569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 51, 'rf_n_estimators': 107}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:13:19,193] Trial 7146 finished with value: 0.9974970755562187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 100}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:13:24,182] Trial 7147 finished with value: 0.9965491470008017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 22, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:13:27,419] Trial 7148 finished with value: 0.9968655609257399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:13:31,113] Trial 7149 finished with value: 0.9968846375028315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 19, 'rf_n_estimators': 92}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:13:33,285] Trial 7150 finished with value: 0.9974381709838287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:13:42,388] Trial 7151 finished with value: 0.9972084541359975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 40, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:13:43,643] Trial 7152 finished with value: 0.9973110545389936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:13:46,125] Trial 7153 finished with value: 0.9973933624539247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:13:48,435] Trial 7154 finished with value: 0.9971672194531642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 86}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:13:53,859] Trial 7155 finished with value: 0.9970877394175265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:13:56,787] Trial 7156 finished with value: 0.9971294914599896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:13:58,550] Trial 7157 finished with value: 0.996615772453942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:14:00,894] Trial 7158 finished with value: 0.9967345194221499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:14:03,225] Trial 7159 finished with value: 0.9973550885687416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:14:07,012] Trial 7160 finished with value: 0.9971486877207303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:14:15,376] Trial 7161 finished with value: 0.9967313323649574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 34, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:14:17,276] Trial 7162 finished with value: 0.9852046619483733 and parameters: {'classifier': 'SVC', 'svc_c': 7.638120788871414e-08, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:14:19,435] Trial 7163 finished with value: 0.9975431615368985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:14:21,661] Trial 7164 finished with value: 0.9972231413922238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 82}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:14:23,025] Trial 7165 finished with value: 0.9958178180477962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:14:25,294] Trial 7166 finished with value: 0.9971067459173185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 89}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:14:28,639] Trial 7167 finished with value: 0.9973597753372756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:14:30,340] Trial 7168 finished with value: 0.9970168894267366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:14:32,657] Trial 7169 finished with value: 0.9974038088909549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:14:34,635] Trial 7170 finished with value: 0.9973714136596827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:14:37,686] Trial 7171 finished with value: 0.9973948321729439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:14:38,903] Trial 7172 finished with value: 0.9940360124721872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:14:41,681] Trial 7173 finished with value: 0.9976573504020491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:14:44,383] Trial 7174 finished with value: 0.9974122785324183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:14:46,224] Trial 7175 finished with value: 0.9971500673358301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 94}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:14:49,218] Trial 7176 finished with value: 0.9972496278503105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:14:57,149] Trial 7177 finished with value: 0.9968067669916952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 40, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:15:00,453] Trial 7178 finished with value: 0.9973976615756569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:15:02,849] Trial 7179 finished with value: 0.997406929838086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 87}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:15:04,670] Trial 7180 finished with value: 0.9852268667723146 and parameters: {'classifier': 'SVC', 'svc_c': 0.0006351545791079921, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:15:08,106] Trial 7181 finished with value: 0.9886854031063188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 62, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:15:21,343] Trial 7182 finished with value: 0.9967197970320599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 58, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:15:23,672] Trial 7183 finished with value: 0.9976765189555965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:15:25,059] Trial 7184 finished with value: 0.9963329989018619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:15:29,235] Trial 7185 finished with value: 0.9972772224056987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 18, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:15:32,738] Trial 7186 finished with value: 0.9973592331586022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:15:35,051] Trial 7187 finished with value: 0.9976902937152451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 91}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:15:38,783] Trial 7188 finished with value: 0.9969892042596227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:15:40,892] Trial 7189 finished with value: 0.9971333562167201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 79}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:15:42,747] Trial 7190 finished with value: 0.9975986431759676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 96}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:15:44,537] Trial 7191 finished with value: 0.997171808945012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:15:46,932] Trial 7192 finished with value: 0.9974526870457822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:15:49,477] Trial 7193 finished with value: 0.9976757822552883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:15:52,571] Trial 7194 finished with value: 0.9974025441036042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:15:55,263] Trial 7195 finished with value: 0.9973105049336498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:15:58,118] Trial 7196 finished with value: 0.9974294142095167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:16:00,657] Trial 7197 finished with value: 0.996370423195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:16:02,836] Trial 7198 finished with value: 0.9975195887139313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:16:04,141] Trial 7199 finished with value: 0.9871481362987087 and parameters: {'classifier': 'SVC', 'svc_c': 189384.59564245428, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:16:07,302] Trial 7200 finished with value: 0.9972818537281084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:16:19,734] Trial 7201 finished with value: 0.9963793659217122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 55, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:16:21,682] Trial 7202 finished with value: 0.9975428794821147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 99}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:16:23,783] Trial 7203 finished with value: 0.9971153684402821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 84}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:16:29,470] Trial 7204 finished with value: 0.996768930772256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 25, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:16:33,964] Trial 7205 finished with value: 0.9972199913096937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:16:36,283] Trial 7206 finished with value: 0.997618305031811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:16:39,545] Trial 7207 finished with value: 0.9971018267003501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:16:41,899] Trial 7208 finished with value: 0.9968305370022815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:16:44,085] Trial 7209 finished with value: 0.9972939678017486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:16:44,986] Trial 7210 finished with value: 0.9945064463044134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 3, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:16:48,702] Trial 7211 finished with value: 0.9973917885393554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:16:51,275] Trial 7212 finished with value: 0.9974943850068508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 90}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:16:54,053] Trial 7213 finished with value: 0.9974243813708394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:16:56,874] Trial 7214 finished with value: 0.9975367867877555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:17:12,127] Trial 7215 finished with value: 0.995864163993676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 65, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:17:12,923] Trial 7216 finished with value: 0.9876096552383676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 2, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:20:51,962] Trial 7217 finished with value: 0.9896117676261462 and parameters: {'classifier': 'SVC', 'svc_c': 2856386537.4298754, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:20:55,422] Trial 7218 finished with value: 0.9968974816435573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:20:56,402] Trial 7219 finished with value: 0.9969977812069512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 102}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:21:00,558] Trial 7220 finished with value: 0.9972930719675723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 21, 'rf_n_estimators': 87}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:21:01,599] Trial 7221 finished with value: 0.9899797636486766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:21:06,349] Trial 7222 finished with value: 0.9966234564552439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 29, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:21:09,500] Trial 7223 finished with value: 0.9975822840937275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:21:11,908] Trial 7224 finished with value: 0.9974669410795717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:21:19,484] Trial 7225 finished with value: 0.9968149434701074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 38, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:21:21,594] Trial 7226 finished with value: 0.9976645645871066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:21:23,353] Trial 7227 finished with value: 0.9955903857262826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 94}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:21:26,078] Trial 7228 finished with value: 0.9972058781287378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:21:28,662] Trial 7229 finished with value: 0.9973145010535794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:21:30,795] Trial 7230 finished with value: 0.9974756294269554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:21:33,091] Trial 7231 finished with value: 0.9972239116077622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 81}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:21:37,629] Trial 7232 finished with value: 0.9973003162401662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:21:44,442] Trial 7233 finished with value: 0.9969160980527286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 29, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:21:47,196] Trial 7234 finished with value: 0.9975278424424102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:21:53,441] Trial 7235 finished with value: 0.9970229405126991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 28, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:21:55,280] Trial 7236 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 4.189250606696763e-09, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:22:04,463] Trial 7237 finished with value: 0.9966859071040356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 51, 'rf_n_estimators': 97}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:22:07,330] Trial 7238 finished with value: 0.997188363977093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 89}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:22:09,731] Trial 7239 finished with value: 0.9973552566209616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:22:11,140] Trial 7240 finished with value: 0.9889436902597653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 42, 'rf_n_estimators': 5}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:22:13,718] Trial 7241 finished with value: 0.9972711284735611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:22:16,378] Trial 7242 finished with value: 0.9973280804981456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:22:18,873] Trial 7243 finished with value: 0.9972775279465339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:22:21,359] Trial 7244 finished with value: 0.9965729277705386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 16, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:22:26,478] Trial 7245 finished with value: 0.9972517908204427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 24, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:22:29,919] Trial 7246 finished with value: 0.9974242284258633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:22:32,225] Trial 7247 finished with value: 0.9973811917915955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:22:34,324] Trial 7248 finished with value: 0.9975883158195663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:22:41,269] Trial 7249 finished with value: 0.9968519113086604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 35, 'rf_n_estimators': 104}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:22:47,210] Trial 7250 finished with value: 0.9962689098788107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 41, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:22:49,401] Trial 7251 finished with value: 0.9977497268190083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 92}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:22:52,195] Trial 7252 finished with value: 0.9974715229225835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:22:54,753] Trial 7253 finished with value: 0.9971847842267714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 14, 'rf_n_estimators': 77}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:22:57,096] Trial 7254 finished with value: 0.9974542404259256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 100}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:23:04,363] Trial 7255 finished with value: 0.992885386723871 and parameters: {'classifier': 'SVC', 'svc_c': 2845646.3206644417, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:23:06,735] Trial 7256 finished with value: 0.9976873325367402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:23:09,733] Trial 7257 finished with value: 0.9970770421875516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:23:12,165] Trial 7258 finished with value: 0.9974287696443537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:23:13,910] Trial 7259 finished with value: 0.99698480443351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:23:19,316] Trial 7260 finished with value: 0.9966731282481853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 32, 'rf_n_estimators': 85}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:23:21,485] Trial 7261 finished with value: 0.9966801045576265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:23:24,062] Trial 7262 finished with value: 0.9976317576516989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:23:27,118] Trial 7263 finished with value: 0.9974593244895852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:23:31,060] Trial 7264 finished with value: 0.9971885901731595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:23:46,265] Trial 7265 finished with value: 0.9964059660015075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 67, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:23:52,352] Trial 7266 finished with value: 0.9970224334678893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 25, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:23:54,817] Trial 7267 finished with value: 0.9973621016624173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:23:57,874] Trial 7268 finished with value: 0.9975392132142574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:24:00,391] Trial 7269 finished with value: 0.9974850877677124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:24:06,456] Trial 7270 finished with value: 0.9966898428267271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 34, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:24:08,653] Trial 7271 finished with value: 0.9971776062229285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:24:11,667] Trial 7272 finished with value: 0.9973254075315784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:24:14,001] Trial 7273 finished with value: 0.9974710880497755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:24:15,929] Trial 7274 finished with value: 0.9853740232618987 and parameters: {'classifier': 'SVC', 'svc_c': 0.007984586925492606, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:24:19,124] Trial 7275 finished with value: 0.9972348752774707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:24:22,631] Trial 7276 finished with value: 0.9971515411173013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:24:24,285] Trial 7277 finished with value: 0.9941449877512777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 18, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:24:27,364] Trial 7278 finished with value: 0.9968272568895444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:24:29,042] Trial 7279 finished with value: 0.9970001209889657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 3, 'rf_n_estimators': 89}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:24:41,531] Trial 7280 finished with value: 0.9965784869506732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 55, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:24:43,650] Trial 7281 finished with value: 0.9974290268166178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:24:46,223] Trial 7282 finished with value: 0.9974941879144454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 103}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:24:48,819] Trial 7283 finished with value: 0.997166678258366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:24:50,459] Trial 7284 finished with value: 0.99737964875801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 75}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:24:52,885] Trial 7285 finished with value: 0.9960074531557588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:24:55,054] Trial 7286 finished with value: 0.9973706569010171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:24:56,773] Trial 7287 finished with value: 0.9966951288704302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 94}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:25:00,941] Trial 7288 finished with value: 0.9970553555801632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:25:03,512] Trial 7289 finished with value: 0.9974299007199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 82}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:25:06,138] Trial 7290 finished with value: 0.9973461754217592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:25:10,472] Trial 7291 finished with value: 0.9971112173124125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 16, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:25:12,245] Trial 7292 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 8.185282228672634e-06, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:25:14,712] Trial 7293 finished with value: 0.99756727409472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:25:18,032] Trial 7294 finished with value: 0.9962580285054967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 25, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:25:20,430] Trial 7295 finished with value: 0.9973256749234488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 12, 'rf_n_estimators': 87}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:25:25,311] Trial 7296 finished with value: 0.9971043089220935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 22, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:25:31,202] Trial 7297 finished with value: 0.9974586265095242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 28, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:25:33,703] Trial 7298 finished with value: 0.9972710169782921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 84}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:25:34,714] Trial 7299 finished with value: 0.9965139189708605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:25:37,440] Trial 7300 finished with value: 0.9973198898646268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 98}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:25:40,096] Trial 7301 finished with value: 0.9974820909475373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:25:42,877] Trial 7302 finished with value: 0.9970068654212548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 15, 'rf_n_estimators': 101}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:25:45,097] Trial 7303 finished with value: 0.9976522440266402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:25:51,315] Trial 7304 finished with value: 0.9972430237313104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 27, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:25:52,313] Trial 7305 finished with value: 0.9895435729873848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:25:55,305] Trial 7306 finished with value: 0.997525127930922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:25:57,914] Trial 7307 finished with value: 0.9975057525096936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:26:00,017] Trial 7308 finished with value: 0.9974004347705359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:26:01,158] Trial 7309 finished with value: 0.9951695826498835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 24, 'rf_n_estimators': 37}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:26:04,213] Trial 7310 finished with value: 0.9973710610515308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:26:06,927] Trial 7311 finished with value: 0.9974250370125319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:26:07,880] Trial 7312 finished with value: 0.9962693417365176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 21}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:26:08,863] Trial 7313 finished with value: 0.9915333834131109 and parameters: {'classifier': 'SVC', 'svc_c': 7256.773531446716, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:26:11,489] Trial 7314 finished with value: 0.9975469232089056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 91}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:26:12,748] Trial 7315 finished with value: 0.9973136617446164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:26:14,463] Trial 7316 finished with value: 0.996263417951302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:26:18,766] Trial 7317 finished with value: 0.9973099255581489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:26:21,112] Trial 7318 finished with value: 0.9971888966978698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:26:23,592] Trial 7319 finished with value: 0.9971649306104912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:26:33,113] Trial 7320 finished with value: 0.9960553409609214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 47, 'rf_n_estimators': 103}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:26:40,910] Trial 7321 finished with value: 0.9972649838877231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 36, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:26:43,865] Trial 7322 finished with value: 0.997613919075164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:26:50,292] Trial 7323 finished with value: 0.9967588181227988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 34, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:26:54,113] Trial 7324 finished with value: 0.9974396290550359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:27:04,060] Trial 7325 finished with value: 0.996667716839748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 45, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:27:07,874] Trial 7326 finished with value: 0.9973488623847434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:27:14,151] Trial 7327 finished with value: 0.9958208544768797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 53, 'rf_n_estimators': 96}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:27:19,595] Trial 7328 finished with value: 0.9955925165459144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 60, 'rf_n_estimators': 44}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:27:21,216] Trial 7329 finished with value: 0.9975912065716545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 79}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:27:22,977] Trial 7330 finished with value: 0.9964000644963029 and parameters: {'classifier': 'SVC', 'svc_c': 38896.193598951024, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:27:24,122] Trial 7331 finished with value: 0.9956830727304045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 88}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:27:26,906] Trial 7332 finished with value: 0.9973587967306367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:27:29,229] Trial 7333 finished with value: 0.9975494744923354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:27:39,050] Trial 7334 finished with value: 0.9967716269709714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 50, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:27:42,012] Trial 7335 finished with value: 0.9971698678545912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:27:47,744] Trial 7336 finished with value: 0.9972818687084007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 25, 'rf_n_estimators': 107}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:27:52,022] Trial 7337 finished with value: 0.9974082251573035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:27:57,715] Trial 7338 finished with value: 0.9968556391797959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 30, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:27:59,169] Trial 7339 finished with value: 0.9942500872923216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:28:02,688] Trial 7340 finished with value: 0.997379541801262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:28:05,216] Trial 7341 finished with value: 0.9974240648486882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:28:07,421] Trial 7342 finished with value: 0.9968349042335632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:28:10,173] Trial 7343 finished with value: 0.9971533095535056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:28:12,848] Trial 7344 finished with value: 0.997240227716876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:28:15,674] Trial 7345 finished with value: 0.997464525539172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:28:17,185] Trial 7346 finished with value: 0.9961117465222151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:28:19,425] Trial 7347 finished with value: 0.9969347897442162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 92}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:28:20,966] Trial 7348 finished with value: 0.9867333713592058 and parameters: {'classifier': 'SVC', 'svc_c': 175302171.67897275, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:28:23,930] Trial 7349 finished with value: 0.9971982802323788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:28:26,155] Trial 7350 finished with value: 0.9975596734371631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:28:28,647] Trial 7351 finished with value: 0.9972529118033343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:28:30,796] Trial 7352 finished with value: 0.9969304883373548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 14, 'rf_n_estimators': 83}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:28:33,640] Trial 7353 finished with value: 0.9974032424962583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:28:48,609] Trial 7354 finished with value: 0.9958845047550979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 70, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:28:51,016] Trial 7355 finished with value: 0.9973399423506351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:29:08,794] Trial 7356 finished with value: 0.9955371929298864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 73, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:29:12,621] Trial 7357 finished with value: 0.9973676478934858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:29:15,052] Trial 7358 finished with value: 0.9974351429652907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:29:16,011] Trial 7359 finished with value: 0.9886253516211666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:29:18,562] Trial 7360 finished with value: 0.99722508619598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 87}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:29:20,855] Trial 7361 finished with value: 0.9965879049842877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 15, 'rf_n_estimators': 106}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:29:27,678] Trial 7362 finished with value: 0.9966142885798162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 27, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:29:37,037] Trial 7363 finished with value: 0.9969682008106927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 43, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:29:39,581] Trial 7364 finished with value: 0.9974362046935094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 100}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:29:41,954] Trial 7365 finished with value: 0.9974973533263848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:29:44,123] Trial 7366 finished with value: 0.9973828315940607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:29:46,518] Trial 7367 finished with value: 0.9974400790350879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:29:48,603] Trial 7368 finished with value: 0.9861746685982672 and parameters: {'classifier': 'SVC', 'svc_c': 0.39430987536162415, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:29:51,116] Trial 7369 finished with value: 0.9974924140510589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:29:54,125] Trial 7370 finished with value: 0.997384121835213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:29:57,558] Trial 7371 finished with value: 0.9974110408175028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:29:58,731] Trial 7372 finished with value: 0.9969550550011563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:30:01,109] Trial 7373 finished with value: 0.9974246729152574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:30:04,354] Trial 7374 finished with value: 0.997567034314829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:30:11,725] Trial 7375 finished with value: 0.996590173451224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 42, 'rf_n_estimators': 90}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:30:14,087] Trial 7376 finished with value: 0.9973240191885541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:30:15,959] Trial 7377 finished with value: 0.9974141287254722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 94}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:30:18,531] Trial 7378 finished with value: 0.9969729730176738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:30:22,017] Trial 7379 finished with value: 0.9973994773013434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:30:26,415] Trial 7380 finished with value: 0.9970721753381305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:30:29,586] Trial 7381 finished with value: 0.9973726094805606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:30:30,526] Trial 7382 finished with value: 0.9958092997838586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 1, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:30:33,581] Trial 7383 finished with value: 0.9975266610305424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:30:35,783] Trial 7384 finished with value: 0.99738961303275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:30:40,572] Trial 7385 finished with value: 0.9963513610586562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 39, 'rf_n_estimators': 86}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:30:42,308] Trial 7386 finished with value: 0.9866068935762825 and parameters: {'classifier': 'SVC', 'svc_c': 1187339794.5579913, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:30:46,101] Trial 7387 finished with value: 0.997110070843981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:30:48,873] Trial 7388 finished with value: 0.9973111541960229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:30:52,133] Trial 7389 finished with value: 0.9969292315479569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:31:02,326] Trial 7390 finished with value: 0.9967903055864413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 47, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:31:04,751] Trial 7391 finished with value: 0.9974929916809749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:31:07,207] Trial 7392 finished with value: 0.997333625364484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 97}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:31:08,481] Trial 7393 finished with value: 0.997159842896972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:31:12,725] Trial 7394 finished with value: 0.993323913517318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 58, 'rf_n_estimators': 81}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:31:15,021] Trial 7395 finished with value: 0.9975302806436757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:31:18,019] Trial 7396 finished with value: 0.9973702536709027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:31:21,808] Trial 7397 finished with value: 0.997326239794726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:31:22,895] Trial 7398 finished with value: 0.9966554767031391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:31:26,026] Trial 7399 finished with value: 0.9973825051696824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:31:28,518] Trial 7400 finished with value: 0.9972058834924441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 76}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:31:34,022] Trial 7401 finished with value: 0.9973122500424921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 26, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:31:45,192] Trial 7402 finished with value: 0.9968228872779198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 49, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:31:47,819] Trial 7403 finished with value: 0.9975520028609961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:31:49,584] Trial 7404 finished with value: 0.9850756087929483 and parameters: {'classifier': 'SVC', 'svc_c': 2.3130519412538642e-10, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:31:51,950] Trial 7405 finished with value: 0.9973945274890322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:32:01,790] Trial 7406 finished with value: 0.9961566756244294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 45, 'rf_n_estimators': 107}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:32:06,725] Trial 7407 finished with value: 0.9972892319981476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:32:08,429] Trial 7408 finished with value: 0.9975502418197243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 84}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:32:09,183] Trial 7409 finished with value: 0.9748890382579761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 63, 'rf_n_estimators': 2}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:32:11,378] Trial 7410 finished with value: 0.9968271799251188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:32:14,763] Trial 7411 finished with value: 0.9971265671926709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:32:18,719] Trial 7412 finished with value: 0.997288696738338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 18, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:32:19,880] Trial 7413 finished with value: 0.989496875480704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 25}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:32:21,731] Trial 7414 finished with value: 0.9975152630910462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 91}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:32:23,390] Trial 7415 finished with value: 0.9966067242621633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 101}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:32:24,360] Trial 7416 finished with value: 0.995840730722288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 1, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:32:30,174] Trial 7417 finished with value: 0.9972686536150123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 27, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:32:32,517] Trial 7418 finished with value: 0.9975157690567672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:32:35,700] Trial 7419 finished with value: 0.9973268279298892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 104}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:32:38,338] Trial 7420 finished with value: 0.9975027909503339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:32:40,698] Trial 7421 finished with value: 0.9974796843254895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:32:44,235] Trial 7422 finished with value: 0.9972817030365237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:32:47,185] Trial 7423 finished with value: 0.9975329932508892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:32:49,036] Trial 7424 finished with value: 0.9852051536637737 and parameters: {'classifier': 'SVC', 'svc_c': 4.6275606253104885e-07, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:32:51,888] Trial 7425 finished with value: 0.9968891522836448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:32:54,543] Trial 7426 finished with value: 0.9974742741548307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:32:57,791] Trial 7427 finished with value: 0.9972460902796682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:32:59,941] Trial 7428 finished with value: 0.9973869868478585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 95}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:33:02,110] Trial 7429 finished with value: 0.9955801375242226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 16, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:33:04,468] Trial 7430 finished with value: 0.9974816796559943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:33:07,386] Trial 7431 finished with value: 0.9972584152199656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:33:10,123] Trial 7432 finished with value: 0.9976548426947659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:33:12,916] Trial 7433 finished with value: 0.997155818815946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:33:16,718] Trial 7434 finished with value: 0.9966364523983811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 89}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:33:28,036] Trial 7435 finished with value: 0.9962642976626213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 53, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:33:30,250] Trial 7436 finished with value: 0.9972849171344134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 93}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:33:31,667] Trial 7437 finished with value: 0.9945767785547188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 14, 'rf_n_estimators': 106}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:33:43,538] Trial 7438 finished with value: 0.9965994220678883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 51, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:33:45,915] Trial 7439 finished with value: 0.9972276935920302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:33:47,260] Trial 7440 finished with value: 0.9975354527482909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:33:48,901] Trial 7441 finished with value: 0.9967899643721981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 13, 'rf_n_estimators': 48}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:33:52,009] Trial 7442 finished with value: 0.9964352921453893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 19, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:33:52,765] Trial 7443 finished with value: 0.9950575884610345 and parameters: {'classifier': 'SVC', 'svc_c': 1363.432393277757, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:33:54,938] Trial 7444 finished with value: 0.9956488580918488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:33:57,214] Trial 7445 finished with value: 0.9973937925343089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:33:59,713] Trial 7446 finished with value: 0.9972806151880071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:34:00,850] Trial 7447 finished with value: 0.9972742800160349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 99}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:34:03,266] Trial 7448 finished with value: 0.9970229883734635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 85}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:34:05,698] Trial 7449 finished with value: 0.9974936539241522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:34:08,712] Trial 7450 finished with value: 0.997224836164745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 103}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:34:11,062] Trial 7451 finished with value: 0.9966629622155677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:34:15,947] Trial 7452 finished with value: 0.9972431224362027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 22, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:34:18,686] Trial 7453 finished with value: 0.9974975925984694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:34:21,634] Trial 7454 finished with value: 0.9974392822866588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:34:22,771] Trial 7455 finished with value: 0.9938550401308549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:34:24,475] Trial 7456 finished with value: 0.9968153976078254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 23, 'rf_n_estimators': 30}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:34:27,416] Trial 7457 finished with value: 0.9972543763173368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:34:30,404] Trial 7458 finished with value: 0.9973118590632101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:34:33,290] Trial 7459 finished with value: 0.9972836440952068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 79}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:34:34,625] Trial 7460 finished with value: 0.9868292494194963 and parameters: {'classifier': 'SVC', 'svc_c': 506160.9221492174, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:34:37,813] Trial 7461 finished with value: 0.9974596295860897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:34:42,787] Trial 7462 finished with value: 0.9969336015721743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 28, 'rf_n_estimators': 88}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:34:45,724] Trial 7463 finished with value: 0.9973385393764355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:34:48,334] Trial 7464 finished with value: 0.997542064801768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:34:50,497] Trial 7465 finished with value: 0.9973290250182719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:34:56,339] Trial 7466 finished with value: 0.9971061375651081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 29, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:34:57,464] Trial 7467 finished with value: 0.9969761698184035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:35:00,207] Trial 7468 finished with value: 0.9974494978304121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:35:03,303] Trial 7469 finished with value: 0.9976113686486574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:35:07,053] Trial 7470 finished with value: 0.9972448173039373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:35:09,494] Trial 7471 finished with value: 0.9974653835735005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:35:10,444] Trial 7472 finished with value: 0.9962863635380037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 1, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:35:13,559] Trial 7473 finished with value: 0.9974181497596591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:35:16,243] Trial 7474 finished with value: 0.9974522693749198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:35:18,310] Trial 7475 finished with value: 0.9971949412775613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:35:21,237] Trial 7476 finished with value: 0.99735349481798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 71}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:35:23,391] Trial 7477 finished with value: 0.9975255623276614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:35:25,995] Trial 7478 finished with value: 0.9974155137042784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:35:27,779] Trial 7479 finished with value: 0.9850838029493749 and parameters: {'classifier': 'SVC', 'svc_c': 0.000307082806293869, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:35:30,639] Trial 7480 finished with value: 0.9971567051287501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:35:33,568] Trial 7481 finished with value: 0.9972677754271126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:35:38,665] Trial 7482 finished with value: 0.9971087406448031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 19, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:35:40,851] Trial 7483 finished with value: 0.9977650664796607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:35:42,928] Trial 7484 finished with value: 0.9972809606868679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:35:44,887] Trial 7485 finished with value: 0.9973713525007352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:35:47,115] Trial 7486 finished with value: 0.9975627547119098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:35:49,024] Trial 7487 finished with value: 0.9974369228588795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:35:56,622] Trial 7488 finished with value: 0.9970897034861926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 35, 'rf_n_estimators': 103}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:35:58,814] Trial 7489 finished with value: 0.9977253782898446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:36:00,027] Trial 7490 finished with value: 0.9954873370570816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:36:02,245] Trial 7491 finished with value: 0.9972598125448179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:36:04,223] Trial 7492 finished with value: 0.9975038220197338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:36:05,154] Trial 7493 finished with value: 0.9895778911232567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:36:07,742] Trial 7494 finished with value: 0.9973184558507535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:36:10,044] Trial 7495 finished with value: 0.9976083512623184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:36:11,497] Trial 7496 finished with value: 0.9962322969652772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:36:13,814] Trial 7497 finished with value: 0.9976458671510576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:36:16,032] Trial 7498 finished with value: 0.9976544412102366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:36:17,897] Trial 7499 finished with value: 0.9852036788666894 and parameters: {'classifier': 'SVC', 'svc_c': 3.050100082563309e-08, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:36:19,949] Trial 7500 finished with value: 0.9973287611175713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:36:22,026] Trial 7501 finished with value: 0.9967884415873978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:36:23,611] Trial 7502 finished with value: 0.9972436324326379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 73}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:36:24,893] Trial 7503 finished with value: 0.9969552425404515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 73}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:36:26,751] Trial 7504 finished with value: 0.9972915091612706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:36:28,929] Trial 7505 finished with value: 0.997334540114453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:36:31,080] Trial 7506 finished with value: 0.9974792651946834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:36:33,657] Trial 7507 finished with value: 0.9969578181351185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:36:35,811] Trial 7508 finished with value: 0.9974234405323102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:36:38,169] Trial 7509 finished with value: 0.9974182712206311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:36:40,203] Trial 7510 finished with value: 0.9967761312147997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:36:42,490] Trial 7511 finished with value: 0.9973187474269095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:36:44,374] Trial 7512 finished with value: 0.9970959901943801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:36:46,431] Trial 7513 finished with value: 0.9975160669170288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 74}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:36:48,516] Trial 7514 finished with value: 0.9969043965084096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:36:50,741] Trial 7515 finished with value: 0.9976585090578372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 101}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:36:52,929] Trial 7516 finished with value: 0.9975421279919416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:36:54,725] Trial 7517 finished with value: 0.9853838563003912 and parameters: {'classifier': 'SVC', 'svc_c': 0.08291170471078879, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:36:56,679] Trial 7518 finished with value: 0.997479617263291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:36:58,464] Trial 7519 finished with value: 0.9969751161198754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:37:02,656] Trial 7520 finished with value: 0.9958980694097992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 33, 'rf_n_estimators': 51}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:37:04,352] Trial 7521 finished with value: 0.9972547968128729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 71}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:37:05,533] Trial 7522 finished with value: 0.9943400568968057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:37:07,585] Trial 7523 finished with value: 0.9975106848026799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:37:09,917] Trial 7524 finished with value: 0.9975621397899527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:37:17,488] Trial 7525 finished with value: 0.9969596466194438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 38, 'rf_n_estimators': 105}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:37:20,210] Trial 7526 finished with value: 0.9974658977593394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:37:21,576] Trial 7527 finished with value: 0.997141907995888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 67}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:37:26,587] Trial 7528 finished with value: 0.9948049602082278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 50, 'rf_n_estimators': 106}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:37:28,976] Trial 7529 finished with value: 0.9973725526062305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:37:31,190] Trial 7530 finished with value: 0.9974992715655123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:37:33,342] Trial 7531 finished with value: 0.9974880917923924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:37:36,288] Trial 7532 finished with value: 0.9976941100716669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:37:42,196] Trial 7533 finished with value: 0.9968444164335492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 44, 'rf_n_estimators': 68}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:37:44,327] Trial 7534 finished with value: 0.9972345801784069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:37:46,369] Trial 7535 finished with value: 0.9975986629169462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:37:48,225] Trial 7536 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 2.6554356619383197e-05, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:37:49,844] Trial 7537 finished with value: 0.9970549271818884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:37:52,060] Trial 7538 finished with value: 0.9973021371073937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:37:54,824] Trial 7539 finished with value: 0.9974885610690921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:37:56,572] Trial 7540 finished with value: 0.997219428025312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 71}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:37:58,628] Trial 7541 finished with value: 0.9973823532085815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:38:00,965] Trial 7542 finished with value: 0.9974083185619653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:38:03,219] Trial 7543 finished with value: 0.9971576242585504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:38:05,107] Trial 7544 finished with value: 0.9974475024046936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:38:08,000] Trial 7545 finished with value: 0.9974833906148483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:38:16,197] Trial 7546 finished with value: 0.996870718938724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 42, 'rf_n_estimators': 105}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:38:18,318] Trial 7547 finished with value: 0.997456781489749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:38:24,279] Trial 7548 finished with value: 0.9964142813650027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 30, 'rf_n_estimators': 100}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:38:25,963] Trial 7549 finished with value: 0.9975776250958625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 74}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:38:28,002] Trial 7550 finished with value: 0.9976055533436096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:38:30,873] Trial 7551 finished with value: 0.9975094672095978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:38:32,709] Trial 7552 finished with value: 0.9976050137357069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:38:34,381] Trial 7553 finished with value: 0.997158823221481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 75}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:38:35,525] Trial 7554 finished with value: 0.9969586690284179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:38:37,503] Trial 7555 finished with value: 0.9967461000450414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:38:39,548] Trial 7556 finished with value: 0.9973605345080223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:38:42,032] Trial 7557 finished with value: 0.9850770828917987 and parameters: {'classifier': 'SVC', 'svc_c': 0.0001449021230770348, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:38:44,353] Trial 7558 finished with value: 0.9973635579245638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:38:46,039] Trial 7559 finished with value: 0.9974107371174662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 71}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:38:47,854] Trial 7560 finished with value: 0.9972938571316652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:38:50,416] Trial 7561 finished with value: 0.9975310915789494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:38:55,290] Trial 7562 finished with value: 0.9972545808046746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:39:02,266] Trial 7563 finished with value: 0.9971505270276818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 34, 'rf_n_estimators': 104}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:39:04,555] Trial 7564 finished with value: 0.997260845645444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:39:07,093] Trial 7565 finished with value: 0.9966617546199262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 35, 'rf_n_estimators': 40}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:39:12,779] Trial 7566 finished with value: 0.9961537264745915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 37, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:39:14,818] Trial 7567 finished with value: 0.9975027141445979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:39:16,564] Trial 7568 finished with value: 0.9972887997913237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 69}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:39:17,874] Trial 7569 finished with value: 0.9955673037300546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:39:20,959] Trial 7570 finished with value: 0.9974541587008137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:39:23,578] Trial 7571 finished with value: 0.9974137401900091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:39:24,686] Trial 7572 finished with value: 0.9975015627250529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 4, 'rf_n_estimators': 76}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:39:26,314] Trial 7573 finished with value: 0.9866211502443183 and parameters: {'classifier': 'SVC', 'svc_c': 7571593.333444081, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:39:28,439] Trial 7574 finished with value: 0.9910671374295131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 36, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:39:30,303] Trial 7575 finished with value: 0.9974238060260529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:39:32,859] Trial 7576 finished with value: 0.997451569934915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:39:40,947] Trial 7577 finished with value: 0.9931047754535912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 71, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:39:43,440] Trial 7578 finished with value: 0.9972177800027285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:39:44,541] Trial 7579 finished with value: 0.9968813948090872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 106}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:39:56,372] Trial 7580 finished with value: 0.9963619436513094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 54, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:39:57,437] Trial 7581 finished with value: 0.9972009297128944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 100}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:40:00,405] Trial 7582 finished with value: 0.9977425729359748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:40:03,023] Trial 7583 finished with value: 0.9974462151151666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:40:05,182] Trial 7584 finished with value: 0.9968384133035647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:40:07,701] Trial 7585 finished with value: 0.997448464698048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:40:09,858] Trial 7586 finished with value: 0.9974665854245804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:40:11,838] Trial 7587 finished with value: 0.9970187693582098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:40:14,888] Trial 7588 finished with value: 0.9974639860899587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:40:16,800] Trial 7589 finished with value: 0.9970556811476182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 69}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:40:30,474] Trial 7590 finished with value: 0.9962778879298139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 65, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:40:32,555] Trial 7591 finished with value: 0.9975120317277351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:40:37,928] Trial 7592 finished with value: 0.9969940875810176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 27, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:40:39,746] Trial 7593 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 3.690586116646477e-06, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:40:42,132] Trial 7594 finished with value: 0.9972039506538791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:40:46,820] Trial 7595 finished with value: 0.991698376321052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 64, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:40:48,879] Trial 7596 finished with value: 0.9977015602915423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:40:51,468] Trial 7597 finished with value: 0.9973388340946442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:40:54,028] Trial 7598 finished with value: 0.9974593926626105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:40:56,058] Trial 7599 finished with value: 0.997384176360938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:40:57,398] Trial 7600 finished with value: 0.9972085960361818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:40:59,423] Trial 7601 finished with value: 0.9962778209945671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:41:01,963] Trial 7602 finished with value: 0.9973759058431062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:41:08,515] Trial 7603 finished with value: 0.9969771436326186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 31, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:41:10,998] Trial 7604 finished with value: 0.9973247754076754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:41:12,278] Trial 7605 finished with value: 0.9968571454291467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 4, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:41:14,695] Trial 7606 finished with value: 0.9975450979301089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:41:17,391] Trial 7607 finished with value: 0.9973685245262279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:41:20,222] Trial 7608 finished with value: 0.9975546909348072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:41:22,683] Trial 7609 finished with value: 0.9972930982148217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:41:24,756] Trial 7610 finished with value: 0.9975553298506226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:41:26,651] Trial 7611 finished with value: 0.9853879533468665 and parameters: {'classifier': 'SVC', 'svc_c': 0.024315031732475862, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:41:28,865] Trial 7612 finished with value: 0.9975361478719402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:41:31,771] Trial 7613 finished with value: 0.9974835592066128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:41:34,680] Trial 7614 finished with value: 0.9973051819152848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:41:37,023] Trial 7615 finished with value: 0.9974603806319321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:41:39,391] Trial 7616 finished with value: 0.9974803468225701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:41:41,784] Trial 7617 finished with value: 0.9974479091259779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:41:43,834] Trial 7618 finished with value: 0.9976207106065077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:41:47,833] Trial 7619 finished with value: 0.9963161468664428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 25, 'rf_n_estimators': 100}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:41:55,379] Trial 7620 finished with value: 0.9951392892297958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 55, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:41:57,800] Trial 7621 finished with value: 0.9974459768904332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:42:02,023] Trial 7622 finished with value: 0.9970502416511327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 20, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:42:04,600] Trial 7623 finished with value: 0.9975213898401801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:42:06,885] Trial 7624 finished with value: 0.9974127614564184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:42:08,600] Trial 7625 finished with value: 0.9971358448495207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 2, 'rf_n_estimators': 107}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:42:11,262] Trial 7626 finished with value: 0.9971260436441494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:42:13,487] Trial 7627 finished with value: 0.9974699650991333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:42:16,081] Trial 7628 finished with value: 0.9975580999669246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:42:17,129] Trial 7629 finished with value: 0.9892749239466935 and parameters: {'classifier': 'SVC', 'svc_c': 3.232068490529337, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:42:19,631] Trial 7630 finished with value: 0.9974408628027129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:42:21,835] Trial 7631 finished with value: 0.9973101267447445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:42:23,405] Trial 7632 finished with value: 0.9971655007185231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 103}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:42:25,592] Trial 7633 finished with value: 0.997337898429394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:42:26,987] Trial 7634 finished with value: 0.9973899294279495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 52}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:42:28,539] Trial 7635 finished with value: 0.9967408512616419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:42:33,168] Trial 7636 finished with value: 0.9973966687821734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:42:42,833] Trial 7637 finished with value: 0.9967239691386864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 47, 'rf_n_estimators': 107}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:42:45,717] Trial 7638 finished with value: 0.9972306964741456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:42:47,163] Trial 7639 finished with value: 0.9972746368135907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:42:50,070] Trial 7640 finished with value: 0.9975097741786388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:42:52,545] Trial 7641 finished with value: 0.9974932427912989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:42:54,774] Trial 7642 finished with value: 0.9976773252571358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:42:56,667] Trial 7643 finished with value: 0.9973799828629621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:42:59,568] Trial 7644 finished with value: 0.9974612332708163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:43:01,842] Trial 7645 finished with value: 0.9975044947681586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:43:03,677] Trial 7646 finished with value: 0.9963247220681862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 69}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:43:05,827] Trial 7647 finished with value: 0.9975051661835911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:43:08,128] Trial 7648 finished with value: 0.997330317068485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:43:10,062] Trial 7649 finished with value: 0.9852056454426498 and parameters: {'classifier': 'SVC', 'svc_c': 1.3422137510714065e-07, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:43:13,334] Trial 7650 finished with value: 0.9976140425990998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:43:15,385] Trial 7651 finished with value: 0.9972557789741573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 77}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:43:23,218] Trial 7652 finished with value: 0.9971714053023049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 33, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:43:25,677] Trial 7653 finished with value: 0.9972645781503141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:43:27,074] Trial 7654 finished with value: 0.9954485158199461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:43:30,016] Trial 7655 finished with value: 0.997541062137795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:43:36,452] Trial 7656 finished with value: 0.9973393132100954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 26, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:43:38,593] Trial 7657 finished with value: 0.9973818857092044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:43:39,562] Trial 7658 finished with value: 0.9888917346704781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:43:41,947] Trial 7659 finished with value: 0.9975351865307229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 101}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:43:44,588] Trial 7660 finished with value: 0.9973597073229398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:43:46,824] Trial 7661 finished with value: 0.9974992338608785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:43:50,325] Trial 7662 finished with value: 0.9973962757716652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:43:51,557] Trial 7663 finished with value: 0.9971742597462269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:43:53,629] Trial 7664 finished with value: 0.9975785034424517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:43:56,234] Trial 7665 finished with value: 0.9975451922234321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:44:01,490] Trial 7666 finished with value: 0.9968634474984813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 22, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:44:32,268] Trial 7667 finished with value: 0.989660891178474 and parameters: {'classifier': 'SVC', 'svc_c': 36940824.297423035, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:44:34,314] Trial 7668 finished with value: 0.9974517722323372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:44:37,621] Trial 7669 finished with value: 0.9974599458543376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:44:45,808] Trial 7670 finished with value: 0.9968788115021088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 38, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:44:48,066] Trial 7671 finished with value: 0.9974456226001722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:44:50,737] Trial 7672 finished with value: 0.9973824730509201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:44:51,782] Trial 7673 finished with value: 0.996669940492759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:44:53,557] Trial 7674 finished with value: 0.994356478375772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 19, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:45:05,837] Trial 7675 finished with value: 0.9963733082660027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 56, 'rf_n_estimators': 107}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:45:08,981] Trial 7676 finished with value: 0.9968528367543043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:45:13,382] Trial 7677 finished with value: 0.9970526398308971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 25, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:45:14,216] Trial 7678 finished with value: 0.9965681363303857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 4, 'rf_n_estimators': 46}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:45:16,416] Trial 7679 finished with value: 0.9974378438612165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:45:18,415] Trial 7680 finished with value: 0.9970716327786023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:45:21,364] Trial 7681 finished with value: 0.9974583333464729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:45:26,788] Trial 7682 finished with value: 0.9973759935666825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 23, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:45:28,707] Trial 7683 finished with value: 0.9968978064810403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:45:38,279] Trial 7684 finished with value: 0.9970513609836532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 48, 'rf_n_estimators': 104}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:45:39,628] Trial 7685 finished with value: 0.9972579595270902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:45:40,649] Trial 7686 finished with value: 0.9912389400546191 and parameters: {'classifier': 'SVC', 'svc_c': 34.40896814485856, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:45:43,978] Trial 7687 finished with value: 0.9972574837441193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:45:45,279] Trial 7688 finished with value: 0.9970954701052902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:45:47,807] Trial 7689 finished with value: 0.99741554204623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:45:49,883] Trial 7690 finished with value: 0.9977087970739901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:45:58,554] Trial 7691 finished with value: 0.9969446111983725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 41, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:46:05,907] Trial 7692 finished with value: 0.9971083012017362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 34, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:46:08,417] Trial 7693 finished with value: 0.9963020542516506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:46:14,306] Trial 7694 finished with value: 0.9969642534719269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 24, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:46:16,692] Trial 7695 finished with value: 0.9970220894607102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:46:19,030] Trial 7696 finished with value: 0.9976250321669404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:46:21,707] Trial 7697 finished with value: 0.9972787464282775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:46:27,437] Trial 7698 finished with value: 0.9968781062540669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 47, 'rf_n_estimators': 73}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:46:30,899] Trial 7699 finished with value: 0.9971539643065367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:46:33,035] Trial 7700 finished with value: 0.9973543627227976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:46:35,611] Trial 7701 finished with value: 0.9973349538180768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:46:37,596] Trial 7702 finished with value: 0.9955001606951193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 18, 'rf_n_estimators': 101}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:46:46,832] Trial 7703 finished with value: 0.9967111926314415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 48, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:46:48,719] Trial 7704 finished with value: 0.9853469842151051 and parameters: {'classifier': 'SVC', 'svc_c': 0.0031356814417388334, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:46:50,487] Trial 7705 finished with value: 0.9971698772807495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:46:52,844] Trial 7706 finished with value: 0.9974733961256202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:46:55,399] Trial 7707 finished with value: 0.9974793519661226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:46:58,010] Trial 7708 finished with value: 0.9970319564905017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:46:58,988] Trial 7709 finished with value: 0.9893318916815422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:47:08,693] Trial 7710 finished with value: 0.9943033254739255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 73, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:47:22,094] Trial 7711 finished with value: 0.9961158066257662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 74, 'rf_n_estimators': 105}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:47:24,585] Trial 7712 finished with value: 0.9974404071733133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:47:27,627] Trial 7713 finished with value: 0.9972932110748208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:47:30,280] Trial 7714 finished with value: 0.9977095446286625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:47:32,725] Trial 7715 finished with value: 0.9976940282830794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:47:34,967] Trial 7716 finished with value: 0.9974944540367997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:47:37,387] Trial 7717 finished with value: 0.9973382869648573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:47:41,564] Trial 7718 finished with value: 0.9970121927242374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 21, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:47:44,234] Trial 7719 finished with value: 0.9974375870698071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:47:47,302] Trial 7720 finished with value: 0.9969364358625251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:47:49,661] Trial 7721 finished with value: 0.9974855115005149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:47:52,318] Trial 7722 finished with value: 0.9973157695225273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:47:55,730] Trial 7723 finished with value: 0.9973987858592911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:47:56,643] Trial 7724 finished with value: 0.9952665324993094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 1, 'rf_n_estimators': 107}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:47:59,113] Trial 7725 finished with value: 0.9974206495007273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:48:00,361] Trial 7726 finished with value: 0.9873241558126286 and parameters: {'classifier': 'SVC', 'svc_c': 102785.21667145027, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:48:01,798] Trial 7727 finished with value: 0.9962067606449264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:48:04,490] Trial 7728 finished with value: 0.9973892837202221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:48:07,340] Trial 7729 finished with value: 0.9975751379547436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:48:10,703] Trial 7730 finished with value: 0.9971949346760764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:48:12,617] Trial 7731 finished with value: 0.997508773609368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 67}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:48:14,632] Trial 7732 finished with value: 0.9973732888304699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:48:17,205] Trial 7733 finished with value: 0.9976037905884908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:48:19,299] Trial 7734 finished with value: 0.9974980497195506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:48:23,953] Trial 7735 finished with value: 0.9971675834234871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:48:26,346] Trial 7736 finished with value: 0.9968693949601759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:48:34,383] Trial 7737 finished with value: 0.9970569414281858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 40, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:48:37,057] Trial 7738 finished with value: 0.9973946651998128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:48:38,375] Trial 7739 finished with value: 0.9973386403664571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 106}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:48:40,371] Trial 7740 finished with value: 0.9974557274421042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:48:54,234] Trial 7741 finished with value: 0.9965718995258124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 61, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:48:55,126] Trial 7742 finished with value: 0.9935194979912497 and parameters: {'classifier': 'SVC', 'svc_c': 184.80134890608412, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:48:57,653] Trial 7743 finished with value: 0.9974521408681326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:49:02,603] Trial 7744 finished with value: 0.9967764808395883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 28, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:49:05,916] Trial 7745 finished with value: 0.9974221961524341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:49:07,063] Trial 7746 finished with value: 0.9971684194951838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:49:09,445] Trial 7747 finished with value: 0.9974460326539365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:49:12,931] Trial 7748 finished with value: 0.9973177474289209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:49:26,693] Trial 7749 finished with value: 0.9969189427213752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 63, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:49:27,846] Trial 7750 finished with value: 0.9976822762120117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 42}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:49:32,598] Trial 7751 finished with value: 0.9972424341679412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 20, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:49:35,530] Trial 7752 finished with value: 0.9975129636161743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:49:37,632] Trial 7753 finished with value: 0.9976647000762336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 100}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:49:43,168] Trial 7754 finished with value: 0.9971594492199678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 24, 'rf_n_estimators': 106}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:49:45,651] Trial 7755 finished with value: 0.9975818772454916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:49:48,508] Trial 7756 finished with value: 0.9974918543213228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:49:49,892] Trial 7757 finished with value: 0.9972623454837372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 3, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:49:52,192] Trial 7758 finished with value: 0.9974377768624937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:49:54,696] Trial 7759 finished with value: 0.9975427066057329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:49:57,130] Trial 7760 finished with value: 0.985206710757252 and parameters: {'classifier': 'SVC', 'svc_c': 1.0391684470110657e-10, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:50:08,186] Trial 7761 finished with value: 0.9960259714630579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 70, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:50:10,690] Trial 7762 finished with value: 0.9974167818875852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 103}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:50:11,458] Trial 7763 finished with value: 0.9939567613303382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 13, 'rf_n_estimators': 32}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:50:12,670] Trial 7764 finished with value: 0.9969517769196453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 77}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:50:18,006] Trial 7765 finished with value: 0.9970985598223204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 26, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:50:29,504] Trial 7766 finished with value: 0.9969754626026116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 47, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:50:31,680] Trial 7767 finished with value: 0.9974395851297718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:50:35,019] Trial 7768 finished with value: 0.9973920442834138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:50:37,815] Trial 7769 finished with value: 0.9972982549582898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:50:40,210] Trial 7770 finished with value: 0.997359701451427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:50:42,327] Trial 7771 finished with value: 0.9975452896588081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:50:46,700] Trial 7772 finished with value: 0.9973820820716378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:50:51,613] Trial 7773 finished with value: 0.9891402144613992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 73, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:50:53,483] Trial 7774 finished with value: 0.9966061742124891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:50:55,301] Trial 7775 finished with value: 0.9971459778112388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:50:58,396] Trial 7776 finished with value: 0.9973563099703725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:51:09,776] Trial 7777 finished with value: 0.9966677892973906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 58, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:51:13,183] Trial 7778 finished with value: 0.9973432371262855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:51:15,395] Trial 7779 finished with value: 0.9975633525588729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:51:16,712] Trial 7780 finished with value: 0.9910747229163501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 17, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:51:17,678] Trial 7781 finished with value: 0.9909934693029672 and parameters: {'classifier': 'SVC', 'svc_c': 10.587071584730749, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:51:19,907] Trial 7782 finished with value: 0.9974468958615441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:51:21,810] Trial 7783 finished with value: 0.9963401964562558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:51:25,180] Trial 7784 finished with value: 0.9967659156393086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:51:27,759] Trial 7785 finished with value: 0.9968440489720564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:51:31,354] Trial 7786 finished with value: 0.9947055451168394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 36, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:51:33,308] Trial 7787 finished with value: 0.9965610490017441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:51:34,441] Trial 7788 finished with value: 0.9971982950857196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:51:50,149] Trial 7789 finished with value: 0.9959443454688067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 72, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:51:53,058] Trial 7790 finished with value: 0.9975066139717161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:51:55,115] Trial 7791 finished with value: 0.9974535482539015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:51:56,180] Trial 7792 finished with value: 0.9970434801438492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:51:58,855] Trial 7793 finished with value: 0.9973605929375099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:52:09,875] Trial 7794 finished with value: 0.9964997749723964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 63, 'rf_n_estimators': 106}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:52:20,130] Trial 7795 finished with value: 0.9967467695879374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 46, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:52:22,492] Trial 7796 finished with value: 0.9971486461758093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 100}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:52:27,173] Trial 7797 finished with value: 0.9973208072488422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:52:28,559] Trial 7798 finished with value: 0.9865491044961264 and parameters: {'classifier': 'SVC', 'svc_c': 1.2088632842189868, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:52:31,038] Trial 7799 finished with value: 0.9972287123471221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:52:34,116] Trial 7800 finished with value: 0.9976332343847956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:52:36,655] Trial 7801 finished with value: 0.9975987530208655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:52:39,662] Trial 7802 finished with value: 0.9974912886248601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:52:42,391] Trial 7803 finished with value: 0.997438760864577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:52:47,434] Trial 7804 finished with value: 0.9971086735826046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 21, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:52:49,567] Trial 7805 finished with value: 0.9974808837644886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:52:50,992] Trial 7806 finished with value: 0.9972949285082078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:52:52,925] Trial 7807 finished with value: 0.9972616382362073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 70}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:52:56,602] Trial 7808 finished with value: 0.9974656451890717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:52:59,165] Trial 7809 finished with value: 0.9972173031406689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:53:02,832] Trial 7810 finished with value: 0.9972215551316085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 16, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:53:10,786] Trial 7811 finished with value: 0.9969433828144019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 38, 'rf_n_estimators': 105}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:53:13,340] Trial 7812 finished with value: 0.9970678760577089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:53:25,551] Trial 7813 finished with value: 0.996682099253373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 56, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:53:33,944] Trial 7814 finished with value: 0.996963757091054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 38, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:53:36,815] Trial 7815 finished with value: 0.997531562696448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:53:38,979] Trial 7816 finished with value: 0.9974366223643717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:53:39,784] Trial 7817 finished with value: 0.9949337460035202 and parameters: {'classifier': 'SVC', 'svc_c': 770.5196445745089, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:53:41,744] Trial 7818 finished with value: 0.9975347835227738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:53:45,030] Trial 7819 finished with value: 0.9972865541439427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:53:49,089] Trial 7820 finished with value: 0.997253727277129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 18, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:53:52,067] Trial 7821 finished with value: 0.9972890819095831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:54:02,161] Trial 7822 finished with value: 0.9965932271457293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 45, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:54:05,144] Trial 7823 finished with value: 0.9974836296647672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:54:08,441] Trial 7824 finished with value: 0.9972677633667079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:54:11,146] Trial 7825 finished with value: 0.9973434682099898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:54:12,056] Trial 7826 finished with value: 0.9944484999311879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:54:18,486] Trial 7827 finished with value: 0.9964964820375446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 40, 'rf_n_estimators': 107}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:54:21,131] Trial 7828 finished with value: 0.997682461624867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:54:22,941] Trial 7829 finished with value: 0.997234868993365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 102}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:54:25,091] Trial 7830 finished with value: 0.9972922171387726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:54:26,925] Trial 7831 finished with value: 0.9973844986276506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 74}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:54:29,677] Trial 7832 finished with value: 0.9971401833262581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:54:32,507] Trial 7833 finished with value: 0.9974189312104169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:54:35,140] Trial 7834 finished with value: 0.9974332171725413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:54:37,100] Trial 7835 finished with value: 0.9852051536320356 and parameters: {'classifier': 'SVC', 'svc_c': 8.718040905448677e-07, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:54:40,176] Trial 7836 finished with value: 0.99727187866248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:54:54,760] Trial 7837 finished with value: 0.9961835575051053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 65, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:54:59,917] Trial 7838 finished with value: 0.9972953844549864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 25, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:55:01,499] Trial 7839 finished with value: 0.9955179934001412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 3, 'rf_n_estimators': 104}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:55:04,936] Trial 7840 finished with value: 0.997244330761816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:55:14,554] Trial 7841 finished with value: 0.9969352871407021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 41, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:55:15,544] Trial 7842 finished with value: 0.9945045767512358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 3, 'rf_n_estimators': 107}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:55:18,134] Trial 7843 finished with value: 0.9972322997462794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:55:20,252] Trial 7844 finished with value: 0.9971980980567899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:55:23,340] Trial 7845 finished with value: 0.9976322524456763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:55:32,619] Trial 7846 finished with value: 0.9969383627978393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 43, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:55:34,540] Trial 7847 finished with value: 0.997107055806247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:55:35,707] Trial 7848 finished with value: 0.9905096624812627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:55:37,245] Trial 7849 finished with value: 0.995662678268443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:55:44,874] Trial 7850 finished with value: 0.9970566803838968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 36, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:55:50,600] Trial 7851 finished with value: 0.9971072202403457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 26, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:55:54,657] Trial 7852 finished with value: 0.9973147037635947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:55:57,188] Trial 7853 finished with value: 0.9975023252917555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 11, 'rf_n_estimators': 99}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:55:59,013] Trial 7854 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 5.9752983465446484e-05, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:56:01,135] Trial 7855 finished with value: 0.9975247997292209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:56:02,468] Trial 7856 finished with value: 0.9972725609322768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:56:06,796] Trial 7857 finished with value: 0.9974677554425394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:56:09,034] Trial 7858 finished with value: 0.9972009216197281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:56:12,203] Trial 7859 finished with value: 0.9974946560168428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:56:14,853] Trial 7860 finished with value: 0.9972813446520726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:56:17,692] Trial 7861 finished with value: 0.9975104161730312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:56:27,475] Trial 7862 finished with value: 0.9967747333821411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 50, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:56:29,190] Trial 7863 finished with value: 0.9970333244260514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 2, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:56:31,989] Trial 7864 finished with value: 0.9974470190363629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:56:35,352] Trial 7865 finished with value: 0.9973717819146234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:56:37,581] Trial 7866 finished with value: 0.997465376495947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:56:40,103] Trial 7867 finished with value: 0.9966009399015752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:56:42,049] Trial 7868 finished with value: 0.9974323080719197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:56:43,200] Trial 7869 finished with value: 0.9956078431622868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 7}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:56:44,064] Trial 7870 finished with value: 0.9946181764973483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 17}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:56:47,834] Trial 7871 finished with value: 0.9973972278454135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:56:49,677] Trial 7872 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 7.772175239582533e-09, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:56:54,551] Trial 7873 finished with value: 0.9970444302815852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 23, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:56:56,846] Trial 7874 finished with value: 0.997372440190562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:56:59,807] Trial 7875 finished with value: 0.9968650866344507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:57:02,162] Trial 7876 finished with value: 0.997224062680202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:57:04,868] Trial 7877 finished with value: 0.9972862030909481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:57:07,840] Trial 7878 finished with value: 0.9963723567317989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 19, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:57:10,216] Trial 7879 finished with value: 0.997480756082887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:57:11,338] Trial 7880 finished with value: 0.9940003343035043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:57:14,406] Trial 7881 finished with value: 0.9973901044942471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:57:16,435] Trial 7882 finished with value: 0.9975231239677065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:57:19,811] Trial 7883 finished with value: 0.9975684802938933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:57:23,824] Trial 7884 finished with value: 0.9968456676370754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 21, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:57:26,435] Trial 7885 finished with value: 0.9973360263371841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:57:29,244] Trial 7886 finished with value: 0.9976369960568027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:57:30,777] Trial 7887 finished with value: 0.9964187405410022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:57:33,885] Trial 7888 finished with value: 0.9973121649849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:57:36,684] Trial 7889 finished with value: 0.9973958860618994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:57:39,111] Trial 7890 finished with value: 0.9975480148342329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 77}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:57:40,869] Trial 7891 finished with value: 0.9850765916524669 and parameters: {'classifier': 'SVC', 'svc_c': 8.539712502219086e-10, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:57:42,238] Trial 7892 finished with value: 0.9972358388403414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:57:44,125] Trial 7893 finished with value: 0.9972823891148694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:57:47,247] Trial 7894 finished with value: 0.9974151333254574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:57:49,264] Trial 7895 finished with value: 0.9975708675875553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:57:51,065] Trial 7896 finished with value: 0.9974789500690003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 72}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:57:55,177] Trial 7897 finished with value: 0.9972069103724402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 17, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:57:57,335] Trial 7898 finished with value: 0.9974918381032521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:58:02,857] Trial 7899 finished with value: 0.9970509936808499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 23, 'rf_n_estimators': 107}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:58:04,892] Trial 7900 finished with value: 0.9975795763741515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:58:11,922] Trial 7901 finished with value: 0.9970347409206001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 34, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:58:18,783] Trial 7902 finished with value: 0.9968381249011996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 28, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:58:21,734] Trial 7903 finished with value: 0.9974681834599596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:58:25,113] Trial 7904 finished with value: 0.9974284697211281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:58:28,446] Trial 7905 finished with value: 0.9974300605202643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:58:30,688] Trial 7906 finished with value: 0.9973691602999905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:58:38,061] Trial 7907 finished with value: 0.9968289605169417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 34, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:58:40,738] Trial 7908 finished with value: 0.9975193516635003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:58:41,835] Trial 7909 finished with value: 0.9972476140800817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:58:43,260] Trial 7910 finished with value: 0.9867840043029372 and parameters: {'classifier': 'SVC', 'svc_c': 1379285.2295976074, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:58:46,332] Trial 7911 finished with value: 0.9973623855897377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:58:49,136] Trial 7912 finished with value: 0.9973499942854755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 105}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:58:49,843] Trial 7913 finished with value: 0.9962741113092523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 12}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:58:51,005] Trial 7914 finished with value: 0.997338977264345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:58:52,761] Trial 7915 finished with value: 0.997101919025923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:58:55,777] Trial 7916 finished with value: 0.99715305968096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:58:59,178] Trial 7917 finished with value: 0.997255499585358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:59:00,546] Trial 7918 finished with value: 0.9973464576352323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 53}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:59:03,499] Trial 7919 finished with value: 0.9975907656051682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:59:05,632] Trial 7920 finished with value: 0.9970010907724665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:59:08,229] Trial 7921 finished with value: 0.9975657799057741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:59:10,528] Trial 7922 finished with value: 0.9949496760209894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 18, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:59:13,784] Trial 7923 finished with value: 0.9973547882011852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:59:15,432] Trial 7924 finished with value: 0.9958049828571603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:59:16,482] Trial 7925 finished with value: 0.9899823234696036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:59:18,446] Trial 7926 finished with value: 0.9972024269804173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:59:23,148] Trial 7927 finished with value: 0.9968577823772117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 20, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:59:29,719] Trial 7928 finished with value: 0.9966964734468803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 31, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:59:31,546] Trial 7929 finished with value: 0.9853897545365911 and parameters: {'classifier': 'SVC', 'svc_c': 0.1393868268402074, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:59:35,156] Trial 7930 finished with value: 0.9957021340098247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 55, 'rf_n_estimators': 36}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:59:40,228] Trial 7931 finished with value: 0.9951808458937004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 44, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:59:43,644] Trial 7932 finished with value: 0.9975270110679239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 99}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:59:45,110] Trial 7933 finished with value: 0.9975843978383651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 68}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:59:48,600] Trial 7934 finished with value: 0.9974892385147273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:59:50,923] Trial 7935 finished with value: 0.9970290959529012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 05:59:53,821] Trial 7936 finished with value: 0.9974799950396037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:00:10,535] Trial 7937 finished with value: 0.9964840799423941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 71, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:00:18,572] Trial 7938 finished with value: 0.9968631723942994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 42, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:00:22,037] Trial 7939 finished with value: 0.9975594242945895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:00:30,884] Trial 7940 finished with value: 0.9967307438806771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 39, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:00:33,168] Trial 7941 finished with value: 0.9974979673279428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:00:36,443] Trial 7942 finished with value: 0.9974696464505423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:00:38,452] Trial 7943 finished with value: 0.9975883971320854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:00:39,425] Trial 7944 finished with value: 0.995313668687347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:00:41,257] Trial 7945 finished with value: 0.9966894402948467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:00:44,738] Trial 7946 finished with value: 0.9969325746604402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:00:45,643] Trial 7947 finished with value: 0.9927935173517217 and parameters: {'classifier': 'SVC', 'svc_c': 3656.769688009074, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:00:47,253] Trial 7948 finished with value: 0.9957333856290767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:00:49,618] Trial 7949 finished with value: 0.9974471093624474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:01:05,362] Trial 7950 finished with value: 0.9963348322420869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 66, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:01:08,120] Trial 7951 finished with value: 0.9965854570077465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:01:10,733] Trial 7952 finished with value: 0.9975757027308069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:01:13,110] Trial 7953 finished with value: 0.9974589034862426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:01:16,410] Trial 7954 finished with value: 0.9974572985637377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 105}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:01:18,963] Trial 7955 finished with value: 0.9974051401374838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:01:21,320] Trial 7956 finished with value: 0.9974262875495619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:01:25,149] Trial 7957 finished with value: 0.9974533417988134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:01:28,572] Trial 7958 finished with value: 0.9974995049343459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:01:30,355] Trial 7959 finished with value: 0.9970490079351934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 50}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:01:32,670] Trial 7960 finished with value: 0.9973805059671529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:01:34,776] Trial 7961 finished with value: 0.9974084537971889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:01:35,873] Trial 7962 finished with value: 0.990629130312563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:01:38,997] Trial 7963 finished with value: 0.9975003246292823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:01:46,787] Trial 7964 finished with value: 0.9966032609264864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 34, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:01:49,652] Trial 7965 finished with value: 0.9974599159572288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:01:56,180] Trial 7966 finished with value: 0.9965337856631585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 28, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:05:28,602] Trial 7967 finished with value: 0.9896094752605654 and parameters: {'classifier': 'SVC', 'svc_c': 8626269871.780796, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:05:31,011] Trial 7968 finished with value: 0.997523156054731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:05:45,665] Trial 7969 finished with value: 0.9964104597718261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 65, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:05:47,516] Trial 7970 finished with value: 0.9971280853119991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:05:50,089] Trial 7971 finished with value: 0.9975581123447084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:05:53,052] Trial 7972 finished with value: 0.997451893407668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:05:58,597] Trial 7973 finished with value: 0.9971154445795222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 26, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:06:03,570] Trial 7974 finished with value: 0.9970820540157339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 23, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:06:06,203] Trial 7975 finished with value: 0.9976076850201648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:06:09,951] Trial 7976 finished with value: 0.995197939898926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 63, 'rf_n_estimators': 28}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:06:12,341] Trial 7977 finished with value: 0.997506619176733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:06:14,641] Trial 7978 finished with value: 0.9974672887366101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 75}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:06:18,639] Trial 7979 finished with value: 0.9973552914374461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:06:20,833] Trial 7980 finished with value: 0.9975762972452896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:06:22,856] Trial 7981 finished with value: 0.9971953812919105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:06:25,354] Trial 7982 finished with value: 0.99741989261511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:06:28,027] Trial 7983 finished with value: 0.9971977933094025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:06:29,055] Trial 7984 finished with value: 0.9901971991006193 and parameters: {'classifier': 'SVC', 'svc_c': 13640.223322907155, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:06:31,048] Trial 7985 finished with value: 0.9975744262639062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:06:34,553] Trial 7986 finished with value: 0.9972128678633138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:06:39,246] Trial 7987 finished with value: 0.9973290023574058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 20, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:06:41,092] Trial 7988 finished with value: 0.9971668836026275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:06:43,935] Trial 7989 finished with value: 0.9973806505967971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:06:45,930] Trial 7990 finished with value: 0.9971583619744716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:06:48,789] Trial 7991 finished with value: 0.9974076355939344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:07:02,735] Trial 7992 finished with value: 0.9963463043530728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 69, 'rf_n_estimators': 100}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:07:14,206] Trial 7993 finished with value: 0.9965768142359979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 59, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:07:21,016] Trial 7994 finished with value: 0.9970550914255595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 29, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:07:24,371] Trial 7995 finished with value: 0.9976554412399631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:07:35,721] Trial 7996 finished with value: 0.9966682276931066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 51, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:07:38,351] Trial 7997 finished with value: 0.9967697637336377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:07:40,710] Trial 7998 finished with value: 0.9975853752072256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:07:44,200] Trial 7999 finished with value: 0.9975484642430027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:07:45,764] Trial 8000 finished with value: 0.9966336254712248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:07:48,270] Trial 8001 finished with value: 0.9975015393024771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:07:49,764] Trial 8002 finished with value: 0.9940592858479973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:10:07,000] Trial 8003 finished with value: 0.9903810777456145 and parameters: {'classifier': 'SVC', 'svc_c': 566641199.6267297, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:10:09,828] Trial 8004 finished with value: 0.9973784742015304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:10:27,971] Trial 8005 finished with value: 0.9953317200665518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 74, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:10:29,283] Trial 8006 finished with value: 0.9971122730104286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 4, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:10:31,949] Trial 8007 finished with value: 0.9975371134025613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:10:39,620] Trial 8008 finished with value: 0.9971415946792656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 36, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:10:41,766] Trial 8009 finished with value: 0.9969122370728088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:10:44,248] Trial 8010 finished with value: 0.9975273397139558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:10:48,431] Trial 8011 finished with value: 0.9970513978631018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 17, 'rf_n_estimators': 103}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:10:50,234] Trial 8012 finished with value: 0.9961855461389116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:10:53,925] Trial 8013 finished with value: 0.9970977764355503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:10:55,901] Trial 8014 finished with value: 0.9970070911729906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:10:58,799] Trial 8015 finished with value: 0.9973545230627062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:10:59,847] Trial 8016 finished with value: 0.9968375229917843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:11:08,779] Trial 8017 finished with value: 0.9970691219292664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 38, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:11:10,922] Trial 8018 finished with value: 0.9976390899017723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:11:12,554] Trial 8019 finished with value: 0.9971292705324156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:11:15,655] Trial 8020 finished with value: 0.9974503316487171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:11:17,795] Trial 8021 finished with value: 0.9954134420044972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 18, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:11:19,113] Trial 8022 finished with value: 0.9869578767474166 and parameters: {'classifier': 'SVC', 'svc_c': 312698.67334873957, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:11:22,385] Trial 8023 finished with value: 0.9972104024626613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:11:24,968] Trial 8024 finished with value: 0.9974465786728967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:11:27,324] Trial 8025 finished with value: 0.997362055134645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:11:41,147] Trial 8026 finished with value: 0.9960321507384289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 66, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:11:44,969] Trial 8027 finished with value: 0.9970559102635722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:11:47,214] Trial 8028 finished with value: 0.9974105750637107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:11:50,822] Trial 8029 finished with value: 0.9972476157621907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:11:53,190] Trial 8030 finished with value: 0.9976212406613003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:11:55,685] Trial 8031 finished with value: 0.9973183286769584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:11:59,158] Trial 8032 finished with value: 0.9974365218821566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:12:01,742] Trial 8033 finished with value: 0.9974450704875338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:12:03,711] Trial 8034 finished with value: 0.9975474380612405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:12:05,893] Trial 8035 finished with value: 0.9975475780888883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:12:14,611] Trial 8036 finished with value: 0.9967940422807153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 42, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:12:17,191] Trial 8037 finished with value: 0.9974609292534007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:12:19,222] Trial 8038 finished with value: 0.9974081497480355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:12:24,732] Trial 8039 finished with value: 0.9970840861304734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 26, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:12:28,500] Trial 8040 finished with value: 0.9972208978712827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 16, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:12:30,339] Trial 8041 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.4730438206758208e-09, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:12:33,242] Trial 8042 finished with value: 0.9971186982228445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:12:34,791] Trial 8043 finished with value: 0.994565237128143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:12:38,855] Trial 8044 finished with value: 0.9971614475973117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 104}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:12:45,350] Trial 8045 finished with value: 0.9969406538304278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 32, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:12:48,667] Trial 8046 finished with value: 0.9972824086971585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:12:51,173] Trial 8047 finished with value: 0.9977403955568329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 99}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:12:53,540] Trial 8048 finished with value: 0.9971062037386451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:12:56,154] Trial 8049 finished with value: 0.997452279943643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:13:03,298] Trial 8050 finished with value: 0.9959621421195659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 55, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:13:05,646] Trial 8051 finished with value: 0.9970010810289288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:13:08,325] Trial 8052 finished with value: 0.9975175649462614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:13:17,683] Trial 8053 finished with value: 0.9967570768859813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 49, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:13:18,902] Trial 8054 finished with value: 0.9909788089604864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:13:22,561] Trial 8055 finished with value: 0.9974431310157462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:13:23,663] Trial 8056 finished with value: 0.9966268814515286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 2, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:13:25,901] Trial 8057 finished with value: 0.9977556665366535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:13:31,046] Trial 8058 finished with value: 0.9968857780362743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 22, 'rf_n_estimators': 102}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:13:32,550] Trial 8059 finished with value: 0.9867050328990046 and parameters: {'classifier': 'SVC', 'svc_c': 4633353.16574938, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:13:36,770] Trial 8060 finished with value: 0.9974258997123328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:13:39,337] Trial 8061 finished with value: 0.9971693192013847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:13:42,119] Trial 8062 finished with value: 0.9966494521818053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:13:44,479] Trial 8063 finished with value: 0.9975441380488355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:13:47,475] Trial 8064 finished with value: 0.9972913690701471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:13:50,467] Trial 8065 finished with value: 0.9973843679626855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:13:52,555] Trial 8066 finished with value: 0.9973214384206082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:14:04,226] Trial 8067 finished with value: 0.9964897692162115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 52, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:14:06,174] Trial 8068 finished with value: 0.9973406307458482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 78}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:14:08,855] Trial 8069 finished with value: 0.9973559743737389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:14:12,260] Trial 8070 finished with value: 0.9973711655644601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:14:15,163] Trial 8071 finished with value: 0.9975046809427237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:14:17,333] Trial 8072 finished with value: 0.9974945503296109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:14:19,597] Trial 8073 finished with value: 0.9969904149973168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 72}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:14:22,785] Trial 8074 finished with value: 0.997404336374977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:14:32,786] Trial 8075 finished with value: 0.9969191291498437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 48, 'rf_n_estimators': 105}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:14:36,563] Trial 8076 finished with value: 0.9974718336684356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:14:39,141] Trial 8077 finished with value: 0.9974769050051945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:15:40,093] Trial 8078 finished with value: 0.9905399556157096 and parameters: {'classifier': 'SVC', 'svc_c': 124695077.82017514, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:15:41,915] Trial 8079 finished with value: 0.996616091419912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:15:43,135] Trial 8080 finished with value: 0.9972870006010869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 3, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:15:49,105] Trial 8081 finished with value: 0.9952086218312296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 50, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:15:51,987] Trial 8082 finished with value: 0.9973918752155807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:15:54,299] Trial 8083 finished with value: 0.9974712802545431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:15:57,405] Trial 8084 finished with value: 0.9974810336943637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:16:00,198] Trial 8085 finished with value: 0.9975475694561774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:16:01,027] Trial 8086 finished with value: 0.9900610306554564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:16:13,671] Trial 8087 finished with value: 0.9967999133175286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 56, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:16:17,264] Trial 8088 finished with value: 0.9973870789512658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:16:20,121] Trial 8089 finished with value: 0.99744746454137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:16:22,026] Trial 8090 finished with value: 0.9973768879726528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:16:24,320] Trial 8091 finished with value: 0.9970596721577446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:16:27,451] Trial 8092 finished with value: 0.9967224664122436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 19, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:16:30,590] Trial 8093 finished with value: 0.9972777890542986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:16:33,988] Trial 8094 finished with value: 0.9973368530779357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:16:36,301] Trial 8095 finished with value: 0.9972313370403322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:16:44,731] Trial 8096 finished with value: 0.9970187237825746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 39, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:16:46,617] Trial 8097 finished with value: 0.9853284681929352 and parameters: {'classifier': 'SVC', 'svc_c': 0.0018960574440912753, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:16:47,826] Trial 8098 finished with value: 0.9938059840215804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:16:51,194] Trial 8099 finished with value: 0.9974394573212186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:16:56,190] Trial 8100 finished with value: 0.9967023258218038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 31, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:16:59,141] Trial 8101 finished with value: 0.9972516947815345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:17:01,150] Trial 8102 finished with value: 0.9973456858327984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:17:05,266] Trial 8103 finished with value: 0.9972259606388066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 17, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:17:08,187] Trial 8104 finished with value: 0.997527648365106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:17:14,721] Trial 8105 finished with value: 0.9968239664937254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 26, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:17:17,349] Trial 8106 finished with value: 0.9974457079434053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:17:19,477] Trial 8107 finished with value: 0.9974162703994683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:17:24,459] Trial 8108 finished with value: 0.9969051472368728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 24, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:17:25,661] Trial 8109 finished with value: 0.9970461840548762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:17:29,281] Trial 8110 finished with value: 0.9971271978566302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 13, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:17:30,794] Trial 8111 finished with value: 0.997316477277864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:17:33,807] Trial 8112 finished with value: 0.9971603178547573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:17:40,054] Trial 8113 finished with value: 0.9973460597688243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 31, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:17:43,516] Trial 8114 finished with value: 0.9972512856481694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:17:45,368] Trial 8115 finished with value: 0.9853832009760777 and parameters: {'classifier': 'SVC', 'svc_c': 0.011710110097252348, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:17:47,955] Trial 8116 finished with value: 0.9968713113902429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:17:49,385] Trial 8117 finished with value: 0.9957918000729618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:17:58,277] Trial 8118 finished with value: 0.997056102690505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 45, 'rf_n_estimators': 104}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:18:00,464] Trial 8119 finished with value: 0.9974677935280284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:18:02,331] Trial 8120 finished with value: 0.9976487855786011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:18:04,245] Trial 8121 finished with value: 0.9914070508945899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 31, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:18:07,560] Trial 8122 finished with value: 0.9972098879911813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:18:10,390] Trial 8123 finished with value: 0.9976370252556775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:18:11,403] Trial 8124 finished with value: 0.9963837274719083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 48}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:18:14,065] Trial 8125 finished with value: 0.9974760719485992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:18:17,381] Trial 8126 finished with value: 0.9974398819109446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:18:18,822] Trial 8127 finished with value: 0.9975618625593309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 67}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:18:21,949] Trial 8128 finished with value: 0.9971555824954869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:18:25,109] Trial 8129 finished with value: 0.9975195968388354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:18:27,732] Trial 8130 finished with value: 0.9972883364813504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:18:37,216] Trial 8131 finished with value: 0.9964367234298024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 42, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:18:39,905] Trial 8132 finished with value: 0.9974911738288488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:18:43,173] Trial 8133 finished with value: 0.9974564795352974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:18:45,047] Trial 8134 finished with value: 0.9852078579873934 and parameters: {'classifier': 'SVC', 'svc_c': 3.712072261495725e-08, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:18:48,833] Trial 8135 finished with value: 0.9974847909230636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:18:51,707] Trial 8136 finished with value: 0.9975798385927431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:18:56,205] Trial 8137 finished with value: 0.997502769971577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:18:58,525] Trial 8138 finished with value: 0.9974595858512534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:19:00,556] Trial 8139 finished with value: 0.9974116067996066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 4, 'rf_n_estimators': 99}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:19:02,722] Trial 8140 finished with value: 0.9972939359368894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 75}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:19:05,155] Trial 8141 finished with value: 0.997616871970075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:19:07,313] Trial 8142 finished with value: 0.9974154810777095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:19:09,742] Trial 8143 finished with value: 0.9976160174903921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:19:11,895] Trial 8144 finished with value: 0.9976283686144635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:19:13,472] Trial 8145 finished with value: 0.9969434406408691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 20}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:19:25,814] Trial 8146 finished with value: 0.996084427420126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 60, 'rf_n_estimators': 105}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:19:28,846] Trial 8147 finished with value: 0.9974892390542714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:19:32,739] Trial 8148 finished with value: 0.9965453700311232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 17, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:19:36,126] Trial 8149 finished with value: 0.9966326215694737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 19, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:19:39,166] Trial 8150 finished with value: 0.9973765552006931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:19:42,400] Trial 8151 finished with value: 0.9973091206848155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:19:44,029] Trial 8152 finished with value: 0.9971692581376507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:19:46,580] Trial 8153 finished with value: 0.9972693235705011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:19:47,846] Trial 8154 finished with value: 0.9867390295933496 and parameters: {'classifier': 'SVC', 'svc_c': 0.7251753536302202, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:19:50,482] Trial 8155 finished with value: 0.9975089128753059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:19:54,900] Trial 8156 finished with value: 0.9967027304483863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 31, 'rf_n_estimators': 70}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:19:58,518] Trial 8157 finished with value: 0.9973892823237541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:19:59,429] Trial 8158 finished with value: 0.9945171803186232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 2, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:20:02,201] Trial 8159 finished with value: 0.9971864828395794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:20:07,342] Trial 8160 finished with value: 0.9971234815698309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 23, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:20:09,466] Trial 8161 finished with value: 0.9974435034283524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:20:12,478] Trial 8162 finished with value: 0.9975104545441612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:20:15,044] Trial 8163 finished with value: 0.997330810275567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:20:18,695] Trial 8164 finished with value: 0.9970588034277413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:20:21,050] Trial 8165 finished with value: 0.9971122021396811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:20:31,408] Trial 8166 finished with value: 0.9970832382522755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 44, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:20:32,445] Trial 8167 finished with value: 0.9968812491638298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 102}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:20:36,143] Trial 8168 finished with value: 0.9972411570345446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:20:37,101] Trial 8169 finished with value: 0.9889912877900263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:20:38,460] Trial 8170 finished with value: 0.99721020879795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:20:40,802] Trial 8171 finished with value: 0.9973202453609282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:20:41,682] Trial 8172 finished with value: 0.9917194187758701 and parameters: {'classifier': 'SVC', 'svc_c': 76.09460973904052, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:20:43,928] Trial 8173 finished with value: 0.9974267110284614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:20:47,271] Trial 8174 finished with value: 0.9974067266202645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:21:02,296] Trial 8175 finished with value: 0.9957738843098358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 73, 'rf_n_estimators': 107}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:21:04,996] Trial 8176 finished with value: 0.9972763669738787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:21:10,078] Trial 8177 finished with value: 0.9971338199392861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 22, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:21:12,717] Trial 8178 finished with value: 0.9972136485523616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:21:16,012] Trial 8179 finished with value: 0.9971971624232778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:21:20,747] Trial 8180 finished with value: 0.9972161957733393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:21:23,217] Trial 8181 finished with value: 0.997430603555861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:21:25,607] Trial 8182 finished with value: 0.9970225302050313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:21:27,246] Trial 8183 finished with value: 0.9970093700816985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:21:29,592] Trial 8184 finished with value: 0.9973457516572185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:21:31,636] Trial 8185 finished with value: 0.9974904949867459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:21:36,111] Trial 8186 finished with value: 0.9972123462508043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 18, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:21:38,666] Trial 8187 finished with value: 0.9974184088679358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:21:44,891] Trial 8188 finished with value: 0.9973192968418257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 28, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:21:47,407] Trial 8189 finished with value: 0.9976188516220533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:22:26,596] Trial 8190 finished with value: 0.989561208758691 and parameters: {'classifier': 'SVC', 'svc_c': 19605634.15083159, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:22:29,877] Trial 8191 finished with value: 0.9972093959901397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 107}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:22:33,511] Trial 8192 finished with value: 0.9972066043237985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:22:36,095] Trial 8193 finished with value: 0.9974419548723711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:22:41,705] Trial 8194 finished with value: 0.9972479857309781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 27, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:22:43,840] Trial 8195 finished with value: 0.9966484038469835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:22:45,954] Trial 8196 finished with value: 0.9973647653615155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:22:49,783] Trial 8197 finished with value: 0.9973745325438501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:22:52,586] Trial 8198 finished with value: 0.997486616582715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:22:53,676] Trial 8199 finished with value: 0.9955211343104162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:22:54,822] Trial 8200 finished with value: 0.9962961514451919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 100}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:22:57,193] Trial 8201 finished with value: 0.9976312251530873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:23:03,188] Trial 8202 finished with value: 0.9969689412878119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 27, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:23:05,907] Trial 8203 finished with value: 0.997397456421823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:23:09,102] Trial 8204 finished with value: 0.9974390659293436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:23:11,920] Trial 8205 finished with value: 0.9972607690936112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:23:15,745] Trial 8206 finished with value: 0.9973794012023318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:23:16,894] Trial 8207 finished with value: 0.993761146134112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:23:19,340] Trial 8208 finished with value: 0.9972916872744074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:23:21,786] Trial 8209 finished with value: 0.9852339144920474 and parameters: {'classifier': 'SVC', 'svc_c': 0.0008283457733016767, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:23:24,539] Trial 8210 finished with value: 0.9976875476245392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:23:27,260] Trial 8211 finished with value: 0.9973125144192613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:23:28,890] Trial 8212 finished with value: 0.997517134580236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:23:31,111] Trial 8213 finished with value: 0.9974042597279306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:23:35,718] Trial 8214 finished with value: 0.9973470865853447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:23:38,736] Trial 8215 finished with value: 0.9975209925450544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:23:43,932] Trial 8216 finished with value: 0.9969632106912392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 21, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:23:45,274] Trial 8217 finished with value: 0.997314612358421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:23:46,497] Trial 8218 finished with value: 0.9951945721895644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:23:48,831] Trial 8219 finished with value: 0.9974398735321371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:23:51,676] Trial 8220 finished with value: 0.9974512257055707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:23:55,099] Trial 8221 finished with value: 0.9973563449138089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:23:57,886] Trial 8222 finished with value: 0.9974163425714698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:24:05,145] Trial 8223 finished with value: 0.996778252227418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 32, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:24:06,210] Trial 8224 finished with value: 0.9967369554652378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:24:08,907] Trial 8225 finished with value: 0.9974879988003233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:24:13,489] Trial 8226 finished with value: 0.997349899833463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:24:14,783] Trial 8227 finished with value: 0.9964084271810182 and parameters: {'classifier': 'SVC', 'svc_c': 45269.509898394914, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:24:17,947] Trial 8228 finished with value: 0.9975670663383779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:24:27,752] Trial 8229 finished with value: 0.9961944909285877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 53, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:24:33,388] Trial 8230 finished with value: 0.9970595742780378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 24, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:24:41,556] Trial 8231 finished with value: 0.9970567034256178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 34, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:24:50,907] Trial 8232 finished with value: 0.9969421570964152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 43, 'rf_n_estimators': 107}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:24:54,464] Trial 8233 finished with value: 0.996890951315192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:24:58,522] Trial 8234 finished with value: 0.9966160551752218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 30, 'rf_n_estimators': 103}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:25:14,000] Trial 8235 finished with value: 0.9958288705201696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 66, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:25:16,340] Trial 8236 finished with value: 0.9974507721073972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:25:17,917] Trial 8237 finished with value: 0.9934857949042866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 78}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:25:20,764] Trial 8238 finished with value: 0.9976335887385325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:25:21,638] Trial 8239 finished with value: 0.996659937497772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 39}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:25:25,151] Trial 8240 finished with value: 0.9972152552839272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:25:27,326] Trial 8241 finished with value: 0.9976156493624034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:25:28,887] Trial 8242 finished with value: 0.9962104964505389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:25:32,149] Trial 8243 finished with value: 0.9973784227861202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 98}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:25:34,913] Trial 8244 finished with value: 0.9974875846523688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:25:37,713] Trial 8245 finished with value: 0.9974446167624086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:25:39,715] Trial 8246 finished with value: 0.9971773194709345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:25:41,595] Trial 8247 finished with value: 0.9852053993469153 and parameters: {'classifier': 'SVC', 'svc_c': 1.782643090420638e-07, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:25:44,930] Trial 8248 finished with value: 0.9975636699696855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:25:47,954] Trial 8249 finished with value: 0.9976112656274099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:25:49,534] Trial 8250 finished with value: 0.9970170165370559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 66}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:25:52,144] Trial 8251 finished with value: 0.9974922045808697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:25:55,241] Trial 8252 finished with value: 0.9973299601757155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:25:57,594] Trial 8253 finished with value: 0.9976003067501257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:26:00,118] Trial 8254 finished with value: 0.9974456859490354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:26:03,498] Trial 8255 finished with value: 0.9974559636990875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:26:05,354] Trial 8256 finished with value: 0.9969526971920105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:26:06,820] Trial 8257 finished with value: 0.9972123142907315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:26:09,355] Trial 8258 finished with value: 0.9971834111179426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:26:11,750] Trial 8259 finished with value: 0.9973277105928341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 101}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:26:25,059] Trial 8260 finished with value: 0.9968341575358141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 54, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:26:28,149] Trial 8261 finished with value: 0.9973463650557562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 13, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:26:40,405] Trial 8262 finished with value: 0.9962276830352406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 54, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:26:47,467] Trial 8263 finished with value: 0.9968678882347568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 39, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:26:48,847] Trial 8264 finished with value: 0.9910413954475219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:26:50,754] Trial 8265 finished with value: 0.985386149998964 and parameters: {'classifier': 'SVC', 'svc_c': 0.04026552741406859, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:26:53,842] Trial 8266 finished with value: 0.9969182168754314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:26:56,073] Trial 8267 finished with value: 0.9974617020079717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:26:58,914] Trial 8268 finished with value: 0.997125705921076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:27:10,662] Trial 8269 finished with value: 0.996487465012391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 51, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:27:26,449] Trial 8270 finished with value: 0.9966592595760685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 62, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:27:29,184] Trial 8271 finished with value: 0.9973492948454709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:27:31,409] Trial 8272 finished with value: 0.995595473090685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:27:35,500] Trial 8273 finished with value: 0.997056807621168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 18, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:27:36,849] Trial 8274 finished with value: 0.997310787178861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:27:39,300] Trial 8275 finished with value: 0.9967793266190618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:27:41,068] Trial 8276 finished with value: 0.9974862400759189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:27:43,960] Trial 8277 finished with value: 0.9966432140326161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:27:45,869] Trial 8278 finished with value: 0.9974470799096694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:27:46,999] Trial 8279 finished with value: 0.9968474628283356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:27:54,018] Trial 8280 finished with value: 0.9969157798802062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 32, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:27:57,080] Trial 8281 finished with value: 0.9975006813316244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:27:59,238] Trial 8282 finished with value: 0.9974602901788958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:28:03,113] Trial 8283 finished with value: 0.9973795427216613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 106}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:28:03,985] Trial 8284 finished with value: 0.9930476950809087 and parameters: {'classifier': 'SVC', 'svc_c': 2453.361670209851, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:28:06,740] Trial 8285 finished with value: 0.996992228088757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:28:09,610] Trial 8286 finished with value: 0.9975178257366472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:28:11,148] Trial 8287 finished with value: 0.9974759220822002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:28:18,193] Trial 8288 finished with value: 0.997266198878297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 33, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:28:21,030] Trial 8289 finished with value: 0.9969554372842518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 23, 'rf_n_estimators': 43}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:28:24,255] Trial 8290 finished with value: 0.9971821419824988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:28:26,377] Trial 8291 finished with value: 0.9972902836337116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:28:33,219] Trial 8292 finished with value: 0.9971065558707286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 29, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:28:35,658] Trial 8293 finished with value: 0.997447903920961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:28:44,036] Trial 8294 finished with value: 0.9961823240430694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 54, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:28:46,368] Trial 8295 finished with value: 0.9974303695205314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:28:47,243] Trial 8296 finished with value: 0.9886752980739592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:28:49,220] Trial 8297 finished with value: 0.996798032878249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:28:51,964] Trial 8298 finished with value: 0.9961660457020658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 20, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:28:53,968] Trial 8299 finished with value: 0.9975564597518664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:28:57,503] Trial 8300 finished with value: 0.9974562625432242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:28:58,652] Trial 8301 finished with value: 0.9909491610259606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 14, 'rf_n_estimators': 106}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:28:59,705] Trial 8302 finished with value: 0.9901400031384778 and parameters: {'classifier': 'SVC', 'svc_c': 5.595564240324605, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:29:01,989] Trial 8303 finished with value: 0.9977255733510241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:29:04,338] Trial 8304 finished with value: 0.9974600473839036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:29:07,085] Trial 8305 finished with value: 0.9974189014085219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:29:11,458] Trial 8306 finished with value: 0.9974225095325325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:29:17,955] Trial 8307 finished with value: 0.9967064715542294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 50, 'rf_n_estimators': 72}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:29:19,899] Trial 8308 finished with value: 0.9972209495088582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:29:22,184] Trial 8309 finished with value: 0.9975955563788249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:29:24,830] Trial 8310 finished with value: 0.9974316732820324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 102}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:29:28,616] Trial 8311 finished with value: 0.997225887102075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:29:31,889] Trial 8312 finished with value: 0.9973680646122108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:29:35,017] Trial 8313 finished with value: 0.9974854433274897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:29:36,967] Trial 8314 finished with value: 0.9973599204112507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:29:39,697] Trial 8315 finished with value: 0.9975419688898114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:29:41,107] Trial 8316 finished with value: 0.9954064141209567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:29:44,231] Trial 8317 finished with value: 0.997286727908986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:30:00,800] Trial 8318 finished with value: 0.9960507483904967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 72, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:30:02,653] Trial 8319 finished with value: 0.9974342488766994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 76}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:30:06,074] Trial 8320 finished with value: 0.997560524838269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:30:07,564] Trial 8321 finished with value: 0.9867327158444649 and parameters: {'classifier': 'SVC', 'svc_c': 1557820760.9866145, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:30:09,729] Trial 8322 finished with value: 0.9975113809102044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:30:13,045] Trial 8323 finished with value: 0.9973347347947774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:30:15,136] Trial 8324 finished with value: 0.9975089289981628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:30:17,300] Trial 8325 finished with value: 0.9969702801514385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:30:20,679] Trial 8326 finished with value: 0.997497933336644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:30:24,735] Trial 8327 finished with value: 0.9973321331750263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:30:27,664] Trial 8328 finished with value: 0.9975301979029508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:30:41,857] Trial 8329 finished with value: 0.9964456507636293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 59, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:30:43,528] Trial 8330 finished with value: 0.9968712934583249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:30:46,042] Trial 8331 finished with value: 0.997722335386228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:30:48,555] Trial 8332 finished with value: 0.9975172879060671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:30:50,583] Trial 8333 finished with value: 0.9976042654193243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:30:52,892] Trial 8334 finished with value: 0.9974721378445409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:30:58,195] Trial 8335 finished with value: 0.9963152038697359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 22, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:31:02,587] Trial 8336 finished with value: 0.9973920689755058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:31:05,061] Trial 8337 finished with value: 0.9974963078479749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:31:08,414] Trial 8338 finished with value: 0.997118740212096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:31:23,666] Trial 8339 finished with value: 0.9965387425530231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 65, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:31:26,123] Trial 8340 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.6169114709212743e-06, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:31:40,940] Trial 8341 finished with value: 0.9966684929267994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 68, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:31:43,564] Trial 8342 finished with value: 0.9975205801426849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:31:46,287] Trial 8343 finished with value: 0.9973794754690353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:31:50,557] Trial 8344 finished with value: 0.9972358415698016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:32:04,457] Trial 8345 finished with value: 0.9966949244465683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 62, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:32:07,197] Trial 8346 finished with value: 0.9974789917726108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:32:10,195] Trial 8347 finished with value: 0.9974055099793194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:32:11,481] Trial 8348 finished with value: 0.9957231245414263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:32:13,048] Trial 8349 finished with value: 0.9963413380370497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:32:14,658] Trial 8350 finished with value: 0.9973928112934236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:32:17,792] Trial 8351 finished with value: 0.9975587775077731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:32:21,010] Trial 8352 finished with value: 0.989458310305006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 59, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:32:24,069] Trial 8353 finished with value: 0.9973185166605841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:32:26,423] Trial 8354 finished with value: 0.9974190808546507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:32:27,562] Trial 8355 finished with value: 0.9968907399089902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:32:31,443] Trial 8356 finished with value: 0.9975600167143703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:32:34,870] Trial 8357 finished with value: 0.9968148243577405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:32:35,724] Trial 8358 finished with value: 0.9927123261350648 and parameters: {'classifier': 'SVC', 'svc_c': 394.4905567473098, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:32:38,241] Trial 8359 finished with value: 0.9975927730595536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:32:40,461] Trial 8360 finished with value: 0.9974413646425058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:32:42,128] Trial 8361 finished with value: 0.9973961922057549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 101}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:32:45,503] Trial 8362 finished with value: 0.99737780821328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:32:49,086] Trial 8363 finished with value: 0.9976417357641664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:32:51,750] Trial 8364 finished with value: 0.9974220205148544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:32:53,852] Trial 8365 finished with value: 0.9973803971696061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:32:56,242] Trial 8366 finished with value: 0.9974864066681951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:33:02,866] Trial 8367 finished with value: 0.997145538368172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 32, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:33:05,798] Trial 8368 finished with value: 0.9973327511438225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:33:09,045] Trial 8369 finished with value: 0.997604160620754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:33:10,294] Trial 8370 finished with value: 0.9969743034072791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 3, 'rf_n_estimators': 106}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:33:12,845] Trial 8371 finished with value: 0.9964962227705785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:33:15,171] Trial 8372 finished with value: 0.9972154209875422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:33:17,801] Trial 8373 finished with value: 0.9972984785835858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:33:28,136] Trial 8374 finished with value: 0.9971423051957999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 42, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:33:32,477] Trial 8375 finished with value: 0.9972438605964546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:33:33,435] Trial 8376 finished with value: 0.9970607557533815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 69}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:33:34,297] Trial 8377 finished with value: 0.9916669979723353 and parameters: {'classifier': 'SVC', 'svc_c': 22.050930625551214, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:33:36,638] Trial 8378 finished with value: 0.9973509977111581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:33:39,188] Trial 8379 finished with value: 0.9971936111101213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:33:46,662] Trial 8380 finished with value: 0.9968301562426056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 35, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:33:59,082] Trial 8381 finished with value: 0.9969790063304081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 56, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:34:06,236] Trial 8382 finished with value: 0.9965818779239211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 30, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:34:08,875] Trial 8383 finished with value: 0.9974503085435206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:34:11,187] Trial 8384 finished with value: 0.9976145568801523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:34:13,750] Trial 8385 finished with value: 0.997563183078447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:34:17,002] Trial 8386 finished with value: 0.9973370172263931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:34:20,451] Trial 8387 finished with value: 0.9976177322260571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:34:23,118] Trial 8388 finished with value: 0.9971583784147077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:34:24,844] Trial 8389 finished with value: 0.9967867481478688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:34:27,372] Trial 8390 finished with value: 0.9971370938631313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:34:31,064] Trial 8391 finished with value: 0.9973847661464728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:34:32,479] Trial 8392 finished with value: 0.9956599336376808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:34:33,731] Trial 8393 finished with value: 0.9968952294264294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:34:35,753] Trial 8394 finished with value: 0.9972413292444305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:34:44,228] Trial 8395 finished with value: 0.9969017870176574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 41, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:34:46,230] Trial 8396 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 1.3860686042317638e-05, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:34:48,623] Trial 8397 finished with value: 0.9972161218557528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 79}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:34:50,810] Trial 8398 finished with value: 0.9975141149722435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:34:54,348] Trial 8399 finished with value: 0.9973838888789723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:34:56,193] Trial 8400 finished with value: 0.9973502825291511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:34:57,096] Trial 8401 finished with value: 0.9916533509260262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 4, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:35:00,636] Trial 8402 finished with value: 0.9974495147467168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:35:03,477] Trial 8403 finished with value: 0.9973515648040888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:35:13,867] Trial 8404 finished with value: 0.9969139834511674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 47, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:35:17,739] Trial 8405 finished with value: 0.9972597314862021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:35:19,144] Trial 8406 finished with value: 0.9961760042639822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:35:28,023] Trial 8407 finished with value: 0.9963041204529027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 37, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:35:39,137] Trial 8408 finished with value: 0.9964312815847117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 46, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:35:39,876] Trial 8409 finished with value: 0.9965592653630823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 4, 'rf_n_estimators': 23}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:35:42,700] Trial 8410 finished with value: 0.9972852482560021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 103}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:35:55,141] Trial 8411 finished with value: 0.9964724889094688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 60, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:35:56,766] Trial 8412 finished with value: 0.9972290798403529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:36:02,701] Trial 8413 finished with value: 0.9972981792951182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 24, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:36:04,519] Trial 8414 finished with value: 0.985082000109279 and parameters: {'classifier': 'SVC', 'svc_c': 0.0002944172434138214, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:36:07,527] Trial 8415 finished with value: 0.9973145091784837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 74}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:36:08,850] Trial 8416 finished with value: 0.9942651161436459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:36:11,487] Trial 8417 finished with value: 0.9972276271645898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:36:13,904] Trial 8418 finished with value: 0.9971976258284648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:36:15,552] Trial 8419 finished with value: 0.9973372083838098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 34}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:36:17,684] Trial 8420 finished with value: 0.9977417804086876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:36:20,662] Trial 8421 finished with value: 0.9972516110251967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:36:22,754] Trial 8422 finished with value: 0.9975256430688982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:36:25,307] Trial 8423 finished with value: 0.9975641786648665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:36:28,664] Trial 8424 finished with value: 0.9973722883246748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:36:31,679] Trial 8425 finished with value: 0.9973767444855732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:36:35,999] Trial 8426 finished with value: 0.9971892275020794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 17, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:36:37,233] Trial 8427 finished with value: 0.9972863990407891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:36:39,825] Trial 8428 finished with value: 0.997364365908212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:36:45,727] Trial 8429 finished with value: 0.9972775841226301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 25, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:36:50,762] Trial 8430 finished with value: 0.9957593386046768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 37, 'rf_n_estimators': 105}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:36:53,143] Trial 8431 finished with value: 0.9972447576366713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 101}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:36:54,908] Trial 8432 finished with value: 0.9972262272689673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:36:56,768] Trial 8433 finished with value: 0.9852062193274929 and parameters: {'classifier': 'SVC', 'svc_c': 2.8547750940142394e-10, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:37:00,048] Trial 8434 finished with value: 0.9974125676012795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:37:02,627] Trial 8435 finished with value: 0.9977333353006266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:37:05,457] Trial 8436 finished with value: 0.9975988561690649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:37:07,522] Trial 8437 finished with value: 0.9973855144945928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:37:08,925] Trial 8438 finished with value: 0.9917071885732263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 20, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:37:11,926] Trial 8439 finished with value: 0.9974468602516118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:37:16,419] Trial 8440 finished with value: 0.9971121233979329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 21, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:37:19,589] Trial 8441 finished with value: 0.9969593740542945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:37:22,412] Trial 8442 finished with value: 0.997306773285703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:37:26,158] Trial 8443 finished with value: 0.9959352921037491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 42, 'rf_n_estimators': 54}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:37:27,841] Trial 8444 finished with value: 0.9970231388428829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:37:30,389] Trial 8445 finished with value: 0.9971754751811313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:37:32,414] Trial 8446 finished with value: 0.9968878652162833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:37:33,602] Trial 8447 finished with value: 0.9958841254871036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 15}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:37:37,357] Trial 8448 finished with value: 0.9972591846737943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:37:40,042] Trial 8449 finished with value: 0.9975498512212971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:37:42,313] Trial 8450 finished with value: 0.9970616378767817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:37:43,536] Trial 8451 finished with value: 0.9972017316980782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:37:54,223] Trial 8452 finished with value: 0.9971016801664313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 46, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:41:23,938] Trial 8453 finished with value: 0.9892089071314047 and parameters: {'classifier': 'SVC', 'svc_c': 3600355938.3790045, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:41:26,887] Trial 8454 finished with value: 0.9972580109425002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:41:29,688] Trial 8455 finished with value: 0.9973700194451456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:41:31,679] Trial 8456 finished with value: 0.9973435275916147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:41:35,516] Trial 8457 finished with value: 0.9966993380469327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 17, 'rf_n_estimators': 105}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:41:43,930] Trial 8458 finished with value: 0.9961765849089995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 33, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:41:46,344] Trial 8459 finished with value: 0.996830280210872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:41:48,800] Trial 8460 finished with value: 0.9971695058520185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:41:51,419] Trial 8461 finished with value: 0.9976169541395175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:41:54,821] Trial 8462 finished with value: 0.997018851591128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:41:56,654] Trial 8463 finished with value: 0.9969101737914442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:41:59,275] Trial 8464 finished with value: 0.9972550411947604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:42:01,929] Trial 8465 finished with value: 0.9972919823417331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:42:03,178] Trial 8466 finished with value: 0.9968455800721886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 26}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:42:05,867] Trial 8467 finished with value: 0.9970167794548872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:42:08,269] Trial 8468 finished with value: 0.9971652869637162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:42:10,702] Trial 8469 finished with value: 0.9967278416077286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:42:12,512] Trial 8470 finished with value: 0.9854049934293873 and parameters: {'classifier': 'SVC', 'svc_c': 0.28041183207408327, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:42:24,257] Trial 8471 finished with value: 0.9967071794365175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 50, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:42:27,607] Trial 8472 finished with value: 0.9972659811562518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:42:28,923] Trial 8473 finished with value: 0.9955888790643392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:42:31,634] Trial 8474 finished with value: 0.997277885696227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:42:34,404] Trial 8475 finished with value: 0.9971505355651789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:42:37,510] Trial 8476 finished with value: 0.9974807377383765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:42:39,365] Trial 8477 finished with value: 0.9975910435974997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:42:43,033] Trial 8478 finished with value: 0.9974161332599701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:42:45,431] Trial 8479 finished with value: 0.9976084253068566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:42:48,960] Trial 8480 finished with value: 0.9975143691928823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:42:51,174] Trial 8481 finished with value: 0.9974976577563934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:42:53,701] Trial 8482 finished with value: 0.9974281963942689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:42:54,694] Trial 8483 finished with value: 0.9969739392782667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 46}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:42:56,492] Trial 8484 finished with value: 0.9974430696346331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:42:59,763] Trial 8485 finished with value: 0.9973918608383087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:43:02,844] Trial 8486 finished with value: 0.9975713077923322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:43:04,236] Trial 8487 finished with value: 0.9972893027419433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:43:06,229] Trial 8488 finished with value: 0.9972298869988157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:43:08,143] Trial 8489 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 3.2273388164494864e-05, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:43:10,684] Trial 8490 finished with value: 0.9974762789749697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:43:15,743] Trial 8491 finished with value: 0.9972703334707168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 23, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:43:19,549] Trial 8492 finished with value: 0.997366231494151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:43:20,546] Trial 8493 finished with value: 0.9964726076409806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:43:24,152] Trial 8494 finished with value: 0.9974734122167396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 100}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:43:26,676] Trial 8495 finished with value: 0.9973416515004283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:43:32,839] Trial 8496 finished with value: 0.9968790986666956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 27, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:43:36,958] Trial 8497 finished with value: 0.9968202086937431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:43:42,987] Trial 8498 finished with value: 0.9971788477781308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 26, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:43:45,141] Trial 8499 finished with value: 0.9970769869635925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:43:47,905] Trial 8500 finished with value: 0.9971045745049031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:43:58,772] Trial 8501 finished with value: 0.9965036229715117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 49, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:44:01,338] Trial 8502 finished with value: 0.9974932424421818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:44:04,824] Trial 8503 finished with value: 0.9974619525152755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:44:07,460] Trial 8504 finished with value: 0.9972230929284391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 76}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:44:10,402] Trial 8505 finished with value: 0.9973386259257091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:44:12,368] Trial 8506 finished with value: 0.9974160656264894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:44:14,545] Trial 8507 finished with value: 0.9973897527747564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:44:17,725] Trial 8508 finished with value: 0.9974245172408213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:44:19,310] Trial 8509 finished with value: 0.9866095156352461 and parameters: {'classifier': 'SVC', 'svc_c': 48552392.865304254, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:44:21,588] Trial 8510 finished with value: 0.9970266332817092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:44:24,122] Trial 8511 finished with value: 0.9974966718500357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:44:26,646] Trial 8512 finished with value: 0.9971973794788269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:44:31,070] Trial 8513 finished with value: 0.9964974475046899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 33, 'rf_n_estimators': 66}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:44:35,061] Trial 8514 finished with value: 0.9974693875009552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:44:37,705] Trial 8515 finished with value: 0.9977767042307856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:44:40,792] Trial 8516 finished with value: 0.9963262661808606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:44:44,046] Trial 8517 finished with value: 0.9970955585271005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:44:46,939] Trial 8518 finished with value: 0.997252893744465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:44:50,652] Trial 8519 finished with value: 0.9968430209812335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:44:53,508] Trial 8520 finished with value: 0.9972852912926045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:44:56,598] Trial 8521 finished with value: 0.9975469915723583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:44:59,894] Trial 8522 finished with value: 0.9971109008537371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:45:02,791] Trial 8523 finished with value: 0.9975599613951976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:45:06,211] Trial 8524 finished with value: 0.9974136013049258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:45:09,779] Trial 8525 finished with value: 0.9972932310697025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:45:12,495] Trial 8526 finished with value: 0.9972169339018535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:45:14,366] Trial 8527 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 4.106447381389101e-09, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:45:17,748] Trial 8528 finished with value: 0.9975476830778861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:45:20,411] Trial 8529 finished with value: 0.9974779969796389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:45:23,455] Trial 8530 finished with value: 0.997214298417755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:45:26,752] Trial 8531 finished with value: 0.9971966640111788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:45:29,447] Trial 8532 finished with value: 0.9974666193841415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:45:32,918] Trial 8533 finished with value: 0.9970418723014568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:45:34,422] Trial 8534 finished with value: 0.9971999824633081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:45:37,442] Trial 8535 finished with value: 0.9973047917929261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:45:42,719] Trial 8536 finished with value: 0.9974139904751474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 21, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:45:46,388] Trial 8537 finished with value: 0.9974677725810094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:45:49,323] Trial 8538 finished with value: 0.99723399194803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:45:51,946] Trial 8539 finished with value: 0.997404354560798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:45:55,241] Trial 8540 finished with value: 0.9972500540586701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:45:58,500] Trial 8541 finished with value: 0.9974128509890553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:46:01,244] Trial 8542 finished with value: 0.9973167186129123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:46:07,046] Trial 8543 finished with value: 0.9971600711560026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 25, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:46:11,075] Trial 8544 finished with value: 0.9970299441802165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 17, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:46:14,190] Trial 8545 finished with value: 0.9971670952309944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:46:17,555] Trial 8546 finished with value: 0.9970462410561581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:46:19,587] Trial 8547 finished with value: 0.9867157024852622 and parameters: {'classifier': 'SVC', 'svc_c': 808022.3746442075, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:46:22,276] Trial 8548 finished with value: 0.9973002162657577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:46:25,376] Trial 8549 finished with value: 0.9973480313911122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:46:39,500] Trial 8550 finished with value: 0.9965652830607663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 61, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:46:42,297] Trial 8551 finished with value: 0.9969335209896273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:46:45,052] Trial 8552 finished with value: 0.997343491822993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:46:48,647] Trial 8553 finished with value: 0.9968741354292495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:47:01,384] Trial 8554 finished with value: 0.9962788451768411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 54, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:47:05,040] Trial 8555 finished with value: 0.9971819030277933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:47:07,854] Trial 8556 finished with value: 0.9971778552068126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:47:11,164] Trial 8557 finished with value: 0.9973674675586954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:47:17,548] Trial 8558 finished with value: 0.9969534081528756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 26, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:47:34,381] Trial 8559 finished with value: 0.9960819060655428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 72, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:47:37,102] Trial 8560 finished with value: 0.9973011271754401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:47:47,452] Trial 8561 finished with value: 0.9965254767107208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 44, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:47:48,538] Trial 8562 finished with value: 0.997095266506614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 1, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:47:52,140] Trial 8563 finished with value: 0.9972015113735248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:47:53,873] Trial 8564 finished with value: 0.9971260990585359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:47:58,145] Trial 8565 finished with value: 0.9972164631969477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:48:01,055] Trial 8566 finished with value: 0.9971163808160547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:48:02,870] Trial 8567 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.831717996029332e-08, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:48:05,544] Trial 8568 finished with value: 0.9973873061946833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:48:07,663] Trial 8569 finished with value: 0.9974955004673468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:48:11,207] Trial 8570 finished with value: 0.9971260366935476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:48:16,332] Trial 8571 finished with value: 0.9973628122106897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 22, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:48:19,659] Trial 8572 finished with value: 0.997512910201276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:48:23,523] Trial 8573 finished with value: 0.9972049622362039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:48:24,853] Trial 8574 finished with value: 0.9973177759295618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:48:28,394] Trial 8575 finished with value: 0.9976122711160564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:48:31,413] Trial 8576 finished with value: 0.9973389641883269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:48:35,998] Trial 8577 finished with value: 0.9970272441094763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 19, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:48:38,683] Trial 8578 finished with value: 0.99746547018625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:48:40,481] Trial 8579 finished with value: 0.9974513678279203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:48:44,662] Trial 8580 finished with value: 0.997304759928067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:48:51,723] Trial 8581 finished with value: 0.9969979944222135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 30, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:48:54,235] Trial 8582 finished with value: 0.997406977825802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:48:56,082] Trial 8583 finished with value: 0.9853740228810438 and parameters: {'classifier': 'SVC', 'svc_c': 0.006798473623973123, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:48:58,663] Trial 8584 finished with value: 0.997419830218384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:49:14,275] Trial 8585 finished with value: 0.9957580481096212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 65, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:49:17,860] Trial 8586 finished with value: 0.9976106901239336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:49:20,776] Trial 8587 finished with value: 0.9975482283668744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:49:23,222] Trial 8588 finished with value: 0.9971671582624787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:49:26,965] Trial 8589 finished with value: 0.9971310490612745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:49:29,564] Trial 8590 finished with value: 0.9973772154761201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:49:33,490] Trial 8591 finished with value: 0.9973749500877608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:49:36,255] Trial 8592 finished with value: 0.9969108703750375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:49:36,866] Trial 8593 finished with value: 0.9897275986106294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 4}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:49:39,944] Trial 8594 finished with value: 0.997413021580308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:49:42,689] Trial 8595 finished with value: 0.9973885141711795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:49:46,497] Trial 8596 finished with value: 0.9972716817922399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:49:48,794] Trial 8597 finished with value: 0.9972764631080003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:49:56,937] Trial 8598 finished with value: 0.996308473179961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 37, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:49:59,959] Trial 8599 finished with value: 0.9975077838627234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:50:06,960] Trial 8600 finished with value: 0.9967911540993976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 31, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:50:08,826] Trial 8601 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 6.449148191652162e-06, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:50:10,810] Trial 8602 finished with value: 0.9972643271986796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:50:22,843] Trial 8603 finished with value: 0.9960348427477405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 54, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:50:26,319] Trial 8604 finished with value: 0.9973210258912868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:50:29,376] Trial 8605 finished with value: 0.997171955732834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:50:36,467] Trial 8606 finished with value: 0.9970660843576183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 30, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:50:39,019] Trial 8607 finished with value: 0.9975240276094078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:50:43,727] Trial 8608 finished with value: 0.9953657547194341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 38, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:50:45,639] Trial 8609 finished with value: 0.9973123802631264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:50:46,852] Trial 8610 finished with value: 0.9972821064888034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:50:49,545] Trial 8611 finished with value: 0.99731177200613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:50:52,821] Trial 8612 finished with value: 0.9974821310642522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:51:00,038] Trial 8613 finished with value: 0.9968212317017144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 30, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:51:04,982] Trial 8614 finished with value: 0.9970873500568778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:51:07,571] Trial 8615 finished with value: 0.9968516114489105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:51:10,474] Trial 8616 finished with value: 0.9971817805512084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:51:11,628] Trial 8617 finished with value: 0.9971059302848344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:51:16,519] Trial 8618 finished with value: 0.9973021080989463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 17, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:51:18,912] Trial 8619 finished with value: 0.9969822316952547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:51:20,805] Trial 8620 finished with value: 0.9852045801597856 and parameters: {'classifier': 'SVC', 'svc_c': 2.787710902633179e-07, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:51:24,098] Trial 8621 finished with value: 0.997446315502168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:51:26,950] Trial 8622 finished with value: 0.9973977954144128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:51:29,328] Trial 8623 finished with value: 0.9972951413743533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:51:40,747] Trial 8624 finished with value: 0.9959133024945582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 45, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:51:44,754] Trial 8625 finished with value: 0.9971181143405606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:51:46,465] Trial 8626 finished with value: 0.996285468941606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:51:47,519] Trial 8627 finished with value: 0.9884752560426614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:51:50,607] Trial 8628 finished with value: 0.9974332458636096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:51:52,427] Trial 8629 finished with value: 0.9972704581372174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:51:54,773] Trial 8630 finished with value: 0.9974330922521374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:51:56,505] Trial 8631 finished with value: 0.9966374723277757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:51:59,397] Trial 8632 finished with value: 0.997501132517717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:52:01,592] Trial 8633 finished with value: 0.9974336869887854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:52:05,074] Trial 8634 finished with value: 0.99700584428582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:52:08,330] Trial 8635 finished with value: 0.9971317088923707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:52:09,331] Trial 8636 finished with value: 0.9972481859019605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 79}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:52:10,940] Trial 8637 finished with value: 0.9943729334017067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:52:12,270] Trial 8638 finished with value: 0.9970544972284557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 4, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:52:14,177] Trial 8639 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.2042035917959353e-06, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:52:17,349] Trial 8640 finished with value: 0.9972129735188076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:52:19,247] Trial 8641 finished with value: 0.9942643094929897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:52:21,727] Trial 8642 finished with value: 0.9975980213034087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:52:25,924] Trial 8643 finished with value: 0.9973994434052583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 18, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:52:36,435] Trial 8644 finished with value: 0.996785348918742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 49, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:52:38,693] Trial 8645 finished with value: 0.9973977818940641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:52:40,510] Trial 8646 finished with value: 0.9969076247296679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:52:43,493] Trial 8647 finished with value: 0.9955760889415318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 26, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:52:45,597] Trial 8648 finished with value: 0.9973224419097665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:52:48,440] Trial 8649 finished with value: 0.9972256299298108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:52:52,261] Trial 8650 finished with value: 0.9974932946827776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:53:02,573] Trial 8651 finished with value: 0.9970063181327783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 43, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:53:03,980] Trial 8652 finished with value: 0.9971790767353953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:53:07,003] Trial 8653 finished with value: 0.9971226716501702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:53:09,565] Trial 8654 finished with value: 0.9974297968099911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:53:12,075] Trial 8655 finished with value: 0.9972679874363347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:53:24,957] Trial 8656 finished with value: 0.9964753153922944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 54, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:53:26,615] Trial 8657 finished with value: 0.9910570021826658 and parameters: {'classifier': 'SVC', 'svc_c': 9505.323679619414, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:53:35,992] Trial 8658 finished with value: 0.99441464827908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 67, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:53:39,317] Trial 8659 finished with value: 0.9969173332603493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:53:42,043] Trial 8660 finished with value: 0.9975291569947998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:53:46,167] Trial 8661 finished with value: 0.9972656856128573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:53:47,205] Trial 8662 finished with value: 0.9895013916897232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:53:49,904] Trial 8663 finished with value: 0.9969376525352079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:53:53,256] Trial 8664 finished with value: 0.9973185354811633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:53:55,494] Trial 8665 finished with value: 0.9974614336004882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:53:57,298] Trial 8666 finished with value: 0.9974103504545395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:54:05,432] Trial 8667 finished with value: 0.9970424607222613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 35, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:54:22,092] Trial 8668 finished with value: 0.9966677511801638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 66, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:54:26,540] Trial 8669 finished with value: 0.9971689274286547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 19, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:54:29,029] Trial 8670 finished with value: 0.9975558193443694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:54:32,169] Trial 8671 finished with value: 0.9972895565182515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:54:34,915] Trial 8672 finished with value: 0.9973763290998403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:54:37,862] Trial 8673 finished with value: 0.9974003913213406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:54:40,451] Trial 8674 finished with value: 0.9976455165106559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:54:43,505] Trial 8675 finished with value: 0.9976303848919871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:54:44,966] Trial 8676 finished with value: 0.9961866069467309 and parameters: {'classifier': 'SVC', 'svc_c': 109828.97144812903, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:54:47,190] Trial 8677 finished with value: 0.9960320240407022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:54:49,544] Trial 8678 finished with value: 0.9971746004844014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:54:51,664] Trial 8679 finished with value: 0.9971859256806136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:54:54,075] Trial 8680 finished with value: 0.9968185805073518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:54:56,920] Trial 8681 finished with value: 0.9973045475379901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:54:58,738] Trial 8682 finished with value: 0.9975368811128166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 71}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:55:01,005] Trial 8683 finished with value: 0.9973787446719777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:55:04,003] Trial 8684 finished with value: 0.9974170951407318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:55:06,285] Trial 8685 finished with value: 0.9975849453807446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:55:11,765] Trial 8686 finished with value: 0.9968543905470403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 23, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:55:18,867] Trial 8687 finished with value: 0.9963265700078487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 32, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:55:20,029] Trial 8688 finished with value: 0.9969940336900507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:55:24,133] Trial 8689 finished with value: 0.9973370490595143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:55:26,688] Trial 8690 finished with value: 0.9973999959939652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:55:29,439] Trial 8691 finished with value: 0.9972709560097718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:55:31,145] Trial 8692 finished with value: 0.9968434882267072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 50}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:55:33,005] Trial 8693 finished with value: 0.9955360389713087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:55:37,972] Trial 8694 finished with value: 0.9961737671223605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 31, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:55:39,827] Trial 8695 finished with value: 0.9852053993786534 and parameters: {'classifier': 'SVC', 'svc_c': 0.00010659517113143943, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:55:41,422] Trial 8696 finished with value: 0.9900394738878475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:55:43,514] Trial 8697 finished with value: 0.9972801891065993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:55:45,871] Trial 8698 finished with value: 0.9975582165402587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:55:50,432] Trial 8699 finished with value: 0.9973397499554402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:55:51,978] Trial 8700 finished with value: 0.9974291140006497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:55:55,570] Trial 8701 finished with value: 0.9972178222458835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:55:58,345] Trial 8702 finished with value: 0.9975888996383743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:56:03,923] Trial 8703 finished with value: 0.9967821052728608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 22, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:56:06,465] Trial 8704 finished with value: 0.9974904386836981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:56:09,235] Trial 8705 finished with value: 0.9970963148414356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:56:15,542] Trial 8706 finished with value: 0.9946594392682294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 54, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:56:18,206] Trial 8707 finished with value: 0.9975551237129135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:56:20,954] Trial 8708 finished with value: 0.9970431577501851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:56:24,054] Trial 8709 finished with value: 0.9970898504961797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 16, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:56:27,420] Trial 8710 finished with value: 0.9974668989633684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:56:29,027] Trial 8711 finished with value: 0.9969389424907193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:56:35,094] Trial 8712 finished with value: 0.9973189237627235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 24, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:56:37,661] Trial 8713 finished with value: 0.9975465895800223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:56:40,390] Trial 8714 finished with value: 0.9975534505856455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:56:43,152] Trial 8715 finished with value: 0.997623088537487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:56:43,976] Trial 8716 finished with value: 0.9930645693646011 and parameters: {'classifier': 'SVC', 'svc_c': 113.13312322549962, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:56:46,726] Trial 8717 finished with value: 0.9972090915601313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:56:50,012] Trial 8718 finished with value: 0.9974855609799128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:56:52,874] Trial 8719 finished with value: 0.9946620276532734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 28, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:56:55,854] Trial 8720 finished with value: 0.9972420302395929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:56:57,803] Trial 8721 finished with value: 0.9972302767403193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:57:00,188] Trial 8722 finished with value: 0.9975083692049509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:57:03,152] Trial 8723 finished with value: 0.997524719432315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:57:05,865] Trial 8724 finished with value: 0.9973608284962592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:57:07,232] Trial 8725 finished with value: 0.9948282711299825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:57:15,302] Trial 8726 finished with value: 0.9969421001268713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 37, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:57:17,221] Trial 8727 finished with value: 0.9971561028702179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:57:21,926] Trial 8728 finished with value: 0.9974931917567437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:57:23,550] Trial 8729 finished with value: 0.9972987004632969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:57:27,006] Trial 8730 finished with value: 0.9971984421274449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:57:29,512] Trial 8731 finished with value: 0.9973975115505683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:57:31,362] Trial 8732 finished with value: 0.9852051535685599 and parameters: {'classifier': 'SVC', 'svc_c': 7.588973477386694e-08, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:57:36,748] Trial 8733 finished with value: 0.9970929701103187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 25, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:57:41,037] Trial 8734 finished with value: 0.9969398910732977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:57:42,968] Trial 8735 finished with value: 0.997593461676932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:57:46,010] Trial 8736 finished with value: 0.9973486232078729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:57:54,380] Trial 8737 finished with value: 0.9967046863604101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 38, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:58:08,070] Trial 8738 finished with value: 0.9966994457019148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 65, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:58:11,189] Trial 8739 finished with value: 0.9973640139982941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:58:12,170] Trial 8740 finished with value: 0.9970841929285322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 74}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:58:14,995] Trial 8741 finished with value: 0.9976572067880177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:58:18,276] Trial 8742 finished with value: 0.9974391841530489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:58:33,224] Trial 8743 finished with value: 0.9962358823649461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 59, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:58:36,404] Trial 8744 finished with value: 0.9975301869533729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:58:38,637] Trial 8745 finished with value: 0.9976125326046761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:58:41,187] Trial 8746 finished with value: 0.9976123376069727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:58:43,175] Trial 8747 finished with value: 0.9966331850125449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:58:46,809] Trial 8748 finished with value: 0.9975052503842597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:58:49,909] Trial 8749 finished with value: 0.9974290164700602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:58:59,971] Trial 8750 finished with value: 0.9958765416823757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 67, 'rf_n_estimators': 69}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:59:21,933] Trial 8751 finished with value: 0.9903747658375283 and parameters: {'classifier': 'SVC', 'svc_c': 14176538.61781679, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:59:24,405] Trial 8752 finished with value: 0.9975597385633493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:59:25,895] Trial 8753 finished with value: 0.9972319021337747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:59:35,681] Trial 8754 finished with value: 0.9968150609955787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 42, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:59:40,843] Trial 8755 finished with value: 0.9970142998673902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:59:42,705] Trial 8756 finished with value: 0.9972610016372592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:59:46,081] Trial 8757 finished with value: 0.9971195780293773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:59:47,497] Trial 8758 finished with value: 0.996870619852977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 77}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:59:50,188] Trial 8759 finished with value: 0.9973523346070344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:59:52,828] Trial 8760 finished with value: 0.9974215263873728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:59:55,411] Trial 8761 finished with value: 0.99714975246405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 06:59:58,395] Trial 8762 finished with value: 0.9974248356355089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:00:15,581] Trial 8763 finished with value: 0.9954107069903211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 69, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:00:16,657] Trial 8764 finished with value: 0.9899967343838697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:00:18,081] Trial 8765 finished with value: 0.9974077904431851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 3, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:00:23,765] Trial 8766 finished with value: 0.9972246910907699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 21, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:00:25,167] Trial 8767 finished with value: 0.9940437359554459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:00:28,701] Trial 8768 finished with value: 0.9970878656391845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:00:30,164] Trial 8769 finished with value: 0.9867078176464817 and parameters: {'classifier': 'SVC', 'svc_c': 2982362.765368411, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:00:31,126] Trial 8770 finished with value: 0.9966512078911086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 80}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:00:34,005] Trial 8771 finished with value: 0.9977175363289773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:00:36,261] Trial 8772 finished with value: 0.9968971444600282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:00:40,178] Trial 8773 finished with value: 0.9972501928802773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:00:42,379] Trial 8774 finished with value: 0.9971893829226123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:00:46,625] Trial 8775 finished with value: 0.9960865151714172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 31, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:00:55,412] Trial 8776 finished with value: 0.9968151483065623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 38, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:01:02,323] Trial 8777 finished with value: 0.9964811526917122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 29, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:01:03,908] Trial 8778 finished with value: 0.9973596662540877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:01:06,486] Trial 8779 finished with value: 0.9974780097382778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:01:09,493] Trial 8780 finished with value: 0.9976545962181765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:01:12,757] Trial 8781 finished with value: 0.9957654157157233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 26, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:01:14,644] Trial 8782 finished with value: 0.9969641269328898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 3, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:01:16,378] Trial 8783 finished with value: 0.996309976858541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:01:19,500] Trial 8784 finished with value: 0.9973735980211645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:01:34,293] Trial 8785 finished with value: 0.9965594500459659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 61, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:01:36,772] Trial 8786 finished with value: 0.9974416361285664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:01:38,957] Trial 8787 finished with value: 0.9955271261734433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:01:41,141] Trial 8788 finished with value: 0.9973364312494076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:01:42,255] Trial 8789 finished with value: 0.987768950461946 and parameters: {'classifier': 'SVC', 'svc_c': 1.3942179858944883, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:01:45,019] Trial 8790 finished with value: 0.9971969957357878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:01:58,611] Trial 8791 finished with value: 0.9955070123697976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 59, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:02:15,768] Trial 8792 finished with value: 0.9959016035844855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 72, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:02:18,203] Trial 8793 finished with value: 0.9974524338724944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:02:21,622] Trial 8794 finished with value: 0.9974948901156481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:02:23,634] Trial 8795 finished with value: 0.9974818589751715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:02:26,733] Trial 8796 finished with value: 0.9975907358984868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:02:29,019] Trial 8797 finished with value: 0.9973656267283242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:02:32,066] Trial 8798 finished with value: 0.9972376453302968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:02:34,252] Trial 8799 finished with value: 0.9974302041977713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:02:35,394] Trial 8800 finished with value: 0.9965018359051557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:02:37,270] Trial 8801 finished with value: 0.9969568961171688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 66}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:02:38,859] Trial 8802 finished with value: 0.997324844786741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:02:42,874] Trial 8803 finished with value: 0.9974184653296732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:02:46,632] Trial 8804 finished with value: 0.9971848505272601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:02:48,863] Trial 8805 finished with value: 0.9971217021840485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:02:51,215] Trial 8806 finished with value: 0.997419365797584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:02:53,093] Trial 8807 finished with value: 0.9852063832220469 and parameters: {'classifier': 'SVC', 'svc_c': 4.166396490778734e-10, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:03:04,974] Trial 8808 finished with value: 0.9962890259358478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 47, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:03:09,322] Trial 8809 finished with value: 0.9974712774933451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:03:12,026] Trial 8810 finished with value: 0.9974813615469479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:03:12,773] Trial 8811 finished with value: 0.9854722200302329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 1, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:03:17,229] Trial 8812 finished with value: 0.9972425836534854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:03:20,403] Trial 8813 finished with value: 0.9973404617097531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:03:22,916] Trial 8814 finished with value: 0.9971542840024789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:03:30,442] Trial 8815 finished with value: 0.9968216477539436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 35, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:03:36,093] Trial 8816 finished with value: 0.9971750934058424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 23, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:03:38,554] Trial 8817 finished with value: 0.9974760858180648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:03:41,888] Trial 8818 finished with value: 0.9972421568103678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:03:44,431] Trial 8819 finished with value: 0.9974726040426637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:03:48,104] Trial 8820 finished with value: 0.9973761778369733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:03:52,311] Trial 8821 finished with value: 0.9970682613559054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:03:54,119] Trial 8822 finished with value: 0.9973468588975966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:03:55,943] Trial 8823 finished with value: 0.9975993066251854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:03:58,452] Trial 8824 finished with value: 0.9971187265647958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:03:59,842] Trial 8825 finished with value: 0.9950492279344969 and parameters: {'classifier': 'SVC', 'svc_c': 1242.2186438792153, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:04:02,190] Trial 8826 finished with value: 0.9972082448879735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:04:05,359] Trial 8827 finished with value: 0.9972733211821123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:04:07,166] Trial 8828 finished with value: 0.9961688265140426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:04:09,539] Trial 8829 finished with value: 0.9973955570032746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:04:11,193] Trial 8830 finished with value: 0.9973780801436711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:04:14,707] Trial 8831 finished with value: 0.9973794293855937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:04:16,837] Trial 8832 finished with value: 0.9973830270360949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:04:20,599] Trial 8833 finished with value: 0.9924732002037091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 52, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:04:23,265] Trial 8834 finished with value: 0.9974785506156968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:04:28,383] Trial 8835 finished with value: 0.9972833727678356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:04:30,652] Trial 8836 finished with value: 0.9974450268161731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:04:32,952] Trial 8837 finished with value: 0.9967811412339213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:04:34,504] Trial 8838 finished with value: 0.9946522253053374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 15, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:04:43,010] Trial 8839 finished with value: 0.9971026832747348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 39, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:04:45,579] Trial 8840 finished with value: 0.9973463094826802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:04:49,319] Trial 8841 finished with value: 0.997098881041682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:04:51,328] Trial 8842 finished with value: 0.9974158926548936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:04:53,735] Trial 8843 finished with value: 0.9973558135577619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:04:54,916] Trial 8844 finished with value: 0.9886640052821506 and parameters: {'classifier': 'SVC', 'svc_c': 27869.272100360424, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:04:57,641] Trial 8845 finished with value: 0.9977039465061154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:04:59,916] Trial 8846 finished with value: 0.9976179948572413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:05:03,693] Trial 8847 finished with value: 0.9974250910304504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:05:04,443] Trial 8848 finished with value: 0.9955557443715609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 10}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:05:06,493] Trial 8849 finished with value: 0.997482908071703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:05:09,038] Trial 8850 finished with value: 0.9977160668955994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:05:10,661] Trial 8851 finished with value: 0.9955963763197935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:05:15,667] Trial 8852 finished with value: 0.9973598581097383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:05:18,926] Trial 8853 finished with value: 0.9974597309252283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:05:19,974] Trial 8854 finished with value: 0.9954106219009912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 3, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:05:22,028] Trial 8855 finished with value: 0.9969678854628441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 73}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:05:24,561] Trial 8856 finished with value: 0.9974749464906626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:05:27,694] Trial 8857 finished with value: 0.9975074063085761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:05:28,989] Trial 8858 finished with value: 0.9971355311520432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:05:31,317] Trial 8859 finished with value: 0.9974170171289551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:05:33,957] Trial 8860 finished with value: 0.9973817002011353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:05:37,261] Trial 8861 finished with value: 0.9973400581939975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:05:39,461] Trial 8862 finished with value: 0.9969925832994173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:05:41,942] Trial 8863 finished with value: 0.9853884445861983 and parameters: {'classifier': 'SVC', 'svc_c': 0.025866178948585436, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:05:48,451] Trial 8864 finished with value: 0.9968758599401898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 27, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:05:50,165] Trial 8865 finished with value: 0.9970963185547707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:06:02,416] Trial 8866 finished with value: 0.9966353466179468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 54, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:06:07,732] Trial 8867 finished with value: 0.9971681551501524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 21, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:06:11,561] Trial 8868 finished with value: 0.997535033554009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:06:13,783] Trial 8869 finished with value: 0.9973336815723179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:06:14,907] Trial 8870 finished with value: 0.9898655629452864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:06:25,925] Trial 8871 finished with value: 0.9962514177215359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 50, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:06:27,740] Trial 8872 finished with value: 0.9972301693392405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:06:31,311] Trial 8873 finished with value: 0.9973708170187603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:06:33,949] Trial 8874 finished with value: 0.9975477751495556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:06:35,977] Trial 8875 finished with value: 0.9973895084563448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 78}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:06:37,947] Trial 8876 finished with value: 0.9975262308866825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:06:41,613] Trial 8877 finished with value: 0.9972080410036561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 17, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:06:44,239] Trial 8878 finished with value: 0.9974557944090888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:06:53,864] Trial 8879 finished with value: 0.9964648671144656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 37, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:07:06,624] Trial 8880 finished with value: 0.995296279138727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 69, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:07:09,440] Trial 8881 finished with value: 0.9973818699354643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:07:11,150] Trial 8882 finished with value: 0.9867325520133865 and parameters: {'classifier': 'SVC', 'svc_c': 9557400959.406086, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:07:14,755] Trial 8883 finished with value: 0.9974407078582487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:07:17,910] Trial 8884 finished with value: 0.9973606891033695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:07:26,887] Trial 8885 finished with value: 0.99450860222873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 73, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:07:28,852] Trial 8886 finished with value: 0.9973813355643163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:07:31,332] Trial 8887 finished with value: 0.9974812637624549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:07:38,985] Trial 8888 finished with value: 0.9967883844274263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 34, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:07:41,917] Trial 8889 finished with value: 0.9976920370150267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:07:44,482] Trial 8890 finished with value: 0.9973189860324978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:07:47,716] Trial 8891 finished with value: 0.9970969777193709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:07:49,658] Trial 8892 finished with value: 0.995627930337828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 16, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:07:52,567] Trial 8893 finished with value: 0.9974485701313768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:07:54,975] Trial 8894 finished with value: 0.9977824212117962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:07:57,688] Trial 8895 finished with value: 0.9974687137686556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:07:59,891] Trial 8896 finished with value: 0.9974481657904356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:08:02,081] Trial 8897 finished with value: 0.9975889060176938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:08:04,466] Trial 8898 finished with value: 0.9972873147746331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:08:06,711] Trial 8899 finished with value: 0.9975345781785125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:08:09,492] Trial 8900 finished with value: 0.9976256817784307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:08:11,319] Trial 8901 finished with value: 0.985384020321897 and parameters: {'classifier': 'SVC', 'svc_c': 0.08834508884587557, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:08:13,537] Trial 8902 finished with value: 0.997725812432681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:08:15,967] Trial 8903 finished with value: 0.997519260194851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:08:18,356] Trial 8904 finished with value: 0.9977624559415575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:08:21,158] Trial 8905 finished with value: 0.9972447362770597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:08:23,495] Trial 8906 finished with value: 0.9974747977033521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:08:25,927] Trial 8907 finished with value: 0.9976510411282092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:08:28,137] Trial 8908 finished with value: 0.9973582986993925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:08:30,078] Trial 8909 finished with value: 0.9973459022853275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:08:32,446] Trial 8910 finished with value: 0.9973777133169367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:08:35,397] Trial 8911 finished with value: 0.9974603848848117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:08:37,589] Trial 8912 finished with value: 0.9973752359193554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:08:40,007] Trial 8913 finished with value: 0.9973686333872506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:08:41,899] Trial 8914 finished with value: 0.9972309534559823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:08:44,094] Trial 8915 finished with value: 0.9975319010860173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:08:46,983] Trial 8916 finished with value: 0.9974221198862425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:08:49,456] Trial 8917 finished with value: 0.9975154351105048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:08:51,613] Trial 8918 finished with value: 0.9973283778823386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:08:52,983] Trial 8919 finished with value: 0.9869737726148973 and parameters: {'classifier': 'SVC', 'svc_c': 297066.7054369008, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:08:54,943] Trial 8920 finished with value: 0.9973776469529723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:08:57,961] Trial 8921 finished with value: 0.9973223347625909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:09:00,355] Trial 8922 finished with value: 0.9973166822095324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:09:02,522] Trial 8923 finished with value: 0.9972268850370997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:09:04,561] Trial 8924 finished with value: 0.9974855634554695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:09:06,904] Trial 8925 finished with value: 0.9973303041511566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:09:09,306] Trial 8926 finished with value: 0.9975306883805729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:09:12,030] Trial 8927 finished with value: 0.9973412560143634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:09:14,386] Trial 8928 finished with value: 0.9974577652061912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:09:16,576] Trial 8929 finished with value: 0.9974874872487308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:09:19,118] Trial 8930 finished with value: 0.997504714457954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:09:21,739] Trial 8931 finished with value: 0.9967227019392549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:09:24,272] Trial 8932 finished with value: 0.9973171136546467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:09:26,670] Trial 8933 finished with value: 0.9976857557657594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:09:28,793] Trial 8934 finished with value: 0.9976940643056041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:09:31,129] Trial 8935 finished with value: 0.9974339233409824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:09:33,687] Trial 8936 finished with value: 0.9972559242702977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:09:36,475] Trial 8937 finished with value: 0.997425893777344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:09:37,520] Trial 8938 finished with value: 0.9893544025223875 and parameters: {'classifier': 'SVC', 'svc_c': 3.493581977179645, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:09:40,060] Trial 8939 finished with value: 0.9976900239430316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:09:42,467] Trial 8940 finished with value: 0.9975608661477259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:09:44,444] Trial 8941 finished with value: 0.9976949625201236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:09:47,069] Trial 8942 finished with value: 0.9972259504192005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:09:50,192] Trial 8943 finished with value: 0.9973606342920034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:09:52,664] Trial 8944 finished with value: 0.9974642765235499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:09:54,869] Trial 8945 finished with value: 0.9975755073205107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:09:57,216] Trial 8946 finished with value: 0.9973804613436551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:09:59,753] Trial 8947 finished with value: 0.9974668265374635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:10:02,847] Trial 8948 finished with value: 0.997329407777436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:10:04,886] Trial 8949 finished with value: 0.9972851147981009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:10:07,062] Trial 8950 finished with value: 0.9972676256559273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:10:09,450] Trial 8951 finished with value: 0.9974655179200628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:10:11,982] Trial 8952 finished with value: 0.9974637216497136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:10:18,287] Trial 8953 finished with value: 0.9966647177027056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 24, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:10:22,635] Trial 8954 finished with value: 0.9954468919499103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 35, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:10:24,383] Trial 8955 finished with value: 0.9974615440166684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:10:26,336] Trial 8956 finished with value: 0.997367475588386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:10:28,216] Trial 8957 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 2.0816011807589426e-09, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:10:30,692] Trial 8958 finished with value: 0.9973769048254818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:10:33,781] Trial 8959 finished with value: 0.9975214422712034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:10:35,953] Trial 8960 finished with value: 0.997344462146038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:10:38,287] Trial 8961 finished with value: 0.9972977709869388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:10:47,622] Trial 8962 finished with value: 0.9970392383090401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 41, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:10:50,152] Trial 8963 finished with value: 0.9975801361673636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:10:53,186] Trial 8964 finished with value: 0.9974317108914527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:10:55,566] Trial 8965 finished with value: 0.9974147710689815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:10:57,764] Trial 8966 finished with value: 0.9971084049529556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:10:59,913] Trial 8967 finished with value: 0.9968962604958295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:11:12,853] Trial 8968 finished with value: 0.9967719502532969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 55, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:11:15,426] Trial 8969 finished with value: 0.9975828691503138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:11:18,083] Trial 8970 finished with value: 0.99758919743516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:11:20,408] Trial 8971 finished with value: 0.9973604282812459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:11:22,729] Trial 8972 finished with value: 0.9970473189072336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:11:24,915] Trial 8973 finished with value: 0.9969754334037365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:11:26,614] Trial 8974 finished with value: 0.9966096698573557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 53}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:11:28,480] Trial 8975 finished with value: 0.9853030668856427 and parameters: {'classifier': 'SVC', 'svc_c': 0.0013573136870195103, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:11:35,410] Trial 8976 finished with value: 0.9966432024800177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 28, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:11:38,024] Trial 8977 finished with value: 0.9973672457424602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:11:40,449] Trial 8978 finished with value: 0.9972966662855934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:11:42,106] Trial 8979 finished with value: 0.9974109928932625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:11:51,912] Trial 8980 finished with value: 0.996981998326421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 42, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:11:52,767] Trial 8981 finished with value: 0.9877621442359511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:11:55,349] Trial 8982 finished with value: 0.9971108882220499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:11:57,232] Trial 8983 finished with value: 0.9972165941792919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:11:59,548] Trial 8984 finished with value: 0.9973406482651731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:12:05,704] Trial 8985 finished with value: 0.9970616034094143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 23, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:12:07,177] Trial 8986 finished with value: 0.9972250637255414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:12:09,764] Trial 8987 finished with value: 0.997232279338805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:12:11,776] Trial 8988 finished with value: 0.9973370179563651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:12:13,908] Trial 8989 finished with value: 0.9975156601640066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:12:16,074] Trial 8990 finished with value: 0.9976551047229302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:12:18,763] Trial 8991 finished with value: 0.9974131185713532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:12:21,126] Trial 8992 finished with value: 0.9974286893157097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:12:23,404] Trial 8993 finished with value: 0.997216809870111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:12:25,111] Trial 8994 finished with value: 0.9866070574708368 and parameters: {'classifier': 'SVC', 'svc_c': 598051724.95943, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:12:27,247] Trial 8995 finished with value: 0.9974174332446601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:12:28,941] Trial 8996 finished with value: 0.9904122587480225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:12:31,489] Trial 8997 finished with value: 0.9975456001507568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:12:34,911] Trial 8998 finished with value: 0.9971677477941099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 24, 'rf_n_estimators': 68}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:12:36,788] Trial 8999 finished with value: 0.997420325837547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:12:38,762] Trial 9000 finished with value: 0.9975616963796474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:12:41,671] Trial 9001 finished with value: 0.9972187545151775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:12:44,364] Trial 9002 finished with value: 0.9976053681529194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:12:52,065] Trial 9003 finished with value: 0.9963066549469796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 31, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:12:53,650] Trial 9004 finished with value: 0.9959876012850636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:12:56,446] Trial 9005 finished with value: 0.9975238523526828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:12:59,604] Trial 9006 finished with value: 0.9975663697230467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:13:01,785] Trial 9007 finished with value: 0.9975088458131074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:13:06,495] Trial 9008 finished with value: 0.9971607449835161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:13:08,044] Trial 9009 finished with value: 0.99579129578935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:13:10,368] Trial 9010 finished with value: 0.9975292221844616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:13:21,675] Trial 9011 finished with value: 0.9965830078251651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 46, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:13:22,941] Trial 9012 finished with value: 0.997209106699113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:13:24,522] Trial 9013 finished with value: 0.9973515525849944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:13:27,356] Trial 9014 finished with value: 0.9975478107277501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:13:28,258] Trial 9015 finished with value: 0.9914895261317694 and parameters: {'classifier': 'SVC', 'svc_c': 18.93830105029321, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:13:29,012] Trial 9016 finished with value: 0.9941055007480571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 1, 'rf_n_estimators': 72}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:13:31,560] Trial 9017 finished with value: 0.9972970316523843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 79}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:13:32,934] Trial 9018 finished with value: 0.996817033125673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 76}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:13:35,458] Trial 9019 finished with value: 0.9975354645547924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:13:37,590] Trial 9020 finished with value: 0.9975666972582516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:13:40,262] Trial 9021 finished with value: 0.9975193096425109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:13:42,402] Trial 9022 finished with value: 0.9964276428653581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 65}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:13:45,016] Trial 9023 finished with value: 0.9975023335753495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:13:47,383] Trial 9024 finished with value: 0.9974862365212731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:13:50,271] Trial 9025 finished with value: 0.9972533382338593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:13:52,456] Trial 9026 finished with value: 0.9976004353203889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:13:59,423] Trial 9027 finished with value: 0.9971622254934238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 26, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:14:01,717] Trial 9028 finished with value: 0.9973093354234974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:14:02,525] Trial 9029 finished with value: 0.987432122334068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:14:07,908] Trial 9030 finished with value: 0.9967308388087585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 21, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:14:09,144] Trial 9031 finished with value: 0.9970331829701978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:14:10,946] Trial 9032 finished with value: 0.9866072213653911 and parameters: {'classifier': 'SVC', 'svc_c': 258571328.41404048, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:14:14,084] Trial 9033 finished with value: 0.997524520118256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:14:16,158] Trial 9034 finished with value: 0.9974272640614991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:14:18,432] Trial 9035 finished with value: 0.9971713888938066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:14:19,468] Trial 9036 finished with value: 0.9925469573868234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:14:22,168] Trial 9037 finished with value: 0.9974588187460297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:14:27,235] Trial 9038 finished with value: 0.9972709518521059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:14:29,547] Trial 9039 finished with value: 0.9977140096126993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:14:32,161] Trial 9040 finished with value: 0.996899707137367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:14:34,944] Trial 9041 finished with value: 0.9955573407248309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 37, 'rf_n_estimators': 32}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:14:37,033] Trial 9042 finished with value: 0.9973979528661717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:14:44,252] Trial 9043 finished with value: 0.9956429051077583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 50, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:14:50,641] Trial 9044 finished with value: 0.996744187645689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 27, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:14:52,630] Trial 9045 finished with value: 0.9965392031652742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 21, 'rf_n_estimators': 38}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:14:54,803] Trial 9046 finished with value: 0.9971990799006955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:14:56,574] Trial 9047 finished with value: 0.9963253621265662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:14:59,720] Trial 9048 finished with value: 0.9972502936798714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:15:01,874] Trial 9049 finished with value: 0.9974195596844607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:15:02,678] Trial 9050 finished with value: 0.9946245254753102 and parameters: {'classifier': 'SVC', 'svc_c': 513.9308065751483, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:15:05,005] Trial 9051 finished with value: 0.9976778097997693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:15:07,209] Trial 9052 finished with value: 0.9969556838877928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:15:09,521] Trial 9053 finished with value: 0.9974099335453869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:15:11,053] Trial 9054 finished with value: 0.9929492969355515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 1, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:15:19,064] Trial 9055 finished with value: 0.9969717048661049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 34, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:15:21,903] Trial 9056 finished with value: 0.9977584195144854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:15:23,802] Trial 9057 finished with value: 0.9972704032941132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:15:24,417] Trial 9058 finished with value: 0.994686303502629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 6}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:15:26,748] Trial 9059 finished with value: 0.9972624126094115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 80}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:15:29,565] Trial 9060 finished with value: 0.9972038448396957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:15:31,550] Trial 9061 finished with value: 0.9971942244451831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:15:33,196] Trial 9062 finished with value: 0.9973284957886648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:15:35,579] Trial 9063 finished with value: 0.9974038038446276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:15:38,702] Trial 9064 finished with value: 0.997684098443969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:15:41,330] Trial 9065 finished with value: 0.9972526819574087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:15:47,956] Trial 9066 finished with value: 0.996574869749621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 30, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:15:49,763] Trial 9067 finished with value: 0.9974742439403426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:15:50,534] Trial 9068 finished with value: 0.9930747895738268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 6, 'rf_n_estimators': 44}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:15:52,032] Trial 9069 finished with value: 0.9867341907685009 and parameters: {'classifier': 'SVC', 'svc_c': 87954118.14350374, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:15:56,792] Trial 9070 finished with value: 0.9971466383088311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:15:59,387] Trial 9071 finished with value: 0.997562302605418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:16:01,545] Trial 9072 finished with value: 0.9973174771806388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:16:03,833] Trial 9073 finished with value: 0.997361811609681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:16:12,984] Trial 9074 finished with value: 0.9968712395356203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 42, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:16:16,319] Trial 9075 finished with value: 0.9973343796793307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:16:21,227] Trial 9076 finished with value: 0.9967472825994738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 27, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:16:24,095] Trial 9077 finished with value: 0.9975475243566109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:16:25,503] Trial 9078 finished with value: 0.9971977350386044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:16:26,943] Trial 9079 finished with value: 0.9973846101546574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:16:30,366] Trial 9080 finished with value: 0.9976283377334795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:16:33,027] Trial 9081 finished with value: 0.9973654273190516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:16:48,852] Trial 9082 finished with value: 0.9962543851524085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 71, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:16:50,859] Trial 9083 finished with value: 0.9972933332657646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:16:52,046] Trial 9084 finished with value: 0.9971880082268881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:16:55,346] Trial 9085 finished with value: 0.9975766164969008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:16:56,914] Trial 9086 finished with value: 0.9970931930691188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 75}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:16:59,503] Trial 9087 finished with value: 0.9970653328357072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:17:01,426] Trial 9088 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.1075883511404604e-08, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:17:03,851] Trial 9089 finished with value: 0.9971887739039058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:17:07,022] Trial 9090 finished with value: 0.9953844625337789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 22, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:17:08,068] Trial 9091 finished with value: 0.9968917128980196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:17:10,474] Trial 9092 finished with value: 0.9975710330055291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:17:13,046] Trial 9093 finished with value: 0.997168567552522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:17:14,691] Trial 9094 finished with value: 0.9971747798670544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 69}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:17:18,831] Trial 9095 finished with value: 0.9972513939061717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:17:22,190] Trial 9096 finished with value: 0.9973624498907382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:17:24,237] Trial 9097 finished with value: 0.9975461706079057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:17:26,576] Trial 9098 finished with value: 0.9974316531284612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:17:29,442] Trial 9099 finished with value: 0.9972790787876445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:17:30,653] Trial 9100 finished with value: 0.9962358077491257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 4, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:17:32,541] Trial 9101 finished with value: 0.9957039080319006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:17:35,216] Trial 9102 finished with value: 0.997570615271191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:17:37,140] Trial 9103 finished with value: 0.9968022626526533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:17:38,275] Trial 9104 finished with value: 0.9904112431667212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:17:39,861] Trial 9105 finished with value: 0.9964370172593497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:17:42,397] Trial 9106 finished with value: 0.9852049897692194 and parameters: {'classifier': 'SVC', 'svc_c': 4.840361257467224e-07, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:17:45,081] Trial 9107 finished with value: 0.9974201661958725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:17:46,198] Trial 9108 finished with value: 0.9970015991502682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:17:50,640] Trial 9109 finished with value: 0.9972325270214348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 20, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:17:56,676] Trial 9110 finished with value: 0.996178082620853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 25, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:17:59,855] Trial 9111 finished with value: 0.9972561322805434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:18:04,920] Trial 9112 finished with value: 0.9972630949426842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:18:07,317] Trial 9113 finished with value: 0.997473983816453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:18:09,460] Trial 9114 finished with value: 0.9939338188856892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 24, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:18:17,056] Trial 9115 finished with value: 0.9970458009465952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 32, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:18:30,938] Trial 9116 finished with value: 0.9964301358779899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 57, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:18:35,449] Trial 9117 finished with value: 0.9971442035035215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:18:37,495] Trial 9118 finished with value: 0.9974622719573141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:18:39,371] Trial 9119 finished with value: 0.997322221553475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:18:41,709] Trial 9120 finished with value: 0.9973621392400998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:18:45,166] Trial 9121 finished with value: 0.9971465366523135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:18:47,806] Trial 9122 finished with value: 0.9975817554036648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:18:48,366] Trial 9123 finished with value: 0.9808443057957114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 2}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:19:00,566] Trial 9124 finished with value: 0.996708919752936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 55, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:19:01,412] Trial 9125 finished with value: 0.9936287874756241 and parameters: {'classifier': 'SVC', 'svc_c': 208.52919378891968, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:19:03,635] Trial 9126 finished with value: 0.9973474076460166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:19:05,763] Trial 9127 finished with value: 0.9972883886902082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:19:06,715] Trial 9128 finished with value: 0.9954223521046406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 1, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:19:09,047] Trial 9129 finished with value: 0.9972298493893953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:19:15,243] Trial 9130 finished with value: 0.9971087412795612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 27, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:19:18,172] Trial 9131 finished with value: 0.9974798846234236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:19:20,978] Trial 9132 finished with value: 0.9971506886371068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:19:23,537] Trial 9133 finished with value: 0.9974871222310568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:19:27,414] Trial 9134 finished with value: 0.99739051305633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:19:30,145] Trial 9135 finished with value: 0.9973138652480791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:19:35,534] Trial 9136 finished with value: 0.9965076790760864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 33, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:19:36,987] Trial 9137 finished with value: 0.9965857551219113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 29}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:19:38,133] Trial 9138 finished with value: 0.9971405887780259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 81}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:19:40,273] Trial 9139 finished with value: 0.9974667525564013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:19:43,021] Trial 9140 finished with value: 0.9974135574113999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:19:45,909] Trial 9141 finished with value: 0.9976849791074255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:19:48,604] Trial 9142 finished with value: 0.9976329883207989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:19:50,577] Trial 9143 finished with value: 0.985351083419758 and parameters: {'classifier': 'SVC', 'svc_c': 0.003796006608485373, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:19:51,928] Trial 9144 finished with value: 0.9972576127269752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 3, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:19:53,809] Trial 9145 finished with value: 0.9972040531355825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:19:55,081] Trial 9146 finished with value: 0.9966612827407181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 41}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:19:57,589] Trial 9147 finished with value: 0.997525094003099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:19:59,485] Trial 9148 finished with value: 0.9951774610458687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:20:02,281] Trial 9149 finished with value: 0.997216888421432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:20:04,936] Trial 9150 finished with value: 0.9973093057485539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:20:08,764] Trial 9151 finished with value: 0.9971816376671491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 16, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:20:10,724] Trial 9152 finished with value: 0.9974702014513303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:20:13,379] Trial 9153 finished with value: 0.9977060799282557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:20:15,714] Trial 9154 finished with value: 0.9973953053534063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:20:17,563] Trial 9155 finished with value: 0.9973103553528918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 71}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:20:21,590] Trial 9156 finished with value: 0.9956640594704383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 32, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:20:23,962] Trial 9157 finished with value: 0.9972357620346054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:20:26,829] Trial 9158 finished with value: 0.9974473312738966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:20:29,891] Trial 9159 finished with value: 0.9974195689519295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:20:31,509] Trial 9160 finished with value: 0.9972811540024623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:20:33,643] Trial 9161 finished with value: 0.9973981961372326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:20:34,481] Trial 9162 finished with value: 0.9926138823823344 and parameters: {'classifier': 'SVC', 'svc_c': 59.34647719543073, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:20:37,206] Trial 9163 finished with value: 0.9945293581854576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 65, 'rf_n_estimators': 13}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:20:38,279] Trial 9164 finished with value: 0.9895599710120374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:20:45,315] Trial 9165 finished with value: 0.9969844207539466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 29, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:20:48,432] Trial 9166 finished with value: 0.9973222041611015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:20:53,205] Trial 9167 finished with value: 0.997500217006038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:20:55,160] Trial 9168 finished with value: 0.9966857453359212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 48}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:20:58,445] Trial 9169 finished with value: 0.9938462299416444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 42, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:21:02,437] Trial 9170 finished with value: 0.9972683361724618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 18, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:21:03,668] Trial 9171 finished with value: 0.9961705633710288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:21:07,109] Trial 9172 finished with value: 0.997300617147267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:21:09,938] Trial 9173 finished with value: 0.9974321490332653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:21:13,253] Trial 9174 finished with value: 0.9975024616060683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:21:17,625] Trial 9175 finished with value: 0.997308904422714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 19, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:21:20,183] Trial 9176 finished with value: 0.9973156621849242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:21:23,221] Trial 9177 finished with value: 0.997217744932341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:21:25,490] Trial 9178 finished with value: 0.9977161298636078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:21:29,891] Trial 9179 finished with value: 0.9968711820265318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 17, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:21:32,879] Trial 9180 finished with value: 0.9975808776600957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:21:34,828] Trial 9181 finished with value: 0.9854040105698689 and parameters: {'classifier': 'SVC', 'svc_c': 0.23903401588686646, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:21:46,978] Trial 9182 finished with value: 0.9966520601173999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 63, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:21:49,422] Trial 9183 finished with value: 0.997149007480148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:21:56,182] Trial 9184 finished with value: 0.9972176038256043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 29, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:21:59,713] Trial 9185 finished with value: 0.9973859029983183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:22:02,125] Trial 9186 finished with value: 0.9973515630585039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:22:10,763] Trial 9187 finished with value: 0.9967946609477455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 41, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:22:13,002] Trial 9188 finished with value: 0.997546221610723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:22:14,921] Trial 9189 finished with value: 0.9973148151636497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:22:20,263] Trial 9190 finished with value: 0.9970954751516176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 24, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:22:22,494] Trial 9191 finished with value: 0.9975493004416509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:22:25,366] Trial 9192 finished with value: 0.9975555984485335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:22:27,322] Trial 9193 finished with value: 0.9970468769568721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 77}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:22:29,859] Trial 9194 finished with value: 0.9973924644298329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:22:32,533] Trial 9195 finished with value: 0.9974990585089395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:22:34,722] Trial 9196 finished with value: 0.997397749330971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:22:36,507] Trial 9197 finished with value: 0.997377669296459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:22:38,830] Trial 9198 finished with value: 0.9975255695004287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:22:50,537] Trial 9199 finished with value: 0.9967790144767417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 48, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:22:53,720] Trial 9200 finished with value: 0.9974066766330602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:22:55,619] Trial 9201 finished with value: 0.9850838029493749 and parameters: {'classifier': 'SVC', 'svc_c': 0.0003062806654215603, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:22:58,665] Trial 9202 finished with value: 0.9970604198393689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:22:59,828] Trial 9203 finished with value: 0.9968534472329544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:23:12,793] Trial 9204 finished with value: 0.9965847337325732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 58, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:23:23,850] Trial 9205 finished with value: 0.9966689552846354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 49, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:23:26,634] Trial 9206 finished with value: 0.9973355657249329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:23:28,671] Trial 9207 finished with value: 0.9975361194982509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:23:33,029] Trial 9208 finished with value: 0.9969488422105552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 20, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:23:34,129] Trial 9209 finished with value: 0.9892916533151003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:23:36,991] Trial 9210 finished with value: 0.9969592909327147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:23:48,495] Trial 9211 finished with value: 0.9967920497114084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 52, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:23:51,393] Trial 9212 finished with value: 0.9970858483460479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:23:58,304] Trial 9213 finished with value: 0.9967458839416294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 34, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:24:06,416] Trial 9214 finished with value: 0.9971008632009551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 38, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:24:09,029] Trial 9215 finished with value: 0.9971709605272694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:24:12,740] Trial 9216 finished with value: 0.9973306055025882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:24:15,627] Trial 9217 finished with value: 0.9972130253468107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:24:16,927] Trial 9218 finished with value: 0.986786789558221 and parameters: {'classifier': 'SVC', 'svc_c': 1235276.7665578278, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:24:19,504] Trial 9219 finished with value: 0.9974950711169345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:24:22,196] Trial 9220 finished with value: 0.9972741231672964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 65}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:24:24,765] Trial 9221 finished with value: 0.9975388018909767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:24:28,438] Trial 9222 finished with value: 0.9975126569010365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:24:29,548] Trial 9223 finished with value: 0.9961418652568602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 74}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:24:31,754] Trial 9224 finished with value: 0.9971405059420876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:24:37,804] Trial 9225 finished with value: 0.9969878169004733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 28, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:24:41,579] Trial 9226 finished with value: 0.9973712937538686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:24:50,286] Trial 9227 finished with value: 0.9943434238127198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 71, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:25:05,073] Trial 9228 finished with value: 0.9960889041154504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 65, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:25:07,655] Trial 9229 finished with value: 0.9975573145489283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:25:08,483] Trial 9230 finished with value: 0.9967678687901342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 20}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:25:10,448] Trial 9231 finished with value: 0.9971816885430146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:25:13,014] Trial 9232 finished with value: 0.9974938796758881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:25:14,852] Trial 9233 finished with value: 0.9973956939206076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:25:17,850] Trial 9234 finished with value: 0.997383943880766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:25:20,066] Trial 9235 finished with value: 0.9976092610611741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:25:23,159] Trial 9236 finished with value: 0.997540202929164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:25:23,998] Trial 9237 finished with value: 0.9954388869831502 and parameters: {'classifier': 'SVC', 'svc_c': 4146.040871147369, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:25:27,102] Trial 9238 finished with value: 0.9969505307307086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 17, 'rf_n_estimators': 80}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:25:30,072] Trial 9239 finished with value: 0.9973402980056263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:25:45,768] Trial 9240 finished with value: 0.9964802758050665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 73, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:26:02,532] Trial 9241 finished with value: 0.9957195146400927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 68, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:26:11,260] Trial 9242 finished with value: 0.9970176418690468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 41, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:26:13,992] Trial 9243 finished with value: 0.9972394485829854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:26:17,643] Trial 9244 finished with value: 0.9973539326106756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:26:18,788] Trial 9245 finished with value: 0.9930367946331123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:26:20,948] Trial 9246 finished with value: 0.9972962442348999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:26:23,915] Trial 9247 finished with value: 0.9975324406304443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:26:25,468] Trial 9248 finished with value: 0.9957280111318259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:26:36,215] Trial 9249 finished with value: 0.9965782931590103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 57, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:26:38,210] Trial 9250 finished with value: 0.9974492294864046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:26:41,306] Trial 9251 finished with value: 0.9973186137151053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:26:43,569] Trial 9252 finished with value: 0.9972705997200227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:26:45,526] Trial 9253 finished with value: 0.996184207592664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:26:54,649] Trial 9254 finished with value: 0.9968242076700844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 41, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:26:58,145] Trial 9255 finished with value: 0.9972208103381339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:27:00,019] Trial 9256 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 6.383917244525233e-05, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:27:05,413] Trial 9257 finished with value: 0.9972092137828129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:27:07,646] Trial 9258 finished with value: 0.9975108108656485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:27:08,815] Trial 9259 finished with value: 0.997171524573361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:27:11,576] Trial 9260 finished with value: 0.9975063508009875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:27:13,215] Trial 9261 finished with value: 0.9975092813206737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:27:16,394] Trial 9262 finished with value: 0.9972669094265694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:27:18,760] Trial 9263 finished with value: 0.9972366052473309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:27:21,348] Trial 9264 finished with value: 0.9974841303302576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:27:25,518] Trial 9265 finished with value: 0.9958821612280104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 37, 'rf_n_estimators': 52}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:27:28,208] Trial 9266 finished with value: 0.9969326494349501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:27:34,235] Trial 9267 finished with value: 0.9971709782687598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 23, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:27:36,881] Trial 9268 finished with value: 0.9973489395713345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:27:44,970] Trial 9269 finished with value: 0.9970484350024877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 34, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:27:48,708] Trial 9270 finished with value: 0.9973168763503124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:27:51,478] Trial 9271 finished with value: 0.9976567626477406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:27:53,821] Trial 9272 finished with value: 0.9973519924406539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:27:56,541] Trial 9273 finished with value: 0.9971494327681082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:27:57,522] Trial 9274 finished with value: 0.9905780334875763 and parameters: {'classifier': 'SVC', 'svc_c': 7.156267168093047, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:27:59,951] Trial 9275 finished with value: 0.9974698211677229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:28:02,013] Trial 9276 finished with value: 0.9974941827094286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:28:05,279] Trial 9277 finished with value: 0.9976183875821083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:28:08,574] Trial 9278 finished with value: 0.9975538021147085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:28:11,900] Trial 9279 finished with value: 0.9972950967191174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:28:13,644] Trial 9280 finished with value: 0.9953897900271889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 28, 'rf_n_estimators': 23}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:28:16,047] Trial 9281 finished with value: 0.9973264935075584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:28:21,675] Trial 9282 finished with value: 0.9950862028188654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 41, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:28:25,114] Trial 9283 finished with value: 0.9972884719704774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:28:27,682] Trial 9284 finished with value: 0.9969312233238159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:28:30,032] Trial 9285 finished with value: 0.9974679088318462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:28:32,865] Trial 9286 finished with value: 0.9975425118936704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:28:34,328] Trial 9287 finished with value: 0.995551731970085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:28:38,136] Trial 9288 finished with value: 0.9970743373878633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:28:49,807] Trial 9289 finished with value: 0.995822321815556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 73, 'rf_n_estimators': 96}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:28:58,480] Trial 9290 finished with value: 0.9966058523266313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 35, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:29:00,654] Trial 9291 finished with value: 0.9972335251468868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 70}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:29:02,772] Trial 9292 finished with value: 0.9975102497394444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:29:05,046] Trial 9293 finished with value: 0.9859917959814629 and parameters: {'classifier': 'SVC', 'svc_c': 0.616880478677809, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:29:09,170] Trial 9294 finished with value: 0.9974213242803781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:29:12,253] Trial 9295 finished with value: 0.9970787979285928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:29:14,195] Trial 9296 finished with value: 0.9970058673275407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:29:15,331] Trial 9297 finished with value: 0.9968995727590668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:29:17,618] Trial 9298 finished with value: 0.9972750267772598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:29:28,562] Trial 9299 finished with value: 0.9968321657599551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 47, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:29:31,891] Trial 9300 finished with value: 0.997429102257624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:29:33,066] Trial 9301 finished with value: 0.9968211534677726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:29:35,286] Trial 9302 finished with value: 0.997389971099822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:29:42,246] Trial 9303 finished with value: 0.9972152983205298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 29, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:29:54,222] Trial 9304 finished with value: 0.9967950783012288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 51, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:29:59,769] Trial 9305 finished with value: 0.997063950998954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 24, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:30:02,907] Trial 9306 finished with value: 0.9973853953822261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:30:05,818] Trial 9307 finished with value: 0.9975652221120503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:30:09,263] Trial 9308 finished with value: 0.9973947788532594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:30:11,883] Trial 9309 finished with value: 0.9972821022041859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:30:14,252] Trial 9310 finished with value: 0.9974044227020854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:30:18,233] Trial 9311 finished with value: 0.9972282289153155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:30:20,154] Trial 9312 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 3.782293454341613e-06, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:30:28,221] Trial 9313 finished with value: 0.99705086203201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 35, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:30:31,843] Trial 9314 finished with value: 0.9972634392989804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:30:33,491] Trial 9315 finished with value: 0.9968254383709222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:30:34,597] Trial 9316 finished with value: 0.990057138064581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:30:39,525] Trial 9317 finished with value: 0.9971998169183828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 21, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:30:40,675] Trial 9318 finished with value: 0.9972788720469152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 6, 'rf_n_estimators': 55}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:30:44,220] Trial 9319 finished with value: 0.9973041996270485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:30:47,265] Trial 9320 finished with value: 0.9975700920083104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:30:49,789] Trial 9321 finished with value: 0.9973576080190503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:30:52,325] Trial 9322 finished with value: 0.9974324621277225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:30:54,724] Trial 9323 finished with value: 0.994557319250201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 27, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:30:57,332] Trial 9324 finished with value: 0.9954634822745444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:30:58,567] Trial 9325 finished with value: 0.9968664758661365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 3, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:31:00,458] Trial 9326 finished with value: 0.9971738440748528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:31:05,272] Trial 9327 finished with value: 0.9972454423820251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 19, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:31:06,900] Trial 9328 finished with value: 0.9961605910348604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:31:24,418] Trial 9329 finished with value: 0.9963003067624655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 67, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:31:26,367] Trial 9330 finished with value: 0.985218511450794 and parameters: {'classifier': 'SVC', 'svc_c': 0.0006868645813921713, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:31:35,508] Trial 9331 finished with value: 0.9961296334990589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 48, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:31:38,846] Trial 9332 finished with value: 0.9975689542043278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:31:40,822] Trial 9333 finished with value: 0.9975439356561996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 77}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:31:43,515] Trial 9334 finished with value: 0.9975698864736219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:31:46,523] Trial 9335 finished with value: 0.9974345934234229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:31:48,067] Trial 9336 finished with value: 0.997277102595098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:31:50,271] Trial 9337 finished with value: 0.9900140131989303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 39, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:31:52,530] Trial 9338 finished with value: 0.9976415894841509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:31:56,023] Trial 9339 finished with value: 0.9974126208257504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:31:59,474] Trial 9340 finished with value: 0.9974502082199951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:32:02,131] Trial 9341 finished with value: 0.997566614803168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:32:04,718] Trial 9342 finished with value: 0.9974747536511367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:32:11,149] Trial 9343 finished with value: 0.9973753172318744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 30, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:32:15,054] Trial 9344 finished with value: 0.996945754937344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:32:17,867] Trial 9345 finished with value: 0.9975259538782261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:32:21,717] Trial 9346 finished with value: 0.9974404840425252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:32:24,414] Trial 9347 finished with value: 0.9974102846301195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:32:36,524] Trial 9348 finished with value: 0.9967534401978538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 50, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:33:00,727] Trial 9349 finished with value: 0.9908313412172438 and parameters: {'classifier': 'SVC', 'svc_c': 7055357.929774294, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:33:03,232] Trial 9350 finished with value: 0.9974782082906269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:33:14,645] Trial 9351 finished with value: 0.9966379615993572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 52, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:33:16,302] Trial 9352 finished with value: 0.99740815438177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:33:18,464] Trial 9353 finished with value: 0.9973563127950463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:33:20,877] Trial 9354 finished with value: 0.9973181288868308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:33:22,714] Trial 9355 finished with value: 0.9968713752469126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 3, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:33:25,920] Trial 9356 finished with value: 0.9975535198694975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:33:28,112] Trial 9357 finished with value: 0.9975803383060962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:33:32,452] Trial 9358 finished with value: 0.995912964358892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 29, 'rf_n_estimators': 72}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:33:34,657] Trial 9359 finished with value: 0.9967311057245603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:33:38,517] Trial 9360 finished with value: 0.9975585177012626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:33:39,488] Trial 9361 finished with value: 0.994342874937348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 1, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:33:41,906] Trial 9362 finished with value: 0.9971741779576392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:33:44,045] Trial 9363 finished with value: 0.9974588297590836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:33:46,923] Trial 9364 finished with value: 0.9974927559317983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:33:49,114] Trial 9365 finished with value: 0.9974095458033715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 81}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:33:52,227] Trial 9366 finished with value: 0.9974762809744578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:34:00,793] Trial 9367 finished with value: 0.9969554618176543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 43, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:34:03,328] Trial 9368 finished with value: 0.9973802409873634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:34:06,110] Trial 9369 finished with value: 0.9975343165629414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:34:21,476] Trial 9370 finished with value: 0.9965746988727271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 65, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:34:23,325] Trial 9371 finished with value: 0.9852040888887158 and parameters: {'classifier': 'SVC', 'svc_c': 4.1276016669153345e-08, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:34:26,896] Trial 9372 finished with value: 0.9975022487399228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:34:29,478] Trial 9373 finished with value: 0.9974525172479773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:34:30,780] Trial 9374 finished with value: 0.997386092092771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 67}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:34:35,086] Trial 9375 finished with value: 0.9973577783563997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:34:37,252] Trial 9376 finished with value: 0.9974676674967977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:34:41,227] Trial 9377 finished with value: 0.9974755699818547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:34:43,954] Trial 9378 finished with value: 0.9950769912403391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 24, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:34:46,886] Trial 9379 finished with value: 0.9975182570230716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:34:49,787] Trial 9380 finished with value: 0.997272415445709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:34:57,109] Trial 9381 finished with value: 0.9964392328826704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 32, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:34:57,937] Trial 9382 finished with value: 0.9970938993327737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 17}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:35:08,343] Trial 9383 finished with value: 0.9969558576845742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 46, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:35:10,096] Trial 9384 finished with value: 0.9973280764674314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:35:22,822] Trial 9385 finished with value: 0.9964716552815912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 60, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:35:24,178] Trial 9386 finished with value: 0.9963384889568339 and parameters: {'classifier': 'SVC', 'svc_c': 63984.66302607081, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:35:27,020] Trial 9387 finished with value: 0.9974022636991918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:35:30,216] Trial 9388 finished with value: 0.9969758652297056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:35:31,962] Trial 9389 finished with value: 0.9972457693142099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:35:34,936] Trial 9390 finished with value: 0.9973326083549768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:35:36,132] Trial 9391 finished with value: 0.9971985541939962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 97}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:35:38,840] Trial 9392 finished with value: 0.9974335467389723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:35:41,138] Trial 9393 finished with value: 0.9974911826202492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:35:53,127] Trial 9394 finished with value: 0.9962374326982503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 48, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:35:55,173] Trial 9395 finished with value: 0.9940678865035427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:35:58,788] Trial 9396 finished with value: 0.9974305760390951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:36:01,303] Trial 9397 finished with value: 0.9975453522142237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:36:10,250] Trial 9398 finished with value: 0.9963594765685481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 37, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:36:14,050] Trial 9399 finished with value: 0.997256943247555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 17, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:36:17,414] Trial 9400 finished with value: 0.9973989542288905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:36:20,061] Trial 9401 finished with value: 0.9968394210138648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:36:22,677] Trial 9402 finished with value: 0.9974126771605362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:36:27,337] Trial 9403 finished with value: 0.9973631275268006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 20, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:36:29,639] Trial 9404 finished with value: 0.9965339409250019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 14, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:36:32,388] Trial 9405 finished with value: 0.9866067297452042 and parameters: {'classifier': 'SVC', 'svc_c': 3405934159.726938, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:36:48,558] Trial 9406 finished with value: 0.9964904652602601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 74, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:36:50,439] Trial 9407 finished with value: 0.9972559769234864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:36:53,172] Trial 9408 finished with value: 0.9973907026268513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:36:55,274] Trial 9409 finished with value: 0.9975364991471002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:36:58,019] Trial 9410 finished with value: 0.9973740071545297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:37:01,456] Trial 9411 finished with value: 0.9975005807224577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:37:03,000] Trial 9412 finished with value: 0.9971620145315528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:37:05,742] Trial 9413 finished with value: 0.9971632777954839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:37:08,422] Trial 9414 finished with value: 0.9973425577129001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:37:11,478] Trial 9415 finished with value: 0.9971421422851209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:37:18,217] Trial 9416 finished with value: 0.9972756553465173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 29, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:37:22,780] Trial 9417 finished with value: 0.9973901044307713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:37:25,675] Trial 9418 finished with value: 0.9972660408869937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:37:29,008] Trial 9419 finished with value: 0.9969389675636661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:37:30,765] Trial 9420 finished with value: 0.9968199381280818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:37:33,160] Trial 9421 finished with value: 0.9976090160762663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:37:34,447] Trial 9422 finished with value: 0.9971285320230466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:37:35,668] Trial 9423 finished with value: 0.9969154388563903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 35}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:37:37,510] Trial 9424 finished with value: 0.9850756087929482 and parameters: {'classifier': 'SVC', 'svc_c': 1.0898463762970339e-10, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:37:41,136] Trial 9425 finished with value: 0.9972434771073186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:37:43,994] Trial 9426 finished with value: 0.9978023923852856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:37:46,820] Trial 9427 finished with value: 0.9974303524772751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:37:49,359] Trial 9428 finished with value: 0.9975000199136326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:37:52,100] Trial 9429 finished with value: 0.9974637903305453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:37:54,595] Trial 9430 finished with value: 0.9974606690977731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:37:57,687] Trial 9431 finished with value: 0.997492302968383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:38:00,420] Trial 9432 finished with value: 0.9972670647836264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:38:03,025] Trial 9433 finished with value: 0.9973844147443612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:38:05,582] Trial 9434 finished with value: 0.9972594625391743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:38:08,386] Trial 9435 finished with value: 0.9972337323319468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:38:11,297] Trial 9436 finished with value: 0.9974100133662244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:38:14,289] Trial 9437 finished with value: 0.9975852149307928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:38:16,799] Trial 9438 finished with value: 0.9973564546317548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:38:19,528] Trial 9439 finished with value: 0.9974900900427844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:38:22,261] Trial 9440 finished with value: 0.9975444967506656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:38:25,099] Trial 9441 finished with value: 0.9973580339417684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:38:28,077] Trial 9442 finished with value: 0.9975309075625619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:38:30,551] Trial 9443 finished with value: 0.9973983350540535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:38:32,519] Trial 9444 finished with value: 0.9853915586462034 and parameters: {'classifier': 'SVC', 'svc_c': 0.011092082175535967, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:38:35,577] Trial 9445 finished with value: 0.9974712678132832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:38:39,113] Trial 9446 finished with value: 0.9971248115151056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 22, 'rf_n_estimators': 74}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:38:41,586] Trial 9447 finished with value: 0.9974813551041525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:38:44,401] Trial 9448 finished with value: 0.9973852493878518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:38:47,346] Trial 9449 finished with value: 0.9974256740558106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:38:49,795] Trial 9450 finished with value: 0.9972934097541216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:38:53,080] Trial 9451 finished with value: 0.9971658688782498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:39:03,219] Trial 9452 finished with value: 0.9962698795988355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 56, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:39:05,854] Trial 9453 finished with value: 0.9975273753873637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:39:08,437] Trial 9454 finished with value: 0.9975000088688409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:39:16,220] Trial 9455 finished with value: 0.9970923796900261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 39, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:39:19,736] Trial 9456 finished with value: 0.9973365325250704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:39:20,891] Trial 9457 finished with value: 0.9969196526983652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:39:23,563] Trial 9458 finished with value: 0.9974863543323856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:39:26,213] Trial 9459 finished with value: 0.9973344521687114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:39:29,365] Trial 9460 finished with value: 0.9974294099883747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:39:32,352] Trial 9461 finished with value: 0.997589587747946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:39:34,256] Trial 9462 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.0712037317671227e-09, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:39:37,322] Trial 9463 finished with value: 0.9972551929019581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:39:39,787] Trial 9464 finished with value: 0.997548006614115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:39:43,171] Trial 9465 finished with value: 0.997276698190681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:39:46,930] Trial 9466 finished with value: 0.9973399552997014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:39:48,643] Trial 9467 finished with value: 0.9973207464707493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 64}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:39:51,046] Trial 9468 finished with value: 0.9972997756166504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:40:02,784] Trial 9469 finished with value: 0.9965997113906528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 55, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:40:05,015] Trial 9470 finished with value: 0.997255437188632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:40:08,480] Trial 9471 finished with value: 0.9972326711750105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:40:09,979] Trial 9472 finished with value: 0.9973278410356338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:40:13,162] Trial 9473 finished with value: 0.9968946263744497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:40:15,558] Trial 9474 finished with value: 0.9972206440632366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:40:20,438] Trial 9475 finished with value: 0.9965930904822997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 37, 'rf_n_estimators': 78}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:40:23,556] Trial 9476 finished with value: 0.9974662620153034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:40:27,793] Trial 9477 finished with value: 0.9974106526311565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 18, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:40:30,529] Trial 9478 finished with value: 0.9973767886330025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:40:33,299] Trial 9479 finished with value: 0.9972778269810981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:40:35,166] Trial 9480 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 1.4453993274400442e-05, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:40:37,626] Trial 9481 finished with value: 0.9970538392381582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:40:40,598] Trial 9482 finished with value: 0.9973970524617369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:40:48,341] Trial 9483 finished with value: 0.9964575434336272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 46, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:40:50,910] Trial 9484 finished with value: 0.9976135528831875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:40:53,417] Trial 9485 finished with value: 0.9974855336218363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:40:55,163] Trial 9486 finished with value: 0.9905508193110091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 14, 'rf_n_estimators': 97}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:40:57,495] Trial 9487 finished with value: 0.9971635944445868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:40:59,883] Trial 9488 finished with value: 0.9971153480010697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:41:01,239] Trial 9489 finished with value: 0.9971658651331766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:41:04,180] Trial 9490 finished with value: 0.9974453950076376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:41:15,801] Trial 9491 finished with value: 0.9958801533292942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 58, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:41:19,277] Trial 9492 finished with value: 0.9974562353120996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:41:21,564] Trial 9493 finished with value: 0.9969941095753875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:41:23,653] Trial 9494 finished with value: 0.9949884801513926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 22, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:41:26,078] Trial 9495 finished with value: 0.9974944488317826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:41:29,703] Trial 9496 finished with value: 0.9975418820548967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:41:33,595] Trial 9497 finished with value: 0.9971975428020987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:41:36,075] Trial 9498 finished with value: 0.9976189001175761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:41:37,895] Trial 9499 finished with value: 0.9853853316687577 and parameters: {'classifier': 'SVC', 'svc_c': 0.06330839953333797, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:41:43,207] Trial 9500 finished with value: 0.9969064918450607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 27, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:41:44,319] Trial 9501 finished with value: 0.9963892869059463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:41:47,857] Trial 9502 finished with value: 0.9974125776304583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:41:51,695] Trial 9503 finished with value: 0.9955098938544169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 31, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:41:53,951] Trial 9504 finished with value: 0.9974371118898565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:41:56,675] Trial 9505 finished with value: 0.9973521984514114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:41:58,348] Trial 9506 finished with value: 0.9962695534600985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:42:09,517] Trial 9507 finished with value: 0.9966805737391127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 50, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:42:10,975] Trial 9508 finished with value: 0.9909055260369232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 18, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:42:13,313] Trial 9509 finished with value: 0.9973641002619266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:42:28,474] Trial 9510 finished with value: 0.9964687138440648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 72, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:42:32,183] Trial 9511 finished with value: 0.9975513163700575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:42:35,927] Trial 9512 finished with value: 0.9965880012453608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 20, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:42:37,628] Trial 9513 finished with value: 0.9974173434581198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:42:39,496] Trial 9514 finished with value: 0.9967613535372749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 81}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:42:42,152] Trial 9515 finished with value: 0.9974840729798587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:42:43,529] Trial 9516 finished with value: 0.9943522706592134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:42:46,997] Trial 9517 finished with value: 0.9975933200306509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:42:48,063] Trial 9518 finished with value: 0.9896392226934309 and parameters: {'classifier': 'SVC', 'svc_c': 17350.3198065545, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:42:49,318] Trial 9519 finished with value: 0.9972146363312557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 45}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:42:50,788] Trial 9520 finished with value: 0.9957064935287948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:43:00,024] Trial 9521 finished with value: 0.9968728705466852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 43, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:43:02,671] Trial 9522 finished with value: 0.9965308991004741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:43:05,110] Trial 9523 finished with value: 0.9975526096263113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:43:11,685] Trial 9524 finished with value: 0.9966728238181769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 32, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:43:14,395] Trial 9525 finished with value: 0.9969079897790795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 15, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:43:22,153] Trial 9526 finished with value: 0.9966716911239972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 45, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:43:25,843] Trial 9527 finished with value: 0.9973584313955838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 107}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:43:28,823] Trial 9528 finished with value: 0.9968356439489726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:43:31,410] Trial 9529 finished with value: 0.9975377815489894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:43:33,509] Trial 9530 finished with value: 0.9971036758143151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:43:36,577] Trial 9531 finished with value: 0.9973999567976494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:43:39,506] Trial 9532 finished with value: 0.9970794629329679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:43:42,222] Trial 9533 finished with value: 0.9969879678776993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:43:43,727] Trial 9534 finished with value: 0.9975225040628978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 68}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:43:44,864] Trial 9535 finished with value: 0.9901301512794062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:43:46,372] Trial 9536 finished with value: 0.997374582626268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:43:49,863] Trial 9537 finished with value: 0.9973448687403708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:43:55,406] Trial 9538 finished with value: 0.9969851448225677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 26, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:46:07,837] Trial 9539 finished with value: 0.9893714692012748 and parameters: {'classifier': 'SVC', 'svc_c': 963462473.9267502, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:46:19,336] Trial 9540 finished with value: 0.9968495176991548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 57, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:46:21,824] Trial 9541 finished with value: 0.9975577120979572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:46:24,605] Trial 9542 finished with value: 0.9955082876941335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:46:27,250] Trial 9543 finished with value: 0.997385161886441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:46:28,688] Trial 9544 finished with value: 0.9944590076223795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:46:29,806] Trial 9545 finished with value: 0.9967488323297576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 56}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:46:32,573] Trial 9546 finished with value: 0.9969388852355342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:46:34,459] Trial 9547 finished with value: 0.9897851094762885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:46:35,577] Trial 9548 finished with value: 0.9969407166714847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:46:37,368] Trial 9549 finished with value: 0.9960344503402524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:46:40,412] Trial 9550 finished with value: 0.9975409123666097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:46:43,185] Trial 9551 finished with value: 0.9974817630632152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:46:46,686] Trial 9552 finished with value: 0.9973950441504279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:46:47,608] Trial 9553 finished with value: 0.996904153491252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 75}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:46:49,922] Trial 9554 finished with value: 0.997532022324824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:46:51,426] Trial 9555 finished with value: 0.9866103349175895 and parameters: {'classifier': 'SVC', 'svc_c': 37020153.97602392, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:46:53,730] Trial 9556 finished with value: 0.9975782650272906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:46:58,527] Trial 9557 finished with value: 0.9969655128955711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 19, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:47:02,472] Trial 9558 finished with value: 0.9973113743936252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:47:05,188] Trial 9559 finished with value: 0.9975083957695796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:47:10,641] Trial 9560 finished with value: 0.9971736796090162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 26, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:47:12,998] Trial 9561 finished with value: 0.9975029872175537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 96}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:47:15,346] Trial 9562 finished with value: 0.9975110510581322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:47:18,303] Trial 9563 finished with value: 0.9975296640713474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:47:20,838] Trial 9564 finished with value: 0.9975568042351141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:47:23,118] Trial 9565 finished with value: 0.9973938051025203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:47:26,700] Trial 9566 finished with value: 0.9967367163518429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 21, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:47:30,163] Trial 9567 finished with value: 0.9969111641728469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:47:32,626] Trial 9568 finished with value: 0.9973960122200816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:47:35,346] Trial 9569 finished with value: 0.9972020652000101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:47:36,084] Trial 9570 finished with value: 0.9938927754554863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 8}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:47:37,433] Trial 9571 finished with value: 0.9971944587026783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:47:40,452] Trial 9572 finished with value: 0.9973727221818699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:47:43,239] Trial 9573 finished with value: 0.9974654434311939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:47:45,041] Trial 9574 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.6760550999360542e-06, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:47:47,156] Trial 9575 finished with value: 0.9973814825743036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 71}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:47:48,755] Trial 9576 finished with value: 0.9974561746609583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:47:52,644] Trial 9577 finished with value: 0.9973852414533749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:47:59,620] Trial 9578 finished with value: 0.9967767793346082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 31, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:48:01,996] Trial 9579 finished with value: 0.9973480698574559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:48:04,617] Trial 9580 finished with value: 0.9974379939497808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:48:07,103] Trial 9581 finished with value: 0.9973202881753656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:48:09,977] Trial 9582 finished with value: 0.9976889003893693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:48:12,606] Trial 9583 finished with value: 0.9959031221164064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 17, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:48:14,057] Trial 9584 finished with value: 0.9960280407111494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:48:16,914] Trial 9585 finished with value: 0.9973417245293533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:48:22,032] Trial 9586 finished with value: 0.9972063625126815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:48:37,237] Trial 9587 finished with value: 0.9961749621180526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 74, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:48:40,495] Trial 9588 finished with value: 0.9973619404338474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:48:44,335] Trial 9589 finished with value: 0.9975279722821896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:48:47,079] Trial 9590 finished with value: 0.9974425557344353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:48:56,523] Trial 9591 finished with value: 0.9954171868236755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 62, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:48:58,381] Trial 9592 finished with value: 0.9969035754487433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 2, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:48:59,739] Trial 9593 finished with value: 0.9870573432859532 and parameters: {'classifier': 'SVC', 'svc_c': 215636.72674703455, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:49:02,028] Trial 9594 finished with value: 0.9975028116117116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:49:04,546] Trial 9595 finished with value: 0.9974135052660178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:49:15,263] Trial 9596 finished with value: 0.9961650506869287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 64, 'rf_n_estimators': 107}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:49:19,101] Trial 9597 finished with value: 0.9975096179329203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:49:22,044] Trial 9598 finished with value: 0.99722737538777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:49:23,313] Trial 9599 finished with value: 0.9962109419555459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:49:26,223] Trial 9600 finished with value: 0.9975524629971786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:49:28,419] Trial 9601 finished with value: 0.9972851792895289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:49:31,785] Trial 9602 finished with value: 0.9974892360074322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:49:34,816] Trial 9603 finished with value: 0.9976052229837308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:49:41,794] Trial 9604 finished with value: 0.9969442214886066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 35, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:49:44,357] Trial 9605 finished with value: 0.9972919837699389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 79}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:49:46,289] Trial 9606 finished with value: 0.9946717272021269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 18, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:49:48,945] Trial 9607 finished with value: 0.9973002330868486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:49:55,254] Trial 9608 finished with value: 0.9962699350766977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 40, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:49:57,843] Trial 9609 finished with value: 0.9975854787045417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:50:00,394] Trial 9610 finished with value: 0.9972009849368534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:50:03,436] Trial 9611 finished with value: 0.997311243696922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:50:05,904] Trial 9612 finished with value: 0.9850765916524669 and parameters: {'classifier': 'SVC', 'svc_c': 3.993102731282253e-10, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:50:08,168] Trial 9613 finished with value: 0.9977025789514204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:50:09,638] Trial 9614 finished with value: 0.9954089757509443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:50:13,437] Trial 9615 finished with value: 0.9972902221573848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:50:16,881] Trial 9616 finished with value: 0.9972562665953678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:50:19,970] Trial 9617 finished with value: 0.9973736652420525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:50:22,494] Trial 9618 finished with value: 0.9972764955441417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:50:25,933] Trial 9619 finished with value: 0.997360542823354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:50:28,941] Trial 9620 finished with value: 0.9974818580230345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:50:30,773] Trial 9621 finished with value: 0.9974510924063593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:50:36,929] Trial 9622 finished with value: 0.997318901577926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 23, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:50:39,966] Trial 9623 finished with value: 0.997455872611293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:50:42,274] Trial 9624 finished with value: 0.9946959191681931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 26, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:50:44,940] Trial 9625 finished with value: 0.9975253242616177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:50:49,174] Trial 9626 finished with value: 0.9973158314749228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 19, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:50:51,915] Trial 9627 finished with value: 0.9974023461542755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:50:52,945] Trial 9628 finished with value: 0.9893710891080949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:50:55,309] Trial 9629 finished with value: 0.9975596565525963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:50:56,579] Trial 9630 finished with value: 0.987223095015524 and parameters: {'classifier': 'SVC', 'svc_c': 2.0479851042534785, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:50:59,588] Trial 9631 finished with value: 0.9973273842319315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:51:02,741] Trial 9632 finished with value: 0.9973786930661402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:51:11,664] Trial 9633 finished with value: 0.9971175332512129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 37, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:51:13,071] Trial 9634 finished with value: 0.9973794728030511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:51:16,810] Trial 9635 finished with value: 0.9974569435435047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:51:22,390] Trial 9636 finished with value: 0.9969351216909904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 29, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:51:24,106] Trial 9637 finished with value: 0.997064090931388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 1, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:51:27,338] Trial 9638 finished with value: 0.9975552775782889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:51:29,791] Trial 9639 finished with value: 0.997411015776294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:51:31,758] Trial 9640 finished with value: 0.9972470996086015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:51:34,413] Trial 9641 finished with value: 0.9971954437521123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:51:36,411] Trial 9642 finished with value: 0.9963870988311294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:51:38,750] Trial 9643 finished with value: 0.997414080420377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:51:41,656] Trial 9644 finished with value: 0.9975725596940922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:51:43,976] Trial 9645 finished with value: 0.9975765709847416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:51:46,050] Trial 9646 finished with value: 0.997423801804911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:51:48,446] Trial 9647 finished with value: 0.9972695432602966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:52:57,608] Trial 9648 finished with value: 0.9899423098075465 and parameters: {'classifier': 'SVC', 'svc_c': 221734097.22021866, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:53:03,203] Trial 9649 finished with value: 0.9973442161455172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 24, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:53:06,715] Trial 9650 finished with value: 0.9971505552426816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:53:10,783] Trial 9651 finished with value: 0.9972389626121463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:53:13,372] Trial 9652 finished with value: 0.997280973731148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:53:15,657] Trial 9653 finished with value: 0.9968958014387358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:53:19,201] Trial 9654 finished with value: 0.9880751511282603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 66, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:53:20,411] Trial 9655 finished with value: 0.9972688664494199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:53:23,075] Trial 9656 finished with value: 0.9972947807047726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:53:25,212] Trial 9657 finished with value: 0.9963484888415058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 81}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:53:26,770] Trial 9658 finished with value: 0.997568754509414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:53:29,427] Trial 9659 finished with value: 0.9973594025755522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:53:31,382] Trial 9660 finished with value: 0.9970492937033123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 96}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:53:34,643] Trial 9661 finished with value: 0.9973195976219748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:53:44,919] Trial 9662 finished with value: 0.9969847054112387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 45, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:53:53,826] Trial 9663 finished with value: 0.9969333383697077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 39, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:54:04,836] Trial 9664 finished with value: 0.9969986409868646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 53, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:54:07,011] Trial 9665 finished with value: 0.99760469153247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:54:10,894] Trial 9666 finished with value: 0.9973744773198909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:54:13,451] Trial 9667 finished with value: 0.9852053993786534 and parameters: {'classifier': 'SVC', 'svc_c': 0.00019511668898238176, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:54:18,430] Trial 9668 finished with value: 0.9970459256130958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 25, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:54:20,656] Trial 9669 finished with value: 0.9974671778126235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:54:23,625] Trial 9670 finished with value: 0.9973624898170258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:54:25,666] Trial 9671 finished with value: 0.9973876755287124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 76}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:54:28,556] Trial 9672 finished with value: 0.9974153727244935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:54:41,930] Trial 9673 finished with value: 0.9966572543750744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 61, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:54:42,951] Trial 9674 finished with value: 0.9971975485783978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 26}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:54:47,893] Trial 9675 finished with value: 0.9967662336848792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 21, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:54:49,929] Trial 9676 finished with value: 0.9972091395795851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:54:54,008] Trial 9677 finished with value: 0.9975074431880246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:55:06,910] Trial 9678 finished with value: 0.9965963683099073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 63, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:55:08,210] Trial 9679 finished with value: 0.9941284529997194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:55:11,283] Trial 9680 finished with value: 0.9973267750862734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:55:13,651] Trial 9681 finished with value: 0.9976197042926757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:55:17,092] Trial 9682 finished with value: 0.9975640387641703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:55:19,855] Trial 9683 finished with value: 0.9974667124714242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:55:21,398] Trial 9684 finished with value: 0.9972463483723316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:55:25,072] Trial 9685 finished with value: 0.9972148876637451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:55:26,373] Trial 9686 finished with value: 0.9970458078337211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:55:28,898] Trial 9687 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.0577119886150788e-07, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:55:32,299] Trial 9688 finished with value: 0.9970535878421929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:55:34,465] Trial 9689 finished with value: 0.9973056199936217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:55:36,002] Trial 9690 finished with value: 0.9958329003774948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:55:37,131] Trial 9691 finished with value: 0.9965990288352149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 107}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:55:40,275] Trial 9692 finished with value: 0.9974352014899921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:55:48,613] Trial 9693 finished with value: 0.9965739804851914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 38, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:55:50,923] Trial 9694 finished with value: 0.9975488662988145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:55:53,627] Trial 9695 finished with value: 0.997103630587797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:55:58,010] Trial 9696 finished with value: 0.9971274040578152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 19, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:56:01,605] Trial 9697 finished with value: 0.9973475651929893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:56:04,303] Trial 9698 finished with value: 0.9975492515970114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:56:06,881] Trial 9699 finished with value: 0.9974584728980519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:56:10,057] Trial 9700 finished with value: 0.9972645144840717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:56:12,920] Trial 9701 finished with value: 0.9972729386768515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:56:21,284] Trial 9702 finished with value: 0.9963000905955776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 47, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:56:22,994] Trial 9703 finished with value: 0.9964542873782242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:56:24,481] Trial 9704 finished with value: 0.9867189762504176 and parameters: {'classifier': 'SVC', 'svc_c': 859360.1762265983, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:56:27,716] Trial 9705 finished with value: 0.9972748121655295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 108}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:56:29,463] Trial 9706 finished with value: 0.9969634406323786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:56:31,859] Trial 9707 finished with value: 0.9975472571234301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:56:36,726] Trial 9708 finished with value: 0.9965528854089226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 34, 'rf_n_estimators': 73}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:56:39,321] Trial 9709 finished with value: 0.9973993408918171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:56:42,571] Trial 9710 finished with value: 0.9972517775222594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 30, 'rf_n_estimators': 50}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:56:45,092] Trial 9711 finished with value: 0.9973911061743448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:56:48,068] Trial 9712 finished with value: 0.9974189191500121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:56:49,405] Trial 9713 finished with value: 0.9965640443302376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 5, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:56:53,503] Trial 9714 finished with value: 0.9974312246032344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:56:56,317] Trial 9715 finished with value: 0.9969413510487793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:56:59,231] Trial 9716 finished with value: 0.9973328014166679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:57:01,836] Trial 9717 finished with value: 0.9973621648208532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:57:03,773] Trial 9718 finished with value: 0.9975628200285235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 65}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:57:07,199] Trial 9719 finished with value: 0.997314212079932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:57:09,756] Trial 9720 finished with value: 0.9974623191198445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:57:12,767] Trial 9721 finished with value: 0.9973541796585473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:57:15,369] Trial 9722 finished with value: 0.9974286733198044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:57:16,254] Trial 9723 finished with value: 0.9920640676319553 and parameters: {'classifier': 'SVC', 'svc_c': 36.55544071052049, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:57:21,327] Trial 9724 finished with value: 0.9972399392192971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:57:24,109] Trial 9725 finished with value: 0.9974007039714672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:57:26,400] Trial 9726 finished with value: 0.9976978115368635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:57:29,565] Trial 9727 finished with value: 0.9974981477896847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:57:31,598] Trial 9728 finished with value: 0.9971796158672294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 82}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:57:34,705] Trial 9729 finished with value: 0.9970518445741493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:57:37,044] Trial 9730 finished with value: 0.9973543555182927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:57:39,631] Trial 9731 finished with value: 0.9972488344026238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:57:47,549] Trial 9732 finished with value: 0.9962989496495419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 49, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:57:48,343] Trial 9733 finished with value: 0.9868899684797943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 2, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:57:50,834] Trial 9734 finished with value: 0.9975305846928292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:57:53,470] Trial 9735 finished with value: 0.9976154110424561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:57:57,879] Trial 9736 finished with value: 0.9972924701851088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 18, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:58:04,066] Trial 9737 finished with value: 0.994239671831489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 57, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:58:07,242] Trial 9738 finished with value: 0.9974162423114201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:58:09,396] Trial 9739 finished with value: 0.9975065247564583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:58:12,441] Trial 9740 finished with value: 0.9975807920946972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:58:19,400] Trial 9741 finished with value: 0.9971680227078644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 27, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:58:20,850] Trial 9742 finished with value: 0.9867074897938976 and parameters: {'classifier': 'SVC', 'svc_c': 2914143.098460145, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:58:23,830] Trial 9743 finished with value: 0.9973285775137765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:58:27,884] Trial 9744 finished with value: 0.997332843659823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:58:30,337] Trial 9745 finished with value: 0.9973134001290451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:58:33,637] Trial 9746 finished with value: 0.9974547392188793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:58:36,325] Trial 9747 finished with value: 0.9975983972071849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:58:39,200] Trial 9748 finished with value: 0.9974090086392876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 107}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:58:40,977] Trial 9749 finished with value: 0.9970267419205664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:58:43,249] Trial 9750 finished with value: 0.9974952597353187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:58:45,336] Trial 9751 finished with value: 0.9974784200142075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:58:47,347] Trial 9752 finished with value: 0.9973305119709748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:58:49,826] Trial 9753 finished with value: 0.9974033426610943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:58:55,840] Trial 9754 finished with value: 0.996427567106973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 36, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:58:58,807] Trial 9755 finished with value: 0.9975462415421289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:59:09,860] Trial 9756 finished with value: 0.9963912361847472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 46, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:59:12,093] Trial 9757 finished with value: 0.9976066833083292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:59:15,091] Trial 9758 finished with value: 0.9970963072878135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:59:17,065] Trial 9759 finished with value: 0.996894142276147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:59:32,183] Trial 9760 finished with value: 0.9963472123111297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 61, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:59:33,631] Trial 9761 finished with value: 0.9950395602505023 and parameters: {'classifier': 'SVC', 'svc_c': 1256.530656610702, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:59:36,907] Trial 9762 finished with value: 0.997521604293221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:59:38,892] Trial 9763 finished with value: 0.9975507000833703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 97}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:59:43,560] Trial 9764 finished with value: 0.9972732003241607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 23, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:59:50,950] Trial 9765 finished with value: 0.9972070475119384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 30, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:59:54,035] Trial 9766 finished with value: 0.9974378892464241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 07:59:56,571] Trial 9767 finished with value: 0.9975110279846735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:00:00,263] Trial 9768 finished with value: 0.9972918305393215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:00:02,274] Trial 9769 finished with value: 0.9946890858062872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 19, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:00:05,782] Trial 9770 finished with value: 0.9973190713757311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:00:07,489] Trial 9771 finished with value: 0.9963323307871716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:00:10,543] Trial 9772 finished with value: 0.9971116416482353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:00:12,443] Trial 9773 finished with value: 0.9969437518945279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 69}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:00:24,447] Trial 9774 finished with value: 0.9964780264443505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 54, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:00:25,552] Trial 9775 finished with value: 0.995653473735732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 2, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:00:31,623] Trial 9776 finished with value: 0.9965598444212042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 25, 'rf_n_estimators': 107}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:00:33,930] Trial 9777 finished with value: 0.9974958166721187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:00:36,442] Trial 9778 finished with value: 0.9970604363113428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:00:38,327] Trial 9779 finished with value: 0.9852066289686644 and parameters: {'classifier': 'SVC', 'svc_c': 9.190829465992062e-09, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:00:40,399] Trial 9780 finished with value: 0.9974854445970059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:00:44,049] Trial 9781 finished with value: 0.9973954162456552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:00:45,492] Trial 9782 finished with value: 0.994397724833369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:00:48,029] Trial 9783 finished with value: 0.9975505466305877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:00:51,259] Trial 9784 finished with value: 0.997701559371143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:00:54,128] Trial 9785 finished with value: 0.9974610283074098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:00:55,314] Trial 9786 finished with value: 0.9900372726735371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:01:00,725] Trial 9787 finished with value: 0.9970184358245402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 34, 'rf_n_estimators': 77}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:01:09,177] Trial 9788 finished with value: 0.9960855763958522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 51, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:01:12,857] Trial 9789 finished with value: 0.9969870503982702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:01:15,419] Trial 9790 finished with value: 0.9974909734039631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:01:17,869] Trial 9791 finished with value: 0.9975636381365645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:01:20,373] Trial 9792 finished with value: 0.9976807578705182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:01:23,042] Trial 9793 finished with value: 0.9971962010185846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:01:26,161] Trial 9794 finished with value: 0.9966381450762002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:01:28,736] Trial 9795 finished with value: 0.9971350017002708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:01:29,740] Trial 9796 finished with value: 0.9972143905211625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 63}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:01:32,147] Trial 9797 finished with value: 0.9972856688150138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:01:33,971] Trial 9798 finished with value: 0.9853109323008237 and parameters: {'classifier': 'SVC', 'svc_c': 0.0016199842495671882, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:01:38,511] Trial 9799 finished with value: 0.9971458497487822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:01:42,247] Trial 9800 finished with value: 0.997310306254349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:01:45,974] Trial 9801 finished with value: 0.9970958660039481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 112}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:01:47,949] Trial 9802 finished with value: 0.9964992597074686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:01:51,374] Trial 9803 finished with value: 0.9973557503675883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:01:53,732] Trial 9804 finished with value: 0.9975263434610403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:01:55,385] Trial 9805 finished with value: 0.9971527585834319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 39}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:01:57,239] Trial 9806 finished with value: 0.9973160676049543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:01:58,507] Trial 9807 finished with value: 0.9971027052691047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 3, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:02:07,734] Trial 9808 finished with value: 0.9969830041959225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 43, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:02:10,586] Trial 9809 finished with value: 0.9974369373631032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:02:14,129] Trial 9810 finished with value: 0.9974651256712642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:02:16,230] Trial 9811 finished with value: 0.9973959191327989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:02:19,159] Trial 9812 finished with value: 0.9975144362868188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:02:25,460] Trial 9813 finished with value: 0.9970029212880176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 29, 'rf_n_estimators': 115}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:02:26,996] Trial 9814 finished with value: 0.9956941893450888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:02:40,637] Trial 9815 finished with value: 0.996586952021878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 63, 'rf_n_estimators': 106}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:02:44,540] Trial 9816 finished with value: 0.997349206233233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:02:46,413] Trial 9817 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 4.003939516498024e-09, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:02:48,381] Trial 9818 finished with value: 0.9968562735253524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:02:49,484] Trial 9819 finished with value: 0.9964437839081741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 122}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:02:52,626] Trial 9820 finished with value: 0.9975166243616355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:02:55,787] Trial 9821 finished with value: 0.9974901930322942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:02:57,225] Trial 9822 finished with value: 0.9955733533878113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:02:59,388] Trial 9823 finished with value: 0.997470675171337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:03:02,230] Trial 9824 finished with value: 0.9974077538811157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:03:04,554] Trial 9825 finished with value: 0.9978202254711626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 95}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:03:07,169] Trial 9826 finished with value: 0.9972935413077483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 93}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:03:10,191] Trial 9827 finished with value: 0.9974528490995379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 97}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:03:12,050] Trial 9828 finished with value: 0.9974065442225103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 91}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:03:20,861] Trial 9829 finished with value: 0.9966742484693675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 53, 'rf_n_estimators': 84}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:03:22,480] Trial 9830 finished with value: 0.9974150611534558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 88}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:03:25,404] Trial 9831 finished with value: 0.9970474835000217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 17, 'rf_n_estimators': 91}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:03:27,802] Trial 9832 finished with value: 0.9976101348057668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 99}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:03:29,909] Trial 9833 finished with value: 0.9972088340704879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 93}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:03:32,917] Trial 9834 finished with value: 0.9971081861835595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 100}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:03:34,039] Trial 9835 finished with value: 0.9971993662718347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 2, 'rf_n_estimators': 98}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:03:35,958] Trial 9836 finished with value: 0.9853594384873753 and parameters: {'classifier': 'SVC', 'svc_c': 0.005037117871254416, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:03:38,510] Trial 9837 finished with value: 0.9976959082780285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 92}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:03:40,420] Trial 9838 finished with value: 0.9971972559231531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 99}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:03:47,940] Trial 9839 finished with value: 0.9967610617389536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 37, 'rf_n_estimators': 96}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:03:49,963] Trial 9840 finished with value: 0.9974404630002925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 82}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:04:01,577] Trial 9841 finished with value: 0.9961590652984347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 66, 'rf_n_estimators': 89}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:04:03,290] Trial 9842 finished with value: 0.9975428378102421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 89}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:04:05,394] Trial 9843 finished with value: 0.9970598508421636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 95}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:04:06,952] Trial 9844 finished with value: 0.9888662017143456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:04:11,667] Trial 9845 finished with value: 0.9970886445509097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 25, 'rf_n_estimators': 92}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:04:14,311] Trial 9846 finished with value: 0.9973216383694252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 95}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:04:17,700] Trial 9847 finished with value: 0.9966512703513105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 98}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:04:23,485] Trial 9848 finished with value: 0.9970246669913897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 31, 'rf_n_estimators': 97}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:04:35,543] Trial 9849 finished with value: 0.9968109913389176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 62, 'rf_n_estimators': 98}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:04:37,949] Trial 9850 finished with value: 0.9974966997793943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 91}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:04:44,109] Trial 9851 finished with value: 0.9968341221480473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 34, 'rf_n_estimators': 89}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:04:46,373] Trial 9852 finished with value: 0.9975657321402235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 87}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:04:48,339] Trial 9853 finished with value: 0.9977038755718923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 93}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:04:50,866] Trial 9854 finished with value: 0.9974005288099557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 92}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:04:53,683] Trial 9855 finished with value: 0.9973120941776284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 93}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:04:57,555] Trial 9856 finished with value: 0.9967964626770148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 20, 'rf_n_estimators': 92}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:04:59,454] Trial 9857 finished with value: 0.9854045024439587 and parameters: {'classifier': 'SVC', 'svc_c': 0.18161293116437968, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:05:00,651] Trial 9858 finished with value: 0.9968676198272733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 4, 'rf_n_estimators': 93}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:05:03,115] Trial 9859 finished with value: 0.9973948199855874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 84}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:05:05,175] Trial 9860 finished with value: 0.9974070876707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 84}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:05:07,664] Trial 9861 finished with value: 0.9973313071325086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 97}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:05:08,903] Trial 9862 finished with value: 0.9973233967764505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 4, 'rf_n_estimators': 93}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:05:12,794] Trial 9863 finished with value: 0.9971999586281396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 84}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:05:15,368] Trial 9864 finished with value: 0.9971939237285099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 94}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:05:22,916] Trial 9865 finished with value: 0.9970941645029906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 41, 'rf_n_estimators': 96}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:05:24,304] Trial 9866 finished with value: 0.9966201938618319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 5, 'rf_n_estimators': 84}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:05:26,573] Trial 9867 finished with value: 0.9976283585218088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 95}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:05:29,218] Trial 9868 finished with value: 0.9971623835799409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 100}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:05:31,577] Trial 9869 finished with value: 0.9972631801272279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 96}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:05:33,850] Trial 9870 finished with value: 0.9967512008663162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 10, 'rf_n_estimators': 95}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:05:35,586] Trial 9871 finished with value: 0.9973312513372673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 91}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:05:38,401] Trial 9872 finished with value: 0.9975161256638955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 84}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:05:40,896] Trial 9873 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 5.959508365601745e-07, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:05:42,784] Trial 9874 finished with value: 0.9968151726177993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 83}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:05:44,971] Trial 9875 finished with value: 0.997482273503981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 94}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:05:46,956] Trial 9876 finished with value: 0.9965066658433904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 94}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:05:48,850] Trial 9877 finished with value: 0.9974356938084127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 86}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:05:51,502] Trial 9878 finished with value: 0.9953254950251184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 21, 'rf_n_estimators': 95}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:05:53,280] Trial 9879 finished with value: 0.9970230678769217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 93}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:05:55,132] Trial 9880 finished with value: 0.9974264184049545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 88}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:05:57,400] Trial 9881 finished with value: 0.9974881172461941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 90}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:06:00,462] Trial 9882 finished with value: 0.9978191271173987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 98}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:06:04,157] Trial 9883 finished with value: 0.9972590448365741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 98}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:06:07,167] Trial 9884 finished with value: 0.9974707947915104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 97}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:06:10,232] Trial 9885 finished with value: 0.9973042602464518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 98}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:06:13,450] Trial 9886 finished with value: 0.9973410164248998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 95}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:06:16,636] Trial 9887 finished with value: 0.9971904646774505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 94}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:06:20,093] Trial 9888 finished with value: 0.9973254721499579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 90}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:06:23,058] Trial 9889 finished with value: 0.9971738419484129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 90}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:06:26,522] Trial 9890 finished with value: 0.9972614993193861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 101}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:06:29,945] Trial 9891 finished with value: 0.997425146032244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 102}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:06:30,849] Trial 9892 finished with value: 0.9923414617039331 and parameters: {'classifier': 'SVC', 'svc_c': 191.24053203371645, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:06:34,552] Trial 9893 finished with value: 0.9973772784758664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 94}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:06:38,331] Trial 9894 finished with value: 0.9967844678426929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 19, 'rf_n_estimators': 96}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:06:41,289] Trial 9895 finished with value: 0.9973293074539105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 102}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:06:44,813] Trial 9896 finished with value: 0.9974242842845804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 99}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:06:48,614] Trial 9897 finished with value: 0.9968561031880032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 15, 'rf_n_estimators': 99}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:06:51,641] Trial 9898 finished with value: 0.9974603953265833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 101}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:06:55,064] Trial 9899 finished with value: 0.9972150152818711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 98}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:06:58,180] Trial 9900 finished with value: 0.997367596319386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 98}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:07:01,171] Trial 9901 finished with value: 0.9970958620684476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 96}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:07:05,376] Trial 9902 finished with value: 0.9973990802283831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 98}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:07:08,404] Trial 9903 finished with value: 0.9973850675931178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 100}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:07:11,637] Trial 9904 finished with value: 0.9969252698319188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 95}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:07:14,664] Trial 9905 finished with value: 0.9974738240478267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 101}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:07:17,399] Trial 9906 finished with value: 0.9974454745428338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 92}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:07:19,895] Trial 9907 finished with value: 0.9958810400229532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 15, 'rf_n_estimators': 94}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:07:22,834] Trial 9908 finished with value: 0.9973435396202817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 96}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:07:26,036] Trial 9909 finished with value: 0.9971190438486567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 94}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:07:29,049] Trial 9910 finished with value: 0.9969941273803536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 100}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:07:29,975] Trial 9911 finished with value: 0.9958383626300601 and parameters: {'classifier': 'SVC', 'svc_c': 7560.603601617045, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:07:33,281] Trial 9912 finished with value: 0.9973154681393579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 95}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:07:36,375] Trial 9913 finished with value: 0.9974887481957947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 99}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:07:39,418] Trial 9914 finished with value: 0.9973266905364878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 95}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:07:41,482] Trial 9915 finished with value: 0.9964433385935944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 97}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:07:43,015] Trial 9916 finished with value: 0.9944209395892641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 17, 'rf_n_estimators': 93}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:07:47,197] Trial 9917 finished with value: 0.9968284133871549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 17, 'rf_n_estimators': 98}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:07:50,634] Trial 9918 finished with value: 0.9972800200705042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 94}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:07:53,642] Trial 9919 finished with value: 0.9972936418851769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 98}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:07:56,499] Trial 9920 finished with value: 0.9972489358052382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 13, 'rf_n_estimators': 99}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:07:59,358] Trial 9921 finished with value: 0.9973809627073793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 94}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:08:02,835] Trial 9922 finished with value: 0.9972738811022759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 95}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:08:05,874] Trial 9923 finished with value: 0.9971615642975976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 16, 'rf_n_estimators': 103}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:08:08,544] Trial 9924 finished with value: 0.99721144841714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 98}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:08:12,176] Trial 9925 finished with value: 0.9970484450634044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 18, 'rf_n_estimators': 96}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:08:15,825] Trial 9926 finished with value: 0.9975219608368736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 100}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:08:18,705] Trial 9927 finished with value: 0.9973398917921487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 92}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:08:21,502] Trial 9928 finished with value: 0.9972111094245503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 98}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:08:24,336] Trial 9929 finished with value: 0.9969068208084716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 13, 'rf_n_estimators': 95}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:08:26,293] Trial 9930 finished with value: 0.9853936891484562 and parameters: {'classifier': 'SVC', 'svc_c': 0.03546406108112447, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:08:30,109] Trial 9931 finished with value: 0.9971309891401052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 97}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:08:33,029] Trial 9932 finished with value: 0.9972355692585554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 96}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:08:35,914] Trial 9933 finished with value: 0.9974174778046822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 103}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:08:38,476] Trial 9934 finished with value: 0.9967628285247866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 17, 'rf_n_estimators': 96}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:08:41,546] Trial 9935 finished with value: 0.9974846275045781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 97}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:08:45,150] Trial 9936 finished with value: 0.9974113181116003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 14, 'rf_n_estimators': 97}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:08:47,954] Trial 9937 finished with value: 0.9971686478811659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 100}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:08:50,287] Trial 9938 finished with value: 0.9972281898776895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 82}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:08:52,777] Trial 9939 finished with value: 0.9973100248977994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 92}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:08:54,734] Trial 9940 finished with value: 0.9956746634544409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 18, 'rf_n_estimators': 100}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:08:58,537] Trial 9941 finished with value: 0.9973690286194122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 99}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:08:59,702] Trial 9942 finished with value: 0.9906782705272924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 15, 'rf_n_estimators': 91}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:09:03,651] Trial 9943 finished with value: 0.9970127817163243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 100}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:09:06,267] Trial 9944 finished with value: 0.9973389232464264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 12, 'rf_n_estimators': 96}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:09:08,876] Trial 9945 finished with value: 0.9972509432913615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 92}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:09:12,659] Trial 9946 finished with value: 0.9969267314895095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 15, 'rf_n_estimators': 99}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:09:14,023] Trial 9947 finished with value: 0.9944247731158938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 100}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:09:16,367] Trial 9948 finished with value: 0.9970813660331136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 14, 'rf_n_estimators': 91}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:09:17,332] Trial 9949 finished with value: 0.9909915026317928 and parameters: {'classifier': 'SVC', 'svc_c': 10.574749080502965, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:09:20,123] Trial 9950 finished with value: 0.9973645253277214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 98}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:09:23,237] Trial 9951 finished with value: 0.9976047466929533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 96}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:09:25,822] Trial 9952 finished with value: 0.9974988478644478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 95}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:09:29,195] Trial 9953 finished with value: 0.9968915059668629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 90}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:09:31,924] Trial 9954 finished with value: 0.9974121049895404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 99}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:09:35,524] Trial 9955 finished with value: 0.9972348273532304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 88}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:09:43,892] Trial 9956 finished with value: 0.9967088659889205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 46, 'rf_n_estimators': 94}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:09:46,442] Trial 9957 finished with value: 0.9970939331019073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 91}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:09:49,054] Trial 9958 finished with value: 0.9976970033310497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 93}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:09:51,679] Trial 9959 finished with value: 0.9972159285718963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 88}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:09:54,674] Trial 9960 finished with value: 0.9972808052028593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 96}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:09:58,208] Trial 9961 finished with value: 0.9969727212408538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 17, 'rf_n_estimators': 100}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:10:00,771] Trial 9962 finished with value: 0.9973816614491503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 94}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:10:04,890] Trial 9963 finished with value: 0.9972027574355099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 19, 'rf_n_estimators': 102}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:10:07,703] Trial 9964 finished with value: 0.9970126532095369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 13, 'rf_n_estimators': 98}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:10:11,587] Trial 9965 finished with value: 0.997263119412611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 96}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:10:14,902] Trial 9966 finished with value: 0.9974798423485308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 100}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:10:16,774] Trial 9967 finished with value: 0.9852053993786534 and parameters: {'classifier': 'SVC', 'svc_c': 8.668031997870577e-05, 'svc_kernel': 'sigmoid'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:10:28,677] Trial 9968 finished with value: 0.9963560579515828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 73, 'rf_n_estimators': 92}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:10:31,510] Trial 9969 finished with value: 0.9969036893243551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:10:35,165] Trial 9970 finished with value: 0.9975533866654999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 102}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:10:38,028] Trial 9971 finished with value: 0.9974353857285448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 99}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:10:51,334] Trial 9972 finished with value: 0.9964971784624481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 73, 'rf_n_estimators': 96}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:10:53,781] Trial 9973 finished with value: 0.9975102641167165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 90}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:10:56,139] Trial 9974 finished with value: 0.9973098608762935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 92}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:10:59,413] Trial 9975 finished with value: 0.9961686429737237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 20, 'rf_n_estimators': 100}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:11:02,304] Trial 9976 finished with value: 0.9973399410811189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 93}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:11:05,356] Trial 9977 finished with value: 0.9973315031140872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 100}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:11:07,856] Trial 9978 finished with value: 0.9966106120606147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 17, 'rf_n_estimators': 94}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:11:10,669] Trial 9979 finished with value: 0.9974832923542866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 86}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:11:12,176] Trial 9980 finished with value: 0.9958752048182373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 13, 'rf_n_estimators': 89}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:11:14,662] Trial 9981 finished with value: 0.9974633676133559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 89}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:11:26,676] Trial 9982 finished with value: 0.9962993338686498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 58, 'rf_n_estimators': 102}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:11:29,326] Trial 9983 finished with value: 0.9959951724581043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 24, 'rf_n_estimators': 94}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:11:32,772] Trial 9984 finished with value: 0.9970690183367367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 14, 'rf_n_estimators': 91}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:11:35,044] Trial 9985 finished with value: 0.9973143932081698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 86}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:11:36,822] Trial 9986 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.0408049531038667e-05, 'svc_kernel': 'rbf'}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:11:39,633] Trial 9987 finished with value: 0.9975376448220841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 101}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:11:41,578] Trial 9988 finished with value: 0.996889527203546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 97}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:11:45,023] Trial 9989 finished with value: 0.9974297298112685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 98}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:11:48,274] Trial 9990 finished with value: 0.9972359787092997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 19, 'rf_n_estimators': 97}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:11:51,137] Trial 9991 finished with value: 0.997177040399514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 88}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:12:00,999] Trial 9992 finished with value: 0.996540351633194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 58, 'rf_n_estimators': 101}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:12:04,214] Trial 9993 finished with value: 0.9972735173223807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 92}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:12:07,267] Trial 9994 finished with value: 0.9971756667511409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 97}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:12:09,807] Trial 9995 finished with value: 0.9964930894456634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 99}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:12:12,431] Trial 9996 finished with value: 0.9969585660071703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 86}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:12:15,097] Trial 9997 finished with value: 0.9973557520179593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:12:17,195] Trial 9998 finished with value: 0.990982126619168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 38, 'rf_n_estimators': 101}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:12:20,798] Trial 9999 finished with value: 0.9972330354944505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 102}. Best is trial 4182 with value: 0.9978785961167351.
[I 2023-09-10 08:12:20,799] A new study created in memory with name: no-name-fdf9c938-6a5a-4abe-a1b0-1de4831ef070
[I 2023-09-10 08:12:22,610] Trial 0 finished with value: 0.9853809054367062 and parameters: {'classifier': 'SVC', 'svc_c': 0.00784556613843048, 'svc_kernel': 'rbf'}. Best is trial 0 with value: 0.9853809054367062.
[I 2023-09-10 08:12:23,524] Trial 1 finished with value: 0.9907158580167508 and parameters: {'classifier': 'SVC', 'svc_c': 8.242789658162968, 'svc_kernel': 'rbf'}. Best is trial 1 with value: 0.9907158580167508.
[I 2023-09-10 08:12:24,692] Trial 2 finished with value: 0.99460243484436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 2 with value: 0.99460243484436.
[I 2023-09-10 08:12:25,545] Trial 3 finished with value: 0.9916107700798474 and parameters: {'classifier': 'SVC', 'svc_c': 59.15173125022658, 'svc_kernel': 'sigmoid'}. Best is trial 2 with value: 0.99460243484436.
[I 2023-09-10 08:12:26,860] Trial 4 finished with value: 0.9867338629793926 and parameters: {'classifier': 'SVC', 'svc_c': 127626734.43824747, 'svc_kernel': 'sigmoid'}. Best is trial 2 with value: 0.99460243484436.
[I 2023-09-10 08:12:28,652] Trial 5 finished with value: 0.985365338310471 and parameters: {'classifier': 'SVC', 'svc_c': 0.004636981387999099, 'svc_kernel': 'sigmoid'}. Best is trial 2 with value: 0.99460243484436.
[I 2023-09-10 08:12:29,007] Trial 6 finished with value: 0.9892979269790079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 1, 'rf_n_estimators': 70}. Best is trial 2 with value: 0.99460243484436.
[I 2023-09-10 08:12:30,926] Trial 7 finished with value: 0.9853963111439438 and parameters: {'classifier': 'SVC', 'svc_c': 0.054833885183679903, 'svc_kernel': 'sigmoid'}. Best is trial 2 with value: 0.99460243484436.
[I 2023-09-10 08:12:32,720] Trial 8 finished with value: 0.9850769189972445 and parameters: {'classifier': 'SVC', 'svc_c': 0.00011062459578675635, 'svc_kernel': 'rbf'}. Best is trial 2 with value: 0.99460243484436.
[I 2023-09-10 08:12:33,892] Trial 9 finished with value: 0.9870664355616853 and parameters: {'classifier': 'SVC', 'svc_c': 0.9080152667116589, 'svc_kernel': 'rbf'}. Best is trial 2 with value: 0.99460243484436.
[I 2023-09-10 08:12:36,012] Trial 10 finished with value: 0.9905076468702353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 40, 'rf_n_estimators': 122}. Best is trial 2 with value: 0.99460243484436.
[I 2023-09-10 08:12:39,345] Trial 11 finished with value: 0.997046313386849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 11 with value: 0.997046313386849.
[I 2023-09-10 08:12:42,668] Trial 12 finished with value: 0.997062868831523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 12 with value: 0.997062868831523.
[I 2023-09-10 08:12:44,961] Trial 13 finished with value: 0.9968301993744219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 12 with value: 0.997062868831523.
[I 2023-09-10 08:12:45,811] Trial 14 finished with value: 0.9928726252921322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 32, 'rf_n_estimators': 11}. Best is trial 12 with value: 0.997062868831523.
[I 2023-09-10 08:12:46,809] Trial 15 finished with value: 0.9971921823647407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 84}. Best is trial 15 with value: 0.9971921823647407.
[I 2023-09-10 08:12:47,603] Trial 16 finished with value: 0.997106443232895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 72}. Best is trial 15 with value: 0.9971921823647407.
[I 2023-09-10 08:12:48,294] Trial 17 finished with value: 0.9971642962966726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 74}. Best is trial 15 with value: 0.9971921823647407.
[I 2023-09-10 08:12:49,071] Trial 18 finished with value: 0.9971189044240294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 3, 'rf_n_estimators': 86}. Best is trial 15 with value: 0.9971921823647407.
[I 2023-09-10 08:12:49,468] Trial 19 finished with value: 0.9965746527258097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 29}. Best is trial 15 with value: 0.9971921823647407.
[I 2023-09-10 08:12:49,846] Trial 20 finished with value: 0.9940698135340705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 1, 'rf_n_estimators': 46}. Best is trial 15 with value: 0.9971921823647407.
[I 2023-09-10 08:12:50,788] Trial 21 finished with value: 0.9973255807253395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 91}. Best is trial 21 with value: 0.9973255807253395.
[I 2023-09-10 08:12:51,908] Trial 22 finished with value: 0.997323932353639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 93}. Best is trial 21 with value: 0.9973255807253395.
[I 2023-09-10 08:12:53,110] Trial 23 finished with value: 0.997465615577604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 98}. Best is trial 23 with value: 0.997465615577604.
[I 2023-09-10 08:12:54,621] Trial 24 finished with value: 0.9970431125236671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 101}. Best is trial 23 with value: 0.997465615577604.
[I 2023-09-10 08:12:55,476] Trial 25 finished with value: 0.9969695875668215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 2, 'rf_n_estimators': 101}. Best is trial 23 with value: 0.997465615577604.
[I 2023-09-10 08:12:56,981] Trial 26 finished with value: 0.9975572493910043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 99}. Best is trial 26 with value: 0.9975572493910043.
[I 2023-09-10 08:12:58,396] Trial 27 finished with value: 0.9972499982634287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 26 with value: 0.9975572493910043.
[I 2023-09-10 08:12:58,909] Trial 28 finished with value: 0.9971156976575962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 2, 'rf_n_estimators': 51}. Best is trial 26 with value: 0.9975572493910043.
[I 2023-09-10 08:13:09,894] Trial 29 finished with value: 0.9955838216287837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 72, 'rf_n_estimators': 110}. Best is trial 26 with value: 0.9975572493910043.
[I 2023-09-10 08:13:11,491] Trial 30 finished with value: 0.997538018345517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 87}. Best is trial 26 with value: 0.9975572493910043.
[I 2023-09-10 08:13:13,156] Trial 31 finished with value: 0.9974972838521055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 84}. Best is trial 26 with value: 0.9975572493910043.
[I 2023-09-10 08:13:14,447] Trial 32 finished with value: 0.9968949206483276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 58}. Best is trial 26 with value: 0.9975572493910043.
[I 2023-09-10 08:13:15,699] Trial 33 finished with value: 0.9969692142972919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 79}. Best is trial 26 with value: 0.9975572493910043.
[I 2023-09-10 08:13:17,813] Trial 34 finished with value: 0.9975938703977043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 94}. Best is trial 34 with value: 0.9975938703977043.
[I 2023-09-10 08:13:20,193] Trial 35 finished with value: 0.9976437780667742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 35 with value: 0.9976437780667742.
[I 2023-09-10 08:13:21,939] Trial 36 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.5770968125082603e-10, 'svc_kernel': 'rbf'}. Best is trial 35 with value: 0.9976437780667742.
[I 2023-09-10 08:13:24,327] Trial 37 finished with value: 0.9972321109374679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 35 with value: 0.9976437780667742.
[I 2023-09-10 08:13:28,618] Trial 38 finished with value: 0.9962989755476744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 21, 'rf_n_estimators': 109}. Best is trial 35 with value: 0.9976437780667742.
[I 2023-09-10 08:13:30,229] Trial 39 finished with value: 0.9867325520133865 and parameters: {'classifier': 'SVC', 'svc_c': 2587872143.6746845, 'svc_kernel': 'sigmoid'}. Best is trial 35 with value: 0.9976437780667742.
[I 2023-09-10 08:13:32,824] Trial 40 finished with value: 0.996326725967926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 19, 'rf_n_estimators': 114}. Best is trial 35 with value: 0.9976437780667742.
[I 2023-09-10 08:13:34,520] Trial 41 finished with value: 0.9973810893098923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 85}. Best is trial 35 with value: 0.9976437780667742.
[I 2023-09-10 08:13:36,402] Trial 42 finished with value: 0.9976030247845215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 94}. Best is trial 35 with value: 0.9976437780667742.
[I 2023-09-10 08:13:38,739] Trial 43 finished with value: 0.9975177437893702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 95}. Best is trial 35 with value: 0.9976437780667742.
[I 2023-09-10 08:13:39,946] Trial 44 finished with value: 0.9874529387832472 and parameters: {'classifier': 'SVC', 'svc_c': 74833.25951944411, 'svc_kernel': 'sigmoid'}. Best is trial 35 with value: 0.9976437780667742.
[I 2023-09-10 08:13:42,162] Trial 45 finished with value: 0.997426815795294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 63}. Best is trial 35 with value: 0.9976437780667742.
[I 2023-09-10 08:13:43,948] Trial 46 finished with value: 0.9970703440291316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 35 with value: 0.9976437780667742.
[I 2023-09-10 08:13:45,727] Trial 47 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 3.505949133394519e-08, 'svc_kernel': 'rbf'}. Best is trial 35 with value: 0.9976437780667742.
[I 2023-09-10 08:13:48,379] Trial 48 finished with value: 0.9974069523085244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 14, 'rf_n_estimators': 94}. Best is trial 35 with value: 0.9976437780667742.
[I 2023-09-10 08:13:49,894] Trial 49 finished with value: 0.9972861129235531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 35 with value: 0.9976437780667742.
[I 2023-09-10 08:13:53,814] Trial 50 finished with value: 0.9971708119621244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 17, 'rf_n_estimators': 118}. Best is trial 35 with value: 0.9976437780667742.
[I 2023-09-10 08:13:56,196] Trial 51 finished with value: 0.9972008057446279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 93}. Best is trial 35 with value: 0.9976437780667742.
[I 2023-09-10 08:13:58,484] Trial 52 finished with value: 0.9973316686272747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 35 with value: 0.9976437780667742.
[I 2023-09-10 08:14:00,236] Trial 53 finished with value: 0.9972456969517808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 78}. Best is trial 35 with value: 0.9976437780667742.
[I 2023-09-10 08:14:01,899] Trial 54 finished with value: 0.9972801885035792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 89}. Best is trial 35 with value: 0.9976437780667742.
[I 2023-09-10 08:14:05,557] Trial 55 finished with value: 0.9968868570616526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 35 with value: 0.9976437780667742.
[I 2023-09-10 08:14:09,989] Trial 56 finished with value: 0.9970596599703881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 26, 'rf_n_estimators': 99}. Best is trial 35 with value: 0.9976437780667742.
[I 2023-09-10 08:14:11,962] Trial 57 finished with value: 0.9970942678416175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 12, 'rf_n_estimators': 80}. Best is trial 35 with value: 0.9976437780667742.
[I 2023-09-10 08:14:12,978] Trial 58 finished with value: 0.9964287409017429 and parameters: {'classifier': 'SVC', 'svc_c': 33655.19803320097, 'svc_kernel': 'rbf'}. Best is trial 35 with value: 0.9976437780667742.
[I 2023-09-10 08:14:15,049] Trial 59 finished with value: 0.997255148310198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 69}. Best is trial 35 with value: 0.9976437780667742.
[I 2023-09-10 08:14:16,466] Trial 60 finished with value: 0.9973898332938278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 7, 'rf_n_estimators': 96}. Best is trial 35 with value: 0.9976437780667742.
[I 2023-09-10 08:14:18,068] Trial 61 finished with value: 0.9972882182259072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 86}. Best is trial 35 with value: 0.9976437780667742.
[I 2023-09-10 08:14:19,916] Trial 62 finished with value: 0.9969785998947649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 89}. Best is trial 35 with value: 0.9976437780667742.
[I 2023-09-10 08:14:21,089] Trial 63 finished with value: 0.997153931933871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 82}. Best is trial 35 with value: 0.9976437780667742.
[I 2023-09-10 08:14:22,772] Trial 64 finished with value: 0.9973254959851264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 96}. Best is trial 35 with value: 0.9976437780667742.
[I 2023-09-10 08:14:25,733] Trial 65 finished with value: 0.9970418875991283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 35 with value: 0.9976437780667742.
[I 2023-09-10 08:14:28,520] Trial 66 finished with value: 0.9972908770373676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 103}. Best is trial 35 with value: 0.9976437780667742.
[I 2023-09-10 08:14:29,979] Trial 67 finished with value: 0.997305834224497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 75}. Best is trial 35 with value: 0.9976437780667742.
[I 2023-09-10 08:14:32,146] Trial 68 finished with value: 0.9970832409499973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 12, 'rf_n_estimators': 90}. Best is trial 35 with value: 0.9976437780667742.
[I 2023-09-10 08:14:32,431] Trial 69 finished with value: 0.9947139781644952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 7}. Best is trial 35 with value: 0.9976437780667742.
[I 2023-09-10 08:14:36,975] Trial 70 finished with value: 0.9973213781820597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 22, 'rf_n_estimators': 113}. Best is trial 35 with value: 0.9976437780667742.
[I 2023-09-10 08:14:38,162] Trial 71 finished with value: 0.9973091185583757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 98}. Best is trial 35 with value: 0.9976437780667742.
[I 2023-09-10 08:14:39,822] Trial 72 finished with value: 0.9970591717778955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 35 with value: 0.9976437780667742.
[I 2023-09-10 08:14:41,508] Trial 73 finished with value: 0.9976614824554364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 98}. Best is trial 73 with value: 0.9976614824554364.
[I 2023-09-10 08:14:43,119] Trial 74 finished with value: 0.9975967566112719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 86}. Best is trial 73 with value: 0.9976614824554364.
[I 2023-09-10 08:14:44,539] Trial 75 finished with value: 0.9971710315249686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 92}. Best is trial 73 with value: 0.9976614824554364.
[I 2023-09-10 08:14:46,317] Trial 76 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 7.318882310410289e-06, 'svc_kernel': 'sigmoid'}. Best is trial 73 with value: 0.9976614824554364.
[I 2023-09-10 08:14:48,228] Trial 77 finished with value: 0.997362206016657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 99}. Best is trial 73 with value: 0.9976614824554364.
[I 2023-09-10 08:14:49,196] Trial 78 finished with value: 0.9970361714750412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 28}. Best is trial 73 with value: 0.9976614824554364.
[I 2023-09-10 08:14:51,070] Trial 79 finished with value: 0.9974552553089927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 86}. Best is trial 73 with value: 0.9976614824554364.
[I 2023-09-10 08:14:54,194] Trial 80 finished with value: 0.9972133967755417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 16, 'rf_n_estimators': 104}. Best is trial 73 with value: 0.9976614824554364.
[I 2023-09-10 08:14:55,731] Trial 81 finished with value: 0.997430498281222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 89}. Best is trial 73 with value: 0.9976614824554364.
[I 2023-09-10 08:14:57,929] Trial 82 finished with value: 0.9972393559717716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 84}. Best is trial 73 with value: 0.9976614824554364.
[I 2023-09-10 08:14:59,393] Trial 83 finished with value: 0.9971220299414191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 75}. Best is trial 73 with value: 0.9976614824554364.
[I 2023-09-10 08:15:00,999] Trial 84 finished with value: 0.9975279646016159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 73 with value: 0.9976614824554364.
[I 2023-09-10 08:15:02,547] Trial 85 finished with value: 0.9974428228089266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 73 with value: 0.9976614824554364.
[I 2023-09-10 08:15:03,925] Trial 86 finished with value: 0.9974939247437167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 73 with value: 0.9976614824554364.
[I 2023-09-10 08:15:05,288] Trial 87 finished with value: 0.9969214345914422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 101}. Best is trial 73 with value: 0.9976614824554364.
[I 2023-09-10 08:15:07,006] Trial 88 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.7840395273022456e-06, 'svc_kernel': 'rbf'}. Best is trial 73 with value: 0.9976614824554364.
[I 2023-09-10 08:15:09,357] Trial 89 finished with value: 0.9973075002107358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 73 with value: 0.9976614824554364.
[I 2023-09-10 08:15:11,780] Trial 90 finished with value: 0.9969201953213692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 97}. Best is trial 73 with value: 0.9976614824554364.
[I 2023-09-10 08:15:13,491] Trial 91 finished with value: 0.9973950250759455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 92}. Best is trial 73 with value: 0.9976614824554364.
[I 2023-09-10 08:15:14,960] Trial 92 finished with value: 0.9975399767330976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 95}. Best is trial 73 with value: 0.9976614824554364.
[I 2023-09-10 08:15:16,796] Trial 93 finished with value: 0.9973417157062152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 95}. Best is trial 73 with value: 0.9976614824554364.
[I 2023-09-10 08:15:18,387] Trial 94 finished with value: 0.997125812274804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 73 with value: 0.9976614824554364.
[I 2023-09-10 08:15:20,021] Trial 95 finished with value: 0.9972950689801863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 73 with value: 0.9976614824554364.
[I 2023-09-10 08:15:23,707] Trial 96 finished with value: 0.9970801261917585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 111}. Best is trial 73 with value: 0.9976614824554364.
[I 2023-09-10 08:15:25,468] Trial 97 finished with value: 0.9974997957487921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 87}. Best is trial 73 with value: 0.9976614824554364.
[I 2023-09-10 08:15:26,893] Trial 98 finished with value: 0.9973462640974726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 94}. Best is trial 73 with value: 0.9976614824554364.
[I 2023-09-10 08:15:28,822] Trial 99 finished with value: 0.9971815475632297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 80}. Best is trial 73 with value: 0.9976614824554364.
[I 2023-09-10 08:15:30,629] Trial 100 finished with value: 0.9852058917288118 and parameters: {'classifier': 'SVC', 'svc_c': 3.924978681029087e-09, 'svc_kernel': 'sigmoid'}. Best is trial 73 with value: 0.9976614824554364.
[I 2023-09-10 08:15:32,382] Trial 101 finished with value: 0.9976003260150356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 87}. Best is trial 73 with value: 0.9976614824554364.
[I 2023-09-10 08:15:34,037] Trial 102 finished with value: 0.9974917896712054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 99}. Best is trial 73 with value: 0.9976614824554364.
[I 2023-09-10 08:15:35,853] Trial 103 finished with value: 0.9972281198321277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 82}. Best is trial 73 with value: 0.9976614824554364.
[I 2023-09-10 08:15:37,430] Trial 104 finished with value: 0.9975007867014772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 73 with value: 0.9976614824554364.
[I 2023-09-10 08:15:39,981] Trial 105 finished with value: 0.9973874713587537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 92}. Best is trial 73 with value: 0.9976614824554364.
[I 2023-09-10 08:15:41,189] Trial 106 finished with value: 0.9976939703613982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 68}. Best is trial 106 with value: 0.9976939703613982.
[I 2023-09-10 08:15:42,348] Trial 107 finished with value: 0.9972707280681204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 60}. Best is trial 106 with value: 0.9976939703613982.
[I 2023-09-10 08:15:43,182] Trial 108 finished with value: 0.9972738318450437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 51}. Best is trial 106 with value: 0.9976939703613982.
[I 2023-09-10 08:15:44,285] Trial 109 finished with value: 0.9974994176233626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 66}. Best is trial 106 with value: 0.9976939703613982.
[I 2023-09-10 08:15:46,169] Trial 110 finished with value: 0.9973361184088536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 88}. Best is trial 106 with value: 0.9976939703613982.
[I 2023-09-10 08:15:47,772] Trial 111 finished with value: 0.9975137555087036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 71}. Best is trial 106 with value: 0.9976939703613982.
[I 2023-09-10 08:15:49,748] Trial 112 finished with value: 0.9973435321936114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 77}. Best is trial 106 with value: 0.9976939703613982.
[I 2023-09-10 08:15:51,562] Trial 113 finished with value: 0.9970331086082808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 96}. Best is trial 106 with value: 0.9976939703613982.
[I 2023-09-10 08:15:53,645] Trial 114 finished with value: 0.9974819712004125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 106 with value: 0.9976939703613982.
[I 2023-09-10 08:15:54,778] Trial 115 finished with value: 0.9970713321254049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 82}. Best is trial 106 with value: 0.9976939703613982.
[I 2023-09-10 08:15:56,430] Trial 116 finished with value: 0.9972725026614787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 106 with value: 0.9976939703613982.
[I 2023-09-10 08:15:58,584] Trial 117 finished with value: 0.9972822044954618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 90}. Best is trial 106 with value: 0.9976939703613982.
[I 2023-09-10 08:16:00,164] Trial 118 finished with value: 0.9972675567211923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 94}. Best is trial 106 with value: 0.9976939703613982.
[I 2023-09-10 08:16:03,161] Trial 119 finished with value: 0.9976116147761299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 100}. Best is trial 106 with value: 0.9976939703613982.
[I 2023-09-10 08:16:06,082] Trial 120 finished with value: 0.9975431543958693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 99}. Best is trial 106 with value: 0.9976939703613982.
[I 2023-09-10 08:16:10,090] Trial 121 finished with value: 0.9973139073960202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 113}. Best is trial 106 with value: 0.9976939703613982.
[I 2023-09-10 08:16:12,884] Trial 122 finished with value: 0.9972250340188601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 99}. Best is trial 106 with value: 0.9976939703613982.
[I 2023-09-10 08:16:14,394] Trial 123 finished with value: 0.9965579038068518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 42}. Best is trial 106 with value: 0.9976939703613982.
[I 2023-09-10 08:16:17,226] Trial 124 finished with value: 0.9968542404902138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 105}. Best is trial 106 with value: 0.9976939703613982.
[I 2023-09-10 08:16:19,484] Trial 125 finished with value: 0.9976517665298225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 103}. Best is trial 106 with value: 0.9976939703613982.
[I 2023-09-10 08:16:21,140] Trial 126 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 5.457910933671555e-07, 'svc_kernel': 'rbf'}. Best is trial 106 with value: 0.9976939703613982.
[I 2023-09-10 08:16:23,399] Trial 127 finished with value: 0.9972840624008271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 101}. Best is trial 106 with value: 0.9976939703613982.
[I 2023-09-10 08:16:26,328] Trial 128 finished with value: 0.9977458204538809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 97}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:16:29,373] Trial 129 finished with value: 0.9973050708008707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 103}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:16:33,382] Trial 130 finished with value: 0.9967599186030024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 98}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:16:35,769] Trial 131 finished with value: 0.9973050582009214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 91}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:16:39,079] Trial 132 finished with value: 0.9965966901957649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 108}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:16:41,461] Trial 133 finished with value: 0.9974007212051509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 96}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:16:43,242] Trial 134 finished with value: 0.9976250981817881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 86}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:16:45,156] Trial 135 finished with value: 0.9972861477717753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 94}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:16:47,056] Trial 136 finished with value: 0.9974114885441634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 84}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:16:50,532] Trial 137 finished with value: 0.9970799010747807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 100}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:16:52,331] Trial 138 finished with value: 0.9973888409446751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 97}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:16:54,868] Trial 139 finished with value: 0.997281920758569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 104}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:16:56,438] Trial 140 finished with value: 0.9973301551416811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 91}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:16:58,342] Trial 141 finished with value: 0.9975199360853285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 87}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:17:00,162] Trial 142 finished with value: 0.9974027916275446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 89}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:17:01,926] Trial 143 finished with value: 0.9973694422912983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 93}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:17:04,387] Trial 144 finished with value: 0.9973816215228627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 86}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:17:05,815] Trial 145 finished with value: 0.9971773643800735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 83}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:17:07,976] Trial 146 finished with value: 0.9973556609936406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 97}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:17:09,462] Trial 147 finished with value: 0.997673133663434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 102}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:17:11,350] Trial 148 finished with value: 0.9852063830316194 and parameters: {'classifier': 'SVC', 'svc_c': 1.3707573646060966e-10, 'svc_kernel': 'sigmoid'}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:17:12,935] Trial 149 finished with value: 0.9971202941000459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 102}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:17:15,109] Trial 150 finished with value: 0.9974428555941851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:17:18,166] Trial 151 finished with value: 0.9972263561566095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 100}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:17:19,913] Trial 152 finished with value: 0.9974264527453705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 94}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:17:21,608] Trial 153 finished with value: 0.9974417029368617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:17:22,899] Trial 154 finished with value: 0.9973708728457397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 79}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:17:25,060] Trial 155 finished with value: 0.9973248772863584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 91}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:17:26,423] Trial 156 finished with value: 0.9972865204382849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 98}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:17:27,690] Trial 157 finished with value: 0.9972180839884063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 103}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:17:29,662] Trial 158 finished with value: 0.9972984311036762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 96}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:17:31,884] Trial 159 finished with value: 0.99740112208666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 88}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:17:32,409] Trial 160 finished with value: 0.9964246532496882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 19}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:17:34,046] Trial 161 finished with value: 0.9973452260774708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:17:35,874] Trial 162 finished with value: 0.9975182398211259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:17:37,741] Trial 163 finished with value: 0.9968044480297481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:17:39,538] Trial 164 finished with value: 0.9976461045506055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 100}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:17:41,655] Trial 165 finished with value: 0.9974128064290332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 100}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:17:43,385] Trial 166 finished with value: 0.9973300227946069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 93}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:17:44,957] Trial 167 finished with value: 0.9965359721828179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 103}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:17:46,614] Trial 168 finished with value: 0.9972196192144667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 96}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:17:50,262] Trial 169 finished with value: 0.9974535008057298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 106}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:17:52,042] Trial 170 finished with value: 0.9852235902142232 and parameters: {'classifier': 'SVC', 'svc_c': 0.0004901848616898619, 'svc_kernel': 'sigmoid'}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:17:53,664] Trial 171 finished with value: 0.9975185250814382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:17:55,660] Trial 172 finished with value: 0.9976180723929492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 99}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:17:58,232] Trial 173 finished with value: 0.9974506860024541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 99}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:18:00,267] Trial 174 finished with value: 0.9973527629735717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 100}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:18:01,836] Trial 175 finished with value: 0.9974830561607791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 95}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:18:04,341] Trial 176 finished with value: 0.9975215066991555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 102}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:18:06,936] Trial 177 finished with value: 0.9972318692850403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 90}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:18:07,576] Trial 178 finished with value: 0.9893304710293281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 85}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:18:09,711] Trial 179 finished with value: 0.9971632769385604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 98}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:18:11,440] Trial 180 finished with value: 0.9976306401282389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 93}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:18:13,191] Trial 181 finished with value: 0.996937594232672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 93}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:18:15,075] Trial 182 finished with value: 0.9971229403432949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 92}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:18:16,643] Trial 183 finished with value: 0.9975087840828775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 56}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:18:18,214] Trial 184 finished with value: 0.997157361341725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 89}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:18:19,513] Trial 185 finished with value: 0.997549819769031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 97}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:18:20,815] Trial 186 finished with value: 0.9973318383298659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 97}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:18:22,357] Trial 187 finished with value: 0.9973836297706957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 101}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:18:23,092] Trial 188 finished with value: 0.9970014427458603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 105}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:18:26,862] Trial 189 finished with value: 0.9974760577617546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 21, 'rf_n_estimators': 94}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:18:27,590] Trial 190 finished with value: 0.9972715418280679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 41}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:18:29,312] Trial 191 finished with value: 0.9974912773261652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:18:31,203] Trial 192 finished with value: 0.9970802225797833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 95}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:18:33,453] Trial 193 finished with value: 0.997508332801571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 103}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:18:34,946] Trial 194 finished with value: 0.997533859410122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 87}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:18:36,695] Trial 195 finished with value: 0.9975003323733317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 73}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:18:38,244] Trial 196 finished with value: 0.9972283283501797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 100}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:18:40,194] Trial 197 finished with value: 0.9974437278788342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 92}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:18:41,543] Trial 198 finished with value: 0.997505978420119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 68}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:18:44,155] Trial 199 finished with value: 0.9974055878324065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 81}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:18:44,888] Trial 200 finished with value: 0.9945057285833739 and parameters: {'classifier': 'SVC', 'svc_c': 447.34381160425124, 'svc_kernel': 'rbf'}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:18:46,269] Trial 201 finished with value: 0.9976542859801311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 86}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:18:47,728] Trial 202 finished with value: 0.9974784933287738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 84}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:18:49,416] Trial 203 finished with value: 0.9974783809765815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 90}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:18:50,556] Trial 204 finished with value: 0.9973673146771951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 97}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:18:52,053] Trial 205 finished with value: 0.9974431334278272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 86}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:18:53,403] Trial 206 finished with value: 0.9970889322550409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 95}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:18:55,698] Trial 207 finished with value: 0.9975290554652337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 101}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:18:57,932] Trial 208 finished with value: 0.9970832008332824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 88}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:18:59,680] Trial 209 finished with value: 0.9969996473959104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:19:01,260] Trial 210 finished with value: 0.9976112521070614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:19:02,825] Trial 211 finished with value: 0.9974772387610294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:19:06,351] Trial 212 finished with value: 0.9969416924534499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 24, 'rf_n_estimators': 76}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:19:07,887] Trial 213 finished with value: 0.9974026980007177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 99}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:19:09,748] Trial 214 finished with value: 0.9973574281603286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:19:16,634] Trial 215 finished with value: 0.9968384462792504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 40, 'rf_n_estimators': 96}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:19:18,413] Trial 216 finished with value: 0.9976206634757151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:19:20,218] Trial 217 finished with value: 0.9973203985280699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:19:21,809] Trial 218 finished with value: 0.9971915299603148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:19:25,106] Trial 219 finished with value: 0.9972547511737618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 98}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:19:27,483] Trial 220 finished with value: 0.9972485118502702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:19:29,168] Trial 221 finished with value: 0.9974216006540763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:19:30,892] Trial 222 finished with value: 0.9974104429070639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 92}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:19:32,293] Trial 223 finished with value: 0.9973495831843601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 103}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:19:34,393] Trial 224 finished with value: 0.9975271879750203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 99}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:19:36,661] Trial 225 finished with value: 0.9970635300908249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 95}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:19:38,658] Trial 226 finished with value: 0.9974647293282759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:19:39,953] Trial 227 finished with value: 0.9974821435055121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 82}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:19:41,477] Trial 228 finished with value: 0.997347274092902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 8, 'rf_n_estimators': 91}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:19:43,440] Trial 229 finished with value: 0.9972640542844133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 97}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:19:44,480] Trial 230 finished with value: 0.9971993309792815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 100}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:19:55,860] Trial 231 finished with value: 0.9966847723151538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 72, 'rf_n_estimators': 87}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:19:57,324] Trial 232 finished with value: 0.9975149185125849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 88}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:19:59,074] Trial 233 finished with value: 0.9973620818262251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 93}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:20:00,523] Trial 234 finished with value: 0.9973555977717288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 84}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:20:02,738] Trial 235 finished with value: 0.9972830400276139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 102}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:20:04,183] Trial 236 finished with value: 0.9974536374374215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 90}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:20:05,677] Trial 237 finished with value: 0.99742287055123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 95}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:20:06,987] Trial 238 finished with value: 0.9867407452176759 and parameters: {'classifier': 'SVC', 'svc_c': 14795005.16930366, 'svc_kernel': 'sigmoid'}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:20:09,399] Trial 239 finished with value: 0.9974540620271476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 85}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:20:11,246] Trial 240 finished with value: 0.9975435484219903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:20:13,111] Trial 241 finished with value: 0.9975923532939893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 99}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:20:15,011] Trial 242 finished with value: 0.9973822395233968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 98}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:20:16,896] Trial 243 finished with value: 0.9974286966154287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 100}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:20:20,398] Trial 244 finished with value: 0.9967151669156906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 19, 'rf_n_estimators': 97}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:20:22,523] Trial 245 finished with value: 0.9974552808897461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:20:24,366] Trial 246 finished with value: 0.9971182085069321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 99}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:20:26,450] Trial 247 finished with value: 0.9975663605190536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 94}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:20:28,535] Trial 248 finished with value: 0.9974837570607278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 95}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:20:30,775] Trial 249 finished with value: 0.9975814736979981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 93}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:20:33,173] Trial 250 finished with value: 0.9976225872372386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 93}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:20:35,413] Trial 251 finished with value: 0.9975675710028443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 92}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:20:37,809] Trial 252 finished with value: 0.9975370086357286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 92}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:20:40,010] Trial 253 finished with value: 0.9969541305076497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 12, 'rf_n_estimators': 90}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:20:42,357] Trial 254 finished with value: 0.9970508381968414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 93}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:20:44,976] Trial 255 finished with value: 0.9965964955789163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 94}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:20:47,391] Trial 256 finished with value: 0.997398840448492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:20:49,691] Trial 257 finished with value: 0.9972518347774443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 12, 'rf_n_estimators': 96}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:20:51,744] Trial 258 finished with value: 0.9973399673601063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 92}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:20:54,356] Trial 259 finished with value: 0.9974816244637733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 104}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:20:56,181] Trial 260 finished with value: 0.9972574851405872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 90}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:20:58,751] Trial 261 finished with value: 0.9973610273025115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 101}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:21:00,652] Trial 262 finished with value: 0.9975097334271656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 94}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:21:02,147] Trial 263 finished with value: 0.9971162304735869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 62}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:21:03,298] Trial 264 finished with value: 0.987578207605799 and parameters: {'classifier': 'SVC', 'svc_c': 1.256879151644407, 'svc_kernel': 'rbf'}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:21:05,099] Trial 265 finished with value: 0.9965206939984924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 15, 'rf_n_estimators': 97}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:21:07,190] Trial 266 finished with value: 0.9975183755641561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:21:09,784] Trial 267 finished with value: 0.9975544856857597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:21:12,424] Trial 268 finished with value: 0.9971966918135857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:21:15,259] Trial 269 finished with value: 0.9975117511011572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 107}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:21:17,912] Trial 270 finished with value: 0.9973275568861482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:21:21,120] Trial 271 finished with value: 0.9975152920042801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 106}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:21:23,191] Trial 272 finished with value: 0.9972106384657412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 89}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:21:25,298] Trial 273 finished with value: 0.9972577567218615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:21:26,115] Trial 274 finished with value: 0.9969399934597871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 104}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:21:28,257] Trial 275 finished with value: 0.9968596595792247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:21:29,838] Trial 276 finished with value: 0.9962472551045436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 56}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:21:31,822] Trial 277 finished with value: 0.9970807140730185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 87}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:21:33,538] Trial 278 finished with value: 0.9973765725613285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 93}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:21:34,982] Trial 279 finished with value: 0.9974074520536155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 79}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:21:35,837] Trial 280 finished with value: 0.9966864315729564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 34}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:21:36,944] Trial 281 finished with value: 0.9945600765443884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 14, 'rf_n_estimators': 101}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:21:39,119] Trial 282 finished with value: 0.997413039385274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 95}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:21:40,822] Trial 283 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 6.077282707194216e-05, 'svc_kernel': 'rbf'}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:21:43,143] Trial 284 finished with value: 0.9975264120466584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:21:44,888] Trial 285 finished with value: 0.9968608904070143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 91}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:21:46,585] Trial 286 finished with value: 0.9974546320082278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 99}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:21:50,095] Trial 287 finished with value: 0.9968995574613954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 103}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:21:52,453] Trial 288 finished with value: 0.9971523142527273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 15, 'rf_n_estimators': 96}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:21:54,519] Trial 289 finished with value: 0.9971748854273347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 12, 'rf_n_estimators': 86}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:21:56,154] Trial 290 finished with value: 0.9969025988098545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 100}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:21:58,912] Trial 291 finished with value: 0.9974435986738127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 108}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:22:00,321] Trial 292 finished with value: 0.9974486574423601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 91}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:22:01,885] Trial 293 finished with value: 0.9972195325065035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 94}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:22:03,467] Trial 294 finished with value: 0.9974022015881069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 82}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:22:05,534] Trial 295 finished with value: 0.9974411863072038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 98}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:22:07,903] Trial 296 finished with value: 0.997560243894312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 101}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:22:10,530] Trial 297 finished with value: 0.9975649943608262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:22:13,099] Trial 298 finished with value: 0.9974720323159985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 128 with value: 0.9977458204538809.
[I 2023-09-10 08:22:15,203] Trial 299 finished with value: 0.99775073738572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 101}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:22:16,946] Trial 300 finished with value: 0.9974092724130365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 89}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:22:17,614] Trial 301 finished with value: 0.9963887061657153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 93}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:22:30,641] Trial 302 finished with value: 0.9965805868258452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 60, 'rf_n_estimators': 122}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:22:31,936] Trial 303 finished with value: 0.9962837413520886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 96}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:22:33,531] Trial 304 finished with value: 0.9973902856542228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 88}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:22:35,434] Trial 305 finished with value: 0.9866067297452042 and parameters: {'classifier': 'SVC', 'svc_c': 6247136087.243935, 'svc_kernel': 'sigmoid'}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:22:37,011] Trial 306 finished with value: 0.9968583780977348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 52}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:22:37,262] Trial 307 finished with value: 0.9819163723520372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 2}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:22:41,991] Trial 308 finished with value: 0.9971210839613489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 29, 'rf_n_estimators': 84}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:22:44,849] Trial 309 finished with value: 0.9973904176204421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:22:47,042] Trial 310 finished with value: 0.99763756365754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 98}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:22:49,825] Trial 311 finished with value: 0.9974935149121175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 103}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:22:51,635] Trial 312 finished with value: 0.9975993137979526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 99}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:22:53,440] Trial 313 finished with value: 0.9976915724355372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 99}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:22:55,082] Trial 314 finished with value: 0.9976418884235013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 100}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:22:56,814] Trial 315 finished with value: 0.9972904404507124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 100}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:22:58,619] Trial 316 finished with value: 0.9975255006609073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:23:00,487] Trial 317 finished with value: 0.9976133795307369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:23:02,060] Trial 318 finished with value: 0.9973222121907922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 102}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:23:03,902] Trial 319 finished with value: 0.9974870339361983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:23:05,608] Trial 320 finished with value: 0.9975471328695221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:23:07,423] Trial 321 finished with value: 0.9976739696081789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 99}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:23:09,124] Trial 322 finished with value: 0.997626292542722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:23:10,794] Trial 323 finished with value: 0.9972661444477856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:23:12,247] Trial 324 finished with value: 0.9973210177346444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 99}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:23:14,145] Trial 325 finished with value: 0.997365895357973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:23:15,904] Trial 326 finished with value: 0.9852063826507645 and parameters: {'classifier': 'SVC', 'svc_c': 6.635461786459767e-08, 'svc_kernel': 'sigmoid'}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:23:17,459] Trial 327 finished with value: 0.9975654082866156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:23:19,302] Trial 328 finished with value: 0.9973139385943832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:23:20,953] Trial 329 finished with value: 0.9976830416986019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:23:22,634] Trial 330 finished with value: 0.9970926172165256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:23:24,084] Trial 331 finished with value: 0.9973870164910639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 103}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:23:25,758] Trial 332 finished with value: 0.9970821521176059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:23:26,768] Trial 333 finished with value: 0.9971712732408718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 6, 'rf_n_estimators': 66}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:23:30,266] Trial 334 finished with value: 0.997423095922111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 19, 'rf_n_estimators': 104}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:23:32,222] Trial 335 finished with value: 0.9976330901360061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 97}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:23:33,007] Trial 336 finished with value: 0.9971782996009928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 97}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:23:34,156] Trial 337 finished with value: 0.9968231420381031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 100}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:23:35,951] Trial 338 finished with value: 0.9975237366362723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 97}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:23:38,117] Trial 339 finished with value: 0.9974158385417615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:23:39,903] Trial 340 finished with value: 0.9975286733090898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:23:44,132] Trial 341 finished with value: 0.9970783676895193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 23, 'rf_n_estimators': 99}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:23:45,341] Trial 342 finished with value: 0.9977182810272383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 71}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:23:46,513] Trial 343 finished with value: 0.9972410340818912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 72}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:23:47,768] Trial 344 finished with value: 0.9975604707568747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 68}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:23:48,190] Trial 345 finished with value: 0.9891076077604497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 6, 'rf_n_estimators': 64}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:23:48,974] Trial 346 finished with value: 0.9950683987731738 and parameters: {'classifier': 'SVC', 'svc_c': 1116.4478927917696, 'svc_kernel': 'rbf'}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:23:50,614] Trial 347 finished with value: 0.9972109092218299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:23:51,818] Trial 348 finished with value: 0.9969101645557131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 67}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:23:53,924] Trial 349 finished with value: 0.9972679756298332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 17, 'rf_n_estimators': 71}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:23:54,776] Trial 350 finished with value: 0.9970354346477813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 75}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:23:56,295] Trial 351 finished with value: 0.9976335600157261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 101}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:23:58,265] Trial 352 finished with value: 0.9974979208636463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 100}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:23:59,906] Trial 353 finished with value: 0.9975015546953622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 98}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:24:01,450] Trial 354 finished with value: 0.9967552421175503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 7, 'rf_n_estimators': 101}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:24:03,267] Trial 355 finished with value: 0.997448372880282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:24:04,379] Trial 356 finished with value: 0.9973601306748877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 60}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:24:06,529] Trial 357 finished with value: 0.9939576016549142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 35, 'rf_n_estimators': 97}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:24:07,300] Trial 358 finished with value: 0.995501677576669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 70}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:24:08,784] Trial 359 finished with value: 0.9973494875580449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:24:10,223] Trial 360 finished with value: 0.9974497178375867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 96}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:24:11,795] Trial 361 finished with value: 0.9974951127253312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 100}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:24:15,434] Trial 362 finished with value: 0.9971993700169076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 105}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:24:16,651] Trial 363 finished with value: 0.9974291960431406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 102}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:24:18,402] Trial 364 finished with value: 0.9972763608802003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 99}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:24:20,390] Trial 365 finished with value: 0.9973073382204563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 96}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:24:22,172] Trial 366 finished with value: 0.9853869696621622 and parameters: {'classifier': 'SVC', 'svc_c': 0.027161398516241622, 'svc_kernel': 'rbf'}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:24:23,955] Trial 367 finished with value: 0.9973687568794486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:24:24,742] Trial 368 finished with value: 0.9967287385527316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 103}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:24:27,097] Trial 369 finished with value: 0.9972545110447539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:24:29,118] Trial 370 finished with value: 0.9975909854853913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 98}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:24:30,789] Trial 371 finished with value: 0.9973044909810391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:24:32,397] Trial 372 finished with value: 0.997268194462705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 96}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:24:34,060] Trial 373 finished with value: 0.9976007676162801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:24:37,547] Trial 374 finished with value: 0.9972684947350476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 99}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:24:39,084] Trial 375 finished with value: 0.9975144179105704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 77}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:24:42,363] Trial 376 finished with value: 0.9970834338212612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 16, 'rf_n_estimators': 103}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:24:44,242] Trial 377 finished with value: 0.9973134606214967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:24:46,399] Trial 378 finished with value: 0.9968423493436355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 97}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:24:47,774] Trial 379 finished with value: 0.9973661769366883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 104}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:24:51,360] Trial 380 finished with value: 0.9971655085577863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 21, 'rf_n_estimators': 95}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:24:53,862] Trial 381 finished with value: 0.9973884957949312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:24:54,776] Trial 382 finished with value: 0.997402817589153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 99}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:24:56,412] Trial 383 finished with value: 0.9973705227448821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:24:57,450] Trial 384 finished with value: 0.9971448107449054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 63}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:24:59,233] Trial 385 finished with value: 0.9853037215117224 and parameters: {'classifier': 'SVC', 'svc_c': 0.0014811953126799018, 'svc_kernel': 'sigmoid'}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:25:01,245] Trial 386 finished with value: 0.9971362780084819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:25:02,906] Trial 387 finished with value: 0.9974229081289124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 98}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:25:04,178] Trial 388 finished with value: 0.9962864871254155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 100}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:25:06,856] Trial 389 finished with value: 0.9972338974008036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 95}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:25:07,815] Trial 390 finished with value: 0.9973292607039728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 104}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:25:10,066] Trial 391 finished with value: 0.9965632619273427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 11, 'rf_n_estimators': 101}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:25:11,560] Trial 392 finished with value: 0.997261252366728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 97}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:25:13,497] Trial 393 finished with value: 0.9976204651772692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:25:15,526] Trial 394 finished with value: 0.9973024255097588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:25:17,253] Trial 395 finished with value: 0.9974325959664784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:25:22,605] Trial 396 finished with value: 0.9972896745197914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 26, 'rf_n_estimators': 112}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:25:24,812] Trial 397 finished with value: 0.9974851916776214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:25:27,110] Trial 398 finished with value: 0.9975685980097921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:25:29,100] Trial 399 finished with value: 0.9974051006872647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:25:30,907] Trial 400 finished with value: 0.9974150147526349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:25:32,750] Trial 401 finished with value: 0.9974582683155003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:25:33,953] Trial 402 finished with value: 0.9971580039708754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 94}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:25:35,584] Trial 403 finished with value: 0.9974935594086638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 73}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:25:36,769] Trial 404 finished with value: 0.9976124069225625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 98}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:25:38,438] Trial 405 finished with value: 0.9855958939594588 and parameters: {'classifier': 'SVC', 'svc_c': 0.20256571605903864, 'svc_kernel': 'rbf'}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:25:39,988] Trial 406 finished with value: 0.9974780724841207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:25:41,304] Trial 407 finished with value: 0.9974975598132109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 69}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:25:42,968] Trial 408 finished with value: 0.997412604798107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:25:43,793] Trial 409 finished with value: 0.9970895784388372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 96}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:25:46,010] Trial 410 finished with value: 0.9973208243238364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:25:47,848] Trial 411 finished with value: 0.9974443443242107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 99}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:25:49,517] Trial 412 finished with value: 0.9974063211050206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:25:52,011] Trial 413 finished with value: 0.9974230123879385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 104}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:25:53,449] Trial 414 finished with value: 0.9973726459156783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 95}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:25:55,470] Trial 415 finished with value: 0.997354456952645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 99}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:26:03,682] Trial 416 finished with value: 0.9968027713160964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 47, 'rf_n_estimators': 93}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:26:05,718] Trial 417 finished with value: 0.9972420287161734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:26:07,428] Trial 418 finished with value: 0.9973862516709698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 79}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:26:09,170] Trial 419 finished with value: 0.9971847264320419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:26:11,540] Trial 420 finished with value: 0.9970450761797403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 12, 'rf_n_estimators': 97}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:26:13,381] Trial 421 finished with value: 0.9972718847878962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:26:13,988] Trial 422 finished with value: 0.9969035617697052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 20}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:26:14,812] Trial 423 finished with value: 0.9974401426061165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 46}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:26:15,600] Trial 424 finished with value: 0.991231092095287 and parameters: {'classifier': 'SVC', 'svc_c': 13.559322115046525, 'svc_kernel': 'rbf'}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:26:18,112] Trial 425 finished with value: 0.9972898967486193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 100}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:26:19,050] Trial 426 finished with value: 0.9974159071591173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 65}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:26:20,857] Trial 427 finished with value: 0.9970940470409951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:26:22,914] Trial 428 finished with value: 0.9975075770267804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:26:24,720] Trial 429 finished with value: 0.9976404392706462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:26:26,374] Trial 430 finished with value: 0.9972274674594397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 94}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:26:28,612] Trial 431 finished with value: 0.9973456618072025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 97}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:26:36,141] Trial 432 finished with value: 0.9967602372515935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 44, 'rf_n_estimators': 91}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:26:37,403] Trial 433 finished with value: 0.9920485971159105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 26, 'rf_n_estimators': 96}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:26:39,240] Trial 434 finished with value: 0.9973795963587248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 99}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:26:43,040] Trial 435 finished with value: 0.9974614022434357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 20, 'rf_n_estimators': 98}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:26:44,482] Trial 436 finished with value: 0.9975494952806647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 93}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:26:54,881] Trial 437 finished with value: 0.9963560769308515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 53, 'rf_n_estimators': 101}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:26:56,243] Trial 438 finished with value: 0.997308196159571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 97}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:26:58,561] Trial 439 finished with value: 0.9972159065457885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 100}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:27:00,665] Trial 440 finished with value: 0.9971242310922538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:27:06,590] Trial 441 finished with value: 0.9967867696979079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 33, 'rf_n_estimators': 95}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:27:08,262] Trial 442 finished with value: 0.9969519264369274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 16, 'rf_n_estimators': 61}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:27:09,682] Trial 443 finished with value: 0.986704541532721 and parameters: {'classifier': 'SVC', 'svc_c': 3497866.4385477225, 'svc_kernel': 'sigmoid'}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:27:11,139] Trial 444 finished with value: 0.9971630274151319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 75}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:27:13,516] Trial 445 finished with value: 0.997374864236721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:27:14,723] Trial 446 finished with value: 0.9968409137428669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 92}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:27:16,200] Trial 447 finished with value: 0.9972833063086575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 57}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:27:17,706] Trial 448 finished with value: 0.9972416428149563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 99}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:27:20,776] Trial 449 finished with value: 0.9948858317924186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 36, 'rf_n_estimators': 108}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:27:25,205] Trial 450 finished with value: 0.9972259847596163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 23, 'rf_n_estimators': 102}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:27:26,097] Trial 451 finished with value: 0.9971407370575297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 95}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:27:28,011] Trial 452 finished with value: 0.99745316727206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:27:41,760] Trial 453 finished with value: 0.9962541834897444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 73, 'rf_n_estimators': 98}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:27:44,042] Trial 454 finished with value: 0.9971947199373946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:27:46,976] Trial 455 finished with value: 0.9973870740318902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 101}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:27:48,617] Trial 456 finished with value: 0.9974073061544549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 96}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:27:50,941] Trial 457 finished with value: 0.9976377672244784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:27:53,655] Trial 458 finished with value: 0.9967259661830382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 13, 'rf_n_estimators': 106}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:27:54,361] Trial 459 finished with value: 0.9964431251561666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 104}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:27:56,681] Trial 460 finished with value: 0.9972858986609396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:27:58,985] Trial 461 finished with value: 0.9975034058405532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 11, 'rf_n_estimators': 102}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:28:00,865] Trial 462 finished with value: 0.9973492211183116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 69}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:28:02,492] Trial 463 finished with value: 0.997469773846503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:28:04,379] Trial 464 finished with value: 0.9853728764443502 and parameters: {'classifier': 'SVC', 'svc_c': 0.007910235079800803, 'svc_kernel': 'sigmoid'}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:28:06,291] Trial 465 finished with value: 0.9975382856421736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:28:08,135] Trial 466 finished with value: 0.9973043203263107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:28:10,022] Trial 467 finished with value: 0.9974660726034715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 90}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:28:12,235] Trial 468 finished with value: 0.9971478357800801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 100}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:28:13,734] Trial 469 finished with value: 0.9974242342021625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 103}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:28:16,525] Trial 470 finished with value: 0.9920578419875019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 58, 'rf_n_estimators': 80}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:28:18,001] Trial 471 finished with value: 0.9960976210269509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 17, 'rf_n_estimators': 66}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:28:19,457] Trial 472 finished with value: 0.9969180986517259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 94}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:28:21,365] Trial 473 finished with value: 0.9972356227686673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:28:22,609] Trial 474 finished with value: 0.9976104428538966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 101}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:28:24,412] Trial 475 finished with value: 0.9973998468892759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:28:27,655] Trial 476 finished with value: 0.9972073061124086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 20, 'rf_n_estimators': 92}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:28:28,981] Trial 477 finished with value: 0.9972622421768484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 97}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:28:30,882] Trial 478 finished with value: 0.9972308397707979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 100}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:28:33,374] Trial 479 finished with value: 0.9976227717296946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 104}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:28:36,063] Trial 480 finished with value: 0.9974485552462982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 102}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:28:37,821] Trial 481 finished with value: 0.9976084598377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 71}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:28:38,647] Trial 482 finished with value: 0.9919372283542662 and parameters: {'classifier': 'SVC', 'svc_c': 29.198626205120462, 'svc_kernel': 'rbf'}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:28:41,139] Trial 483 finished with value: 0.9972333272927717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 95}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:28:48,589] Trial 484 finished with value: 0.9970622635896276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 40, 'rf_n_estimators': 99}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:28:51,244] Trial 485 finished with value: 0.997239308745765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 12, 'rf_n_estimators': 104}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:28:54,466] Trial 486 finished with value: 0.9973280221956097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 97}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:28:56,757] Trial 487 finished with value: 0.9973614940719168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 103}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:28:59,388] Trial 488 finished with value: 0.9973464293567568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 100}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:29:00,847] Trial 489 finished with value: 0.9974199040724946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 94}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:29:02,646] Trial 490 finished with value: 0.9970664582619063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 102}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:29:04,366] Trial 491 finished with value: 0.9975228904401833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 90}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:29:06,565] Trial 492 finished with value: 0.9972898454918989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 98}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:29:07,708] Trial 493 finished with value: 0.9974008760861395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 4, 'rf_n_estimators': 108}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:29:09,433] Trial 494 finished with value: 0.997327982237584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 100}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:29:13,321] Trial 495 finished with value: 0.9973295611350049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 96}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:29:15,289] Trial 496 finished with value: 0.9975132384664529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 83}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:29:17,427] Trial 497 finished with value: 0.9973573156494466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:29:20,167] Trial 498 finished with value: 0.9973311477447373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 103}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:29:21,565] Trial 499 finished with value: 0.9974372490293547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 92}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:29:23,273] Trial 500 finished with value: 0.9971771216485572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 99}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:29:25,055] Trial 501 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 4.2898856550369134e-05, 'svc_kernel': 'sigmoid'}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:29:34,875] Trial 502 finished with value: 0.9955164627443397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 70, 'rf_n_estimators': 73}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:29:36,273] Trial 503 finished with value: 0.9973542684612124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 96}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:29:37,116] Trial 504 finished with value: 0.9971469787613646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 88}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:29:39,458] Trial 505 finished with value: 0.9974684885247261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 101}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:29:42,815] Trial 506 finished with value: 0.9971456452614443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 16, 'rf_n_estimators': 110}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:29:44,765] Trial 507 finished with value: 0.9975100164340865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:29:46,961] Trial 508 finished with value: 0.9973666792208119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:29:49,152] Trial 509 finished with value: 0.9971033596730189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 98}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:29:50,802] Trial 510 finished with value: 0.9969749675229927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 94}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:29:55,040] Trial 511 finished with value: 0.9971849450744866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 23, 'rf_n_estimators': 100}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:29:55,885] Trial 512 finished with value: 0.9964243174308892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 37}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:29:57,407] Trial 513 finished with value: 0.9973751870112401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:29:59,567] Trial 514 finished with value: 0.9975206348270994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 102}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:30:01,205] Trial 515 finished with value: 0.9971195660007104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 97}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:30:02,423] Trial 516 finished with value: 0.9960381659605559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 77}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:30:03,027] Trial 517 finished with value: 0.9955069116971552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 13}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:30:05,229] Trial 518 finished with value: 0.9974222014844026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:30:06,787] Trial 519 finished with value: 0.9976976110485021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 93}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:30:09,956] Trial 520 finished with value: 0.9971802091756716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 93}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:30:11,706] Trial 521 finished with value: 0.9973110339728294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 91}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:30:13,120] Trial 522 finished with value: 0.9867330436335733 and parameters: {'classifier': 'SVC', 'svc_c': 399750989.467702, 'svc_kernel': 'sigmoid'}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:30:14,089] Trial 523 finished with value: 0.9973529814255887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 86}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:30:16,391] Trial 524 finished with value: 0.9973269966168675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 93}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:30:17,078] Trial 525 finished with value: 0.996687856922381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 95}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:30:19,105] Trial 526 finished with value: 0.996932318122934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 89}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:30:20,823] Trial 527 finished with value: 0.9974798150856684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 91}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:30:22,776] Trial 528 finished with value: 0.9974621761405714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 96}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:30:24,013] Trial 529 finished with value: 0.9969786392497703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 98}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:30:25,037] Trial 530 finished with value: 0.9972642974919982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 54}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:30:26,680] Trial 531 finished with value: 0.9973956421243425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 94}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:30:27,521] Trial 532 finished with value: 0.9902482950369448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 14, 'rf_n_estimators': 88}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:30:28,883] Trial 533 finished with value: 0.9974409531922733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 99}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:30:31,444] Trial 534 finished with value: 0.9955775306994546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 32, 'rf_n_estimators': 68}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:30:32,613] Trial 535 finished with value: 0.9972738103902182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 48}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:30:34,724] Trial 536 finished with value: 0.9973870692394663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 97}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:30:36,404] Trial 537 finished with value: 0.9974304717165934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:30:38,507] Trial 538 finished with value: 0.9974324752354783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 92}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:30:41,297] Trial 539 finished with value: 0.9971192644588515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 82}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:30:43,093] Trial 540 finished with value: 0.9853850036892219 and parameters: {'classifier': 'SVC', 'svc_c': 0.06645377778451396, 'svc_kernel': 'rbf'}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:30:44,592] Trial 541 finished with value: 0.9973245866306018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 95}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:30:46,696] Trial 542 finished with value: 0.9975768639256275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 85}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:30:47,944] Trial 543 finished with value: 0.9975716354862266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 99}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:30:49,349] Trial 544 finished with value: 0.9970722572219318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 64}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:30:51,283] Trial 545 finished with value: 0.9975331302634359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:30:53,395] Trial 546 finished with value: 0.9975719119868764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 96}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:30:54,596] Trial 547 finished with value: 0.9973119039723491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 101}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:30:56,245] Trial 548 finished with value: 0.9972942070420953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 98}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:31:00,553] Trial 549 finished with value: 0.9970841712515411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 24, 'rf_n_estimators': 92}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:31:02,006] Trial 550 finished with value: 0.9974346687692152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 103}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:31:03,588] Trial 551 finished with value: 0.9975919165486448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 89}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:31:05,646] Trial 552 finished with value: 0.9974094298647955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:31:07,694] Trial 553 finished with value: 0.9972763765587267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 100}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:31:09,355] Trial 554 finished with value: 0.9969490579013743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 95}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:31:11,948] Trial 555 finished with value: 0.997130658907178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 15, 'rf_n_estimators': 104}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:31:13,930] Trial 556 finished with value: 0.9976403851257759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 98}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:31:15,929] Trial 557 finished with value: 0.997512216283667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 99}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:31:17,753] Trial 558 finished with value: 0.9974389665262174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:31:18,793] Trial 559 finished with value: 0.9878938143722745 and parameters: {'classifier': 'SVC', 'svc_c': 1.4947378746613367, 'svc_kernel': 'rbf'}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:31:30,229] Trial 560 finished with value: 0.9967032613918404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 63, 'rf_n_estimators': 97}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:31:32,119] Trial 561 finished with value: 0.9975059450635783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:31:33,758] Trial 562 finished with value: 0.9974532325569357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:31:38,191] Trial 563 finished with value: 0.9948996742807618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 46, 'rf_n_estimators': 107}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:31:42,217] Trial 564 finished with value: 0.9972982859027496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 99}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:31:43,312] Trial 565 finished with value: 0.9956192357698144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 97}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:31:45,236] Trial 566 finished with value: 0.9974665025569042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:31:47,325] Trial 567 finished with value: 0.9974129104341561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:31:49,118] Trial 568 finished with value: 0.9975258456202237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:31:50,924] Trial 569 finished with value: 0.9975772025056244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:31:53,768] Trial 570 finished with value: 0.9971046309666406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 71}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:31:55,526] Trial 571 finished with value: 0.9974928923413247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 94}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:31:57,483] Trial 572 finished with value: 0.9973729644690555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:31:58,458] Trial 573 finished with value: 0.9974325811448755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 59}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:31:59,970] Trial 574 finished with value: 0.9974939682246499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 99}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:32:00,994] Trial 575 finished with value: 0.9971676483592459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 106}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:32:03,166] Trial 576 finished with value: 0.9974835121710338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 96}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:32:03,969] Trial 577 finished with value: 0.9970076984778502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 101}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:32:05,714] Trial 578 finished with value: 0.9852222790577897 and parameters: {'classifier': 'SVC', 'svc_c': 0.0005929625643210262, 'svc_kernel': 'sigmoid'}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:32:10,600] Trial 579 finished with value: 0.9971411880849329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 24, 'rf_n_estimators': 109}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:32:11,462] Trial 580 finished with value: 0.9972406493232389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 66}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:32:12,936] Trial 581 finished with value: 0.997419220342754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 79}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:32:14,203] Trial 582 finished with value: 0.9967627230914582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:32:16,344] Trial 583 finished with value: 0.9973294364685042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 99}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:32:17,206] Trial 584 finished with value: 0.9940129227953856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 95}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:32:26,109] Trial 585 finished with value: 0.9968493150526155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 49, 'rf_n_estimators': 97}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:32:27,293] Trial 586 finished with value: 0.9975946889183381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 74}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:32:30,078] Trial 587 finished with value: 0.997099731712816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 13, 'rf_n_estimators': 105}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:32:32,076] Trial 588 finished with value: 0.9973807896405699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 101}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:32:34,814] Trial 589 finished with value: 0.9969507362336594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 18, 'rf_n_estimators': 93}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:32:43,566] Trial 590 finished with value: 0.9966241934411934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 45, 'rf_n_estimators': 101}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:32:45,356] Trial 591 finished with value: 0.9974160862878669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:32:47,128] Trial 592 finished with value: 0.9976153570562755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:32:55,291] Trial 593 finished with value: 0.9967646571678014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 38, 'rf_n_estimators': 113}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:32:57,844] Trial 594 finished with value: 0.9973602970767365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:32:59,305] Trial 595 finished with value: 0.9974448882167312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 96}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:33:00,688] Trial 596 finished with value: 0.997222722896176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 62}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:33:03,295] Trial 597 finished with value: 0.994752833329454 and parameters: {'classifier': 'SVC', 'svc_c': 426570.46313525626, 'svc_kernel': 'rbf'}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:33:05,247] Trial 598 finished with value: 0.9975001944721237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 100}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:33:06,906] Trial 599 finished with value: 0.997446008501389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:33:07,670] Trial 600 finished with value: 0.9899133494113105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 91}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:33:13,212] Trial 601 finished with value: 0.9970636647547666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 32, 'rf_n_estimators': 95}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:33:16,515] Trial 602 finished with value: 0.9974352930221172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 106}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:33:18,094] Trial 603 finished with value: 0.9968886767545774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:33:20,363] Trial 604 finished with value: 0.9972626754944992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 99}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:33:23,200] Trial 605 finished with value: 0.9969583240056258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 103}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:33:25,021] Trial 606 finished with value: 0.9972740462346086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 97}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:33:25,628] Trial 607 finished with value: 0.9970425521274349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 28}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:33:33,000] Trial 608 finished with value: 0.9967526025709997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 50, 'rf_n_estimators': 85}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:33:36,755] Trial 609 finished with value: 0.9972257834460692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 21, 'rf_n_estimators': 94}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:33:38,460] Trial 610 finished with value: 0.9972138951241648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 100}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:33:40,539] Trial 611 finished with value: 0.9973836106962133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:33:42,124] Trial 612 finished with value: 0.9975286239249058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 69}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:33:43,943] Trial 613 finished with value: 0.9972121483014754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 97}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:33:45,670] Trial 614 finished with value: 0.9975377974179431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:33:47,389] Trial 615 finished with value: 0.9974930728348044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:33:48,985] Trial 616 finished with value: 0.9867330436335733 and parameters: {'classifier': 'SVC', 'svc_c': 295008042.561596, 'svc_kernel': 'sigmoid'}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:33:50,837] Trial 617 finished with value: 0.997469567962697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 81}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:33:58,118] Trial 618 finished with value: 0.9970074758046913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 42, 'rf_n_estimators': 90}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:34:00,198] Trial 619 finished with value: 0.9976094966516612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 100}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:34:04,732] Trial 620 finished with value: 0.9968802973122468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 25, 'rf_n_estimators': 93}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:34:07,057] Trial 621 finished with value: 0.9973588548744831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 98}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:34:08,845] Trial 622 finished with value: 0.9977198961376116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:34:10,256] Trial 623 finished with value: 0.9970332999878627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:34:11,860] Trial 624 finished with value: 0.9973829765093462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:34:13,302] Trial 625 finished with value: 0.997249581354276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 6, 'rf_n_estimators': 101}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:34:16,724] Trial 626 finished with value: 0.9962487960434272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 25, 'rf_n_estimators': 95}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:34:18,469] Trial 627 finished with value: 0.9977079760460615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:34:20,314] Trial 628 finished with value: 0.9975294219428511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:34:21,882] Trial 629 finished with value: 0.9973836699508866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:34:27,162] Trial 630 finished with value: 0.9970829038616823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 27, 'rf_n_estimators': 107}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:34:28,721] Trial 631 finished with value: 0.9974393244980758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:34:30,785] Trial 632 finished with value: 0.9972105491870077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:34:34,469] Trial 633 finished with value: 0.99741490471731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 109}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:34:36,063] Trial 634 finished with value: 0.9975616184313466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:34:42,007] Trial 635 finished with value: 0.9972359775984728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 31, 'rf_n_estimators': 106}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:34:42,726] Trial 636 finished with value: 0.9952570165859882 and parameters: {'classifier': 'SVC', 'svc_c': 3263.3993935565127, 'svc_kernel': 'rbf'}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:34:49,299] Trial 637 finished with value: 0.9969582421535624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 38, 'rf_n_estimators': 103}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:34:50,405] Trial 638 finished with value: 0.9965429645516402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 101}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:34:55,168] Trial 639 finished with value: 0.9944368777951134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 54, 'rf_n_estimators': 98}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:34:56,444] Trial 640 finished with value: 0.9972620634924295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 105}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:35:00,602] Trial 641 finished with value: 0.9971666320162349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 99}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:35:07,774] Trial 642 finished with value: 0.9969042257584673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 40, 'rf_n_estimators': 109}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:35:09,528] Trial 643 finished with value: 0.9973328749533997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:35:11,320] Trial 644 finished with value: 0.9974845214682292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 96}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:35:13,500] Trial 645 finished with value: 0.9973913044727908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:35:17,866] Trial 646 finished with value: 0.9968216763815358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 27, 'rf_n_estimators': 100}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:35:23,663] Trial 647 finished with value: 0.9969860462743535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 30, 'rf_n_estimators': 105}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:35:28,684] Trial 648 finished with value: 0.997411591248032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 27, 'rf_n_estimators': 103}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:35:30,343] Trial 649 finished with value: 0.9973375082752977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 98}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:35:32,195] Trial 650 finished with value: 0.9973805106961011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:35:33,628] Trial 651 finished with value: 0.9974153482228288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 95}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:35:36,827] Trial 652 finished with value: 0.997336908492322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 101}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:35:38,133] Trial 653 finished with value: 0.99747772016161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 98}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:35:40,083] Trial 654 finished with value: 0.9969437266946293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:35:40,996] Trial 655 finished with value: 0.9915984803368895 and parameters: {'classifier': 'SVC', 'svc_c': 57.88788444984436, 'svc_kernel': 'sigmoid'}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:35:42,382] Trial 656 finished with value: 0.997201359285472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 67}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:35:43,523] Trial 657 finished with value: 0.9971396724728995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 5, 'rf_n_estimators': 100}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:35:48,827] Trial 658 finished with value: 0.9971042139305363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 34, 'rf_n_estimators': 93}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:35:50,382] Trial 659 finished with value: 0.9971738868258141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:35:52,432] Trial 660 finished with value: 0.9974724949594757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 97}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:35:54,174] Trial 661 finished with value: 0.9971455689952528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:35:56,012] Trial 662 finished with value: 0.9974707654974218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:35:57,447] Trial 663 finished with value: 0.9967638204613468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 100}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:36:00,465] Trial 664 finished with value: 0.9976975854994866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 104}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:36:03,113] Trial 665 finished with value: 0.997413555634077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 108}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:36:06,158] Trial 666 finished with value: 0.997206431352203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 104}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:36:09,843] Trial 667 finished with value: 0.9972547558392342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 105}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:36:24,644] Trial 668 finished with value: 0.995721920024362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 74, 'rf_n_estimators': 111}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:36:26,197] Trial 669 finished with value: 0.9959617036603742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 15, 'rf_n_estimators': 108}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:36:37,940] Trial 670 finished with value: 0.9967558383458801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 61, 'rf_n_estimators': 103}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:36:40,912] Trial 671 finished with value: 0.9973931739942303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 96}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:36:43,760] Trial 672 finished with value: 0.9972619114361146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 14, 'rf_n_estimators': 102}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:36:47,409] Trial 673 finished with value: 0.9971024441930779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 93}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:37:23,027] Trial 674 finished with value: 0.9897216735876354 and parameters: {'classifier': 'SVC', 'svc_c': 22967015.265795104, 'svc_kernel': 'rbf'}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:37:26,667] Trial 675 finished with value: 0.9963221833847057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 29, 'rf_n_estimators': 63}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:37:28,713] Trial 676 finished with value: 0.9972279945626069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 98}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:37:29,518] Trial 677 finished with value: 0.9971140039959021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 1, 'rf_n_estimators': 106}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:37:31,215] Trial 678 finished with value: 0.9965430779829215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 11, 'rf_n_estimators': 71}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:37:33,916] Trial 679 finished with value: 0.9973644223699495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 100}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:37:45,025] Trial 680 finished with value: 0.9966847039517012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 64, 'rf_n_estimators': 91}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:37:46,401] Trial 681 finished with value: 0.9947399534835822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 18, 'rf_n_estimators': 103}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:37:48,827] Trial 682 finished with value: 0.9974131729383887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 95}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:37:51,132] Trial 683 finished with value: 0.997188547771315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:38:01,667] Trial 684 finished with value: 0.9968670178543823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 55, 'rf_n_estimators': 105}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:38:04,591] Trial 685 finished with value: 0.9971998657630223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 17, 'rf_n_estimators': 99}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:38:06,654] Trial 686 finished with value: 0.9976283111688509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:38:09,689] Trial 687 finished with value: 0.9973370380781984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 102}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:38:11,228] Trial 688 finished with value: 0.9972598664040468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 96}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:38:11,927] Trial 689 finished with value: 0.9965283417868417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 22}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:38:13,219] Trial 690 finished with value: 0.9973255146152781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 99}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:38:15,061] Trial 691 finished with value: 0.9973480357074678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 93}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:38:16,080] Trial 692 finished with value: 0.9975575800365243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 76}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:38:17,086] Trial 693 finished with value: 0.9900293917702574 and parameters: {'classifier': 'SVC', 'svc_c': 14903.907974587733, 'svc_kernel': 'sigmoid'}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:38:18,995] Trial 694 finished with value: 0.9975913809397182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:38:20,763] Trial 695 finished with value: 0.997498964723423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:38:25,398] Trial 696 finished with value: 0.9965896726270441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 51, 'rf_n_estimators': 50}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:38:27,776] Trial 697 finished with value: 0.9972703658433825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 97}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:38:28,870] Trial 698 finished with value: 0.9974933238181767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 102}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:38:31,291] Trial 699 finished with value: 0.997373882900622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:38:33,471] Trial 700 finished with value: 0.9972862303855486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 89}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:38:35,461] Trial 701 finished with value: 0.9972302477318719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 95}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:38:37,181] Trial 702 finished with value: 0.9973753841036453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 99}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:38:37,708] Trial 703 finished with value: 0.9896585266091539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 65}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:38:51,213] Trial 704 finished with value: 0.9963701719259866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 67, 'rf_n_estimators': 104}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:38:53,309] Trial 705 finished with value: 0.9964197846546824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:38:56,943] Trial 706 finished with value: 0.9973536332269944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 97}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:38:57,428] Trial 707 finished with value: 0.9972730813070078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 41}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:38:59,287] Trial 708 finished with value: 0.9975147447792795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:39:00,830] Trial 709 finished with value: 0.997210876944378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:39:01,789] Trial 710 finished with value: 0.9970880599069162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 94}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:39:04,139] Trial 711 finished with value: 0.9975358986976287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 99}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:39:04,883] Trial 712 finished with value: 0.9939235612257327 and parameters: {'classifier': 'SVC', 'svc_c': 292.4242193353403, 'svc_kernel': 'rbf'}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:39:06,701] Trial 713 finished with value: 0.9976024421082782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 92}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:39:08,266] Trial 714 finished with value: 0.9974653558345693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:39:09,757] Trial 715 finished with value: 0.9964024810205777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 97}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:39:12,601] Trial 716 finished with value: 0.9974249034911552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 104}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:39:17,946] Trial 717 finished with value: 0.9971154449286391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 33, 'rf_n_estimators': 101}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:39:19,443] Trial 718 finished with value: 0.9973374908511864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:39:20,889] Trial 719 finished with value: 0.997250957859061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 99}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:39:21,475] Trial 720 finished with value: 0.9954238287425236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 1, 'rf_n_estimators': 95}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:39:23,675] Trial 721 finished with value: 0.9973093024160736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:39:25,411] Trial 722 finished with value: 0.9972271508420748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:39:26,806] Trial 723 finished with value: 0.9973027352399978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 98}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:39:27,293] Trial 724 finished with value: 0.9946510870887618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 9}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:39:31,155] Trial 725 finished with value: 0.997302787004525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 91}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:39:32,925] Trial 726 finished with value: 0.9972690446577702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:39:35,232] Trial 727 finished with value: 0.9974244282794666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:39:36,563] Trial 728 finished with value: 0.9972451674047947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 32}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:39:38,399] Trial 729 finished with value: 0.9974662509705116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:39:41,136] Trial 730 finished with value: 0.9975189857889032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 96}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:39:42,354] Trial 731 finished with value: 0.9974290612839853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 88}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:39:44,104] Trial 732 finished with value: 0.9852066289686645 and parameters: {'classifier': 'SVC', 'svc_c': 3.2064358624785984e-09, 'svc_kernel': 'sigmoid'}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:39:45,793] Trial 733 finished with value: 0.997411678019471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 100}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:39:47,477] Trial 734 finished with value: 0.9970321284464844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 68}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:39:49,489] Trial 735 finished with value: 0.9972044297693303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 94}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:39:54,722] Trial 736 finished with value: 0.9963950602534805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 35, 'rf_n_estimators': 74}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:39:55,625] Trial 737 finished with value: 0.9955987878294791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:40:02,772] Trial 738 finished with value: 0.996524232902127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 51, 'rf_n_estimators': 97}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:40:04,700] Trial 739 finished with value: 0.9976833943702298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:40:05,939] Trial 740 finished with value: 0.9974233397327161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 108}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:40:11,957] Trial 741 finished with value: 0.9932615237735708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 66, 'rf_n_estimators': 105}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:40:13,914] Trial 742 finished with value: 0.9970535218273454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:40:16,594] Trial 743 finished with value: 0.9973873385673491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:40:19,572] Trial 744 finished with value: 0.9972045880780128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 107}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:40:21,282] Trial 745 finished with value: 0.9973352635483158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:40:23,384] Trial 746 finished with value: 0.9975186991003849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 101}. Best is trial 299 with value: 0.99775073738572.
[I 2023-09-10 08:40:25,706] Trial 747 finished with value: 0.9978042276297852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:40:28,159] Trial 748 finished with value: 0.9972907809667216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:40:30,490] Trial 749 finished with value: 0.9975108197522625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:40:42,493] Trial 750 finished with value: 0.9957672906326073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 60, 'rf_n_estimators': 105}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:40:43,466] Trial 751 finished with value: 0.9897298311819925 and parameters: {'classifier': 'SVC', 'svc_c': 4.3276710646676815, 'svc_kernel': 'rbf'}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:40:46,945] Trial 752 finished with value: 0.9975627881001885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 107}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:40:49,716] Trial 753 finished with value: 0.9974906487569076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:40:51,259] Trial 754 finished with value: 0.9975723755190152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:40:52,838] Trial 755 finished with value: 0.9972958664585873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:40:54,830] Trial 756 finished with value: 0.997328134484326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:40:57,245] Trial 757 finished with value: 0.9974117341320916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:40:58,325] Trial 758 finished with value: 0.9970907166554127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 103}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:41:03,576] Trial 759 finished with value: 0.9970877231042422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 27, 'rf_n_estimators': 109}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:41:06,655] Trial 760 finished with value: 0.9973171721793479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 106}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:41:08,689] Trial 761 finished with value: 0.9974408250980789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 101}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:41:09,735] Trial 762 finished with value: 0.9974893483596249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 60}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:41:13,807] Trial 763 finished with value: 0.9971054495507499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 23, 'rf_n_estimators': 103}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:41:16,212] Trial 764 finished with value: 0.9897350893915506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 54, 'rf_n_estimators': 106}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:41:18,684] Trial 765 finished with value: 0.9971789662557393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 103}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:41:20,552] Trial 766 finished with value: 0.9976589866816067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 100}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:41:26,833] Trial 767 finished with value: 0.9968840287697661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 36, 'rf_n_estimators': 100}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:41:28,267] Trial 768 finished with value: 0.9971288260747594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 71}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:41:30,302] Trial 769 finished with value: 0.9976087286260383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:41:32,451] Trial 770 finished with value: 0.997477710195907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 99}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:41:33,728] Trial 771 finished with value: 0.9868044897257414 and parameters: {'classifier': 'SVC', 'svc_c': 1026870.7145812534, 'svc_kernel': 'sigmoid'}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:41:35,872] Trial 772 finished with value: 0.9973974029117111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:41:38,110] Trial 773 finished with value: 0.9975049626483905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:41:39,952] Trial 774 finished with value: 0.9971803609146074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 100}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:41:43,943] Trial 775 finished with value: 0.9970039211590546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 38, 'rf_n_estimators': 55}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:41:46,340] Trial 776 finished with value: 0.9974854287915281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:41:48,853] Trial 777 finished with value: 0.9972164465345462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 102}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:41:49,532] Trial 778 finished with value: 0.9954467976565873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 2, 'rf_n_estimators': 99}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:41:50,328] Trial 779 finished with value: 0.9935927296898299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:41:51,588] Trial 780 finished with value: 0.9965941238368291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:41:53,943] Trial 781 finished with value: 0.9974096856405916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 98}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:41:57,803] Trial 782 finished with value: 0.9972848131292905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 101}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:41:59,556] Trial 783 finished with value: 0.9973564754518222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:42:01,746] Trial 784 finished with value: 0.997394017809976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:42:04,425] Trial 785 finished with value: 0.9970891895225189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 98}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:42:07,690] Trial 786 finished with value: 0.997404243097267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 109}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:42:08,769] Trial 787 finished with value: 0.9941947491403319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:42:21,895] Trial 788 finished with value: 0.9964546410019891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 70, 'rf_n_estimators': 103}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:42:23,709] Trial 789 finished with value: 0.9953449071671057 and parameters: {'classifier': 'SVC', 'svc_c': 184400.32296705322, 'svc_kernel': 'rbf'}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:42:34,341] Trial 790 finished with value: 0.9965573579465813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 56, 'rf_n_estimators': 100}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:42:35,698] Trial 791 finished with value: 0.9970140089894683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 65}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:42:37,458] Trial 792 finished with value: 0.9975392686286438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:42:38,518] Trial 793 finished with value: 0.9975904704426287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 45}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:42:40,726] Trial 794 finished with value: 0.997663825982524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 11, 'rf_n_estimators': 97}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:42:42,210] Trial 795 finished with value: 0.9973346137781363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 97}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:42:47,741] Trial 796 finished with value: 0.9966782960999208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 28, 'rf_n_estimators': 102}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:42:53,353] Trial 797 finished with value: 0.9969808344338783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 31, 'rf_n_estimators': 96}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:42:54,624] Trial 798 finished with value: 0.9970939358313674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 69}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:42:56,867] Trial 799 finished with value: 0.9969908624700743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:42:58,721] Trial 800 finished with value: 0.9973320239648866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 100}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:43:00,885] Trial 801 finished with value: 0.9972375362471088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 104}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:43:03,092] Trial 802 finished with value: 0.9970648575288049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:43:04,033] Trial 803 finished with value: 0.9973733330413751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 3, 'rf_n_estimators': 99}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:43:06,524] Trial 804 finished with value: 0.9970884188943875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:43:09,885] Trial 805 finished with value: 0.9973304299919598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 17, 'rf_n_estimators': 102}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:43:13,992] Trial 806 finished with value: 0.9969798814397306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 25, 'rf_n_estimators': 95}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:43:15,631] Trial 807 finished with value: 0.9972737987424062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:43:17,558] Trial 808 finished with value: 0.9973289752532329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:43:19,273] Trial 809 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 4.353952180838556e-06, 'svc_kernel': 'sigmoid'}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:43:22,426] Trial 810 finished with value: 0.9969525214592166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 15, 'rf_n_estimators': 107}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:43:23,150] Trial 811 finished with value: 0.9966522269001037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 101}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:43:24,122] Trial 812 finished with value: 0.9964961135604389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 5, 'rf_n_estimators': 73}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:43:25,794] Trial 813 finished with value: 0.996992406773176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 96}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:43:34,687] Trial 814 finished with value: 0.9964182444457705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 45, 'rf_n_estimators': 104}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:43:36,346] Trial 815 finished with value: 0.9967499881291341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 78}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:43:40,084] Trial 816 finished with value: 0.9971605513505427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 19, 'rf_n_estimators': 99}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:43:42,176] Trial 817 finished with value: 0.9972467894340319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:43:44,485] Trial 818 finished with value: 0.9971475339208421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 11, 'rf_n_estimators': 101}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:43:46,078] Trial 819 finished with value: 0.9970771394642379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 93}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:43:48,420] Trial 820 finished with value: 0.9973898202178099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:43:49,499] Trial 821 finished with value: 0.9972150341659259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 4, 'rf_n_estimators': 96}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:43:51,131] Trial 822 finished with value: 0.9974169706329209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 102}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:43:51,485] Trial 823 finished with value: 0.9884383999532806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 4}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:43:54,415] Trial 824 finished with value: 0.9970685337306273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 14, 'rf_n_estimators': 107}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:43:56,053] Trial 825 finished with value: 0.9974850508882639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 99}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:43:57,785] Trial 826 finished with value: 0.9973337167696575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 97}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:44:01,407] Trial 827 finished with value: 0.9970714390186771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 18, 'rf_n_estimators': 104}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:46:35,986] Trial 828 finished with value: 0.9897182966108047 and parameters: {'classifier': 'SVC', 'svc_c': 1394115990.5979147, 'svc_kernel': 'rbf'}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:46:38,451] Trial 829 finished with value: 0.9973566488994864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 12, 'rf_n_estimators': 101}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:46:41,731] Trial 830 finished with value: 0.9970862556703524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 21, 'rf_n_estimators': 94}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:46:43,151] Trial 831 finished with value: 0.9977067278893745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:46:44,714] Trial 832 finished with value: 0.9971581711979098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:46:46,223] Trial 833 finished with value: 0.9972629169882371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:46:47,533] Trial 834 finished with value: 0.9971782889053181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:46:48,568] Trial 835 finished with value: 0.9973079871654503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 58}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:46:50,252] Trial 836 finished with value: 0.9972398675868398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:46:51,684] Trial 837 finished with value: 0.997237017586225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:46:52,857] Trial 838 finished with value: 0.9967934247245117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 63}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:46:54,219] Trial 839 finished with value: 0.9974478443806466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:46:55,580] Trial 840 finished with value: 0.9972604554596095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:46:56,539] Trial 841 finished with value: 0.9974415085421784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 67}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:46:58,703] Trial 842 finished with value: 0.9975753170517553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:47:00,434] Trial 843 finished with value: 0.9975743619629057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 99}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:47:01,884] Trial 844 finished with value: 0.9970988219139604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 91}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:47:03,723] Trial 845 finished with value: 0.9973759018441299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:47:04,562] Trial 846 finished with value: 0.9971814025527305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 2, 'rf_n_estimators': 95}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:47:05,512] Trial 847 finished with value: 0.9901142859120546 and parameters: {'classifier': 'SVC', 'svc_c': 14299.853865325065, 'svc_kernel': 'sigmoid'}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:47:07,296] Trial 848 finished with value: 0.9973289674457076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:47:07,779] Trial 849 finished with value: 0.9951045002303286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 7, 'rf_n_estimators': 14}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:47:11,419] Trial 850 finished with value: 0.9972861018787612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:47:17,044] Trial 851 finished with value: 0.9971589788641791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 28, 'rf_n_estimators': 114}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:47:19,081] Trial 852 finished with value: 0.9967955958512859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 10, 'rf_n_estimators': 98}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:47:23,881] Trial 853 finished with value: 0.9968297887176373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 24, 'rf_n_estimators': 106}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:47:25,956] Trial 854 finished with value: 0.997572702419462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:47:27,374] Trial 855 finished with value: 0.9975399074492454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 100}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:47:35,255] Trial 856 finished with value: 0.9962602412089295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 56, 'rf_n_estimators': 97}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:47:36,953] Trial 857 finished with value: 0.9974197874674227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:47:45,369] Trial 858 finished with value: 0.9966936714339812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 49, 'rf_n_estimators': 95}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:47:47,550] Trial 859 finished with value: 0.9974511913651547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:47:51,766] Trial 860 finished with value: 0.9966792515696253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 22, 'rf_n_estimators': 100}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:47:53,511] Trial 861 finished with value: 0.9974906461543992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 92}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:47:56,305] Trial 862 finished with value: 0.997520946747254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 102}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:47:57,155] Trial 863 finished with value: 0.9969665197806856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 1, 'rf_n_estimators': 112}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:47:59,696] Trial 864 finished with value: 0.997358147277836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 70}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:48:00,973] Trial 865 finished with value: 0.9970870852992535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 98}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:48:03,166] Trial 866 finished with value: 0.9974659700582925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:48:05,724] Trial 867 finished with value: 0.9972126303685519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 108}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:51:55,583] Trial 868 finished with value: 0.9896081640406562 and parameters: {'classifier': 'SVC', 'svc_c': 6936921803.734834, 'svc_kernel': 'rbf'}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:51:56,856] Trial 869 finished with value: 0.9970324742309863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 53}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:51:58,304] Trial 870 finished with value: 0.9972635646637148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 94}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:52:00,027] Trial 871 finished with value: 0.9972188971770718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 8, 'rf_n_estimators': 100}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:52:01,165] Trial 872 finished with value: 0.9970980905773587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 4, 'rf_n_estimators': 103}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:52:02,993] Trial 873 finished with value: 0.9974530168661166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 97}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:52:04,622] Trial 874 finished with value: 0.9974780693420681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:52:06,292] Trial 875 finished with value: 0.9972241676057241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 10, 'rf_n_estimators': 76}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:52:08,823] Trial 876 finished with value: 0.9974065422230222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 87}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:52:10,683] Trial 877 finished with value: 0.997305020940618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:52:13,080] Trial 878 finished with value: 0.9974520773923176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:52:14,737] Trial 879 finished with value: 0.9973782127129107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 97}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:52:21,693] Trial 880 finished with value: 0.9963961952645274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 35, 'rf_n_estimators': 102}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:52:34,601] Trial 881 finished with value: 0.9958212849698566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 71, 'rf_n_estimators': 93}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:52:36,752] Trial 882 finished with value: 0.9973218849094904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 99}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:52:37,926] Trial 883 finished with value: 0.9974608494008255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 105}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:52:39,460] Trial 884 finished with value: 0.9972272753498856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 7, 'rf_n_estimators': 96}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:52:41,175] Trial 885 finished with value: 0.9852051536637737 and parameters: {'classifier': 'SVC', 'svc_c': 4.242125028580079e-07, 'svc_kernel': 'sigmoid'}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:52:44,836] Trial 886 finished with value: 0.9974452589472284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 100}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:52:46,512] Trial 887 finished with value: 0.9975010485074759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 84}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:52:48,003] Trial 888 finished with value: 0.9973768034546052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:52:49,717] Trial 889 finished with value: 0.9975018414473561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:52:52,878] Trial 890 finished with value: 0.9973278989890527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 108}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:53:00,194] Trial 891 finished with value: 0.9969856246997285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 40, 'rf_n_estimators': 98}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:53:02,082] Trial 892 finished with value: 0.9971760636019358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 90}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:53:03,552] Trial 893 finished with value: 0.9973617801574147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 81}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:53:05,714] Trial 894 finished with value: 0.9974516959344077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 95}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:53:14,577] Trial 895 finished with value: 0.9967901487059647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 46, 'rf_n_estimators': 102}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:53:16,640] Trial 896 finished with value: 0.9967763678526378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:53:18,842] Trial 897 finished with value: 0.9967080535619651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:53:20,210] Trial 898 finished with value: 0.9973401699431697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 99}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:53:21,576] Trial 899 finished with value: 0.9974088111342893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 104}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:53:24,149] Trial 900 finished with value: 0.9972450068109829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 101}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:53:25,064] Trial 901 finished with value: 0.9957302840738071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 96}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:53:26,787] Trial 902 finished with value: 0.9969565156431339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 92}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:53:36,342] Trial 903 finished with value: 0.9960896450686382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 47, 'rf_n_estimators': 105}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:53:38,098] Trial 904 finished with value: 0.9854489042208406 and parameters: {'classifier': 'SVC', 'svc_c': 0.17329008730241044, 'svc_kernel': 'rbf'}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:53:40,609] Trial 905 finished with value: 0.9973612622899785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 99}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:53:43,077] Trial 906 finished with value: 0.997476639708026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:53:43,775] Trial 907 finished with value: 0.9972198587404543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 61}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:53:44,303] Trial 908 finished with value: 0.9971486427163775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 25}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:53:46,508] Trial 909 finished with value: 0.9971071410225286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:53:49,968] Trial 910 finished with value: 0.9974514795136167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 107}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:53:57,201] Trial 911 finished with value: 0.9937519939372107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 74, 'rf_n_estimators': 97}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:53:58,984] Trial 912 finished with value: 0.9974590563994807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:54:01,058] Trial 913 finished with value: 0.9957096663674047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 21, 'rf_n_estimators': 94}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:54:03,429] Trial 914 finished with value: 0.9973126526061105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 100}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:54:04,383] Trial 915 finished with value: 0.9910153558909105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 24, 'rf_n_estimators': 72}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:54:05,580] Trial 916 finished with value: 0.9971761289502873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 66}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:54:08,665] Trial 917 finished with value: 0.9973012421301409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 14, 'rf_n_estimators': 109}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:54:10,036] Trial 918 finished with value: 0.9974442309246676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 105}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:54:11,440] Trial 919 finished with value: 0.997533430377089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:54:23,149] Trial 920 finished with value: 0.9964666918219797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 65, 'rf_n_estimators': 98}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:54:24,652] Trial 921 finished with value: 0.9974210642834401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 101}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:54:26,604] Trial 922 finished with value: 0.9974305586467219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 94}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:54:28,590] Trial 923 finished with value: 0.9967420453369346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:54:30,407] Trial 924 finished with value: 0.9852070388002637 and parameters: {'classifier': 'SVC', 'svc_c': 4.5026171869602857e-10, 'svc_kernel': 'sigmoid'}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:54:32,807] Trial 925 finished with value: 0.9964615872873698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 31, 'rf_n_estimators': 37}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:54:35,172] Trial 926 finished with value: 0.9974513112709692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:54:36,882] Trial 927 finished with value: 0.99675740588113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 97}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:54:38,461] Trial 928 finished with value: 0.9973996977528486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 89}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:54:44,194] Trial 929 finished with value: 0.997038947431118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 30, 'rf_n_estimators': 100}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:54:45,979] Trial 930 finished with value: 0.9975256454492415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:54:48,355] Trial 931 finished with value: 0.9971169702207342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 96}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:54:58,576] Trial 932 finished with value: 0.9961614376752802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 61, 'rf_n_estimators': 101}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:55:00,061] Trial 933 finished with value: 0.9970115293702334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 68}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:55:03,190] Trial 934 finished with value: 0.9974358747779611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 110}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:55:04,762] Trial 935 finished with value: 0.9973752973639441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:55:11,672] Trial 936 finished with value: 0.9970024856534998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 40, 'rf_n_estimators': 92}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:55:17,319] Trial 937 finished with value: 0.9969780274698657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 34, 'rf_n_estimators': 99}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:55:19,180] Trial 938 finished with value: 0.9974479949452797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:55:20,782] Trial 939 finished with value: 0.99698393459268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 95}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:55:21,552] Trial 940 finished with value: 0.9958525374142945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 2, 'rf_n_estimators': 98}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:55:22,225] Trial 941 finished with value: 0.9933387420389707 and parameters: {'classifier': 'SVC', 'svc_c': 155.71702300323187, 'svc_kernel': 'rbf'}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:55:23,963] Trial 942 finished with value: 0.9974394792838505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:55:27,601] Trial 943 finished with value: 0.997465319589879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 107}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:55:29,683] Trial 944 finished with value: 0.9976879887497153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 100}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:55:32,537] Trial 945 finished with value: 0.997542796773128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:55:34,989] Trial 946 finished with value: 0.9972394173528846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 103}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:55:36,076] Trial 947 finished with value: 0.9955907589323366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:55:37,566] Trial 948 finished with value: 0.9971364620248694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 101}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:55:39,167] Trial 949 finished with value: 0.9973839941853493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:55:44,389] Trial 950 finished with value: 0.9968060187705268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 27, 'rf_n_estimators': 100}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:55:46,685] Trial 951 finished with value: 0.997620455338518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:55:54,864] Trial 952 finished with value: 0.996797019010795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 41, 'rf_n_estimators': 103}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:55:56,611] Trial 953 finished with value: 0.9970729768155078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 8, 'rf_n_estimators': 100}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:55:59,914] Trial 954 finished with value: 0.9972486910107579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 107}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:56:07,753] Trial 955 finished with value: 0.9967573347564794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 42, 'rf_n_estimators': 103}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:56:09,606] Trial 956 finished with value: 0.9976110071221536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:56:11,830] Trial 957 finished with value: 0.9972407351108027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 97}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:56:14,192] Trial 958 finished with value: 0.9972109359134101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 101}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:56:16,394] Trial 959 finished with value: 0.9975849324316783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:56:17,431] Trial 960 finished with value: 0.997409209064173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 74}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:56:19,167] Trial 961 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 1.7908093788304128e-05, 'svc_kernel': 'sigmoid'}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:56:22,673] Trial 962 finished with value: 0.9971617046108864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 21, 'rf_n_estimators': 99}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:56:23,449] Trial 963 finished with value: 0.9967879088983587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 108}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:56:24,445] Trial 964 finished with value: 0.9973231677874482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 94}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:56:26,278] Trial 965 finished with value: 0.9975159561517316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 97}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:56:27,923] Trial 966 finished with value: 0.9973407893401719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:56:29,947] Trial 967 finished with value: 0.9968611113663263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 86}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:56:31,684] Trial 968 finished with value: 0.9975017380135157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:56:33,469] Trial 969 finished with value: 0.9974276988073556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 100}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:56:35,130] Trial 970 finished with value: 0.9973227258370866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:56:36,901] Trial 971 finished with value: 0.9971077080519836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 63}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:56:38,956] Trial 972 finished with value: 0.9969230431638065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 10, 'rf_n_estimators': 98}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:56:40,619] Trial 973 finished with value: 0.9974719328493965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 90}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:56:46,310] Trial 974 finished with value: 0.9963990188909412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 37, 'rf_n_estimators': 78}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:56:48,674] Trial 975 finished with value: 0.9972968919421156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:56:51,370] Trial 976 finished with value: 0.9970468653090601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 17, 'rf_n_estimators': 95}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:56:55,028] Trial 977 finished with value: 0.9974668819835878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 102}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:56:56,929] Trial 978 finished with value: 0.9969688821283523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:57:06,050] Trial 979 finished with value: 0.9969674127901881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 50, 'rf_n_estimators': 99}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:57:08,129] Trial 980 finished with value: 0.9974660945343655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:57:09,882] Trial 981 finished with value: 0.985077902554997 and parameters: {'classifier': 'SVC', 'svc_c': 0.00022040318712833777, 'svc_kernel': 'rbf'}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:57:10,786] Trial 982 finished with value: 0.9963917940419469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 5, 'rf_n_estimators': 93}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:57:11,834] Trial 983 finished with value: 0.9962020629268141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 96}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:57:14,915] Trial 984 finished with value: 0.9972984098075403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 102}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:57:15,728] Trial 985 finished with value: 0.9960800856109081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 3, 'rf_n_estimators': 106}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:57:20,346] Trial 986 finished with value: 0.9968764802893292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 24, 'rf_n_estimators': 100}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:57:21,930] Trial 987 finished with value: 0.9974402986296697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:57:23,898] Trial 988 finished with value: 0.997217582339041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:57:25,673] Trial 989 finished with value: 0.9972989719493573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 83}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:57:31,359] Trial 990 finished with value: 0.9973073666258833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 31, 'rf_n_estimators': 97}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:57:32,982] Trial 991 finished with value: 0.9976271687311336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 99}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:57:34,351] Trial 992 finished with value: 0.9967716867969271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 65}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:57:35,816] Trial 993 finished with value: 0.9973930106709582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 69}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:57:37,418] Trial 994 finished with value: 0.9972217161380131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:57:40,431] Trial 995 finished with value: 0.9969842763464675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 14, 'rf_n_estimators': 110}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:57:42,844] Trial 996 finished with value: 0.9976777192515192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 102}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:57:44,138] Trial 997 finished with value: 0.9968506188458545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 50}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:57:46,958] Trial 998 finished with value: 0.9972298805877582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:57:48,737] Trial 999 finished with value: 0.985368616709361 and parameters: {'classifier': 'SVC', 'svc_c': 0.00569880975333966, 'svc_kernel': 'sigmoid'}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:57:51,519] Trial 1000 finished with value: 0.9971849855085805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 13, 'rf_n_estimators': 105}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:57:52,428] Trial 1001 finished with value: 0.9971673132069429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 102}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:57:53,212] Trial 1002 finished with value: 0.9898010043281563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:57:55,935] Trial 1003 finished with value: 0.9972365821738722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:57:58,462] Trial 1004 finished with value: 0.99739117161791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:58:01,023] Trial 1005 finished with value: 0.9973803375975537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 102}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:58:03,926] Trial 1006 finished with value: 0.9970031551329198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 105}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:58:06,170] Trial 1007 finished with value: 0.9975224163710594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 100}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:58:07,466] Trial 1008 finished with value: 0.9972478485280041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:58:14,892] Trial 1009 finished with value: 0.995271623481833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 53, 'rf_n_estimators': 72}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:58:18,024] Trial 1010 finished with value: 0.9972950564437127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 102}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:58:20,209] Trial 1011 finished with value: 0.9974568435056202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:58:22,251] Trial 1012 finished with value: 0.9973909632902854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:58:23,453] Trial 1013 finished with value: 0.9974388240864887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 100}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:58:25,790] Trial 1014 finished with value: 0.9976014785771453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:58:28,011] Trial 1015 finished with value: 0.9970006519324199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:58:29,603] Trial 1016 finished with value: 0.9971306392931512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 101}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:58:32,672] Trial 1017 finished with value: 0.9969736993079484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 15, 'rf_n_estimators': 105}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:59:07,085] Trial 1018 finished with value: 0.9898267206659183 and parameters: {'classifier': 'SVC', 'svc_c': 27942916.16554838, 'svc_kernel': 'rbf'}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:59:08,198] Trial 1019 finished with value: 0.9972592915988047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 4, 'rf_n_estimators': 97}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:59:10,403] Trial 1020 finished with value: 0.997434102882325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:59:12,946] Trial 1021 finished with value: 0.9974593275364243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:59:13,750] Trial 1022 finished with value: 0.9969720865144422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 99}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:59:15,485] Trial 1023 finished with value: 0.9975632997787328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:59:16,847] Trial 1024 finished with value: 0.9970576422329206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 95}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:59:19,603] Trial 1025 finished with value: 0.9971318183246757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 104}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:59:21,848] Trial 1026 finished with value: 0.9973750780550036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:59:24,538] Trial 1027 finished with value: 0.9969854655341227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 17, 'rf_n_estimators': 99}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:59:26,273] Trial 1028 finished with value: 0.997572062043703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:59:27,111] Trial 1029 finished with value: 0.9972115688624988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 106}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:59:28,776] Trial 1030 finished with value: 0.9972840657333074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 96}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:59:30,266] Trial 1031 finished with value: 0.9972941907605487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 93}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:59:33,092] Trial 1032 finished with value: 0.9973493573056725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 13, 'rf_n_estimators': 103}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:59:36,940] Trial 1033 finished with value: 0.9972071530404808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 20, 'rf_n_estimators': 98}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:59:38,341] Trial 1034 finished with value: 0.9970698475847829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 58}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:59:40,281] Trial 1035 finished with value: 0.9971896640887347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 91}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:59:42,128] Trial 1036 finished with value: 0.9975474808439397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 100}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:59:43,337] Trial 1037 finished with value: 0.9876852850214984 and parameters: {'classifier': 'SVC', 'svc_c': 60216.33208263243, 'svc_kernel': 'sigmoid'}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:59:45,124] Trial 1038 finished with value: 0.9974499785962344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:59:46,792] Trial 1039 finished with value: 0.9974288299463779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:59:55,207] Trial 1040 finished with value: 0.9970309870878559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 43, 'rf_n_estimators': 102}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 08:59:57,784] Trial 1041 finished with value: 0.9973586438491363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 88}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:00:00,626] Trial 1042 finished with value: 0.9972463157775007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:00:04,446] Trial 1043 finished with value: 0.9972116231343205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 26, 'rf_n_estimators': 80}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:00:06,535] Trial 1044 finished with value: 0.9973305586574367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:00:07,900] Trial 1045 finished with value: 0.9969691217812917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 67}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:00:09,093] Trial 1046 finished with value: 0.997284237022794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 97}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:00:10,867] Trial 1047 finished with value: 0.996931363954484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:00:12,536] Trial 1048 finished with value: 0.9973500969893441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 76}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:00:18,911] Trial 1049 finished with value: 0.9971049435532912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 33, 'rf_n_estimators': 104}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:00:20,839] Trial 1050 finished with value: 0.9963369066951948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 16, 'rf_n_estimators': 109}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:00:26,954] Trial 1051 finished with value: 0.99494419456699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 63, 'rf_n_estimators': 94}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:00:29,480] Trial 1052 finished with value: 0.99749416645962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 100}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:00:34,870] Trial 1053 finished with value: 0.9970101028147683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 29, 'rf_n_estimators': 98}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:00:37,038] Trial 1054 finished with value: 0.9971503933158777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:00:38,825] Trial 1055 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.0326340307104114e-07, 'svc_kernel': 'rbf'}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:00:40,803] Trial 1056 finished with value: 0.9973719174354883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:00:44,232] Trial 1057 finished with value: 0.9973306320037408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 18, 'rf_n_estimators': 96}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:00:45,915] Trial 1058 finished with value: 0.9974906571039771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:00:46,558] Trial 1059 finished with value: 0.9930227972955185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 70}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:00:48,727] Trial 1060 finished with value: 0.9973424169552807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 99}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:00:56,754] Trial 1061 finished with value: 0.996561911765021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 46, 'rf_n_estimators': 106}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:00:58,870] Trial 1062 finished with value: 0.9968552723213234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 14, 'rf_n_estimators': 102}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:01:00,626] Trial 1063 finished with value: 0.9973609846150261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:01:03,061] Trial 1064 finished with value: 0.9970137027186613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 13, 'rf_n_estimators': 92}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:01:05,071] Trial 1065 finished with value: 0.9975550273248887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:01:06,466] Trial 1066 finished with value: 0.997404836183544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 6, 'rf_n_estimators': 98}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:01:07,390] Trial 1067 finished with value: 0.9977168911607942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 45}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:01:08,422] Trial 1068 finished with value: 0.99729580787041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 45}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:01:09,129] Trial 1069 finished with value: 0.9966975754505034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 32}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:01:09,845] Trial 1070 finished with value: 0.9975349995309721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 48}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:01:10,977] Trial 1071 finished with value: 0.9975925847902865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 54}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:01:12,237] Trial 1072 finished with value: 0.9952533404793797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 22, 'rf_n_estimators': 24}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:01:12,875] Trial 1073 finished with value: 0.997266841253544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 61}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:01:13,361] Trial 1074 finished with value: 0.9967210624859066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 18}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:01:14,933] Trial 1075 finished with value: 0.9975406919468423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 63}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:01:16,746] Trial 1076 finished with value: 0.9852053993786534 and parameters: {'classifier': 'SVC', 'svc_c': 0.00015515185685077495, 'svc_kernel': 'sigmoid'}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:01:17,164] Trial 1077 finished with value: 0.9879544869047999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 30}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:01:18,625] Trial 1078 finished with value: 0.9972258666311246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 11, 'rf_n_estimators': 59}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:01:21,817] Trial 1079 finished with value: 0.9969125880940655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 109}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:01:22,822] Trial 1080 finished with value: 0.9973737702627883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 47}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:01:23,956] Trial 1081 finished with value: 0.997361905236508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 70}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:01:25,908] Trial 1082 finished with value: 0.9974561310213353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 74}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:01:26,732] Trial 1083 finished with value: 0.996918696847806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 34}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:01:27,248] Trial 1084 finished with value: 0.9957425085636276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 15}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:01:27,669] Trial 1085 finished with value: 0.9919542789420345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 3, 'rf_n_estimators': 40}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:01:28,664] Trial 1086 finished with value: 0.9974331539188915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 66}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:01:30,575] Trial 1087 finished with value: 0.9974033131131023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:01:35,300] Trial 1088 finished with value: 0.9943364793363999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 60, 'rf_n_estimators': 38}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:01:39,377] Trial 1089 finished with value: 0.9965076451482634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 42, 'rf_n_estimators': 50}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:01:40,554] Trial 1090 finished with value: 0.9954495100733735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 19, 'rf_n_estimators': 28}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:01:48,427] Trial 1091 finished with value: 0.9965196954604475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 48, 'rf_n_estimators': 105}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:01:50,395] Trial 1092 finished with value: 0.9974159758716871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:01:51,752] Trial 1093 finished with value: 0.9971393902276885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 86}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:01:52,552] Trial 1094 finished with value: 0.9911922481972857 and parameters: {'classifier': 'SVC', 'svc_c': 12.894175948987046, 'svc_kernel': 'rbf'}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:01:53,430] Trial 1095 finished with value: 0.9972718825979804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 44}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:02:03,486] Trial 1096 finished with value: 0.996684894410884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 65, 'rf_n_estimators': 83}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:02:05,353] Trial 1097 finished with value: 0.9974434645176778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 55}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:02:06,474] Trial 1098 finished with value: 0.994041596979172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:02:08,699] Trial 1099 finished with value: 0.9975928217455037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:02:09,740] Trial 1100 finished with value: 0.9962850131535168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 94}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:02:14,819] Trial 1101 finished with value: 0.9969843532791552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 29, 'rf_n_estimators': 103}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:02:16,132] Trial 1102 finished with value: 0.9975988978091994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 90}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:02:16,925] Trial 1103 finished with value: 0.9967261467399938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 101}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:02:19,812] Trial 1104 finished with value: 0.9973329369692708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 109}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:02:21,201] Trial 1105 finished with value: 0.9973739722745695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:02:22,719] Trial 1106 finished with value: 0.9970411213825661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 96}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:02:25,028] Trial 1107 finished with value: 0.997454805836747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:02:26,567] Trial 1108 finished with value: 0.997558925057305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 100}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:02:28,444] Trial 1109 finished with value: 0.997240125139959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:02:30,887] Trial 1110 finished with value: 0.997055884936722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 104}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:02:33,088] Trial 1111 finished with value: 0.9971957222522505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:02:34,138] Trial 1112 finished with value: 0.9969544178626638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 4, 'rf_n_estimators': 95}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:02:36,131] Trial 1113 finished with value: 0.9852056456965531 and parameters: {'classifier': 'SVC', 'svc_c': 1.753619984812727e-08, 'svc_kernel': 'sigmoid'}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:02:37,453] Trial 1114 finished with value: 0.9975426712179659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 52}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:02:38,187] Trial 1115 finished with value: 0.9946785502492128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 34, 'rf_n_estimators': 7}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:02:39,435] Trial 1116 finished with value: 0.9969787307501573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 68}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:02:41,338] Trial 1117 finished with value: 0.9972204016173616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:02:42,590] Trial 1118 finished with value: 0.9971897528913997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 103}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:02:44,458] Trial 1119 finished with value: 0.9975107111451432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:02:45,596] Trial 1120 finished with value: 0.9957079543929378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 98}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:02:47,003] Trial 1121 finished with value: 0.9974055813261357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 64}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:02:51,651] Trial 1122 finished with value: 0.997246004968173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 23, 'rf_n_estimators': 106}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:02:53,149] Trial 1123 finished with value: 0.9965020845716608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 14, 'rf_n_estimators': 78}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:02:56,088] Trial 1124 finished with value: 0.9975163981020932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 100}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:02:57,891] Trial 1125 finished with value: 0.9975206733251811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 92}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:02:59,406] Trial 1126 finished with value: 0.9974399272326765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 103}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:03:00,943] Trial 1127 finished with value: 0.9971759567721392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 43}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:03:07,152] Trial 1128 finished with value: 0.9968140362420224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 37, 'rf_n_estimators': 96}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:03:11,168] Trial 1129 finished with value: 0.9973506819189787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 108}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:03:12,707] Trial 1130 finished with value: 0.997351395990159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 72}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:03:23,329] Trial 1131 finished with value: 0.996119222640223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 54, 'rf_n_estimators': 100}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:03:25,114] Trial 1132 finished with value: 0.9852940552876713 and parameters: {'classifier': 'SVC', 'svc_c': 0.0012703341794480935, 'svc_kernel': 'rbf'}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:03:26,462] Trial 1133 finished with value: 0.9974767894474734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 105}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:03:31,115] Trial 1134 finished with value: 0.9971012286946975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 26, 'rf_n_estimators': 98}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:03:33,064] Trial 1135 finished with value: 0.9976672434251866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 94}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:03:34,859] Trial 1136 finished with value: 0.9973097330360022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 88}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:03:36,375] Trial 1137 finished with value: 0.9976191993743054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 91}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:03:37,960] Trial 1138 finished with value: 0.9971304370274668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 93}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:03:38,674] Trial 1139 finished with value: 0.9964452575309558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 96}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:03:49,153] Trial 1140 finished with value: 0.9959737374053708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 71, 'rf_n_estimators': 90}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:03:51,339] Trial 1141 finished with value: 0.9972991397476743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 94}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:03:52,979] Trial 1142 finished with value: 0.9969688653707373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 93}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:04:01,838] Trial 1143 finished with value: 0.9964567132334436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 68, 'rf_n_estimators': 85}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:04:03,289] Trial 1144 finished with value: 0.9972552656769799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 94}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:04:05,599] Trial 1145 finished with value: 0.996882605705471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 16, 'rf_n_estimators': 91}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:04:13,017] Trial 1146 finished with value: 0.9967018776825505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 45, 'rf_n_estimators': 96}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:04:14,923] Trial 1147 finished with value: 0.9968153648543048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 90}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:04:16,232] Trial 1148 finished with value: 0.9969270364908004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 97}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:04:16,841] Trial 1149 finished with value: 0.9970795996281355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 36}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:04:19,053] Trial 1150 finished with value: 0.99735162272577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 95}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:04:20,818] Trial 1151 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 2.1212460331270737e-06, 'svc_kernel': 'sigmoid'}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:04:21,901] Trial 1152 finished with value: 0.9968755863276896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 4, 'rf_n_estimators': 98}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:04:23,548] Trial 1153 finished with value: 0.9971713834031486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 88}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:04:26,111] Trial 1154 finished with value: 0.9973850257308179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 13, 'rf_n_estimators': 99}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:04:26,878] Trial 1155 finished with value: 0.997001751587438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 92}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:04:33,819] Trial 1156 finished with value: 0.9954552495565604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 61, 'rf_n_estimators': 57}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:04:34,402] Trial 1157 finished with value: 0.9904988986334201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 3, 'rf_n_estimators': 95}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:04:36,683] Trial 1158 finished with value: 0.9970296502871934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 101}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:04:38,067] Trial 1159 finished with value: 0.9973254566301213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 98}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:04:40,008] Trial 1160 finished with value: 0.997502016735819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 93}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:04:41,560] Trial 1161 finished with value: 0.9974061916143583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 101}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:04:43,244] Trial 1162 finished with value: 0.9972546132408159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:04:44,814] Trial 1163 finished with value: 0.9969728858019039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 87}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:04:46,455] Trial 1164 finished with value: 0.9971450708370568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 95}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:04:48,756] Trial 1165 finished with value: 0.9974124403005327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 101}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:04:50,398] Trial 1166 finished with value: 0.9968622596120805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 7, 'rf_n_estimators': 102}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:04:52,495] Trial 1167 finished with value: 0.9969759114718366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 97}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:04:57,025] Trial 1168 finished with value: 0.9947957833192344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 52, 'rf_n_estimators': 99}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:05:01,549] Trial 1169 finished with value: 0.9971332283764288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 23, 'rf_n_estimators': 103}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:05:02,283] Trial 1170 finished with value: 0.9951855826811765 and parameters: {'classifier': 'SVC', 'svc_c': 2083.859796612013, 'svc_kernel': 'rbf'}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:05:07,419] Trial 1171 finished with value: 0.9973184921906575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 29, 'rf_n_estimators': 95}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:05:10,122] Trial 1172 finished with value: 0.997249840367339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 100}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:05:11,322] Trial 1173 finished with value: 0.9969827763177469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 8, 'rf_n_estimators': 65}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:05:12,860] Trial 1174 finished with value: 0.9970509289355188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 41}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:05:15,152] Trial 1175 finished with value: 0.9970649308751093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 92}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:05:18,296] Trial 1176 finished with value: 0.9972280130975447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 15, 'rf_n_estimators': 103}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:05:20,802] Trial 1177 finished with value: 0.9970317886921848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 13, 'rf_n_estimators': 96}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:05:22,728] Trial 1178 finished with value: 0.9954387321656375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 35, 'rf_n_estimators': 26}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:05:23,830] Trial 1179 finished with value: 0.9965127398123842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 81}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:05:25,985] Trial 1180 finished with value: 0.9971749439837739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 100}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:05:27,396] Trial 1181 finished with value: 0.9972623452933097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 61}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:05:28,987] Trial 1182 finished with value: 0.9975485290835477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 89}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:05:30,973] Trial 1183 finished with value: 0.9969767244383366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:05:32,248] Trial 1184 finished with value: 0.9974314961845087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 98}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:05:40,953] Trial 1185 finished with value: 0.9966812646098825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 60, 'rf_n_estimators': 75}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:05:42,558] Trial 1186 finished with value: 0.9975655633897693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 102}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:05:45,634] Trial 1187 finished with value: 0.9974202244031947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:05:50,317] Trial 1188 finished with value: 0.9968252461344167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 26, 'rf_n_estimators': 94}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:05:51,884] Trial 1189 finished with value: 0.9859046208362559 and parameters: {'classifier': 'SVC', 'svc_c': 0.5402165608987856, 'svc_kernel': 'sigmoid'}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:05:53,343] Trial 1190 finished with value: 0.997284016126958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 68}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:05:55,008] Trial 1191 finished with value: 0.9973571342673053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 99}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:05:58,902] Trial 1192 finished with value: 0.997352865740916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 101}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:06:00,436] Trial 1193 finished with value: 0.9971958445701459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 97}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:06:01,068] Trial 1194 finished with value: 0.9952196471042164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 19}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:06:03,336] Trial 1195 finished with value: 0.9972561395167864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 71}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:06:05,676] Trial 1196 finished with value: 0.997428782879061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:06:06,303] Trial 1197 finished with value: 0.9884474161532485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 5, 'rf_n_estimators': 106}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:06:08,027] Trial 1198 finished with value: 0.9977563554714108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 100}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:06:09,490] Trial 1199 finished with value: 0.9973172549518107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 92}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:06:11,112] Trial 1200 finished with value: 0.9974247544816796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 102}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:06:11,453] Trial 1201 finished with value: 0.9964132689892301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 11}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:06:13,011] Trial 1202 finished with value: 0.9974607825925302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 96}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:06:14,663] Trial 1203 finished with value: 0.9975289441603922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 99}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:06:16,071] Trial 1204 finished with value: 0.9975865475737895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 101}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:06:20,662] Trial 1205 finished with value: 0.9961587623601077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 36, 'rf_n_estimators': 105}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:06:23,353] Trial 1206 finished with value: 0.9970086281763737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 14, 'rf_n_estimators': 94}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:06:25,066] Trial 1207 finished with value: 0.9976133217994833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:06:28,604] Trial 1208 finished with value: 0.9975365781744898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 103}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:06:30,252] Trial 1209 finished with value: 0.997449467044642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:06:32,122] Trial 1210 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 2.0455922750528046e-05, 'svc_kernel': 'rbf'}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:06:32,991] Trial 1211 finished with value: 0.9971837444294468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 85}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:06:34,674] Trial 1212 finished with value: 0.9973753723288817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 100}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:06:37,247] Trial 1213 finished with value: 0.9970720686987614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 13, 'rf_n_estimators': 97}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:06:41,069] Trial 1214 finished with value: 0.997115646654779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 21, 'rf_n_estimators': 103}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:06:43,498] Trial 1215 finished with value: 0.997193134438489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:06:45,406] Trial 1216 finished with value: 0.9973117595648701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 90}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:06:47,155] Trial 1217 finished with value: 0.9974386944053988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 100}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:06:48,957] Trial 1218 finished with value: 0.9974554441178043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 95}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:06:50,375] Trial 1219 finished with value: 0.997552454650109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 103}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:06:57,526] Trial 1220 finished with value: 0.9935921159739132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 73, 'rf_n_estimators': 97}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:06:59,825] Trial 1221 finished with value: 0.9975275083057203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:07:01,289] Trial 1222 finished with value: 0.9974436022919342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 93}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:07:03,568] Trial 1223 finished with value: 0.9975012348724684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 101}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:07:05,301] Trial 1224 finished with value: 0.9969642535671407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 99}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:07:16,936] Trial 1225 finished with value: 0.9964724206094919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 56, 'rf_n_estimators': 109}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:07:18,082] Trial 1226 finished with value: 0.9973260966567633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 104}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:07:19,940] Trial 1227 finished with value: 0.9853884445861983 and parameters: {'classifier': 'SVC', 'svc_c': 0.01820118963038645, 'svc_kernel': 'sigmoid'}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:07:23,127] Trial 1228 finished with value: 0.9969579956452351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 16, 'rf_n_estimators': 101}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:07:24,883] Trial 1229 finished with value: 0.9973434916325655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 97}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:07:27,548] Trial 1230 finished with value: 0.9973800930887146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 105}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:07:33,304] Trial 1231 finished with value: 0.997071507731247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 33, 'rf_n_estimators': 95}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:07:35,416] Trial 1232 finished with value: 0.9973941795780905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 10, 'rf_n_estimators': 99}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:07:36,056] Trial 1233 finished with value: 0.9932090311154133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 66}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:07:39,104] Trial 1234 finished with value: 0.9949293153916372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 38, 'rf_n_estimators': 102}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:07:39,953] Trial 1235 finished with value: 0.9968587561596886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 107}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:07:41,516] Trial 1236 finished with value: 0.9971978562139351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 89}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:07:44,145] Trial 1237 finished with value: 0.997380699377961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 93}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:07:44,794] Trial 1238 finished with value: 0.9961191381221756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 82}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:07:47,147] Trial 1239 finished with value: 0.9973607038932345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:07:49,070] Trial 1240 finished with value: 0.9975047329294163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 99}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:07:50,464] Trial 1241 finished with value: 0.9973799895913983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 102}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:07:53,074] Trial 1242 finished with value: 0.9976044617182822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:07:55,079] Trial 1243 finished with value: 0.9972454459049328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 98}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:07:58,754] Trial 1244 finished with value: 0.9973706833069561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 106}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:08:01,522] Trial 1245 finished with value: 0.9974617352692988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 95}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:08:19,505] Trial 1246 finished with value: 0.9916648999696998 and parameters: {'classifier': 'SVC', 'svc_c': 5614245.301169095, 'svc_kernel': 'rbf'}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:08:20,980] Trial 1247 finished with value: 0.9966660715466248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 73}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:08:24,413] Trial 1248 finished with value: 0.9965646576018238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 101}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:08:26,153] Trial 1249 finished with value: 0.9974174692671851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:08:28,289] Trial 1250 finished with value: 0.997027954879914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 91}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:08:31,363] Trial 1251 finished with value: 0.9971803505997873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 22, 'rf_n_estimators': 69}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:08:32,634] Trial 1252 finished with value: 0.9974591972205763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 96}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:08:34,472] Trial 1253 finished with value: 0.9975154681496665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:08:36,006] Trial 1254 finished with value: 0.9971970345512485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 79}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:08:38,154] Trial 1255 finished with value: 0.997595758390606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:08:38,866] Trial 1256 finished with value: 0.9954076718307537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 2, 'rf_n_estimators': 99}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:08:40,371] Trial 1257 finished with value: 0.9973421564187982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 97}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:08:41,634] Trial 1258 finished with value: 0.9973237503367399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 106}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:08:42,668] Trial 1259 finished with value: 0.9975118047699588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 56}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:08:54,192] Trial 1260 finished with value: 0.9966230773142012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 59, 'rf_n_estimators': 103}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:08:58,442] Trial 1261 finished with value: 0.9971242029407299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 30, 'rf_n_estimators': 76}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:09:00,858] Trial 1262 finished with value: 0.9972573714236647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 93}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:09:02,990] Trial 1263 finished with value: 0.9973567464935519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 100}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:09:03,702] Trial 1264 finished with value: 0.9961302376301276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 64}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:09:05,141] Trial 1265 finished with value: 0.9867338629793926 and parameters: {'classifier': 'SVC', 'svc_c': 128974105.68259448, 'svc_kernel': 'sigmoid'}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:09:15,173] Trial 1266 finished with value: 0.9962531953934711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 49, 'rf_n_estimators': 104}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:09:17,060] Trial 1267 finished with value: 0.9973870027485501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 97}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:09:19,157] Trial 1268 finished with value: 0.9974365192161724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 87}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:09:19,881] Trial 1269 finished with value: 0.9968053743640534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 34}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:09:21,010] Trial 1270 finished with value: 0.997135627952661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 5, 'rf_n_estimators': 111}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:09:23,221] Trial 1271 finished with value: 0.997441276093744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:09:28,237] Trial 1272 finished with value: 0.9970206846774499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 27, 'rf_n_estimators': 100}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:09:29,922] Trial 1273 finished with value: 0.9973583328176431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:09:31,570] Trial 1274 finished with value: 0.997510055789092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 95}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:09:34,407] Trial 1275 finished with value: 0.9973209333752865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 105}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:09:36,456] Trial 1276 finished with value: 0.9970651551034254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 98}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:09:49,211] Trial 1277 finished with value: 0.9964986214581493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 65, 'rf_n_estimators': 102}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:09:52,136] Trial 1278 finished with value: 0.9971347191376806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 16, 'rf_n_estimators': 91}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:09:54,569] Trial 1279 finished with value: 0.9969312251328765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:09:57,876] Trial 1280 finished with value: 0.9972892899515665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 18, 'rf_n_estimators': 104}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:09:58,700] Trial 1281 finished with value: 0.9972281547755638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 39}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:10:00,223] Trial 1282 finished with value: 0.9975090602026723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 99}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:10:01,914] Trial 1283 finished with value: 0.997582307579779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 96}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:10:02,870] Trial 1284 finished with value: 0.9893721013569158 and parameters: {'classifier': 'SVC', 'svc_c': 3.533284430203493, 'svc_kernel': 'rbf'}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:10:06,438] Trial 1285 finished with value: 0.9967288500162627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 25, 'rf_n_estimators': 102}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:10:08,685] Trial 1286 finished with value: 0.9971616432615112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 93}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:10:09,463] Trial 1287 finished with value: 0.9967713598964801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 106}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:10:13,904] Trial 1288 finished with value: 0.9968509136910148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 39, 'rf_n_estimators': 61}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:10:15,869] Trial 1289 finished with value: 0.9972928649729399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 100}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:10:18,707] Trial 1290 finished with value: 0.9972583828155622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:10:25,787] Trial 1291 finished with value: 0.9968442810396358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 42, 'rf_n_estimators': 97}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:10:26,954] Trial 1292 finished with value: 0.9972758116239736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 71}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:10:28,676] Trial 1293 finished with value: 0.9961822552987618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 15, 'rf_n_estimators': 52}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:10:29,683] Trial 1294 finished with value: 0.99764379663345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 48}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:10:31,131] Trial 1295 finished with value: 0.9971610507782547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 6, 'rf_n_estimators': 103}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:10:33,787] Trial 1296 finished with value: 0.9969795242613201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:10:35,436] Trial 1297 finished with value: 0.9972700236135262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:10:39,377] Trial 1298 finished with value: 0.997321348253213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 20, 'rf_n_estimators': 100}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:10:41,210] Trial 1299 finished with value: 0.9974142309215343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 94}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:10:42,697] Trial 1300 finished with value: 0.9973708336494239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 8, 'rf_n_estimators': 84}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:10:44,994] Trial 1301 finished with value: 0.9974610990194678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 103}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:10:46,724] Trial 1302 finished with value: 0.9853471498235061 and parameters: {'classifier': 'SVC', 'svc_c': 0.0034931350147538896, 'svc_kernel': 'sigmoid'}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:10:47,397] Trial 1303 finished with value: 0.9975183575687626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 22}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:10:50,124] Trial 1304 finished with value: 0.9971242880935356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 99}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:10:52,197] Trial 1305 finished with value: 0.9971535068046005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 10, 'rf_n_estimators': 96}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:10:53,782] Trial 1306 finished with value: 0.9976692325033237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:10:55,348] Trial 1307 finished with value: 0.9976188974515918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:10:56,094] Trial 1308 finished with value: 0.988643171154957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:10:56,883] Trial 1309 finished with value: 0.9933320796491723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:10:58,347] Trial 1310 finished with value: 0.9973479808008876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 106}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:10:59,737] Trial 1311 finished with value: 0.9973850895240118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:11:01,131] Trial 1312 finished with value: 0.9973886548653234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 90}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:11:02,928] Trial 1313 finished with value: 0.9973532860142867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:11:04,442] Trial 1314 finished with value: 0.9973294074283191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:11:06,105] Trial 1315 finished with value: 0.9974258711164782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:11:07,901] Trial 1316 finished with value: 0.9975342545788078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:11:09,502] Trial 1317 finished with value: 0.9970617339156896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 102}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:11:10,253] Trial 1318 finished with value: 0.9975177755907533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 30}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:11:11,643] Trial 1319 finished with value: 0.9974801740731398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 98}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:11:12,689] Trial 1320 finished with value: 0.9951501320098144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:11:18,038] Trial 1321 finished with value: 0.9969109817750926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 45, 'rf_n_estimators': 67}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:11:18,924] Trial 1322 finished with value: 0.9924223067234953 and parameters: {'classifier': 'SVC', 'svc_c': 50.30818175528368, 'svc_kernel': 'rbf'}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:11:20,651] Trial 1323 finished with value: 0.9974390586931007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:11:22,522] Trial 1324 finished with value: 0.9973441214078634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:11:23,290] Trial 1325 finished with value: 0.9961901467707648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 4, 'rf_n_estimators': 87}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:11:35,187] Trial 1326 finished with value: 0.996253043495846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 66, 'rf_n_estimators': 92}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:11:39,865] Trial 1327 finished with value: 0.9971310244009204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 108}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:11:44,301] Trial 1328 finished with value: 0.9971431849071193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 24, 'rf_n_estimators': 96}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:11:45,952] Trial 1329 finished with value: 0.9973889781793869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:11:47,913] Trial 1330 finished with value: 0.9972451917477697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:11:48,908] Trial 1331 finished with value: 0.9961283624593406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 94}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:11:50,773] Trial 1332 finished with value: 0.9974664553626357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 99}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:11:52,634] Trial 1333 finished with value: 0.9972682882799595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:11:54,158] Trial 1334 finished with value: 0.9974837943527692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:11:56,317] Trial 1335 finished with value: 0.9968234872195847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 59}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:11:56,779] Trial 1336 finished with value: 0.9957079681354517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 16}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:12:00,439] Trial 1337 finished with value: 0.9972564886655064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 19, 'rf_n_estimators': 107}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:12:02,128] Trial 1338 finished with value: 0.9965201307141105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 97}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:12:10,243] Trial 1339 finished with value: 0.996788146520072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 42, 'rf_n_estimators': 101}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:12:11,687] Trial 1340 finished with value: 0.997413176619986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 73}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:12:12,456] Trial 1341 finished with value: 0.99214629344092 and parameters: {'classifier': 'SVC', 'svc_c': 144.9597563681418, 'svc_kernel': 'sigmoid'}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:12:13,281] Trial 1342 finished with value: 0.9975319679577884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 63}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:12:14,285] Trial 1343 finished with value: 0.9972919595539156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 103}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:12:16,174] Trial 1344 finished with value: 0.9973750820857178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 99}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:12:17,628] Trial 1345 finished with value: 0.9970619240892313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 94}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:12:18,520] Trial 1346 finished with value: 0.9971291313616915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 105}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:12:19,966] Trial 1347 finished with value: 0.9972797542972671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 97}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:12:22,621] Trial 1348 finished with value: 0.9970774782664001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 16, 'rf_n_estimators': 108}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:12:23,514] Trial 1349 finished with value: 0.99746630635316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 69}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:12:25,653] Trial 1350 finished with value: 0.9972897822065114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:12:27,898] Trial 1351 finished with value: 0.9975408131856488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 100}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:12:28,641] Trial 1352 finished with value: 0.9899216865787479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:12:29,883] Trial 1353 finished with value: 0.9974267582227299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 92}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:12:31,492] Trial 1354 finished with value: 0.9973574567879212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 77}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:12:32,724] Trial 1355 finished with value: 0.996887565197844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 95}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:12:34,754] Trial 1356 finished with value: 0.9973864726620194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:12:37,650] Trial 1357 finished with value: 0.997241604221661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 98}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:12:39,512] Trial 1358 finished with value: 0.9976268929604556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:12:40,252] Trial 1359 finished with value: 0.9969495734519435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 89}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:15:39,493] Trial 1360 finished with value: 0.9897204271765331 and parameters: {'classifier': 'SVC', 'svc_c': 1476127730.0537758, 'svc_kernel': 'rbf'}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:15:43,123] Trial 1361 finished with value: 0.9972291352864772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 108}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:15:47,367] Trial 1362 finished with value: 0.996906700299637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 26, 'rf_n_estimators': 100}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:15:50,102] Trial 1363 finished with value: 0.9971108703218702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 13, 'rf_n_estimators': 103}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:15:51,794] Trial 1364 finished with value: 0.9975428724362992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 97}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:15:54,054] Trial 1365 finished with value: 0.9970625291406994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:15:55,589] Trial 1366 finished with value: 0.9969701455192351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:15:57,179] Trial 1367 finished with value: 0.9972745088463478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 99}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:15:59,230] Trial 1368 finished with value: 0.9972802674357549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 94}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:16:07,576] Trial 1369 finished with value: 0.9965502607791885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 44, 'rf_n_estimators': 101}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:16:09,223] Trial 1370 finished with value: 0.9969514663324829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:16:10,898] Trial 1371 finished with value: 0.9974322775717906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 96}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:16:13,004] Trial 1372 finished with value: 0.9971449163369234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 91}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:16:14,848] Trial 1373 finished with value: 0.997213543817267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:16:17,401] Trial 1374 finished with value: 0.9971175008468093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 20, 'rf_n_estimators': 66}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:16:19,553] Trial 1375 finished with value: 0.9971970255694207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:16:21,110] Trial 1376 finished with value: 0.9975031226749428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 98}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:16:26,999] Trial 1377 finished with value: 0.997059616457717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 28, 'rf_n_estimators': 110}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:16:28,804] Trial 1378 finished with value: 0.9853953279670463 and parameters: {'classifier': 'SVC', 'svc_c': 0.05518494167877258, 'svc_kernel': 'sigmoid'}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:16:31,900] Trial 1379 finished with value: 0.997067280495875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 104}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:16:34,376] Trial 1380 finished with value: 0.9971408623270506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 12, 'rf_n_estimators': 100}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:16:36,171] Trial 1381 finished with value: 0.9969549499486826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 96}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:16:37,773] Trial 1382 finished with value: 0.997491321251429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:16:39,374] Trial 1383 finished with value: 0.9965574815339929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 102}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:16:40,237] Trial 1384 finished with value: 0.9968635841619111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 83}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:16:40,932] Trial 1385 finished with value: 0.9964226554753647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 93}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:16:42,942] Trial 1386 finished with value: 0.9974446320283422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 100}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:16:44,736] Trial 1387 finished with value: 0.997627560948194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:16:46,044] Trial 1388 finished with value: 0.9975239974583959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 104}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:16:46,376] Trial 1389 finished with value: 0.9931819334169667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 4}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:16:48,248] Trial 1390 finished with value: 0.997373033625956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:16:49,492] Trial 1391 finished with value: 0.9973808924079143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 42}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:16:51,728] Trial 1392 finished with value: 0.9973852415485887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:16:57,180] Trial 1393 finished with value: 0.9971795838754187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 33, 'rf_n_estimators': 87}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:16:58,679] Trial 1394 finished with value: 0.9976737132611003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 95}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:17:00,516] Trial 1395 finished with value: 0.9972059511259248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:17:04,907] Trial 1396 finished with value: 0.9967436207431856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 49, 'rf_n_estimators': 45}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:17:06,261] Trial 1397 finished with value: 0.9973709427326117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 95}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:17:09,733] Trial 1398 finished with value: 0.9936858100218391 and parameters: {'classifier': 'SVC', 'svc_c': 824898.0214114912, 'svc_kernel': 'rbf'}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:17:11,060] Trial 1399 finished with value: 0.9971912503810879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 6, 'rf_n_estimators': 96}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:17:12,585] Trial 1400 finished with value: 0.9975381026731371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 98}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:17:22,047] Trial 1401 finished with value: 0.9964786389224889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 53, 'rf_n_estimators': 93}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:17:24,904] Trial 1402 finished with value: 0.9966363719110478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 17, 'rf_n_estimators': 112}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:17:25,977] Trial 1403 finished with value: 0.9964696067583535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 35}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:17:30,279] Trial 1404 finished with value: 0.9965266742771833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 23, 'rf_n_estimators': 95}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:17:31,535] Trial 1405 finished with value: 0.9972507051935797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 101}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:17:47,923] Trial 1406 finished with value: 0.995889972910914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 71, 'rf_n_estimators': 121}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:17:49,363] Trial 1407 finished with value: 0.9969829707441681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 6, 'rf_n_estimators': 98}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:17:51,106] Trial 1408 finished with value: 0.9975065739502149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:17:51,944] Trial 1409 finished with value: 0.9966944934140468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 105}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:17:54,255] Trial 1410 finished with value: 0.9972499552585642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 102}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:17:59,524] Trial 1411 finished with value: 0.9972201650112614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 29, 'rf_n_estimators': 99}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:18:01,180] Trial 1412 finished with value: 0.9969753162273821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 96}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:18:03,341] Trial 1413 finished with value: 0.9971561350524561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:18:07,355] Trial 1414 finished with value: 0.9958919167942707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 39, 'rf_n_estimators': 50}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:18:11,858] Trial 1415 finished with value: 0.997222987368159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 24, 'rf_n_estimators': 106}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:18:14,572] Trial 1416 finished with value: 0.9975176837095113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 100}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:18:16,353] Trial 1417 finished with value: 0.9852065473705044 and parameters: {'classifier': 'SVC', 'svc_c': 1.3898306615496822e-10, 'svc_kernel': 'sigmoid'}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:18:17,770] Trial 1418 finished with value: 0.9973470785239161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 92}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:18:18,284] Trial 1419 finished with value: 0.9968967335493404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 32}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:18:31,737] Trial 1420 finished with value: 0.9961931343552086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 72, 'rf_n_estimators': 109}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:18:34,142] Trial 1421 finished with value: 0.9975154565335923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 98}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:18:36,062] Trial 1422 finished with value: 0.9973983427981029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:18:37,706] Trial 1423 finished with value: 0.9972928354566859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 94}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:18:40,058] Trial 1424 finished with value: 0.9974216210932888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:18:42,698] Trial 1425 finished with value: 0.9965856010026327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 13, 'rf_n_estimators': 101}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:18:44,111] Trial 1426 finished with value: 0.9970632230583082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 97}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:18:46,393] Trial 1427 finished with value: 0.9971610090429062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:18:50,419] Trial 1428 finished with value: 0.9967213731682828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 20, 'rf_n_estimators': 104}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:18:52,906] Trial 1429 finished with value: 0.997047490926692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 16, 'rf_n_estimators': 100}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:18:55,045] Trial 1430 finished with value: 0.9975037269329631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:18:56,888] Trial 1431 finished with value: 0.997514845737563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:18:58,088] Trial 1432 finished with value: 0.997199784260076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 96}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:19:01,381] Trial 1433 finished with value: 0.9926145131415073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 56, 'rf_n_estimators': 101}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:19:02,999] Trial 1434 finished with value: 0.9976269375522157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:19:05,211] Trial 1435 finished with value: 0.9970172132486065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 99}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:19:06,888] Trial 1436 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 4.7266883558194374e-07, 'svc_kernel': 'rbf'}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:19:08,133] Trial 1437 finished with value: 0.997438644926001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 94}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:19:10,747] Trial 1438 finished with value: 0.997410385588403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 102}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:19:12,868] Trial 1439 finished with value: 0.9958712805211922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 18, 'rf_n_estimators': 109}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:19:14,711] Trial 1440 finished with value: 0.997616432241367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:19:16,438] Trial 1441 finished with value: 0.9974083785466105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:19:17,347] Trial 1442 finished with value: 0.9955314293258898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 91}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:19:18,836] Trial 1443 finished with value: 0.9966060757297622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:19:21,280] Trial 1444 finished with value: 0.9970527473271894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 96}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:19:23,226] Trial 1445 finished with value: 0.9971502554146697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:19:25,793] Trial 1446 finished with value: 0.9974339703448235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:19:27,800] Trial 1447 finished with value: 0.9975939355238905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:19:29,342] Trial 1448 finished with value: 0.9973866302089922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 99}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:19:41,965] Trial 1449 finished with value: 0.9967658073178303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 65, 'rf_n_estimators': 104}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:19:43,901] Trial 1450 finished with value: 0.9975889388981658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 94}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:19:45,260] Trial 1451 finished with value: 0.9968703618237892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 99}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:19:46,747] Trial 1452 finished with value: 0.9975000138199545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:19:47,889] Trial 1453 finished with value: 0.9973714698040412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 4, 'rf_n_estimators': 107}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:19:48,627] Trial 1454 finished with value: 0.9927890435762846 and parameters: {'classifier': 'SVC', 'svc_c': 677.4437056898503, 'svc_kernel': 'sigmoid'}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:19:52,614] Trial 1455 finished with value: 0.9972251314224984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 97}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:19:55,625] Trial 1456 finished with value: 0.997154832687423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 17, 'rf_n_estimators': 104}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:19:57,929] Trial 1457 finished with value: 0.9970368716450179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 102}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:19:59,721] Trial 1458 finished with value: 0.9968552006571284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 91}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:20:01,322] Trial 1459 finished with value: 0.9974253855582317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 95}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:20:04,297] Trial 1460 finished with value: 0.9971548029172658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 100}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:20:04,801] Trial 1461 finished with value: 0.9895057579688676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 54}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:20:15,684] Trial 1462 finished with value: 0.9960577817329574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 52, 'rf_n_estimators': 106}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:20:18,042] Trial 1463 finished with value: 0.9975246426583168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:20:18,899] Trial 1464 finished with value: 0.9967212398373335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 3, 'rf_n_estimators': 97}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:20:21,397] Trial 1465 finished with value: 0.9972444829450823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 103}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:20:22,579] Trial 1466 finished with value: 0.9972340934141201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 70}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:20:23,805] Trial 1467 finished with value: 0.9974788186423255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 57}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:20:24,717] Trial 1468 finished with value: 0.9969835854439598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 47}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:20:27,023] Trial 1469 finished with value: 0.9974708152941986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 100}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:20:28,544] Trial 1470 finished with value: 0.9975328988940904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 93}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:20:30,153] Trial 1471 finished with value: 0.9975392509188915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:20:40,511] Trial 1472 finished with value: 0.996829935600673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 58, 'rf_n_estimators': 97}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:20:42,061] Trial 1473 finished with value: 0.9959563568068405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 102}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:20:43,768] Trial 1474 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 8.153819485241101e-05, 'svc_kernel': 'rbf'}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:20:47,567] Trial 1475 finished with value: 0.997129721052012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 108}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:20:48,779] Trial 1476 finished with value: 0.9974322881405137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 99}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:20:50,926] Trial 1477 finished with value: 0.9974970327735194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 103}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:20:51,981] Trial 1478 finished with value: 0.9964353186782798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 95}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:20:58,752] Trial 1479 finished with value: 0.9968191978096522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 34, 'rf_n_estimators': 105}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:21:10,801] Trial 1480 finished with value: 0.9959714803640809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 56, 'rf_n_estimators': 112}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:21:17,617] Trial 1481 finished with value: 0.996847775478462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 40, 'rf_n_estimators': 101}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:21:19,367] Trial 1482 finished with value: 0.9971466163461992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 90}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:21:21,089] Trial 1483 finished with value: 0.9974431992522472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 98}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:21:22,976] Trial 1484 finished with value: 0.9945190427942473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 28, 'rf_n_estimators': 100}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:21:23,567] Trial 1485 finished with value: 0.9966203330642939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 62}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:21:25,155] Trial 1486 finished with value: 0.9974043666846787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:21:25,715] Trial 1487 finished with value: 0.9958251171317563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 21}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:21:28,011] Trial 1488 finished with value: 0.9968238390977647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 12, 'rf_n_estimators': 93}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:21:30,119] Trial 1489 finished with value: 0.9973829604182272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 67}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:21:32,899] Trial 1490 finished with value: 0.9974129405216923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 103}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:21:35,005] Trial 1491 finished with value: 0.9973908853102467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 97}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:21:36,456] Trial 1492 finished with value: 0.9859416540231601 and parameters: {'classifier': 'SVC', 'svc_c': 0.574976855623224, 'svc_kernel': 'sigmoid'}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:21:37,076] Trial 1493 finished with value: 0.9969087101978412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 27}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:21:38,932] Trial 1494 finished with value: 0.9972709666419709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:21:42,406] Trial 1495 finished with value: 0.996885811138912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 22, 'rf_n_estimators': 101}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:21:45,059] Trial 1496 finished with value: 0.9974556161372626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 95}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:21:53,133] Trial 1497 finished with value: 0.9966607955003627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 45, 'rf_n_estimators': 104}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:21:54,981] Trial 1498 finished with value: 0.997268895838722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:21:57,341] Trial 1499 finished with value: 0.9974667459866543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:21:58,882] Trial 1500 finished with value: 0.9970882118997552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:21:59,778] Trial 1501 finished with value: 0.9970776551417586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 2, 'rf_n_estimators': 100}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:22:01,993] Trial 1502 finished with value: 0.9972697967509636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:22:03,828] Trial 1503 finished with value: 0.9975925054772556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:22:06,209] Trial 1504 finished with value: 0.9974267403860257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 96}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:22:07,690] Trial 1505 finished with value: 0.997323516364886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 93}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:22:09,920] Trial 1506 finished with value: 0.9972248819942834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:22:15,196] Trial 1507 finished with value: 0.9969007732454168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 33, 'rf_n_estimators': 99}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:22:17,309] Trial 1508 finished with value: 0.9973104067365641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 127}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:22:20,394] Trial 1509 finished with value: 0.9972831693595868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 102}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:22:30,129] Trial 1510 finished with value: 0.9967614444346419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 47, 'rf_n_estimators': 107}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:22:30,949] Trial 1511 finished with value: 0.99538514670785 and parameters: {'classifier': 'SVC', 'svc_c': 3863.490497763696, 'svc_kernel': 'rbf'}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:22:32,628] Trial 1512 finished with value: 0.9972535686193296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:22:35,805] Trial 1513 finished with value: 0.997184332659824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 101}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:22:38,862] Trial 1514 finished with value: 0.9973121380394167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 24, 'rf_n_estimators': 64}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:22:42,499] Trial 1515 finished with value: 0.9972913085776954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 111}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:22:43,664] Trial 1516 finished with value: 0.9972422915060472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 96}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:22:50,839] Trial 1517 finished with value: 0.9969338057103951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 36, 'rf_n_estimators': 105}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:22:55,520] Trial 1518 finished with value: 0.991528051698559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 72, 'rf_n_estimators': 90}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:22:56,093] Trial 1519 finished with value: 0.9878934528457703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 4, 'rf_n_estimators': 103}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:23:01,983] Trial 1520 finished with value: 0.9972154362217379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 32, 'rf_n_estimators': 100}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:23:03,439] Trial 1521 finished with value: 0.997410556084442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 94}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:23:05,850] Trial 1522 finished with value: 0.9974183200335327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:23:07,796] Trial 1523 finished with value: 0.9972960955110656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:23:09,096] Trial 1524 finished with value: 0.997549573070276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 105}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:23:11,087] Trial 1525 finished with value: 0.9972703094768587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 101}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:23:14,896] Trial 1526 finished with value: 0.9966753804653132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 21, 'rf_n_estimators': 92}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:23:16,264] Trial 1527 finished with value: 0.9971385707866555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:23:17,814] Trial 1528 finished with value: 0.9973658177587894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 96}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:23:19,090] Trial 1529 finished with value: 0.9975852534923503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 71}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:23:21,815] Trial 1530 finished with value: 0.9975530564960483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:23:23,106] Trial 1531 finished with value: 0.9869788469984954 and parameters: {'classifier': 'SVC', 'svc_c': 255022.81103637978, 'svc_kernel': 'sigmoid'}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:23:26,154] Trial 1532 finished with value: 0.9972964505312985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 110}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:23:26,677] Trial 1533 finished with value: 0.9967927142714531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 43}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:23:28,489] Trial 1534 finished with value: 0.9975378488016154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 99}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:23:30,723] Trial 1535 finished with value: 0.9971497384993708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:23:32,355] Trial 1536 finished with value: 0.9975365406285451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:23:33,720] Trial 1537 finished with value: 0.9973856515071394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 96}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:23:48,945] Trial 1538 finished with value: 0.995870413473298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 62, 'rf_n_estimators': 123}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:23:49,957] Trial 1539 finished with value: 0.9971440912465429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 38}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:23:51,510] Trial 1540 finished with value: 0.9967591028435666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 99}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:23:53,653] Trial 1541 finished with value: 0.9972422986788142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:23:57,224] Trial 1542 finished with value: 0.9973646719251158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 104}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:24:00,300] Trial 1543 finished with value: 0.9968429002819713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 17, 'rf_n_estimators': 94}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:24:01,984] Trial 1544 finished with value: 0.9973773453793754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:24:03,705] Trial 1545 finished with value: 0.997214823553172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 74}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:24:05,847] Trial 1546 finished with value: 0.9949584595820955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 38, 'rf_n_estimators': 24}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:24:06,218] Trial 1547 finished with value: 0.9949927498838228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 11}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:24:07,916] Trial 1548 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 9.903072299283845e-10, 'svc_kernel': 'rbf'}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:24:09,982] Trial 1549 finished with value: 0.9970537537679731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 98}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:24:13,009] Trial 1550 finished with value: 0.9975628667784612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 105}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:24:14,921] Trial 1551 finished with value: 0.9969567489484917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:24:15,939] Trial 1552 finished with value: 0.9974684472019706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 68}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:24:17,241] Trial 1553 finished with value: 0.997438566025563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 103}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:24:18,660] Trial 1554 finished with value: 0.9976811527853009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 96}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:24:19,777] Trial 1555 finished with value: 0.9975625298488354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 91}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:24:24,509] Trial 1556 finished with value: 0.9973614606201622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 29, 'rf_n_estimators': 91}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:24:25,780] Trial 1557 finished with value: 0.997354145825938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 94}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:24:27,007] Trial 1558 finished with value: 0.9973178078261588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 94}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:24:28,241] Trial 1559 finished with value: 0.9973380122415304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 89}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:24:29,550] Trial 1560 finished with value: 0.9975775397843671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 92}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:24:30,760] Trial 1561 finished with value: 0.9974118317578949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 95}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:24:31,955] Trial 1562 finished with value: 0.9969162614712141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 5, 'rf_n_estimators': 88}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:24:34,678] Trial 1563 finished with value: 0.995667768076664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 30, 'rf_n_estimators': 93}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:24:36,135] Trial 1564 finished with value: 0.9975325317817147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 96}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:24:37,520] Trial 1565 finished with value: 0.9974739864824373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 97}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:24:38,291] Trial 1566 finished with value: 0.9962261060420942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 60}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:24:39,726] Trial 1567 finished with value: 0.9976170156158443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 97}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:24:42,522] Trial 1568 finished with value: 0.9968427518120402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 93}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:24:44,018] Trial 1569 finished with value: 0.9867325520133865 and parameters: {'classifier': 'SVC', 'svc_c': 9284670201.428946, 'svc_kernel': 'sigmoid'}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:24:44,959] Trial 1570 finished with value: 0.9952970222183546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 95}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:24:46,420] Trial 1571 finished with value: 0.9969293793513918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 90}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:24:49,326] Trial 1572 finished with value: 0.9973009113576691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:24:50,651] Trial 1573 finished with value: 0.9972663403341505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 98}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:24:52,567] Trial 1574 finished with value: 0.9974619780642909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:24:54,328] Trial 1575 finished with value: 0.9965829755794511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 16, 'rf_n_estimators': 50}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:25:03,491] Trial 1576 finished with value: 0.996270135311156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 61, 'rf_n_estimators': 98}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:25:04,306] Trial 1577 finished with value: 0.9967612236657576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 113}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:25:06,510] Trial 1578 finished with value: 0.9972013139002645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 95}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:25:07,603] Trial 1579 finished with value: 0.997144430080443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 5, 'rf_n_estimators': 100}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:25:08,652] Trial 1580 finished with value: 0.9972527662850288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 105}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:25:09,413] Trial 1581 finished with value: 0.9930670620598537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 92}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:25:11,092] Trial 1582 finished with value: 0.9973070400110776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 97}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:25:14,269] Trial 1583 finished with value: 0.9973473244292234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 17, 'rf_n_estimators': 102}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:25:17,100] Trial 1584 finished with value: 0.9975087169254652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:25:18,547] Trial 1585 finished with value: 0.9974073783581945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 101}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:25:20,287] Trial 1586 finished with value: 0.9851378795195426 and parameters: {'classifier': 'SVC', 'svc_c': 0.00044221998277572483, 'svc_kernel': 'rbf'}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:25:22,753] Trial 1587 finished with value: 0.9973265665999591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 99}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:25:24,234] Trial 1588 finished with value: 0.9973902367778454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 95}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:25:28,401] Trial 1589 finished with value: 0.9972465195348666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 21, 'rf_n_estimators': 110}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:25:34,390] Trial 1590 finished with value: 0.996909092068344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 42, 'rf_n_estimators': 89}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:25:37,360] Trial 1591 finished with value: 0.9974213755053608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 103}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:25:38,351] Trial 1592 finished with value: 0.9970938300806598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 3, 'rf_n_estimators': 107}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:25:39,120] Trial 1593 finished with value: 0.9963863912979581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 2, 'rf_n_estimators': 99}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:25:40,923] Trial 1594 finished with value: 0.997357903435493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:25:41,917] Trial 1595 finished with value: 0.9974651577265509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 64}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:25:43,904] Trial 1596 finished with value: 0.9973228638969842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 93}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:25:45,542] Trial 1597 finished with value: 0.9973259611041606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 96}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:25:47,866] Trial 1598 finished with value: 0.9975333362424553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 102}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:25:49,417] Trial 1599 finished with value: 0.9974246526347347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 99}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:25:54,038] Trial 1600 finished with value: 0.9972867829107798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 24, 'rf_n_estimators': 105}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:25:55,060] Trial 1601 finished with value: 0.9953563953057348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 97}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:25:58,603] Trial 1602 finished with value: 0.9971346821630185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 103}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:26:05,082] Trial 1603 finished with value: 0.9965340488338873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 32, 'rf_n_estimators': 108}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:26:07,734] Trial 1604 finished with value: 0.9977438409288543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 100}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:26:10,533] Trial 1605 finished with value: 0.9974161172640649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 106}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:26:11,976] Trial 1606 finished with value: 0.9867343545361035 and parameters: {'classifier': 'SVC', 'svc_c': 59568764.31444335, 'svc_kernel': 'sigmoid'}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:26:14,874] Trial 1607 finished with value: 0.9972231404083488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 103}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:26:17,675] Trial 1608 finished with value: 0.9971411211814237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 100}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:26:20,563] Trial 1609 finished with value: 0.9975293120027396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:26:22,642] Trial 1610 finished with value: 0.9974069966463812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 66}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:26:25,177] Trial 1611 finished with value: 0.9972999037743207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 104}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:26:28,190] Trial 1612 finished with value: 0.9972469078799024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:26:30,927] Trial 1613 finished with value: 0.9972207620330388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 101}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:26:33,522] Trial 1614 finished with value: 0.9969124343239039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:26:36,561] Trial 1615 finished with value: 0.9973885234386485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:26:37,644] Trial 1616 finished with value: 0.9974345292176361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 102}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:26:40,029] Trial 1617 finished with value: 0.9972526163868918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 99}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:26:42,363] Trial 1618 finished with value: 0.9967751575275364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 16, 'rf_n_estimators': 104}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:26:43,497] Trial 1619 finished with value: 0.9965595839481977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 40}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:26:46,522] Trial 1620 finished with value: 0.9975461603248236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:26:48,931] Trial 1621 finished with value: 0.9970547282804221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 16, 'rf_n_estimators': 72}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:26:49,839] Trial 1622 finished with value: 0.9905240423241174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 13, 'rf_n_estimators': 100}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:26:52,178] Trial 1623 finished with value: 0.9972582336156591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 102}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:27:02,138] Trial 1624 finished with value: 0.9965262070951854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 57, 'rf_n_estimators': 97}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:27:04,918] Trial 1625 finished with value: 0.9973854808841489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 106}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:27:05,726] Trial 1626 finished with value: 0.9916265218572283 and parameters: {'classifier': 'SVC', 'svc_c': 21.160903721263516, 'svc_kernel': 'rbf'}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:27:08,128] Trial 1627 finished with value: 0.9974551354031783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 101}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:27:09,489] Trial 1628 finished with value: 0.9974504142942283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 108}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:27:10,931] Trial 1629 finished with value: 0.996631569457841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 70}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:27:12,744] Trial 1630 finished with value: 0.9966336135377715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 105}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:27:13,538] Trial 1631 finished with value: 0.9970022103588904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 1, 'rf_n_estimators': 98}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:27:15,477] Trial 1632 finished with value: 0.9971358669708422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 95}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:27:19,160] Trial 1633 finished with value: 0.9970061638865482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 17, 'rf_n_estimators': 111}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:27:20,118] Trial 1634 finished with value: 0.9943285852936263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:27:23,108] Trial 1635 finished with value: 0.9969374006631743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 15, 'rf_n_estimators': 100}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:27:24,382] Trial 1636 finished with value: 0.9961893882030385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 93}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:27:34,061] Trial 1637 finished with value: 0.9968599371907015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 52, 'rf_n_estimators': 107}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:27:35,242] Trial 1638 finished with value: 0.99756396960727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 97}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:27:36,749] Trial 1639 finished with value: 0.9972144085800317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 103}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:27:38,790] Trial 1640 finished with value: 0.997302146247911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 100}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:27:39,354] Trial 1641 finished with value: 0.9962161188208473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 4, 'rf_n_estimators': 30}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:27:52,635] Trial 1642 finished with value: 0.9961101425518474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 65, 'rf_n_estimators': 104}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:27:53,747] Trial 1643 finished with value: 0.9973972538070218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 52}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:27:55,197] Trial 1644 finished with value: 0.9867094558937896 and parameters: {'classifier': 'SVC', 'svc_c': 2727432.8159900014, 'svc_kernel': 'sigmoid'}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:28:02,998] Trial 1645 finished with value: 0.9962496387166085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 42, 'rf_n_estimators': 97}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:28:05,125] Trial 1646 finished with value: 0.997304392593526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 92}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:28:06,983] Trial 1647 finished with value: 0.9970105239768006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 18, 'rf_n_estimators': 57}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:28:09,617] Trial 1648 finished with value: 0.9972339265044647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 106}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:28:11,678] Trial 1649 finished with value: 0.9974512938151201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:28:18,522] Trial 1650 finished with value: 0.9968513981384345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 36, 'rf_n_estimators': 101}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:28:21,154] Trial 1651 finished with value: 0.997460953755065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 95}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:28:22,203] Trial 1652 finished with value: 0.9974262212490732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 68}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:28:24,461] Trial 1653 finished with value: 0.9975514842953258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 98}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:28:25,966] Trial 1654 finished with value: 0.997050747743805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 86}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:28:27,465] Trial 1655 finished with value: 0.9973288603302701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 103}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:28:40,115] Trial 1656 finished with value: 0.9962675308032553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 74, 'rf_n_estimators': 89}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:28:43,933] Trial 1657 finished with value: 0.9972962203997314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 21, 'rf_n_estimators': 100}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:28:44,518] Trial 1658 finished with value: 0.9914924218032334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 38, 'rf_n_estimators': 7}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:28:45,736] Trial 1659 finished with value: 0.9969122523387425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 75}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:28:56,583] Trial 1660 finished with value: 0.996617979698455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 54, 'rf_n_estimators': 107}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:28:58,757] Trial 1661 finished with value: 0.9976125965565595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:28:59,745] Trial 1662 finished with value: 0.9892919644735452 and parameters: {'classifier': 'SVC', 'svc_c': 3.2817710219073177, 'svc_kernel': 'rbf'}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:29:05,479] Trial 1663 finished with value: 0.9965516657846144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 28, 'rf_n_estimators': 111}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:29:08,505] Trial 1664 finished with value: 0.997471375626955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:29:10,228] Trial 1665 finished with value: 0.9973725015716752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 99}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:29:10,973] Trial 1666 finished with value: 0.9898636096040332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 95}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:29:13,315] Trial 1667 finished with value: 0.9972773835707928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 103}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:29:15,374] Trial 1668 finished with value: 0.9973966673539675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 101}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:29:17,800] Trial 1669 finished with value: 0.9969122502440406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 97}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:29:18,640] Trial 1670 finished with value: 0.994888074202533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 17, 'rf_n_estimators': 17}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:29:25,319] Trial 1671 finished with value: 0.9968162536109277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 32, 'rf_n_estimators': 108}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:29:26,869] Trial 1672 finished with value: 0.9974059548178307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 91}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:29:28,521] Trial 1673 finished with value: 0.9969040687827769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 80}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:29:30,138] Trial 1674 finished with value: 0.9977621095857733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:29:31,866] Trial 1675 finished with value: 0.99735663125321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:29:33,368] Trial 1676 finished with value: 0.9974144867925444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:29:35,023] Trial 1677 finished with value: 0.997457314972236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:29:36,540] Trial 1678 finished with value: 0.9972814469116104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 105}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:29:38,198] Trial 1679 finished with value: 0.9974595034279076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:29:39,543] Trial 1680 finished with value: 0.9974060900530543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 111}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:29:40,718] Trial 1681 finished with value: 0.9962671662299122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:29:42,628] Trial 1682 finished with value: 0.9852053997595079 and parameters: {'classifier': 'SVC', 'svc_c': 2.45108639807461e-08, 'svc_kernel': 'sigmoid'}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:29:44,063] Trial 1683 finished with value: 0.9974084576692137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 105}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:29:45,040] Trial 1684 finished with value: 0.9950814800278064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 103}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:29:46,962] Trial 1685 finished with value: 0.9972411147913899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:29:48,487] Trial 1686 finished with value: 0.997601427891707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:29:50,308] Trial 1687 finished with value: 0.9973743425289979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:29:51,968] Trial 1688 finished with value: 0.9972349312314016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:29:53,444] Trial 1689 finished with value: 0.9972674915315304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:29:54,331] Trial 1690 finished with value: 0.9967998659010949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 102}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:29:56,050] Trial 1691 finished with value: 0.9976621753256943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:29:59,055] Trial 1692 finished with value: 0.9971041460431523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 26, 'rf_n_estimators': 62}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:30:00,394] Trial 1693 finished with value: 0.9972689788016124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:30:02,057] Trial 1694 finished with value: 0.9974237702891688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:30:11,444] Trial 1695 finished with value: 0.9967112319229708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 48, 'rf_n_estimators': 104}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:30:13,283] Trial 1696 finished with value: 0.9972837473386197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:30:14,845] Trial 1697 finished with value: 0.9975101964832356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 102}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:30:18,634] Trial 1698 finished with value: 0.9972052530189122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 107}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:30:20,366] Trial 1699 finished with value: 0.9975967520410132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:30:22,059] Trial 1700 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 5.406734816417008e-06, 'svc_kernel': 'rbf'}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:30:23,673] Trial 1701 finished with value: 0.9970878332347809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 116}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:30:25,079] Trial 1702 finished with value: 0.9973956832249328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 103}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:30:27,138] Trial 1703 finished with value: 0.9974229221888056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:30:28,869] Trial 1704 finished with value: 0.9973405278832902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 100}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:30:38,823] Trial 1705 finished with value: 0.9963808797881604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 51, 'rf_n_estimators': 112}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:30:40,479] Trial 1706 finished with value: 0.9973190827696398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:30:41,262] Trial 1707 finished with value: 0.9973589354570302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 66}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:30:42,181] Trial 1708 finished with value: 0.9964762734010315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 5, 'rf_n_estimators': 100}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:30:42,515] Trial 1709 finished with value: 0.9832676153812242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 2}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:30:45,829] Trial 1710 finished with value: 0.9975831524111379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 108}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:30:47,366] Trial 1711 finished with value: 0.9975434450198879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 101}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:30:52,253] Trial 1712 finished with value: 0.997209918967379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 25, 'rf_n_estimators': 106}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:30:52,647] Trial 1713 finished with value: 0.9875345002543326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 1, 'rf_n_estimators': 55}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:30:53,418] Trial 1714 finished with value: 0.9900394280265713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:30:54,973] Trial 1715 finished with value: 0.9975004901424697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:30:56,299] Trial 1716 finished with value: 0.9970726247786382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 33}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:30:58,009] Trial 1717 finished with value: 0.997359149846595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 99}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:31:02,818] Trial 1718 finished with value: 0.9970914071770655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 23, 'rf_n_estimators': 110}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:31:03,932] Trial 1719 finished with value: 0.9874183659824056 and parameters: {'classifier': 'SVC', 'svc_c': 80955.54263573364, 'svc_kernel': 'sigmoid'}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:31:06,042] Trial 1720 finished with value: 0.9971341903206664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:31:06,948] Trial 1721 finished with value: 0.9972416458300576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 48}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:31:12,340] Trial 1722 finished with value: 0.9941473545105136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 51, 'rf_n_estimators': 102}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:31:13,903] Trial 1723 finished with value: 0.997464917248426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 100}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:31:15,396] Trial 1724 finished with value: 0.9974993390085659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 105}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:31:17,763] Trial 1725 finished with value: 0.9974000312230423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:31:18,604] Trial 1726 finished with value: 0.9933356847898197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:31:21,482] Trial 1727 finished with value: 0.9973268385620884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 99}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:31:23,209] Trial 1728 finished with value: 0.9974280049829489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:31:25,016] Trial 1729 finished with value: 0.997339820318381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:31:25,823] Trial 1730 finished with value: 0.9969700425297253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 104}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:31:26,911] Trial 1731 finished with value: 0.9973726342361284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 71}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:31:29,713] Trial 1732 finished with value: 0.9974464461671331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 101}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:31:31,929] Trial 1733 finished with value: 0.9975252117824734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:31:39,423] Trial 1734 finished with value: 0.996722668614452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 42, 'rf_n_estimators': 102}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:31:41,027] Trial 1735 finished with value: 0.997362012605849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 98}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:31:42,344] Trial 1736 finished with value: 0.9972915774295096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 77}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:31:45,667] Trial 1737 finished with value: 0.9972409450887986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 105}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:33:40,849] Trial 1738 finished with value: 0.9900142573586526 and parameters: {'classifier': 'SVC', 'svc_c': 528683356.5540546, 'svc_kernel': 'rbf'}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:33:44,258] Trial 1739 finished with value: 0.9973065968546755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 96}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:33:46,313] Trial 1740 finished with value: 0.9975626321083734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:33:47,950] Trial 1741 finished with value: 0.997388293814888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 100}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:33:56,036] Trial 1742 finished with value: 0.9965360155050615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 49, 'rf_n_estimators': 107}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:33:57,706] Trial 1743 finished with value: 0.9974227026894374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 60}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:33:59,019] Trial 1744 finished with value: 0.997410930242633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 103}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:33:59,952] Trial 1745 finished with value: 0.9969171786015263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 99}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:34:03,699] Trial 1746 finished with value: 0.9966720499845169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 26, 'rf_n_estimators': 94}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:34:13,069] Trial 1747 finished with value: 0.9961133516986234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 70, 'rf_n_estimators': 105}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:34:15,384] Trial 1748 finished with value: 0.9973330888351581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:34:20,375] Trial 1749 finished with value: 0.9963034372944445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 58, 'rf_n_estimators': 44}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:34:27,303] Trial 1750 finished with value: 0.9961265752342948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 61, 'rf_n_estimators': 64}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:34:28,286] Trial 1751 finished with value: 0.9972677179815003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 101}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:34:29,776] Trial 1752 finished with value: 0.9976448698825292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 97}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:34:32,631] Trial 1753 finished with value: 0.9958344297003041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 27, 'rf_n_estimators': 105}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:34:34,026] Trial 1754 finished with value: 0.9973278277057126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 73}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:34:35,875] Trial 1755 finished with value: 0.9946775798309541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 20, 'rf_n_estimators': 102}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:34:37,246] Trial 1756 finished with value: 0.997481396807763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 98}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:34:39,232] Trial 1757 finished with value: 0.9852051540128905 and parameters: {'classifier': 'SVC', 'svc_c': 7.626245985598732e-09, 'svc_kernel': 'sigmoid'}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:34:40,930] Trial 1758 finished with value: 0.9974501131649621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:34:43,115] Trial 1759 finished with value: 0.9973506162532481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 95}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:34:44,167] Trial 1760 finished with value: 0.9967145042599205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 69}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:34:46,795] Trial 1761 finished with value: 0.9975109957706975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 103}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:34:48,843] Trial 1762 finished with value: 0.9975709270961319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 100}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:34:50,424] Trial 1763 finished with value: 0.9974706204869227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 92}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:34:53,075] Trial 1764 finished with value: 0.9974278765713754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:34:54,709] Trial 1765 finished with value: 0.9976159370665347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:34:56,171] Trial 1766 finished with value: 0.9974243580434773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 101}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:34:58,805] Trial 1767 finished with value: 0.9976527553878055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 96}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:35:01,920] Trial 1768 finished with value: 0.9973084317817961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 99}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:35:03,886] Trial 1769 finished with value: 0.9971158649481066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:35:05,445] Trial 1770 finished with value: 0.9974957916626478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:35:07,708] Trial 1771 finished with value: 0.9973956768456133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:35:09,346] Trial 1772 finished with value: 0.9973255020153289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:35:10,382] Trial 1773 finished with value: 0.991246969745209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 21, 'rf_n_estimators': 88}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:35:12,245] Trial 1774 finished with value: 0.9974433524828644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:35:13,045] Trial 1775 finished with value: 0.9949568385049957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 5, 'rf_n_estimators': 104}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:35:14,793] Trial 1776 finished with value: 0.9853850041970286 and parameters: {'classifier': 'SVC', 'svc_c': 0.019225773671488457, 'svc_kernel': 'rbf'}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:35:16,460] Trial 1777 finished with value: 0.9973853925575523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 101}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:35:18,656] Trial 1778 finished with value: 0.997597257689355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 93}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:35:20,466] Trial 1779 finished with value: 0.9975657236027263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 96}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:35:22,414] Trial 1780 finished with value: 0.997546725132625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:35:25,322] Trial 1781 finished with value: 0.9971948685660154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 99}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:35:26,175] Trial 1782 finished with value: 0.9970029472178882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 103}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:35:27,675] Trial 1783 finished with value: 0.9974480621026919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:35:30,143] Trial 1784 finished with value: 0.9972234157346961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 95}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:35:32,465] Trial 1785 finished with value: 0.997382271356518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 101}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:35:33,737] Trial 1786 finished with value: 0.9970514785726005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:35:40,534] Trial 1787 finished with value: 0.994925135318796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 67, 'rf_n_estimators': 98}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:35:42,622] Trial 1788 finished with value: 0.9973972964945074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:35:45,119] Trial 1789 finished with value: 0.997428634028275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:35:45,961] Trial 1790 finished with value: 0.9966472819754304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 36}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:35:49,183] Trial 1791 finished with value: 0.9972756816889804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 18, 'rf_n_estimators': 100}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:35:50,367] Trial 1792 finished with value: 0.9973751589231918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 93}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:35:53,283] Trial 1793 finished with value: 0.9973525540746647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 90}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:35:55,088] Trial 1794 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 1.1666995264043813e-06, 'svc_kernel': 'sigmoid'}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:35:57,931] Trial 1795 finished with value: 0.9976256792076601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 104}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:35:58,737] Trial 1796 finished with value: 0.9971840319431508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 67}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:36:00,401] Trial 1797 finished with value: 0.9976549465729372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 85}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:36:04,957] Trial 1798 finished with value: 0.9972248272463929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 25, 'rf_n_estimators': 96}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:36:06,683] Trial 1799 finished with value: 0.9974641384001767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:36:08,744] Trial 1800 finished with value: 0.9971846136672567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:36:10,297] Trial 1801 finished with value: 0.9975698035107318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 98}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:36:12,557] Trial 1802 finished with value: 0.9973644831480423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 101}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:36:14,034] Trial 1803 finished with value: 0.9974062778145149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:36:16,173] Trial 1804 finished with value: 0.9976186173010825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:36:18,643] Trial 1805 finished with value: 0.9975062807236877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 99}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:36:20,694] Trial 1806 finished with value: 0.9974626463376707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:36:22,206] Trial 1807 finished with value: 0.9974538711236342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 95}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:36:24,174] Trial 1808 finished with value: 0.9973702111738447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:36:25,761] Trial 1809 finished with value: 0.9973225209054183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:36:27,199] Trial 1810 finished with value: 0.9972683344903528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 100}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:36:37,704] Trial 1811 finished with value: 0.9968341485539863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 65, 'rf_n_estimators': 91}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:36:39,855] Trial 1812 finished with value: 0.9974381173785029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:36:41,384] Trial 1813 finished with value: 0.9975870997499037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 97}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:36:43,166] Trial 1814 finished with value: 0.9853858225272346 and parameters: {'classifier': 'SVC', 'svc_c': 0.12183946785553575, 'svc_kernel': 'rbf'}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:36:44,487] Trial 1815 finished with value: 0.9974883116726151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 106}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:36:49,939] Trial 1816 finished with value: 0.9970580638075456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 47, 'rf_n_estimators': 59}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:36:51,031] Trial 1817 finished with value: 0.9973317338169365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 102}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:36:53,306] Trial 1818 finished with value: 0.9954827214131982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 22, 'rf_n_estimators': 93}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:36:53,854] Trial 1819 finished with value: 0.9967640911856974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 53}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:36:56,528] Trial 1820 finished with value: 0.9973843181976466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 97}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:36:58,784] Trial 1821 finished with value: 0.9973855778751943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:36:59,486] Trial 1822 finished with value: 0.9901079332842332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 13, 'rf_n_estimators': 69}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:37:01,380] Trial 1823 finished with value: 0.9975581093930831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:37:06,632] Trial 1824 finished with value: 0.9966728724723889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 28, 'rf_n_estimators': 100}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:37:11,136] Trial 1825 finished with value: 0.9973474121845375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 23, 'rf_n_estimators': 106}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:37:12,524] Trial 1826 finished with value: 0.99741012733705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 101}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:37:13,809] Trial 1827 finished with value: 0.9973692896002254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 65}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:37:17,105] Trial 1828 finished with value: 0.9973314534759998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 95}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:37:18,436] Trial 1829 finished with value: 0.9963596461759255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 99}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:37:19,444] Trial 1830 finished with value: 0.9969313456099734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 102}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:37:21,204] Trial 1831 finished with value: 0.9967565759031118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:37:23,072] Trial 1832 finished with value: 0.9852042524976289 and parameters: {'classifier': 'SVC', 'svc_c': 8.262941706545464e-08, 'svc_kernel': 'sigmoid'}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:37:24,079] Trial 1833 finished with value: 0.9960315937698906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 98}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:37:35,194] Trial 1834 finished with value: 0.996820776008839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 57, 'rf_n_estimators': 109}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:37:37,796] Trial 1835 finished with value: 0.9970757490582495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 103}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:37:39,730] Trial 1836 finished with value: 0.9973490991495332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 94}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:37:40,670] Trial 1837 finished with value: 0.9953698927078102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 97}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:37:41,873] Trial 1838 finished with value: 0.9975840159678624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 79}. Best is trial 747 with value: 0.9978042276297852.
[I 2023-09-10 09:37:44,893] Trial 1839 finished with value: 0.9978237306691394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:37:47,992] Trial 1840 finished with value: 0.9973633250635366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:37:51,254] Trial 1841 finished with value: 0.9975557519330541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 111}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:37:54,972] Trial 1842 finished with value: 0.9974688570335699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 113}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:37:57,983] Trial 1843 finished with value: 0.9974842436345872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 110}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:38:04,442] Trial 1844 finished with value: 0.9969866704637799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 31, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:38:08,182] Trial 1845 finished with value: 0.9972064209104313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:38:11,136] Trial 1846 finished with value: 0.997216350241735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:38:14,159] Trial 1847 finished with value: 0.9974168791007957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:38:17,783] Trial 1848 finished with value: 0.9974412144904657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:38:20,697] Trial 1849 finished with value: 0.9973683494599305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:38:24,168] Trial 1850 finished with value: 0.9967935405043983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 115}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:38:25,049] Trial 1851 finished with value: 0.9907034044427142 and parameters: {'classifier': 'SVC', 'svc_c': 8.117599777011641, 'svc_kernel': 'rbf'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:38:29,409] Trial 1852 finished with value: 0.9971352448126419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 21, 'rf_n_estimators': 109}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:38:33,435] Trial 1853 finished with value: 0.9975397365406137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:38:35,009] Trial 1854 finished with value: 0.99400298105456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 20, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:38:36,415] Trial 1855 finished with value: 0.9970937561630732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 46}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:38:39,590] Trial 1856 finished with value: 0.9968468761848538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:38:42,976] Trial 1857 finished with value: 0.9973904901098228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 112}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:38:44,442] Trial 1858 finished with value: 0.9974313413987339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:38:46,233] Trial 1859 finished with value: 0.9975051294628322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:38:59,350] Trial 1860 finished with value: 0.9964591759363738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 66, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:39:00,737] Trial 1861 finished with value: 0.997260428482388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:39:02,379] Trial 1862 finished with value: 0.9975255200527688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:39:08,261] Trial 1863 finished with value: 0.9968010111317481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 28, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:39:09,161] Trial 1864 finished with value: 0.9970153488687079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:39:10,112] Trial 1865 finished with value: 0.9969964983607312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 75}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:39:12,862] Trial 1866 finished with value: 0.9970928055175307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:39:16,128] Trial 1867 finished with value: 0.996981587447471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:39:18,163] Trial 1868 finished with value: 0.9974857914605968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:39:19,729] Trial 1869 finished with value: 0.9975384071031456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:39:20,638] Trial 1870 finished with value: 0.9913573614871098 and parameters: {'classifier': 'SVC', 'svc_c': 8178.017743491226, 'svc_kernel': 'sigmoid'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:39:22,542] Trial 1871 finished with value: 0.9937137119905989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 25, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:39:23,375] Trial 1872 finished with value: 0.9967901388672135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 42}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:39:24,504] Trial 1873 finished with value: 0.9973386754368448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:39:28,264] Trial 1874 finished with value: 0.9973453414765024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:39:30,380] Trial 1875 finished with value: 0.9968455636319526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:39:32,114] Trial 1876 finished with value: 0.9975724421368829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:39:34,898] Trial 1877 finished with value: 0.9944196607102826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 33, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:39:37,323] Trial 1878 finished with value: 0.9974407202995083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:39:37,797] Trial 1879 finished with value: 0.9952937658455724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 13}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:39:39,072] Trial 1880 finished with value: 0.9963526954789758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:39:53,594] Trial 1881 finished with value: 0.9960140873305575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 73, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:39:56,697] Trial 1882 finished with value: 0.9972404766690222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:40:07,134] Trial 1883 finished with value: 0.9962612089294662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 57, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:40:08,566] Trial 1884 finished with value: 0.9973622114438393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:40:10,413] Trial 1885 finished with value: 0.9973468721640418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:40:15,573] Trial 1886 finished with value: 0.9971680518115257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 42, 'rf_n_estimators': 63}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:40:17,225] Trial 1887 finished with value: 0.9975023871489372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:40:20,112] Trial 1888 finished with value: 0.997412315348391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:40:21,607] Trial 1889 finished with value: 0.9859146160554557 and parameters: {'classifier': 'SVC', 'svc_c': 0.2898464251810558, 'svc_kernel': 'rbf'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:40:21,998] Trial 1890 finished with value: 0.9890724836721554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 6, 'rf_n_estimators': 29}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:40:24,019] Trial 1891 finished with value: 0.9974630793379423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:40:25,619] Trial 1892 finished with value: 0.9973560900584116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:40:27,855] Trial 1893 finished with value: 0.9974762614873827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 71}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:40:29,388] Trial 1894 finished with value: 0.9975382531108186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:40:29,887] Trial 1895 finished with value: 0.9964531413541232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 38}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:40:32,164] Trial 1896 finished with value: 0.9972820132110933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:40:36,867] Trial 1897 finished with value: 0.9972912396746985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 23, 'rf_n_estimators': 113}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:40:37,650] Trial 1898 finished with value: 0.9960647646121453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 23}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:40:39,681] Trial 1899 finished with value: 0.9973550428344168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:40:45,307] Trial 1900 finished with value: 0.9972298508176012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 31, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:40:49,236] Trial 1901 finished with value: 0.9973629778825668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:40:50,496] Trial 1902 finished with value: 0.9973693231789316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:40:53,160] Trial 1903 finished with value: 0.997042534893751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:40:54,947] Trial 1904 finished with value: 0.9976086979989577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:40:56,592] Trial 1905 finished with value: 0.9972909541604827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:40:58,875] Trial 1906 finished with value: 0.9974522388747907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:41:00,550] Trial 1907 finished with value: 0.9975161317575738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:41:01,680] Trial 1908 finished with value: 0.9886240219297951 and parameters: {'classifier': 'SVC', 'svc_c': 28610.52994647765, 'svc_kernel': 'sigmoid'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:41:09,414] Trial 1909 finished with value: 0.9971797140643152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 35, 'rf_n_estimators': 124}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:41:11,187] Trial 1910 finished with value: 0.996950481187835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 73}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:41:15,024] Trial 1911 finished with value: 0.9972476732712791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 110}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:41:16,396] Trial 1912 finished with value: 0.996768065755588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:41:17,868] Trial 1913 finished with value: 0.9976763640111322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:41:19,209] Trial 1914 finished with value: 0.9972927627134021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:41:20,623] Trial 1915 finished with value: 0.9973444935665666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:41:21,871] Trial 1916 finished with value: 0.997112733210087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:41:23,880] Trial 1917 finished with value: 0.9932878486222326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 46, 'rf_n_estimators': 67}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:41:25,309] Trial 1918 finished with value: 0.9973274707494673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:41:26,437] Trial 1919 finished with value: 0.9970268847411501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 5, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:41:27,293] Trial 1920 finished with value: 0.9972172733387737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:41:30,195] Trial 1921 finished with value: 0.9976332905926298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:41:31,183] Trial 1922 finished with value: 0.9971474857109607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 4, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:41:34,206] Trial 1923 finished with value: 0.9971641464937493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:41:35,638] Trial 1924 finished with value: 0.9972496825347251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:41:37,102] Trial 1925 finished with value: 0.9974648084826171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:44:45,492] Trial 1926 finished with value: 0.9896102928290619 and parameters: {'classifier': 'SVC', 'svc_c': 3053924829.7941422, 'svc_kernel': 'rbf'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:44:48,793] Trial 1927 finished with value: 0.9970727635685076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:44:51,592] Trial 1928 finished with value: 0.997257695848555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:44:52,562] Trial 1929 finished with value: 0.9972354155836074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:44:53,223] Trial 1930 finished with value: 0.9956002170509283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 20}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:44:55,207] Trial 1931 finished with value: 0.9973121573678023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:44:55,976] Trial 1932 finished with value: 0.9938444598868067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 82}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:44:58,532] Trial 1933 finished with value: 0.9974493122588671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:44:59,799] Trial 1934 finished with value: 0.9973581652414918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:45:00,780] Trial 1935 finished with value: 0.9966264730481352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 4, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:45:01,802] Trial 1936 finished with value: 0.9963945161705327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 62}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:45:07,180] Trial 1937 finished with value: 0.9965859454224045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 27, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:45:08,190] Trial 1938 finished with value: 0.9967722750590421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:45:09,871] Trial 1939 finished with value: 0.9972007575030085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:45:10,534] Trial 1940 finished with value: 0.9892772481136576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 69}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:45:12,265] Trial 1941 finished with value: 0.9975024055251854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:45:15,759] Trial 1942 finished with value: 0.99715005019736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 19, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:45:17,408] Trial 1943 finished with value: 0.9971300079626957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 57}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:45:19,023] Trial 1944 finished with value: 0.9968937714821738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 96}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:45:20,929] Trial 1945 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 4.7009036770434784e-05, 'svc_kernel': 'sigmoid'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:45:24,301] Trial 1946 finished with value: 0.9971011188497997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:45:25,036] Trial 1947 finished with value: 0.9968166714087419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:45:26,304] Trial 1948 finished with value: 0.9971761085110749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:45:27,794] Trial 1949 finished with value: 0.9971024570786682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 50}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:45:28,854] Trial 1950 finished with value: 0.995624493820683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:45:36,922] Trial 1951 finished with value: 0.9964474077107113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 48, 'rf_n_estimators': 96}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:45:39,302] Trial 1952 finished with value: 0.9974790549627844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:45:41,000] Trial 1953 finished with value: 0.9974224843008961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:45:43,128] Trial 1954 finished with value: 0.9973389222308132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:45:44,380] Trial 1955 finished with value: 0.9974032311023494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:45:45,752] Trial 1956 finished with value: 0.9973485791556573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 65}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:45:48,198] Trial 1957 finished with value: 0.997712936776213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:45:50,761] Trial 1958 finished with value: 0.9974925311639377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:45:58,570] Trial 1959 finished with value: 0.9969544262414715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 38, 'rf_n_estimators': 112}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:46:01,189] Trial 1960 finished with value: 0.9974137694206219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:46:04,017] Trial 1961 finished with value: 0.9971124571220299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:46:06,719] Trial 1962 finished with value: 0.9974482914725492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:46:09,472] Trial 1963 finished with value: 0.9974774913630351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:46:11,699] Trial 1964 finished with value: 0.9972321265207804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:46:12,426] Trial 1965 finished with value: 0.9941019971369757 and parameters: {'classifier': 'SVC', 'svc_c': 329.2797682607924, 'svc_kernel': 'rbf'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:46:15,277] Trial 1966 finished with value: 0.9973810932136549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:46:23,925] Trial 1967 finished with value: 0.9969335583451443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 45, 'rf_n_estimators': 116}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:46:30,532] Trial 1968 finished with value: 0.9972246738570861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 33, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:46:33,201] Trial 1969 finished with value: 0.9974096530457607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:46:35,710] Trial 1970 finished with value: 0.9974638239727273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:46:38,610] Trial 1971 finished with value: 0.9972261415766172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:46:39,608] Trial 1972 finished with value: 0.9971800526443121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:46:42,092] Trial 1973 finished with value: 0.9974977819150874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:46:44,898] Trial 1974 finished with value: 0.9973984975838777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:46:47,076] Trial 1975 finished with value: 0.9973795979138823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:46:49,163] Trial 1976 finished with value: 0.997414402211021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 76}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:46:51,140] Trial 1977 finished with value: 0.9973163774304069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 95}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:46:54,076] Trial 1978 finished with value: 0.9973812880844067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:46:56,655] Trial 1979 finished with value: 0.997496750623522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:47:06,159] Trial 1980 finished with value: 0.9965377610899725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 53, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:47:08,200] Trial 1981 finished with value: 0.9976617891705741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:47:11,627] Trial 1982 finished with value: 0.9973202872232282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:47:13,386] Trial 1983 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 1.0832037227403137e-09, 'svc_kernel': 'sigmoid'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:47:15,378] Trial 1984 finished with value: 0.9971579957190194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:47:18,829] Trial 1985 finished with value: 0.9972151075757059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 21, 'rf_n_estimators': 96}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:47:20,438] Trial 1986 finished with value: 0.9975184941369784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 71}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:47:23,665] Trial 1987 finished with value: 0.9973519973282917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:47:26,913] Trial 1988 finished with value: 0.9972386116226275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:47:29,025] Trial 1989 finished with value: 0.9968706719348829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:47:29,773] Trial 1990 finished with value: 0.9959142084848649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 26}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:47:32,024] Trial 1991 finished with value: 0.9973770629437367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:47:35,100] Trial 1992 finished with value: 0.9974421115624205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:47:40,487] Trial 1993 finished with value: 0.9972585319837272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 30, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:47:42,916] Trial 1994 finished with value: 0.9973271440394478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:47:43,962] Trial 1995 finished with value: 0.9971518531326696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 40}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:47:45,877] Trial 1996 finished with value: 0.9973777104287871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:47:48,485] Trial 1997 finished with value: 0.9973874286712682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:47:55,316] Trial 1998 finished with value: 0.9970244786903847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 37, 'rf_n_estimators': 96}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:47:58,795] Trial 1999 finished with value: 0.9972237517121846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 94}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:47:59,705] Trial 2000 finished with value: 0.9897750578588275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:48:01,528] Trial 2001 finished with value: 0.9974581577723688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:48:03,853] Trial 2002 finished with value: 0.9969751564270183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 14, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:48:05,627] Trial 2003 finished with value: 0.9853089657566011 and parameters: {'classifier': 'SVC', 'svc_c': 0.0014639913638194268, 'svc_kernel': 'rbf'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:48:10,723] Trial 2004 finished with value: 0.9969934463165973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 26, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:48:12,692] Trial 2005 finished with value: 0.9974578024030188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:48:20,541] Trial 2006 finished with value: 0.9960593968433308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 68, 'rf_n_estimators': 60}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:48:21,743] Trial 2007 finished with value: 0.9972864309373858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 67}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:48:23,567] Trial 2008 finished with value: 0.9971727363266684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 54}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:48:26,029] Trial 2009 finished with value: 0.9975823735311508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:48:28,636] Trial 2010 finished with value: 0.9973478714003207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:48:32,792] Trial 2011 finished with value: 0.9971360769170999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:48:34,871] Trial 2012 finished with value: 0.9973618803857264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:48:36,987] Trial 2013 finished with value: 0.9974406469849422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:48:38,597] Trial 2014 finished with value: 0.997475322204011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:48:41,349] Trial 2015 finished with value: 0.9975440538799049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 95}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:48:43,808] Trial 2016 finished with value: 0.9975155192476973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:48:46,080] Trial 2017 finished with value: 0.9975780311506505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:48:47,301] Trial 2018 finished with value: 0.9966457060613726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:48:50,499] Trial 2019 finished with value: 0.9973046294217914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 18, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:48:51,665] Trial 2020 finished with value: 0.9976028350553107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 109}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:48:53,533] Trial 2021 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 1.3820451924034766e-05, 'svc_kernel': 'sigmoid'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:48:54,404] Trial 2022 finished with value: 0.995680185120369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 3, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:48:56,476] Trial 2023 finished with value: 0.997406184187688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 93}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:48:57,777] Trial 2024 finished with value: 0.995355215925093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 13, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:48:59,512] Trial 2025 finished with value: 0.9971982717900955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:49:00,337] Trial 2026 finished with value: 0.9969547307349558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:49:01,934] Trial 2027 finished with value: 0.9960712192138635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 14, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:49:06,001] Trial 2028 finished with value: 0.997288856633916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:49:07,716] Trial 2029 finished with value: 0.9972534932735372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:49:16,669] Trial 2030 finished with value: 0.9970699625077458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 45, 'rf_n_estimators': 111}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:49:17,588] Trial 2031 finished with value: 0.9942378216066973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 79}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:49:19,103] Trial 2032 finished with value: 0.9973973211231234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 96}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:49:19,862] Trial 2033 finished with value: 0.9967388936357712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 74}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:49:20,490] Trial 2034 finished with value: 0.9881208650771885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 5, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:49:23,658] Trial 2035 finished with value: 0.9974135403364056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:49:24,718] Trial 2036 finished with value: 0.997339444351129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 48}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:49:25,868] Trial 2037 finished with value: 0.9959509186116092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:49:28,043] Trial 2038 finished with value: 0.9974311025392422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:49:37,623] Trial 2039 finished with value: 0.9969005789459474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 42, 'rf_n_estimators': 128}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:49:38,425] Trial 2040 finished with value: 0.9950525082376616 and parameters: {'classifier': 'SVC', 'svc_c': 1440.1458102936188, 'svc_kernel': 'rbf'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:49:40,063] Trial 2041 finished with value: 0.9976216278637716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 94}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:49:44,264] Trial 2042 finished with value: 0.9965519994134978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 30, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:49:51,467] Trial 2043 finished with value: 0.997078726803942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 40, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:49:52,668] Trial 2044 finished with value: 0.997315635525082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 69}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:49:53,324] Trial 2045 finished with value: 0.9969486134437182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 65}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:49:54,308] Trial 2046 finished with value: 0.9959033449165169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:49:56,337] Trial 2047 finished with value: 0.997624942443876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:49:58,634] Trial 2048 finished with value: 0.9974233087247805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:50:03,233] Trial 2049 finished with value: 0.9960235280885135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 40, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:50:03,908] Trial 2050 finished with value: 0.9946385799728755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 9}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:50:06,239] Trial 2051 finished with value: 0.9968037584602324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 15, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:50:08,235] Trial 2052 finished with value: 0.997296313169635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 96}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:50:10,876] Trial 2053 finished with value: 0.9968778581271063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 17, 'rf_n_estimators': 91}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:50:13,045] Trial 2054 finished with value: 0.9973828831364225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:50:14,698] Trial 2055 finished with value: 0.997157823985202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:50:17,455] Trial 2056 finished with value: 0.9975156915210593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:50:18,508] Trial 2057 finished with value: 0.9970143492198363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 4, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:50:19,402] Trial 2058 finished with value: 0.9972387581565464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 36}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:50:20,900] Trial 2059 finished with value: 0.9866200030459149 and parameters: {'classifier': 'SVC', 'svc_c': 9015246.810712483, 'svc_kernel': 'sigmoid'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:50:22,276] Trial 2060 finished with value: 0.9973601255333467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 94}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:50:24,874] Trial 2061 finished with value: 0.997331302498774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:50:26,603] Trial 2062 finished with value: 0.9976383933816549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:50:35,361] Trial 2063 finished with value: 0.9969483000001441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 49, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:50:38,673] Trial 2064 finished with value: 0.9964805470054859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 25, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:50:40,745] Trial 2065 finished with value: 0.9972420214799304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:50:41,964] Trial 2066 finished with value: 0.9972812901263476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:50:48,405] Trial 2067 finished with value: 0.9971626110137858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 31, 'rf_n_estimators': 110}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:50:59,642] Trial 2068 finished with value: 0.9967662442536024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 59, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:51:02,350] Trial 2069 finished with value: 0.9974729681082003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:51:03,963] Trial 2070 finished with value: 0.997386968820727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 92}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:51:05,813] Trial 2071 finished with value: 0.9976350381452908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 95}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:51:08,133] Trial 2072 finished with value: 0.9974162683682423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:51:11,710] Trial 2073 finished with value: 0.997514139886501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:51:13,304] Trial 2074 finished with value: 0.9975277932803914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:51:14,876] Trial 2075 finished with value: 0.9973830876554982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 63}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:51:15,836] Trial 2076 finished with value: 0.9970792076015025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 109}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:51:17,601] Trial 2077 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.816729225680089e-07, 'svc_kernel': 'rbf'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:51:27,241] Trial 2078 finished with value: 0.9959743285238972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 61, 'rf_n_estimators': 112}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:51:28,401] Trial 2079 finished with value: 0.9973287534369977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:51:30,484] Trial 2080 finished with value: 0.9975470490179706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:51:41,793] Trial 2081 finished with value: 0.9967905463184694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 61, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:51:45,164] Trial 2082 finished with value: 0.9970231463012912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 25, 'rf_n_estimators': 73}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:51:47,072] Trial 2083 finished with value: 0.9975347782225433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 96}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:51:48,333] Trial 2084 finished with value: 0.9972907479910359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 87}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:51:49,347] Trial 2085 finished with value: 0.9971482272989065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:51:52,302] Trial 2086 finished with value: 0.9973126120133268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:51:52,979] Trial 2087 finished with value: 0.9967401067855463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 32}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:51:54,711] Trial 2088 finished with value: 0.997081435221752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:52:01,737] Trial 2089 finished with value: 0.9973042150516717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 35, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:52:04,039] Trial 2090 finished with value: 0.9972845546875101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:52:05,096] Trial 2091 finished with value: 0.9946987566640725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 13, 'rf_n_estimators': 93}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:52:06,010] Trial 2092 finished with value: 0.9969685649079673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 44}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:52:07,946] Trial 2093 finished with value: 0.9976404144833406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:52:09,501] Trial 2094 finished with value: 0.9974648728788313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:52:19,781] Trial 2095 finished with value: 0.9966631972347725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 52, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:52:21,035] Trial 2096 finished with value: 0.987033824671332 and parameters: {'classifier': 'SVC', 'svc_c': 1.8062276223944715, 'svc_kernel': 'sigmoid'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:52:21,847] Trial 2097 finished with value: 0.996082690785305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:52:25,246] Trial 2098 finished with value: 0.9975611091331454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 109}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:52:26,985] Trial 2099 finished with value: 0.9968219978865388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 82}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:52:28,328] Trial 2100 finished with value: 0.997340726530853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 51}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:52:29,640] Trial 2101 finished with value: 0.9966744026838598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 14, 'rf_n_estimators': 56}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:52:31,039] Trial 2102 finished with value: 0.9974341662946641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:52:32,777] Trial 2103 finished with value: 0.997362571732565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 95}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:52:33,627] Trial 2104 finished with value: 0.9903571009308231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:52:40,225] Trial 2105 finished with value: 0.9967711724841365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 35, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:52:44,707] Trial 2106 finished with value: 0.9970889526942533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 23, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:52:49,813] Trial 2107 finished with value: 0.9962445600483929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 49, 'rf_n_estimators': 69}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:52:52,898] Trial 2108 finished with value: 0.9958269413632018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 28, 'rf_n_estimators': 112}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:52:55,175] Trial 2109 finished with value: 0.9971978969336703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:52:56,227] Trial 2110 finished with value: 0.9969748214968805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 5, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:52:59,887] Trial 2111 finished with value: 0.9974038207291945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 20, 'rf_n_estimators': 91}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:53:01,734] Trial 2112 finished with value: 0.9972499394848239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:53:02,568] Trial 2113 finished with value: 0.9933342063746139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:53:06,137] Trial 2114 finished with value: 0.9975445533710926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 109}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:53:06,909] Trial 2115 finished with value: 0.9929688509459852 and parameters: {'classifier': 'SVC', 'svc_c': 82.4510316354045, 'svc_kernel': 'rbf'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:53:09,503] Trial 2116 finished with value: 0.9971491027256083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:53:12,638] Trial 2117 finished with value: 0.9970959594403478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:53:14,541] Trial 2118 finished with value: 0.9976403973448704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:53:16,224] Trial 2119 finished with value: 0.9968417317239563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 94}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:53:17,381] Trial 2120 finished with value: 0.9971870061341978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:53:21,033] Trial 2121 finished with value: 0.9973997503742993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:53:28,219] Trial 2122 finished with value: 0.9969029496724217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 41, 'rf_n_estimators': 96}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:53:30,815] Trial 2123 finished with value: 0.9974010136382302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:53:32,376] Trial 2124 finished with value: 0.9973611792318745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:53:34,557] Trial 2125 finished with value: 0.9975956656524404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:53:35,522] Trial 2126 finished with value: 0.9971403479190463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 66}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:53:36,970] Trial 2127 finished with value: 0.9973704546988088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:53:39,537] Trial 2128 finished with value: 0.9976848619310711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 89}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:53:41,416] Trial 2129 finished with value: 0.9965709171423623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 61}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:53:44,097] Trial 2130 finished with value: 0.9971955400131858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 90}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:53:46,875] Trial 2131 finished with value: 0.9972415627084782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 86}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:53:49,142] Trial 2132 finished with value: 0.9971498246043137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 84}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:53:51,798] Trial 2133 finished with value: 0.997064254889418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 93}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:53:53,630] Trial 2134 finished with value: 0.9853889367776674 and parameters: {'classifier': 'SVC', 'svc_c': 0.012433447425921609, 'svc_kernel': 'sigmoid'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:53:56,655] Trial 2135 finished with value: 0.9970738988017199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 88}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:53:59,239] Trial 2136 finished with value: 0.9975629551685335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 92}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:54:01,398] Trial 2137 finished with value: 0.9976577126267868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 76}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:54:05,961] Trial 2138 finished with value: 0.9922806238486475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 72, 'rf_n_estimators': 89}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:54:08,834] Trial 2139 finished with value: 0.9975806028732928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:54:10,710] Trial 2140 finished with value: 0.9971523318672659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 80}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:54:12,831] Trial 2141 finished with value: 0.9971661238605986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 71}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:54:15,500] Trial 2142 finished with value: 0.9972931316031005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 16, 'rf_n_estimators': 84}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:54:21,010] Trial 2143 finished with value: 0.9962345654004755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 33, 'rf_n_estimators': 86}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:54:23,817] Trial 2144 finished with value: 0.9964395225545518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 17, 'rf_n_estimators': 91}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:54:25,641] Trial 2145 finished with value: 0.9973272770530178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 68}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:54:27,300] Trial 2146 finished with value: 0.9973246151947185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 72}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:54:29,943] Trial 2147 finished with value: 0.9974233901325132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:54:33,060] Trial 2148 finished with value: 0.9974281080994104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:54:38,160] Trial 2149 finished with value: 0.9961282544552414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 45, 'rf_n_estimators': 59}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:54:40,810] Trial 2150 finished with value: 0.9972294102002316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 18, 'rf_n_estimators': 77}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:54:43,395] Trial 2151 finished with value: 0.9974528342779349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:54:45,162] Trial 2152 finished with value: 0.9853838568716734 and parameters: {'classifier': 'SVC', 'svc_c': 0.041042817062686233, 'svc_kernel': 'rbf'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:54:51,755] Trial 2153 finished with value: 0.9965764234471433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 39, 'rf_n_estimators': 90}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:54:54,059] Trial 2154 finished with value: 0.9973308737513822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:54:56,941] Trial 2155 finished with value: 0.9972679006331576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 14, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:55:07,888] Trial 2156 finished with value: 0.996579700259138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 71, 'rf_n_estimators': 89}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:55:11,618] Trial 2157 finished with value: 0.9971713207842571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 19, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:55:14,124] Trial 2158 finished with value: 0.9972221700535657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:55:17,046] Trial 2159 finished with value: 0.9973880910413971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 95}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:55:19,542] Trial 2160 finished with value: 0.9974616091745924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:55:21,330] Trial 2161 finished with value: 0.9973091893339093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 64}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:55:23,655] Trial 2162 finished with value: 0.9973500772166277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:55:26,490] Trial 2163 finished with value: 0.9971823518970186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:55:28,158] Trial 2164 finished with value: 0.996815273607821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:55:30,277] Trial 2165 finished with value: 0.9974120342140066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:55:32,904] Trial 2166 finished with value: 0.9973250845348941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 17, 'rf_n_estimators': 93}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:55:36,954] Trial 2167 finished with value: 0.9968077674974903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 20, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:55:39,190] Trial 2168 finished with value: 0.9974938279113611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:55:41,464] Trial 2169 finished with value: 0.9973851550310529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:55:44,333] Trial 2170 finished with value: 0.9971646132314165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:55:45,742] Trial 2171 finished with value: 0.986764998184 and parameters: {'classifier': 'SVC', 'svc_c': 1947495.8232100436, 'svc_kernel': 'sigmoid'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:55:47,749] Trial 2172 finished with value: 0.9974371788885791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:55:50,134] Trial 2173 finished with value: 0.9976247461131805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:55:54,728] Trial 2174 finished with value: 0.9968540565055641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 23, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:55:57,880] Trial 2175 finished with value: 0.9975871084778283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:55:58,955] Trial 2176 finished with value: 0.9974437262602008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 95}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:56:01,945] Trial 2177 finished with value: 0.9972524153272478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:56:03,779] Trial 2178 finished with value: 0.9967411559455535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:56:05,890] Trial 2179 finished with value: 0.9974889458277443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:56:13,071] Trial 2180 finished with value: 0.9969097986176401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 38, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:56:15,813] Trial 2181 finished with value: 0.997590752624364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:56:17,695] Trial 2182 finished with value: 0.9973987997287569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 93}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:56:19,891] Trial 2183 finished with value: 0.9972606814335107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:56:25,322] Trial 2184 finished with value: 0.9947005061210081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 60, 'rf_n_estimators': 88}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:56:27,662] Trial 2185 finished with value: 0.997433193940393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:56:29,775] Trial 2186 finished with value: 0.9974717142704277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 67}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:56:31,260] Trial 2187 finished with value: 0.9970828757418962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:56:34,817] Trial 2188 finished with value: 0.9972890739751062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:56:35,565] Trial 2189 finished with value: 0.9958437947633509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 1, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:56:37,287] Trial 2190 finished with value: 0.9853574718162011 and parameters: {'classifier': 'SVC', 'svc_c': 0.004434937130294659, 'svc_kernel': 'rbf'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:56:39,332] Trial 2191 finished with value: 0.9974407506726859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 96}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:56:45,391] Trial 2192 finished with value: 0.9973113849306103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 29, 'rf_n_estimators': 111}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:56:48,006] Trial 2193 finished with value: 0.9974013978256001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:56:50,779] Trial 2194 finished with value: 0.9887716564557415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 63, 'rf_n_estimators': 109}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:56:52,778] Trial 2195 finished with value: 0.9971522811183519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:57:00,744] Trial 2196 finished with value: 0.9970470106052005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 43, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:57:02,955] Trial 2197 finished with value: 0.9974490828572721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 92}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:57:09,454] Trial 2198 finished with value: 0.9968578162098211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 33, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:57:10,701] Trial 2199 finished with value: 0.9962849781466048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:57:12,595] Trial 2200 finished with value: 0.9974230076589903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:57:14,928] Trial 2201 finished with value: 0.9969656221691864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 70}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:57:19,420] Trial 2202 finished with value: 0.9972566236150889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 23, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:57:20,883] Trial 2203 finished with value: 0.9974226687616143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 74}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:57:23,474] Trial 2204 finished with value: 0.9969740408713084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 18, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:57:25,481] Trial 2205 finished with value: 0.9974608637463596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 94}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:57:27,189] Trial 2206 finished with value: 0.9963573619035113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 14, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:57:28,304] Trial 2207 finished with value: 0.9955193150300841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:57:30,165] Trial 2208 finished with value: 0.9975071652909069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:57:31,068] Trial 2209 finished with value: 0.9968208991836579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 109}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:57:32,665] Trial 2210 finished with value: 0.9867341907685009 and parameters: {'classifier': 'SVC', 'svc_c': 95989236.58963524, 'svc_kernel': 'sigmoid'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:57:34,908] Trial 2211 finished with value: 0.9969361576480282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:57:39,785] Trial 2212 finished with value: 0.99719274311009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 25, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:57:40,834] Trial 2213 finished with value: 0.9974912605368121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 81}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:57:41,926] Trial 2214 finished with value: 0.9974993702069289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 96}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:57:45,659] Trial 2215 finished with value: 0.9974281112097252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 20, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:57:48,239] Trial 2216 finished with value: 0.9975007687060836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:57:50,007] Trial 2217 finished with value: 0.9973401999672301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:57:58,116] Trial 2218 finished with value: 0.9968596993468228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 44, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:57:59,532] Trial 2219 finished with value: 0.9974078639481787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 91}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:58:00,752] Trial 2220 finished with value: 0.9946100679697961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 15, 'rf_n_estimators': 95}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:58:05,989] Trial 2221 finished with value: 0.9969517227112994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 30, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:58:08,813] Trial 2222 finished with value: 0.9974180981538217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:58:11,535] Trial 2223 finished with value: 0.99723720861669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 21, 'rf_n_estimators': 62}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:58:13,800] Trial 2224 finished with value: 0.9974446866175429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:58:16,488] Trial 2225 finished with value: 0.9971172427858837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:58:17,470] Trial 2226 finished with value: 0.996570389404437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 47}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:58:38,930] Trial 2227 finished with value: 0.9903865668167114 and parameters: {'classifier': 'SVC', 'svc_c': 14719063.311564462, 'svc_kernel': 'rbf'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:58:41,132] Trial 2228 finished with value: 0.9976676464966115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:58:43,173] Trial 2229 finished with value: 0.996480251684257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:58:44,779] Trial 2230 finished with value: 0.9967750923378743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:58:46,896] Trial 2231 finished with value: 0.9975570973981654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 95}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:58:49,356] Trial 2232 finished with value: 0.9966705483371628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 16, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:58:52,201] Trial 2233 finished with value: 0.997213057782952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:58:53,865] Trial 2234 finished with value: 0.9973496048296129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 88}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:58:55,906] Trial 2235 finished with value: 0.99656259809727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 15, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:59:02,077] Trial 2236 finished with value: 0.9968119023438136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 31, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:59:03,310] Trial 2237 finished with value: 0.997590799279088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 65}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:59:05,800] Trial 2238 finished with value: 0.9973583395460794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:59:07,882] Trial 2239 finished with value: 0.9975659105072635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 93}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:59:10,645] Trial 2240 finished with value: 0.9972878928171417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 78}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:59:11,489] Trial 2241 finished with value: 0.9971817558273784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 53}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:59:13,531] Trial 2242 finished with value: 0.997183094437102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:59:15,272] Trial 2243 finished with value: 0.9976963871395763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:59:16,806] Trial 2244 finished with value: 0.9974729591898481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:59:18,419] Trial 2245 finished with value: 0.9974104359564623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:59:20,182] Trial 2246 finished with value: 0.9973889172426045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:59:21,977] Trial 2247 finished with value: 0.9976043630451278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:59:23,281] Trial 2248 finished with value: 0.9868281022845687 and parameters: {'classifier': 'SVC', 'svc_c': 511462.99113301013, 'svc_kernel': 'sigmoid'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:59:24,765] Trial 2249 finished with value: 0.9972809252038873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:59:26,588] Trial 2250 finished with value: 0.9974733284286638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:59:28,189] Trial 2251 finished with value: 0.9974221648588574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:59:29,976] Trial 2252 finished with value: 0.9975702495552833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:59:30,921] Trial 2253 finished with value: 0.9968039729450111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:59:32,609] Trial 2254 finished with value: 0.9974856733955809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:59:34,175] Trial 2255 finished with value: 0.9976588004118278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:59:36,010] Trial 2256 finished with value: 0.9975486856466453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:59:40,003] Trial 2257 finished with value: 0.9972193503626525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 112}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:59:42,084] Trial 2258 finished with value: 0.9975040872851646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:59:43,927] Trial 2259 finished with value: 0.9974501544559798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:59:44,846] Trial 2260 finished with value: 0.9969892292373558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:59:48,216] Trial 2261 finished with value: 0.9974084465292082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:59:49,421] Trial 2262 finished with value: 0.9968785753086014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:59:50,617] Trial 2263 finished with value: 0.9974826062759409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 72}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:59:51,612] Trial 2264 finished with value: 0.9954120335713775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 09:59:59,937] Trial 2265 finished with value: 0.9972029101583205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 38, 'rf_n_estimators': 116}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:00:01,685] Trial 2266 finished with value: 0.9850770833361295 and parameters: {'classifier': 'SVC', 'svc_c': 2.7924972438989304e-10, 'svc_kernel': 'rbf'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:00:02,520] Trial 2267 finished with value: 0.9898221944594582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:00:03,727] Trial 2268 finished with value: 0.9973195395098662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 112}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:00:05,151] Trial 2269 finished with value: 0.9976526674738017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:00:06,808] Trial 2270 finished with value: 0.9974488871930726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:00:15,346] Trial 2271 finished with value: 0.996557435863144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 49, 'rf_n_estimators': 121}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:00:19,336] Trial 2272 finished with value: 0.9951760039267987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 35, 'rf_n_estimators': 121}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:00:20,819] Trial 2273 finished with value: 0.9939835671987255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 16, 'rf_n_estimators': 125}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:00:23,847] Trial 2274 finished with value: 0.9974868358599179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:00:25,435] Trial 2275 finished with value: 0.9975325350189812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:00:26,480] Trial 2276 finished with value: 0.997100074323527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 113}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:00:28,103] Trial 2277 finished with value: 0.9975050103187275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:00:43,630] Trial 2278 finished with value: 0.9953380967834448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 69, 'rf_n_estimators': 117}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:00:44,785] Trial 2279 finished with value: 0.9964743210753912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 58}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:00:46,496] Trial 2280 finished with value: 0.9974091694870025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:00:50,476] Trial 2281 finished with value: 0.9972225550661213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 110}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:00:58,487] Trial 2282 finished with value: 0.9973097411291687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 36, 'rf_n_estimators': 118}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:00:59,811] Trial 2283 finished with value: 0.9971774735902131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:01:03,082] Trial 2284 finished with value: 0.9970899508197052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:01:04,900] Trial 2285 finished with value: 0.9852080208663345 and parameters: {'classifier': 'SVC', 'svc_c': 0.0002721742918918934, 'svc_kernel': 'sigmoid'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:01:16,507] Trial 2286 finished with value: 0.996811896694466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 58, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:01:21,165] Trial 2287 finished with value: 0.9973811022589585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 22, 'rf_n_estimators': 119}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:01:22,024] Trial 2288 finished with value: 0.9962835973889405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 14, 'rf_n_estimators': 29}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:01:24,581] Trial 2289 finished with value: 0.9974966853386463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:01:25,206] Trial 2290 finished with value: 0.9968840002373872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 67}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:01:27,141] Trial 2291 finished with value: 0.9973831815997043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:01:28,016] Trial 2292 finished with value: 0.9963775551471393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 3, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:01:30,760] Trial 2293 finished with value: 0.9972712767213269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:01:32,513] Trial 2294 finished with value: 0.9973594198409739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:01:33,096] Trial 2295 finished with value: 0.9962625962886155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 18}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:01:36,390] Trial 2296 finished with value: 0.9972481941855543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:01:38,722] Trial 2297 finished with value: 0.9974384011788716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:01:40,258] Trial 2298 finished with value: 0.9971886663123994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 83}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:01:41,503] Trial 2299 finished with value: 0.9974171178015978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:01:44,516] Trial 2300 finished with value: 0.9975017487726664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 110}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:01:45,558] Trial 2301 finished with value: 0.9973541687089692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 69}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:01:52,922] Trial 2302 finished with value: 0.996899649501327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 37, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:01:57,326] Trial 2303 finished with value: 0.9967929909307923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 21, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:01:58,504] Trial 2304 finished with value: 0.9871380463101173 and parameters: {'classifier': 'SVC', 'svc_c': 0.9501613284198878, 'svc_kernel': 'rbf'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:02:00,262] Trial 2305 finished with value: 0.9972717401265138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:02:10,269] Trial 2306 finished with value: 0.9970725808533744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 51, 'rf_n_estimators': 109}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:02:11,249] Trial 2307 finished with value: 0.9966450529904508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:02:12,640] Trial 2308 finished with value: 0.9973105259758825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 86}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:02:14,957] Trial 2309 finished with value: 0.99727347425404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:02:18,025] Trial 2310 finished with value: 0.9972274337855197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:02:19,877] Trial 2311 finished with value: 0.9974885950286531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:02:22,062] Trial 2312 finished with value: 0.9972791245854449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:02:24,635] Trial 2313 finished with value: 0.9975081826812687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:02:26,135] Trial 2314 finished with value: 0.9958060610573529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 18, 'rf_n_estimators': 39}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:02:27,687] Trial 2315 finished with value: 0.9976859852943062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 75}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:02:29,167] Trial 2316 finished with value: 0.9973753019659407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 73}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:02:30,708] Trial 2317 finished with value: 0.9976674938055387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 75}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:02:32,340] Trial 2318 finished with value: 0.9974047141195518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 72}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:02:33,791] Trial 2319 finished with value: 0.9975838279842363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 73}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:02:35,393] Trial 2320 finished with value: 0.9972789414894567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 70}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:02:36,887] Trial 2321 finished with value: 0.9971996414712302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 63}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:02:38,058] Trial 2322 finished with value: 0.9873252985042491 and parameters: {'classifier': 'SVC', 'svc_c': 97908.1430189149, 'svc_kernel': 'sigmoid'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:02:39,549] Trial 2323 finished with value: 0.997204448748599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 78}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:02:40,973] Trial 2324 finished with value: 0.9972230753773763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 74}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:02:42,613] Trial 2325 finished with value: 0.9975450062075564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 75}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:02:43,940] Trial 2326 finished with value: 0.997298202400315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 69}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:02:48,766] Trial 2327 finished with value: 0.9972871929010684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 25, 'rf_n_estimators': 91}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:02:50,388] Trial 2328 finished with value: 0.9971989165456857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 71}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:02:51,360] Trial 2329 finished with value: 0.9963044701094295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 68}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:02:53,006] Trial 2330 finished with value: 0.9974744662009086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 65}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:02:53,707] Trial 2331 finished with value: 0.9897250830640832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 76}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:02:58,780] Trial 2332 finished with value: 0.9963622569679321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 53, 'rf_n_estimators': 71}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:03:00,268] Trial 2333 finished with value: 0.9966564175734062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 73}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:03:04,042] Trial 2334 finished with value: 0.9961799873078941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 41, 'rf_n_estimators': 73}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:03:05,296] Trial 2335 finished with value: 0.9976948451850797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 68}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:03:06,637] Trial 2336 finished with value: 0.9972905418215888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 69}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:03:07,959] Trial 2337 finished with value: 0.9973223340008811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 69}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:03:09,232] Trial 2338 finished with value: 0.9974542839703343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 67}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:03:10,473] Trial 2339 finished with value: 0.9970074794862885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 66}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:03:11,843] Trial 2340 finished with value: 0.9974163796413459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 72}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:03:13,650] Trial 2341 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 3.7447109231775646e-08, 'svc_kernel': 'rbf'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:03:15,056] Trial 2342 finished with value: 0.9973526587462835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 69}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:03:16,280] Trial 2343 finished with value: 0.9973491860161859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 68}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:03:17,524] Trial 2344 finished with value: 0.9971529366013548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 66}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:03:18,814] Trial 2345 finished with value: 0.9972138983296933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 69}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:03:19,652] Trial 2346 finished with value: 0.9958612572456825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 71}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:03:20,936] Trial 2347 finished with value: 0.9972596557595549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 66}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:03:22,123] Trial 2348 finished with value: 0.997575943177194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 67}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:03:23,538] Trial 2349 finished with value: 0.997562956342836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 76}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:03:24,901] Trial 2350 finished with value: 0.9973358426381757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 70}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:03:26,321] Trial 2351 finished with value: 0.9974061064298146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 71}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:03:27,553] Trial 2352 finished with value: 0.9975948527811543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 71}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:03:29,101] Trial 2353 finished with value: 0.9974677913698505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 78}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:03:30,371] Trial 2354 finished with value: 0.9973309477641822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 66}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:03:31,583] Trial 2355 finished with value: 0.9973284698587945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 64}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:03:35,095] Trial 2356 finished with value: 0.9968609634676774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 24, 'rf_n_estimators': 74}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:03:36,203] Trial 2357 finished with value: 0.9971039335895998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 64}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:03:37,769] Trial 2358 finished with value: 0.9972728243886467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 67}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:03:43,659] Trial 2359 finished with value: 0.9963988831161732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 56, 'rf_n_estimators': 62}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:03:45,488] Trial 2360 finished with value: 0.9852051536002978 and parameters: {'classifier': 'SVC', 'svc_c': 2.324732172104447e-06, 'svc_kernel': 'sigmoid'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:03:48,984] Trial 2361 finished with value: 0.9970325765222622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 26, 'rf_n_estimators': 71}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:03:50,417] Trial 2362 finished with value: 0.9973915464108593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 69}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:03:51,651] Trial 2363 finished with value: 0.9971889051084153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 72}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:03:52,956] Trial 2364 finished with value: 0.9973241249392618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 69}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:03:53,782] Trial 2365 finished with value: 0.9970404610119252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 3, 'rf_n_estimators': 76}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:03:57,565] Trial 2366 finished with value: 0.9926180927966151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 69, 'rf_n_estimators': 74}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:03:59,667] Trial 2367 finished with value: 0.9970870337886297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 77}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:04:02,063] Trial 2368 finished with value: 0.9969611311918035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 20, 'rf_n_estimators': 66}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:04:03,519] Trial 2369 finished with value: 0.9973176463436856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 68}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:04:04,903] Trial 2370 finished with value: 0.9972018860077845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 64}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:04:08,680] Trial 2371 finished with value: 0.9968297714522154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 27, 'rf_n_estimators': 75}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:04:09,852] Trial 2372 finished with value: 0.9975144275588942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 71}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:04:11,072] Trial 2373 finished with value: 0.9974898106222471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 62}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:04:12,528] Trial 2374 finished with value: 0.9970703656426466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 80}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:04:13,730] Trial 2375 finished with value: 0.9973414072454924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 73}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:04:14,905] Trial 2376 finished with value: 0.9972131300184294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 63}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:04:24,591] Trial 2377 finished with value: 0.9953493241951641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 73, 'rf_n_estimators': 65}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:04:25,096] Trial 2378 finished with value: 0.989482387348109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 1, 'rf_n_estimators': 67}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:04:26,887] Trial 2379 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 4.912776254609171e-09, 'svc_kernel': 'rbf'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:04:28,469] Trial 2380 finished with value: 0.9974618232467782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 70}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:04:29,964] Trial 2381 finished with value: 0.9973469057744858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 71}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:04:31,341] Trial 2382 finished with value: 0.9976276623508085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 81}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:04:32,586] Trial 2383 finished with value: 0.9974829857978383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 68}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:04:33,955] Trial 2384 finished with value: 0.997334352479944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 73}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:04:36,070] Trial 2385 finished with value: 0.9922924774810191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 56, 'rf_n_estimators': 61}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:04:37,571] Trial 2386 finished with value: 0.9973724428248084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 65}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:04:39,890] Trial 2387 finished with value: 0.9973831794097886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 17, 'rf_n_estimators': 75}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:04:41,110] Trial 2388 finished with value: 0.9973947349597333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 65}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:04:42,348] Trial 2389 finished with value: 0.9971665235360673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 7, 'rf_n_estimators': 70}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:04:43,406] Trial 2390 finished with value: 0.9966842872329761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 68}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:04:44,857] Trial 2391 finished with value: 0.9973400281064612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 69}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:04:47,525] Trial 2392 finished with value: 0.9972926821308549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 75}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:04:48,282] Trial 2393 finished with value: 0.9972590633080362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 84}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:04:49,705] Trial 2394 finished with value: 0.9976150640836517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 74}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:04:54,817] Trial 2395 finished with value: 0.9961588099352312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 36, 'rf_n_estimators': 72}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:04:55,740] Trial 2396 finished with value: 0.9943180101911193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 15, 'rf_n_estimators': 69}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:05:03,093] Trial 2397 finished with value: 0.9963337265886043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 63, 'rf_n_estimators': 70}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:05:05,053] Trial 2398 finished with value: 0.9852046621070628 and parameters: {'classifier': 'SVC', 'svc_c': 1.8439760223021794e-07, 'svc_kernel': 'sigmoid'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:05:06,419] Trial 2399 finished with value: 0.9975404142084141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 60}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:05:07,925] Trial 2400 finished with value: 0.9974111244151511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 72}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:05:08,778] Trial 2401 finished with value: 0.9975475950686686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 68}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:05:11,269] Trial 2402 finished with value: 0.9970832465676072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 63}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:05:16,632] Trial 2403 finished with value: 0.9961361900111979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 36, 'rf_n_estimators': 79}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:05:18,192] Trial 2404 finished with value: 0.9976108356739773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 65}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:05:19,647] Trial 2405 finished with value: 0.9970552356426109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 7, 'rf_n_estimators': 87}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:05:20,918] Trial 2406 finished with value: 0.9973946515525126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 66}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:05:23,132] Trial 2407 finished with value: 0.9974390873524311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 72}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:05:24,327] Trial 2408 finished with value: 0.9969258669806478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 78}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:05:25,108] Trial 2409 finished with value: 0.9903793033744215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 16, 'rf_n_estimators': 68}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:05:26,554] Trial 2410 finished with value: 0.9974474634305434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 64}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:05:32,670] Trial 2411 finished with value: 0.9961581525796915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 42, 'rf_n_estimators': 75}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:05:36,684] Trial 2412 finished with value: 0.9971420081924617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 24, 'rf_n_estimators': 88}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:05:37,727] Trial 2413 finished with value: 0.9973130772910502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 60}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:05:45,723] Trial 2414 finished with value: 0.9966680243800713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 51, 'rf_n_estimators': 85}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:05:46,485] Trial 2415 finished with value: 0.9967796994442608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 3, 'rf_n_estimators': 72}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:05:48,293] Trial 2416 finished with value: 0.9850757721162203 and parameters: {'classifier': 'SVC', 'svc_c': 1.1624728287877764e-10, 'svc_kernel': 'rbf'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:05:49,577] Trial 2417 finished with value: 0.9970770030864494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 67}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:05:50,959] Trial 2418 finished with value: 0.99726374052346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 71}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:05:55,194] Trial 2419 finished with value: 0.9969417268890796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 27, 'rf_n_estimators': 90}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:05:57,700] Trial 2420 finished with value: 0.9967410870742942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 15, 'rf_n_estimators': 81}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:05:59,803] Trial 2421 finished with value: 0.9973992536760473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:06:13,980] Trial 2422 finished with value: 0.9963402633915027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 62, 'rf_n_estimators': 119}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:06:15,050] Trial 2423 finished with value: 0.9973969008180149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 67}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:06:22,243] Trial 2424 finished with value: 0.9966336374364159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 52, 'rf_n_estimators': 76}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:06:24,058] Trial 2425 finished with value: 0.9973482195651654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 91}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:06:27,634] Trial 2426 finished with value: 0.9973344848904939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 83}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:06:28,573] Trial 2427 finished with value: 0.9974348371388144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 57}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:06:29,756] Trial 2428 finished with value: 0.9970323211907965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 62}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:06:32,705] Trial 2429 finished with value: 0.9972678588660714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 78}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:06:33,714] Trial 2430 finished with value: 0.9957112584677951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 13, 'rf_n_estimators': 70}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:06:35,885] Trial 2431 finished with value: 0.9971557613385955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 92}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:06:36,996] Trial 2432 finished with value: 0.9964832863360177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 67}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:06:37,877] Trial 2433 finished with value: 0.996684483468458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 111}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:06:50,869] Trial 2434 finished with value: 0.9964168483269589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 63, 'rf_n_estimators': 114}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:06:51,651] Trial 2435 finished with value: 0.9928093579952435 and parameters: {'classifier': 'SVC', 'svc_c': 619.2325959204828, 'svc_kernel': 'sigmoid'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:06:53,397] Trial 2436 finished with value: 0.9972775105541606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 89}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:06:57,544] Trial 2437 finished with value: 0.996978139219038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 32, 'rf_n_estimators': 74}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:06:59,146] Trial 2438 finished with value: 0.9958814838458512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 14, 'rf_n_estimators': 94}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:07:00,899] Trial 2439 finished with value: 0.9976983679023815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:07:02,582] Trial 2440 finished with value: 0.9974503598954548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:07:04,516] Trial 2441 finished with value: 0.9974512841033204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:07:06,659] Trial 2442 finished with value: 0.9974220668204613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:07:08,390] Trial 2443 finished with value: 0.9974179278482102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:07:10,352] Trial 2444 finished with value: 0.9972371896374214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:07:12,271] Trial 2445 finished with value: 0.9973617508315881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:07:14,690] Trial 2446 finished with value: 0.9972509525588303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:07:16,864] Trial 2447 finished with value: 0.9976010453864462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:07:26,659] Trial 2448 finished with value: 0.9965573350318121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 46, 'rf_n_estimators': 110}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:07:28,977] Trial 2449 finished with value: 0.9975577859203301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:07:30,908] Trial 2450 finished with value: 0.9973309612210549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:07:32,868] Trial 2451 finished with value: 0.9973605189247098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:07:48,380] Trial 2452 finished with value: 0.9954731545605355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 69, 'rf_n_estimators': 116}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:07:51,816] Trial 2453 finished with value: 0.9971660514029557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 109}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:07:53,876] Trial 2454 finished with value: 0.9974309001466065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:07:56,343] Trial 2455 finished with value: 0.997412435063778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:07:58,075] Trial 2456 finished with value: 0.9850769189972445 and parameters: {'classifier': 'SVC', 'svc_c': 9.63983535100148e-05, 'svc_kernel': 'rbf'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:08:02,165] Trial 2457 finished with value: 0.9971329753300925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 19, 'rf_n_estimators': 113}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:08:03,623] Trial 2458 finished with value: 0.9966392889421233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:08:05,796] Trial 2459 finished with value: 0.9972226030220996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:08:07,531] Trial 2460 finished with value: 0.9975101960389049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:08:07,939] Trial 2461 finished with value: 0.9905496129531461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 4}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:08:09,634] Trial 2462 finished with value: 0.9974277419709097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:08:12,970] Trial 2463 finished with value: 0.9974728938414966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:08:15,904] Trial 2464 finished with value: 0.9972256773462446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:08:17,836] Trial 2465 finished with value: 0.9972282292644326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:08:20,129] Trial 2466 finished with value: 0.9976519963440104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:08:22,398] Trial 2467 finished with value: 0.9975448341246221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:08:24,334] Trial 2468 finished with value: 0.9973985032014873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:08:25,248] Trial 2469 finished with value: 0.9969067634898107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:08:26,145] Trial 2470 finished with value: 0.9903782684647346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:08:27,937] Trial 2471 finished with value: 0.9971649036332698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:08:30,217] Trial 2472 finished with value: 0.9968930432241493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:08:31,997] Trial 2473 finished with value: 0.9852176919145471 and parameters: {'classifier': 'SVC', 'svc_c': 0.0007123433645660519, 'svc_kernel': 'sigmoid'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:08:35,527] Trial 2474 finished with value: 0.9971765289113973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:08:38,673] Trial 2475 finished with value: 0.997297097254639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:08:41,321] Trial 2476 finished with value: 0.9974496689612092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:08:44,472] Trial 2477 finished with value: 0.9964810063482208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 22, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:08:46,559] Trial 2478 finished with value: 0.9969215730956704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:08:47,265] Trial 2479 finished with value: 0.9971910570020176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 26}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:08:49,821] Trial 2480 finished with value: 0.9968370321015695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:08:51,616] Trial 2481 finished with value: 0.9974262232168236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:08:53,775] Trial 2482 finished with value: 0.9974661352858387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:08:55,400] Trial 2483 finished with value: 0.9973355246243427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 66}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:09:04,739] Trial 2484 finished with value: 0.9970485987700903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 40, 'rf_n_estimators': 119}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:09:10,242] Trial 2485 finished with value: 0.9972689649638847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 27, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:09:11,453] Trial 2486 finished with value: 0.9972769550773041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 64}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:09:12,647] Trial 2487 finished with value: 0.995933486629407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:09:15,047] Trial 2488 finished with value: 0.9967395053839377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 72}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:09:16,146] Trial 2489 finished with value: 0.9947892395022585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 20, 'rf_n_estimators': 69}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:09:22,000] Trial 2490 finished with value: 0.9972158912481172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 28, 'rf_n_estimators': 113}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:09:24,310] Trial 2491 finished with value: 0.9974268179217338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:09:25,124] Trial 2492 finished with value: 0.9956825312817029 and parameters: {'classifier': 'SVC', 'svc_c': 6240.264650303698, 'svc_kernel': 'rbf'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:09:26,830] Trial 2493 finished with value: 0.9967526677923996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 77}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:09:28,815] Trial 2494 finished with value: 0.9973965619841149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:09:29,352] Trial 2495 finished with value: 0.9950887572126103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 15}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:09:31,797] Trial 2496 finished with value: 0.9967010760464836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 16, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:09:34,466] Trial 2497 finished with value: 0.9970356642080661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:09:35,791] Trial 2498 finished with value: 0.9971972585256615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:09:38,152] Trial 2499 finished with value: 0.9969812410916866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:09:39,923] Trial 2500 finished with value: 0.997590054612565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:09:41,038] Trial 2501 finished with value: 0.9974684788764024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 42}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:09:42,317] Trial 2502 finished with value: 0.9972350537397244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 8, 'rf_n_estimators': 70}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:09:43,519] Trial 2503 finished with value: 0.9973180445274727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:09:46,585] Trial 2504 finished with value: 0.9971050573019515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 17, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:09:48,626] Trial 2505 finished with value: 0.9975383482928031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:09:49,638] Trial 2506 finished with value: 0.9956215820580999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 74}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:09:51,085] Trial 2507 finished with value: 0.9973447406461761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:09:52,746] Trial 2508 finished with value: 0.9974905976906147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:09:55,775] Trial 2509 finished with value: 0.9969668328434048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 23, 'rf_n_estimators': 62}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:09:56,807] Trial 2510 finished with value: 0.9892662228089332 and parameters: {'classifier': 'SVC', 'svc_c': 20475.607657637458, 'svc_kernel': 'sigmoid'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:09:58,952] Trial 2511 finished with value: 0.9975721198384325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:09:59,790] Trial 2512 finished with value: 0.9969990430426764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 110}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:10:01,042] Trial 2513 finished with value: 0.9975339956609588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 68}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:10:03,051] Trial 2514 finished with value: 0.997338879162473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:10:04,185] Trial 2515 finished with value: 0.996710965705403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 34}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:10:07,222] Trial 2516 finished with value: 0.9973821650027902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 80}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:10:08,454] Trial 2517 finished with value: 0.9970365414120906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 65}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:10:10,126] Trial 2518 finished with value: 0.9970738006681099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:10:11,698] Trial 2519 finished with value: 0.996076135320517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:10:12,984] Trial 2520 finished with value: 0.9941280907749815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 15, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:10:13,825] Trial 2521 finished with value: 0.996801473172205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 70}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:10:15,623] Trial 2522 finished with value: 0.9975404530556128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:10:17,929] Trial 2523 finished with value: 0.9974457098794177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 59}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:10:20,066] Trial 2524 finished with value: 0.9969360241901274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:10:22,638] Trial 2525 finished with value: 0.997275015034234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:10:25,716] Trial 2526 finished with value: 0.9972710861986683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:10:29,646] Trial 2527 finished with value: 0.9973904959178599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 114}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:10:31,409] Trial 2528 finished with value: 0.9975932626485143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:10:41,348] Trial 2529 finished with value: 0.9961762076087554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 61, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:12:34,772] Trial 2530 finished with value: 0.9903730449447092 and parameters: {'classifier': 'SVC', 'svc_c': 497829480.27626127, 'svc_kernel': 'rbf'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:12:36,255] Trial 2531 finished with value: 0.9973597750833724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:12:40,269] Trial 2532 finished with value: 0.9974051698759032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 29, 'rf_n_estimators': 73}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:12:42,181] Trial 2533 finished with value: 0.9975690850597202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:12:42,898] Trial 2534 finished with value: 0.9905386283364189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 13, 'rf_n_estimators': 68}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:12:44,803] Trial 2535 finished with value: 0.9972329008305089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:12:46,965] Trial 2536 finished with value: 0.9975431157073601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:12:51,325] Trial 2537 finished with value: 0.9956730207003505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 36, 'rf_n_estimators': 111}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:12:53,931] Trial 2538 finished with value: 0.9973262937491687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:12:59,237] Trial 2539 finished with value: 0.9969246944236564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 29, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:13:00,081] Trial 2540 finished with value: 0.9971065425725453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 3, 'rf_n_estimators': 77}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:13:00,803] Trial 2541 finished with value: 0.9969084713383497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 71}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:13:04,991] Trial 2542 finished with value: 0.9967054503235806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 21, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:13:06,654] Trial 2543 finished with value: 0.9971356665776945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:13:07,353] Trial 2544 finished with value: 0.9968030065574666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 23}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:13:09,940] Trial 2545 finished with value: 0.9971403733093722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 109}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:13:11,612] Trial 2546 finished with value: 0.9973779562071425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 85}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:13:13,071] Trial 2547 finished with value: 0.9974899988280385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 63}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:13:13,944] Trial 2548 finished with value: 0.9912374655114379 and parameters: {'classifier': 'SVC', 'svc_c': 34.341015499193986, 'svc_kernel': 'sigmoid'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:13:15,471] Trial 2549 finished with value: 0.9971573646424674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 66}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:13:20,066] Trial 2550 finished with value: 0.9972617825484725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 24, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:13:22,097] Trial 2551 finished with value: 0.9975552290510286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:13:23,262] Trial 2552 finished with value: 0.992823996787685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 57, 'rf_n_estimators': 10}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:13:24,526] Trial 2553 finished with value: 0.9976100235961388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 82}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:13:26,180] Trial 2554 finished with value: 0.9976041073645452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:13:28,211] Trial 2555 finished with value: 0.9974585445305091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:13:30,728] Trial 2556 finished with value: 0.9976527354881375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:13:34,172] Trial 2557 finished with value: 0.9972848604822483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 109}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:13:35,944] Trial 2558 finished with value: 0.9975440978369067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:13:38,003] Trial 2559 finished with value: 0.997481738783716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:13:38,730] Trial 2560 finished with value: 0.9968715435212979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 73}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:13:40,894] Trial 2561 finished with value: 0.9973400508308029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:13:43,526] Trial 2562 finished with value: 0.9969438126408826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 13, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:13:45,910] Trial 2563 finished with value: 0.9974464239505978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:13:47,282] Trial 2564 finished with value: 0.9973501513246417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 67}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:13:49,127] Trial 2565 finished with value: 0.9975437688734958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:13:51,285] Trial 2566 finished with value: 0.9967332453673303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 18, 'rf_n_estimators': 56}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:13:53,034] Trial 2567 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 8.638582075922693e-06, 'svc_kernel': 'rbf'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:13:56,423] Trial 2568 finished with value: 0.9974324912631216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:14:05,928] Trial 2569 finished with value: 0.9965716832637108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 47, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:14:10,247] Trial 2570 finished with value: 0.9964033941519136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 34, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:14:11,119] Trial 2571 finished with value: 0.9973856072962343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 70}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:14:12,474] Trial 2572 finished with value: 0.9957433166424897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:14:14,199] Trial 2573 finished with value: 0.9974846344869177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:14:16,224] Trial 2574 finished with value: 0.9974975123015635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:14:17,695] Trial 2575 finished with value: 0.9967518261665694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:14:18,297] Trial 2576 finished with value: 0.991531232979452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 1, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:14:19,920] Trial 2577 finished with value: 0.9975130540374727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:14:22,635] Trial 2578 finished with value: 0.9970492427957086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:14:27,992] Trial 2579 finished with value: 0.996912608215899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 32, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:14:29,807] Trial 2580 finished with value: 0.9973570143932289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:14:42,819] Trial 2581 finished with value: 0.9965412199188665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 69, 'rf_n_estimators': 110}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:14:47,602] Trial 2582 finished with value: 0.9967772571488052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 32, 'rf_n_estimators': 75}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:14:49,081] Trial 2583 finished with value: 0.9974397707647927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:14:56,410] Trial 2584 finished with value: 0.9970570111563686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 38, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:14:59,939] Trial 2585 finished with value: 0.9968409366893741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 31, 'rf_n_estimators': 64}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:15:01,744] Trial 2586 finished with value: 0.9854013904786555 and parameters: {'classifier': 'SVC', 'svc_c': 0.1267719279444956, 'svc_kernel': 'sigmoid'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:15:04,188] Trial 2587 finished with value: 0.997366806775462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:15:05,629] Trial 2588 finished with value: 0.9966764063296963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 61}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:15:08,935] Trial 2589 finished with value: 0.9971796302127637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:15:10,694] Trial 2590 finished with value: 0.9973880361665551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:15:12,810] Trial 2591 finished with value: 0.9919546191406644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 68, 'rf_n_estimators': 13}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:15:13,992] Trial 2592 finished with value: 0.9974533078392523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:15:16,065] Trial 2593 finished with value: 0.9972879935532601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:15:17,943] Trial 2594 finished with value: 0.9973799676287665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:15:20,144] Trial 2595 finished with value: 0.9974231183925495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 68}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:15:24,354] Trial 2596 finished with value: 0.9971671999343511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 19, 'rf_n_estimators': 116}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:15:25,268] Trial 2597 finished with value: 0.9974882841241115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 45}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:15:26,015] Trial 2598 finished with value: 0.9965055220092052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 3, 'rf_n_estimators': 72}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:15:27,762] Trial 2599 finished with value: 0.9970300201925048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:15:32,805] Trial 2600 finished with value: 0.9971275039370101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 26, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:15:33,828] Trial 2601 finished with value: 0.9911179716550537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 15, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:15:35,786] Trial 2602 finished with value: 0.997034175604992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:15:38,402] Trial 2603 finished with value: 0.9963600962194535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 21, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:15:39,193] Trial 2604 finished with value: 0.9935091749194659 and parameters: {'classifier': 'SVC', 'svc_c': 183.3271004859614, 'svc_kernel': 'rbf'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:15:44,792] Trial 2605 finished with value: 0.9963981242945433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 50, 'rf_n_estimators': 66}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:15:45,490] Trial 2606 finished with value: 0.99649328545898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 20}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:15:46,518] Trial 2607 finished with value: 0.9969090039956509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 51}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:15:47,615] Trial 2608 finished with value: 0.9957013491631108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:15:49,962] Trial 2609 finished with value: 0.9974941365307733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:15:51,373] Trial 2610 finished with value: 0.9975426626804688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 78}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:15:52,713] Trial 2611 finished with value: 0.9974254789946313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 6, 'rf_n_estimators': 87}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:15:55,637] Trial 2612 finished with value: 0.9974518407862174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:15:57,965] Trial 2613 finished with value: 0.9972085187861152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 70}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:16:00,657] Trial 2614 finished with value: 0.997690642260945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:16:03,553] Trial 2615 finished with value: 0.9973634684236646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:16:06,245] Trial 2616 finished with value: 0.9975371656114191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:16:09,315] Trial 2617 finished with value: 0.9975934409520782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:16:12,126] Trial 2618 finished with value: 0.9974667555397646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:16:15,158] Trial 2619 finished with value: 0.9972884392486948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:16:27,538] Trial 2620 finished with value: 0.9969325052178987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 56, 'rf_n_estimators': 116}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:16:30,380] Trial 2621 finished with value: 0.9975378929807824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:16:33,410] Trial 2622 finished with value: 0.9973918619173975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:16:36,736] Trial 2623 finished with value: 0.997428381584959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:16:38,581] Trial 2624 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 3.637422281129883e-05, 'svc_kernel': 'sigmoid'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:16:41,713] Trial 2625 finished with value: 0.9972924366698787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:16:44,866] Trial 2626 finished with value: 0.9975967603563448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:16:47,853] Trial 2627 finished with value: 0.9970879850689304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:16:50,490] Trial 2628 finished with value: 0.9975167310644806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:16:53,286] Trial 2629 finished with value: 0.9975144400953676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:16:55,969] Trial 2630 finished with value: 0.9972090636625106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:16:58,598] Trial 2631 finished with value: 0.9972351266416979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:17:01,657] Trial 2632 finished with value: 0.9971289124018679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:17:04,793] Trial 2633 finished with value: 0.9974588481988077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 112}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:17:13,546] Trial 2634 finished with value: 0.9969294946869476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 41, 'rf_n_estimators': 113}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:17:17,308] Trial 2635 finished with value: 0.9973631848454613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 115}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:17:19,774] Trial 2636 finished with value: 0.9972381793840658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:17:22,875] Trial 2637 finished with value: 0.997363643236059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:17:25,651] Trial 2638 finished with value: 0.9973845044674254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:17:28,145] Trial 2639 finished with value: 0.9975138449778647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:17:31,766] Trial 2640 finished with value: 0.9974282676458713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 115}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:17:34,114] Trial 2641 finished with value: 0.9973482981799625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:17:38,381] Trial 2642 finished with value: 0.9930984737016355 and parameters: {'classifier': 'SVC', 'svc_c': 1175536.366344023, 'svc_kernel': 'rbf'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:17:40,462] Trial 2643 finished with value: 0.9968134520740976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:17:43,663] Trial 2644 finished with value: 0.9974126898556991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:17:46,719] Trial 2645 finished with value: 0.9975462438589963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:17:48,967] Trial 2646 finished with value: 0.9973810678233287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:17:50,379] Trial 2647 finished with value: 0.9942433441612867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:17:54,075] Trial 2648 finished with value: 0.9974166232297855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 112}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:17:55,679] Trial 2649 finished with value: 0.9962632510416466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:17:57,971] Trial 2650 finished with value: 0.9974223072668482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:18:01,853] Trial 2651 finished with value: 0.9973763245930574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 110}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:18:07,670] Trial 2652 finished with value: 0.9968861926285596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 25, 'rf_n_estimators': 109}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:18:08,861] Trial 2653 finished with value: 0.9943154251068179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:18:09,993] Trial 2654 finished with value: 0.9970354677504187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 4, 'rf_n_estimators': 115}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:18:23,354] Trial 2655 finished with value: 0.9967612496908417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 67, 'rf_n_estimators': 110}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:18:25,712] Trial 2656 finished with value: 0.9975550287213565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:18:28,966] Trial 2657 finished with value: 0.9973626738016753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:18:31,308] Trial 2658 finished with value: 0.9972321315353697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:18:33,918] Trial 2659 finished with value: 0.9975322414433373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:18:34,681] Trial 2660 finished with value: 0.9911083798246579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 14, 'rf_n_estimators': 73}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:18:35,630] Trial 2661 finished with value: 0.9894104472871491 and parameters: {'classifier': 'SVC', 'svc_c': 7.908190793044198, 'svc_kernel': 'sigmoid'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:18:39,226] Trial 2662 finished with value: 0.9974142732281649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 16, 'rf_n_estimators': 112}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:18:40,076] Trial 2663 finished with value: 0.9970927804763218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:18:41,936] Trial 2664 finished with value: 0.9971442612982511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 66}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:18:43,506] Trial 2665 finished with value: 0.9970902764188981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 70}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:18:46,129] Trial 2666 finished with value: 0.9974346311597948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:18:47,450] Trial 2667 finished with value: 0.997435100341281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:18:48,770] Trial 2668 finished with value: 0.9973114638310482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 18, 'rf_n_estimators': 36}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:18:50,415] Trial 2669 finished with value: 0.996876686173135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 84}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:18:54,594] Trial 2670 finished with value: 0.9971515177264635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 21, 'rf_n_estimators': 113}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:18:56,483] Trial 2671 finished with value: 0.9974892172185911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 75}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:18:58,763] Trial 2672 finished with value: 0.9975874778118575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:19:01,787] Trial 2673 finished with value: 0.9967443417649675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 14, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:19:02,913] Trial 2674 finished with value: 0.9966895185287887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 49}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:19:03,561] Trial 2675 finished with value: 0.9965823727813743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 59}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:19:05,766] Trial 2676 finished with value: 0.9969279994506509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 62}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:19:09,681] Trial 2677 finished with value: 0.9962398599816756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 28, 'rf_n_estimators': 69}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:19:18,721] Trial 2678 finished with value: 0.9963429286457584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 43, 'rf_n_estimators': 111}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:19:20,943] Trial 2679 finished with value: 0.9974012853781941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:19:53,937] Trial 2680 finished with value: 0.9897279403009412 and parameters: {'classifier': 'SVC', 'svc_c': 41106553.881537095, 'svc_kernel': 'rbf'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:19:56,530] Trial 2681 finished with value: 0.997097197599594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 81}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:19:57,543] Trial 2682 finished with value: 0.9973198347676194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 64}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:19:59,288] Trial 2683 finished with value: 0.9974363092064387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:19:59,978] Trial 2684 finished with value: 0.9959668839533694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 32}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:20:05,104] Trial 2685 finished with value: 0.9952063535229828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 46, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:20:06,900] Trial 2686 finished with value: 0.9974603646995025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 89}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:20:09,172] Trial 2687 finished with value: 0.996548147732785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 15, 'rf_n_estimators': 72}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:20:10,355] Trial 2688 finished with value: 0.9951980371756123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 22, 'rf_n_estimators': 54}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:20:11,505] Trial 2689 finished with value: 0.9971025373120984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 119}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:20:15,366] Trial 2690 finished with value: 0.9973857813469188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:20:18,236] Trial 2691 finished with value: 0.9974412954856055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:20:19,742] Trial 2692 finished with value: 0.9972986221976171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:20:20,329] Trial 2693 finished with value: 0.9917318417228259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 4, 'rf_n_estimators': 68}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:20:22,756] Trial 2694 finished with value: 0.997636517798275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:20:24,569] Trial 2695 finished with value: 0.9969960921472536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:20:26,442] Trial 2696 finished with value: 0.9973561278582596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:20:29,827] Trial 2697 finished with value: 0.9973783626110477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 16, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:20:32,136] Trial 2698 finished with value: 0.9974267407986187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 78}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:20:32,916] Trial 2699 finished with value: 0.9930921020628075 and parameters: {'classifier': 'SVC', 'svc_c': 2199.11676996221, 'svc_kernel': 'sigmoid'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:20:34,593] Trial 2700 finished with value: 0.9974609986959422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:20:39,383] Trial 2701 finished with value: 0.9972608014028008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 25, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:20:43,946] Trial 2702 finished with value: 0.9971494894520108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 37, 'rf_n_estimators': 65}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:20:45,505] Trial 2703 finished with value: 0.9962829864976973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 76}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:20:47,459] Trial 2704 finished with value: 0.9975028518553782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:20:50,433] Trial 2705 finished with value: 0.9974203785542114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:20:52,425] Trial 2706 finished with value: 0.9976044534346883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:20:53,625] Trial 2707 finished with value: 0.9973672230181183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 67}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:20:56,581] Trial 2708 finished with value: 0.997365249491556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 94}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:20:57,916] Trial 2709 finished with value: 0.9972648380837762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:20:59,361] Trial 2710 finished with value: 0.9975729233152982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:21:00,763] Trial 2711 finished with value: 0.9970889306998835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 71}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:21:02,942] Trial 2712 finished with value: 0.9976490790590317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:21:04,791] Trial 2713 finished with value: 0.9972492619757132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 11, 'rf_n_estimators': 74}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:21:07,307] Trial 2714 finished with value: 0.9969741111707734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 15, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:21:19,733] Trial 2715 finished with value: 0.9957976964683631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 65, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:21:32,853] Trial 2716 finished with value: 0.9961781679323484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 74, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:21:52,799] Trial 2717 finished with value: 0.9916635888132664 and parameters: {'classifier': 'SVC', 'svc_c': 5616910.10752171, 'svc_kernel': 'rbf'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:21:56,788] Trial 2718 finished with value: 0.9971212094530352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 23, 'rf_n_estimators': 92}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:22:02,472] Trial 2719 finished with value: 0.9967937531483781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 36, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:22:03,440] Trial 2720 finished with value: 0.9969475006492066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 41}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:22:04,384] Trial 2721 finished with value: 0.990450557261822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 13, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:22:06,272] Trial 2722 finished with value: 0.9972651004610572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 87}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:22:08,203] Trial 2723 finished with value: 0.9974808832249442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:22:19,466] Trial 2724 finished with value: 0.9964050596620838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 57, 'rf_n_estimators': 113}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:22:20,804] Trial 2725 finished with value: 0.9971020718439475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:22:24,600] Trial 2726 finished with value: 0.997079514443592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:22:27,967] Trial 2727 finished with value: 0.99748807817683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:22:30,758] Trial 2728 finished with value: 0.997277978593082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:22:33,585] Trial 2729 finished with value: 0.9974919780991621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:22:34,976] Trial 2730 finished with value: 0.9977297231776395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:22:36,380] Trial 2731 finished with value: 0.997507774785682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 96}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:22:37,717] Trial 2732 finished with value: 0.9971293341034442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:22:38,816] Trial 2733 finished with value: 0.9966588301939182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 95}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:22:40,183] Trial 2734 finished with value: 0.997430760658503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 93}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:22:41,618] Trial 2735 finished with value: 0.9973994165867263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 96}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:22:42,909] Trial 2736 finished with value: 0.99710836712137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 5, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:22:52,618] Trial 2737 finished with value: 0.9963036836123443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 51, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:22:54,524] Trial 2738 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 9.973543097940876e-07, 'svc_kernel': 'sigmoid'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:23:00,445] Trial 2739 finished with value: 0.9962305022818233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 33, 'rf_n_estimators': 91}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:23:01,778] Trial 2740 finished with value: 0.99722839690406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 5, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:23:03,189] Trial 2741 finished with value: 0.997675099445947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 93}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:23:10,113] Trial 2742 finished with value: 0.9967748726163409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 43, 'rf_n_estimators': 95}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:23:11,733] Trial 2743 finished with value: 0.997536480009142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:23:13,064] Trial 2744 finished with value: 0.9973448187531665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 95}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:23:14,245] Trial 2745 finished with value: 0.9973653657475111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 70}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:23:15,510] Trial 2746 finished with value: 0.9976515600429964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:23:16,738] Trial 2747 finished with value: 0.9973211275478043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 89}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:23:18,788] Trial 2748 finished with value: 0.9973061102808162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:23:19,698] Trial 2749 finished with value: 0.9967520191647846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:23:20,645] Trial 2750 finished with value: 0.9971090029903462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 64}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:23:22,260] Trial 2751 finished with value: 0.9974153982735089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:23:22,850] Trial 2752 finished with value: 0.9966632603297326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 3, 'rf_n_estimators': 30}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:23:23,908] Trial 2753 finished with value: 0.9970709402574615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 4, 'rf_n_estimators': 93}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:23:34,077] Trial 2754 finished with value: 0.9967827622475455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 58, 'rf_n_estimators': 96}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:24:36,864] Trial 2755 finished with value: 0.9909917132445468 and parameters: {'classifier': 'SVC', 'svc_c': 170959851.6346024, 'svc_kernel': 'rbf'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:24:37,958] Trial 2756 finished with value: 0.9972886018737327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 73}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:24:39,150] Trial 2757 finished with value: 0.9974061187758606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 69}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:24:40,261] Trial 2758 finished with value: 0.9974916083842779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 67}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:24:43,671] Trial 2759 finished with value: 0.9972339542116578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:24:45,520] Trial 2760 finished with value: 0.997609164006653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:24:48,249] Trial 2761 finished with value: 0.9968302359047533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 14, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:24:51,839] Trial 2762 finished with value: 0.9973190197698935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:24:52,365] Trial 2763 finished with value: 0.9890297573394089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 1, 'rf_n_estimators': 83}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:24:53,205] Trial 2764 finished with value: 0.9970109286351208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 61}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:24:54,767] Trial 2765 finished with value: 0.9973037746247296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:24:56,110] Trial 2766 finished with value: 0.9971868062805943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:24:57,653] Trial 2767 finished with value: 0.9961297477237879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 96}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:25:05,287] Trial 2768 finished with value: 0.9966969034003127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 43, 'rf_n_estimators': 91}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:25:08,505] Trial 2769 finished with value: 0.9973145987428587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:25:09,284] Trial 2770 finished with value: 0.9931664166587907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 6, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:25:12,239] Trial 2771 finished with value: 0.9974088178309878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 16, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:25:20,795] Trial 2772 finished with value: 0.9969726413565404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 52, 'rf_n_estimators': 94}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:25:30,042] Trial 2773 finished with value: 0.9967912459489017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 49, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:25:34,443] Trial 2774 finished with value: 0.9967381220237647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 20, 'rf_n_estimators': 110}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:25:37,602] Trial 2775 finished with value: 0.9965810679090467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 15, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:25:39,411] Trial 2776 finished with value: 0.9853422338120664 and parameters: {'classifier': 'SVC', 'svc_c': 0.003150899973346561, 'svc_kernel': 'sigmoid'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:25:40,456] Trial 2777 finished with value: 0.9972053132891984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 86}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:25:41,783] Trial 2778 finished with value: 0.9973344793998361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 79}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:25:43,841] Trial 2779 finished with value: 0.9975558442586268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:25:46,343] Trial 2780 finished with value: 0.9969805840535262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 12, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:25:47,015] Trial 2781 finished with value: 0.9961665294195136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 2, 'rf_n_estimators': 66}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:25:50,029] Trial 2782 finished with value: 0.9973862873761158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 72}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:25:51,394] Trial 2783 finished with value: 0.9974168181322755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:25:53,107] Trial 2784 finished with value: 0.9973488314720216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:25:54,420] Trial 2785 finished with value: 0.9973283337349094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:25:55,516] Trial 2786 finished with value: 0.9976168753025553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 58}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:25:57,433] Trial 2787 finished with value: 0.9973699877072381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:26:00,350] Trial 2788 finished with value: 0.9973758470645017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:26:02,029] Trial 2789 finished with value: 0.997419662800922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 96}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:26:05,008] Trial 2790 finished with value: 0.9973188492738544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:26:08,552] Trial 2791 finished with value: 0.9967887196749429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 24, 'rf_n_estimators': 76}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:26:11,505] Trial 2792 finished with value: 0.9973698413637467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:26:12,514] Trial 2793 finished with value: 0.992969438636818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 70, 'rf_n_estimators': 6}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:26:14,382] Trial 2794 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.3932859189733844e-08, 'svc_kernel': 'rbf'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:26:20,761] Trial 2795 finished with value: 0.9967314976559796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 43, 'rf_n_estimators': 94}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:26:24,614] Trial 2796 finished with value: 0.9973967430488769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:26:26,415] Trial 2797 finished with value: 0.9972962105609801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 70}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:26:27,224] Trial 2798 finished with value: 0.9965761664653064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 109}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:26:28,668] Trial 2799 finished with value: 0.9969912730951211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:26:30,799] Trial 2800 finished with value: 0.9976079236574912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 90}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:26:37,495] Trial 2801 finished with value: 0.9963544174508835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 59, 'rf_n_estimators': 68}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:26:38,131] Trial 2802 finished with value: 0.9969425357931271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 27}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:26:39,852] Trial 2803 finished with value: 0.9971615425888687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:26:42,831] Trial 2804 finished with value: 0.997189441002983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:26:44,568] Trial 2805 finished with value: 0.9976140231755005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:26:46,107] Trial 2806 finished with value: 0.9973447821910971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 63}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:26:48,821] Trial 2807 finished with value: 0.9972499399291547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:26:52,910] Trial 2808 finished with value: 0.9972929564415892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 20, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:26:53,614] Trial 2809 finished with value: 0.9886986123599323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:26:55,807] Trial 2810 finished with value: 0.9975162235436023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:26:58,483] Trial 2811 finished with value: 0.9974543718526002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:27:00,292] Trial 2812 finished with value: 0.9852053993786534 and parameters: {'classifier': 'SVC', 'svc_c': 0.00019602672222293401, 'svc_kernel': 'sigmoid'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:27:01,315] Trial 2813 finished with value: 0.9968122681231972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:27:01,960] Trial 2814 finished with value: 0.9967090597171079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 74}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:27:05,922] Trial 2815 finished with value: 0.9973408481505146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 22, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:27:08,020] Trial 2816 finished with value: 0.9975893456511878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:27:11,091] Trial 2817 finished with value: 0.9972923085756841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 16, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:27:13,517] Trial 2818 finished with value: 0.9974751245720612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:27:18,822] Trial 2819 finished with value: 0.9961870733035433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 47, 'rf_n_estimators': 93}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:27:21,666] Trial 2820 finished with value: 0.9975823267177372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:27:23,899] Trial 2821 finished with value: 0.9975593051504849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:27:25,593] Trial 2822 finished with value: 0.9974167386922931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:27:37,788] Trial 2823 finished with value: 0.9957701385385204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 61, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:27:39,743] Trial 2824 finished with value: 0.9970021651006342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:27:40,804] Trial 2825 finished with value: 0.9974735910281102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 67}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:27:41,678] Trial 2826 finished with value: 0.9965929635624077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:27:42,785] Trial 2827 finished with value: 0.9974021628361219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 95}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:27:44,906] Trial 2828 finished with value: 0.9975367762507702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:27:47,406] Trial 2829 finished with value: 0.9970759232041478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 18, 'rf_n_estimators': 71}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:27:49,066] Trial 2830 finished with value: 0.9974287935429981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:27:50,933] Trial 2831 finished with value: 0.9853820536507226 and parameters: {'classifier': 'SVC', 'svc_c': 0.009684120213918053, 'svc_kernel': 'rbf'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:27:51,643] Trial 2832 finished with value: 0.9973674249346857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 38}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:27:54,577] Trial 2833 finished with value: 0.997412523898181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:27:56,665] Trial 2834 finished with value: 0.9976376934021056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:27:58,215] Trial 2835 finished with value: 0.9965995668244844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 90}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:27:59,703] Trial 2836 finished with value: 0.9970417861330381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 81}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:28:01,726] Trial 2837 finished with value: 0.9966287607165056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:28:04,177] Trial 2838 finished with value: 0.997292794990854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:28:05,836] Trial 2839 finished with value: 0.9973297746359084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:28:09,007] Trial 2840 finished with value: 0.9971874792194465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 16, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:28:17,035] Trial 2841 finished with value: 0.9958011675163516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 63, 'rf_n_estimators': 64}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:28:18,270] Trial 2842 finished with value: 0.9973957027437458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 95}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:28:20,390] Trial 2843 finished with value: 0.9974700681521189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:28:28,652] Trial 2844 finished with value: 0.9967132369335373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 44, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:28:29,508] Trial 2845 finished with value: 0.992974876229029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:28:40,412] Trial 2846 finished with value: 0.9967884696119699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 54, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:28:42,216] Trial 2847 finished with value: 0.9973347718329153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:28:43,670] Trial 2848 finished with value: 0.9972117270442297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 69}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:28:44,906] Trial 2849 finished with value: 0.9876834823083542 and parameters: {'classifier': 'SVC', 'svc_c': 59776.72345232994, 'svc_kernel': 'sigmoid'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:28:47,446] Trial 2850 finished with value: 0.9966211705324582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 13, 'rf_n_estimators': 92}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:28:53,953] Trial 2851 finished with value: 0.9972413643782941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 32, 'rf_n_estimators': 111}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:28:54,708] Trial 2852 finished with value: 0.9956326008565535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 46}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:28:59,012] Trial 2853 finished with value: 0.9966156167477679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 36, 'rf_n_estimators': 73}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:29:00,302] Trial 2854 finished with value: 0.9965664497462449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:29:02,156] Trial 2855 finished with value: 0.9975880814668575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:29:04,119] Trial 2856 finished with value: 0.9968942248899202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 54}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:29:05,312] Trial 2857 finished with value: 0.9917453567077019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 19, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:29:06,755] Trial 2858 finished with value: 0.9972723632368511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 88}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:29:08,890] Trial 2859 finished with value: 0.9971834517742021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:29:11,335] Trial 2860 finished with value: 0.9975444363534276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:29:14,308] Trial 2861 finished with value: 0.9970298346526977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:29:16,181] Trial 2862 finished with value: 0.9972824516068094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:29:18,660] Trial 2863 finished with value: 0.9969778944245578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 77}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:29:20,445] Trial 2864 finished with value: 0.9976389501597657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:29:22,014] Trial 2865 finished with value: 0.9973983202959266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:29:23,863] Trial 2866 finished with value: 0.9973577327807646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 95}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:29:26,868] Trial 2867 finished with value: 0.9976537081597877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:29:29,206] Trial 2868 finished with value: 0.995034391668795 and parameters: {'classifier': 'SVC', 'svc_c': 346594.9997831749, 'svc_kernel': 'rbf'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:29:35,306] Trial 2869 finished with value: 0.9969528784154621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 31, 'rf_n_estimators': 117}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:29:36,770] Trial 2870 finished with value: 0.9969884097645849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 61}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:29:38,131] Trial 2871 finished with value: 0.9965981661036759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 65}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:29:39,832] Trial 2872 finished with value: 0.997644562596109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:29:51,475] Trial 2873 finished with value: 0.9957183964818747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 73, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:29:53,222] Trial 2874 finished with value: 0.9963979852190329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:29:57,637] Trial 2875 finished with value: 0.99746385456807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 23, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:30:03,868] Trial 2876 finished with value: 0.9967242268822329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 35, 'rf_n_estimators': 93}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:30:04,535] Trial 2877 finished with value: 0.9929436928780158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 3, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:30:06,296] Trial 2878 finished with value: 0.997243898872371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:30:11,934] Trial 2879 finished with value: 0.9968170206844134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 27, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:30:13,151] Trial 2880 finished with value: 0.9975222144544921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 68}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:30:16,496] Trial 2881 finished with value: 0.9973141445734027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 109}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:30:17,975] Trial 2882 finished with value: 0.9974421859560754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:30:20,569] Trial 2883 finished with value: 0.9971670925650103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 17, 'rf_n_estimators': 71}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:30:22,466] Trial 2884 finished with value: 0.9974826453770428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 84}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:30:26,392] Trial 2885 finished with value: 0.9972612128847712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 21, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:30:31,742] Trial 2886 finished with value: 0.9966939025811614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 26, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:30:34,109] Trial 2887 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 1.7227261605672753e-09, 'svc_kernel': 'sigmoid'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:30:35,966] Trial 2888 finished with value: 0.9973106843797787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:30:38,021] Trial 2889 finished with value: 0.9975017614043535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:30:40,149] Trial 2890 finished with value: 0.9973632709821424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 96}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:30:41,879] Trial 2891 finished with value: 0.9973687998525752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:30:44,280] Trial 2892 finished with value: 0.9971909711827158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:30:45,429] Trial 2893 finished with value: 0.9973752179239619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:30:46,498] Trial 2894 finished with value: 0.9975396425646696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 74}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:30:49,160] Trial 2895 finished with value: 0.9974733706083428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 91}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:30:51,145] Trial 2896 finished with value: 0.9972937052657782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:30:52,718] Trial 2897 finished with value: 0.9974260658602784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:30:57,332] Trial 2898 finished with value: 0.9967575883740981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 27, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:31:00,596] Trial 2899 finished with value: 0.9973939547784919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:31:03,045] Trial 2900 finished with value: 0.9974656372228569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:31:07,248] Trial 2901 finished with value: 0.9973429266978124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 116}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:31:09,729] Trial 2902 finished with value: 0.9974644000792238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 94}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:31:11,170] Trial 2903 finished with value: 0.9974249544622346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 66}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:31:12,034] Trial 2904 finished with value: 0.9966709774654098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:31:13,814] Trial 2905 finished with value: 0.985385987056547 and parameters: {'classifier': 'SVC', 'svc_c': 0.047920039658958524, 'svc_kernel': 'rbf'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:31:15,529] Trial 2906 finished with value: 0.9973718270776656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 86}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:31:17,170] Trial 2907 finished with value: 0.9975855365944849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:31:18,521] Trial 2908 finished with value: 0.997246999253338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 70}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:31:19,507] Trial 2909 finished with value: 0.9967682493593827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 110}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:31:21,866] Trial 2910 finished with value: 0.9973470582433933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 96}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:31:35,437] Trial 2911 finished with value: 0.9964708852564801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 73, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:31:40,555] Trial 2912 finished with value: 0.9973206885490683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 24, 'rf_n_estimators': 113}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:31:41,778] Trial 2913 finished with value: 0.9970439045748858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:31:43,484] Trial 2914 finished with value: 0.9972915194126148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:31:44,986] Trial 2915 finished with value: 0.9971374631971605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 80}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:31:47,075] Trial 2916 finished with value: 0.9964701529994789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 15, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:31:49,683] Trial 2917 finished with value: 0.9975104279160568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:31:50,220] Trial 2918 finished with value: 0.9958863482197154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 17}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:31:52,418] Trial 2919 finished with value: 0.9973150917912513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 93}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:31:54,851] Trial 2920 finished with value: 0.9973816066060461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:31:58,194] Trial 2921 finished with value: 0.9974095647826401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:31:59,289] Trial 2922 finished with value: 0.9973711202744662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 3, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:32:00,775] Trial 2923 finished with value: 0.9974482318687589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:32:01,586] Trial 2924 finished with value: 0.9936974557391788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 75}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:32:03,383] Trial 2925 finished with value: 0.9866067297452042 and parameters: {'classifier': 'SVC', 'svc_c': 2740882711.550056, 'svc_kernel': 'sigmoid'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:32:04,158] Trial 2926 finished with value: 0.9971439614067634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 43}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:32:05,289] Trial 2927 finished with value: 0.9973407928313417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 68}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:32:08,614] Trial 2928 finished with value: 0.9972911479521457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:32:10,221] Trial 2929 finished with value: 0.9973825306234841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 89}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:32:10,855] Trial 2930 finished with value: 0.9899610207322062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 57}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:32:12,068] Trial 2931 finished with value: 0.9974609667041313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 72}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:32:13,770] Trial 2932 finished with value: 0.9973341971863627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:32:14,599] Trial 2933 finished with value: 0.9964949288160909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 22}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:32:16,863] Trial 2934 finished with value: 0.9974097282646014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:32:18,397] Trial 2935 finished with value: 0.9972244427733817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 63}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:32:20,321] Trial 2936 finished with value: 0.9973704440348717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:32:21,117] Trial 2937 finished with value: 0.9971033418045768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 51}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:32:30,693] Trial 2938 finished with value: 0.9967410692693282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 51, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:32:34,136] Trial 2939 finished with value: 0.9973546235131835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 95}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:32:40,935] Trial 2940 finished with value: 0.9967907937154582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 41, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:32:45,221] Trial 2941 finished with value: 0.9973747889226665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 22, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:32:48,392] Trial 2942 finished with value: 0.997400463874197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 110}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:35:36,043] Trial 2943 finished with value: 0.9897309147141535 and parameters: {'classifier': 'SVC', 'svc_c': 1093681538.75429, 'svc_kernel': 'rbf'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:35:42,822] Trial 2944 finished with value: 0.9968810945367444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 39, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:35:44,844] Trial 2945 finished with value: 0.997088754237118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:35:56,518] Trial 2946 finished with value: 0.9967840848931013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 54, 'rf_n_estimators': 117}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:35:58,323] Trial 2947 finished with value: 0.9974025002100783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:35:59,908] Trial 2948 finished with value: 0.9975425159878605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:36:01,562] Trial 2949 finished with value: 0.9975327198922922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:36:03,361] Trial 2950 finished with value: 0.9973536595377196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 92}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:36:06,657] Trial 2951 finished with value: 0.9965579249760362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 17, 'rf_n_estimators': 96}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:36:09,306] Trial 2952 finished with value: 0.9973609456091378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:36:09,790] Trial 2953 finished with value: 0.9966668733413812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 35}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:36:10,735] Trial 2954 finished with value: 0.9971788119460333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 5, 'rf_n_estimators': 65}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:36:13,032] Trial 2955 finished with value: 0.9968614993305072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 14, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:36:15,319] Trial 2956 finished with value: 0.9974775706443278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:36:21,036] Trial 2957 finished with value: 0.9969290196656866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 37, 'rf_n_estimators': 77}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:36:22,234] Trial 2958 finished with value: 0.997664377492142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 69}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:36:23,981] Trial 2959 finished with value: 0.9973588301189152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:36:25,336] Trial 2960 finished with value: 0.996069263587481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:36:27,410] Trial 2961 finished with value: 0.9974799414660159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:36:29,282] Trial 2962 finished with value: 0.9852062193274929 and parameters: {'classifier': 'SVC', 'svc_c': 4.093580509868025e-10, 'svc_kernel': 'sigmoid'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:36:32,010] Trial 2963 finished with value: 0.997356346151587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:36:35,183] Trial 2964 finished with value: 0.9972671858320056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:36:36,835] Trial 2965 finished with value: 0.997163331591237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 94}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:36:43,706] Trial 2966 finished with value: 0.9967235178256422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 31, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:36:44,708] Trial 2967 finished with value: 0.9971328299070005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 59}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:36:49,048] Trial 2968 finished with value: 0.9973382118412304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 20, 'rf_n_estimators': 123}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:36:50,957] Trial 2969 finished with value: 0.9975472676921532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:36:53,329] Trial 2970 finished with value: 0.9945301257984877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 29, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:36:54,899] Trial 2971 finished with value: 0.9969444739001848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 71}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:36:55,774] Trial 2972 finished with value: 0.9938427782537795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:36:57,406] Trial 2973 finished with value: 0.9967050738167843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 67}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:37:00,392] Trial 2974 finished with value: 0.9973983838669552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:37:02,295] Trial 2975 finished with value: 0.9973020580800039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:37:04,894] Trial 2976 finished with value: 0.9974217205916288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:37:08,312] Trial 2977 finished with value: 0.9973123383373507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:37:10,385] Trial 2978 finished with value: 0.9974328203217463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:37:11,861] Trial 2979 finished with value: 0.9971614003713055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 91}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:37:13,666] Trial 2980 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 3.909862262467108e-06, 'svc_kernel': 'rbf'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:37:18,273] Trial 2981 finished with value: 0.9970259941754663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 28, 'rf_n_estimators': 95}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:37:21,037] Trial 2982 finished with value: 0.9971982603644488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:37:24,119] Trial 2983 finished with value: 0.9960378436303676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 25, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:37:25,553] Trial 2984 finished with value: 0.9975146565796345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:37:26,307] Trial 2985 finished with value: 0.9881931563180947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:37:28,229] Trial 2986 finished with value: 0.9974388848963195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:37:37,855] Trial 2987 finished with value: 0.9958256528993723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 64, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:37:42,677] Trial 2988 finished with value: 0.9959603000514163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 39, 'rf_n_estimators': 62}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:37:44,157] Trial 2989 finished with value: 0.9964373292429802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:37:46,047] Trial 2990 finished with value: 0.9974105589725916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 75}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:37:48,537] Trial 2991 finished with value: 0.9973373765312438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 72}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:37:56,249] Trial 2992 finished with value: 0.9962596940474048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 49, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:37:58,709] Trial 2993 finished with value: 0.9975584566375285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:37:59,831] Trial 2994 finished with value: 0.9953961578892058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:38:01,711] Trial 2995 finished with value: 0.9974209492017877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:38:04,189] Trial 2996 finished with value: 0.9970202582469251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 88}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:38:10,130] Trial 2997 finished with value: 0.9968840889765768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 33, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:38:11,609] Trial 2998 finished with value: 0.997327105922221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:38:12,811] Trial 2999 finished with value: 0.9870446404423913 and parameters: {'classifier': 'SVC', 'svc_c': 1.8230390664109017, 'svc_kernel': 'sigmoid'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:38:13,707] Trial 3000 finished with value: 0.9970097796911327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:38:15,363] Trial 3001 finished with value: 0.9975297706472407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 94}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:38:16,867] Trial 3002 finished with value: 0.9973361650635776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 65}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:38:22,610] Trial 3003 finished with value: 0.9965668892210494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 42, 'rf_n_estimators': 68}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:38:25,165] Trial 3004 finished with value: 0.9975736981645712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 82}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:38:27,026] Trial 3005 finished with value: 0.9972219128495636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 96}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:38:28,226] Trial 3006 finished with value: 0.997459890789068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:38:30,132] Trial 3007 finished with value: 0.9975314846529336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:38:31,916] Trial 3008 finished with value: 0.9971598582581193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:38:35,815] Trial 3009 finished with value: 0.9971210387030928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 18, 'rf_n_estimators': 112}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:38:38,431] Trial 3010 finished with value: 0.9972405031701749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:38:39,578] Trial 3011 finished with value: 0.9956183026435969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 28, 'rf_n_estimators': 25}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:38:42,085] Trial 3012 finished with value: 0.9975956366439931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:38:44,542] Trial 3013 finished with value: 0.9974341482675326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:38:46,644] Trial 3014 finished with value: 0.9975596138651109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:38:48,177] Trial 3015 finished with value: 0.997384943021831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:38:49,768] Trial 3016 finished with value: 0.9972623636060823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 93}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:38:53,125] Trial 3017 finished with value: 0.9976814354431048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:39:27,869] Trial 3018 finished with value: 0.9898208198906855 and parameters: {'classifier': 'SVC', 'svc_c': 17796613.386971444, 'svc_kernel': 'rbf'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:39:29,952] Trial 3019 finished with value: 0.997612335099678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:39:30,919] Trial 3020 finished with value: 0.9977485784780402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 70}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:39:31,903] Trial 3021 finished with value: 0.9974023173045176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 72}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:39:32,901] Trial 3022 finished with value: 0.9974011704234931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 70}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:39:33,850] Trial 3023 finished with value: 0.9974660591148609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 69}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:39:35,160] Trial 3024 finished with value: 0.9973529960250263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:39:36,129] Trial 3025 finished with value: 0.9972002801331422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 73}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:39:37,119] Trial 3026 finished with value: 0.9972941909827139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 70}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:39:38,187] Trial 3027 finished with value: 0.9973204371531033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 76}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:39:38,951] Trial 3028 finished with value: 0.9957238832361043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 5, 'rf_n_estimators': 67}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:39:39,947] Trial 3029 finished with value: 0.9973048079157832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 73}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:39:40,973] Trial 3030 finished with value: 0.9972839641402654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 6, 'rf_n_estimators': 66}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:39:41,980] Trial 3031 finished with value: 0.9973545712725876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 72}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:39:42,904] Trial 3032 finished with value: 0.9971719964843072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 74}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:39:43,981] Trial 3033 finished with value: 0.9974806265922246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 70}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:39:45,212] Trial 3034 finished with value: 0.9974066814889602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 72}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:39:46,206] Trial 3035 finished with value: 0.9973229034741548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 64}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:39:46,846] Trial 3036 finished with value: 0.9929583512527463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 6, 'rf_n_estimators': 69}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:39:47,609] Trial 3037 finished with value: 0.9918398657850916 and parameters: {'classifier': 'SVC', 'svc_c': 98.82106535993353, 'svc_kernel': 'sigmoid'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:39:48,763] Trial 3038 finished with value: 0.997452304318356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 65}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:39:53,957] Trial 3039 finished with value: 0.9969809738585057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 40, 'rf_n_estimators': 68}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:39:55,440] Trial 3040 finished with value: 0.9969476165560446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 5, 'rf_n_estimators': 70}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:39:56,257] Trial 3041 finished with value: 0.9970007515577114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 67}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:39:57,356] Trial 3042 finished with value: 0.9969283919533526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 71}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:39:57,998] Trial 3043 finished with value: 0.9943923557315623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 1, 'rf_n_estimators': 72}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:39:59,008] Trial 3044 finished with value: 0.9974646576640808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 47}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:40:02,773] Trial 3045 finished with value: 0.9969758941112014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 29, 'rf_n_estimators': 66}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:40:03,637] Trial 3046 finished with value: 0.9972337558497362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 67}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:40:04,700] Trial 3047 finished with value: 0.9974726120088784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 67}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:40:05,965] Trial 3048 finished with value: 0.9974138719975386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 69}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:40:10,123] Trial 3049 finished with value: 0.9968233298313015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 35, 'rf_n_estimators': 77}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:40:11,458] Trial 3050 finished with value: 0.9972219016143443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 63}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:40:12,755] Trial 3051 finished with value: 0.99711342979368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 73}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:40:18,785] Trial 3052 finished with value: 0.9961953715920443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 44, 'rf_n_estimators': 70}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:40:20,110] Trial 3053 finished with value: 0.9972835977895996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 75}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:40:21,118] Trial 3054 finished with value: 0.9972750218896221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 69}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:40:22,523] Trial 3055 finished with value: 0.986119940194956 and parameters: {'classifier': 'SVC', 'svc_c': 0.36267786574400623, 'svc_kernel': 'rbf'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:40:23,251] Trial 3056 finished with value: 0.9951550222500732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 4, 'rf_n_estimators': 73}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:40:24,160] Trial 3057 finished with value: 0.9971902272144267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 40}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:40:27,356] Trial 3058 finished with value: 0.9970595685652146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 74}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:40:28,384] Trial 3059 finished with value: 0.9974888335707656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 67}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:40:29,105] Trial 3060 finished with value: 0.9967000553871174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 70}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:40:30,837] Trial 3061 finished with value: 0.9974646355110214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 62}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:40:32,237] Trial 3062 finished with value: 0.9972926026908726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 64}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:40:33,558] Trial 3063 finished with value: 0.997230354402979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 66}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:40:34,652] Trial 3064 finished with value: 0.9973799303684631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 70}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:40:36,063] Trial 3065 finished with value: 0.9974224398995636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 122}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:40:37,123] Trial 3066 finished with value: 0.99738540503055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 55}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:40:38,487] Trial 3067 finished with value: 0.9975465410527616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 59}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:40:39,350] Trial 3068 finished with value: 0.9969904940881823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 76}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:40:40,519] Trial 3069 finished with value: 0.9971355615886965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 67}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:40:45,485] Trial 3070 finished with value: 0.9968671853035821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 34, 'rf_n_estimators': 71}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:40:47,461] Trial 3071 finished with value: 0.9975146873019289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:40:59,051] Trial 3072 finished with value: 0.995327017682967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 73, 'rf_n_estimators': 113}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:41:00,449] Trial 3073 finished with value: 0.9972781277612471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:41:01,995] Trial 3074 finished with value: 0.9867325520133865 and parameters: {'classifier': 'SVC', 'svc_c': 9058845304.814314, 'svc_kernel': 'sigmoid'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:41:04,380] Trial 3075 finished with value: 0.9975299700247754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:41:05,647] Trial 3076 finished with value: 0.9970740763435743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 74}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:41:07,102] Trial 3077 finished with value: 0.9974373633492973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 68}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:41:07,756] Trial 3078 finished with value: 0.9964193076339329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 61}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:41:08,321] Trial 3079 finished with value: 0.9890555959315904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 52}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:41:11,362] Trial 3080 finished with value: 0.9967973317243971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 23, 'rf_n_estimators': 65}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:41:12,914] Trial 3081 finished with value: 0.9975029859162996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:41:13,820] Trial 3082 finished with value: 0.9969757561465177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 32}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:41:14,764] Trial 3083 finished with value: 0.9973345695672311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 49}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:41:15,774] Trial 3084 finished with value: 0.9966274265183515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 72}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:41:17,794] Trial 3085 finished with value: 0.9976603526176683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:41:19,880] Trial 3086 finished with value: 0.9972281842918177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:41:21,962] Trial 3087 finished with value: 0.9974475573112734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:41:23,487] Trial 3088 finished with value: 0.997085752243664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 6, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:41:24,696] Trial 3089 finished with value: 0.9968768328022676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 44}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:41:25,985] Trial 3090 finished with value: 0.997222600070474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 79}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:41:28,141] Trial 3091 finished with value: 0.9975086810933677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:41:29,858] Trial 3092 finished with value: 0.9969025316524425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:41:30,777] Trial 3093 finished with value: 0.9918475949176978 and parameters: {'classifier': 'SVC', 'svc_c': 26.74744705211734, 'svc_kernel': 'rbf'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:41:35,584] Trial 3094 finished with value: 0.9968987694091528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 28, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:41:36,899] Trial 3095 finished with value: 0.9937530389078141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 26, 'rf_n_estimators': 70}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:41:39,706] Trial 3096 finished with value: 0.997361797200671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:41:47,256] Trial 3097 finished with value: 0.996915135759374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 39, 'rf_n_estimators': 109}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:41:48,898] Trial 3098 finished with value: 0.9975762683320558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:41:50,042] Trial 3099 finished with value: 0.9955526181241995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:41:52,084] Trial 3100 finished with value: 0.9972982032889764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:41:53,462] Trial 3101 finished with value: 0.9972348430634944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 74}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:41:54,673] Trial 3102 finished with value: 0.9970224847563478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 4, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:41:56,338] Trial 3103 finished with value: 0.9960830165431872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 20, 'rf_n_estimators': 63}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:41:57,697] Trial 3104 finished with value: 0.9972608557698365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:42:00,145] Trial 3105 finished with value: 0.9972448886507533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:42:02,004] Trial 3106 finished with value: 0.9976125781803112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 68}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:42:03,613] Trial 3107 finished with value: 0.9971131103516413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 7, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:42:05,684] Trial 3108 finished with value: 0.9976147841553078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:42:07,084] Trial 3109 finished with value: 0.9973635576071848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:42:09,429] Trial 3110 finished with value: 0.9975654905195338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:42:10,609] Trial 3111 finished with value: 0.9871984530694059 and parameters: {'classifier': 'SVC', 'svc_c': 157788.99499057757, 'svc_kernel': 'sigmoid'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:42:11,678] Trial 3112 finished with value: 0.9964672046430888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 72}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:42:13,123] Trial 3113 finished with value: 0.9977640999016887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 76}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:42:14,838] Trial 3114 finished with value: 0.9973714069629844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:42:16,596] Trial 3115 finished with value: 0.9975763539926682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:42:18,221] Trial 3116 finished with value: 0.9975833865734193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:42:25,052] Trial 3117 finished with value: 0.9965682159607955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 34, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:42:26,165] Trial 3118 finished with value: 0.9972555016800598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 64}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:42:33,310] Trial 3119 finished with value: 0.9966157211972216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 47, 'rf_n_estimators': 79}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:42:35,164] Trial 3120 finished with value: 0.9975922818836976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:42:36,069] Trial 3121 finished with value: 0.9972849035505887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 1, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:42:37,753] Trial 3122 finished with value: 0.9975993961578226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:42:39,371] Trial 3123 finished with value: 0.997023321589754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:42:41,175] Trial 3124 finished with value: 0.9974764330942483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:42:56,273] Trial 3125 finished with value: 0.9960235406567249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 73, 'rf_n_estimators': 115}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:43:00,463] Trial 3126 finished with value: 0.9971040618742218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 34, 'rf_n_estimators': 66}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:43:02,098] Trial 3127 finished with value: 0.99742267990162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:43:02,752] Trial 3128 finished with value: 0.9892927277702198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 77}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:43:04,554] Trial 3129 finished with value: 0.9975035288884205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:43:06,442] Trial 3130 finished with value: 0.9974312639265017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:43:07,250] Trial 3131 finished with value: 0.9950731721544573 and parameters: {'classifier': 'SVC', 'svc_c': 931.7949835762543, 'svc_kernel': 'rbf'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:43:09,022] Trial 3132 finished with value: 0.9973392869628458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:43:17,398] Trial 3133 finished with value: 0.9968302496790052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 49, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:43:17,752] Trial 3134 finished with value: 0.9798102147247629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 2}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:43:19,104] Trial 3135 finished with value: 0.9975088427027924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 69}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:43:20,616] Trial 3136 finished with value: 0.9973951391737229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:43:22,234] Trial 3137 finished with value: 0.9971842329393187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:43:26,434] Trial 3138 finished with value: 0.997340283406189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 109}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:43:28,160] Trial 3139 finished with value: 0.9975411366584018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:43:41,555] Trial 3140 finished with value: 0.9958102755658237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 59, 'rf_n_estimators': 113}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:43:42,680] Trial 3141 finished with value: 0.9968340471196341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 61}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:43:44,426] Trial 3142 finished with value: 0.9974932250815464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:43:45,562] Trial 3143 finished with value: 0.9969966393087782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:43:50,397] Trial 3144 finished with value: 0.9965756881750408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 23, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:43:51,867] Trial 3145 finished with value: 0.9972672997076176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:43:53,970] Trial 3146 finished with value: 0.9975004025458452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:43:55,016] Trial 3147 finished with value: 0.9973508911352648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 68}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:43:56,214] Trial 3148 finished with value: 0.997512459142135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 65}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:43:57,268] Trial 3149 finished with value: 0.9910335757984036 and parameters: {'classifier': 'SVC', 'svc_c': 9224.390515919875, 'svc_kernel': 'sigmoid'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:43:58,223] Trial 3150 finished with value: 0.9971178880175424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 2, 'rf_n_estimators': 111}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:43:59,377] Trial 3151 finished with value: 0.9943369518821042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 1, 'rf_n_estimators': 75}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:44:04,061] Trial 3152 finished with value: 0.9972085680433475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 26, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:44:06,706] Trial 3153 finished with value: 0.9972666602839957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:44:07,910] Trial 3154 finished with value: 0.9968297502195553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:44:09,105] Trial 3155 finished with value: 0.9972736635706583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 72}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:44:09,618] Trial 3156 finished with value: 0.9950637967765905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 13}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:44:12,050] Trial 3157 finished with value: 0.9970382091121767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:44:16,766] Trial 3158 finished with value: 0.9970463951754368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 25, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:44:18,473] Trial 3159 finished with value: 0.997372924542768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:44:19,888] Trial 3160 finished with value: 0.9970441242964193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 5, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:44:21,010] Trial 3161 finished with value: 0.9972317676285227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:44:22,057] Trial 3162 finished with value: 0.9972529827058197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:44:23,553] Trial 3163 finished with value: 0.9971297568841097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 37}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:44:25,567] Trial 3164 finished with value: 0.9974602209267817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:44:27,299] Trial 3165 finished with value: 0.9974571313049653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 70}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:44:29,222] Trial 3166 finished with value: 0.9974722999617723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:44:32,081] Trial 3167 finished with value: 0.9975772660131771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:44:40,140] Trial 3168 finished with value: 0.9928547426951196 and parameters: {'classifier': 'SVC', 'svc_c': 3327577.9075873136, 'svc_kernel': 'rbf'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:44:42,288] Trial 3169 finished with value: 0.9973170371345516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:44:46,323] Trial 3170 finished with value: 0.997207397834961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 22, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:44:48,916] Trial 3171 finished with value: 0.9976492079784117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:44:50,313] Trial 3172 finished with value: 0.997032437605441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:44:51,541] Trial 3173 finished with value: 0.9974341371275273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 63}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:44:55,834] Trial 3174 finished with value: 0.9972518814321685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 21, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:44:56,545] Trial 3175 finished with value: 0.9968856370882273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 68}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:44:57,862] Trial 3176 finished with value: 0.9972019427551632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:44:58,427] Trial 3177 finished with value: 0.9968725633872166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 4, 'rf_n_estimators': 28}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:45:00,450] Trial 3178 finished with value: 0.9973667839559065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:45:01,689] Trial 3179 finished with value: 0.9955824526776209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:45:03,543] Trial 3180 finished with value: 0.9972805771025183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 71}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:45:05,338] Trial 3181 finished with value: 0.997374765468353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:45:06,673] Trial 3182 finished with value: 0.9970490748704403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 76}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:45:08,694] Trial 3183 finished with value: 0.9966431154546754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 57}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:45:19,454] Trial 3184 finished with value: 0.9959804222973453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 54, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:45:22,332] Trial 3185 finished with value: 0.997570567315213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:45:24,406] Trial 3186 finished with value: 0.99733682889365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:45:31,546] Trial 3187 finished with value: 0.9969153300588435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 38, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:45:33,382] Trial 3188 finished with value: 0.9852053175583279 and parameters: {'classifier': 'SVC', 'svc_c': 3.986348127772415e-07, 'svc_kernel': 'sigmoid'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:45:34,814] Trial 3189 finished with value: 0.9973752087834445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:45:35,604] Trial 3190 finished with value: 0.9938096544471037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 66}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:45:37,180] Trial 3191 finished with value: 0.9974115945170364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:45:38,018] Trial 3192 finished with value: 0.9957905974601718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 1, 'rf_n_estimators': 116}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:45:46,511] Trial 3193 finished with value: 0.9967440909720228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 43, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:45:47,834] Trial 3194 finished with value: 0.9972863393417848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:45:53,551] Trial 3195 finished with value: 0.992902677884978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 64, 'rf_n_estimators': 109}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:45:55,912] Trial 3196 finished with value: 0.9974031030081548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:45:59,603] Trial 3197 finished with value: 0.997012949229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 111}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:46:00,722] Trial 3198 finished with value: 0.9972831536175845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 60}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:46:01,589] Trial 3199 finished with value: 0.9970319670909626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 3, 'rf_n_estimators': 72}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:46:11,879] Trial 3200 finished with value: 0.9967143133564073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 45, 'rf_n_estimators': 121}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:46:13,600] Trial 3201 finished with value: 0.9974626594771644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:46:14,806] Trial 3202 finished with value: 0.9965171357029963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:46:22,897] Trial 3203 finished with value: 0.9971343844614462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 39, 'rf_n_estimators': 114}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:46:26,791] Trial 3204 finished with value: 0.9971275314220378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 19, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:46:28,546] Trial 3205 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 4.515176598174593e-09, 'svc_kernel': 'rbf'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:46:29,019] Trial 3206 finished with value: 0.994860546233275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 9}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:46:30,533] Trial 3207 finished with value: 0.9971148574917098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 68}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:46:32,604] Trial 3208 finished with value: 0.9971929240479005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:46:33,691] Trial 3209 finished with value: 0.9972590834298695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 78}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:46:36,395] Trial 3210 finished with value: 0.9973599634161152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 14, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:46:37,626] Trial 3211 finished with value: 0.9968064221910686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 65}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:46:38,340] Trial 3212 finished with value: 0.9886565992097044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:46:39,897] Trial 3213 finished with value: 0.9967439339328564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 74}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:46:46,902] Trial 3214 finished with value: 0.9965124316690406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 35, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:46:49,447] Trial 3215 finished with value: 0.9972223587671635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:46:51,453] Trial 3216 finished with value: 0.9973979287453622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:46:53,758] Trial 3217 finished with value: 0.997296437296591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:47:08,326] Trial 3218 finished with value: 0.9964219840281942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 70, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:47:14,294] Trial 3219 finished with value: 0.9966370647813058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 31, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:47:20,209] Trial 3220 finished with value: 0.9963977639423421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 30, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:47:26,743] Trial 3221 finished with value: 0.9970925319050304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 31, 'rf_n_estimators': 112}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:47:28,315] Trial 3222 finished with value: 0.9976791899226755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:47:29,575] Trial 3223 finished with value: 0.997369751101138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 71}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:47:31,411] Trial 3224 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 2.1769238586680277e-05, 'svc_kernel': 'sigmoid'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:47:34,539] Trial 3225 finished with value: 0.9970877997830266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 18, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:47:42,700] Trial 3226 finished with value: 0.9963654020993488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 68, 'rf_n_estimators': 69}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:47:45,775] Trial 3227 finished with value: 0.9976088218720105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:47:48,610] Trial 3228 finished with value: 0.9973766647916875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:47:52,797] Trial 3229 finished with value: 0.9974879938174718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:47:54,672] Trial 3230 finished with value: 0.997378214712399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:48:05,231] Trial 3231 finished with value: 0.9966973789611181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 59, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:48:08,558] Trial 3232 finished with value: 0.9974731548223099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 110}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:48:09,654] Trial 3233 finished with value: 0.9971555505671521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 62}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:48:11,635] Trial 3234 finished with value: 0.9973753382106311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:48:12,873] Trial 3235 finished with value: 0.9974020090024843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:48:14,533] Trial 3236 finished with value: 0.9975072096287635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 66}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:48:18,036] Trial 3237 finished with value: 0.9961298276715769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 31, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:48:19,450] Trial 3238 finished with value: 0.9974590885182432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:48:21,270] Trial 3239 finished with value: 0.9970970050774471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:48:23,157] Trial 3240 finished with value: 0.9974112819938616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 73}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:48:25,379] Trial 3241 finished with value: 0.9975291453469878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:48:27,599] Trial 3242 finished with value: 0.9971962236159747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:48:30,424] Trial 3243 finished with value: 0.9973168794288895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:48:33,556] Trial 3244 finished with value: 0.9977490067811013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:48:36,665] Trial 3245 finished with value: 0.9970682567856469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:48:37,708] Trial 3246 finished with value: 0.9964074432424107 and parameters: {'classifier': 'SVC', 'svc_c': 32191.291033915903, 'svc_kernel': 'rbf'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:48:40,927] Trial 3247 finished with value: 0.9974760941651345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:48:44,636] Trial 3248 finished with value: 0.9972566040327999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 124}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:48:50,360] Trial 3249 finished with value: 0.9938925097139871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 51, 'rf_n_estimators': 127}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:48:53,557] Trial 3250 finished with value: 0.9973863203200636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:48:57,008] Trial 3251 finished with value: 0.997285806303629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:49:00,640] Trial 3252 finished with value: 0.9973266910442945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:49:03,537] Trial 3253 finished with value: 0.9974849301890018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:49:06,650] Trial 3254 finished with value: 0.9972683998387041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:49:11,821] Trial 3255 finished with value: 0.9935928079872477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 62, 'rf_n_estimators': 116}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:49:15,440] Trial 3256 finished with value: 0.9972862853556043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:49:17,674] Trial 3257 finished with value: 0.9972203754653258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 14, 'rf_n_estimators': 76}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:49:20,847] Trial 3258 finished with value: 0.9973500086627477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:49:23,553] Trial 3259 finished with value: 0.9893421816189507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 54, 'rf_n_estimators': 117}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:49:25,188] Trial 3260 finished with value: 0.9940268216819903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 17, 'rf_n_estimators': 69}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:49:28,456] Trial 3261 finished with value: 0.9976684885032968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:49:29,295] Trial 3262 finished with value: 0.9928125256288363 and parameters: {'classifier': 'SVC', 'svc_c': 3616.9443374332413, 'svc_kernel': 'sigmoid'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:49:32,480] Trial 3263 finished with value: 0.9971012253304793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:49:36,626] Trial 3264 finished with value: 0.9969350829072674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 118}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:49:39,772] Trial 3265 finished with value: 0.9976265422883159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:49:42,142] Trial 3266 finished with value: 0.9967316976682724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 66}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:49:48,364] Trial 3267 finished with value: 0.9971294049741917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 29, 'rf_n_estimators': 122}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:49:51,253] Trial 3268 finished with value: 0.9974246564750212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:49:53,387] Trial 3269 finished with value: 0.996852723957781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:49:56,604] Trial 3270 finished with value: 0.997235683229381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 15, 'rf_n_estimators': 109}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:49:59,406] Trial 3271 finished with value: 0.9966406329155532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 71}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:50:01,410] Trial 3272 finished with value: 0.9968807920744865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 64}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:50:03,975] Trial 3273 finished with value: 0.9973466021061873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:50:07,710] Trial 3274 finished with value: 0.9973464288489503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:50:10,751] Trial 3275 finished with value: 0.9972715657267123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:50:12,527] Trial 3276 finished with value: 0.9976026849667462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:50:15,867] Trial 3277 finished with value: 0.9975283737984569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:50:17,527] Trial 3278 finished with value: 0.997479458192899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:50:20,681] Trial 3279 finished with value: 0.9962396293105641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 44, 'rf_n_estimators': 34}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:50:25,162] Trial 3280 finished with value: 0.9968023485036931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 23, 'rf_n_estimators': 121}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:50:26,136] Trial 3281 finished with value: 0.9973666069535966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 68}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:51:30,073] Trial 3282 finished with value: 0.9899391958744929 and parameters: {'classifier': 'SVC', 'svc_c': 219193180.83553907, 'svc_kernel': 'rbf'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:51:32,843] Trial 3283 finished with value: 0.9973034409006325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:51:35,686] Trial 3284 finished with value: 0.99738616309047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:51:39,812] Trial 3285 finished with value: 0.9972554308410505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:51:40,692] Trial 3286 finished with value: 0.9966944208611904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 122}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:51:44,399] Trial 3287 finished with value: 0.9974042942587739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:51:45,417] Trial 3288 finished with value: 0.9971149085580029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:51:46,995] Trial 3289 finished with value: 0.9973643985347809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:51:48,250] Trial 3290 finished with value: 0.997399546331292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 73}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:51:49,831] Trial 3291 finished with value: 0.9971017222826344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:51:53,117] Trial 3292 finished with value: 0.9974956726137569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:51:56,472] Trial 3293 finished with value: 0.9971233201190955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 17, 'rf_n_estimators': 120}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:51:59,192] Trial 3294 finished with value: 0.9972390627452444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:52:00,577] Trial 3295 finished with value: 0.9966939858931685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 42}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:52:06,416] Trial 3296 finished with value: 0.99656200885128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 26, 'rf_n_estimators': 120}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:52:08,343] Trial 3297 finished with value: 0.9974355186151636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:52:09,281] Trial 3298 finished with value: 0.9937462885722742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:52:12,656] Trial 3299 finished with value: 0.9974625711823056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:52:13,465] Trial 3300 finished with value: 0.9926865935474942 and parameters: {'classifier': 'SVC', 'svc_c': 340.3538242586379, 'svc_kernel': 'sigmoid'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:52:14,762] Trial 3301 finished with value: 0.9966611377302188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:52:17,586] Trial 3302 finished with value: 0.9974059063223081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:52:20,786] Trial 3303 finished with value: 0.9973562908324144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 111}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:52:26,468] Trial 3304 finished with value: 0.9964699880575738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 24, 'rf_n_estimators': 123}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:52:27,741] Trial 3305 finished with value: 0.996893749170425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:52:29,086] Trial 3306 finished with value: 0.9962677125027755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:52:29,881] Trial 3307 finished with value: 0.9882253537269894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:52:31,175] Trial 3308 finished with value: 0.9966077180712599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 70}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:52:32,119] Trial 3309 finished with value: 0.9969857129945873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 3, 'rf_n_estimators': 80}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:52:35,122] Trial 3310 finished with value: 0.9976404380328678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:52:36,877] Trial 3311 finished with value: 0.9974865181317262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:52:45,448] Trial 3312 finished with value: 0.9966712685972351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 59, 'rf_n_estimators': 74}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:52:48,085] Trial 3313 finished with value: 0.9974997914006988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:52:52,703] Trial 3314 finished with value: 0.9973972693903344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 128}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:52:54,249] Trial 3315 finished with value: 0.9974940175453582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 53}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:52:57,933] Trial 3316 finished with value: 0.9973295012773115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:52:59,114] Trial 3317 finished with value: 0.9972445006548346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 61}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:53:00,906] Trial 3318 finished with value: 0.985382873694776 and parameters: {'classifier': 'SVC', 'svc_c': 0.02490239258003119, 'svc_kernel': 'rbf'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:53:03,615] Trial 3319 finished with value: 0.995795010838371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 21, 'rf_n_estimators': 46}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:53:15,552] Trial 3320 finished with value: 0.9968450745507985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 54, 'rf_n_estimators': 121}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:53:26,037] Trial 3321 finished with value: 0.9967033350872616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 49, 'rf_n_estimators': 124}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:53:28,615] Trial 3322 finished with value: 0.9974134347761253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:53:29,846] Trial 3323 finished with value: 0.9974682155469838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 68}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:53:30,985] Trial 3324 finished with value: 0.997070502686931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:53:31,557] Trial 3325 finished with value: 0.9962499404488946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 19}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:53:32,984] Trial 3326 finished with value: 0.9970267378581141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 125}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:53:34,357] Trial 3327 finished with value: 0.9969239321743327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:53:35,712] Trial 3328 finished with value: 0.9959656688993199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 17, 'rf_n_estimators': 64}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:53:39,345] Trial 3329 finished with value: 0.9972486018272378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:53:41,598] Trial 3330 finished with value: 0.9974187810583767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:53:44,405] Trial 3331 finished with value: 0.99731857572483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:53:46,520] Trial 3332 finished with value: 0.9971720607853077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 56}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:53:48,211] Trial 3333 finished with value: 0.9976365682615479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:53:50,026] Trial 3334 finished with value: 0.9976246753376468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:53:51,432] Trial 3335 finished with value: 0.9973293128176168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 78}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:53:53,569] Trial 3336 finished with value: 0.9974216348992785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:53:55,434] Trial 3337 finished with value: 0.9852221151632355 and parameters: {'classifier': 'SVC', 'svc_c': 0.0005782042100107447, 'svc_kernel': 'sigmoid'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:53:57,475] Trial 3338 finished with value: 0.9973225682583761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:53:58,386] Trial 3339 finished with value: 0.9970207511683659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 4, 'rf_n_estimators': 71}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:54:01,033] Trial 3340 finished with value: 0.9973745199121629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:54:15,974] Trial 3341 finished with value: 0.9965950466482267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 72, 'rf_n_estimators': 114}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:54:16,941] Trial 3342 finished with value: 0.9973103882968398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 49}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:54:27,674] Trial 3343 finished with value: 0.9964976143826073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 61, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:54:29,348] Trial 3344 finished with value: 0.9967335353565908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 11, 'rf_n_estimators': 67}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:54:31,433] Trial 3345 finished with value: 0.997279310855224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:54:40,680] Trial 3346 finished with value: 0.9961343925348083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 46, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:54:41,425] Trial 3347 finished with value: 0.9972728133755928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 1, 'rf_n_estimators': 76}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:54:42,595] Trial 3348 finished with value: 0.9973763958446596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 59}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:54:43,737] Trial 3349 finished with value: 0.9974251980824121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:54:44,964] Trial 3350 finished with value: 0.9970490927071444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:54:47,004] Trial 3351 finished with value: 0.9975462336076518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:54:53,151] Trial 3352 finished with value: 0.9966989405931171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 30, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:54:54,592] Trial 3353 finished with value: 0.9975371174015374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:54:55,387] Trial 3354 finished with value: 0.9959026180866978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 31}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:54:57,580] Trial 3355 finished with value: 0.9972974252024368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 73}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:54:59,335] Trial 3356 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.0103525823565355e-08, 'svc_kernel': 'rbf'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:55:01,330] Trial 3357 finished with value: 0.9955681531634101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:55:03,141] Trial 3358 finished with value: 0.9969657264916885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 70}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:55:04,185] Trial 3359 finished with value: 0.9967068684367623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 66}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:55:06,201] Trial 3360 finished with value: 0.9973175652215941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 63}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:55:09,459] Trial 3361 finished with value: 0.9972101440526187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 17, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:55:10,842] Trial 3362 finished with value: 0.9966745485830205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:55:13,202] Trial 3363 finished with value: 0.9975588686907813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:55:21,586] Trial 3364 finished with value: 0.9969291309387901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 43, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:55:24,642] Trial 3365 finished with value: 0.9973995033264277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:55:26,276] Trial 3366 finished with value: 0.9975757844559187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:55:28,510] Trial 3367 finished with value: 0.9974816638505164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:55:35,987] Trial 3368 finished with value: 0.9971204781164333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 36, 'rf_n_estimators': 110}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:55:39,001] Trial 3369 finished with value: 0.9971741499965429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 23, 'rf_n_estimators': 69}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:55:44,795] Trial 3370 finished with value: 0.9969383477223333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 30, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:55:49,187] Trial 3371 finished with value: 0.9972247605650494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 19, 'rf_n_estimators': 116}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:55:50,766] Trial 3372 finished with value: 0.9974566095020285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:56:04,056] Trial 3373 finished with value: 0.9966416881057629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 68, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:56:05,892] Trial 3374 finished with value: 0.9852040067510113 and parameters: {'classifier': 'SVC', 'svc_c': 4.2510257737976695e-08, 'svc_kernel': 'sigmoid'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:56:07,705] Trial 3375 finished with value: 0.9974313359398138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 74}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:56:11,065] Trial 3376 finished with value: 0.9974501482036121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:56:13,545] Trial 3377 finished with value: 0.9975448929032268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:56:14,568] Trial 3378 finished with value: 0.996637241751878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 67}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:56:16,244] Trial 3379 finished with value: 0.9974446535783811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:56:18,064] Trial 3380 finished with value: 0.9974692251298206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:56:19,102] Trial 3381 finished with value: 0.9973285668815776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 39}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:56:19,772] Trial 3382 finished with value: 0.9928392710682479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 6, 'rf_n_estimators': 71}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:56:22,353] Trial 3383 finished with value: 0.9972608733208991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:56:23,623] Trial 3384 finished with value: 0.9967599956943797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 65}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:56:25,942] Trial 3385 finished with value: 0.9974285045376124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:56:28,283] Trial 3386 finished with value: 0.997570765169328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:56:32,772] Trial 3387 finished with value: 0.997446691056827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 21, 'rf_n_estimators': 109}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:56:34,618] Trial 3388 finished with value: 0.9973905367962849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:56:35,867] Trial 3389 finished with value: 0.9973920320960573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:56:39,058] Trial 3390 finished with value: 0.9971678415478887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 17, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:56:40,209] Trial 3391 finished with value: 0.9974904222117241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:56:40,992] Trial 3392 finished with value: 0.9895638808683346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:57:14,921] Trial 3393 finished with value: 0.9896915364767419 and parameters: {'classifier': 'SVC', 'svc_c': 35920353.11417147, 'svc_kernel': 'rbf'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:57:17,029] Trial 3394 finished with value: 0.9972029962315258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:57:19,604] Trial 3395 finished with value: 0.9972434843118236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 68}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:57:24,059] Trial 3396 finished with value: 0.9970839772694507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 24, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:57:26,606] Trial 3397 finished with value: 0.997600983370575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:57:28,634] Trial 3398 finished with value: 0.9973090511153223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:57:29,962] Trial 3399 finished with value: 0.9974023622136566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 75}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:57:31,915] Trial 3400 finished with value: 0.9976543917943146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:57:35,277] Trial 3401 finished with value: 0.9972730347792355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:57:36,198] Trial 3402 finished with value: 0.9951105044076639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:57:39,179] Trial 3403 finished with value: 0.997515166163477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:57:40,535] Trial 3404 finished with value: 0.997103559240981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 82}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:57:41,142] Trial 3405 finished with value: 0.9953267444830596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 1, 'rf_n_estimators': 71}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:57:43,545] Trial 3406 finished with value: 0.9967597859385492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 18, 'rf_n_estimators': 64}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:57:45,576] Trial 3407 finished with value: 0.9970888476100418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:57:47,271] Trial 3408 finished with value: 0.9966904487033807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:57:48,921] Trial 3409 finished with value: 0.9975483398621434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 78}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:57:50,847] Trial 3410 finished with value: 0.9974998978179026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:57:51,844] Trial 3411 finished with value: 0.9972893393040128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 25}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:57:53,164] Trial 3412 finished with value: 0.9867153758387185 and parameters: {'classifier': 'SVC', 'svc_c': 755372.0406594186, 'svc_kernel': 'sigmoid'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:57:55,363] Trial 3413 finished with value: 0.9975313526232384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:57:56,427] Trial 3414 finished with value: 0.9970352803063373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 125}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:57:57,448] Trial 3415 finished with value: 0.9971776485295591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:58:00,098] Trial 3416 finished with value: 0.9973287719401976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:58:01,296] Trial 3417 finished with value: 0.9959611494530339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:58:02,949] Trial 3418 finished with value: 0.9975589287389024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:58:04,361] Trial 3419 finished with value: 0.9975893366376223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:58:14,608] Trial 3420 finished with value: 0.996922743240581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 48, 'rf_n_estimators': 119}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:58:16,729] Trial 3421 finished with value: 0.9973113507806218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 72}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:58:25,601] Trial 3422 finished with value: 0.9960972136391707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 65, 'rf_n_estimators': 69}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:58:27,951] Trial 3423 finished with value: 0.9974008754831191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:58:31,827] Trial 3424 finished with value: 0.9973635113650534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 20, 'rf_n_estimators': 115}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:58:34,512] Trial 3425 finished with value: 0.9975046947487135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:58:35,736] Trial 3426 finished with value: 0.9973452633377743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 61}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:58:38,236] Trial 3427 finished with value: 0.9974343131142241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:58:39,412] Trial 3428 finished with value: 0.9973898731566395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:58:41,013] Trial 3429 finished with value: 0.9973756816782657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:58:44,347] Trial 3430 finished with value: 0.9929162726589533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 46, 'rf_n_estimators': 122}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:58:46,194] Trial 3431 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.2051977239692737e-09, 'svc_kernel': 'rbf'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:58:48,257] Trial 3432 finished with value: 0.9977126361864913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:58:50,973] Trial 3433 finished with value: 0.9973091793999443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:58:52,839] Trial 3434 finished with value: 0.997799989190932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:58:54,801] Trial 3435 finished with value: 0.997310910321942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:58:56,718] Trial 3436 finished with value: 0.9975212737111767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:58:58,361] Trial 3437 finished with value: 0.9974917563781404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:59:06,326] Trial 3438 finished with value: 0.9963876900766077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 51, 'rf_n_estimators': 109}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:59:08,234] Trial 3439 finished with value: 0.9975505870646818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:59:09,542] Trial 3440 finished with value: 0.9966746125666419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:59:11,459] Trial 3441 finished with value: 0.9977092468001388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:59:13,267] Trial 3442 finished with value: 0.9976123606486934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:59:15,094] Trial 3443 finished with value: 0.9969336147751439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:59:17,050] Trial 3444 finished with value: 0.9971089286919047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:59:18,643] Trial 3445 finished with value: 0.9973964683572877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:59:20,406] Trial 3446 finished with value: 0.99671264400595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:59:21,969] Trial 3447 finished with value: 0.9970950983591801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:59:23,712] Trial 3448 finished with value: 0.9974599433153051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:59:25,664] Trial 3449 finished with value: 0.9971918807276681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:59:27,429] Trial 3450 finished with value: 0.997385102885671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:59:34,974] Trial 3451 finished with value: 0.9966064941623342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 32, 'rf_n_estimators': 110}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:59:36,848] Trial 3452 finished with value: 0.9853971302358598 and parameters: {'classifier': 'SVC', 'svc_c': 0.09851572723097474, 'svc_kernel': 'sigmoid'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:59:38,727] Trial 3453 finished with value: 0.9974455059633621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:59:40,328] Trial 3454 finished with value: 0.9972699363977565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:59:42,079] Trial 3455 finished with value: 0.9974467641492281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:59:43,998] Trial 3456 finished with value: 0.9975787785148956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:59:45,851] Trial 3457 finished with value: 0.9975147655041331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:59:47,625] Trial 3458 finished with value: 0.9970170846148676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:59:49,250] Trial 3459 finished with value: 0.9973550770478811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:59:51,199] Trial 3460 finished with value: 0.9972238707610755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:59:52,825] Trial 3461 finished with value: 0.9973174834647445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:59:54,182] Trial 3462 finished with value: 0.9975097378704726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 10:59:55,893] Trial 3463 finished with value: 0.9974754597561021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:00:07,997] Trial 3464 finished with value: 0.9967895595234504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 60, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:00:20,475] Trial 3465 finished with value: 0.9964138721046858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 65, 'rf_n_estimators': 110}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:00:22,389] Trial 3466 finished with value: 0.9976225706065751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:00:24,499] Trial 3467 finished with value: 0.9972744188376422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:00:26,263] Trial 3468 finished with value: 0.9975824431006438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:00:27,792] Trial 3469 finished with value: 0.9974528211384412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:00:29,715] Trial 3470 finished with value: 0.9862815075988057 and parameters: {'classifier': 'SVC', 'svc_c': 0.45572050845611106, 'svc_kernel': 'rbf'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:00:31,675] Trial 3471 finished with value: 0.997231021152939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:00:33,406] Trial 3472 finished with value: 0.9972619213383419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:00:35,432] Trial 3473 finished with value: 0.997363113657335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:00:37,447] Trial 3474 finished with value: 0.9972266675054818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:00:39,483] Trial 3475 finished with value: 0.99730297044963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:00:41,000] Trial 3476 finished with value: 0.9974519931599112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:00:42,924] Trial 3477 finished with value: 0.997660219254981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:00:44,155] Trial 3478 finished with value: 0.9961118253274394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:00:46,156] Trial 3479 finished with value: 0.9970951972862375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:00:48,190] Trial 3480 finished with value: 0.997603344258298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:00:49,989] Trial 3481 finished with value: 0.9974320477258646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:00:51,614] Trial 3482 finished with value: 0.9972562663097267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:00:53,314] Trial 3483 finished with value: 0.9974813330463069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:00:54,722] Trial 3484 finished with value: 0.9972518192893456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 5, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:00:56,688] Trial 3485 finished with value: 0.9973809073564687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:00:58,707] Trial 3486 finished with value: 0.9971962347559803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:01:00,393] Trial 3487 finished with value: 0.9973166637380703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 3, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:01:02,349] Trial 3488 finished with value: 0.9973433160901993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:01:04,272] Trial 3489 finished with value: 0.9852055640666552 and parameters: {'classifier': 'SVC', 'svc_c': 8.308154623639257e-10, 'svc_kernel': 'sigmoid'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:01:08,621] Trial 3490 finished with value: 0.9971210741225977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:01:10,163] Trial 3491 finished with value: 0.9969174185718447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:01:11,051] Trial 3492 finished with value: 0.9967484880051994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:01:12,829] Trial 3493 finished with value: 0.9975138341235005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:01:14,843] Trial 3494 finished with value: 0.9974265948042443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:01:27,856] Trial 3495 finished with value: 0.9957307269763059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 61, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:01:29,992] Trial 3496 finished with value: 0.9974552068769459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:01:35,357] Trial 3497 finished with value: 0.9972886105381814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 27, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:01:37,187] Trial 3498 finished with value: 0.997531183714095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:01:38,869] Trial 3499 finished with value: 0.997465934257933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:01:50,304] Trial 3500 finished with value: 0.996399071480654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 51, 'rf_n_estimators': 112}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:01:51,696] Trial 3501 finished with value: 0.9919947086880584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 25, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:01:53,164] Trial 3502 finished with value: 0.9972550585871337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 109}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:01:54,643] Trial 3503 finished with value: 0.9973966054015722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:01:56,534] Trial 3504 finished with value: 0.9957346102679745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 18, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:02:03,179] Trial 3505 finished with value: 0.9971578202083912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 32, 'rf_n_estimators': 111}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:02:09,889] Trial 3506 finished with value: 0.9955298924811963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 55, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:02:12,053] Trial 3507 finished with value: 0.9973291643794235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:02:13,823] Trial 3508 finished with value: 0.9853412472074748 and parameters: {'classifier': 'SVC', 'svc_c': 0.002870831589729905, 'svc_kernel': 'rbf'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:02:16,967] Trial 3509 finished with value: 0.9955925680248003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 29, 'rf_n_estimators': 110}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:02:18,676] Trial 3510 finished with value: 0.9975748953501786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:02:20,633] Trial 3511 finished with value: 0.9973838122954016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:02:24,787] Trial 3512 finished with value: 0.997292347645048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 19, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:02:26,611] Trial 3513 finished with value: 0.9973985576319985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:02:28,409] Trial 3514 finished with value: 0.9971765278323085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:02:29,982] Trial 3515 finished with value: 0.997422407558636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:02:31,673] Trial 3516 finished with value: 0.9971709524341031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:02:33,783] Trial 3517 finished with value: 0.9974704039709179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:02:35,981] Trial 3518 finished with value: 0.9973833390197253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:02:39,373] Trial 3519 finished with value: 0.9974494842465876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:02:41,176] Trial 3520 finished with value: 0.9971766160319534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:02:42,582] Trial 3521 finished with value: 0.9965959463861656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:02:47,131] Trial 3522 finished with value: 0.9970390286166854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 24, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:02:48,420] Trial 3523 finished with value: 0.9974640143684342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:02:51,805] Trial 3524 finished with value: 0.9975389664837647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:02:57,441] Trial 3525 finished with value: 0.9972990717016006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 29, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:02:59,245] Trial 3526 finished with value: 0.9852045800963097 and parameters: {'classifier': 'SVC', 'svc_c': 9.256259764833883e-08, 'svc_kernel': 'sigmoid'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:03:01,261] Trial 3527 finished with value: 0.9974322441835118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:03:03,206] Trial 3528 finished with value: 0.9971436764638302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:03:07,354] Trial 3529 finished with value: 0.9972258399078067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 21, 'rf_n_estimators': 109}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:03:14,007] Trial 3530 finished with value: 0.9970645127599161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 34, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:03:15,720] Trial 3531 finished with value: 0.9973486077515118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:03:28,325] Trial 3532 finished with value: 0.9963960872921661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 67, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:03:29,919] Trial 3533 finished with value: 0.9976712886436592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:03:31,961] Trial 3534 finished with value: 0.9970110605696022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:03:33,458] Trial 3535 finished with value: 0.9974120216457952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:03:34,441] Trial 3536 finished with value: 0.9939346945028183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:03:36,786] Trial 3537 finished with value: 0.9972384569955425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:03:38,430] Trial 3538 finished with value: 0.9975030273977445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:03:39,401] Trial 3539 finished with value: 0.9972235661406397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 2, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:03:49,411] Trial 3540 finished with value: 0.9969005628230905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 44, 'rf_n_estimators': 110}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:03:50,278] Trial 3541 finished with value: 0.9965603160147714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:03:52,374] Trial 3542 finished with value: 0.9973434449461038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:04:00,961] Trial 3543 finished with value: 0.997223096768726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 41, 'rf_n_estimators': 113}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:04:02,473] Trial 3544 finished with value: 0.9975525803322226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:04:03,560] Trial 3545 finished with value: 0.9901280400420633 and parameters: {'classifier': 'SVC', 'svc_c': 5.5509131566369225, 'svc_kernel': 'rbf'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:04:05,403] Trial 3546 finished with value: 0.9975183274494883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:04:13,168] Trial 3547 finished with value: 0.9966019111450196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 36, 'rf_n_estimators': 110}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:04:14,892] Trial 3548 finished with value: 0.9974431333643512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:04:21,204] Trial 3549 finished with value: 0.9971676688301963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 33, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:04:24,473] Trial 3550 finished with value: 0.9974015619740576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:04:26,328] Trial 3551 finished with value: 0.9969690692233169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:04:27,286] Trial 3552 finished with value: 0.9970196003835788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:04:29,373] Trial 3553 finished with value: 0.9976312690148754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:04:31,216] Trial 3554 finished with value: 0.9973873679249134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 113}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:04:33,408] Trial 3555 finished with value: 0.9973471686595735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:04:37,161] Trial 3556 finished with value: 0.9973039093204089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 20, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:04:38,521] Trial 3557 finished with value: 0.9975421632844946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:04:40,520] Trial 3558 finished with value: 0.9971524327938117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:04:41,909] Trial 3559 finished with value: 0.9971274954947266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:04:44,246] Trial 3560 finished with value: 0.9974541439744246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:04:46,394] Trial 3561 finished with value: 0.9976556787982004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:04:47,089] Trial 3562 finished with value: 0.9905247899105278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 2, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:04:50,273] Trial 3563 finished with value: 0.9973223309223039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:04:51,217] Trial 3564 finished with value: 0.99059720058118 and parameters: {'classifier': 'SVC', 'svc_c': 17.423546290443085, 'svc_kernel': 'sigmoid'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:04:55,100] Trial 3565 finished with value: 0.9973198840565898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 112}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:04:57,006] Trial 3566 finished with value: 0.9973526298013118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:04:58,713] Trial 3567 finished with value: 0.9967878629101308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:05:03,558] Trial 3568 finished with value: 0.9971527483320877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 24, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:05:04,286] Trial 3569 finished with value: 0.9959418510279692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 21}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:05:04,623] Trial 3570 finished with value: 0.9931745884399925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 5}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:05:07,577] Trial 3571 finished with value: 0.9972092927784645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:05:09,533] Trial 3572 finished with value: 0.9976167727891142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:05:20,695] Trial 3573 finished with value: 0.9967229435282065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 58, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:05:22,735] Trial 3574 finished with value: 0.9973263002871776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:05:23,771] Trial 3575 finished with value: 0.997100599173303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 3, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:05:25,312] Trial 3576 finished with value: 0.9973921700607411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:05:26,206] Trial 3577 finished with value: 0.9888339905311989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:05:27,890] Trial 3578 finished with value: 0.9973495078068297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:05:28,728] Trial 3579 finished with value: 0.9925585452776956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 5, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:05:31,535] Trial 3580 finished with value: 0.9973169452215717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:05:33,349] Trial 3581 finished with value: 0.9970601184879374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:05:37,264] Trial 3582 finished with value: 0.9972353298912572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:05:38,960] Trial 3583 finished with value: 0.9850769189972445 and parameters: {'classifier': 'SVC', 'svc_c': 8.347484171964885e-05, 'svc_kernel': 'rbf'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:05:39,579] Trial 3584 finished with value: 0.9958614501804218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 16}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:05:40,497] Trial 3585 finished with value: 0.9968288438483938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 45}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:05:50,710] Trial 3586 finished with value: 0.9965980919956622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 55, 'rf_n_estimators': 112}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:05:53,335] Trial 3587 finished with value: 0.9968017606859089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 17, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:05:54,845] Trial 3588 finished with value: 0.997406115538594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:05:55,710] Trial 3589 finished with value: 0.9936103779341338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 4, 'rf_n_estimators': 110}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:05:57,770] Trial 3590 finished with value: 0.9973999911698033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:06:00,681] Trial 3591 finished with value: 0.9970230176358142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:06:10,343] Trial 3592 finished with value: 0.9965690712021882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 48, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:06:12,694] Trial 3593 finished with value: 0.9974636302128022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:06:17,198] Trial 3594 finished with value: 0.997099348509321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 113}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:06:18,191] Trial 3595 finished with value: 0.9971451278700766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:06:19,109] Trial 3596 finished with value: 0.9966752019078458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 5, 'rf_n_estimators': 53}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:06:28,974] Trial 3597 finished with value: 0.9953756509798383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 70, 'rf_n_estimators': 110}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:06:30,011] Trial 3598 finished with value: 0.9960994936269675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:06:31,694] Trial 3599 finished with value: 0.9974053014612675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:06:33,067] Trial 3600 finished with value: 0.9962151410393938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:06:33,903] Trial 3601 finished with value: 0.991580294135054 and parameters: {'classifier': 'SVC', 'svc_c': 55.88022557658776, 'svc_kernel': 'sigmoid'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:06:36,881] Trial 3602 finished with value: 0.9972834015223798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:06:38,875] Trial 3603 finished with value: 0.9975227188650555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:06:41,030] Trial 3604 finished with value: 0.9971060935128926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:06:41,891] Trial 3605 finished with value: 0.9967631586942383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:06:44,641] Trial 3606 finished with value: 0.9972628308832941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:06:46,450] Trial 3607 finished with value: 0.9974348755734203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:06:56,267] Trial 3608 finished with value: 0.9963035267318677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 47, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:06:59,152] Trial 3609 finished with value: 0.9975266099959872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:07:02,295] Trial 3610 finished with value: 0.9974079595110181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:07:04,095] Trial 3611 finished with value: 0.9971995898019169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:07:09,407] Trial 3612 finished with value: 0.9971685697741756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 26, 'rf_n_estimators': 110}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:07:16,685] Trial 3613 finished with value: 0.9965226388974622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 45, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:07:18,285] Trial 3614 finished with value: 0.9974039190849697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:07:19,474] Trial 3615 finished with value: 0.9972714737185185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 81}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:07:21,578] Trial 3616 finished with value: 0.9975642473456983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:07:26,740] Trial 3617 finished with value: 0.9959251847862604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 49, 'rf_n_estimators': 51}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:07:28,298] Trial 3618 finished with value: 0.9969705246920156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 23, 'rf_n_estimators': 29}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:07:30,933] Trial 3619 finished with value: 0.9974271095931035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:07:31,915] Trial 3620 finished with value: 0.9966760691779054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 37}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:07:33,082] Trial 3621 finished with value: 0.9875724719946367 and parameters: {'classifier': 'SVC', 'svc_c': 1.2533762302585223, 'svc_kernel': 'rbf'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:07:34,100] Trial 3622 finished with value: 0.99693127543746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:07:47,323] Trial 3623 finished with value: 0.9966718844713295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 64, 'rf_n_estimators': 109}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:07:53,702] Trial 3624 finished with value: 0.9969961646366342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 33, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:07:56,029] Trial 3625 finished with value: 0.9973620689406347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:08:09,303] Trial 3626 finished with value: 0.9959330777182069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 73, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:08:11,050] Trial 3627 finished with value: 0.9974685261976223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:08:13,100] Trial 3628 finished with value: 0.9974891272416234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:08:22,230] Trial 3629 finished with value: 0.9967683632984704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 43, 'rf_n_estimators': 111}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:08:23,756] Trial 3630 finished with value: 0.9972829889295828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:08:26,378] Trial 3631 finished with value: 0.9964395670510982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 18, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:08:29,092] Trial 3632 finished with value: 0.9976976280282824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:08:31,594] Trial 3633 finished with value: 0.9973798865384129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:08:33,924] Trial 3634 finished with value: 0.9971969132172283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:08:36,396] Trial 3635 finished with value: 0.9973328654320275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:08:37,652] Trial 3636 finished with value: 0.9956164436908805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:08:38,653] Trial 3637 finished with value: 0.990906237188216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:08:40,815] Trial 3638 finished with value: 0.9976001580580292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:08:42,649] Trial 3639 finished with value: 0.9853009360025352 and parameters: {'classifier': 'SVC', 'svc_c': 0.001404945151757192, 'svc_kernel': 'sigmoid'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:08:45,004] Trial 3640 finished with value: 0.9974129584218722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:08:47,490] Trial 3641 finished with value: 0.9973564075644381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:08:48,964] Trial 3642 finished with value: 0.9965768434348727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:09:00,184] Trial 3643 finished with value: 0.9964158437587116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 55, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:09:06,567] Trial 3644 finished with value: 0.9970839779359469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 30, 'rf_n_estimators': 109}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:09:09,844] Trial 3645 finished with value: 0.9974182123468127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:09:12,167] Trial 3646 finished with value: 0.9973654633733146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:09:14,977] Trial 3647 finished with value: 0.9974751007051547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:09:16,070] Trial 3648 finished with value: 0.9969378340760388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 4, 'rf_n_estimators': 111}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:09:19,011] Trial 3649 finished with value: 0.9973853115941504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:09:21,124] Trial 3650 finished with value: 0.9975283601828946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:09:24,491] Trial 3651 finished with value: 0.9971322222530241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:09:27,033] Trial 3652 finished with value: 0.9975465481303151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:09:34,483] Trial 3653 finished with value: 0.9967854737756702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 37, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:09:50,023] Trial 3654 finished with value: 0.9961491982051673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 72, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:09:52,262] Trial 3655 finished with value: 0.997215045496359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:09:56,089] Trial 3656 finished with value: 0.9971022447838052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:09:58,501] Trial 3657 finished with value: 0.9974544863629705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:10:00,799] Trial 3658 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 5.610785203189692e-06, 'svc_kernel': 'rbf'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:10:03,080] Trial 3659 finished with value: 0.9971280951507504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:10:05,342] Trial 3660 finished with value: 0.9973590574258084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:10:07,744] Trial 3661 finished with value: 0.9964981451991098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 15, 'rf_n_estimators': 110}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:10:10,514] Trial 3662 finished with value: 0.9973698120061824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:10:12,576] Trial 3663 finished with value: 0.9972705010468683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:10:13,551] Trial 3664 finished with value: 0.9968811351930041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 3, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:10:14,950] Trial 3665 finished with value: 0.9973378797040287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 5, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:10:18,717] Trial 3666 finished with value: 0.9972829524627272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 109}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:10:21,623] Trial 3667 finished with value: 0.9973889673250224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:10:24,305] Trial 3668 finished with value: 0.9974014101399084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:10:28,459] Trial 3669 finished with value: 0.9971815353441352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 21, 'rf_n_estimators': 110}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:10:29,661] Trial 3670 finished with value: 0.9973360891147651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:10:32,753] Trial 3671 finished with value: 0.9971702283020062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:10:34,004] Trial 3672 finished with value: 0.9972759938947763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:10:35,035] Trial 3673 finished with value: 0.9936505293387093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:10:37,096] Trial 3674 finished with value: 0.9970615191770079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:10:39,278] Trial 3675 finished with value: 0.9966257107353357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:10:40,789] Trial 3676 finished with value: 0.9866182002692948 and parameters: {'classifier': 'SVC', 'svc_c': 11066239.593375666, 'svc_kernel': 'sigmoid'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:10:41,752] Trial 3677 finished with value: 0.9970207562146932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 115}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:10:44,092] Trial 3678 finished with value: 0.9975170858308102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 11, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:10:51,039] Trial 3679 finished with value: 0.9969081856337065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 35, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:10:57,037] Trial 3680 finished with value: 0.9965608734593779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 38, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:10:58,926] Trial 3681 finished with value: 0.997466609989721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:11:02,092] Trial 3682 finished with value: 0.9970410694593496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 15, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:11:05,173] Trial 3683 finished with value: 0.9973948085599407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:11:18,201] Trial 3684 finished with value: 0.9960311045300468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 67, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:11:19,797] Trial 3685 finished with value: 0.9974071758386067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:11:21,559] Trial 3686 finished with value: 0.9974386924059105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:11:23,865] Trial 3687 finished with value: 0.9972015258142726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:11:25,969] Trial 3688 finished with value: 0.9973903242475184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:11:27,068] Trial 3689 finished with value: 0.9909408460115826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:11:28,070] Trial 3690 finished with value: 0.9969340367306235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 42}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:11:31,562] Trial 3691 finished with value: 0.9974324273112379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:11:34,032] Trial 3692 finished with value: 0.9973453466815193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:11:36,320] Trial 3693 finished with value: 0.9972043740693026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:11:38,789] Trial 3694 finished with value: 0.9969401638606126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:13:22,044] Trial 3695 finished with value: 0.9895975014367382 and parameters: {'classifier': 'SVC', 'svc_c': 740355320.313248, 'svc_kernel': 'rbf'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:13:29,208] Trial 3696 finished with value: 0.9968650920298948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 36, 'rf_n_estimators': 109}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:13:36,842] Trial 3697 finished with value: 0.9972003363092384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 37, 'rf_n_estimators': 111}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:13:38,581] Trial 3698 finished with value: 0.9975387380977826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:13:43,466] Trial 3699 finished with value: 0.9974176743575432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 26, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:13:45,017] Trial 3700 finished with value: 0.9971308953863264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 6, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:13:46,793] Trial 3701 finished with value: 0.9973941504109535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:13:49,292] Trial 3702 finished with value: 0.9973702650648114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:13:52,993] Trial 3703 finished with value: 0.9973871631519344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 112}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:13:54,360] Trial 3704 finished with value: 0.9972752617964646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:13:55,682] Trial 3705 finished with value: 0.9962755351987331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:13:56,684] Trial 3706 finished with value: 0.9972752659223927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:14:00,794] Trial 3707 finished with value: 0.9971880153361794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:14:05,019] Trial 3708 finished with value: 0.9971054717672851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 22, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:14:08,047] Trial 3709 finished with value: 0.9966406498953336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 14, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:14:13,664] Trial 3710 finished with value: 0.9971483236869316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 26, 'rf_n_estimators': 115}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:14:15,227] Trial 3711 finished with value: 0.9971667908961996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 48}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:14:16,174] Trial 3712 finished with value: 0.996346462756969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 2, 'rf_n_estimators': 110}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:14:18,096] Trial 3713 finished with value: 0.9974525603797936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:14:19,774] Trial 3714 finished with value: 0.9975072564104391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:14:21,305] Trial 3715 finished with value: 0.9867340268739468 and parameters: {'classifier': 'SVC', 'svc_c': 116771086.23041561, 'svc_kernel': 'sigmoid'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:14:23,604] Trial 3716 finished with value: 0.9971177261542143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:14:26,755] Trial 3717 finished with value: 0.9973174898440638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 16, 'rf_n_estimators': 112}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:14:28,277] Trial 3718 finished with value: 0.9974495128424423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:14:30,817] Trial 3719 finished with value: 0.9973979669578027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:14:32,693] Trial 3720 finished with value: 0.9976758874347137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:14:35,100] Trial 3721 finished with value: 0.9974030047158555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 84}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:14:36,705] Trial 3722 finished with value: 0.9976859707900824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:14:37,341] Trial 3723 finished with value: 0.9934258292066982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 34}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:14:38,944] Trial 3724 finished with value: 0.9974398428098427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:14:40,050] Trial 3725 finished with value: 0.996997753118903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 5, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:14:42,838] Trial 3726 finished with value: 0.9973420690443389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:14:45,554] Trial 3727 finished with value: 0.9974159684132787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:14:48,462] Trial 3728 finished with value: 0.9971067079905191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 13, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:14:50,542] Trial 3729 finished with value: 0.9974377749264814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:14:52,962] Trial 3730 finished with value: 0.9971866970069789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:14:54,360] Trial 3731 finished with value: 0.997206690238314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:14:56,117] Trial 3732 finished with value: 0.9850767555470211 and parameters: {'classifier': 'SVC', 'svc_c': 1.6881219200614966e-10, 'svc_kernel': 'rbf'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:15:00,859] Trial 3733 finished with value: 0.9967623691820519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 26, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:15:04,219] Trial 3734 finished with value: 0.9968974940848171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 16, 'rf_n_estimators': 109}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:15:05,457] Trial 3735 finished with value: 0.9956705312106263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:15:06,615] Trial 3736 finished with value: 0.9970745711692897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:15:08,499] Trial 3737 finished with value: 0.9972473726815574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:15:12,447] Trial 3738 finished with value: 0.9972620416250111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:15:14,290] Trial 3739 finished with value: 0.9975464684681672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:15:24,949] Trial 3740 finished with value: 0.9966488951180533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 65, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:15:29,068] Trial 3741 finished with value: 0.9971686477224763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 24, 'rf_n_estimators': 80}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:15:29,977] Trial 3742 finished with value: 0.9971516079573344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 1, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:15:31,433] Trial 3743 finished with value: 0.9972843326808473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:15:33,275] Trial 3744 finished with value: 0.9972644843330597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:15:36,071] Trial 3745 finished with value: 0.9972921790850214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:15:37,904] Trial 3746 finished with value: 0.9974729107260636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:15:40,911] Trial 3747 finished with value: 0.9972514460832916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:15:42,254] Trial 3748 finished with value: 0.9974348671628749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:15:44,159] Trial 3749 finished with value: 0.9976172261016464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:15:48,776] Trial 3750 finished with value: 0.994729099595296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 37, 'rf_n_estimators': 115}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:15:50,136] Trial 3751 finished with value: 0.9867741734226224 and parameters: {'classifier': 'SVC', 'svc_c': 1779640.753171822, 'svc_kernel': 'sigmoid'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:15:53,223] Trial 3752 finished with value: 0.9975470416547761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:15:54,910] Trial 3753 finished with value: 0.9974237163347262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:15:56,776] Trial 3754 finished with value: 0.9975320734545928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:16:09,679] Trial 3755 finished with value: 0.9955824615324972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 74, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:16:12,301] Trial 3756 finished with value: 0.997659373820602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:16:14,708] Trial 3757 finished with value: 0.9974659314015213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:16:18,429] Trial 3758 finished with value: 0.9973089221642043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 111}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:16:20,306] Trial 3759 finished with value: 0.9965699743678211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:16:31,919] Trial 3760 finished with value: 0.996599975830898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 57, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:16:33,554] Trial 3761 finished with value: 0.9973889594222834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:16:34,528] Trial 3762 finished with value: 0.995854132878903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:16:36,952] Trial 3763 finished with value: 0.9975198290968424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:16:39,941] Trial 3764 finished with value: 0.9973089523469542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:16:41,864] Trial 3765 finished with value: 0.997141052183213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:16:44,320] Trial 3766 finished with value: 0.9971809474628753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 12, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:16:53,422] Trial 3767 finished with value: 0.9965021192294558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 45, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:16:55,045] Trial 3768 finished with value: 0.9971531653681919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:16:56,085] Trial 3769 finished with value: 0.9969394504241903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 4, 'rf_n_estimators': 96}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:16:57,898] Trial 3770 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.4116918201160064e-06, 'svc_kernel': 'rbf'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:17:00,131] Trial 3771 finished with value: 0.9972124257225247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 7, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:17:02,213] Trial 3772 finished with value: 0.9974660882819979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:17:04,186] Trial 3773 finished with value: 0.997142300054259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:17:07,243] Trial 3774 finished with value: 0.9973252455730366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:17:11,580] Trial 3775 finished with value: 0.9971484005878812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:17:15,068] Trial 3776 finished with value: 0.997326171875604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:17:17,687] Trial 3777 finished with value: 0.9975144028668023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:17:18,221] Trial 3778 finished with value: 0.9957247379062147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 12}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:17:19,152] Trial 3779 finished with value: 0.9969497715916997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 40}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:17:20,872] Trial 3780 finished with value: 0.9975646223290751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:17:24,156] Trial 3781 finished with value: 0.9967615894451413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:17:25,541] Trial 3782 finished with value: 0.9972897327905895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:17:36,030] Trial 3783 finished with value: 0.9960204899138452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 53, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:17:37,867] Trial 3784 finished with value: 0.9973769677300144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:17:38,950] Trial 3785 finished with value: 0.9943939366284713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:17:45,049] Trial 3786 finished with value: 0.9969394809560574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 34, 'rf_n_estimators': 96}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:17:45,838] Trial 3787 finished with value: 0.9927520101354768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 3, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:17:47,094] Trial 3788 finished with value: 0.9905188569213191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 21, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:17:48,095] Trial 3789 finished with value: 0.9972149797671525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 2, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:17:49,915] Trial 3790 finished with value: 0.9852068749057095 and parameters: {'classifier': 'SVC', 'svc_c': 2.2328615557557178e-08, 'svc_kernel': 'sigmoid'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:17:52,259] Trial 3791 finished with value: 0.9977282091842395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:17:54,578] Trial 3792 finished with value: 0.9972409119226852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:17:56,988] Trial 3793 finished with value: 0.997099500153043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 12, 'rf_n_estimators': 96}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:17:59,141] Trial 3794 finished with value: 0.9975826614574473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 84}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:18:00,750] Trial 3795 finished with value: 0.9966880235781331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:18:03,240] Trial 3796 finished with value: 0.9969548649545663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 12, 'rf_n_estimators': 96}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:18:05,501] Trial 3797 finished with value: 0.9974627580233671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:18:08,205] Trial 3798 finished with value: 0.9975307516342226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:18:10,433] Trial 3799 finished with value: 0.9973750241640366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 95}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:18:13,095] Trial 3800 finished with value: 0.9972830659257462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:18:16,076] Trial 3801 finished with value: 0.9972947204662245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:18:18,478] Trial 3802 finished with value: 0.9971580655106779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:18:20,613] Trial 3803 finished with value: 0.9972171250275323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:18:22,215] Trial 3804 finished with value: 0.9969339075890781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:18:24,798] Trial 3805 finished with value: 0.9973040041215385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:18:28,969] Trial 3806 finished with value: 0.9934724873266357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 57, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:18:36,124] Trial 3807 finished with value: 0.9963347529925319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 52, 'rf_n_estimators': 95}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:18:38,691] Trial 3808 finished with value: 0.9976810740435526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:18:40,912] Trial 3809 finished with value: 0.9966756657573633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:18:42,690] Trial 3810 finished with value: 0.9850764277579126 and parameters: {'classifier': 'SVC', 'svc_c': 1.0077212137601792e-10, 'svc_kernel': 'rbf'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:18:44,655] Trial 3811 finished with value: 0.9972043641988133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 82}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:18:47,428] Trial 3812 finished with value: 0.9972768924901505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:18:49,729] Trial 3813 finished with value: 0.9966411144113474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 11, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:18:58,268] Trial 3814 finished with value: 0.9961814835915416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 43, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:19:06,408] Trial 3815 finished with value: 0.996559613274024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 39, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:19:08,704] Trial 3816 finished with value: 0.9973548255249645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:19:10,853] Trial 3817 finished with value: 0.9973011363159574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 95}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:19:13,932] Trial 3818 finished with value: 0.9975080654097006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:19:16,077] Trial 3819 finished with value: 0.9974602957965054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:19:18,671] Trial 3820 finished with value: 0.9974037674412477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:19:20,909] Trial 3821 finished with value: 0.9970910007731604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 86}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:19:23,507] Trial 3822 finished with value: 0.9968454499785059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 13, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:19:25,901] Trial 3823 finished with value: 0.9972445676852951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:19:28,113] Trial 3824 finished with value: 0.9974506734659806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:19:29,149] Trial 3825 finished with value: 0.9960839129486457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 55}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:19:30,370] Trial 3826 finished with value: 0.9869834338243587 and parameters: {'classifier': 'SVC', 'svc_c': 252519.74233826046, 'svc_kernel': 'sigmoid'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:19:33,125] Trial 3827 finished with value: 0.9974229166981475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 95}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:19:35,615] Trial 3828 finished with value: 0.9973749415502636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 79}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:19:37,637] Trial 3829 finished with value: 0.9971692136728424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:19:40,953] Trial 3830 finished with value: 0.9972151609906043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 14, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:19:43,363] Trial 3831 finished with value: 0.9975809124131044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:19:45,513] Trial 3832 finished with value: 0.9974689999176292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:19:48,261] Trial 3833 finished with value: 0.9972884030674803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:19:50,283] Trial 3834 finished with value: 0.9974333529473093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:19:52,665] Trial 3835 finished with value: 0.9973315308530184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 96}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:19:57,909] Trial 3836 finished with value: 0.9970960141565003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 27, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:20:00,231] Trial 3837 finished with value: 0.9965823434872858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 17, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:20:02,483] Trial 3838 finished with value: 0.9975347568629317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:20:04,785] Trial 3839 finished with value: 0.9973498812350492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:20:07,111] Trial 3840 finished with value: 0.9974192444000879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:20:13,642] Trial 3841 finished with value: 0.9971651918769454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 33, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:20:21,085] Trial 3842 finished with value: 0.9967683746606414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 43, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:20:23,105] Trial 3843 finished with value: 0.9974487145071178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:20:25,298] Trial 3844 finished with value: 0.9973912222398723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:20:27,652] Trial 3845 finished with value: 0.9853792674433016 and parameters: {'classifier': 'SVC', 'svc_c': 0.008724967192072913, 'svc_kernel': 'rbf'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:20:30,220] Trial 3846 finished with value: 0.9974930908936738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 94}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:20:33,237] Trial 3847 finished with value: 0.9974912589499167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:20:43,162] Trial 3848 finished with value: 0.9967088808105234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 54, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:20:44,019] Trial 3849 finished with value: 0.9962520461638418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:20:47,337] Trial 3850 finished with value: 0.9971348450736973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:20:49,278] Trial 3851 finished with value: 0.9973833673934146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 96}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:20:51,500] Trial 3852 finished with value: 0.9974823771599869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:21:02,065] Trial 3853 finished with value: 0.9967929796638352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 55, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:21:06,024] Trial 3854 finished with value: 0.997363163390636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 20, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:21:08,642] Trial 3855 finished with value: 0.9974774073210559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:21:09,533] Trial 3856 finished with value: 0.9895329726215033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:21:12,925] Trial 3857 finished with value: 0.997202531334657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 19, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:21:15,764] Trial 3858 finished with value: 0.9974616463714199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:21:18,922] Trial 3859 finished with value: 0.9973230435018027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:21:20,981] Trial 3860 finished with value: 0.99729512807617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:21:21,445] Trial 3861 finished with value: 0.9957783558636194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 7}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:21:23,895] Trial 3862 finished with value: 0.9972040140662183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:21:28,621] Trial 3863 finished with value: 0.9960336370881114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 37, 'rf_n_estimators': 93}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:21:29,598] Trial 3864 finished with value: 0.9903371446106742 and parameters: {'classifier': 'SVC', 'svc_c': 12428.263256038654, 'svc_kernel': 'sigmoid'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:21:30,988] Trial 3865 finished with value: 0.9945023608422744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 17, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:21:35,994] Trial 3866 finished with value: 0.9963221838607743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 38, 'rf_n_estimators': 96}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:21:40,775] Trial 3867 finished with value: 0.9971453701572623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 24, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:21:43,071] Trial 3868 finished with value: 0.9972004635782475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:21:55,039] Trial 3869 finished with value: 0.9963779974783558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 67, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:21:57,756] Trial 3870 finished with value: 0.9974658943316452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:21:58,613] Trial 3871 finished with value: 0.9966177509950938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:21:59,300] Trial 3872 finished with value: 0.9934476771378701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 2, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:22:02,146] Trial 3873 finished with value: 0.9973683155003693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:22:03,577] Trial 3874 finished with value: 0.996249996275874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 3, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:22:05,527] Trial 3875 finished with value: 0.997400647700157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:22:06,524] Trial 3876 finished with value: 0.9971989209889927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 79}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:22:08,155] Trial 3877 finished with value: 0.9974268170965482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:22:11,392] Trial 3878 finished with value: 0.9974961834988534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:22:14,099] Trial 3879 finished with value: 0.9975329241257268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:22:16,557] Trial 3880 finished with value: 0.9974767704364669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:22:20,773] Trial 3881 finished with value: 0.9973544924991015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:22:22,661] Trial 3882 finished with value: 0.9977315561687475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 94}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:22:24,578] Trial 3883 finished with value: 0.9972364298636544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 92}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:22:26,508] Trial 3884 finished with value: 0.9975775297551883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 88}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:22:28,342] Trial 3885 finished with value: 0.9974847907008982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 90}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:26:08,590] Trial 3886 finished with value: 0.9897245258733798 and parameters: {'classifier': 'SVC', 'svc_c': 1807957038.101201, 'svc_kernel': 'rbf'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:26:10,480] Trial 3887 finished with value: 0.9976169346841801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 90}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:26:12,360] Trial 3888 finished with value: 0.9973127618797258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 92}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:26:14,941] Trial 3889 finished with value: 0.9970598052030527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 91}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:26:16,623] Trial 3890 finished with value: 0.9973707486235698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 93}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:26:18,363] Trial 3891 finished with value: 0.9974805962825228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 86}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:26:20,388] Trial 3892 finished with value: 0.9973747834002706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 93}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:26:22,067] Trial 3893 finished with value: 0.99733037645011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 92}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:26:23,728] Trial 3894 finished with value: 0.9975116117717436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 90}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:26:36,212] Trial 3895 finished with value: 0.9957699738187807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 74, 'rf_n_estimators': 86}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:26:38,339] Trial 3896 finished with value: 0.9973524766976462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:26:40,182] Trial 3897 finished with value: 0.9972078464185454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 92}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:26:42,131] Trial 3898 finished with value: 0.9975117934395258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 93}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:26:44,146] Trial 3899 finished with value: 0.997290416234689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 94}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:26:45,837] Trial 3900 finished with value: 0.997452031340614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 91}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:26:47,933] Trial 3901 finished with value: 0.9972138873483773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:26:49,744] Trial 3902 finished with value: 0.9852050717482345 and parameters: {'classifier': 'SVC', 'svc_c': 2.3577188316069163e-07, 'svc_kernel': 'sigmoid'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:26:51,991] Trial 3903 finished with value: 0.9972850462124829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 90}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:26:53,893] Trial 3904 finished with value: 0.9976118036166794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 93}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:26:55,544] Trial 3905 finished with value: 0.997370561941198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 89}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:26:57,654] Trial 3906 finished with value: 0.9973702707458969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 96}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:26:59,620] Trial 3907 finished with value: 0.9972502586412215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 95}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:27:01,236] Trial 3908 finished with value: 0.9973421288385566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 85}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:27:03,267] Trial 3909 finished with value: 0.9974419803261729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 95}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:27:05,389] Trial 3910 finished with value: 0.9974567531160599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 87}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:27:07,089] Trial 3911 finished with value: 0.9974906108618461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 93}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:27:09,017] Trial 3912 finished with value: 0.9968201909522527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 94}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:27:11,214] Trial 3913 finished with value: 0.9966727855422605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 94}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:27:12,994] Trial 3914 finished with value: 0.9968540861487698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 88}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:27:14,237] Trial 3915 finished with value: 0.9966769510156643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 95}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:27:16,308] Trial 3916 finished with value: 0.9974342459250739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 94}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:27:18,057] Trial 3917 finished with value: 0.9974474461651216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 96}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:27:19,937] Trial 3918 finished with value: 0.9975158838527785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 95}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:27:21,821] Trial 3919 finished with value: 0.9972826340997774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 91}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:27:23,466] Trial 3920 finished with value: 0.99728652278689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 84}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:30:59,474] Trial 3921 finished with value: 0.9896114409796025 and parameters: {'classifier': 'SVC', 'svc_c': 4221121608.5507765, 'svc_kernel': 'rbf'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:31:01,804] Trial 3922 finished with value: 0.9973875628591412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 96}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:31:03,873] Trial 3923 finished with value: 0.9975091633508716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 95}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:31:05,689] Trial 3924 finished with value: 0.9975108913847196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 90}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:31:07,388] Trial 3925 finished with value: 0.9972200000058803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 89}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:31:09,151] Trial 3926 finished with value: 0.9972591426528048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 93}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:31:09,997] Trial 3927 finished with value: 0.9903738222695392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 96}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:31:11,613] Trial 3928 finished with value: 0.9975661994174351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 94}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:31:13,343] Trial 3929 finished with value: 0.997461045065025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 92}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:31:14,318] Trial 3930 finished with value: 0.99660081894841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 4, 'rf_n_estimators': 92}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:31:16,075] Trial 3931 finished with value: 0.9974539927432954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 94}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:31:18,977] Trial 3932 finished with value: 0.9976242511922514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 96}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:31:29,139] Trial 3933 finished with value: 0.9967632690469422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 56, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:31:29,824] Trial 3934 finished with value: 0.9940065213229244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 44}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:31:31,835] Trial 3935 finished with value: 0.9976697809343648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:31:33,371] Trial 3936 finished with value: 0.997572290175782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 82}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:31:34,991] Trial 3937 finished with value: 0.997444326106652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 7, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:31:36,983] Trial 3938 finished with value: 0.9976414774810753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:31:37,884] Trial 3939 finished with value: 0.9928249164887677 and parameters: {'classifier': 'SVC', 'svc_c': 543.9393433021896, 'svc_kernel': 'sigmoid'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:31:38,724] Trial 3940 finished with value: 0.9974434396351585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 50}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:31:40,262] Trial 3941 finished with value: 0.9965960962843026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 95}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:31:42,046] Trial 3942 finished with value: 0.9966142440832697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 34, 'rf_n_estimators': 23}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:31:43,663] Trial 3943 finished with value: 0.9976354214122614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 88}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:31:45,059] Trial 3944 finished with value: 0.9974606986457649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:31:46,072] Trial 3945 finished with value: 0.9972306049102825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 3, 'rf_n_estimators': 91}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:31:48,309] Trial 3946 finished with value: 0.9972345062925584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:32:01,962] Trial 3947 finished with value: 0.9960354484339665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 73, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:32:03,321] Trial 3948 finished with value: 0.9974353967098611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 78}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:32:05,127] Trial 3949 finished with value: 0.9974400681807237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 96}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:32:08,529] Trial 3950 finished with value: 0.996241222204402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 58, 'rf_n_estimators': 27}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:32:21,162] Trial 3951 finished with value: 0.9963653678541465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 74, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:32:25,581] Trial 3952 finished with value: 0.9971251054398667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 26, 'rf_n_estimators': 95}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:32:27,147] Trial 3953 finished with value: 0.9967362508836919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 87}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:32:29,463] Trial 3954 finished with value: 0.9973058665336868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 93}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:32:31,089] Trial 3955 finished with value: 0.9974340737786639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:32:33,062] Trial 3956 finished with value: 0.9973578973418147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:32:35,137] Trial 3957 finished with value: 0.9974863549988817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:32:35,914] Trial 3958 finished with value: 0.9950877414408815 and parameters: {'classifier': 'SVC', 'svc_c': 1601.8404424679181, 'svc_kernel': 'rbf'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:32:36,765] Trial 3959 finished with value: 0.9965170255407195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 2, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:32:38,867] Trial 3960 finished with value: 0.9971689015622602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 84}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:32:39,884] Trial 3961 finished with value: 0.99738662129064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 47}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:32:47,080] Trial 3962 finished with value: 0.9964200095812324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 40, 'rf_n_estimators': 91}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:32:48,208] Trial 3963 finished with value: 0.996058561247703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:32:48,912] Trial 3964 finished with value: 0.9891019118534098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 6, 'rf_n_estimators': 94}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:32:51,478] Trial 3965 finished with value: 0.9971309071928282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 12, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:32:53,300] Trial 3966 finished with value: 0.9973284155234968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:32:54,187] Trial 3967 finished with value: 0.9949430447978163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 5, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:32:55,081] Trial 3968 finished with value: 0.9970964668660125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 56}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:32:55,941] Trial 3969 finished with value: 0.997196358660771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 35}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:33:00,726] Trial 3970 finished with value: 0.9962112444178043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 31, 'rf_n_estimators': 77}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:33:01,961] Trial 3971 finished with value: 0.9970753591897942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 4, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:33:04,236] Trial 3972 finished with value: 0.9976515504581484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:33:08,352] Trial 3973 finished with value: 0.9944492970922099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 44, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:33:10,073] Trial 3974 finished with value: 0.9973906972314069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 80}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:33:15,321] Trial 3975 finished with value: 0.9973575482883085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 27, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:33:16,085] Trial 3976 finished with value: 0.9966772467177484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 88}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:33:17,921] Trial 3977 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 1.6410736346296712e-05, 'svc_kernel': 'sigmoid'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:33:19,705] Trial 3978 finished with value: 0.9974902529217257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:33:21,618] Trial 3979 finished with value: 0.9972785436230488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 94}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:33:23,496] Trial 3980 finished with value: 0.9976842651949349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:33:25,120] Trial 3981 finished with value: 0.9975488159624932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:33:27,647] Trial 3982 finished with value: 0.9971877004961373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:33:29,812] Trial 3983 finished with value: 0.9972888285776057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:33:30,887] Trial 3984 finished with value: 0.9970151292423882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:33:32,241] Trial 3985 finished with value: 0.9968562430886995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 96}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:33:33,954] Trial 3986 finished with value: 0.9973276738085991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 91}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:33:36,487] Trial 3987 finished with value: 0.9974387280158427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:33:38,945] Trial 3988 finished with value: 0.9969964274582459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:33:40,581] Trial 3989 finished with value: 0.9975432523390516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:33:43,116] Trial 3990 finished with value: 0.9973930089888494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:33:44,880] Trial 3991 finished with value: 0.9972679741381514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:33:46,470] Trial 3992 finished with value: 0.9973535983152964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:33:51,917] Trial 3993 finished with value: 0.9968701950728233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 27, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:33:53,203] Trial 3994 finished with value: 0.9971815433103502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:33:55,185] Trial 3995 finished with value: 0.9972133573887985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:33:56,186] Trial 3996 finished with value: 0.9937676593240073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:33:57,921] Trial 3997 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 7.672422928088108e-07, 'svc_kernel': 'rbf'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:33:58,907] Trial 3998 finished with value: 0.9967761523205082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 6, 'rf_n_estimators': 52}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:34:00,669] Trial 3999 finished with value: 0.9972352172216857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:34:01,964] Trial 4000 finished with value: 0.9965292194986729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 18}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:34:06,444] Trial 4001 finished with value: 0.9974526544192134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 24, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:34:08,129] Trial 4002 finished with value: 0.9974972030791309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 82}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:34:10,232] Trial 4003 finished with value: 0.9970526856921732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 94}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:34:11,664] Trial 4004 finished with value: 0.9976206962292357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 76}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:34:13,418] Trial 4005 finished with value: 0.9976870632405954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:34:15,231] Trial 4006 finished with value: 0.9976470745245335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:34:16,011] Trial 4007 finished with value: 0.9971972958177027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 38}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:34:16,879] Trial 4008 finished with value: 0.9969473853771266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 1, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:34:21,000] Trial 4009 finished with value: 0.9950932620911965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 62, 'rf_n_estimators': 31}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:34:27,159] Trial 4010 finished with value: 0.9968072900324104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 30, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:34:29,539] Trial 4011 finished with value: 0.9975877426964334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:34:30,692] Trial 4012 finished with value: 0.9965467498366505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:34:32,996] Trial 4013 finished with value: 0.9974238317972336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:34:35,493] Trial 4014 finished with value: 0.9854033558803135 and parameters: {'classifier': 'SVC', 'svc_c': 0.15080143208692026, 'svc_kernel': 'sigmoid'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:34:37,105] Trial 4015 finished with value: 0.9969518736250494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:34:38,299] Trial 4016 finished with value: 0.9960383490565441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:34:40,050] Trial 4017 finished with value: 0.9971797500551022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 95}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:34:41,020] Trial 4018 finished with value: 0.9969556713195815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:34:42,818] Trial 4019 finished with value: 0.9973271768564441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 90}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:34:45,198] Trial 4020 finished with value: 0.9972783335815771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:34:46,864] Trial 4021 finished with value: 0.9974585788074494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:34:47,939] Trial 4022 finished with value: 0.9973412950519895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:34:50,624] Trial 4023 finished with value: 0.9974178766232275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:34:52,432] Trial 4024 finished with value: 0.9975936466454568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:34:54,480] Trial 4025 finished with value: 0.9971112265164056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 93}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:34:56,368] Trial 4026 finished with value: 0.9973186599572365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:34:57,768] Trial 4027 finished with value: 0.9970772561645238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:35:00,692] Trial 4028 finished with value: 0.9975225995622613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 11, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:35:05,914] Trial 4029 finished with value: 0.9968688091736179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 33, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:35:11,832] Trial 4030 finished with value: 0.9968296852837968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 30, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:35:12,762] Trial 4031 finished with value: 0.9967803240462798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:35:14,583] Trial 4032 finished with value: 0.9971187976259706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:36:44,687] Trial 4033 finished with value: 0.9900688503045747 and parameters: {'classifier': 'SVC', 'svc_c': 354565107.8328598, 'svc_kernel': 'rbf'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:36:46,542] Trial 4034 finished with value: 0.9974041222393154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:36:47,773] Trial 4035 finished with value: 0.9973380032597025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 96}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:36:58,402] Trial 4036 finished with value: 0.9963918874466086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 52, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:37:00,991] Trial 4037 finished with value: 0.9972714830494634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:37:02,957] Trial 4038 finished with value: 0.9975400805477928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:37:04,175] Trial 4039 finished with value: 0.9972851492972064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 109}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:37:08,565] Trial 4040 finished with value: 0.9972030539310414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:37:11,369] Trial 4041 finished with value: 0.997517053616834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:37:12,885] Trial 4042 finished with value: 0.997145073852158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 86}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:37:15,346] Trial 4043 finished with value: 0.9976226684545436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 92}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:37:16,872] Trial 4044 finished with value: 0.997199874110092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 6, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:37:18,832] Trial 4045 finished with value: 0.9970472309297541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:37:21,209] Trial 4046 finished with value: 0.9972590495020465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:37:23,108] Trial 4047 finished with value: 0.9975450151259083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:37:25,170] Trial 4048 finished with value: 0.9975213336323461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:37:26,479] Trial 4049 finished with value: 0.997366647927235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:37:28,759] Trial 4050 finished with value: 0.9975151176044784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:37:30,340] Trial 4051 finished with value: 0.9973499743858074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:37:31,270] Trial 4052 finished with value: 0.9922495268247427 and parameters: {'classifier': 'SVC', 'svc_c': 174.05339796812993, 'svc_kernel': 'sigmoid'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:37:32,946] Trial 4053 finished with value: 0.9973333374381873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:37:34,909] Trial 4054 finished with value: 0.9972765038912114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 76}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:37:37,832] Trial 4055 finished with value: 0.9975358908901035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:37:39,686] Trial 4056 finished with value: 0.9969815419353116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:37:43,711] Trial 4057 finished with value: 0.9969553802194943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 25, 'rf_n_estimators': 96}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:37:45,156] Trial 4058 finished with value: 0.9966063087812166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:37:47,184] Trial 4059 finished with value: 0.9974580572266779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 94}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:37:48,883] Trial 4060 finished with value: 0.9972921200842516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:37:51,615] Trial 4061 finished with value: 0.9972810544089086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:37:53,432] Trial 4062 finished with value: 0.9973519281396536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:37:55,098] Trial 4063 finished with value: 0.9972606074841863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:37:55,743] Trial 4064 finished with value: 0.9951595174803359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 41}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:38:08,168] Trial 4065 finished with value: 0.9963914400373269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 68, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:38:10,559] Trial 4066 finished with value: 0.9976723444051512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:38:11,564] Trial 4067 finished with value: 0.9970796590732361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 109}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:38:13,227] Trial 4068 finished with value: 0.9951877645353636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:38:15,957] Trial 4069 finished with value: 0.9973525714987758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:38:17,733] Trial 4070 finished with value: 0.9850838029493749 and parameters: {'classifier': 'SVC', 'svc_c': 0.00030437445603610135, 'svc_kernel': 'rbf'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:38:23,133] Trial 4071 finished with value: 0.9972226452335166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 31, 'rf_n_estimators': 91}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:38:25,064] Trial 4072 finished with value: 0.9975424573044696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:38:34,200] Trial 4073 finished with value: 0.9967903713156477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 51, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:38:35,152] Trial 4074 finished with value: 0.9933662519493595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:38:36,543] Trial 4075 finished with value: 0.9974337256772947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:38:38,494] Trial 4076 finished with value: 0.9974232734639655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 88}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:38:39,371] Trial 4077 finished with value: 0.9967274114638686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 96}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:38:40,602] Trial 4078 finished with value: 0.9973748208510015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:38:42,247] Trial 4079 finished with value: 0.9974634235038109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:38:43,783] Trial 4080 finished with value: 0.9972935581923149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 78}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:38:54,818] Trial 4081 finished with value: 0.9964071859114569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 51, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:38:57,264] Trial 4082 finished with value: 0.9972897893158027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 95}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:38:59,354] Trial 4083 finished with value: 0.9973656839200334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:39:03,364] Trial 4084 finished with value: 0.997110275902601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 22, 'rf_n_estimators': 109}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:39:04,890] Trial 4085 finished with value: 0.9973151549179492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:39:06,713] Trial 4086 finished with value: 0.9975817349327145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:39:14,207] Trial 4087 finished with value: 0.9966852788204194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 42, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:39:16,417] Trial 4088 finished with value: 0.9973311026451707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:39:17,574] Trial 4089 finished with value: 0.9876585730655792 and parameters: {'classifier': 'SVC', 'svc_c': 62591.861642860764, 'svc_kernel': 'sigmoid'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:39:19,773] Trial 4090 finished with value: 0.9972737173664115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:39:21,543] Trial 4091 finished with value: 0.997335120442091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:39:22,945] Trial 4092 finished with value: 0.9974720266031752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 94}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:39:25,724] Trial 4093 finished with value: 0.9975883091863437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:39:27,455] Trial 4094 finished with value: 0.9959187777596655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 14, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:39:30,364] Trial 4095 finished with value: 0.9973564943676149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:39:34,289] Trial 4096 finished with value: 0.9972482661671286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:39:35,145] Trial 4097 finished with value: 0.990142008307734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:39:36,976] Trial 4098 finished with value: 0.9973552800752752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:39:43,572] Trial 4099 finished with value: 0.9972463323446883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 30, 'rf_n_estimators': 112}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:39:46,271] Trial 4100 finished with value: 0.9974038505310895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:39:48,040] Trial 4101 finished with value: 0.9970315680185142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:39:48,622] Trial 4102 finished with value: 0.9964795230771152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 14}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:39:49,585] Trial 4103 finished with value: 0.9970855476293746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 92}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:39:50,930] Trial 4104 finished with value: 0.997268868068053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:39:54,928] Trial 4105 finished with value: 0.9965316011112494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 24, 'rf_n_estimators': 83}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:39:55,958] Trial 4106 finished with value: 0.9937858976077488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:39:57,557] Trial 4107 finished with value: 0.9975133805253268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 89}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:39:59,579] Trial 4108 finished with value: 0.9971966145635189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 96}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:40:00,486] Trial 4109 finished with value: 0.9911730728518261 and parameters: {'classifier': 'SVC', 'svc_c': 12.543033915445175, 'svc_kernel': 'rbf'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:40:02,239] Trial 4110 finished with value: 0.9976000561793462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:40:02,825] Trial 4111 finished with value: 0.9966423557761223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 25}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:40:04,203] Trial 4112 finished with value: 0.9971333669441328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 54}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:40:09,391] Trial 4113 finished with value: 0.9968919052297389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 27, 'rf_n_estimators': 110}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:40:11,779] Trial 4114 finished with value: 0.9972078043023421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:40:13,680] Trial 4115 finished with value: 0.9974560867152168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:40:14,998] Trial 4116 finished with value: 0.9975334732232639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 76}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:40:16,607] Trial 4117 finished with value: 0.9975175393972459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 58}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:40:19,582] Trial 4118 finished with value: 0.9972356528244658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 14, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:40:20,144] Trial 4119 finished with value: 0.9958412249132452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 1, 'rf_n_estimators': 45}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:40:22,941] Trial 4120 finished with value: 0.9971700603767378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:40:24,660] Trial 4121 finished with value: 0.9973966836355141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:40:26,411] Trial 4122 finished with value: 0.9919194975279271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 19, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:40:28,688] Trial 4123 finished with value: 0.9976287737171142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:40:30,066] Trial 4124 finished with value: 0.9967383842106182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:40:31,542] Trial 4125 finished with value: 0.9973320217749712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 94}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:40:41,473] Trial 4126 finished with value: 0.9967027013129873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 48, 'rf_n_estimators': 109}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:40:43,411] Trial 4127 finished with value: 0.9852058917288118 and parameters: {'classifier': 'SVC', 'svc_c': 6.773284112061611e-10, 'svc_kernel': 'sigmoid'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:40:49,389] Trial 4128 finished with value: 0.9963305315969352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 45, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:40:50,724] Trial 4129 finished with value: 0.9975716895676211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:41:00,470] Trial 4130 finished with value: 0.9965557033225133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 46, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:41:02,596] Trial 4131 finished with value: 0.997351976000418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:41:05,106] Trial 4132 finished with value: 0.9974941241529894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:41:06,703] Trial 4133 finished with value: 0.997424234360852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:41:09,193] Trial 4134 finished with value: 0.9973577809271701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 92}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:41:12,011] Trial 4135 finished with value: 0.9967054270596946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 14, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:41:13,793] Trial 4136 finished with value: 0.9972957206546403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:41:15,637] Trial 4137 finished with value: 0.9976151997632062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:41:16,611] Trial 4138 finished with value: 0.9971387153528241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 33}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:41:26,058] Trial 4139 finished with value: 0.9963513908922893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 49, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:41:28,026] Trial 4140 finished with value: 0.9975119449880339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:41:40,951] Trial 4141 finished with value: 0.9967822090558182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 64, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:41:41,493] Trial 4142 finished with value: 0.9965274294806915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 10}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:41:49,907] Trial 4143 finished with value: 0.9970332420027059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 46, 'rf_n_estimators': 110}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:41:55,737] Trial 4144 finished with value: 0.9969947113578512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 32, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:42:11,431] Trial 4145 finished with value: 0.9917189863786188 and parameters: {'classifier': 'SVC', 'svc_c': 5444633.553115422, 'svc_kernel': 'rbf'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:42:12,446] Trial 4146 finished with value: 0.9970358884363822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 95}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:42:14,532] Trial 4147 finished with value: 0.9975387039477942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:42:16,772] Trial 4148 finished with value: 0.9973693538060123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 80}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:42:18,867] Trial 4149 finished with value: 0.9961570640964169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:42:20,096] Trial 4150 finished with value: 0.9972583172767832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 49}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:42:24,446] Trial 4151 finished with value: 0.9970962870072907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 23, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:42:25,617] Trial 4152 finished with value: 0.9966399704502105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:42:41,544] Trial 4153 finished with value: 0.9955991353913037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 74, 'rf_n_estimators': 111}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:42:44,424] Trial 4154 finished with value: 0.9969470934518537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 18, 'rf_n_estimators': 75}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:42:48,264] Trial 4155 finished with value: 0.9971396713938105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 96}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:42:49,487] Trial 4156 finished with value: 0.9975135068739364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 89}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:42:51,226] Trial 4157 finished with value: 0.9977532662621873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:42:59,120] Trial 4158 finished with value: 0.9970542816963262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 37, 'rf_n_estimators': 112}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:43:00,728] Trial 4159 finished with value: 0.9973287980287577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:43:02,358] Trial 4160 finished with value: 0.9968575508491767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:43:04,073] Trial 4161 finished with value: 0.997343774766438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:43:06,511] Trial 4162 finished with value: 0.9976396380154342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:43:08,077] Trial 4163 finished with value: 0.997451095611888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:43:09,689] Trial 4164 finished with value: 0.9972315217232158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:43:11,177] Trial 4165 finished with value: 0.9866091877826619 and parameters: {'classifier': 'SVC', 'svc_c': 51466589.453391865, 'svc_kernel': 'sigmoid'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:43:14,519] Trial 4166 finished with value: 0.9972006253146238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:43:15,983] Trial 4167 finished with value: 0.9973475192364994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:43:17,743] Trial 4168 finished with value: 0.9975399806368602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:43:24,713] Trial 4169 finished with value: 0.9968507297381032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 33, 'rf_n_estimators': 112}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:43:26,437] Trial 4170 finished with value: 0.9973437193203137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:43:28,258] Trial 4171 finished with value: 0.9976147096347011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:43:29,863] Trial 4172 finished with value: 0.9976083429787247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:43:30,838] Trial 4173 finished with value: 0.9947737878067926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:43:32,662] Trial 4174 finished with value: 0.9973798818412026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:43:34,801] Trial 4175 finished with value: 0.9972215293921657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:43:35,802] Trial 4176 finished with value: 0.9972122608440954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:43:38,776] Trial 4177 finished with value: 0.9971416857987978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:43:41,711] Trial 4178 finished with value: 0.9975808875305848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:43:42,937] Trial 4179 finished with value: 0.9970985409065277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:43:44,746] Trial 4180 finished with value: 0.9968507583339578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:43:45,698] Trial 4181 finished with value: 0.9970132813979395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:43:48,499] Trial 4182 finished with value: 0.9974003994462448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:43:50,095] Trial 4183 finished with value: 0.9973864047428975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:43:51,910] Trial 4184 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 3.0225090487702246e-09, 'svc_kernel': 'rbf'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:43:59,387] Trial 4185 finished with value: 0.9972175605033606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 39, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:44:00,659] Trial 4186 finished with value: 0.997008154043774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:44:02,611] Trial 4187 finished with value: 0.9972990205718317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:44:10,927] Trial 4188 finished with value: 0.9969652135118899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 37, 'rf_n_estimators': 111}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:44:20,829] Trial 4189 finished with value: 0.9958480693834186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 48, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:44:22,686] Trial 4190 finished with value: 0.9973898332303519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:44:24,696] Trial 4191 finished with value: 0.9963712654555884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 16, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:44:30,918] Trial 4192 finished with value: 0.9969788045725303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 33, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:44:32,682] Trial 4193 finished with value: 0.9974579768980342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:44:34,040] Trial 4194 finished with value: 0.9975746248479934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:44:36,070] Trial 4195 finished with value: 0.9970759519269542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:44:38,193] Trial 4196 finished with value: 0.99689252161164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:44:41,336] Trial 4197 finished with value: 0.9972002008201115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 18, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:44:44,634] Trial 4198 finished with value: 0.9974511283019326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:44:52,431] Trial 4199 finished with value: 0.9969056124828585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 40, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:44:55,609] Trial 4200 finished with value: 0.997232841480622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:44:56,372] Trial 4201 finished with value: 0.9912014305451993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 4, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:44:57,240] Trial 4202 finished with value: 0.9926091617494531 and parameters: {'classifier': 'SVC', 'svc_c': 4158.975091444434, 'svc_kernel': 'sigmoid'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:44:58,335] Trial 4203 finished with value: 0.9954000607314253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:45:00,040] Trial 4204 finished with value: 0.9974467072114219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:45:01,896] Trial 4205 finished with value: 0.9972661433686968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:45:04,324] Trial 4206 finished with value: 0.9974584170393349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:45:08,686] Trial 4207 finished with value: 0.9970905499044468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 20, 'rf_n_estimators': 111}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:45:09,671] Trial 4208 finished with value: 0.9972932125030267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:45:11,283] Trial 4209 finished with value: 0.9968915976259396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:45:13,233] Trial 4210 finished with value: 0.9973553543102408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:45:14,326] Trial 4211 finished with value: 0.9913367758359938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 15, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:45:16,540] Trial 4212 finished with value: 0.9977033861733591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:45:19,679] Trial 4213 finished with value: 0.9969397022327482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:45:22,102] Trial 4214 finished with value: 0.9971923899306555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:45:28,217] Trial 4215 finished with value: 0.9971747203267401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 31, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:45:30,801] Trial 4216 finished with value: 0.9974772011516091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:45:33,308] Trial 4217 finished with value: 0.9969885489987851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:45:35,980] Trial 4218 finished with value: 0.9970342444127754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:45:38,478] Trial 4219 finished with value: 0.9974251767545385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:45:40,676] Trial 4220 finished with value: 0.9975732164148736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:45:41,708] Trial 4221 finished with value: 0.9889435836203964 and parameters: {'classifier': 'SVC', 'svc_c': 2.552968333192311, 'svc_kernel': 'rbf'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:45:47,508] Trial 4222 finished with value: 0.9971413688323159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 29, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:45:50,146] Trial 4223 finished with value: 0.9973401401412746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:45:52,952] Trial 4224 finished with value: 0.9972818100567477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:45:55,306] Trial 4225 finished with value: 0.9973695707028719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:45:56,617] Trial 4226 finished with value: 0.9963651615577479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 21}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:46:01,412] Trial 4227 finished with value: 0.9955214000201774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 42, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:46:04,501] Trial 4228 finished with value: 0.9976306985259886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:46:10,117] Trial 4229 finished with value: 0.9968879858203317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 35, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:46:12,400] Trial 4230 finished with value: 0.9969379711520613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:46:14,714] Trial 4231 finished with value: 0.9969148893145224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:46:17,418] Trial 4232 finished with value: 0.9971189822771164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:46:18,748] Trial 4233 finished with value: 0.997327085641698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 5, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:46:21,891] Trial 4234 finished with value: 0.9974147477416194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:46:25,411] Trial 4235 finished with value: 0.997385171122172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:46:27,743] Trial 4236 finished with value: 0.9975112550694014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:46:30,865] Trial 4237 finished with value: 0.9965577632396596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 23, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:46:33,790] Trial 4238 finished with value: 0.9970627049052311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:46:37,931] Trial 4239 finished with value: 0.9967713037203839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 20, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:46:39,773] Trial 4240 finished with value: 0.9852053993786534 and parameters: {'classifier': 'SVC', 'svc_c': 0.00013957179039472147, 'svc_kernel': 'sigmoid'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:46:42,396] Trial 4241 finished with value: 0.9973213261953672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:46:45,116] Trial 4242 finished with value: 0.9974569979422782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:46:46,014] Trial 4243 finished with value: 0.9968119552826432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 6, 'rf_n_estimators': 43}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:46:47,311] Trial 4244 finished with value: 0.9963427438993989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:46:50,635] Trial 4245 finished with value: 0.997410432973099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:46:52,870] Trial 4246 finished with value: 0.9975234711486763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:46:54,531] Trial 4247 finished with value: 0.9973113559856387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:46:58,237] Trial 4248 finished with value: 0.997426844232459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 109}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:46:59,473] Trial 4249 finished with value: 0.9947032136184187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 14, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:47:00,769] Trial 4250 finished with value: 0.9970498771095273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:47:10,558] Trial 4251 finished with value: 0.9968694187953445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 49, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:47:12,129] Trial 4252 finished with value: 0.9969193496648246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 6, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:47:17,250] Trial 4253 finished with value: 0.9973599877908281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 25, 'rf_n_estimators': 110}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:47:18,337] Trial 4254 finished with value: 0.9969325934492813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 4, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:47:21,048] Trial 4255 finished with value: 0.9970306510786294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:47:23,808] Trial 4256 finished with value: 0.9969328266911633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:47:25,130] Trial 4257 finished with value: 0.9975590963785295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:47:27,112] Trial 4258 finished with value: 0.9853907391099567 and parameters: {'classifier': 'SVC', 'svc_c': 0.030001141278930853, 'svc_kernel': 'rbf'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:47:37,023] Trial 4259 finished with value: 0.9965023791946558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 48, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:47:39,246] Trial 4260 finished with value: 0.9973610136234733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:47:40,118] Trial 4261 finished with value: 0.9963020927814704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 29}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:47:48,096] Trial 4262 finished with value: 0.9967900113125632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 40, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:47:50,420] Trial 4263 finished with value: 0.9973146445723972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:47:55,446] Trial 4264 finished with value: 0.9971477719551481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 27, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:47:58,307] Trial 4265 finished with value: 0.9973833800251019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:48:02,788] Trial 4266 finished with value: 0.9968637878875389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 26, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:48:04,665] Trial 4267 finished with value: 0.9975016615886346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:48:06,728] Trial 4268 finished with value: 0.997340913118011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:48:12,301] Trial 4269 finished with value: 0.9964638678464489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 40, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:48:13,280] Trial 4270 finished with value: 0.9910466565769674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:48:14,280] Trial 4271 finished with value: 0.9969411058417061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:48:15,800] Trial 4272 finished with value: 0.9974894502700457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:48:16,901] Trial 4273 finished with value: 0.9953093999705303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 16, 'rf_n_estimators': 57}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:48:19,164] Trial 4274 finished with value: 0.9973874466349238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:48:21,498] Trial 4275 finished with value: 0.9975748842101733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:48:22,923] Trial 4276 finished with value: 0.9976018363903142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 75}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:48:24,312] Trial 4277 finished with value: 0.9971177327239612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 5, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:48:26,342] Trial 4278 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 3.2238015506004005e-06, 'svc_kernel': 'sigmoid'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:48:29,455] Trial 4279 finished with value: 0.9967088389164855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 18, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:48:31,681] Trial 4280 finished with value: 0.9974921968685581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:48:32,875] Trial 4281 finished with value: 0.9967047254932498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 39}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:48:35,076] Trial 4282 finished with value: 0.9969662397253901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:48:38,105] Trial 4283 finished with value: 0.9976115999227892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:48:39,945] Trial 4284 finished with value: 0.997096039610302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:48:44,195] Trial 4285 finished with value: 0.9972658001867032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 22, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:48:45,962] Trial 4286 finished with value: 0.9973831723004972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:48:47,392] Trial 4287 finished with value: 0.9977468665353113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:48:49,281] Trial 4288 finished with value: 0.9972163506225898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:48:50,787] Trial 4289 finished with value: 0.9972584012870241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:48:52,286] Trial 4290 finished with value: 0.9975194448142588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:48:53,584] Trial 4291 finished with value: 0.9974403692147761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:48:54,860] Trial 4292 finished with value: 0.9974179849447058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:48:56,168] Trial 4293 finished with value: 0.9975607734412981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:48:57,315] Trial 4294 finished with value: 0.9973452056065204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 4, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:48:58,754] Trial 4295 finished with value: 0.9974952319329117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:49:00,514] Trial 4296 finished with value: 0.98507511704581 and parameters: {'classifier': 'SVC', 'svc_c': 3.5555258946935985e-10, 'svc_kernel': 'rbf'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:49:01,838] Trial 4297 finished with value: 0.997461579499649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:49:02,645] Trial 4298 finished with value: 0.9961282901286496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 1, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:49:04,097] Trial 4299 finished with value: 0.9974297913193331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:49:05,522] Trial 4300 finished with value: 0.9972333134867819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:49:15,965] Trial 4301 finished with value: 0.9961951854809549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 63, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:49:19,532] Trial 4302 finished with value: 0.9972693086854224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 19, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:49:22,479] Trial 4303 finished with value: 0.9974992073597256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:49:31,266] Trial 4304 finished with value: 0.9962698838517152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 60, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:49:32,292] Trial 4305 finished with value: 0.9971626701097694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:49:33,453] Trial 4306 finished with value: 0.9973884912246724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:49:34,814] Trial 4307 finished with value: 0.9976230279815596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:49:37,382] Trial 4308 finished with value: 0.9974585779505257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:49:38,830] Trial 4309 finished with value: 0.9972416908661482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 6, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:49:41,157] Trial 4310 finished with value: 0.9972497578170417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:49:42,240] Trial 4311 finished with value: 0.9974760782644427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 79}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:49:44,780] Trial 4312 finished with value: 0.9973930078145467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:49:48,186] Trial 4313 finished with value: 0.9972178819766254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:49:49,078] Trial 4314 finished with value: 0.9974776158391082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 47}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:49:50,510] Trial 4315 finished with value: 0.9862703642290654 and parameters: {'classifier': 'SVC', 'svc_c': 0.8633770465391514, 'svc_kernel': 'sigmoid'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:49:53,274] Trial 4316 finished with value: 0.9973573159033499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:50:01,039] Trial 4317 finished with value: 0.9961102322431739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 54, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:50:03,304] Trial 4318 finished with value: 0.9973129802047914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:50:04,068] Trial 4319 finished with value: 0.9966008242486404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 77}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:50:06,561] Trial 4320 finished with value: 0.9964564288935307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 17, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:50:10,113] Trial 4321 finished with value: 0.9968226684450477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 26, 'rf_n_estimators': 74}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:50:12,180] Trial 4322 finished with value: 0.9972915235702807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:50:13,973] Trial 4323 finished with value: 0.996648942566225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:50:18,529] Trial 4324 finished with value: 0.9970676864237117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 27, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:50:20,591] Trial 4325 finished with value: 0.9972299538071109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:50:22,698] Trial 4326 finished with value: 0.9975075455427763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:50:23,852] Trial 4327 finished with value: 0.9973371438606441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:50:26,596] Trial 4328 finished with value: 0.9974980166803888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:50:28,896] Trial 4329 finished with value: 0.9975647601668071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:50:30,842] Trial 4330 finished with value: 0.9977093051978887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:50:36,744] Trial 4331 finished with value: 0.9968097394371572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 35, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:50:38,292] Trial 4332 finished with value: 0.9975407029281583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:50:40,116] Trial 4333 finished with value: 0.9975098410504097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:50:41,996] Trial 4334 finished with value: 0.9973508197249731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:50:43,764] Trial 4335 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 3.887485221924015e-05, 'svc_kernel': 'rbf'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:50:45,402] Trial 4336 finished with value: 0.9971090432657507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:50:47,787] Trial 4337 finished with value: 0.9976432184639897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:50:49,628] Trial 4338 finished with value: 0.9973879898292104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:50:50,524] Trial 4339 finished with value: 0.9970087939434643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:50:52,140] Trial 4340 finished with value: 0.9975770901851697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:50:53,628] Trial 4341 finished with value: 0.9975485904646607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:50:57,258] Trial 4342 finished with value: 0.9971264425896463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 20, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:50:59,044] Trial 4343 finished with value: 0.997417742371879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:51:00,643] Trial 4344 finished with value: 0.9974169963088878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:51:02,618] Trial 4345 finished with value: 0.9974807418960424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 96}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:51:07,915] Trial 4346 finished with value: 0.9968522305920094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 30, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:51:09,751] Trial 4347 finished with value: 0.9972540287872501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:51:10,961] Trial 4348 finished with value: 0.9971695320992678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 96}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:51:14,544] Trial 4349 finished with value: 0.9971341902571905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:51:15,482] Trial 4350 finished with value: 0.9976043903079903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 36}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:51:16,971] Trial 4351 finished with value: 0.9973539972290553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:51:18,913] Trial 4352 finished with value: 0.9852183474927639 and parameters: {'classifier': 'SVC', 'svc_c': 0.0007169200723567407, 'svc_kernel': 'sigmoid'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:51:21,062] Trial 4353 finished with value: 0.9966250322740877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 22, 'rf_n_estimators': 53}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:51:22,702] Trial 4354 finished with value: 0.9973404331773743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:51:25,652] Trial 4355 finished with value: 0.9973198494940085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:51:27,472] Trial 4356 finished with value: 0.9974838100312953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:51:34,742] Trial 4357 finished with value: 0.9966013039353738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 44, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:51:36,450] Trial 4358 finished with value: 0.9973161746251783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:51:37,320] Trial 4359 finished with value: 0.9969930279792388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 96}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:51:40,757] Trial 4360 finished with value: 0.9972736630945896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:51:46,086] Trial 4361 finished with value: 0.9968688547492529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 28, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:51:47,895] Trial 4362 finished with value: 0.9974863884188983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:51:48,824] Trial 4363 finished with value: 0.9966653745821766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 3, 'rf_n_estimators': 96}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:51:53,515] Trial 4364 finished with value: 0.9972566530996049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 24, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:51:54,936] Trial 4365 finished with value: 0.9974015013863923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:51:56,944] Trial 4366 finished with value: 0.9974079746817379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:51:58,093] Trial 4367 finished with value: 0.9973214156645284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 81}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:51:59,193] Trial 4368 finished with value: 0.9962125863282699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:52:01,192] Trial 4369 finished with value: 0.9974605989887356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:52:02,667] Trial 4370 finished with value: 0.997672971419251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:52:04,541] Trial 4371 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 4.6521518416254585e-08, 'svc_kernel': 'rbf'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:52:05,973] Trial 4372 finished with value: 0.9973351745552232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 74}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:52:08,914] Trial 4373 finished with value: 0.9969604484142002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 14, 'rf_n_estimators': 96}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:52:18,309] Trial 4374 finished with value: 0.9966580178621766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 47, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:52:19,655] Trial 4375 finished with value: 0.9975320536184008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:52:20,753] Trial 4376 finished with value: 0.9943205910542791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 49, 'rf_n_estimators': 8}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:52:24,141] Trial 4377 finished with value: 0.9970693257501083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 16, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:52:25,190] Trial 4378 finished with value: 0.9971628871970566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:52:26,768] Trial 4379 finished with value: 0.996978165593239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:52:28,434] Trial 4380 finished with value: 0.9972964581483964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:52:31,988] Trial 4381 finished with value: 0.9972316366779165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:52:34,689] Trial 4382 finished with value: 0.99732660132123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:52:35,804] Trial 4383 finished with value: 0.9965957580534225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 78}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:52:36,292] Trial 4384 finished with value: 0.9929330401763249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 16}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:52:37,756] Trial 4385 finished with value: 0.9976745275923303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 96}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:52:40,451] Trial 4386 finished with value: 0.9970613879407604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:52:43,393] Trial 4387 finished with value: 0.9970069625709895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 16, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:52:44,453] Trial 4388 finished with value: 0.9969711049561779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 4, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:52:46,665] Trial 4389 finished with value: 0.9973125894794125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 73}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:52:47,909] Trial 4390 finished with value: 0.98718501346206 and parameters: {'classifier': 'SVC', 'svc_c': 166106.03489690667, 'svc_kernel': 'sigmoid'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:52:48,978] Trial 4391 finished with value: 0.9972974819498154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 50}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:52:50,793] Trial 4392 finished with value: 0.9975994857856731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:52:52,660] Trial 4393 finished with value: 0.9916582025095136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 39, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:52:53,845] Trial 4394 finished with value: 0.9955829027211488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:53:00,425] Trial 4395 finished with value: 0.9967724515535455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 34, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:53:03,109] Trial 4396 finished with value: 0.9972325284179028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:53:04,794] Trial 4397 finished with value: 0.9971043461189208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:53:06,447] Trial 4398 finished with value: 0.9975557567254781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:53:08,017] Trial 4399 finished with value: 0.9970190387178305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 95}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:53:09,467] Trial 4400 finished with value: 0.9974659492382253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:53:11,596] Trial 4401 finished with value: 0.9975473275498468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:53:14,773] Trial 4402 finished with value: 0.9969662983453053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 18, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:53:17,180] Trial 4403 finished with value: 0.9974885747163924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:53:18,690] Trial 4404 finished with value: 0.997380185572977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 75}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:53:20,173] Trial 4405 finished with value: 0.9974646201181363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:53:22,429] Trial 4406 finished with value: 0.9971828832848035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:53:24,714] Trial 4407 finished with value: 0.9968882832362627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 15, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:53:26,468] Trial 4408 finished with value: 0.9975131874318977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:53:28,373] Trial 4409 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 7.14521946177929e-09, 'svc_kernel': 'rbf'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:53:29,592] Trial 4410 finished with value: 0.9973738671586198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:53:34,947] Trial 4411 finished with value: 0.9967563169852626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 27, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:53:37,462] Trial 4412 finished with value: 0.9974153003938024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:53:38,097] Trial 4413 finished with value: 0.9889277998829425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 3, 'rf_n_estimators': 83}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:53:42,113] Trial 4414 finished with value: 0.9972102590707953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 24, 'rf_n_estimators': 95}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:53:43,827] Trial 4415 finished with value: 0.9974009696812285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:53:45,435] Trial 4416 finished with value: 0.9970203240078693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 6, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:53:46,220] Trial 4417 finished with value: 0.9966009635463161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 24}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:53:47,256] Trial 4418 finished with value: 0.9961024502034759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 31}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:53:47,676] Trial 4419 finished with value: 0.9824492691156252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 2}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:53:49,359] Trial 4420 finished with value: 0.9975453289185996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:53:51,457] Trial 4421 finished with value: 0.9965493611047256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 21, 'rf_n_estimators': 55}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:53:53,611] Trial 4422 finished with value: 0.9973605671980671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:53:56,789] Trial 4423 finished with value: 0.9975495491716316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:54:00,063] Trial 4424 finished with value: 0.9972278878280241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:54:01,312] Trial 4425 finished with value: 0.9973253762697395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 96}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:54:02,526] Trial 4426 finished with value: 0.9962157922377792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:54:04,353] Trial 4427 finished with value: 0.9852050716847587 and parameters: {'classifier': 'SVC', 'svc_c': 4.292569863534644e-07, 'svc_kernel': 'sigmoid'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:54:07,006] Trial 4428 finished with value: 0.9972107832540752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:54:12,238] Trial 4429 finished with value: 0.9965804328335178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 41, 'rf_n_estimators': 73}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:54:14,154] Trial 4430 finished with value: 0.997590056992908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:54:18,718] Trial 4431 finished with value: 0.9972449211186326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 31, 'rf_n_estimators': 77}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:54:25,508] Trial 4432 finished with value: 0.9966929739299887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 36, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:54:26,359] Trial 4433 finished with value: 0.997162828037597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 1, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:54:28,680] Trial 4434 finished with value: 0.9974219330769193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:54:32,257] Trial 4435 finished with value: 0.9967974257003412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:54:33,406] Trial 4436 finished with value: 0.9912800065582806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 17, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:54:35,518] Trial 4437 finished with value: 0.9976021832539049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:54:37,011] Trial 4438 finished with value: 0.9974802179666659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:54:38,401] Trial 4439 finished with value: 0.9974451709380109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:54:40,354] Trial 4440 finished with value: 0.9976351057787715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:54:42,434] Trial 4441 finished with value: 0.9971308273085149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:54:44,595] Trial 4442 finished with value: 0.9969345275256246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 95}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:54:46,935] Trial 4443 finished with value: 0.9972535408169225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:54:49,915] Trial 4444 finished with value: 0.9975384526787807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:55:01,887] Trial 4445 finished with value: 0.9964227323445765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 70, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:55:02,878] Trial 4446 finished with value: 0.9898725647402671 and parameters: {'classifier': 'SVC', 'svc_c': 4.712064169254535, 'svc_kernel': 'rbf'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:55:05,191] Trial 4447 finished with value: 0.9976222377711393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:55:05,923] Trial 4448 finished with value: 0.9931324595098783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 2, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:55:07,509] Trial 4449 finished with value: 0.9975920293769058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:55:09,449] Trial 4450 finished with value: 0.9975990432640293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:55:12,133] Trial 4451 finished with value: 0.997482027566936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:55:21,842] Trial 4452 finished with value: 0.996774749854115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 49, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:55:22,996] Trial 4453 finished with value: 0.9975734941533018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 58}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:55:23,746] Trial 4454 finished with value: 0.9972994775976991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 5, 'rf_n_estimators': 46}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:55:26,659] Trial 4455 finished with value: 0.9972023683605021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:55:28,884] Trial 4456 finished with value: 0.9970451671405828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 96}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:55:32,058] Trial 4457 finished with value: 0.9971624697800975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 22, 'rf_n_estimators': 73}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:55:34,183] Trial 4458 finished with value: 0.9939613238449644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 18, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:55:36,629] Trial 4459 finished with value: 0.9958013612128008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 42, 'rf_n_estimators': 42}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:55:39,172] Trial 4460 finished with value: 0.9974017236786962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:55:41,111] Trial 4461 finished with value: 0.9974097495924753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:55:43,646] Trial 4462 finished with value: 0.9973489142762223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:55:45,699] Trial 4463 finished with value: 0.9973426633049184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:55:47,259] Trial 4464 finished with value: 0.9973398087340447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:55:48,622] Trial 4465 finished with value: 0.9867235698047176 and parameters: {'classifier': 'SVC', 'svc_c': 679030.5430747772, 'svc_kernel': 'sigmoid'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:55:50,742] Trial 4466 finished with value: 0.9971573668641208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:55:52,488] Trial 4467 finished with value: 0.9974776636363968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:55:54,302] Trial 4468 finished with value: 0.9975953956897996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 95}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:55:57,428] Trial 4469 finished with value: 0.9973111879968943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 20, 'rf_n_estimators': 80}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:55:59,735] Trial 4470 finished with value: 0.9974854592599192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:56:01,756] Trial 4471 finished with value: 0.9972690841079893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:56:02,551] Trial 4472 finished with value: 0.9955999762236862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 28}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:56:04,940] Trial 4473 finished with value: 0.9973108790283653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:56:07,838] Trial 4474 finished with value: 0.9975462263079334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:56:09,291] Trial 4475 finished with value: 0.9977008057227922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:56:24,259] Trial 4476 finished with value: 0.9957327988269057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 71, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:56:26,747] Trial 4477 finished with value: 0.9972787262429682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 17, 'rf_n_estimators': 75}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:56:27,664] Trial 4478 finished with value: 0.9903262703783892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:56:29,889] Trial 4479 finished with value: 0.9974751164471569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:56:33,010] Trial 4480 finished with value: 0.9970358537785874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 16, 'rf_n_estimators': 94}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:56:41,418] Trial 4481 finished with value: 0.9968782854145545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 42, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:56:47,821] Trial 4482 finished with value: 0.996954455218181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 30, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:56:49,357] Trial 4483 finished with value: 0.9859137967096364 and parameters: {'classifier': 'SVC', 'svc_c': 0.2899076400322499, 'svc_kernel': 'rbf'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:56:51,147] Trial 4484 finished with value: 0.9972859900343752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:56:52,505] Trial 4485 finished with value: 0.9976503037931428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:56:55,229] Trial 4486 finished with value: 0.9953097123667535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 29, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:57:00,896] Trial 4487 finished with value: 0.9947815897461587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 51, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:57:03,831] Trial 4488 finished with value: 0.99684545264449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 39, 'rf_n_estimators': 37}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:57:05,767] Trial 4489 finished with value: 0.9974118675582545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:57:08,526] Trial 4490 finished with value: 0.9972929818953911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 13, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:57:10,230] Trial 4491 finished with value: 0.9964454452289407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:57:14,612] Trial 4492 finished with value: 0.9965494311185493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 28, 'rf_n_estimators': 77}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:57:17,955] Trial 4493 finished with value: 0.9965611681775868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 35, 'rf_n_estimators': 52}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:57:20,416] Trial 4494 finished with value: 0.9974722394058446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:57:21,590] Trial 4495 finished with value: 0.9971718276386395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 72}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:57:22,254] Trial 4496 finished with value: 0.9945711861449951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 19}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:57:24,388] Trial 4497 finished with value: 0.9973604788397327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:57:26,704] Trial 4498 finished with value: 0.9976668248974008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:57:27,861] Trial 4499 finished with value: 0.9973194574673753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 95}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:57:29,331] Trial 4500 finished with value: 0.995724550874726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 13, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:57:31,084] Trial 4501 finished with value: 0.9971275485922458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:57:32,923] Trial 4502 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 9.98084277654619e-06, 'svc_kernel': 'sigmoid'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:57:37,020] Trial 4503 finished with value: 0.9972676506019226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 21, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:57:39,954] Trial 4504 finished with value: 0.9973065086867686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:57:42,207] Trial 4505 finished with value: 0.997529400710191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:57:44,845] Trial 4506 finished with value: 0.9971420015592393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:57:46,126] Trial 4507 finished with value: 0.9962628803746253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:57:47,717] Trial 4508 finished with value: 0.9973688555526028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:57:49,919] Trial 4509 finished with value: 0.9975196054398084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:57:51,983] Trial 4510 finished with value: 0.9970669079563171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:57:53,147] Trial 4511 finished with value: 0.9971097352156094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 4, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:57:54,391] Trial 4512 finished with value: 0.9974331239900449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 5, 'rf_n_estimators': 82}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:57:56,850] Trial 4513 finished with value: 0.9977406461276123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:57:59,242] Trial 4514 finished with value: 0.9973417376371092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:58:11,011] Trial 4515 finished with value: 0.9964235730182697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 63, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:58:14,179] Trial 4516 finished with value: 0.9974086976395321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:58:16,627] Trial 4517 finished with value: 0.9974630243361485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:58:18,999] Trial 4518 finished with value: 0.9973635834418415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:58:21,504] Trial 4519 finished with value: 0.9974299005294727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:58:24,139] Trial 4520 finished with value: 0.99749215164204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 96}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:58:26,757] Trial 4521 finished with value: 0.9972817570544423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:58:27,722] Trial 4522 finished with value: 0.9962994682152121 and parameters: {'classifier': 'SVC', 'svc_c': 17321.991171317703, 'svc_kernel': 'rbf'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:58:30,157] Trial 4523 finished with value: 0.9974368530037453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:58:32,693] Trial 4524 finished with value: 0.9974924173200636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:58:34,824] Trial 4525 finished with value: 0.9973481531059872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:58:37,352] Trial 4526 finished with value: 0.9975366745307768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:58:39,590] Trial 4527 finished with value: 0.9972903208940149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:58:42,357] Trial 4528 finished with value: 0.9966201669798241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:58:45,132] Trial 4529 finished with value: 0.9974836325846548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 94}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:58:48,190] Trial 4530 finished with value: 0.997323540676123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:58:49,915] Trial 4531 finished with value: 0.9974255064796592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 59}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:58:52,211] Trial 4532 finished with value: 0.9975421279602038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:58:54,714] Trial 4533 finished with value: 0.9973575235962163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:59:04,672] Trial 4534 finished with value: 0.9964418577028319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 60, 'rf_n_estimators': 85}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:59:06,438] Trial 4535 finished with value: 0.9970173735250393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:59:08,966] Trial 4536 finished with value: 0.9975815555183235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:59:11,205] Trial 4537 finished with value: 0.9974585594790636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:59:12,226] Trial 4538 finished with value: 0.9905562892124101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 14, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:59:18,553] Trial 4539 finished with value: 0.9946258627203036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 62, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:59:19,991] Trial 4540 finished with value: 0.9913990541162102 and parameters: {'classifier': 'SVC', 'svc_c': 42.67024383396648, 'svc_kernel': 'sigmoid'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:59:21,144] Trial 4541 finished with value: 0.9971163241956278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 33}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:59:23,917] Trial 4542 finished with value: 0.9972649188250129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:59:26,288] Trial 4543 finished with value: 0.9976186550374545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:59:28,170] Trial 4544 finished with value: 0.996783786239392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 95}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:59:30,039] Trial 4545 finished with value: 0.9974826697517557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:59:32,393] Trial 4546 finished with value: 0.9974970202687841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:59:35,367] Trial 4547 finished with value: 0.9973410978326326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:59:37,361] Trial 4548 finished with value: 0.997118762841224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 12, 'rf_n_estimators': 75}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:59:38,544] Trial 4549 finished with value: 0.9955463527121476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:59:39,900] Trial 4550 finished with value: 0.9961780359661291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:59:42,754] Trial 4551 finished with value: 0.9971084881062732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:59:45,030] Trial 4552 finished with value: 0.9972345628812475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 73}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:59:46,182] Trial 4553 finished with value: 0.9939886416457995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:59:48,337] Trial 4554 finished with value: 0.9975218034803283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:59:51,427] Trial 4555 finished with value: 0.9970995523301629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:59:55,048] Trial 4556 finished with value: 0.9973397903577963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:59:57,000] Trial 4557 finished with value: 0.9972799737966351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 11:59:59,493] Trial 4558 finished with value: 0.9974844695767505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:00:01,661] Trial 4559 finished with value: 0.9968983294582795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 95}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:00:04,409] Trial 4560 finished with value: 0.9975053327123916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:00:06,140] Trial 4561 finished with value: 0.9853845120690353 and parameters: {'classifier': 'SVC', 'svc_c': 0.05892180435534121, 'svc_kernel': 'rbf'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:00:10,032] Trial 4562 finished with value: 0.997291607897901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:00:12,641] Trial 4563 finished with value: 0.9973047994100238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 79}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:00:14,119] Trial 4564 finished with value: 0.9965341536641957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:00:16,755] Trial 4565 finished with value: 0.9974074997239527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:00:19,969] Trial 4566 finished with value: 0.9932183130886184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 52, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:00:20,882] Trial 4567 finished with value: 0.9972734176653512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 3, 'rf_n_estimators': 72}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:00:24,241] Trial 4568 finished with value: 0.997335452547555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:00:27,059] Trial 4569 finished with value: 0.9964536770582635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 14, 'rf_n_estimators': 94}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:00:29,328] Trial 4570 finished with value: 0.9975551926476486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:00:31,863] Trial 4571 finished with value: 0.9975873343565157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:00:33,860] Trial 4572 finished with value: 0.9972651660633121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:00:36,131] Trial 4573 finished with value: 0.9968065744378108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:00:40,756] Trial 4574 finished with value: 0.9970982464422221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:00:43,247] Trial 4575 finished with value: 0.9972554976176076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:00:45,975] Trial 4576 finished with value: 0.9972771527727297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:00:48,666] Trial 4577 finished with value: 0.9971465865760419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:00:50,552] Trial 4578 finished with value: 0.985204743990864 and parameters: {'classifier': 'SVC', 'svc_c': 1.5906210909504972e-07, 'svc_kernel': 'sigmoid'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:00:52,935] Trial 4579 finished with value: 0.9974044786242784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:00:56,110] Trial 4580 finished with value: 0.9969501987204584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 19, 'rf_n_estimators': 109}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:00:57,577] Trial 4581 finished with value: 0.9969352037017435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:00:58,494] Trial 4582 finished with value: 0.9969209342115931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:00:59,504] Trial 4583 finished with value: 0.996923932809091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 40}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:01:01,324] Trial 4584 finished with value: 0.9967946579643822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 49}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:01:03,686] Trial 4585 finished with value: 0.9972673034844286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:01:10,063] Trial 4586 finished with value: 0.9934306729826606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 70, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:01:13,739] Trial 4587 finished with value: 0.9975518338566389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:01:16,417] Trial 4588 finished with value: 0.9963090841664174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:01:18,860] Trial 4589 finished with value: 0.9972244871429764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:01:23,504] Trial 4590 finished with value: 0.996456402011523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 32, 'rf_n_estimators': 94}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:01:25,390] Trial 4591 finished with value: 0.9970042675465768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:01:27,087] Trial 4592 finished with value: 0.9971372087860942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:01:29,285] Trial 4593 finished with value: 0.9974222094506174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:01:37,072] Trial 4594 finished with value: 0.9969398242967404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 39, 'rf_n_estimators': 110}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:01:38,016] Trial 4595 finished with value: 0.990549895991805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:01:39,803] Trial 4596 finished with value: 0.9853771358619601 and parameters: {'classifier': 'SVC', 'svc_c': 0.006503854595115755, 'svc_kernel': 'rbf'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:01:51,122] Trial 4597 finished with value: 0.996468926075452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 59, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:01:54,500] Trial 4598 finished with value: 0.9973201475129597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:01:55,931] Trial 4599 finished with value: 0.9974539893790774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 71}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:01:59,063] Trial 4600 finished with value: 0.9974272902135347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:02:01,246] Trial 4601 finished with value: 0.9977213838202862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:02:03,523] Trial 4602 finished with value: 0.9969794928090536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 95}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:02:05,746] Trial 4603 finished with value: 0.9972072418114081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 93}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:02:08,092] Trial 4604 finished with value: 0.997428740699382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 96}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:02:19,117] Trial 4605 finished with value: 0.9967348938342443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 57, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:02:21,422] Trial 4606 finished with value: 0.997155952908605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 95}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:02:23,848] Trial 4607 finished with value: 0.9974890932185866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 93}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:02:26,039] Trial 4608 finished with value: 0.9970524918687721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:02:29,022] Trial 4609 finished with value: 0.9965148938324263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:02:31,121] Trial 4610 finished with value: 0.9972779300023458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 96}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:02:39,807] Trial 4611 finished with value: 0.9969058979970741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 46, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:02:42,352] Trial 4612 finished with value: 0.9970893152363703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:02:44,489] Trial 4613 finished with value: 0.9973593412261773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:02:46,781] Trial 4614 finished with value: 0.9974264626475975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 94}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:02:49,005] Trial 4615 finished with value: 0.997377987659409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:02:51,295] Trial 4616 finished with value: 0.9969984513528675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 94}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:02:52,943] Trial 4617 finished with value: 0.9867325520133865 and parameters: {'classifier': 'SVC', 'svc_c': 4721989961.012101, 'svc_kernel': 'sigmoid'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:02:59,273] Trial 4618 finished with value: 0.9966317458888687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 34, 'rf_n_estimators': 96}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:03:02,036] Trial 4619 finished with value: 0.9971598918368253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:03:04,758] Trial 4620 finished with value: 0.9972154198449775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:03:07,432] Trial 4621 finished with value: 0.9971764634360941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:03:09,992] Trial 4622 finished with value: 0.9974755178364726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:03:23,271] Trial 4623 finished with value: 0.9956143514328065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 67, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:03:25,554] Trial 4624 finished with value: 0.9975481183632873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 94}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:03:27,746] Trial 4625 finished with value: 0.9972478095538536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 96}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:03:30,584] Trial 4626 finished with value: 0.997049348990747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:03:33,092] Trial 4627 finished with value: 0.9973839853939489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:03:34,053] Trial 4628 finished with value: 0.9970773896859004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:03:36,123] Trial 4629 finished with value: 0.9972366286381688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 92}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:03:38,712] Trial 4630 finished with value: 0.9974042097089884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:03:40,747] Trial 4631 finished with value: 0.997444024533055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:03:43,055] Trial 4632 finished with value: 0.9970462563855674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:03:46,489] Trial 4633 finished with value: 0.9976345927672353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:03:48,567] Trial 4634 finished with value: 0.9973612475318515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 93}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:03:55,539] Trial 4635 finished with value: 0.9966180368901641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 38, 'rf_n_estimators': 96}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:03:58,329] Trial 4636 finished with value: 0.9971916411382047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:04:00,115] Trial 4637 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.5250413673417168e-09, 'svc_kernel': 'rbf'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:04:02,187] Trial 4638 finished with value: 0.9973785520546175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:04:02,836] Trial 4639 finished with value: 0.9969687715217449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 55}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:04:03,876] Trial 4640 finished with value: 0.9969762497027167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 3, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:04:06,208] Trial 4641 finished with value: 0.9975210126668879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:04:09,794] Trial 4642 finished with value: 0.9971520100131462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 95}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:04:13,059] Trial 4643 finished with value: 0.9972384297961557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 21, 'rf_n_estimators': 76}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:04:19,931] Trial 4644 finished with value: 0.9953527046631646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 72, 'rf_n_estimators': 44}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:04:22,572] Trial 4645 finished with value: 0.9972818238627376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:04:25,641] Trial 4646 finished with value: 0.99735669434817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:04:26,762] Trial 4647 finished with value: 0.9955676456742696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:04:29,117] Trial 4648 finished with value: 0.9971153889429704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 11, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:04:32,534] Trial 4649 finished with value: 0.9969613853807046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 17, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:04:34,615] Trial 4650 finished with value: 0.9974153127081103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 93}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:04:36,396] Trial 4651 finished with value: 0.997595631153335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 85}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:04:38,723] Trial 4652 finished with value: 0.9969911964480747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 81}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:04:40,415] Trial 4653 finished with value: 0.9866070574708368 and parameters: {'classifier': 'SVC', 'svc_c': 908548160.5883329, 'svc_kernel': 'sigmoid'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:04:43,536] Trial 4654 finished with value: 0.9973671554481133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:04:46,688] Trial 4655 finished with value: 0.995807493420855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 24, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:04:48,923] Trial 4656 finished with value: 0.9975356551409268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:04:51,548] Trial 4657 finished with value: 0.997227206256461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 12, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:04:53,519] Trial 4658 finished with value: 0.9970222176501186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 95}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:04:56,353] Trial 4659 finished with value: 0.9974808173687864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:04:58,079] Trial 4660 finished with value: 0.9974272731385406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 73}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:04:59,050] Trial 4661 finished with value: 0.9972421278336584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:05:01,511] Trial 4662 finished with value: 0.9973419764966008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:05:08,584] Trial 4663 finished with value: 0.9964589163520287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 37, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:05:11,290] Trial 4664 finished with value: 0.9974538434481787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:05:16,621] Trial 4665 finished with value: 0.9972642632785341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 27, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:05:18,354] Trial 4666 finished with value: 0.9945367707641747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 16, 'rf_n_estimators': 78}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:05:20,061] Trial 4667 finished with value: 0.9971896554877616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 96}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:05:21,825] Trial 4668 finished with value: 0.9968743733048661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:05:23,654] Trial 4669 finished with value: 0.9972511229913935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 70}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:05:25,685] Trial 4670 finished with value: 0.9975419873612736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:05:28,094] Trial 4671 finished with value: 0.9971858695679932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 93}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:05:29,842] Trial 4672 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.7151215307098437e-06, 'svc_kernel': 'rbf'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:05:33,361] Trial 4673 finished with value: 0.997444501712494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:05:39,262] Trial 4674 finished with value: 0.997355577840323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 31, 'rf_n_estimators': 96}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:05:41,289] Trial 4675 finished with value: 0.9972857967187809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:05:45,053] Trial 4676 finished with value: 0.9974017988657989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:05:48,568] Trial 4677 finished with value: 0.9975687425442228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:05:50,888] Trial 4678 finished with value: 0.9974922134357458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:05:56,891] Trial 4679 finished with value: 0.9964900215960516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 41, 'rf_n_estimators': 74}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:06:00,138] Trial 4680 finished with value: 0.9972216879547512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:06:01,338] Trial 4681 finished with value: 0.997134150267427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:06:03,677] Trial 4682 finished with value: 0.9973431397861233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:06:04,983] Trial 4683 finished with value: 0.996673268053668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 92}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:06:09,279] Trial 4684 finished with value: 0.9967071252281716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 21, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:06:11,235] Trial 4685 finished with value: 0.9973125233058755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 71}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:06:13,236] Trial 4686 finished with value: 0.9972953294531929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 61}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:06:14,090] Trial 4687 finished with value: 0.9959385604099845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 2, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:06:20,361] Trial 4688 finished with value: 0.9971339175968273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 24, 'rf_n_estimators': 126}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:06:20,975] Trial 4689 finished with value: 0.996919527555796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 26}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:06:22,930] Trial 4690 finished with value: 0.9971935071367364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:06:24,808] Trial 4691 finished with value: 0.985325025836015 and parameters: {'classifier': 'SVC', 'svc_c': 0.0022053665006681656, 'svc_kernel': 'sigmoid'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:06:29,838] Trial 4692 finished with value: 0.9972973610601259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 27, 'rf_n_estimators': 95}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:06:32,130] Trial 4693 finished with value: 0.9974418898096609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:06:34,705] Trial 4694 finished with value: 0.9974802069853498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:06:47,457] Trial 4695 finished with value: 0.996563420299501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 64, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:06:49,880] Trial 4696 finished with value: 0.9972074791157423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:06:50,708] Trial 4697 finished with value: 0.9909414846734945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 13, 'rf_n_estimators': 76}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:06:58,141] Trial 4698 finished with value: 0.9972785752974804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 40, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:07:00,591] Trial 4699 finished with value: 0.9970018039232472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:07:02,674] Trial 4700 finished with value: 0.9973378159425725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:07:04,311] Trial 4701 finished with value: 0.9970485567173629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:07:06,777] Trial 4702 finished with value: 0.99748513178819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:07:08,598] Trial 4703 finished with value: 0.9970589015296133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 57}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:07:11,648] Trial 4704 finished with value: 0.9973558115582737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 83}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:07:13,614] Trial 4705 finished with value: 0.9950034583807549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 33, 'rf_n_estimators': 52}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:07:15,691] Trial 4706 finished with value: 0.9974341012954296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:07:24,578] Trial 4707 finished with value: 0.9968909530607769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 47, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:07:26,200] Trial 4708 finished with value: 0.9957076322531767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 16, 'rf_n_estimators': 95}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:07:27,044] Trial 4709 finished with value: 0.9950692310045834 and parameters: {'classifier': 'SVC', 'svc_c': 1036.8718073061668, 'svc_kernel': 'rbf'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:07:29,569] Trial 4710 finished with value: 0.9974145265918803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:07:31,626] Trial 4711 finished with value: 0.9977393875608916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 92}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:07:33,723] Trial 4712 finished with value: 0.9974768604769103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 91}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:07:36,006] Trial 4713 finished with value: 0.997372385347458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 95}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:07:38,425] Trial 4714 finished with value: 0.997273660904674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 93}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:07:40,589] Trial 4715 finished with value: 0.9975750810169375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 89}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:07:43,008] Trial 4716 finished with value: 0.99775637914789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 90}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:07:45,528] Trial 4717 finished with value: 0.9975996363820441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 87}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:07:47,982] Trial 4718 finished with value: 0.9973725263589808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 89}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:07:50,319] Trial 4719 finished with value: 0.9971751412666068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 89}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:07:52,770] Trial 4720 finished with value: 0.9971046701629561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 89}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:07:55,892] Trial 4721 finished with value: 0.9974884367517086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 86}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:07:58,411] Trial 4722 finished with value: 0.997551247276633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 90}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:08:00,903] Trial 4723 finished with value: 0.9975296293500765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 89}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:08:03,505] Trial 4724 finished with value: 0.9974396583808623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 89}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:08:06,047] Trial 4725 finished with value: 0.9973354498498327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 91}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:08:08,723] Trial 4726 finished with value: 0.9973945840777212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 85}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:08:10,979] Trial 4727 finished with value: 0.9971575411687087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 87}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:08:13,254] Trial 4728 finished with value: 0.997227262210392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 91}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:08:15,140] Trial 4729 finished with value: 0.9852073661133033 and parameters: {'classifier': 'SVC', 'svc_c': 1.728627506122606e-08, 'svc_kernel': 'sigmoid'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:08:17,494] Trial 4730 finished with value: 0.9973992572941688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 91}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:08:19,814] Trial 4731 finished with value: 0.9975285233792149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 91}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:08:22,753] Trial 4732 finished with value: 0.9972652156061855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 93}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:08:25,097] Trial 4733 finished with value: 0.9969540251377969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 88}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:08:27,781] Trial 4734 finished with value: 0.997226039729672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 91}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:08:30,380] Trial 4735 finished with value: 0.9973516037782391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 87}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:08:32,617] Trial 4736 finished with value: 0.9973020020308595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 82}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:08:34,898] Trial 4737 finished with value: 0.9974624852360523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 95}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:08:37,513] Trial 4738 finished with value: 0.9971661095150642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 95}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:08:40,334] Trial 4739 finished with value: 0.9970934056813611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 93}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:08:43,274] Trial 4740 finished with value: 0.9972508600428301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 91}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:08:45,337] Trial 4741 finished with value: 0.9975686782114844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 85}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:08:48,055] Trial 4742 finished with value: 0.9968868582994309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 94}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:08:50,772] Trial 4743 finished with value: 0.9973594837611195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 84}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:08:53,157] Trial 4744 finished with value: 0.9971777868116218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 93}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:08:55,383] Trial 4745 finished with value: 0.9972547112474742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 91}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:09:05,088] Trial 4746 finished with value: 0.9968945350644898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 54, 'rf_n_estimators': 94}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:09:35,980] Trial 4747 finished with value: 0.9896089064537876 and parameters: {'classifier': 'SVC', 'svc_c': 20955586.492968198, 'svc_kernel': 'rbf'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:09:38,453] Trial 4748 finished with value: 0.9973125172756729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 89}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:09:41,226] Trial 4749 finished with value: 0.9969605588303804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 89}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:09:43,430] Trial 4750 finished with value: 0.9972545623014746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 91}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:09:45,514] Trial 4751 finished with value: 0.9974722862509963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 87}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:09:48,171] Trial 4752 finished with value: 0.9972974808707266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 88}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:09:51,245] Trial 4753 finished with value: 0.9974029478415253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 90}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:09:54,137] Trial 4754 finished with value: 0.9972370682081874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 90}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:09:56,591] Trial 4755 finished with value: 0.9972078752365651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 88}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:09:58,706] Trial 4756 finished with value: 0.9973727192302446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 86}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:10:01,580] Trial 4757 finished with value: 0.9969880576959774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 15, 'rf_n_estimators': 91}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:10:14,845] Trial 4758 finished with value: 0.9955841727135163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 74, 'rf_n_estimators': 91}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:10:17,242] Trial 4759 finished with value: 0.9970259842415014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 88}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:10:19,519] Trial 4760 finished with value: 0.9973025465264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 93}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:10:21,883] Trial 4761 finished with value: 0.9973978901203288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 87}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:10:24,952] Trial 4762 finished with value: 0.9973926236271767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 91}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:10:26,075] Trial 4763 finished with value: 0.997211375991235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 90}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:10:29,485] Trial 4764 finished with value: 0.9967125465388361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 92}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:10:31,889] Trial 4765 finished with value: 0.9972395560792781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 94}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:10:33,151] Trial 4766 finished with value: 0.9867836763868771 and parameters: {'classifier': 'SVC', 'svc_c': 1368483.8422014734, 'svc_kernel': 'sigmoid'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:10:35,017] Trial 4767 finished with value: 0.9974758230599288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 80}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:10:35,881] Trial 4768 finished with value: 0.9967355868949298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 85}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:10:38,074] Trial 4769 finished with value: 0.9972948403720387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 91}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:10:40,971] Trial 4770 finished with value: 0.9974058177735462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 92}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:10:44,749] Trial 4771 finished with value: 0.9968253876537462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 20, 'rf_n_estimators': 93}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:10:47,286] Trial 4772 finished with value: 0.9973623946033033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 92}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:10:49,654] Trial 4773 finished with value: 0.9971724617302927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 93}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:10:51,565] Trial 4774 finished with value: 0.9974937981094659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 85}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:10:57,360] Trial 4775 finished with value: 0.9971679260976741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 29, 'rf_n_estimators': 92}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:11:00,586] Trial 4776 finished with value: 0.9974271392363091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 94}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:11:02,699] Trial 4777 finished with value: 0.9969511043933861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 87}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:11:06,563] Trial 4778 finished with value: 0.9971750859156961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 87}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:11:09,107] Trial 4779 finished with value: 0.9974203915984913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 90}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:11:13,862] Trial 4780 finished with value: 0.9959769564543738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 26, 'rf_n_estimators': 93}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:11:14,880] Trial 4781 finished with value: 0.9939953365669528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 93}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:11:17,553] Trial 4782 finished with value: 0.9973891222377486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 89}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:11:19,815] Trial 4783 finished with value: 0.997170470557454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 93}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:11:21,980] Trial 4784 finished with value: 0.9970986910268299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 90}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:11:23,638] Trial 4785 finished with value: 0.9964880337556928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 91}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:12:31,418] Trial 4786 finished with value: 0.9899369002716455 and parameters: {'classifier': 'SVC', 'svc_c': 215090362.47167534, 'svc_kernel': 'rbf'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:12:37,057] Trial 4787 finished with value: 0.9970242315472991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 32, 'rf_n_estimators': 92}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:12:39,160] Trial 4788 finished with value: 0.9974430521153081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 92}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:12:48,228] Trial 4789 finished with value: 0.9968862477573048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 49, 'rf_n_estimators': 94}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:12:51,044] Trial 4790 finished with value: 0.9973007892619391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 87}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:12:52,235] Trial 4791 finished with value: 0.9955815067292887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 82}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:12:54,316] Trial 4792 finished with value: 0.9973901218231447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 93}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:12:58,723] Trial 4793 finished with value: 0.997232711863008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 25, 'rf_n_estimators': 89}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:13:02,224] Trial 4794 finished with value: 0.9970427085635807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 94}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:13:03,089] Trial 4795 finished with value: 0.9968804070301931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 3, 'rf_n_estimators': 85}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:13:06,231] Trial 4796 finished with value: 0.9975862406364865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 93}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:13:09,478] Trial 4797 finished with value: 0.9968102498461854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 90}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:13:11,805] Trial 4798 finished with value: 0.997070340442748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 95}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:13:14,382] Trial 4799 finished with value: 0.9976939535720452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 92}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:13:16,552] Trial 4800 finished with value: 0.9974962525605401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 93}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:13:19,032] Trial 4801 finished with value: 0.9973868402187258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 88}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:13:22,230] Trial 4802 finished with value: 0.9969299595838162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 92}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:13:28,637] Trial 4803 finished with value: 0.9968447846567517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 35, 'rf_n_estimators': 95}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:13:29,439] Trial 4804 finished with value: 0.9926803664430969 and parameters: {'classifier': 'SVC', 'svc_c': 349.48155663902276, 'svc_kernel': 'sigmoid'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:13:31,482] Trial 4805 finished with value: 0.9973282857471931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 10, 'rf_n_estimators': 90}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:13:37,023] Trial 4806 finished with value: 0.9967678474305225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 30, 'rf_n_estimators': 95}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:13:38,877] Trial 4807 finished with value: 0.9968774463277569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 95}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:13:41,587] Trial 4808 finished with value: 0.9971748347418964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 11, 'rf_n_estimators': 85}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:13:44,159] Trial 4809 finished with value: 0.9973560419754818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 14, 'rf_n_estimators': 88}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:13:46,377] Trial 4810 finished with value: 0.9970595086757833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 95}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:13:47,236] Trial 4811 finished with value: 0.9969233956450069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 93}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:13:49,953] Trial 4812 finished with value: 0.9972357727620182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 79}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:13:53,944] Trial 4813 finished with value: 0.9971416554573583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 91}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:13:56,443] Trial 4814 finished with value: 0.9971524629130859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 96}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:13:58,749] Trial 4815 finished with value: 0.9972976379416306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 96}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:14:00,715] Trial 4816 finished with value: 0.9961987522504722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 18, 'rf_n_estimators': 93}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:14:02,719] Trial 4817 finished with value: 0.9973715067787033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 89}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:14:03,638] Trial 4818 finished with value: 0.9903211591470807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 15, 'rf_n_estimators': 77}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:14:07,881] Trial 4819 finished with value: 0.9975617455099282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 95}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:14:09,089] Trial 4820 finished with value: 0.9973844821239387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 4, 'rf_n_estimators': 96}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:14:10,678] Trial 4821 finished with value: 0.9963098644746106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 92}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:17:45,110] Trial 4822 finished with value: 0.9896096391551197 and parameters: {'classifier': 'SVC', 'svc_c': 8699660614.479368, 'svc_kernel': 'rbf'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:17:47,213] Trial 4823 finished with value: 0.997249401336865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 85}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:17:52,637] Trial 4824 finished with value: 0.9969960877356846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 29, 'rf_n_estimators': 95}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:17:53,520] Trial 4825 finished with value: 0.997093837856447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 82}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:18:01,650] Trial 4826 finished with value: 0.9959772532672844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 66, 'rf_n_estimators': 94}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:18:04,316] Trial 4827 finished with value: 0.9974223822317857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 86}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:18:05,448] Trial 4828 finished with value: 0.994753419211226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 95}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:18:06,463] Trial 4829 finished with value: 0.9972425638490313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 90}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:18:09,121] Trial 4830 finished with value: 0.9973771127087755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 96}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:18:09,960] Trial 4831 finished with value: 0.9969565895924584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 93}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:18:12,256] Trial 4832 finished with value: 0.9970403063531021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 96}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:18:14,177] Trial 4833 finished with value: 0.9968512152963495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 84}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:18:16,429] Trial 4834 finished with value: 0.9970166365708278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 75}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:18:20,480] Trial 4835 finished with value: 0.9971024404480048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 25, 'rf_n_estimators': 82}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:18:24,434] Trial 4836 finished with value: 0.9913014695403728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 73, 'rf_n_estimators': 71}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:18:26,888] Trial 4837 finished with value: 0.9967967660596724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 88}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:18:29,159] Trial 4838 finished with value: 0.9972984022221804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 96}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:18:32,268] Trial 4839 finished with value: 0.9972687064268904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 96}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:18:34,933] Trial 4840 finished with value: 0.9973966440266055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 78}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:18:35,955] Trial 4841 finished with value: 0.9969151109085924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 4, 'rf_n_estimators': 91}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:18:37,764] Trial 4842 finished with value: 0.9853886091155107 and parameters: {'classifier': 'SVC', 'svc_c': 0.012803734486528391, 'svc_kernel': 'sigmoid'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:18:39,849] Trial 4843 finished with value: 0.9970002888190205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 95}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:18:42,276] Trial 4844 finished with value: 0.9971598759361338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 15, 'rf_n_estimators': 74}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:18:44,870] Trial 4845 finished with value: 0.9969993019287875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 93}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:18:47,406] Trial 4846 finished with value: 0.9969206043277828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:18:55,075] Trial 4847 finished with value: 0.9967210711820931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 42, 'rf_n_estimators': 92}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:18:55,790] Trial 4848 finished with value: 0.9955223834509783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 2, 'rf_n_estimators': 71}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:18:57,897] Trial 4849 finished with value: 0.9977325090359436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:19:01,403] Trial 4850 finished with value: 0.9974963705303423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 93}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:19:10,472] Trial 4851 finished with value: 0.9968597324177223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 47, 'rf_n_estimators': 95}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:19:20,697] Trial 4852 finished with value: 0.9966339682723634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 58, 'rf_n_estimators': 91}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:19:22,856] Trial 4853 finished with value: 0.9970750959555897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 95}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:19:27,048] Trial 4854 finished with value: 0.9972274756160817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 22, 'rf_n_estimators': 96}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:19:35,213] Trial 4855 finished with value: 0.9963299146437518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 43, 'rf_n_estimators': 95}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:19:38,351] Trial 4856 finished with value: 0.997503810657563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 93}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:19:40,549] Trial 4857 finished with value: 0.9975008851524662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 92}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:19:42,515] Trial 4858 finished with value: 0.9974023646892135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 90}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:19:44,397] Trial 4859 finished with value: 0.99757533669752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 95}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:20:55,715] Trial 4860 finished with value: 0.9901846178767189 and parameters: {'classifier': 'SVC', 'svc_c': 82480705.08163683, 'svc_kernel': 'rbf'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:20:58,705] Trial 4861 finished with value: 0.9975919464140156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 96}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:21:06,320] Trial 4862 finished with value: 0.9970747577247097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 39, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:21:08,927] Trial 4863 finished with value: 0.9968801856265506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 13, 'rf_n_estimators': 93}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:21:14,472] Trial 4864 finished with value: 0.9968980740316002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 31, 'rf_n_estimators': 94}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:21:16,800] Trial 4865 finished with value: 0.9975101583660088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:21:24,514] Trial 4866 finished with value: 0.9969248865014725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 45, 'rf_n_estimators': 89}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:21:28,095] Trial 4867 finished with value: 0.9968914034534219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:21:30,527] Trial 4868 finished with value: 0.9968340403277218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 93}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:21:32,745] Trial 4869 finished with value: 0.9973277797179966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:21:34,646] Trial 4870 finished with value: 0.9973683947499242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 94}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:21:37,472] Trial 4871 finished with value: 0.9972160838654776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:21:39,379] Trial 4872 finished with value: 0.9973100230570008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 5, 'rf_n_estimators': 88}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:21:41,792] Trial 4873 finished with value: 0.9975485298452574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 92}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:21:43,711] Trial 4874 finished with value: 0.9972651255022663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:21:46,743] Trial 4875 finished with value: 0.9971155750540598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 90}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:21:47,690] Trial 4876 finished with value: 0.9970257740413402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 96}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:21:52,579] Trial 4877 finished with value: 0.9972748090552145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 27, 'rf_n_estimators': 93}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:21:57,702] Trial 4878 finished with value: 0.996919973505134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 28, 'rf_n_estimators': 95}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:21:58,532] Trial 4879 finished with value: 0.991722366211861 and parameters: {'classifier': 'SVC', 'svc_c': 79.4750486479569, 'svc_kernel': 'sigmoid'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:22:00,882] Trial 4880 finished with value: 0.9972061324445903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:22:01,937] Trial 4881 finished with value: 0.9970341945525227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:22:03,999] Trial 4882 finished with value: 0.9973816392008771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 92}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:22:07,101] Trial 4883 finished with value: 0.9972293423763233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 87}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:22:09,481] Trial 4884 finished with value: 0.9975683373463582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 94}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:22:15,386] Trial 4885 finished with value: 0.9969353020892565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 33, 'rf_n_estimators': 95}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:22:16,209] Trial 4886 finished with value: 0.9971186848929232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 90}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:22:18,875] Trial 4887 finished with value: 0.9978103629798919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:22:21,846] Trial 4888 finished with value: 0.9970567199610675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 95}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:22:25,344] Trial 4889 finished with value: 0.9973122232874361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 18, 'rf_n_estimators': 94}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:22:28,565] Trial 4890 finished with value: 0.9972182916177972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 95}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:22:31,385] Trial 4891 finished with value: 0.9971472562141517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 92}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:22:34,166] Trial 4892 finished with value: 0.9971955395371173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:22:37,365] Trial 4893 finished with value: 0.9972798194551911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:22:40,428] Trial 4894 finished with value: 0.997564030956645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 93}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:22:44,133] Trial 4895 finished with value: 0.9967316624709331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 19, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:22:45,326] Trial 4896 finished with value: 0.997434689398855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 94}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:22:50,800] Trial 4897 finished with value: 0.9972095624237265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 29, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:22:51,908] Trial 4898 finished with value: 0.9964041604002135 and parameters: {'classifier': 'SVC', 'svc_c': 40863.868266694946, 'svc_kernel': 'rbf'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:22:55,018] Trial 4899 finished with value: 0.997311339767568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 92}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:22:57,726] Trial 4900 finished with value: 0.9973222345025411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 91}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:23:00,679] Trial 4901 finished with value: 0.9975040155257556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 95}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:23:01,999] Trial 4902 finished with value: 0.9969261899773323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 96}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:23:04,783] Trial 4903 finished with value: 0.9972524036159601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 94}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:23:13,940] Trial 4904 finished with value: 0.9960193927661218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 45, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:23:28,010] Trial 4905 finished with value: 0.9961885716184171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 73, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:23:30,670] Trial 4906 finished with value: 0.9973437057682273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:23:34,476] Trial 4907 finished with value: 0.9974898249360434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 94}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:23:37,436] Trial 4908 finished with value: 0.9968858987037986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 16, 'rf_n_estimators': 90}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:23:40,096] Trial 4909 finished with value: 0.9976667382529135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:23:43,324] Trial 4910 finished with value: 0.9972856251753909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 94}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:23:47,442] Trial 4911 finished with value: 0.9973366846131229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 21, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:23:49,373] Trial 4912 finished with value: 0.997156112423328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 90}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:23:52,764] Trial 4913 finished with value: 0.9974934245860329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:23:54,116] Trial 4914 finished with value: 0.9970782465459264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:23:56,122] Trial 4915 finished with value: 0.9976063604703346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 94}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:23:57,958] Trial 4916 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 6.175143576811793e-05, 'svc_kernel': 'sigmoid'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:24:00,533] Trial 4917 finished with value: 0.9974466872482782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 91}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:24:01,191] Trial 4918 finished with value: 0.9874993852748176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 4, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:24:03,534] Trial 4919 finished with value: 0.9974360643802204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 95}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:24:05,355] Trial 4920 finished with value: 0.9961977629798963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 15, 'rf_n_estimators': 87}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:24:07,718] Trial 4921 finished with value: 0.9972097505025661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 92}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:24:09,734] Trial 4922 finished with value: 0.9969987648281795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:24:12,438] Trial 4923 finished with value: 0.9972920945987118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:24:13,758] Trial 4924 finished with value: 0.9970817707866476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 95}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:24:15,547] Trial 4925 finished with value: 0.9969448484709686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 84}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:24:18,218] Trial 4926 finished with value: 0.9973691333862448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:24:29,883] Trial 4927 finished with value: 0.9964953097979321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 62, 'rf_n_estimators': 95}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:24:39,426] Trial 4928 finished with value: 0.9966242058507152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 61, 'rf_n_estimators': 80}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:24:43,942] Trial 4929 finished with value: 0.9940863891640537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 50, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:24:44,836] Trial 4930 finished with value: 0.9967582175146378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 3, 'rf_n_estimators': 91}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:24:47,068] Trial 4931 finished with value: 0.9971574701075339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 93}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:24:48,780] Trial 4932 finished with value: 0.9972879362028614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 89}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:24:52,429] Trial 4933 finished with value: 0.9968784819991535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 19, 'rf_n_estimators': 96}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:24:55,181] Trial 4934 finished with value: 0.9975993932379349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:24:57,052] Trial 4935 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 8.49906530100421e-08, 'svc_kernel': 'rbf'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:24:59,994] Trial 4936 finished with value: 0.99711743137253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 93}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:25:01,111] Trial 4937 finished with value: 0.9942383020234026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:25:02,869] Trial 4938 finished with value: 0.9974047373834379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 95}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:25:06,250] Trial 4939 finished with value: 0.9972954502794066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 96}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:25:10,752] Trial 4940 finished with value: 0.9966522332476853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 23, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:25:12,801] Trial 4941 finished with value: 0.9967944966723365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 86}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:25:14,650] Trial 4942 finished with value: 0.9974082042102846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 92}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:25:22,791] Trial 4943 finished with value: 0.9963681697083558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 43, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:25:25,292] Trial 4944 finished with value: 0.9971669666924692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:25:28,282] Trial 4945 finished with value: 0.9973813289310937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 95}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:25:29,003] Trial 4946 finished with value: 0.9943218586980413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 1, 'rf_n_estimators': 90}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:25:34,030] Trial 4947 finished with value: 0.9920466233354451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 74, 'rf_n_estimators': 93}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:25:36,370] Trial 4948 finished with value: 0.9972481501016008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:25:42,944] Trial 4949 finished with value: 0.9963977439157224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 40, 'rf_n_estimators': 83}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:25:44,962] Trial 4950 finished with value: 0.9974496445230203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:25:49,247] Trial 4951 finished with value: 0.9964008893327803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 24, 'rf_n_estimators': 89}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:25:53,024] Trial 4952 finished with value: 0.9965739420505856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 34, 'rf_n_estimators': 76}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:25:54,476] Trial 4953 finished with value: 0.9974449092589638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 73}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:25:58,604] Trial 4954 finished with value: 0.9973748916582729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:26:00,711] Trial 4955 finished with value: 0.9971305731830898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 96}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:26:02,756] Trial 4956 finished with value: 0.9867030669260641 and parameters: {'classifier': 'SVC', 'svc_c': 3857059.013832745, 'svc_kernel': 'sigmoid'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:26:06,029] Trial 4957 finished with value: 0.9974794086182874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 93}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:26:08,605] Trial 4958 finished with value: 0.9969627200231895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 95}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:26:17,261] Trial 4959 finished with value: 0.9968699237137145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 51, 'rf_n_estimators': 87}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:26:23,107] Trial 4960 finished with value: 0.9965721059174246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 41, 'rf_n_estimators': 69}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:26:25,539] Trial 4961 finished with value: 0.9969233119204072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:26:27,527] Trial 4962 finished with value: 0.9973307023984196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:26:30,596] Trial 4963 finished with value: 0.9973087478278786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 95}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:26:31,391] Trial 4964 finished with value: 0.9894032474476256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 91}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:26:37,755] Trial 4965 finished with value: 0.9944097261104862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 62, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:26:38,786] Trial 4966 finished with value: 0.9957767269789944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 12}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:26:39,963] Trial 4967 finished with value: 0.997571852160921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 96}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:26:44,078] Trial 4968 finished with value: 0.9968145996216178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 26, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:26:51,914] Trial 4969 finished with value: 0.9964833655538348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 49, 'rf_n_estimators': 80}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:26:54,465] Trial 4970 finished with value: 0.9975230437342764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 93}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:27:06,767] Trial 4971 finished with value: 0.9968087708914352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 66, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:27:07,899] Trial 4972 finished with value: 0.9974881917668007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 73}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:27:08,783] Trial 4973 finished with value: 0.9914896902802267 and parameters: {'classifier': 'SVC', 'svc_c': 18.930743176410328, 'svc_kernel': 'rbf'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:27:10,424] Trial 4974 finished with value: 0.9972471636556987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 95}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:27:11,416] Trial 4975 finished with value: 0.9969888760579214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:27:13,226] Trial 4976 finished with value: 0.9957627668699659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 96}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:27:14,941] Trial 4977 finished with value: 0.9974994618342677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 90}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:27:17,169] Trial 4978 finished with value: 0.9971537724826239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 70}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:27:18,348] Trial 4979 finished with value: 0.994328356939382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:27:25,128] Trial 4980 finished with value: 0.9970171393627579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 39, 'rf_n_estimators': 93}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:27:26,818] Trial 4981 finished with value: 0.9972800585051101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 78}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:27:28,165] Trial 4982 finished with value: 0.9975857768187067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 87}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:27:31,654] Trial 4983 finished with value: 0.9973520741340277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:27:34,008] Trial 4984 finished with value: 0.9973317555891411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 96}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:27:37,656] Trial 4985 finished with value: 0.9973990115158132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 15, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:27:39,202] Trial 4986 finished with value: 0.9974610651868584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 94}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:27:48,687] Trial 4987 finished with value: 0.9965751789720535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 55, 'rf_n_estimators': 91}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:27:49,466] Trial 4988 finished with value: 0.9963892865885672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 21}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:27:52,006] Trial 4989 finished with value: 0.9972032902197626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:27:53,437] Trial 4990 finished with value: 0.996901628645499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 69}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:27:54,744] Trial 4991 finished with value: 0.986906918426658 and parameters: {'classifier': 'SVC', 'svc_c': 381044.26890928973, 'svc_kernel': 'sigmoid'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:27:56,744] Trial 4992 finished with value: 0.9975143053679506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:28:00,031] Trial 4993 finished with value: 0.9965200567965241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 22, 'rf_n_estimators': 72}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:28:02,819] Trial 4994 finished with value: 0.9967379498773546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 13, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:28:04,033] Trial 4995 finished with value: 0.9975770980561709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 83}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:28:05,459] Trial 4996 finished with value: 0.9949765074066544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 3, 'rf_n_estimators': 94}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:28:07,579] Trial 4997 finished with value: 0.9977152595149713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 88}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:28:08,710] Trial 4998 finished with value: 0.9975141378870127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 60}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:28:10,229] Trial 4999 finished with value: 0.9975366340966826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 96}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:28:12,265] Trial 5000 finished with value: 0.9975476300755807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:28:14,398] Trial 5001 finished with value: 0.9973715635578199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 93}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:28:15,566] Trial 5002 finished with value: 0.997287482223833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:28:16,365] Trial 5003 finished with value: 0.9970973311209708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 67}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:28:18,889] Trial 5004 finished with value: 0.9969126571557522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 76}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:28:20,736] Trial 5005 finished with value: 0.9973232356430944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:28:21,233] Trial 5006 finished with value: 0.9910684740714862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 12, 'rf_n_estimators': 5}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:28:31,115] Trial 5007 finished with value: 0.9968847931455297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 51, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:28:34,612] Trial 5008 finished with value: 0.9971815480392983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 91}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:28:40,809] Trial 5009 finished with value: 0.9970692083198506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 34, 'rf_n_estimators': 95}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:28:42,584] Trial 5010 finished with value: 0.9853886073381878 and parameters: {'classifier': 'SVC', 'svc_c': 0.14341884106290628, 'svc_kernel': 'rbf'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:28:47,959] Trial 5011 finished with value: 0.9972746387178653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 28, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:28:54,025] Trial 5012 finished with value: 0.9967332649496191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 33, 'rf_n_estimators': 95}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:28:56,281] Trial 5013 finished with value: 0.9976477008403996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 73}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:28:58,493] Trial 5014 finished with value: 0.9973406575009042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 92}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:28:59,835] Trial 5015 finished with value: 0.9972899732687145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 89}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:29:00,941] Trial 5016 finished with value: 0.9971089705224668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 3, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:29:03,345] Trial 5017 finished with value: 0.9970578285661755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:29:04,519] Trial 5018 finished with value: 0.9974277787551445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 75}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:29:06,337] Trial 5019 finished with value: 0.9973522139395102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 96}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:29:07,885] Trial 5020 finished with value: 0.996787065717371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 69}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:29:10,128] Trial 5021 finished with value: 0.9972812000224281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 63}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:29:19,937] Trial 5022 finished with value: 0.9968767560282693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 53, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:29:21,844] Trial 5023 finished with value: 0.9968722099856171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 93}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:29:28,034] Trial 5024 finished with value: 0.993717778251304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 69, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:29:30,138] Trial 5025 finished with value: 0.9967882337675796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 71}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:29:31,490] Trial 5026 finished with value: 0.9965294091326701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 96}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:29:32,993] Trial 5027 finished with value: 0.9942608068023077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 5, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:29:35,109] Trial 5028 finished with value: 0.9972158286609637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 91}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:29:36,612] Trial 5029 finished with value: 0.986018178434427 and parameters: {'classifier': 'SVC', 'svc_c': 0.6358590825508316, 'svc_kernel': 'sigmoid'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:29:37,441] Trial 5030 finished with value: 0.9886622998774306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:29:39,868] Trial 5031 finished with value: 0.9966616307151356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 14, 'rf_n_estimators': 80}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:29:41,376] Trial 5032 finished with value: 0.9977180307421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:29:42,678] Trial 5033 finished with value: 0.9969720519835988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:29:44,060] Trial 5034 finished with value: 0.9974762641851047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:29:45,445] Trial 5035 finished with value: 0.9973920525035318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:29:46,634] Trial 5036 finished with value: 0.9970783131003182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:29:48,636] Trial 5037 finished with value: 0.9972628577970396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:29:50,150] Trial 5038 finished with value: 0.9973165513224019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:29:51,729] Trial 5039 finished with value: 0.9976277251918652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:29:53,072] Trial 5040 finished with value: 0.9972885940662075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 96}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:29:54,485] Trial 5041 finished with value: 0.9974024792630595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:29:55,839] Trial 5042 finished with value: 0.9975558285801007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:29:57,261] Trial 5043 finished with value: 0.9972932272928916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 5, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:29:58,738] Trial 5044 finished with value: 0.9974196575641673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 6, 'rf_n_estimators': 96}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:30:00,226] Trial 5045 finished with value: 0.997310299398961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 94}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:30:02,372] Trial 5046 finished with value: 0.9973804078970189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:30:03,785] Trial 5047 finished with value: 0.99730971805571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:30:05,014] Trial 5048 finished with value: 0.9966894302339301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:30:46,522] Trial 5049 finished with value: 0.9907038153216644 and parameters: {'classifier': 'SVC', 'svc_c': 8580224.860866973, 'svc_kernel': 'rbf'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:30:47,842] Trial 5050 finished with value: 0.9974356868578113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:30:49,363] Trial 5051 finished with value: 0.997292983609238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 6, 'rf_n_estimators': 95}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:30:50,623] Trial 5052 finished with value: 0.9975386904909214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:30:52,109] Trial 5053 finished with value: 0.9973950173953718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 94}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:30:53,478] Trial 5054 finished with value: 0.9975279620943213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:30:57,063] Trial 5055 finished with value: 0.997073544130604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:30:58,606] Trial 5056 finished with value: 0.9973452893945963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:31:01,682] Trial 5057 finished with value: 0.9970548198125474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 94}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:31:03,592] Trial 5058 finished with value: 0.9975864052927504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:31:04,507] Trial 5059 finished with value: 0.9928284849086562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 6, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:31:07,181] Trial 5060 finished with value: 0.9973876452824868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 96}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:31:08,364] Trial 5061 finished with value: 0.9971337605576612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:31:15,781] Trial 5062 finished with value: 0.9969905972998574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 39, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:31:27,374] Trial 5063 finished with value: 0.996425421275311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 60, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:31:30,408] Trial 5064 finished with value: 0.9975080913713089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 94}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:31:31,200] Trial 5065 finished with value: 0.9959457395881302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 1, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:31:32,860] Trial 5066 finished with value: 0.9973165891222499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:31:33,817] Trial 5067 finished with value: 0.992840552549738 and parameters: {'classifier': 'SVC', 'svc_c': 3497.9675804462136, 'svc_kernel': 'sigmoid'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:31:35,865] Trial 5068 finished with value: 0.9970815959742533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 92}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:31:38,572] Trial 5069 finished with value: 0.9972945706315631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:31:40,593] Trial 5070 finished with value: 0.9971291308538848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 94}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:31:41,746] Trial 5071 finished with value: 0.9959526436938319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:31:43,719] Trial 5072 finished with value: 0.9905421293767299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 43, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:31:48,429] Trial 5073 finished with value: 0.9969955208331811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 24, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:31:49,564] Trial 5074 finished with value: 0.9974202882281266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 95}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:31:52,540] Trial 5075 finished with value: 0.9970605544080965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:31:56,290] Trial 5076 finished with value: 0.9969649703360429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 92}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:31:57,718] Trial 5077 finished with value: 0.9973969952065517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:32:00,502] Trial 5078 finished with value: 0.9933786790857191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 45, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:32:03,437] Trial 5079 finished with value: 0.997288546871939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:32:04,395] Trial 5080 finished with value: 0.9968640050700399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 94}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:32:07,456] Trial 5081 finished with value: 0.9972030898900907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 90}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:32:08,982] Trial 5082 finished with value: 0.9975001547045257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:32:11,603] Trial 5083 finished with value: 0.9975052903422851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:32:22,972] Trial 5084 finished with value: 0.9962620357654317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 62, 'rf_n_estimators': 95}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:32:26,051] Trial 5085 finished with value: 0.9972135593688417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:32:27,835] Trial 5086 finished with value: 0.9851039617256356 and parameters: {'classifier': 'SVC', 'svc_c': 0.00036365426058215615, 'svc_kernel': 'rbf'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:32:30,159] Trial 5087 finished with value: 0.9974294138286616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:32:31,770] Trial 5088 finished with value: 0.9972218744149578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 96}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:32:38,910] Trial 5089 finished with value: 0.997014753402088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 34, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:32:41,620] Trial 5090 finished with value: 0.9974711382274072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 93}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:32:45,169] Trial 5091 finished with value: 0.9974185913291658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:32:55,497] Trial 5092 finished with value: 0.9964322410216546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 60, 'rf_n_estimators': 89}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:32:56,626] Trial 5093 finished with value: 0.9972583268933691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 3, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:33:01,411] Trial 5094 finished with value: 0.9972744126804883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 25, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:33:04,274] Trial 5095 finished with value: 0.9975050262511571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:33:05,642] Trial 5096 finished with value: 0.9973189011970712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 95}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:33:08,011] Trial 5097 finished with value: 0.9972405262436336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 92}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:33:09,669] Trial 5098 finished with value: 0.9971591615158366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:33:13,152] Trial 5099 finished with value: 0.9974308140734013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 87}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:33:23,531] Trial 5100 finished with value: 0.9966049153601272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 55, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:33:25,089] Trial 5101 finished with value: 0.9972814332643102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:33:27,379] Trial 5102 finished with value: 0.9975137477011783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 94}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:33:31,624] Trial 5103 finished with value: 0.9972032692092679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 21, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:33:33,434] Trial 5104 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 8.450092657955487e-06, 'svc_kernel': 'sigmoid'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:33:35,392] Trial 5105 finished with value: 0.9969977603551462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:33:36,886] Trial 5106 finished with value: 0.9974647387544344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 96}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:33:38,855] Trial 5107 finished with value: 0.9952857863326141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 23, 'rf_n_estimators': 92}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:33:39,994] Trial 5108 finished with value: 0.99600105711048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:33:43,611] Trial 5109 finished with value: 0.9975667077317611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:33:44,551] Trial 5110 finished with value: 0.9970761582233526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 96}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:33:46,187] Trial 5111 finished with value: 0.99675301132351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 90}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:33:47,361] Trial 5112 finished with value: 0.9967148720705303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 5, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:33:49,740] Trial 5113 finished with value: 0.9974874632231349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 85}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:33:52,150] Trial 5114 finished with value: 0.9971700948758432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:33:55,595] Trial 5115 finished with value: 0.9973565628580193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 18, 'rf_n_estimators': 95}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:33:56,761] Trial 5116 finished with value: 0.9973381414465515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 4, 'rf_n_estimators': 92}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:33:59,921] Trial 5117 finished with value: 0.9974277155967087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:34:01,641] Trial 5118 finished with value: 0.9975382984960263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:34:04,861] Trial 5119 finished with value: 0.9975173863253182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:34:05,975] Trial 5120 finished with value: 0.9967556577571867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 96}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:34:08,911] Trial 5121 finished with value: 0.9972025583436164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:34:11,145] Trial 5122 finished with value: 0.9975055507835539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:34:12,655] Trial 5123 finished with value: 0.9956956002537654 and parameters: {'classifier': 'SVC', 'svc_c': 139724.0643023415, 'svc_kernel': 'rbf'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:34:14,327] Trial 5124 finished with value: 0.997244746464928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 94}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:34:15,641] Trial 5125 finished with value: 0.9971226560351196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 5, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:34:17,894] Trial 5126 finished with value: 0.997413668843193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:34:20,425] Trial 5127 finished with value: 0.9974366326474536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 91}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:34:24,471] Trial 5128 finished with value: 0.9971766175553727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:34:25,929] Trial 5129 finished with value: 0.9969514625556718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 88}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:34:28,375] Trial 5130 finished with value: 0.9974315282397953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:34:29,861] Trial 5131 finished with value: 0.9972504573522603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 95}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:34:32,472] Trial 5132 finished with value: 0.9974318879572385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:34:41,515] Trial 5133 finished with value: 0.9966996768173569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 46, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:34:45,433] Trial 5134 finished with value: 0.9972769678042049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:34:47,342] Trial 5135 finished with value: 0.9974352539527532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:34:48,937] Trial 5136 finished with value: 0.9974864164752084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 93}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:34:50,003] Trial 5137 finished with value: 0.9952732044422178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:34:54,882] Trial 5138 finished with value: 0.9970453941300973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 25, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:34:58,705] Trial 5139 finished with value: 0.9971336928607046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 96}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:35:10,308] Trial 5140 finished with value: 0.9962060333073008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 59, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:35:11,050] Trial 5141 finished with value: 0.9883980856062881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 5, 'rf_n_estimators': 94}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:35:12,064] Trial 5142 finished with value: 0.9914875001741841 and parameters: {'classifier': 'SVC', 'svc_c': 7501.447081653615, 'svc_kernel': 'sigmoid'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:35:13,928] Trial 5143 finished with value: 0.9971142228922498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:35:16,157] Trial 5144 finished with value: 0.9973028228366224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 91}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:35:19,218] Trial 5145 finished with value: 0.996962038356413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:35:24,948] Trial 5146 finished with value: 0.997274674835604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 29, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:35:26,675] Trial 5147 finished with value: 0.9975633418314601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 83}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:35:28,673] Trial 5148 finished with value: 0.9972338252288019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 96}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:35:31,416] Trial 5149 finished with value: 0.9967615528830717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 13, 'rf_n_estimators': 74}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:35:32,918] Trial 5150 finished with value: 0.9973019031990157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:35:34,814] Trial 5151 finished with value: 0.9975887010860252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:35:36,667] Trial 5152 finished with value: 0.9968698028875007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 89}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:35:39,260] Trial 5153 finished with value: 0.9976158365208438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 94}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:35:40,945] Trial 5154 finished with value: 0.9969330680579497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:35:43,255] Trial 5155 finished with value: 0.9973287507075376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:35:47,085] Trial 5156 finished with value: 0.9965768262646648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:35:48,763] Trial 5157 finished with value: 0.9975249853642417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 78}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:35:52,399] Trial 5158 finished with value: 0.9973296652988172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:35:53,840] Trial 5159 finished with value: 0.9974102043014756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 92}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:35:54,827] Trial 5160 finished with value: 0.9898265151947051 and parameters: {'classifier': 'SVC', 'svc_c': 4.583111303554464, 'svc_kernel': 'rbf'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:35:57,171] Trial 5161 finished with value: 0.9962679413013505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 21, 'rf_n_estimators': 96}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:35:58,026] Trial 5162 finished with value: 0.9968681325214307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 71}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:36:01,115] Trial 5163 finished with value: 0.9974470121492369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 87}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:36:12,248] Trial 5164 finished with value: 0.9960085091394162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 57, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:36:13,515] Trial 5165 finished with value: 0.9973734379351593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 4, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:36:15,916] Trial 5166 finished with value: 0.9970289649388193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:36:18,105] Trial 5167 finished with value: 0.9973362954429016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 94}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:36:19,823] Trial 5168 finished with value: 0.9972148767776429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:36:21,960] Trial 5169 finished with value: 0.9972368521999891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 96}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:36:35,286] Trial 5170 finished with value: 0.9958747647404124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 72, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:36:36,240] Trial 5171 finished with value: 0.9935998182245119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:36:38,104] Trial 5172 finished with value: 0.9973402571906774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 92}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:36:39,485] Trial 5173 finished with value: 0.9973543836063407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 76}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:36:42,731] Trial 5174 finished with value: 0.9970458300819943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 15, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:36:43,870] Trial 5175 finished with value: 0.9966352057968515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 96}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:36:46,387] Trial 5176 finished with value: 0.9975014355829955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 89}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:36:48,482] Trial 5177 finished with value: 0.997408232583974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:36:53,291] Trial 5178 finished with value: 0.9967746385175356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 33, 'rf_n_estimators': 68}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:36:54,122] Trial 5179 finished with value: 0.9921939755209662 and parameters: {'classifier': 'SVC', 'svc_c': 157.45253634591495, 'svc_kernel': 'sigmoid'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:36:55,465] Trial 5180 finished with value: 0.9973633661958647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 5, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:36:57,063] Trial 5181 finished with value: 0.9973974513437579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 93}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:37:06,584] Trial 5182 finished with value: 0.9967463211947806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 48, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:37:10,819] Trial 5183 finished with value: 0.9971075039137628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:37:12,989] Trial 5184 finished with value: 0.9974694889353075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 86}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:37:13,774] Trial 5185 finished with value: 0.9953824962117214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 1, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:37:16,485] Trial 5186 finished with value: 0.997250546313615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:37:18,994] Trial 5187 finished with value: 0.9974686876166197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 73}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:37:25,366] Trial 5188 finished with value: 0.9971163677082989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 34, 'rf_n_estimators': 95}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:37:27,232] Trial 5189 finished with value: 0.9974879079029563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:37:29,279] Trial 5190 finished with value: 0.9972906960043434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 90}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:37:31,996] Trial 5191 finished with value: 0.9970748370694785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 13, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:37:33,003] Trial 5192 finished with value: 0.994136765506803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 81}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:37:34,582] Trial 5193 finished with value: 0.9974167334555383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:37:41,559] Trial 5194 finished with value: 0.9967992972530069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 53, 'rf_n_estimators': 71}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:37:43,328] Trial 5195 finished with value: 0.9975420686103167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 94}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:37:45,704] Trial 5196 finished with value: 0.9966648584603254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 15, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:37:51,886] Trial 5197 finished with value: 0.9968237171924622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 32, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:41:57,401] Trial 5198 finished with value: 0.9896191424367534 and parameters: {'classifier': 'SVC', 'svc_c': 2205581129.546211, 'svc_kernel': 'rbf'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:41:59,168] Trial 5199 finished with value: 0.9973225017039842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:42:01,639] Trial 5200 finished with value: 0.9976609551301037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:42:03,244] Trial 5201 finished with value: 0.9974440755041346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 96}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:42:05,424] Trial 5202 finished with value: 0.9975235383695643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:42:11,324] Trial 5203 finished with value: 0.9969844306561738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 36, 'rf_n_estimators': 91}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:42:13,761] Trial 5204 finished with value: 0.9972889470552143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 12, 'rf_n_estimators': 94}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:42:14,595] Trial 5205 finished with value: 0.9893244981455696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:42:16,553] Trial 5206 finished with value: 0.9972717310494722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:42:18,519] Trial 5207 finished with value: 0.9974145801019922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:42:21,989] Trial 5208 finished with value: 0.9973018161736733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:42:23,686] Trial 5209 finished with value: 0.9972490393660304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:42:25,825] Trial 5210 finished with value: 0.9971581630412677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 66}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:42:26,694] Trial 5211 finished with value: 0.9972575687382355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 69}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:42:27,468] Trial 5212 finished with value: 0.9941530506714568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 4, 'rf_n_estimators': 92}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:42:29,612] Trial 5213 finished with value: 0.9973726345217696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 96}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:42:31,849] Trial 5214 finished with value: 0.9972287012071167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 84}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:42:39,729] Trial 5215 finished with value: 0.9969870603322352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 44, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:42:41,665] Trial 5216 finished with value: 0.9852063832220471 and parameters: {'classifier': 'SVC', 'svc_c': 2.8664589995671625e-10, 'svc_kernel': 'sigmoid'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:42:43,394] Trial 5217 finished with value: 0.9961865442326259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:42:48,066] Trial 5218 finished with value: 0.9970825806110947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 25, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:42:50,362] Trial 5219 finished with value: 0.9973207025137475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 95}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:42:59,455] Trial 5220 finished with value: 0.9956814848511558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 63, 'rf_n_estimators': 123}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:43:01,099] Trial 5221 finished with value: 0.9976939166608588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 77}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:43:05,740] Trial 5222 finished with value: 0.9930860184137519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 62, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:43:07,412] Trial 5223 finished with value: 0.9972290996130693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:43:09,329] Trial 5224 finished with value: 0.9975536218751321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:43:11,321] Trial 5225 finished with value: 0.9972835687494145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 89}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:43:22,384] Trial 5226 finished with value: 0.9955764975353527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 59, 'rf_n_estimators': 94}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:43:26,213] Trial 5227 finished with value: 0.9973511923597446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:43:27,950] Trial 5228 finished with value: 0.9965280946754943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:43:30,146] Trial 5229 finished with value: 0.996904499244016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 74}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:43:31,717] Trial 5230 finished with value: 0.9976615135903236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:43:33,513] Trial 5231 finished with value: 0.997449220028508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 92}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:43:35,660] Trial 5232 finished with value: 0.9970343004936578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 71}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:43:38,745] Trial 5233 finished with value: 0.9971210802480138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:43:42,757] Trial 5234 finished with value: 0.9967696596650389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 28, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:43:44,569] Trial 5235 finished with value: 0.9853078188121008 and parameters: {'classifier': 'SVC', 'svc_c': 0.0014304129973262258, 'svc_kernel': 'rbf'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:43:56,306] Trial 5236 finished with value: 0.9962746432683195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 58, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:43:58,698] Trial 5237 finished with value: 0.9972741232307719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 94}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:44:03,224] Trial 5238 finished with value: 0.996470802991824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 23, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:44:04,686] Trial 5239 finished with value: 0.9972598972850308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:44:06,582] Trial 5240 finished with value: 0.9975676724371967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 96}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:44:08,265] Trial 5241 finished with value: 0.9974717735885767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:44:11,903] Trial 5242 finished with value: 0.9970170857256943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 90}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:44:24,231] Trial 5243 finished with value: 0.9960192913317695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 63, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:44:25,212] Trial 5244 finished with value: 0.9972064648991711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 67}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:44:27,329] Trial 5245 finished with value: 0.9974292437452155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 86}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:44:28,879] Trial 5246 finished with value: 0.9961820715362778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 2, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:44:30,663] Trial 5247 finished with value: 0.9974571611068604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 93}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:44:32,949] Trial 5248 finished with value: 0.9971617451719322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:44:38,980] Trial 5249 finished with value: 0.9970617716837996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 31, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:44:42,138] Trial 5250 finished with value: 0.9970290939216753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 15, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:44:44,765] Trial 5251 finished with value: 0.9975581209456813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 96}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:44:46,371] Trial 5252 finished with value: 0.997330439894187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:44:48,382] Trial 5253 finished with value: 0.9975839591887459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:44:50,271] Trial 5254 finished with value: 0.9853872979590772 and parameters: {'classifier': 'SVC', 'svc_c': 0.02246576555747941, 'svc_kernel': 'sigmoid'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:44:52,475] Trial 5255 finished with value: 0.997190653549738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 80}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:44:54,458] Trial 5256 finished with value: 0.9976102839739317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 73}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:44:55,835] Trial 5257 finished with value: 0.997491981526856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:45:01,347] Trial 5258 finished with value: 0.9966932266589459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 30, 'rf_n_estimators': 94}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:45:02,176] Trial 5259 finished with value: 0.9894033861740192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 88}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:45:04,485] Trial 5260 finished with value: 0.9975307084389305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:45:06,294] Trial 5261 finished with value: 0.9976452408034536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:45:07,567] Trial 5262 finished with value: 0.9974939978361176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 69}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:45:10,608] Trial 5263 finished with value: 0.9970949299261052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:45:12,071] Trial 5264 finished with value: 0.9973138116427535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 91}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:45:15,895] Trial 5265 finished with value: 0.9974484351817942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 95}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:45:16,782] Trial 5266 finished with value: 0.9970631574243156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:45:18,589] Trial 5267 finished with value: 0.9975604718042256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 77}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:45:21,170] Trial 5268 finished with value: 0.9963333003802449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 19, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:45:23,725] Trial 5269 finished with value: 0.997431589335267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:45:24,951] Trial 5270 finished with value: 0.994588478353453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 13, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:45:26,830] Trial 5271 finished with value: 0.9975480055032881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:45:28,617] Trial 5272 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 9.004921024937587e-07, 'svc_kernel': 'rbf'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:45:31,811] Trial 5273 finished with value: 0.9974181963509073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:45:33,758] Trial 5274 finished with value: 0.9972939487907423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 92}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:45:36,682] Trial 5275 finished with value: 0.9973811877291433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:45:38,517] Trial 5276 finished with value: 0.9973984454384958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:45:41,109] Trial 5277 finished with value: 0.9972784007072514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 12, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:45:42,775] Trial 5278 finished with value: 0.9972356454612713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 96}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:45:45,786] Trial 5279 finished with value: 0.9974205835176178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:45:46,895] Trial 5280 finished with value: 0.997245242115829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 75}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:45:50,240] Trial 5281 finished with value: 0.9964302438186133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 24, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:45:52,038] Trial 5282 finished with value: 0.9973496334889433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 94}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:45:53,870] Trial 5283 finished with value: 0.9973648342962506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:45:55,908] Trial 5284 finished with value: 0.9976573882653725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 71}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:45:58,816] Trial 5285 finished with value: 0.997295022769793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:46:00,182] Trial 5286 finished with value: 0.995573151407768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:46:04,779] Trial 5287 finished with value: 0.9970946225444713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 27, 'rf_n_estimators': 89}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:46:06,040] Trial 5288 finished with value: 0.997358688916965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:46:09,212] Trial 5289 finished with value: 0.997183305335497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 15, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:46:11,062] Trial 5290 finished with value: 0.9972562891292821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 93}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:46:12,391] Trial 5291 finished with value: 0.9972860597308201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 83}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:46:14,222] Trial 5292 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 2.439774291542798e-05, 'svc_kernel': 'sigmoid'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:46:15,997] Trial 5293 finished with value: 0.9974266398085971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:46:17,570] Trial 5294 finished with value: 0.9973202373629757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 2, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:46:20,732] Trial 5295 finished with value: 0.9970563821110425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:46:21,578] Trial 5296 finished with value: 0.9889327979368732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 95}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:46:23,287] Trial 5297 finished with value: 0.9973063807195258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 66}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:46:24,571] Trial 5298 finished with value: 0.9962883145941276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:46:27,723] Trial 5299 finished with value: 0.9972421357681353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 86}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:46:29,691] Trial 5300 finished with value: 0.9976279453259914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:46:30,852] Trial 5301 finished with value: 0.9972819690636641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 5, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:46:36,642] Trial 5302 finished with value: 0.9967791738327753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 35, 'rf_n_estimators': 92}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:46:40,946] Trial 5303 finished with value: 0.9971401807872255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 21, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:46:43,250] Trial 5304 finished with value: 0.9974026171642674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:46:45,454] Trial 5305 finished with value: 0.9972784632309292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 96}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:46:48,341] Trial 5306 finished with value: 0.997181688447801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:46:51,034] Trial 5307 finished with value: 0.9937595524785644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 40, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:46:52,768] Trial 5308 finished with value: 0.9973897401430692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 69}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:47:02,770] Trial 5309 finished with value: 0.9966311295704434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 55, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:47:04,576] Trial 5310 finished with value: 0.9850772466594013 and parameters: {'classifier': 'SVC', 'svc_c': 0.00016467763297781793, 'svc_kernel': 'rbf'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:47:09,248] Trial 5311 finished with value: 0.997317680176295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 26, 'rf_n_estimators': 94}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:47:12,000] Trial 5312 finished with value: 0.9975319908725576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:47:14,615] Trial 5313 finished with value: 0.9972485809436947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 90}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:47:15,739] Trial 5314 finished with value: 0.9971839202257163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:47:17,040] Trial 5315 finished with value: 0.9972549546454866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 73}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:47:18,868] Trial 5316 finished with value: 0.9974459359167946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 95}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:47:19,783] Trial 5317 finished with value: 0.996510742260226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:47:21,681] Trial 5318 finished with value: 0.9958236985425062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 15, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:47:24,031] Trial 5319 finished with value: 0.9972892825566341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:47:29,509] Trial 5320 finished with value: 0.9968063102514688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 36, 'rf_n_estimators': 78}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:47:40,185] Trial 5321 finished with value: 0.9967110140422362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 54, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:47:41,804] Trial 5322 finished with value: 0.9975747358354559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:47:43,209] Trial 5323 finished with value: 0.9956475006615463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 3, 'rf_n_estimators': 91}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:47:45,425] Trial 5324 finished with value: 0.9974876810721317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 96}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:47:47,594] Trial 5325 finished with value: 0.9971433157625117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:47:50,358] Trial 5326 finished with value: 0.9973468222403135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:47:53,577] Trial 5327 finished with value: 0.9974233483336891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:47:55,344] Trial 5328 finished with value: 0.9975459846872438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 93}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:47:56,889] Trial 5329 finished with value: 0.9976273996878863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:47:59,290] Trial 5330 finished with value: 0.9975001800631138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:48:01,505] Trial 5331 finished with value: 0.9973020186297851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 96}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:48:03,579] Trial 5332 finished with value: 0.9975297400518978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:48:05,416] Trial 5333 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 7.069822631407837e-09, 'svc_kernel': 'sigmoid'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:48:07,290] Trial 5334 finished with value: 0.9967970859143037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 88}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:48:08,541] Trial 5335 finished with value: 0.9973621894177315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 70}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:48:10,252] Trial 5336 finished with value: 0.9974709510372288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 75}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:48:13,290] Trial 5337 finished with value: 0.9972619289554396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 14, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:48:17,649] Trial 5338 finished with value: 0.997305725490426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 119}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:48:20,127] Trial 5339 finished with value: 0.997277978275703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 93}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:48:21,362] Trial 5340 finished with value: 0.9971356012928189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 67}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:48:22,484] Trial 5341 finished with value: 0.9936916595403512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:48:23,955] Trial 5342 finished with value: 0.9942968680475337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 4, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:48:27,048] Trial 5343 finished with value: 0.9974191165280586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:48:29,226] Trial 5344 finished with value: 0.9970862318986596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 96}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:48:31,743] Trial 5345 finished with value: 0.9969969405967339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:48:33,098] Trial 5346 finished with value: 0.9971588693366605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:48:34,864] Trial 5347 finished with value: 0.9850765916524669 and parameters: {'classifier': 'SVC', 'svc_c': 8.763243860152598e-10, 'svc_kernel': 'rbf'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:48:36,253] Trial 5348 finished with value: 0.9973199318538782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 6, 'rf_n_estimators': 84}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:48:42,685] Trial 5349 finished with value: 0.9968676383939492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 35, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:48:46,696] Trial 5350 finished with value: 0.997250518860325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 95}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:48:50,108] Trial 5351 finished with value: 0.996963712531032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:48:51,868] Trial 5352 finished with value: 0.9974753079854285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:48:55,216] Trial 5353 finished with value: 0.9975519087263626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:49:01,126] Trial 5354 finished with value: 0.9969571329454343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 47, 'rf_n_estimators': 64}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:49:03,258] Trial 5355 finished with value: 0.9966328983557647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 15, 'rf_n_estimators': 90}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:49:05,413] Trial 5356 finished with value: 0.9973764254243894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 94}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:49:07,422] Trial 5357 finished with value: 0.9968625342401939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 71}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:49:08,409] Trial 5358 finished with value: 0.9966245665202956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:49:09,324] Trial 5359 finished with value: 0.9969448773524645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:49:11,599] Trial 5360 finished with value: 0.9974730042894149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:49:13,093] Trial 5361 finished with value: 0.9975717004219854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:49:14,835] Trial 5362 finished with value: 0.9976051933087873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 81}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:49:17,355] Trial 5363 finished with value: 0.9972143114937729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 14, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:49:18,571] Trial 5364 finished with value: 0.9972478904537798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 87}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:49:20,306] Trial 5365 finished with value: 0.9972017498838993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 8, 'rf_n_estimators': 91}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:49:21,492] Trial 5366 finished with value: 0.9886587608468443 and parameters: {'classifier': 'SVC', 'svc_c': 27988.713884029155, 'svc_kernel': 'sigmoid'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:49:23,714] Trial 5367 finished with value: 0.9973172972901793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:49:26,382] Trial 5368 finished with value: 0.9973949496032016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:49:28,021] Trial 5369 finished with value: 0.9973534692689645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:49:33,913] Trial 5370 finished with value: 0.9962372548072788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 29, 'rf_n_estimators': 93}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:49:36,011] Trial 5371 finished with value: 0.9971975995494774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:49:37,472] Trial 5372 finished with value: 0.9959842179289136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 96}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:49:39,373] Trial 5373 finished with value: 0.9963305054766373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 19, 'rf_n_estimators': 73}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:49:40,850] Trial 5374 finished with value: 0.99721674163361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:49:43,135] Trial 5375 finished with value: 0.9975887917929646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:49:44,709] Trial 5376 finished with value: 0.9971069508172491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 6, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:49:50,189] Trial 5377 finished with value: 0.9972297403696831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 23, 'rf_n_estimators': 124}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:49:52,067] Trial 5378 finished with value: 0.9974509155627388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 94}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:49:55,189] Trial 5379 finished with value: 0.9975305979910125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:49:56,629] Trial 5380 finished with value: 0.9922583820183059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 25, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:50:02,865] Trial 5381 finished with value: 0.9964377620845624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 30, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:50:08,045] Trial 5382 finished with value: 0.9968848868993083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 29, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:50:09,746] Trial 5383 finished with value: 0.9973589701783009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:50:11,744] Trial 5384 finished with value: 0.9969473661756926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 15, 'rf_n_estimators': 76}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:50:13,538] Trial 5385 finished with value: 0.9853569803229661 and parameters: {'classifier': 'SVC', 'svc_c': 0.004345214952310739, 'svc_kernel': 'rbf'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:50:15,435] Trial 5386 finished with value: 0.9974935638837087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 91}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:50:17,454] Trial 5387 finished with value: 0.9968184412414139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 13, 'rf_n_estimators': 69}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:50:19,905] Trial 5388 finished with value: 0.9974843439263749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 95}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:50:22,276] Trial 5389 finished with value: 0.9971327143492794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:50:24,658] Trial 5390 finished with value: 0.9974075540909881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:50:28,206] Trial 5391 finished with value: 0.9972384546786751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:50:30,923] Trial 5392 finished with value: 0.9967818076030266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:50:32,611] Trial 5393 finished with value: 0.9972558282313898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 7, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:50:41,407] Trial 5394 finished with value: 0.9965583960300588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 45, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:50:43,381] Trial 5395 finished with value: 0.996698133942461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 94}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:50:44,515] Trial 5396 finished with value: 0.9972820479006262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 66}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:50:46,383] Trial 5397 finished with value: 0.9974493887472242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:50:49,296] Trial 5398 finished with value: 0.9971283580993137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:50:50,532] Trial 5399 finished with value: 0.9973409521556372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 88}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:50:52,883] Trial 5400 finished with value: 0.9966952706119249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:50:55,475] Trial 5401 finished with value: 0.9973259294297288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 92}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:50:56,994] Trial 5402 finished with value: 0.9974741912554164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 79}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:51:03,667] Trial 5403 finished with value: 0.9969736778213848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 36, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:51:05,132] Trial 5404 finished with value: 0.9867330436335733 and parameters: {'classifier': 'SVC', 'svc_c': 460133816.0853764, 'svc_kernel': 'sigmoid'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:51:07,286] Trial 5405 finished with value: 0.9973697862984774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 72}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:51:10,645] Trial 5406 finished with value: 0.9970372631321065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 20, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:51:12,360] Trial 5407 finished with value: 0.997090350526912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 2, 'rf_n_estimators': 120}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:51:17,719] Trial 5408 finished with value: 0.9970885069353429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 28, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:51:19,232] Trial 5409 finished with value: 0.997416614565337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 85}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:51:21,193] Trial 5410 finished with value: 0.9974326721057184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 95}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:51:22,477] Trial 5411 finished with value: 0.9973766239132628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:51:24,893] Trial 5412 finished with value: 0.9972466509932794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:51:26,852] Trial 5413 finished with value: 0.9974119770222973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:51:37,160] Trial 5414 finished with value: 0.996290339916955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 53, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:51:43,611] Trial 5415 finished with value: 0.9972326205213101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 32, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:51:45,870] Trial 5416 finished with value: 0.9970766377831346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 92}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:51:49,243] Trial 5417 finished with value: 0.99722779385208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 96}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:51:55,702] Trial 5418 finished with value: 0.9970024022462788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 36, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:51:57,914] Trial 5419 finished with value: 0.9972142290386893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:52:00,038] Trial 5420 finished with value: 0.9976821519898419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:52:02,451] Trial 5421 finished with value: 0.9972974707145962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:52:03,693] Trial 5422 finished with value: 0.9969470913571518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 6, 'rf_n_estimators': 74}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:52:37,792] Trial 5423 finished with value: 0.9897249541447031 and parameters: {'classifier': 'SVC', 'svc_c': 31911272.123457734, 'svc_kernel': 'rbf'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:52:40,768] Trial 5424 finished with value: 0.9973242772812175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 89}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:52:41,927] Trial 5425 finished with value: 0.9973562736622065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:52:44,862] Trial 5426 finished with value: 0.9975594358789257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 94}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:52:46,585] Trial 5427 finished with value: 0.9971935291628441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:52:47,975] Trial 5428 finished with value: 0.9976323225229761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:52:50,054] Trial 5429 finished with value: 0.9968057179903775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 96}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:52:52,067] Trial 5430 finished with value: 0.9974583450894987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:52:54,280] Trial 5431 finished with value: 0.9976342561867266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:52:56,296] Trial 5432 finished with value: 0.9973216147564221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 68}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:53:05,016] Trial 5433 finished with value: 0.9971488649769435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 47, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:53:08,456] Trial 5434 finished with value: 0.9972904699352284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:53:10,021] Trial 5435 finished with value: 0.9974528969920401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 6, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:53:14,573] Trial 5436 finished with value: 0.996905854135286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 25, 'rf_n_estimators': 92}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:53:18,614] Trial 5437 finished with value: 0.996990939688403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 21, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:53:20,396] Trial 5438 finished with value: 0.9973998308298947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:53:22,773] Trial 5439 finished with value: 0.9976156731023581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 95}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:53:24,490] Trial 5440 finished with value: 0.9974481973696534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:53:25,482] Trial 5441 finished with value: 0.9898266744555251 and parameters: {'classifier': 'SVC', 'svc_c': 10.049255825997848, 'svc_kernel': 'sigmoid'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:53:37,666] Trial 5442 finished with value: 0.9967941790393585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 61, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:53:38,493] Trial 5443 finished with value: 0.9895427152386973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 82}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:53:41,321] Trial 5444 finished with value: 0.9973457552118642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 65}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:53:43,706] Trial 5445 finished with value: 0.9964478134481204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 14, 'rf_n_estimators': 77}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:53:45,420] Trial 5446 finished with value: 0.9976452157622447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:53:47,251] Trial 5447 finished with value: 0.9971302013735038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 9, 'rf_n_estimators': 90}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:53:53,085] Trial 5448 finished with value: 0.9966751405267327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 41, 'rf_n_estimators': 71}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:53:54,601] Trial 5449 finished with value: 0.997086768554937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 6, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:53:55,690] Trial 5450 finished with value: 0.9969738448579918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:53:57,627] Trial 5451 finished with value: 0.9972588762448096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:54:00,675] Trial 5452 finished with value: 0.9974346175124946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:54:04,120] Trial 5453 finished with value: 0.9973232624933641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 93}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:54:06,640] Trial 5454 finished with value: 0.9972601992077444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:54:09,158] Trial 5455 finished with value: 0.997522180494931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:54:10,916] Trial 5456 finished with value: 0.9975390966091853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 96}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:54:12,545] Trial 5457 finished with value: 0.9975956344540774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:54:14,226] Trial 5458 finished with value: 0.9975231974727001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:54:16,098] Trial 5459 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 3.6401754741611716e-07, 'svc_kernel': 'rbf'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:54:18,590] Trial 5460 finished with value: 0.9974674000097137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:54:26,748] Trial 5461 finished with value: 0.9970607790490056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 41, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:54:28,176] Trial 5462 finished with value: 0.9974218506535735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:54:29,862] Trial 5463 finished with value: 0.9970188469891315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 3, 'rf_n_estimators': 95}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:54:42,446] Trial 5464 finished with value: 0.9966543059869464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 65, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:54:45,596] Trial 5465 finished with value: 0.9972423748815301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 18, 'rf_n_estimators': 92}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:54:47,668] Trial 5466 finished with value: 0.9972879028463205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:54:48,736] Trial 5467 finished with value: 0.9943358088413666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 88}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:54:50,046] Trial 5468 finished with value: 0.9955489033608195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:54:51,347] Trial 5469 finished with value: 0.9964899463772108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 68}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:54:53,302] Trial 5470 finished with value: 0.9975101838198106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:54:54,610] Trial 5471 finished with value: 0.9936846480970466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 4, 'rf_n_estimators': 75}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:54:57,479] Trial 5472 finished with value: 0.9974164161399394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:54:59,236] Trial 5473 finished with value: 0.9973287930459062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:55:03,603] Trial 5474 finished with value: 0.9969341847244862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 26, 'rf_n_estimators': 95}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:55:06,991] Trial 5475 finished with value: 0.996476217986645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 29, 'rf_n_estimators': 86}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:55:14,887] Trial 5476 finished with value: 0.996010163509581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 40, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:55:26,625] Trial 5477 finished with value: 0.9965879365000297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 56, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:55:28,497] Trial 5478 finished with value: 0.9853953280939979 and parameters: {'classifier': 'SVC', 'svc_c': 0.054711611749624134, 'svc_kernel': 'sigmoid'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:55:29,958] Trial 5479 finished with value: 0.997658450437922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:55:32,176] Trial 5480 finished with value: 0.9973414139421909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 71}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:55:39,391] Trial 5481 finished with value: 0.9968928397524244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 37, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:55:41,166] Trial 5482 finished with value: 0.9973816446280592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 93}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:55:43,454] Trial 5483 finished with value: 0.9972245433508107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:55:46,860] Trial 5484 finished with value: 0.9972954085123203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:55:49,257] Trial 5485 finished with value: 0.9972528259205569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 90}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:55:54,137] Trial 5486 finished with value: 0.9963265130700428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 23, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:55:56,252] Trial 5487 finished with value: 0.9971681014813508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:55:57,391] Trial 5488 finished with value: 0.995982385413874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 94}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:55:58,814] Trial 5489 finished with value: 0.9971263463603108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:56:00,466] Trial 5490 finished with value: 0.9970879363195045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 2, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:56:02,409] Trial 5491 finished with value: 0.9974470976194217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:56:04,531] Trial 5492 finished with value: 0.9973538366035055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:56:07,069] Trial 5493 finished with value: 0.9971169586998739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 14, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:56:08,631] Trial 5494 finished with value: 0.9945889019593039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 20, 'rf_n_estimators': 96}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:56:10,594] Trial 5495 finished with value: 0.9974207719138364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:56:12,438] Trial 5496 finished with value: 0.9975676048989296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:56:17,991] Trial 5497 finished with value: 0.9927668130129002 and parameters: {'classifier': 'SVC', 'svc_c': 1843337.4668736933, 'svc_kernel': 'rbf'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:56:20,553] Trial 5498 finished with value: 0.9971935166898466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 79}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:56:23,368] Trial 5499 finished with value: 0.9973977338111344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 91}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:56:25,960] Trial 5500 finished with value: 0.9976539728856739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:56:28,085] Trial 5501 finished with value: 0.9971554922963538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 95}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:56:38,554] Trial 5502 finished with value: 0.9968476223113205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 53, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:56:39,786] Trial 5503 finished with value: 0.9974604138932591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 72}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:56:41,288] Trial 5504 finished with value: 0.9969565967969635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:56:43,479] Trial 5505 finished with value: 0.9969277192366658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 12, 'rf_n_estimators': 83}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:56:45,087] Trial 5506 finished with value: 0.9961590025525915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 17, 'rf_n_estimators': 63}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:56:50,189] Trial 5507 finished with value: 0.9964749541831694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 28, 'rf_n_estimators': 128}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:56:53,082] Trial 5508 finished with value: 0.9974145266236182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:56:56,449] Trial 5509 finished with value: 0.9972324380283423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:57:04,871] Trial 5510 finished with value: 0.99692284169157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 37, 'rf_n_estimators': 118}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:57:05,699] Trial 5511 finished with value: 0.9894483502196699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:57:07,224] Trial 5512 finished with value: 0.9972704761008729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 69}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:57:08,710] Trial 5513 finished with value: 0.9975039031100875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 93}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:57:10,954] Trial 5514 finished with value: 0.9973938945399435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:57:12,697] Trial 5515 finished with value: 0.9973751843135178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:57:14,592] Trial 5516 finished with value: 0.9852051536002978 and parameters: {'classifier': 'SVC', 'svc_c': 2.835093538591137e-06, 'svc_kernel': 'sigmoid'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:57:18,530] Trial 5517 finished with value: 0.9972335594238269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:57:21,467] Trial 5518 finished with value: 0.997235759432097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 95}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:57:22,961] Trial 5519 finished with value: 0.9975516746910329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 75}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:57:23,917] Trial 5520 finished with value: 0.9969574108108142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:57:25,916] Trial 5521 finished with value: 0.9972712587576713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:57:31,371] Trial 5522 finished with value: 0.9965733235105066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 32, 'rf_n_estimators': 89}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:57:32,812] Trial 5523 finished with value: 0.99727359089085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:57:35,803] Trial 5524 finished with value: 0.9976896703827425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:57:38,545] Trial 5525 finished with value: 0.994947302533317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 39, 'rf_n_estimators': 67}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:57:40,685] Trial 5526 finished with value: 0.9975311802229251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:57:43,951] Trial 5527 finished with value: 0.99736206233915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 86}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:57:46,229] Trial 5528 finished with value: 0.9970488707322195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 93}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:57:50,901] Trial 5529 finished with value: 0.9970726884448807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 22, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:57:52,490] Trial 5530 finished with value: 0.9973679002733259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:57:54,119] Trial 5531 finished with value: 0.99746691759352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:58:02,632] Trial 5532 finished with value: 0.9968100303150793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 41, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:58:04,759] Trial 5533 finished with value: 0.997029581733313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:58:05,550] Trial 5534 finished with value: 0.9950232009460969 and parameters: {'classifier': 'SVC', 'svc_c': 865.8149757921464, 'svc_kernel': 'rbf'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:58:08,460] Trial 5535 finished with value: 0.9967586921550439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 13, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:58:10,904] Trial 5536 finished with value: 0.9974748442628624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 96}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:58:13,173] Trial 5537 finished with value: 0.997291889381402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 10, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:58:22,135] Trial 5538 finished with value: 0.9968542078953829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 47, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:58:23,190] Trial 5539 finished with value: 0.9972447847091064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 92}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:58:26,125] Trial 5540 finished with value: 0.9972940515263486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:58:27,257] Trial 5541 finished with value: 0.9972163760763918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 73}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:58:29,969] Trial 5542 finished with value: 0.9971223863581199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:58:31,611] Trial 5543 finished with value: 0.9975399606737163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:58:40,990] Trial 5544 finished with value: 0.9967206492583514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 55, 'rf_n_estimators': 94}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:58:43,638] Trial 5545 finished with value: 0.9970817469197413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:58:45,624] Trial 5546 finished with value: 0.9971232245245183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 81}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:58:48,307] Trial 5547 finished with value: 0.9970305103527477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 16, 'rf_n_estimators': 96}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:58:49,829] Trial 5548 finished with value: 0.9976094546624097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:58:51,882] Trial 5549 finished with value: 0.9974250278402765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 89}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:58:53,815] Trial 5550 finished with value: 0.9974510932632829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:58:55,051] Trial 5551 finished with value: 0.9971229307267088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:58:58,363] Trial 5552 finished with value: 0.9921589571516419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 64, 'rf_n_estimators': 65}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:59:00,861] Trial 5553 finished with value: 0.9974187557632644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 70}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:59:02,735] Trial 5554 finished with value: 0.9974084307554683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:59:04,550] Trial 5555 finished with value: 0.9852066288734506 and parameters: {'classifier': 'SVC', 'svc_c': 4.008947314495554e-08, 'svc_kernel': 'sigmoid'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:59:06,178] Trial 5556 finished with value: 0.9973302607971751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 91}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:59:09,369] Trial 5557 finished with value: 0.9973999184582573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:59:10,323] Trial 5558 finished with value: 0.9968707349663672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 95}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:59:12,002] Trial 5559 finished with value: 0.9969076269830593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 77}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:59:24,112] Trial 5560 finished with value: 0.9965128729846439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 50, 'rf_n_estimators': 125}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:59:26,364] Trial 5561 finished with value: 0.9969307249751928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:59:30,455] Trial 5562 finished with value: 0.9971490520401701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:59:32,689] Trial 5563 finished with value: 0.9975929098816727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:59:35,121] Trial 5564 finished with value: 0.9968162330765017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:59:36,361] Trial 5565 finished with value: 0.9973243007672691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 3, 'rf_n_estimators': 117}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:59:37,910] Trial 5566 finished with value: 0.9974850770402997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:59:44,477] Trial 5567 finished with value: 0.9971151977220778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 37, 'rf_n_estimators': 94}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:59:46,067] Trial 5568 finished with value: 0.9973369506085253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:59:47,329] Trial 5569 finished with value: 0.9961527973790884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:59:47,889] Trial 5570 finished with value: 0.9849057825190785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 1, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:59:51,498] Trial 5571 finished with value: 0.9972741560160306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:59:52,507] Trial 5572 finished with value: 0.9890204380424247 and parameters: {'classifier': 'SVC', 'svc_c': 2.6953078857072477, 'svc_kernel': 'rbf'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:59:54,333] Trial 5573 finished with value: 0.9976102335423969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 96}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:59:56,839] Trial 5574 finished with value: 0.9973353677438664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 12:59:57,916] Trial 5575 finished with value: 0.9937571010425912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:00:00,298] Trial 5576 finished with value: 0.9976179348091204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:00:02,290] Trial 5577 finished with value: 0.9972257054977685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:00:05,311] Trial 5578 finished with value: 0.9975474407589626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 92}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:00:08,230] Trial 5579 finished with value: 0.9975087274307125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:00:13,173] Trial 5580 finished with value: 0.9969357969784478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 30, 'rf_n_estimators': 87}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:00:14,957] Trial 5581 finished with value: 0.9972074465843869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:00:17,149] Trial 5582 finished with value: 0.9974607756419284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 96}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:00:18,807] Trial 5583 finished with value: 0.9968079709692151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 74}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:00:29,171] Trial 5584 finished with value: 0.9967748355147271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 50, 'rf_n_estimators': 109}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:00:32,974] Trial 5585 finished with value: 0.9972633439900441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:00:34,323] Trial 5586 finished with value: 0.9968599629301446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:00:35,835] Trial 5587 finished with value: 0.9971867627044474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 6, 'rf_n_estimators': 94}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:00:37,377] Trial 5588 finished with value: 0.9972875551892822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 68}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:00:41,899] Trial 5589 finished with value: 0.9972559383301908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 21, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:00:44,325] Trial 5590 finished with value: 0.9973607408044209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:00:45,500] Trial 5591 finished with value: 0.9973059268674489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 90}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:00:47,334] Trial 5592 finished with value: 0.9852050720656136 and parameters: {'classifier': 'SVC', 'svc_c': 1.0679354615040782e-10, 'svc_kernel': 'sigmoid'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:00:50,037] Trial 5593 finished with value: 0.9973179707685759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 12, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:00:52,393] Trial 5594 finished with value: 0.9975205352018078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:00:55,064] Trial 5595 finished with value: 0.9975616291904972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 84}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:00:56,760] Trial 5596 finished with value: 0.9972569178254912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:00:58,092] Trial 5597 finished with value: 0.9972040982351489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 5, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:01:05,588] Trial 5598 finished with value: 0.9960757185383161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 48, 'rf_n_estimators': 71}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:01:08,308] Trial 5599 finished with value: 0.9973754329800228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:01:10,126] Trial 5600 finished with value: 0.9972297636018314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 95}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:01:11,758] Trial 5601 finished with value: 0.9972147312275993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:01:12,507] Trial 5602 finished with value: 0.9956881577779392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 2, 'rf_n_estimators': 62}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:01:13,731] Trial 5603 finished with value: 0.9956495609595475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 93}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:01:17,329] Trial 5604 finished with value: 0.9972206285434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:01:30,643] Trial 5605 finished with value: 0.9964090600031551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 73, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:01:35,053] Trial 5606 finished with value: 0.9971725866506965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 23, 'rf_n_estimators': 96}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:01:37,653] Trial 5607 finished with value: 0.9974628290528039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:01:40,176] Trial 5608 finished with value: 0.9964458071045618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:01:42,034] Trial 5609 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 3.6625291289817334e-09, 'svc_kernel': 'rbf'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:01:44,839] Trial 5610 finished with value: 0.9973896659715796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:01:46,611] Trial 5611 finished with value: 0.9976382852188662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:01:49,515] Trial 5612 finished with value: 0.9973705507694546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:01:51,290] Trial 5613 finished with value: 0.9973285494892042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 92}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:01:52,632] Trial 5614 finished with value: 0.9975434032210636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 79}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:02:03,124] Trial 5615 finished with value: 0.9965610603321772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 58, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:02:06,091] Trial 5616 finished with value: 0.9972719746061743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:02:07,248] Trial 5617 finished with value: 0.9969937512226742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 5, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:02:08,721] Trial 5618 finished with value: 0.9967219309620067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:02:12,319] Trial 5619 finished with value: 0.9971270357711369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 20, 'rf_n_estimators': 88}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:02:14,089] Trial 5620 finished with value: 0.997195552613135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:02:16,473] Trial 5621 finished with value: 0.9974902674259493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:02:19,915] Trial 5622 finished with value: 0.9971252923761416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 26, 'rf_n_estimators': 65}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:02:28,114] Trial 5623 finished with value: 0.9967939671570883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 39, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:02:29,968] Trial 5624 finished with value: 0.997312532002062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:02:32,664] Trial 5625 finished with value: 0.9970947108393299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 73}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:02:38,101] Trial 5626 finished with value: 0.9963810678670003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 27, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:02:40,212] Trial 5627 finished with value: 0.9976533862739302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 91}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:02:42,009] Trial 5628 finished with value: 0.9960458339342143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 15, 'rf_n_estimators': 95}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:02:43,842] Trial 5629 finished with value: 0.9852245738989273 and parameters: {'classifier': 'SVC', 'svc_c': 0.0007963947414805067, 'svc_kernel': 'sigmoid'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:02:46,569] Trial 5630 finished with value: 0.9974152366006083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:02:55,512] Trial 5631 finished with value: 0.9968628734232112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 42, 'rf_n_estimators': 110}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:02:57,414] Trial 5632 finished with value: 0.9975967368068175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:03:04,390] Trial 5633 finished with value: 0.9969194602714321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 30, 'rf_n_estimators': 123}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:03:14,508] Trial 5634 finished with value: 0.9968394678907542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 53, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:03:15,259] Trial 5635 finished with value: 0.9929295249174315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 6, 'rf_n_estimators': 69}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:03:16,468] Trial 5636 finished with value: 0.9974270789660227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 94}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:03:18,728] Trial 5637 finished with value: 0.9972051443165791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:03:19,643] Trial 5638 finished with value: 0.9960531119124659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 1, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:03:21,943] Trial 5639 finished with value: 0.9973953944734507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:03:34,193] Trial 5640 finished with value: 0.9964069769173362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 66, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:03:37,579] Trial 5641 finished with value: 0.997092836303301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 17, 'rf_n_estimators': 96}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:03:40,857] Trial 5642 finished with value: 0.9973312041429988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:03:42,665] Trial 5643 finished with value: 0.997295974589638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 7, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:03:45,617] Trial 5644 finished with value: 0.9975312360499041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 100}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:03:47,440] Trial 5645 finished with value: 0.9974123899007356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 76}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:03:48,200] Trial 5646 finished with value: 0.9950975853337386 and parameters: {'classifier': 'SVC', 'svc_c': 1744.3204846358262, 'svc_kernel': 'rbf'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:03:49,404] Trial 5647 finished with value: 0.9967616104556359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:03:52,950] Trial 5648 finished with value: 0.9972247671347961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 94}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:03:54,488] Trial 5649 finished with value: 0.9972473169180539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 90}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:03:57,106] Trial 5650 finished with value: 0.9973775735114542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:03:59,614] Trial 5651 finished with value: 0.9971945013901639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:04:13,482] Trial 5652 finished with value: 0.9966593200050443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 61, 'rf_n_estimators': 119}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:04:22,038] Trial 5653 finished with value: 0.9967611425119282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 44, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:04:24,950] Trial 5654 finished with value: 0.9972492564215795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 16, 'rf_n_estimators': 103}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:04:35,514] Trial 5655 finished with value: 0.9963289249288453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 55, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:04:36,626] Trial 5656 finished with value: 0.9966747668128723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 5, 'rf_n_estimators': 86}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:04:43,307] Trial 5657 finished with value: 0.9972135009393539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 35, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:04:44,847] Trial 5658 finished with value: 0.996755771124992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 67}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:04:49,292] Trial 5659 finished with value: 0.9974822406552467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 25, 'rf_n_estimators': 93}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:04:51,470] Trial 5660 finished with value: 0.9974979399063909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 97}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:04:52,687] Trial 5661 finished with value: 0.9974691149040681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 72}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:04:55,888] Trial 5662 finished with value: 0.997168263312941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:04:59,072] Trial 5663 finished with value: 0.9957424773335265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 31, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:05:00,113] Trial 5664 finished with value: 0.9902015924204607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:05:02,515] Trial 5665 finished with value: 0.9975002912727415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:05:04,338] Trial 5666 finished with value: 0.9974581388565759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 96}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:05:06,693] Trial 5667 finished with value: 0.9970582679140284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:05:08,476] Trial 5668 finished with value: 0.997167843134784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:05:11,581] Trial 5669 finished with value: 0.9975390392905245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 92}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:05:20,909] Trial 5670 finished with value: 0.996890204934822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 49, 'rf_n_estimators': 108}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:05:22,280] Trial 5671 finished with value: 0.9863993277249018 and parameters: {'classifier': 'SVC', 'svc_c': 1.061095024211218, 'svc_kernel': 'sigmoid'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:05:24,676] Trial 5672 finished with value: 0.9975139432701642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 99}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:05:25,648] Trial 5673 finished with value: 0.9964749289832708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 2, 'rf_n_estimators': 112}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:05:27,083] Trial 5674 finished with value: 0.9973091735601693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 82}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:05:29,136] Trial 5675 finished with value: 0.9973009583297724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 95}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:05:31,097] Trial 5676 finished with value: 0.9974649811368338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:05:33,611] Trial 5677 finished with value: 0.9973202068945844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 89}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:05:36,425] Trial 5678 finished with value: 0.9976992093060465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:05:39,864] Trial 5679 finished with value: 0.9973799586152007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 107}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:05:45,698] Trial 5680 finished with value: 0.9972194349124379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 32, 'rf_n_estimators': 98}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:05:48,758] Trial 5681 finished with value: 0.9963458425982569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 22, 'rf_n_estimators': 115}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:05:50,566] Trial 5682 finished with value: 0.9968819304814897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 70}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:05:51,995] Trial 5683 finished with value: 0.9972127714118129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 5, 'rf_n_estimators': 101}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:05:53,761] Trial 5684 finished with value: 0.997519680023891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:05:56,255] Trial 5685 finished with value: 0.9976685353167102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 96}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:05:58,550] Trial 5686 finished with value: 0.997537760094164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 77}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:07:00,356] Trial 5687 finished with value: 0.990393273353939 and parameters: {'classifier': 'SVC', 'svc_c': 110187820.93669173, 'svc_kernel': 'rbf'}. Best is trial 1839 with value: 0.9978237306691394.
[I 2023-09-10 13:07:02,177] Trial 5688 finished with value: 0.9978275572134295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 93}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:07:03,938] Trial 5689 finished with value: 0.9971912498415434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 87}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:07:05,782] Trial 5690 finished with value: 0.9976607792703583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 88}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:07:07,518] Trial 5691 finished with value: 0.997536883683587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 88}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:07:09,432] Trial 5692 finished with value: 0.9972236145092106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 90}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:07:11,164] Trial 5693 finished with value: 0.9974574356714979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 89}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:07:12,973] Trial 5694 finished with value: 0.997294861858602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 91}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:07:15,378] Trial 5695 finished with value: 0.9971724383077171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 93}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:07:17,288] Trial 5696 finished with value: 0.9972237890042258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 90}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:07:19,095] Trial 5697 finished with value: 0.9976186225060996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 85}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:07:20,937] Trial 5698 finished with value: 0.9971699614179422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 87}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:07:22,937] Trial 5699 finished with value: 0.9972476771433039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 89}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:07:24,682] Trial 5700 finished with value: 0.9971255669090412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 91}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:07:26,478] Trial 5701 finished with value: 0.9973106690821072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 91}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:07:28,598] Trial 5702 finished with value: 0.9974076122348344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 93}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:07:29,804] Trial 5703 finished with value: 0.9873618360719906 and parameters: {'classifier': 'SVC', 'svc_c': 96010.44682349497, 'svc_kernel': 'sigmoid'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:07:31,459] Trial 5704 finished with value: 0.9953779271908241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 83}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:07:33,334] Trial 5705 finished with value: 0.9972792337955845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 92}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:07:35,266] Trial 5706 finished with value: 0.9977125390684943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 86}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:07:36,826] Trial 5707 finished with value: 0.9968912453034289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 88}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:07:38,948] Trial 5708 finished with value: 0.9974551216606642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 92}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:07:48,312] Trial 5709 finished with value: 0.9967278597618116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 53, 'rf_n_estimators': 91}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:07:49,889] Trial 5710 finished with value: 0.9975415164976784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 88}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:07:51,802] Trial 5711 finished with value: 0.9976019999992273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 90}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:07:53,943] Trial 5712 finished with value: 0.9973865425488917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 91}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:07:56,490] Trial 5713 finished with value: 0.9971977705850605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 91}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:07:58,263] Trial 5714 finished with value: 0.9975764849432744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 93}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:08:00,646] Trial 5715 finished with value: 0.9970067958200236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 93}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:08:02,309] Trial 5716 finished with value: 0.997000173451727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 80}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:08:04,369] Trial 5717 finished with value: 0.9974695440323149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 88}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:08:06,243] Trial 5718 finished with value: 0.9969906250070507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 90}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:08:08,469] Trial 5719 finished with value: 0.9973863830659067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 90}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:08:10,124] Trial 5720 finished with value: 0.9974639490200827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 85}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:08:11,086] Trial 5721 finished with value: 0.9921753456866602 and parameters: {'classifier': 'SVC', 'svc_c': 40.84399782380955, 'svc_kernel': 'rbf'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:08:13,295] Trial 5722 finished with value: 0.9969626619745569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 92}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:08:15,760] Trial 5723 finished with value: 0.997254610923949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 12, 'rf_n_estimators': 92}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:08:17,427] Trial 5724 finished with value: 0.9971931516086969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 93}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:08:19,216] Trial 5725 finished with value: 0.9973596848207635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 90}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:08:30,132] Trial 5726 finished with value: 0.995895847534111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 65, 'rf_n_estimators': 85}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:08:32,143] Trial 5727 finished with value: 0.9975786406454256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 87}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:08:34,070] Trial 5728 finished with value: 0.9972924656465881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 93}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:08:37,476] Trial 5729 finished with value: 0.9968434860367914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 18, 'rf_n_estimators': 94}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:08:44,234] Trial 5730 finished with value: 0.9962992025054507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 45, 'rf_n_estimators': 93}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:08:46,441] Trial 5731 finished with value: 0.9971656580115926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 88}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:08:49,079] Trial 5732 finished with value: 0.9974134175741796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 94}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:08:50,686] Trial 5733 finished with value: 0.9973823337215061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 90}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:08:52,824] Trial 5734 finished with value: 0.9972654225373422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 94}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:08:55,501] Trial 5735 finished with value: 0.9975008984189114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 90}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:08:57,201] Trial 5736 finished with value: 0.9974560084177989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 94}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:08:59,190] Trial 5737 finished with value: 0.9972218545152897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 92}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:09:01,624] Trial 5738 finished with value: 0.9973131701879056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 94}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:09:04,168] Trial 5739 finished with value: 0.9975918939829924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 86}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:09:05,984] Trial 5740 finished with value: 0.9852046618531594 and parameters: {'classifier': 'SVC', 'svc_c': 2.1147709908245754e-08, 'svc_kernel': 'sigmoid'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:09:06,832] Trial 5741 finished with value: 0.996976255764657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 1, 'rf_n_estimators': 89}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:09:09,840] Trial 5742 finished with value: 0.997093168281813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 15, 'rf_n_estimators': 95}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:09:11,030] Trial 5743 finished with value: 0.9912256099747919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 20, 'rf_n_estimators': 92}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:09:12,924] Trial 5744 finished with value: 0.9969582679564811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 93}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:09:14,756] Trial 5745 finished with value: 0.9972019089860295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 95}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:09:17,307] Trial 5746 finished with value: 0.9959826339534273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 24, 'rf_n_estimators': 84}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:09:18,490] Trial 5747 finished with value: 0.9944044580304389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 13, 'rf_n_estimators': 95}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:09:20,990] Trial 5748 finished with value: 0.9974906490742868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 91}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:09:22,344] Trial 5749 finished with value: 0.9970751291534409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 74}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:09:24,573] Trial 5750 finished with value: 0.99741186428925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 88}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:09:26,353] Trial 5751 finished with value: 0.9970245747927685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 93}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:09:39,832] Trial 5752 finished with value: 0.9961529992956556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 74, 'rf_n_estimators': 96}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:09:41,067] Trial 5753 finished with value: 0.9971940536000273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 65}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:09:42,626] Trial 5754 finished with value: 0.9975420538204519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 70}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:09:55,475] Trial 5755 finished with value: 0.995578531427415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 68, 'rf_n_estimators': 95}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:09:58,528] Trial 5756 finished with value: 0.9973021842381863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 89}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:10:01,746] Trial 5757 finished with value: 0.9969664221231443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 95}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:10:04,494] Trial 5758 finished with value: 0.9973646982675791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 92}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:10:06,276] Trial 5759 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 6.539558133071869e-05, 'svc_kernel': 'rbf'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:10:08,218] Trial 5760 finished with value: 0.9975217556513019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 95}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:10:09,339] Trial 5761 finished with value: 0.996577466576948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 67}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:10:10,987] Trial 5762 finished with value: 0.9956611753198347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:10:12,866] Trial 5763 finished with value: 0.9975003506861043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:10:15,100] Trial 5764 finished with value: 0.9972144919872526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 91}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:10:17,549] Trial 5765 finished with value: 0.9972522566377106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 87}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:10:20,577] Trial 5766 finished with value: 0.9974426988723981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 95}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:10:22,176] Trial 5767 finished with value: 0.9972962119891858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 62}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:10:24,567] Trial 5768 finished with value: 0.9968001526530889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 82}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:10:31,310] Trial 5769 finished with value: 0.9964467348353349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 52, 'rf_n_estimators': 72}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:10:33,570] Trial 5770 finished with value: 0.9974032050772653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 75}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:10:35,656] Trial 5771 finished with value: 0.996960399061754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:10:38,594] Trial 5772 finished with value: 0.9937898584668634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 42, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:10:42,014] Trial 5773 finished with value: 0.995229960591152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 36, 'rf_n_estimators': 96}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:10:44,820] Trial 5774 finished with value: 0.9974749797837275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:10:58,110] Trial 5775 finished with value: 0.9962802568154895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 72, 'rf_n_estimators': 96}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:11:00,307] Trial 5776 finished with value: 0.9972270177967665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 92}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:11:01,539] Trial 5777 finished with value: 0.9868472737580035 and parameters: {'classifier': 'SVC', 'svc_c': 476319.69091977435, 'svc_kernel': 'sigmoid'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:11:03,134] Trial 5778 finished with value: 0.9976936084857773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 90}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:11:05,446] Trial 5779 finished with value: 0.9975825211441585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:11:09,326] Trial 5780 finished with value: 0.9970922999326648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 18, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:11:10,929] Trial 5781 finished with value: 0.9972748312400119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 78}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:11:13,914] Trial 5782 finished with value: 0.9975250691840554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 96}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:11:16,888] Trial 5783 finished with value: 0.997351557186991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 94}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:11:17,855] Trial 5784 finished with value: 0.996969513046215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 97}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:11:19,123] Trial 5785 finished with value: 0.996158821678257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 68}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:11:20,947] Trial 5786 finished with value: 0.9972694242114057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 84}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:11:23,393] Trial 5787 finished with value: 0.9974634951680059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:11:24,335] Trial 5788 finished with value: 0.9969019622743823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:11:26,626] Trial 5789 finished with value: 0.9974419868959198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 92}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:11:28,060] Trial 5790 finished with value: 0.9973507031199009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 89}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:11:35,336] Trial 5791 finished with value: 0.9970225869841477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 36, 'rf_n_estimators': 94}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:11:40,079] Trial 5792 finished with value: 0.9971787647835028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 22, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:11:42,487] Trial 5793 finished with value: 0.9973295634201342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 97}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:11:44,933] Trial 5794 finished with value: 0.9899684654614237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 56, 'rf_n_estimators': 97}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:11:46,379] Trial 5795 finished with value: 0.9972292610003287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 70}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:11:47,901] Trial 5796 finished with value: 0.9859459136311978 and parameters: {'classifier': 'SVC', 'svc_c': 0.3053014969333311, 'svc_kernel': 'rbf'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:11:54,172] Trial 5797 finished with value: 0.9969719815254443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 27, 'rf_n_estimators': 128}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:12:00,595] Trial 5798 finished with value: 0.9967353922780812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 43, 'rf_n_estimators': 93}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:12:01,580] Trial 5799 finished with value: 0.9970518323867928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 64}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:12:04,321] Trial 5800 finished with value: 0.9973686099646747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 96}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:12:05,258] Trial 5801 finished with value: 0.9971191274145671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 73}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:12:09,191] Trial 5802 finished with value: 0.9971833129208569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:12:12,162] Trial 5803 finished with value: 0.9971174928171188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 16, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:12:14,619] Trial 5804 finished with value: 0.9973676485282438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 87}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:12:16,680] Trial 5805 finished with value: 0.9976646286659419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:12:18,292] Trial 5806 finished with value: 0.9973880980872126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 91}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:12:21,691] Trial 5807 finished with value: 0.9974709514180837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 15, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:12:24,033] Trial 5808 finished with value: 0.9974923482583767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 94}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:12:27,574] Trial 5809 finished with value: 0.997313804977793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:12:29,393] Trial 5810 finished with value: 0.9975260671825558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 98}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:12:30,448] Trial 5811 finished with value: 0.9971263562308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 96}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:12:43,704] Trial 5812 finished with value: 0.9963010295298322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 60, 'rf_n_estimators': 113}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:12:45,875] Trial 5813 finished with value: 0.9972917205039965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:12:57,578] Trial 5814 finished with value: 0.9961653180470611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 65, 'rf_n_estimators': 94}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:12:59,399] Trial 5815 finished with value: 0.9971369191459507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 90}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:13:01,355] Trial 5816 finished with value: 0.9852044982759844 and parameters: {'classifier': 'SVC', 'svc_c': 1.358381671664364e-07, 'svc_kernel': 'sigmoid'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:13:03,201] Trial 5817 finished with value: 0.9956681814629089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 98}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:13:05,209] Trial 5818 finished with value: 0.9973694245180701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:13:07,177] Trial 5819 finished with value: 0.9972465407040509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 85}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:13:08,070] Trial 5820 finished with value: 0.9970979489310775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 76}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:13:10,901] Trial 5821 finished with value: 0.9971098623576667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 17, 'rf_n_estimators': 79}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:13:12,912] Trial 5822 finished with value: 0.9969637281143445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:13:17,007] Trial 5823 finished with value: 0.9973832086721394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 20, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:13:19,805] Trial 5824 finished with value: 0.9960164269221444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 34, 'rf_n_estimators': 67}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:13:22,324] Trial 5825 finished with value: 0.9973710678751809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:13:27,063] Trial 5826 finished with value: 0.9972286756898391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 23, 'rf_n_estimators': 96}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:13:29,004] Trial 5827 finished with value: 0.997367221812078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:13:31,566] Trial 5828 finished with value: 0.9972146787013623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 91}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:13:33,521] Trial 5829 finished with value: 0.9974933638714157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:13:35,537] Trial 5830 finished with value: 0.9967491812563124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 12, 'rf_n_estimators': 72}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:13:37,890] Trial 5831 finished with value: 0.9971756445346056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 93}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:13:40,872] Trial 5832 finished with value: 0.9974221164268107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 99}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:13:42,733] Trial 5833 finished with value: 0.997314143113459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:13:44,087] Trial 5834 finished with value: 0.9940095842214228 and parameters: {'classifier': 'SVC', 'svc_c': 309.30010632605666, 'svc_kernel': 'rbf'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:13:49,731] Trial 5835 finished with value: 0.9967792545422739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 31, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:13:52,917] Trial 5836 finished with value: 0.9973528146746228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:13:53,922] Trial 5837 finished with value: 0.994109068755353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 97}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:13:55,701] Trial 5838 finished with value: 0.9971488808458971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 94}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:13:58,272] Trial 5839 finished with value: 0.9974464829831057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:14:00,001] Trial 5840 finished with value: 0.9972384500132029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 100}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:14:03,681] Trial 5841 finished with value: 0.9972912542423978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 17, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:14:04,784] Trial 5842 finished with value: 0.9972932994014173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 87}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:14:07,526] Trial 5843 finished with value: 0.9971594157364754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:14:10,767] Trial 5844 finished with value: 0.9973342885915363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:14:13,357] Trial 5845 finished with value: 0.9973929086970617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:14:15,423] Trial 5846 finished with value: 0.9974693744249374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 96}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:14:21,078] Trial 5847 finished with value: 0.9966605269024518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 45, 'rf_n_estimators': 69}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:14:23,111] Trial 5848 finished with value: 0.9972585853351497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 100}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:14:23,983] Trial 5849 finished with value: 0.9890467138242816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:14:25,722] Trial 5850 finished with value: 0.9974630146243489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 92}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:14:29,272] Trial 5851 finished with value: 0.9974522714061459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 98}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:14:30,857] Trial 5852 finished with value: 0.9867327158444649 and parameters: {'classifier': 'SVC', 'svc_c': 922797054.7354934, 'svc_kernel': 'sigmoid'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:14:33,025] Trial 5853 finished with value: 0.9970639185945505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:14:35,195] Trial 5854 finished with value: 0.997327979888979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 89}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:14:38,196] Trial 5855 finished with value: 0.9972864349046242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 75}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:14:39,122] Trial 5856 finished with value: 0.9968019933247706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 101}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:14:41,536] Trial 5857 finished with value: 0.9974143595552732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:14:45,042] Trial 5858 finished with value: 0.9975597709994908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:14:47,628] Trial 5859 finished with value: 0.997489469058887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 94}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:14:50,088] Trial 5860 finished with value: 0.9973479520463435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 97}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:15:01,777] Trial 5861 finished with value: 0.9963236145421672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 60, 'rf_n_estimators': 100}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:15:03,966] Trial 5862 finished with value: 0.9974182629687752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 81}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:15:05,694] Trial 5863 finished with value: 0.9972621945382493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:15:11,455] Trial 5864 finished with value: 0.9966507756208088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 28, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:15:12,498] Trial 5865 finished with value: 0.9969793169810464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 3, 'rf_n_estimators': 95}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:15:14,284] Trial 5866 finished with value: 0.9971590283435768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:15:15,652] Trial 5867 finished with value: 0.9972353873686077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 65}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:15:19,157] Trial 5868 finished with value: 0.9972221974433798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 98}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:15:21,618] Trial 5869 finished with value: 0.9972631467072114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:15:24,405] Trial 5870 finished with value: 0.9973051785828044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:15:25,357] Trial 5871 finished with value: 0.9962439294796471 and parameters: {'classifier': 'SVC', 'svc_c': 15070.048327789573, 'svc_kernel': 'rbf'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:15:26,366] Trial 5872 finished with value: 0.9971899026308472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 72}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:15:31,280] Trial 5873 finished with value: 0.9969561083505676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 27, 'rf_n_estimators': 92}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:15:33,134] Trial 5874 finished with value: 0.9974683918827979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:15:35,795] Trial 5875 finished with value: 0.9972665237475177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:15:37,910] Trial 5876 finished with value: 0.9976514719068273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 100}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:15:41,127] Trial 5877 finished with value: 0.9971538273257282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 13, 'rf_n_estimators': 96}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:15:43,941] Trial 5878 finished with value: 0.9971930584896764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 102}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:15:46,619] Trial 5879 finished with value: 0.9958244511752438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 22, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:15:48,453] Trial 5880 finished with value: 0.9972819230436983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 99}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:15:50,304] Trial 5881 finished with value: 0.9973853206077162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 90}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:15:52,843] Trial 5882 finished with value: 0.9975591839434162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:15:55,883] Trial 5883 finished with value: 0.9965043635438446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 24, 'rf_n_estimators': 60}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:15:59,176] Trial 5884 finished with value: 0.9966459967488673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 17, 'rf_n_estimators': 94}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:16:01,999] Trial 5885 finished with value: 0.9971717299493603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:16:04,444] Trial 5886 finished with value: 0.9969138852223439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 15, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:16:06,159] Trial 5887 finished with value: 0.9974706987526023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 98}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:16:07,282] Trial 5888 finished with value: 0.9974365437813129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:16:08,296] Trial 5889 finished with value: 0.9964200109459626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 2, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:16:10,145] Trial 5890 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 6.082534428365882e-06, 'svc_kernel': 'sigmoid'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:16:14,093] Trial 5891 finished with value: 0.9955438707760456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 36, 'rf_n_estimators': 96}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:16:15,896] Trial 5892 finished with value: 0.9973899972835957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 100}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:16:18,833] Trial 5893 finished with value: 0.9967909029890736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 86}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:16:25,372] Trial 5894 finished with value: 0.9971534286976103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 31, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:16:27,186] Trial 5895 finished with value: 0.9973611500964755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:16:29,801] Trial 5896 finished with value: 0.9968020372817724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 13, 'rf_n_estimators': 92}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:16:30,680] Trial 5897 finished with value: 0.9954345825611876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 69}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:16:33,105] Trial 5898 finished with value: 0.9974779135406803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:16:35,679] Trial 5899 finished with value: 0.9971638045495342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 12, 'rf_n_estimators': 97}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:16:37,561] Trial 5900 finished with value: 0.9974681434701962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 99}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:16:39,006] Trial 5901 finished with value: 0.9960532252485336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 94}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:16:41,877] Trial 5902 finished with value: 0.9974409625549562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:16:44,012] Trial 5903 finished with value: 0.9968950558518136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:16:47,306] Trial 5904 finished with value: 0.9973278981638671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 78}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:16:50,520] Trial 5905 finished with value: 0.9971835218832398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 19, 'rf_n_estimators': 88}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:16:54,403] Trial 5906 finished with value: 0.9975116108196062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:16:56,239] Trial 5907 finished with value: 0.9971708689634063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:16:58,030] Trial 5908 finished with value: 0.9853823813763553 and parameters: {'classifier': 'SVC', 'svc_c': 0.013547489783754847, 'svc_kernel': 'rbf'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:16:59,369] Trial 5909 finished with value: 0.9939332355746878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 14, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:17:02,390] Trial 5910 finished with value: 0.9974034730721559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 97}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:17:04,442] Trial 5911 finished with value: 0.9972608014345387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:17:07,418] Trial 5912 finished with value: 0.9972961940572681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:17:10,263] Trial 5913 finished with value: 0.9971393436047022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 75}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:17:12,340] Trial 5914 finished with value: 0.9976408747147367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 99}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:17:13,371] Trial 5915 finished with value: 0.997232788986123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 71}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:17:15,940] Trial 5916 finished with value: 0.988592747332298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 65, 'rf_n_estimators': 90}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:17:25,395] Trial 5917 finished with value: 0.9960562729763122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 70, 'rf_n_estimators': 94}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:17:27,346] Trial 5918 finished with value: 0.9974717227127111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:17:28,757] Trial 5919 finished with value: 0.9970728790627529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 2, 'rf_n_estimators': 67}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:17:29,564] Trial 5920 finished with value: 0.9967895327049185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 84}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:17:31,747] Trial 5921 finished with value: 0.9975540799800884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:17:38,623] Trial 5922 finished with value: 0.9954078206815398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 51, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:17:41,483] Trial 5923 finished with value: 0.9974777291116999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 95}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:17:42,994] Trial 5924 finished with value: 0.9957097106417856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:17:51,714] Trial 5925 finished with value: 0.9969085068213303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 45, 'rf_n_estimators': 98}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:17:57,062] Trial 5926 finished with value: 0.9969860899457142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 29, 'rf_n_estimators': 102}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:17:59,349] Trial 5927 finished with value: 0.9866224611468485 and parameters: {'classifier': 'SVC', 'svc_c': 6995053.715806045, 'svc_kernel': 'sigmoid'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:18:00,992] Trial 5928 finished with value: 0.9974966105958744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 100}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:18:08,643] Trial 5929 finished with value: 0.9964093264428885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 43, 'rf_n_estimators': 92}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:18:11,034] Trial 5930 finished with value: 0.9974238351614518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:18:13,421] Trial 5931 finished with value: 0.9974613375298423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:18:15,570] Trial 5932 finished with value: 0.9973266492454703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 63}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:18:17,405] Trial 5933 finished with value: 0.9973117310007534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 96}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:18:19,540] Trial 5934 finished with value: 0.9976481681176114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:18:23,620] Trial 5935 finished with value: 0.9973345301170121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 99}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:18:26,420] Trial 5936 finished with value: 0.9974339825639178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 102}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:18:28,068] Trial 5937 finished with value: 0.9972520969008222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 73}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:18:29,756] Trial 5938 finished with value: 0.9974279859402045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 96}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:18:32,080] Trial 5939 finished with value: 0.9971040136960779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 92}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:18:34,489] Trial 5940 finished with value: 0.9974327076521746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:18:37,721] Trial 5941 finished with value: 0.9967300545968026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 21, 'rf_n_estimators': 100}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:18:48,086] Trial 5942 finished with value: 0.9963434376900562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 48, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:18:53,162] Trial 5943 finished with value: 0.9969579835848302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 25, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:18:56,026] Trial 5944 finished with value: 0.9974087151905949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 88}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:18:58,053] Trial 5945 finished with value: 0.9975246999769777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:18:59,833] Trial 5946 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 4.581951276188099e-10, 'svc_kernel': 'rbf'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:19:03,278] Trial 5947 finished with value: 0.9972776726079161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:19:04,890] Trial 5948 finished with value: 0.9974009957380504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 98}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:19:06,546] Trial 5949 finished with value: 0.9973943797173349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:19:08,273] Trial 5950 finished with value: 0.9971307487889319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 95}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:19:11,040] Trial 5951 finished with value: 0.9973825695976345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 101}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:19:13,503] Trial 5952 finished with value: 0.9974168247337603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 90}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:19:16,745] Trial 5953 finished with value: 0.9972946111291331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:19:18,813] Trial 5954 finished with value: 0.9975866887122641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 82}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:19:21,010] Trial 5955 finished with value: 0.9974384791271724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 93}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:19:22,305] Trial 5956 finished with value: 0.9973337210860128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 70}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:19:24,714] Trial 5957 finished with value: 0.9971717645436794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 98}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:19:26,543] Trial 5958 finished with value: 0.997583973883397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:19:29,516] Trial 5959 finished with value: 0.9972274847883371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:19:31,511] Trial 5960 finished with value: 0.9973291994180734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 115}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:19:33,753] Trial 5961 finished with value: 0.997299831634057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:19:37,322] Trial 5962 finished with value: 0.9971444480440987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 97}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:19:38,068] Trial 5963 finished with value: 0.9967008188742192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 66}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:19:39,890] Trial 5964 finished with value: 0.9852085125499971 and parameters: {'classifier': 'SVC', 'svc_c': 0.00028457805566270585, 'svc_kernel': 'sigmoid'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:19:41,133] Trial 5965 finished with value: 0.994387586412731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:19:43,298] Trial 5966 finished with value: 0.9973047977596528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 94}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:19:44,893] Trial 5967 finished with value: 0.9972512939952392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 6, 'rf_n_estimators': 100}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:19:46,022] Trial 5968 finished with value: 0.9972622080268598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:19:47,926] Trial 5969 finished with value: 0.9955972002358715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 97}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:19:50,825] Trial 5970 finished with value: 0.9974881473654683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:20:03,060] Trial 5971 finished with value: 0.9962942705615814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 62, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:20:05,127] Trial 5972 finished with value: 0.9973997654180673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:20:07,496] Trial 5973 finished with value: 0.9971971738171864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:20:11,481] Trial 5974 finished with value: 0.9967432750538974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 20, 'rf_n_estimators': 99}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:20:14,304] Trial 5975 finished with value: 0.9972527262317895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 90}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:20:16,613] Trial 5976 finished with value: 0.9969932425274934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 11, 'rf_n_estimators': 94}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:20:18,806] Trial 5977 finished with value: 0.997390436250594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 80}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:20:20,664] Trial 5978 finished with value: 0.9972389337941262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:20:27,204] Trial 5979 finished with value: 0.996857298278909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 38, 'rf_n_estimators': 101}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:20:29,383] Trial 5980 finished with value: 0.9976841910551831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 96}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:20:31,643] Trial 5981 finished with value: 0.9973633886345651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:20:35,886] Trial 5982 finished with value: 0.9969483564301437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 23, 'rf_n_estimators': 99}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:20:37,722] Trial 5983 finished with value: 0.9853412472074748 and parameters: {'classifier': 'SVC', 'svc_c': 0.0028765363753622064, 'svc_kernel': 'rbf'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:20:38,877] Trial 5984 finished with value: 0.9968734464310162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 86}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:20:41,350] Trial 5985 finished with value: 0.9970568225062465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 92}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:20:43,009] Trial 5986 finished with value: 0.9962798204827377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 77}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:20:50,280] Trial 5987 finished with value: 0.994004933729317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 68, 'rf_n_estimators': 102}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:20:53,183] Trial 5988 finished with value: 0.9974123368032165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:20:55,539] Trial 5989 finished with value: 0.9972658887672031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:20:56,571] Trial 5990 finished with value: 0.9959528704929186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 4, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:20:58,079] Trial 5991 finished with value: 0.9973569630095568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 98}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:20:58,929] Trial 5992 finished with value: 0.9889813943542958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 95}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:21:02,559] Trial 5993 finished with value: 0.9973365814331857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:21:08,204] Trial 5994 finished with value: 0.9962990986272796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 36, 'rf_n_estimators': 71}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:21:11,076] Trial 5995 finished with value: 0.9973503047774241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 101}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:21:13,082] Trial 5996 finished with value: 0.9976210285251268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:21:14,982] Trial 5997 finished with value: 0.9974424476985982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 97}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:21:26,690] Trial 5998 finished with value: 0.995565761426441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 66, 'rf_n_estimators': 92}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:21:28,716] Trial 5999 finished with value: 0.9969412213994273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 75}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:21:30,405] Trial 6000 finished with value: 0.9972828328742919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 100}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:21:43,952] Trial 6001 finished with value: 0.996472993066129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 55, 'rf_n_estimators': 128}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:21:45,981] Trial 6002 finished with value: 0.9867397619773025 and parameters: {'classifier': 'SVC', 'svc_c': 17946793.61141955, 'svc_kernel': 'sigmoid'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:21:49,807] Trial 6003 finished with value: 0.9970453622017622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 18, 'rf_n_estimators': 102}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:22:01,217] Trial 6004 finished with value: 0.9967800795057027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 68, 'rf_n_estimators': 88}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:22:02,276] Trial 6005 finished with value: 0.996860057382157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:22:04,614] Trial 6006 finished with value: 0.9970780514212713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:22:06,700] Trial 6007 finished with value: 0.9971368609386283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 96}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:22:08,857] Trial 6008 finished with value: 0.9968089608745491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 14, 'rf_n_estimators': 68}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:22:10,225] Trial 6009 finished with value: 0.9971774208735488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 99}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:22:12,706] Trial 6010 finished with value: 0.9970813204892165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:22:15,087] Trial 6011 finished with value: 0.9972620185832902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 94}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:22:16,241] Trial 6012 finished with value: 0.9973399748185146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:22:17,180] Trial 6013 finished with value: 0.9969004992520617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 99}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:22:18,355] Trial 6014 finished with value: 0.9972778697003215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 73}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:22:20,857] Trial 6015 finished with value: 0.9977581783381265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:22:23,731] Trial 6016 finished with value: 0.9972377885634732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:22:26,528] Trial 6017 finished with value: 0.9975666413677967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:22:29,187] Trial 6018 finished with value: 0.9971678288844635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:22:32,203] Trial 6019 finished with value: 0.9969642320488395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:22:34,773] Trial 6020 finished with value: 0.997265691896963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:22:36,609] Trial 6021 finished with value: 0.9850765916524669 and parameters: {'classifier': 'SVC', 'svc_c': 1.731534044119805e-09, 'svc_kernel': 'rbf'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:22:39,527] Trial 6022 finished with value: 0.9974429337646512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:22:42,114] Trial 6023 finished with value: 0.9970602800338865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:22:44,728] Trial 6024 finished with value: 0.9969501402909708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:22:47,079] Trial 6025 finished with value: 0.9972784407922285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:22:49,811] Trial 6026 finished with value: 0.9973693664376994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:22:53,511] Trial 6027 finished with value: 0.9973305967111877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:23:01,949] Trial 6028 finished with value: 0.9968610571579802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 40, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:23:04,671] Trial 6029 finished with value: 0.9972611296045019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:23:07,259] Trial 6030 finished with value: 0.9974431767818087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:23:09,880] Trial 6031 finished with value: 0.9970875890750589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:23:12,497] Trial 6032 finished with value: 0.9971384634173145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:23:15,009] Trial 6033 finished with value: 0.9970536357029575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:23:17,741] Trial 6034 finished with value: 0.9973400355331314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:23:20,266] Trial 6035 finished with value: 0.99706696736968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:23:31,778] Trial 6036 finished with value: 0.9967885484489322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 54, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:23:35,042] Trial 6037 finished with value: 0.9974015274749521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:23:37,861] Trial 6038 finished with value: 0.9967883301238666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:23:41,008] Trial 6039 finished with value: 0.9974773110599826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:23:44,301] Trial 6040 finished with value: 0.9972571125375534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:23:45,873] Trial 6041 finished with value: 0.9867325520133865 and parameters: {'classifier': 'SVC', 'svc_c': 3446332115.5819125, 'svc_kernel': 'sigmoid'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:23:48,460] Trial 6042 finished with value: 0.9974295145647799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:23:50,807] Trial 6043 finished with value: 0.9974163690091468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:23:53,961] Trial 6044 finished with value: 0.9972586537938161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:23:56,944] Trial 6045 finished with value: 0.9973717170740782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:23:59,681] Trial 6046 finished with value: 0.9970920499331676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:24:02,045] Trial 6047 finished with value: 0.9975232048676327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:24:05,099] Trial 6048 finished with value: 0.9973863241286125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:24:07,806] Trial 6049 finished with value: 0.9975216805594126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:24:10,487] Trial 6050 finished with value: 0.9974544395812948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:24:13,956] Trial 6051 finished with value: 0.9972568580312734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 15, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:24:16,843] Trial 6052 finished with value: 0.9974582661890606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:24:19,445] Trial 6053 finished with value: 0.997343779527124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:24:22,794] Trial 6054 finished with value: 0.9972718024280263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:24:25,740] Trial 6055 finished with value: 0.9976099095935752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:24:28,136] Trial 6056 finished with value: 0.9971947602127992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:24:30,885] Trial 6057 finished with value: 0.997355477389846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:24:33,494] Trial 6058 finished with value: 0.997172943924321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:25:58,780] Trial 6059 finished with value: 0.9902076496318394 and parameters: {'classifier': 'SVC', 'svc_c': 191853803.7117723, 'svc_kernel': 'rbf'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:26:01,449] Trial 6060 finished with value: 0.9972630256588323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:26:03,729] Trial 6061 finished with value: 0.9973352476476243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:26:07,094] Trial 6062 finished with value: 0.9975451124025949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 102}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:26:09,975] Trial 6063 finished with value: 0.9975264312480924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:26:24,002] Trial 6064 finished with value: 0.9964877616348744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 69, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:26:27,022] Trial 6065 finished with value: 0.997290981518559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:26:29,442] Trial 6066 finished with value: 0.9976715500370651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:26:32,519] Trial 6067 finished with value: 0.9974061534019177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:26:35,424] Trial 6068 finished with value: 0.9973987317461589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:26:39,080] Trial 6069 finished with value: 0.9973979732101704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:26:41,535] Trial 6070 finished with value: 0.9974332096189191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 102}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:26:44,271] Trial 6071 finished with value: 0.9973782700950474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:26:49,587] Trial 6072 finished with value: 0.9969758244464947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 26, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:26:52,722] Trial 6073 finished with value: 0.997337715619047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:26:55,878] Trial 6074 finished with value: 0.9969613702734605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 102}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:27:00,369] Trial 6075 finished with value: 0.9973974526132743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:27:11,164] Trial 6076 finished with value: 0.996454512082609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 49, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:27:12,185] Trial 6077 finished with value: 0.9921775130048855 and parameters: {'classifier': 'SVC', 'svc_c': 5758.185653691253, 'svc_kernel': 'sigmoid'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:27:17,437] Trial 6078 finished with value: 0.9974133567326109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 25, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:27:21,308] Trial 6079 finished with value: 0.9973661384068685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 102}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:27:23,631] Trial 6080 finished with value: 0.9973864212148715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 101}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:27:25,279] Trial 6081 finished with value: 0.9962091581264566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:27:27,828] Trial 6082 finished with value: 0.9974081854531813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:27:30,996] Trial 6083 finished with value: 0.997202358807392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 101}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:27:34,167] Trial 6084 finished with value: 0.9972051239408426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:27:40,334] Trial 6085 finished with value: 0.9969677761892287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 29, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:27:42,901] Trial 6086 finished with value: 0.9971600901670093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:27:45,185] Trial 6087 finished with value: 0.9975563906584418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 100}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:27:48,661] Trial 6088 finished with value: 0.9973172382576713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:27:51,827] Trial 6089 finished with value: 0.9973887860698328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:27:54,405] Trial 6090 finished with value: 0.9976818995465258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 101}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:27:56,950] Trial 6091 finished with value: 0.9974173669124334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:27:59,935] Trial 6092 finished with value: 0.9974830103312408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:28:01,065] Trial 6093 finished with value: 0.9969401881718496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 4, 'rf_n_estimators': 101}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:28:03,278] Trial 6094 finished with value: 0.9973967037890853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:28:06,421] Trial 6095 finished with value: 0.9977385286379018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:28:09,888] Trial 6096 finished with value: 0.997432269224721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:28:11,694] Trial 6097 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.4615992534465154e-06, 'svc_kernel': 'rbf'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:28:15,464] Trial 6098 finished with value: 0.9974170543892585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:28:17,947] Trial 6099 finished with value: 0.9971614012917048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 98}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:28:21,793] Trial 6100 finished with value: 0.9972514640152094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:28:24,706] Trial 6101 finished with value: 0.9966984758232004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:28:27,315] Trial 6102 finished with value: 0.9974701876136024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 97}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:28:28,718] Trial 6103 finished with value: 0.9945170502884163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:28:32,532] Trial 6104 finished with value: 0.9973059421016445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:28:35,808] Trial 6105 finished with value: 0.997210381325215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:28:39,362] Trial 6106 finished with value: 0.997521952426328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:28:41,203] Trial 6107 finished with value: 0.9959081580971364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:28:44,488] Trial 6108 finished with value: 0.9976376809925838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:28:48,115] Trial 6109 finished with value: 0.9976381600445592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:28:52,060] Trial 6110 finished with value: 0.9971730771600567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:28:55,028] Trial 6111 finished with value: 0.9974141625898195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:28:58,287] Trial 6112 finished with value: 0.9973705270929756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:29:01,292] Trial 6113 finished with value: 0.9975592569088655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:29:04,962] Trial 6114 finished with value: 0.9973235426438735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 116}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:29:07,155] Trial 6115 finished with value: 0.9968852397931015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:29:10,897] Trial 6116 finished with value: 0.9973351468480299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:29:13,410] Trial 6117 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 1.6624527398461463e-05, 'svc_kernel': 'sigmoid'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:29:16,587] Trial 6118 finished with value: 0.997340546830821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:29:19,917] Trial 6119 finished with value: 0.9972480187701397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:29:23,052] Trial 6120 finished with value: 0.9972401991844971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:29:27,196] Trial 6121 finished with value: 0.9971548951476249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 17, 'rf_n_estimators': 120}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:29:30,108] Trial 6122 finished with value: 0.9971469596551442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:29:33,786] Trial 6123 finished with value: 0.9975009062264366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:29:37,000] Trial 6124 finished with value: 0.9974382029756393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:29:40,621] Trial 6125 finished with value: 0.9972254270293682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:29:44,654] Trial 6126 finished with value: 0.9973500218657172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:29:47,211] Trial 6127 finished with value: 0.9968226077621686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:29:50,735] Trial 6128 finished with value: 0.9967120526017822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:30:04,989] Trial 6129 finished with value: 0.9965274808326258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 59, 'rf_n_estimators': 125}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:30:08,197] Trial 6130 finished with value: 0.9974584343682323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:30:11,273] Trial 6131 finished with value: 0.997446767259543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:30:14,633] Trial 6132 finished with value: 0.9972452112348448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 16, 'rf_n_estimators': 116}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:30:19,640] Trial 6133 finished with value: 0.997445964607863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 119}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:30:21,516] Trial 6134 finished with value: 0.9853836925327885 and parameters: {'classifier': 'SVC', 'svc_c': 0.07124361880261415, 'svc_kernel': 'rbf'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:30:24,758] Trial 6135 finished with value: 0.9976834614006904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:30:28,469] Trial 6136 finished with value: 0.9973835924151787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:30:31,453] Trial 6137 finished with value: 0.9972596678834357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:30:37,259] Trial 6138 finished with value: 0.9967510363052661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 33, 'rf_n_estimators': 128}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:30:40,548] Trial 6139 finished with value: 0.997566123309933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:30:44,323] Trial 6140 finished with value: 0.9973936023290294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:30:47,711] Trial 6141 finished with value: 0.9971126048937271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:30:50,672] Trial 6142 finished with value: 0.9975108305431512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:30:53,767] Trial 6143 finished with value: 0.9969534654397986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:30:56,492] Trial 6144 finished with value: 0.9972248815182146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:30:59,727] Trial 6145 finished with value: 0.997100996658856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 96}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:31:02,522] Trial 6146 finished with value: 0.9969994919119017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:31:03,582] Trial 6147 finished with value: 0.9905537988022867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:31:07,942] Trial 6148 finished with value: 0.997217925679724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 121}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:31:11,766] Trial 6149 finished with value: 0.9973878476433847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 127}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:31:14,053] Trial 6150 finished with value: 0.9972143597036544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 98}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:31:16,865] Trial 6151 finished with value: 0.9974747516516485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:31:20,474] Trial 6152 finished with value: 0.9971161157410515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:31:22,343] Trial 6153 finished with value: 0.9852051536320356 and parameters: {'classifier': 'SVC', 'svc_c': 4.820164450938674e-07, 'svc_kernel': 'sigmoid'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:31:31,017] Trial 6154 finished with value: 0.9968235797990607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 39, 'rf_n_estimators': 114}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:31:34,198] Trial 6155 finished with value: 0.9974341495053111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:31:37,728] Trial 6156 finished with value: 0.9973115991932237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:31:41,274] Trial 6157 finished with value: 0.9974734682341463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:31:45,324] Trial 6158 finished with value: 0.9963631883485645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 20, 'rf_n_estimators': 99}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:31:48,697] Trial 6159 finished with value: 0.9972476136992267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:31:51,630] Trial 6160 finished with value: 0.9975878523509037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:31:54,645] Trial 6161 finished with value: 0.9974216883141769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:31:57,438] Trial 6162 finished with value: 0.9975563807244768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:31:58,547] Trial 6163 finished with value: 0.9971300696294497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 120}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:32:02,731] Trial 6164 finished with value: 0.9972725930510392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 126}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:32:04,785] Trial 6165 finished with value: 0.9945753595846138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:32:06,631] Trial 6166 finished with value: 0.9958353928505822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:32:09,334] Trial 6167 finished with value: 0.9975171741891445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:32:13,957] Trial 6168 finished with value: 0.9969411852182127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:32:15,277] Trial 6169 finished with value: 0.997127735814162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:32:17,236] Trial 6170 finished with value: 0.9964840586462581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:32:33,258] Trial 6171 finished with value: 0.9957480241041394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 68, 'rf_n_estimators': 119}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:32:34,186] Trial 6172 finished with value: 0.9910640990961551 and parameters: {'classifier': 'SVC', 'svc_c': 11.357298212680503, 'svc_kernel': 'rbf'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:32:37,425] Trial 6173 finished with value: 0.9973733022238669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:32:40,558] Trial 6174 finished with value: 0.9975241605912402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:32:48,464] Trial 6175 finished with value: 0.9969958239301976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 36, 'rf_n_estimators': 119}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:32:51,340] Trial 6176 finished with value: 0.9969288215576682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:32:54,922] Trial 6177 finished with value: 0.9973232919778802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:32:56,945] Trial 6178 finished with value: 0.9966802860349814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:33:11,191] Trial 6179 finished with value: 0.9967224043011585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 65, 'rf_n_estimators': 116}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:33:14,340] Trial 6180 finished with value: 0.9971949791408848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:33:22,705] Trial 6181 finished with value: 0.996948617633122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 44, 'rf_n_estimators': 95}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:33:33,964] Trial 6182 finished with value: 0.9967593868343627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 52, 'rf_n_estimators': 124}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:33:35,039] Trial 6183 finished with value: 0.9970431508630592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:33:40,482] Trial 6184 finished with value: 0.997255499902737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 23, 'rf_n_estimators': 126}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:33:42,081] Trial 6185 finished with value: 0.9974986673709679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:33:56,059] Trial 6186 finished with value: 0.9967654435696728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 58, 'rf_n_estimators': 123}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:34:00,523] Trial 6187 finished with value: 0.9968905517984127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 19, 'rf_n_estimators': 118}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:34:07,101] Trial 6188 finished with value: 0.9971562564499522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 27, 'rf_n_estimators': 126}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:34:10,692] Trial 6189 finished with value: 0.9977023383146061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:34:15,661] Trial 6190 finished with value: 0.9970502748489838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 27, 'rf_n_estimators': 118}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:34:17,087] Trial 6191 finished with value: 0.9867127339753007 and parameters: {'classifier': 'SVC', 'svc_c': 2537741.8118675295, 'svc_kernel': 'sigmoid'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:34:19,910] Trial 6192 finished with value: 0.9975420718793213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:34:25,418] Trial 6193 finished with value: 0.9970273255806847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 24, 'rf_n_estimators': 119}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:34:29,210] Trial 6194 finished with value: 0.9974708036781245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:34:31,125] Trial 6195 finished with value: 0.9942849165354555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 21, 'rf_n_estimators': 117}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:34:34,154] Trial 6196 finished with value: 0.9971056322976212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 14, 'rf_n_estimators': 99}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:34:37,324] Trial 6197 finished with value: 0.9977136663037541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:34:40,214] Trial 6198 finished with value: 0.9972099750165236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:34:42,264] Trial 6199 finished with value: 0.9958501439634784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:34:43,560] Trial 6200 finished with value: 0.9914274238065123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:34:49,503] Trial 6201 finished with value: 0.9967470039723841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 32, 'rf_n_estimators': 94}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:34:56,739] Trial 6202 finished with value: 0.9967884958909575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 33, 'rf_n_estimators': 114}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:34:58,255] Trial 6203 finished with value: 0.9974212822593885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:35:11,389] Trial 6204 finished with value: 0.9963636968533182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 71, 'rf_n_estimators': 98}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:35:14,776] Trial 6205 finished with value: 0.9968887954860892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:35:18,978] Trial 6206 finished with value: 0.9974976512818602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 18, 'rf_n_estimators': 118}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:35:21,551] Trial 6207 finished with value: 0.9967701676302481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 96}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:35:23,178] Trial 6208 finished with value: 0.9973410679672615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:35:25,017] Trial 6209 finished with value: 0.9856866771969388 and parameters: {'classifier': 'SVC', 'svc_c': 0.2192760766305215, 'svc_kernel': 'rbf'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:35:27,772] Trial 6210 finished with value: 0.997458420435291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:35:34,572] Trial 6211 finished with value: 0.9971290503982894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 29, 'rf_n_estimators': 126}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:35:38,012] Trial 6212 finished with value: 0.9973507303510255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:35:39,920] Trial 6213 finished with value: 0.9972629092441876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 92}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:35:42,182] Trial 6214 finished with value: 0.9970755406671491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:35:44,656] Trial 6215 finished with value: 0.9976385918387903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:35:45,612] Trial 6216 finished with value: 0.9966012694362685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 2, 'rf_n_estimators': 98}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:35:46,641] Trial 6217 finished with value: 0.9970063217508999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 3, 'rf_n_estimators': 100}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:35:49,230] Trial 6218 finished with value: 0.9974333574540922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 94}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:35:52,366] Trial 6219 finished with value: 0.9973370173850827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 97}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:35:55,526] Trial 6220 finished with value: 0.9973149141541832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 100}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:36:04,102] Trial 6221 finished with value: 0.9971100826822203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 43, 'rf_n_estimators': 100}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:36:05,574] Trial 6222 finished with value: 0.9972971869142274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:36:08,115] Trial 6223 finished with value: 0.9973219133149175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 95}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:36:10,234] Trial 6224 finished with value: 0.9971552813662209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 91}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:36:12,067] Trial 6225 finished with value: 0.9970551277972014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 97}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:36:15,246] Trial 6226 finished with value: 0.9971453474011827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:36:21,131] Trial 6227 finished with value: 0.996541280157415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 31, 'rf_n_estimators': 100}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:36:22,685] Trial 6228 finished with value: 0.9866100073189088 and parameters: {'classifier': 'SVC', 'svc_c': 46844720.20712477, 'svc_kernel': 'sigmoid'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:36:26,681] Trial 6229 finished with value: 0.9972174105734858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:36:29,164] Trial 6230 finished with value: 0.9969178201833259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 101}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:36:31,288] Trial 6231 finished with value: 0.9973409070560707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 93}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:36:33,829] Trial 6232 finished with value: 0.9974194287973303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 96}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:36:38,406] Trial 6233 finished with value: 0.9968241698067607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 20, 'rf_n_estimators': 117}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:36:42,246] Trial 6234 finished with value: 0.9974266093402059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 113}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:36:45,143] Trial 6235 finished with value: 0.997326678158704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 98}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:36:47,437] Trial 6236 finished with value: 0.9974867104634454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 101}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:36:49,352] Trial 6237 finished with value: 0.9974320331581651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 90}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:36:51,927] Trial 6238 finished with value: 0.9974527604555622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 99}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:36:52,810] Trial 6239 finished with value: 0.997064954932443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 94}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:36:55,238] Trial 6240 finished with value: 0.9974928754884956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 102}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:36:57,950] Trial 6241 finished with value: 0.9971696181089973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 96}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:37:00,747] Trial 6242 finished with value: 0.9972504799813883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 16, 'rf_n_estimators': 92}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:37:04,461] Trial 6243 finished with value: 0.9967979016420015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 18, 'rf_n_estimators': 102}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:37:06,704] Trial 6244 finished with value: 0.9973967105492596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 99}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:37:09,969] Trial 6245 finished with value: 0.9974034261635287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:37:12,960] Trial 6246 finished with value: 0.9972534199272332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:37:17,287] Trial 6247 finished with value: 0.997268265460404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 23, 'rf_n_estimators': 97}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:37:18,077] Trial 6248 finished with value: 0.9928223365142695 and parameters: {'classifier': 'SVC', 'svc_c': 72.0189681468981, 'svc_kernel': 'rbf'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:37:20,370] Trial 6249 finished with value: 0.9974233549034359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:37:31,601] Trial 6250 finished with value: 0.9964698990962192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 64, 'rf_n_estimators': 100}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:37:33,327] Trial 6251 finished with value: 0.9966153202204985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 93}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:37:41,905] Trial 6252 finished with value: 0.9962835729824895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 52, 'rf_n_estimators': 96}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:37:45,033] Trial 6253 finished with value: 0.9971740084454755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 89}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:37:46,450] Trial 6254 finished with value: 0.9975217894839111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:37:49,134] Trial 6255 finished with value: 0.9973720299146321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:37:49,751] Trial 6256 finished with value: 0.9867979158529671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 2, 'rf_n_estimators': 99}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:37:52,580] Trial 6257 finished with value: 0.9973834424853036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 95}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:37:57,445] Trial 6258 finished with value: 0.9972097932217897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 24, 'rf_n_estimators': 102}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:37:59,123] Trial 6259 finished with value: 0.9974294450270246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 58}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:38:01,356] Trial 6260 finished with value: 0.9973336351080215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 98}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:38:06,000] Trial 6261 finished with value: 0.9975918723377396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 100}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:38:08,807] Trial 6262 finished with value: 0.9977118208079107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:38:11,810] Trial 6263 finished with value: 0.997495616691564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 91}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:38:14,698] Trial 6264 finished with value: 0.9973340351643452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:38:15,953] Trial 6265 finished with value: 0.9869903163165454 and parameters: {'classifier': 'SVC', 'svc_c': 256824.51851270162, 'svc_kernel': 'sigmoid'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:38:18,790] Trial 6266 finished with value: 0.9973425546977991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 94}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:38:21,315] Trial 6267 finished with value: 0.9972719337594872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:38:24,382] Trial 6268 finished with value: 0.9976437796536693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 97}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:38:34,567] Trial 6269 finished with value: 0.9965249080308948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 48, 'rf_n_estimators': 101}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:38:35,876] Trial 6270 finished with value: 0.997120348911412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:38:45,049] Trial 6271 finished with value: 0.9972067432406195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 44, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:38:47,682] Trial 6272 finished with value: 0.9971429088508001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 99}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:38:48,618] Trial 6273 finished with value: 0.9947029132826003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 5, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:38:51,209] Trial 6274 finished with value: 0.9972807237316507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 95}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:38:54,518] Trial 6275 finished with value: 0.9964726392519365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 18, 'rf_n_estimators': 91}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:38:55,565] Trial 6276 finished with value: 0.9966712267666731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:38:58,366] Trial 6277 finished with value: 0.9970907932072454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 101}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:39:01,293] Trial 6278 finished with value: 0.9971221361047194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:39:03,910] Trial 6279 finished with value: 0.9970255398473209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 97}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:39:05,192] Trial 6280 finished with value: 0.996201495326077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 93}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:39:09,127] Trial 6281 finished with value: 0.9975737836347559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:39:11,300] Trial 6282 finished with value: 0.9974355083320816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 100}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:39:16,401] Trial 6283 finished with value: 0.9963866763678432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 41, 'rf_n_estimators': 98}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:39:25,534] Trial 6284 finished with value: 0.9968050387674198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 45, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:39:26,784] Trial 6285 finished with value: 0.9963827090024576 and parameters: {'classifier': 'SVC', 'svc_c': 51113.73735770344, 'svc_kernel': 'rbf'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:39:29,769] Trial 6286 finished with value: 0.9973462761578773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:39:33,059] Trial 6287 finished with value: 0.997351456355659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:39:36,224] Trial 6288 finished with value: 0.9971602588222496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 89}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:39:42,559] Trial 6289 finished with value: 0.9966659793797413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 32, 'rf_n_estimators': 101}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:39:43,515] Trial 6290 finished with value: 0.9970384015073718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 1, 'rf_n_estimators': 96}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:39:46,075] Trial 6291 finished with value: 0.9975905367113795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:39:47,971] Trial 6292 finished with value: 0.994607115392264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 13, 'rf_n_estimators': 94}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:39:49,637] Trial 6293 finished with value: 0.9974280156468858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:39:51,787] Trial 6294 finished with value: 0.9969258567610417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 99}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:39:53,674] Trial 6295 finished with value: 0.9973295538352862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:39:55,776] Trial 6296 finished with value: 0.9973791030564291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 97}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:40:01,854] Trial 6297 finished with value: 0.9971499770732213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 26, 'rf_n_estimators': 117}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:40:06,320] Trial 6298 finished with value: 0.9973646580873883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 22, 'rf_n_estimators': 102}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:40:09,432] Trial 6299 finished with value: 0.9972538640675102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 93}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:40:12,009] Trial 6300 finished with value: 0.9966187146214404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:40:13,537] Trial 6301 finished with value: 0.9974024343221823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:40:16,311] Trial 6302 finished with value: 0.9967988481298781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 100}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:40:17,478] Trial 6303 finished with value: 0.9871988420491998 and parameters: {'classifier': 'SVC', 'svc_c': 2.0168957439845574, 'svc_kernel': 'sigmoid'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:40:18,795] Trial 6304 finished with value: 0.9955984452505057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:40:26,758] Trial 6305 finished with value: 0.9968034869106962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 47, 'rf_n_estimators': 86}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:40:29,162] Trial 6306 finished with value: 0.9970602167802368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:40:39,405] Trial 6307 finished with value: 0.9958778173875665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 55, 'rf_n_estimators': 96}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:40:42,118] Trial 6308 finished with value: 0.9973578632235642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 91}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:40:44,537] Trial 6309 finished with value: 0.9973776042972246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 99}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:41:00,099] Trial 6310 finished with value: 0.9958163652768196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 74, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:41:03,232] Trial 6311 finished with value: 0.9972659903285069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:41:04,496] Trial 6312 finished with value: 0.99714019846524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 4, 'rf_n_estimators': 101}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:41:15,988] Trial 6313 finished with value: 0.9967699518124773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 57, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:41:18,715] Trial 6314 finished with value: 0.9972663977162872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 95}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:41:32,622] Trial 6315 finished with value: 0.9965635555029868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 69, 'rf_n_estimators': 102}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:41:36,764] Trial 6316 finished with value: 0.9970232032390971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 20, 'rf_n_estimators': 99}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:41:39,251] Trial 6317 finished with value: 0.9975622059634898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:41:40,745] Trial 6318 finished with value: 0.9975700366574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 89}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:41:43,490] Trial 6319 finished with value: 0.9976682793822244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:41:53,076] Trial 6320 finished with value: 0.996417005715242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 55, 'rf_n_estimators': 97}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:41:54,945] Trial 6321 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.0026137826561225e-08, 'svc_kernel': 'rbf'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:41:57,193] Trial 6322 finished with value: 0.9974543400194791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:42:06,422] Trial 6323 finished with value: 0.996493502260626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 39, 'rf_n_estimators': 113}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:42:09,703] Trial 6324 finished with value: 0.9975457073296704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 93}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:42:12,515] Trial 6325 finished with value: 0.9971203295195504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 101}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:42:20,983] Trial 6326 finished with value: 0.9961731645464492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 66, 'rf_n_estimators': 98}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:42:26,987] Trial 6327 finished with value: 0.9966325517143394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 30, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:42:28,581] Trial 6328 finished with value: 0.9972270420127899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:42:30,352] Trial 6329 finished with value: 0.9973428482734432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 95}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:42:33,437] Trial 6330 finished with value: 0.9972233779031104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:42:34,485] Trial 6331 finished with value: 0.9956538876932592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:42:35,822] Trial 6332 finished with value: 0.9973465212379988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 92}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:42:38,087] Trial 6333 finished with value: 0.9969444931333568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 100}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:42:39,219] Trial 6334 finished with value: 0.9905729864937923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 14, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:42:41,636] Trial 6335 finished with value: 0.9972373840638425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 97}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:42:51,008] Trial 6336 finished with value: 0.9970919769042426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 47, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:42:53,892] Trial 6337 finished with value: 0.9974840801843637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 101}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:42:59,503] Trial 6338 finished with value: 0.99713807732567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 28, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:43:02,161] Trial 6339 finished with value: 0.9970294361832694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:43:03,584] Trial 6340 finished with value: 0.9868133402220943 and parameters: {'classifier': 'SVC', 'svc_c': 925676.8589523905, 'svc_kernel': 'sigmoid'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:43:04,777] Trial 6341 finished with value: 0.9974987082493927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:43:08,707] Trial 6342 finished with value: 0.997420685967583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 114}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:43:11,365] Trial 6343 finished with value: 0.997346347631645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 88}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:43:14,042] Trial 6344 finished with value: 0.9974272536197275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 102}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:43:16,210] Trial 6345 finished with value: 0.9968951374182357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 10, 'rf_n_estimators': 95}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:43:17,739] Trial 6346 finished with value: 0.9962115841086279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 91}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:43:26,061] Trial 6347 finished with value: 0.9971070362556961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 37, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:43:26,582] Trial 6348 finished with value: 0.9792076451611109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 14, 'rf_n_estimators': 2}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:43:27,509] Trial 6349 finished with value: 0.9970327600625808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 99}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:43:29,223] Trial 6350 finished with value: 0.9971283076360408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:43:30,453] Trial 6351 finished with value: 0.9973727272599352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 95}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:43:32,052] Trial 6352 finished with value: 0.9972301416320472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:43:33,877] Trial 6353 finished with value: 0.9974191938098632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:43:36,069] Trial 6354 finished with value: 0.9970531272934178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 16, 'rf_n_estimators': 60}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:43:40,825] Trial 6355 finished with value: 0.9971965809213371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 22, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:43:43,331] Trial 6356 finished with value: 0.9972950357505971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 102}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:43:44,337] Trial 6357 finished with value: 0.9969308318684651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 97}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:43:46,849] Trial 6358 finished with value: 0.9974834015326883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:43:48,627] Trial 6359 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 7.813811984157804e-08, 'svc_kernel': 'rbf'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:43:52,855] Trial 6360 finished with value: 0.9973698706578354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 24, 'rf_n_estimators': 93}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:43:55,453] Trial 6361 finished with value: 0.9972528096072724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 100}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:43:58,076] Trial 6362 finished with value: 0.9970299941674208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:44:02,627] Trial 6363 finished with value: 0.9969090115810105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 19, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:44:03,999] Trial 6364 finished with value: 0.9955700809239098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 100}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:44:10,565] Trial 6365 finished with value: 0.9970216756301348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 35, 'rf_n_estimators': 97}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:44:12,792] Trial 6366 finished with value: 0.9972519029187318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:44:15,401] Trial 6367 finished with value: 0.9972120999329045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:44:18,306] Trial 6368 finished with value: 0.9974514553293311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 86}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:44:29,407] Trial 6369 finished with value: 0.9967960536071253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 66, 'rf_n_estimators': 91}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:44:40,557] Trial 6370 finished with value: 0.9968929768284468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 57, 'rf_n_estimators': 95}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:44:41,521] Trial 6371 finished with value: 0.9968759824485126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 99}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:44:43,175] Trial 6372 finished with value: 0.997555535163146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:44:44,369] Trial 6373 finished with value: 0.9943045805812143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:44:47,037] Trial 6374 finished with value: 0.9972887518036075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 98}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:44:49,204] Trial 6375 finished with value: 0.9971636914991078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:44:50,850] Trial 6376 finished with value: 0.9962492205062018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 94}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:44:52,797] Trial 6377 finished with value: 0.9852289982901804 and parameters: {'classifier': 'SVC', 'svc_c': 0.0007733032060961038, 'svc_kernel': 'sigmoid'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:44:55,333] Trial 6378 finished with value: 0.9974563149425094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 89}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:44:56,692] Trial 6379 finished with value: 0.9972705733775594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:44:59,124] Trial 6380 finished with value: 0.997509435566904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:45:01,849] Trial 6381 finished with value: 0.9974323484742759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:45:09,228] Trial 6382 finished with value: 0.9970759181578206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 37, 'rf_n_estimators': 101}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:45:14,051] Trial 6383 finished with value: 0.9971232813671106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 26, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:45:15,043] Trial 6384 finished with value: 0.9969639223820761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 98}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:45:16,762] Trial 6385 finished with value: 0.9971686729541128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 3, 'rf_n_estimators': 93}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:45:24,326] Trial 6386 finished with value: 0.9955914454232753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 50, 'rf_n_estimators': 125}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:45:27,349] Trial 6387 finished with value: 0.9970272740065852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 96}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:45:29,103] Trial 6388 finished with value: 0.9975894654617886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:45:30,540] Trial 6389 finished with value: 0.9973430166747802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 101}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:45:33,121] Trial 6390 finished with value: 0.9972687951978175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:45:36,686] Trial 6391 finished with value: 0.9971871323875936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 99}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:45:39,594] Trial 6392 finished with value: 0.9970933523934143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 102}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:45:42,584] Trial 6393 finished with value: 0.9972370633522875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:45:45,689] Trial 6394 finished with value: 0.9971971622328503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:45:48,119] Trial 6395 finished with value: 0.9974855025186872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:45:50,642] Trial 6396 finished with value: 0.9973222543704713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 96}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:45:51,485] Trial 6397 finished with value: 0.991772701580972 and parameters: {'classifier': 'SVC', 'svc_c': 24.659513172090204, 'svc_kernel': 'rbf'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:45:54,444] Trial 6398 finished with value: 0.9974734410664974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 90}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:45:56,405] Trial 6399 finished with value: 0.9973067936614398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 84}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:45:58,173] Trial 6400 finished with value: 0.9971395465368826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:46:00,361] Trial 6401 finished with value: 0.9974216660024279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 99}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:46:04,333] Trial 6402 finished with value: 0.9972104640659398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 20, 'rf_n_estimators': 95}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:46:10,115] Trial 6403 finished with value: 0.9971603158870072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 29, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:46:11,472] Trial 6404 finished with value: 0.9968908723512783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 92}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:46:14,404] Trial 6405 finished with value: 0.9970811365997806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 13, 'rf_n_estimators': 101}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:46:15,452] Trial 6406 finished with value: 0.9895293704642193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:46:18,406] Trial 6407 finished with value: 0.9975090182451587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:46:28,330] Trial 6408 finished with value: 0.9964449438334785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 54, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:46:30,589] Trial 6409 finished with value: 0.9970539362609413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 98}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:46:34,477] Trial 6410 finished with value: 0.9972837913908351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:46:39,801] Trial 6411 finished with value: 0.9970315809041046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 29, 'rf_n_estimators': 93}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:46:42,152] Trial 6412 finished with value: 0.9975107210473704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:46:44,611] Trial 6413 finished with value: 0.9972793185992734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:46:47,844] Trial 6414 finished with value: 0.9969975223843157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 100}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:46:49,728] Trial 6415 finished with value: 0.9852053993786534 and parameters: {'classifier': 'SVC', 'svc_c': 7.968996883024737e-05, 'svc_kernel': 'sigmoid'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:46:51,895] Trial 6416 finished with value: 0.9975949451384651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 97}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:46:53,135] Trial 6417 finished with value: 0.994164505167904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 14, 'rf_n_estimators': 87}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:46:55,647] Trial 6418 finished with value: 0.9973959416032375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:46:57,743] Trial 6419 finished with value: 0.9974516662277263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 100}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:47:00,051] Trial 6420 finished with value: 0.9975442645561347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 96}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:47:02,851] Trial 6421 finished with value: 0.997349381172579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:47:13,140] Trial 6422 finished with value: 0.9963728772017436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 48, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:47:16,314] Trial 6423 finished with value: 0.9948509032731101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 27, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:47:23,245] Trial 6424 finished with value: 0.9970391348751996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 34, 'rf_n_estimators': 101}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:47:27,673] Trial 6425 finished with value: 0.9962278820953961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 33, 'rf_n_estimators': 94}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:47:29,617] Trial 6426 finished with value: 0.9974730526897235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 97}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:47:33,213] Trial 6427 finished with value: 0.9971101627886988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 21, 'rf_n_estimators': 89}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:47:35,284] Trial 6428 finished with value: 0.9967419881134875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 15, 'rf_n_estimators': 99}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:47:36,480] Trial 6429 finished with value: 0.9973441978962204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:47:40,452] Trial 6430 finished with value: 0.9973537237435065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 115}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:47:42,981] Trial 6431 finished with value: 0.9974371857439671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:47:45,818] Trial 6432 finished with value: 0.997459174051904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:47:58,024] Trial 6433 finished with value: 0.9960630135048386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 74, 'rf_n_estimators': 91}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:47:59,577] Trial 6434 finished with value: 0.9973277283660623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 95}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:48:01,499] Trial 6435 finished with value: 0.9853751693177374 and parameters: {'classifier': 'SVC', 'svc_c': 0.0059134713028883715, 'svc_kernel': 'rbf'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:48:04,673] Trial 6436 finished with value: 0.9958353848843675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 25, 'rf_n_estimators': 102}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:48:11,628] Trial 6437 finished with value: 0.9963358141177302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 43, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:48:14,552] Trial 6438 finished with value: 0.9974541330565846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:48:16,651] Trial 6439 finished with value: 0.997577264045427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 99}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:48:18,075] Trial 6440 finished with value: 0.9974470317632637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 97}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:48:21,482] Trial 6441 finished with value: 0.9973655678227679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 92}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:48:24,202] Trial 6442 finished with value: 0.9974991378854462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:48:25,266] Trial 6443 finished with value: 0.9966955295615119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 4, 'rf_n_estimators': 101}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:48:27,478] Trial 6444 finished with value: 0.9974016816577067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:48:30,450] Trial 6445 finished with value: 0.9974094185978383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:48:32,822] Trial 6446 finished with value: 0.9975843830802379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 94}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:48:35,075] Trial 6447 finished with value: 0.9975111575070739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 98}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:48:38,689] Trial 6448 finished with value: 0.9975279377830842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:48:43,308] Trial 6449 finished with value: 0.9970623113869163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 19, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:48:45,614] Trial 6450 finished with value: 0.9973895083293932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 101}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:48:47,156] Trial 6451 finished with value: 0.9972609228320349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:48:48,112] Trial 6452 finished with value: 0.9922532962090612 and parameters: {'classifier': 'SVC', 'svc_c': 176.21225655091317, 'svc_kernel': 'sigmoid'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:48:49,690] Trial 6453 finished with value: 0.9972489654484438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:48:52,682] Trial 6454 finished with value: 0.9975140408959676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 99}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:48:54,329] Trial 6455 finished with value: 0.9965931594805105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 84}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:48:55,359] Trial 6456 finished with value: 0.9969186560328569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 114}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:49:02,168] Trial 6457 finished with value: 0.9965830642234265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 41, 'rf_n_estimators': 96}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:49:07,438] Trial 6458 finished with value: 0.9971296480230872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 23, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:49:17,653] Trial 6459 finished with value: 0.9965545668515224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 57, 'rf_n_estimators': 93}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:49:19,482] Trial 6460 finished with value: 0.9976640351035964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 88}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:49:22,185] Trial 6461 finished with value: 0.9971868817533384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:49:23,822] Trial 6462 finished with value: 0.9973925894771883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 100}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:49:27,624] Trial 6463 finished with value: 0.9966877267652224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 17, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:49:28,875] Trial 6464 finished with value: 0.9974551709178967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 97}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:49:30,093] Trial 6465 finished with value: 0.9905950955962047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:49:32,646] Trial 6466 finished with value: 0.997057994396742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:49:35,174] Trial 6467 finished with value: 0.9969987095407448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:49:38,248] Trial 6468 finished with value: 0.9975177519777501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 95}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:49:39,249] Trial 6469 finished with value: 0.9970192696745831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:49:40,776] Trial 6470 finished with value: 0.9972857866896021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 90}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:49:41,666] Trial 6471 finished with value: 0.994836743469168 and parameters: {'classifier': 'SVC', 'svc_c': 688.6239577740773, 'svc_kernel': 'rbf'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:49:44,100] Trial 6472 finished with value: 0.9975177193511814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 99}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:49:45,971] Trial 6473 finished with value: 0.9973270234036615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:49:47,624] Trial 6474 finished with value: 0.9968411619333034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:49:50,723] Trial 6475 finished with value: 0.9972309748473321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 92}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:49:52,979] Trial 6476 finished with value: 0.9972873437513426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 97}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:49:54,980] Trial 6477 finished with value: 0.9973761245807645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:49:56,664] Trial 6478 finished with value: 0.9974552258562145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:50:04,611] Trial 6479 finished with value: 0.9967562828035362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 33, 'rf_n_estimators': 128}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:50:07,431] Trial 6480 finished with value: 0.9973345347507466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 94}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:50:08,894] Trial 6481 finished with value: 0.99589037353852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 100}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:50:10,711] Trial 6482 finished with value: 0.9973030167234991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:50:13,185] Trial 6483 finished with value: 0.9974544181582073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:50:14,922] Trial 6484 finished with value: 0.9937315598346027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 98}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:50:18,125] Trial 6485 finished with value: 0.9974692545508609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:50:19,327] Trial 6486 finished with value: 0.9969963841994781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:50:20,780] Trial 6487 finished with value: 0.9976193805660193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 95}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:50:35,767] Trial 6488 finished with value: 0.9956698263751772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 74, 'rf_n_estimators': 101}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:50:37,928] Trial 6489 finished with value: 0.9972795593947774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:50:40,220] Trial 6490 finished with value: 0.9968105738267448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 98}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:50:42,696] Trial 6491 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 3.9591705969553433e-05, 'svc_kernel': 'sigmoid'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:50:46,538] Trial 6492 finished with value: 0.9972374403986283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:50:48,988] Trial 6493 finished with value: 0.9971942999496651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 91}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:50:51,088] Trial 6494 finished with value: 0.9972670519615119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 100}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:50:53,768] Trial 6495 finished with value: 0.9976469206908961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:50:55,246] Trial 6496 finished with value: 0.9968286636405552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:50:56,818] Trial 6497 finished with value: 0.9969046278142791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 86}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:51:00,627] Trial 6498 finished with value: 0.9971765401783544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 21, 'rf_n_estimators': 96}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:51:03,589] Trial 6499 finished with value: 0.9974926708424684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:51:06,672] Trial 6500 finished with value: 0.9972232154684999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 93}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:51:08,542] Trial 6501 finished with value: 0.9961321004231308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 14, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:51:10,611] Trial 6502 finished with value: 0.9972253802476927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 100}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:51:13,172] Trial 6503 finished with value: 0.9975032630517076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 97}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:51:14,747] Trial 6504 finished with value: 0.9975293151447927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 89}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:51:17,218] Trial 6505 finished with value: 0.9973940916323488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:51:19,081] Trial 6506 finished with value: 0.9958610794181868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:51:20,527] Trial 6507 finished with value: 0.9943391571906046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:54:59,699] Trial 6508 finished with value: 0.9896106225859205 and parameters: {'classifier': 'SVC', 'svc_c': 9297720203.36739, 'svc_kernel': 'rbf'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:55:02,486] Trial 6509 finished with value: 0.9974999420605456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 102}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:55:03,466] Trial 6510 finished with value: 0.997167532008077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 2, 'rf_n_estimators': 94}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:55:07,176] Trial 6511 finished with value: 0.9970995066910519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 18, 'rf_n_estimators': 99}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:55:09,206] Trial 6512 finished with value: 0.9974784206807037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:55:11,777] Trial 6513 finished with value: 0.9975626732089635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:55:21,808] Trial 6514 finished with value: 0.9964057350447549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 47, 'rf_n_estimators': 102}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:55:23,839] Trial 6515 finished with value: 0.9975050539583504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 96}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:55:25,234] Trial 6516 finished with value: 0.9972555446849244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 4, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:55:31,319] Trial 6517 finished with value: 0.996658203973266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 29, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:55:33,901] Trial 6518 finished with value: 0.9975107005129442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 99}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:55:35,431] Trial 6519 finished with value: 0.9972661794229597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 5, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:55:36,379] Trial 6520 finished with value: 0.9970809546146192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 92}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:55:40,323] Trial 6521 finished with value: 0.9968908573392481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 16, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:55:42,551] Trial 6522 finished with value: 0.9973315679228943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:55:44,984] Trial 6523 finished with value: 0.9974009685704018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 97}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:55:46,991] Trial 6524 finished with value: 0.997293285087621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 100}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:55:48,680] Trial 6525 finished with value: 0.9974788905604238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:55:50,517] Trial 6526 finished with value: 0.9970967006474387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 83}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:55:52,034] Trial 6527 finished with value: 0.986732879739019 and parameters: {'classifier': 'SVC', 'svc_c': 425279246.7104564, 'svc_kernel': 'sigmoid'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:55:55,437] Trial 6528 finished with value: 0.9972819907406549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:55:57,402] Trial 6529 finished with value: 0.9973300415199723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:56:01,033] Trial 6530 finished with value: 0.996921615084922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 23, 'rf_n_estimators': 95}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:56:02,650] Trial 6531 finished with value: 0.9971956402732355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 90}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:56:04,942] Trial 6532 finished with value: 0.9974445001890745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 101}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:56:07,583] Trial 6533 finished with value: 0.9974271366020627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:56:08,603] Trial 6534 finished with value: 0.9964642604443643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 3, 'rf_n_estimators': 98}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:56:17,170] Trial 6535 finished with value: 0.9969256298350032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 43, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:56:20,970] Trial 6536 finished with value: 0.9975248326731688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 95}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:56:24,204] Trial 6537 finished with value: 0.9974192504620282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:56:26,086] Trial 6538 finished with value: 0.9974556838024813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 98}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:56:28,294] Trial 6539 finished with value: 0.9974376826009085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 87}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:56:29,782] Trial 6540 finished with value: 0.996882501129066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 6, 'rf_n_estimators': 92}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:56:32,201] Trial 6541 finished with value: 0.9974526819359791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:56:34,260] Trial 6542 finished with value: 0.9965719655723978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 14, 'rf_n_estimators': 101}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:56:37,038] Trial 6543 finished with value: 0.9975142756295311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:56:39,443] Trial 6544 finished with value: 0.9975288037201516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:56:52,722] Trial 6545 finished with value: 0.995909054153478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 71, 'rf_n_estimators': 94}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:56:54,017] Trial 6546 finished with value: 0.9866054741935848 and parameters: {'classifier': 'SVC', 'svc_c': 0.6400959043518618, 'svc_kernel': 'rbf'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:56:56,275] Trial 6547 finished with value: 0.9974430209804209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 99}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:56:59,219] Trial 6548 finished with value: 0.9973577001859334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:57:01,162] Trial 6549 finished with value: 0.9974852493453992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:57:04,202] Trial 6550 finished with value: 0.9974186169733952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 101}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:57:09,996] Trial 6551 finished with value: 0.9967670687409628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 27, 'rf_n_estimators': 97}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:57:13,716] Trial 6552 finished with value: 0.9973182640268408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:57:20,583] Trial 6553 finished with value: 0.9972182664496364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 34, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:57:22,920] Trial 6554 finished with value: 0.9974513683357268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 93}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:57:25,073] Trial 6555 finished with value: 0.9974531794594167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:57:27,272] Trial 6556 finished with value: 0.9906035341345188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 39, 'rf_n_estimators': 114}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:57:28,999] Trial 6557 finished with value: 0.9974859978839469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 96}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:57:31,160] Trial 6558 finished with value: 0.9972862805949182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 99}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:57:33,115] Trial 6559 finished with value: 0.9971350178866037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:57:40,651] Trial 6560 finished with value: 0.9971306915337467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 37, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:57:45,093] Trial 6561 finished with value: 0.9964623011363845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 25, 'rf_n_estimators': 90}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:57:47,218] Trial 6562 finished with value: 0.9973605778937419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:57:49,286] Trial 6563 finished with value: 0.9968282091854581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 97}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:57:50,129] Trial 6564 finished with value: 0.9928621896777283 and parameters: {'classifier': 'SVC', 'svc_c': 3296.235359474202, 'svc_kernel': 'sigmoid'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:57:51,713] Trial 6565 finished with value: 0.9970922735902015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 58}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:57:55,223] Trial 6566 finished with value: 0.9974789095714304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:57:57,856] Trial 6567 finished with value: 0.9973235296630693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 102}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:58:00,977] Trial 6568 finished with value: 0.9973508589530266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 100}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:58:02,639] Trial 6569 finished with value: 0.9972795014730962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:58:04,830] Trial 6570 finished with value: 0.9975112689071289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 94}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:58:06,217] Trial 6571 finished with value: 0.997201359285472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:58:07,673] Trial 6572 finished with value: 0.9972604883718196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 88}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:58:11,804] Trial 6573 finished with value: 0.9973452775880948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:58:13,340] Trial 6574 finished with value: 0.9969536813527831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 99}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:58:15,271] Trial 6575 finished with value: 0.9972362366115357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:58:20,626] Trial 6576 finished with value: 0.9972404683219526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 31, 'rf_n_estimators': 92}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:58:27,106] Trial 6577 finished with value: 0.9970988458443425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 32, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:58:29,831] Trial 6578 finished with value: 0.9969390156465959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 96}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:58:31,248] Trial 6579 finished with value: 0.99566945427995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 102}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:58:33,237] Trial 6580 finished with value: 0.9975152009799614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:58:37,660] Trial 6581 finished with value: 0.9971753956776732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 21, 'rf_n_estimators': 100}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:58:39,268] Trial 6582 finished with value: 0.99696191994228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 6, 'rf_n_estimators': 97}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:58:41,075] Trial 6583 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 3.687283937486286e-06, 'svc_kernel': 'rbf'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:58:44,653] Trial 6584 finished with value: 0.9969141974916155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 16, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:58:46,597] Trial 6585 finished with value: 0.9973992509465872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 60}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:58:48,832] Trial 6586 finished with value: 0.9974487118728715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:58:50,500] Trial 6587 finished with value: 0.9962347208210084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:58:52,703] Trial 6588 finished with value: 0.9974083472212959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 95}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:58:56,500] Trial 6589 finished with value: 0.9968191288749172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 17, 'rf_n_estimators': 91}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:59:05,970] Trial 6590 finished with value: 0.9968247319803156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 51, 'rf_n_estimators': 98}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:59:07,907] Trial 6591 finished with value: 0.99733682146698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:59:10,199] Trial 6592 finished with value: 0.9972779675800281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:59:12,781] Trial 6593 finished with value: 0.9976518865943264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 101}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:59:15,865] Trial 6594 finished with value: 0.9973773515365295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:59:16,929] Trial 6595 finished with value: 0.9970894575808854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 2, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:59:20,150] Trial 6596 finished with value: 0.9974803388246175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 93}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:59:22,709] Trial 6597 finished with value: 0.9973912928884544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 99}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:59:25,154] Trial 6598 finished with value: 0.9973198685367529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:59:27,313] Trial 6599 finished with value: 0.9972533843173009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:59:29,165] Trial 6600 finished with value: 0.9974742454002864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 95}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:59:30,150] Trial 6601 finished with value: 0.99704846378877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 85}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:59:31,180] Trial 6602 finished with value: 0.9904393985626724 and parameters: {'classifier': 'SVC', 'svc_c': 11893.570708744208, 'svc_kernel': 'sigmoid'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:59:34,563] Trial 6603 finished with value: 0.9972793598268153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:59:36,592] Trial 6604 finished with value: 0.9974115168861148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 99}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:59:38,247] Trial 6605 finished with value: 0.9975526214010748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:59:40,462] Trial 6606 finished with value: 0.9972506638708242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 89}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:59:44,290] Trial 6607 finished with value: 0.9970959742302127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 101}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:59:47,928] Trial 6608 finished with value: 0.9951545893767534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 38, 'rf_n_estimators': 98}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:59:49,041] Trial 6609 finished with value: 0.9951800202955132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:59:50,722] Trial 6610 finished with value: 0.9971345041133576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 96}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 13:59:52,705] Trial 6611 finished with value: 0.9974351168449928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 4, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:00:04,358] Trial 6612 finished with value: 0.9967122197018652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 57, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:00:14,099] Trial 6613 finished with value: 0.9961769384058129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 54, 'rf_n_estimators': 93}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:00:15,530] Trial 6614 finished with value: 0.9910306070662768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 22, 'rf_n_estimators': 102}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:00:18,304] Trial 6615 finished with value: 0.9974980086506985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 98}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:00:20,726] Trial 6616 finished with value: 0.9971227541687296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:00:27,452] Trial 6617 finished with value: 0.9949814960344264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 51, 'rf_n_estimators': 125}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:00:29,193] Trial 6618 finished with value: 0.9976312342936047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 101}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:00:32,963] Trial 6619 finished with value: 0.9971907825960696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 96}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:03:15,933] Trial 6620 finished with value: 0.9896207807475371 and parameters: {'classifier': 'SVC', 'svc_c': 1966826451.0644581, 'svc_kernel': 'rbf'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:03:18,677] Trial 6621 finished with value: 0.9972352677484344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:03:21,525] Trial 6622 finished with value: 0.9973234691706175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:03:26,059] Trial 6623 finished with value: 0.9973240441028114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 28, 'rf_n_estimators': 87}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:03:32,217] Trial 6624 finished with value: 0.9969796303928825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 39, 'rf_n_estimators': 81}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:03:40,938] Trial 6625 finished with value: 0.9967571347759244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 45, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:03:43,434] Trial 6626 finished with value: 0.9973939922609606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 91}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:03:45,677] Trial 6627 finished with value: 0.9975083207094283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 94}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:03:47,262] Trial 6628 finished with value: 0.9974212842906146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 100}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:03:48,616] Trial 6629 finished with value: 0.9942294344837933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 14, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:03:51,102] Trial 6630 finished with value: 0.9974662888655731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 98}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:03:52,964] Trial 6631 finished with value: 0.9973654380782023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:03:55,104] Trial 6632 finished with value: 0.9975068150948357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:03:56,195] Trial 6633 finished with value: 0.997069055914419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 2, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:04:00,241] Trial 6634 finished with value: 0.9971473203564627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 95}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:04:01,592] Trial 6635 finished with value: 0.9974624216332857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:04:04,232] Trial 6636 finished with value: 0.997565915077522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 99}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:04:05,905] Trial 6637 finished with value: 0.9966355787172644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:04:07,929] Trial 6638 finished with value: 0.9973247887375964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:04:09,812] Trial 6639 finished with value: 0.985390411828655 and parameters: {'classifier': 'SVC', 'svc_c': 0.02882616014232804, 'svc_kernel': 'sigmoid'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:04:12,650] Trial 6640 finished with value: 0.9970819000868826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:04:15,065] Trial 6641 finished with value: 0.9975146330301072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 90}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:04:17,027] Trial 6642 finished with value: 0.9966116227542781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 96}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:04:19,559] Trial 6643 finished with value: 0.9973102802927407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 93}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:04:25,344] Trial 6644 finished with value: 0.9967932504516619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 23, 'rf_n_estimators': 128}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:04:27,573] Trial 6645 finished with value: 0.9977785612474896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:04:29,665] Trial 6646 finished with value: 0.9972881954698275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:04:31,697] Trial 6647 finished with value: 0.9974270454507924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:04:34,188] Trial 6648 finished with value: 0.9977505429592989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:04:36,059] Trial 6649 finished with value: 0.9973590662172089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:04:37,932] Trial 6650 finished with value: 0.9977415876326375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:04:39,795] Trial 6651 finished with value: 0.9974557824756357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:04:41,706] Trial 6652 finished with value: 0.9974459465172556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:04:43,614] Trial 6653 finished with value: 0.9975101789004349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:04:45,443] Trial 6654 finished with value: 0.9974452252415706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:04:47,323] Trial 6655 finished with value: 0.9974704332967441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:04:49,857] Trial 6656 finished with value: 0.9974143765985296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:04:51,789] Trial 6657 finished with value: 0.9974956535075367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:04:53,657] Trial 6658 finished with value: 0.9974512600777246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:04:55,452] Trial 6659 finished with value: 0.9853215824634819 and parameters: {'classifier': 'SVC', 'svc_c': 0.0018072222706824997, 'svc_kernel': 'rbf'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:04:57,553] Trial 6660 finished with value: 0.9975693426128394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:04:59,377] Trial 6661 finished with value: 0.9976055068793132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:05:01,455] Trial 6662 finished with value: 0.9975232889096115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:05:03,989] Trial 6663 finished with value: 0.9975488269438092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:05:06,153] Trial 6664 finished with value: 0.9975490167682338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:05:08,111] Trial 6665 finished with value: 0.9974697723865592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:05:10,244] Trial 6666 finished with value: 0.9974011665832064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:05:12,114] Trial 6667 finished with value: 0.9975429233439028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:05:14,319] Trial 6668 finished with value: 0.9973661313293151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:05:16,405] Trial 6669 finished with value: 0.9976118304352112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:05:18,331] Trial 6670 finished with value: 0.9973253488164495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:05:20,747] Trial 6671 finished with value: 0.9977087396918534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:05:22,816] Trial 6672 finished with value: 0.9976191574485297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:05:24,733] Trial 6673 finished with value: 0.9973798289023729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:05:26,859] Trial 6674 finished with value: 0.9973312268990785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:05:29,037] Trial 6675 finished with value: 0.997569035072516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:05:30,930] Trial 6676 finished with value: 0.9973699698705341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:05:32,759] Trial 6677 finished with value: 0.9972924691377578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:05:35,228] Trial 6678 finished with value: 0.9852041705186139 and parameters: {'classifier': 'SVC', 'svc_c': 1.8706426586133096e-07, 'svc_kernel': 'sigmoid'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:05:37,333] Trial 6679 finished with value: 0.9976368834189691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:05:39,342] Trial 6680 finished with value: 0.9975980822719289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:05:41,068] Trial 6681 finished with value: 0.9974524901438042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:05:42,947] Trial 6682 finished with value: 0.9973722973382406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:05:44,663] Trial 6683 finished with value: 0.9974661604222615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:05:46,460] Trial 6684 finished with value: 0.9971509434925037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:05:48,668] Trial 6685 finished with value: 0.9974823400901109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:05:50,342] Trial 6686 finished with value: 0.9938786544035293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:05:52,217] Trial 6687 finished with value: 0.9976514957737338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:05:54,092] Trial 6688 finished with value: 0.9975887508193262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:05:56,199] Trial 6689 finished with value: 0.9976239769767309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:05:58,330] Trial 6690 finished with value: 0.997573104824391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:06:09,257] Trial 6691 finished with value: 0.996493161617665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 58, 'rf_n_estimators': 114}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:06:21,147] Trial 6692 finished with value: 0.9963787316713693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 65, 'rf_n_estimators': 118}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:06:23,516] Trial 6693 finished with value: 0.9974197075196338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:06:24,486] Trial 6694 finished with value: 0.9885367465562762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:06:26,307] Trial 6695 finished with value: 0.9974598902177859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:06:28,151] Trial 6696 finished with value: 0.9976310132708169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:06:30,229] Trial 6697 finished with value: 0.9974051559429618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:06:32,005] Trial 6698 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 3.0311753355190904e-09, 'svc_kernel': 'rbf'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:06:33,932] Trial 6699 finished with value: 0.9974698298004337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:06:36,350] Trial 6700 finished with value: 0.9973607655917265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:06:38,425] Trial 6701 finished with value: 0.9974481617597215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:06:40,500] Trial 6702 finished with value: 0.9974852423313217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:06:41,676] Trial 6703 finished with value: 0.9960864218302315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:06:43,653] Trial 6704 finished with value: 0.9973689456882601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:06:45,523] Trial 6705 finished with value: 0.9974821507734929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:06:47,172] Trial 6706 finished with value: 0.9968753242995255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:06:48,395] Trial 6707 finished with value: 0.9954787168827232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:07:01,189] Trial 6708 finished with value: 0.9964930633571033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 62, 'rf_n_estimators': 113}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:07:03,016] Trial 6709 finished with value: 0.9976879863376342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:07:05,206] Trial 6710 finished with value: 0.9973408285364874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:07:07,637] Trial 6711 finished with value: 0.9972403712356935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:07:09,487] Trial 6712 finished with value: 0.9973973579390961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:07:11,611] Trial 6713 finished with value: 0.9976714206416162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:07:13,351] Trial 6714 finished with value: 0.9975008975302501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:07:15,556] Trial 6715 finished with value: 0.9963780523531977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:07:17,395] Trial 6716 finished with value: 0.9852053993786534 and parameters: {'classifier': 'SVC', 'svc_c': 0.00018492470191631288, 'svc_kernel': 'sigmoid'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:07:18,824] Trial 6717 finished with value: 0.9967956663411784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:07:21,020] Trial 6718 finished with value: 0.9975074841616632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:07:23,133] Trial 6719 finished with value: 0.9974263422657145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:07:24,888] Trial 6720 finished with value: 0.9973617827916609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:07:25,863] Trial 6721 finished with value: 0.9897635114176623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:07:27,529] Trial 6722 finished with value: 0.9929718372926507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:07:28,857] Trial 6723 finished with value: 0.9954030559012293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:07:30,799] Trial 6724 finished with value: 0.9976330948014785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:07:33,000] Trial 6725 finished with value: 0.9975565129763372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:07:38,312] Trial 6726 finished with value: 0.9972677739354311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 26, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:07:39,985] Trial 6727 finished with value: 0.9973291764398283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:07:41,869] Trial 6728 finished with value: 0.9969713480050734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:07:43,976] Trial 6729 finished with value: 0.9976239830386712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:07:45,665] Trial 6730 finished with value: 0.997122593860559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 1, 'rf_n_estimators': 121}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:07:47,958] Trial 6731 finished with value: 0.9974638525685818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:07:49,708] Trial 6732 finished with value: 0.9975632104365233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:07:51,869] Trial 6733 finished with value: 0.9974750313260891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:07:53,673] Trial 6734 finished with value: 0.9850764277579126 and parameters: {'classifier': 'SVC', 'svc_c': 3.6081348573039317e-10, 'svc_kernel': 'rbf'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:07:55,688] Trial 6735 finished with value: 0.9975697216586683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:07:57,999] Trial 6736 finished with value: 0.9975308607808864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:07:59,856] Trial 6737 finished with value: 0.9971289057369072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:08:01,849] Trial 6738 finished with value: 0.9975529588067692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:08:03,907] Trial 6739 finished with value: 0.997486110712208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:08:05,749] Trial 6740 finished with value: 0.9973877745827219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:08:08,145] Trial 6741 finished with value: 0.9975784011511758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:08:12,129] Trial 6742 finished with value: 0.9972131372546723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 20, 'rf_n_estimators': 116}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:08:13,860] Trial 6743 finished with value: 0.9972461090367716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:08:16,647] Trial 6744 finished with value: 0.9971693645548544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:08:19,040] Trial 6745 finished with value: 0.9973557894686901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:08:27,020] Trial 6746 finished with value: 0.9968027134261531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 41, 'rf_n_estimators': 115}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:08:28,862] Trial 6747 finished with value: 0.9975988311913316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:08:33,038] Trial 6748 finished with value: 0.9971118030037568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 17, 'rf_n_estimators': 121}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:08:34,544] Trial 6749 finished with value: 0.9968956469703402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:08:36,860] Trial 6750 finished with value: 0.9974409950545734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:08:38,906] Trial 6751 finished with value: 0.9974272633315272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:08:40,466] Trial 6752 finished with value: 0.9966817122730673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:08:46,049] Trial 6753 finished with value: 0.9971823162236108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 25, 'rf_n_estimators': 114}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:08:47,922] Trial 6754 finished with value: 0.9852056458869806 and parameters: {'classifier': 'SVC', 'svc_c': 2.5937762145455238e-08, 'svc_kernel': 'sigmoid'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:08:49,831] Trial 6755 finished with value: 0.9973331465029359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:08:51,422] Trial 6756 finished with value: 0.9974038964875795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:08:53,490] Trial 6757 finished with value: 0.9974470620412276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:09:02,368] Trial 6758 finished with value: 0.9968930933383051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 45, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:09:04,122] Trial 6759 finished with value: 0.9970980324017741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 117}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:09:05,711] Trial 6760 finished with value: 0.9965502043174511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:09:08,166] Trial 6761 finished with value: 0.9975278167029673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:09:11,836] Trial 6762 finished with value: 0.997067835528401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:09:20,306] Trial 6763 finished with value: 0.9966379179597343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 36, 'rf_n_estimators': 122}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:09:22,353] Trial 6764 finished with value: 0.9972670475816806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:09:24,259] Trial 6765 finished with value: 0.9970825449376867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:09:31,388] Trial 6766 finished with value: 0.9972703450233151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 31, 'rf_n_estimators': 113}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:09:33,265] Trial 6767 finished with value: 0.9972952499179968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:09:37,836] Trial 6768 finished with value: 0.9970683267359949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 20, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:09:40,103] Trial 6769 finished with value: 0.9975231813181052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:09:41,864] Trial 6770 finished with value: 0.9969642343022308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:09:44,086] Trial 6771 finished with value: 0.9974987474774464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:09:45,037] Trial 6772 finished with value: 0.9899207449150333 and parameters: {'classifier': 'SVC', 'svc_c': 4.878002470000386, 'svc_kernel': 'rbf'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:09:47,703] Trial 6773 finished with value: 0.9939276396737942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 35, 'rf_n_estimators': 113}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:09:49,127] Trial 6774 finished with value: 0.9907950119453891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 2, 'rf_n_estimators': 119}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:09:53,077] Trial 6775 finished with value: 0.9972439027126577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:09:54,993] Trial 6776 finished with value: 0.9970527765578021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:09:57,248] Trial 6777 finished with value: 0.9975501737419128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:10:00,794] Trial 6778 finished with value: 0.997646755748991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:10:02,254] Trial 6779 finished with value: 0.9913482646411191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 22, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:10:03,623] Trial 6780 finished with value: 0.9973100901826749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 114}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:10:14,160] Trial 6781 finished with value: 0.9964774775372409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 46, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:10:19,538] Trial 6782 finished with value: 0.9970221410665477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 24, 'rf_n_estimators': 113}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:10:21,457] Trial 6783 finished with value: 0.997499769438067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:10:23,736] Trial 6784 finished with value: 0.9974441271099721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:10:25,472] Trial 6785 finished with value: 0.9974592821829545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:10:27,622] Trial 6786 finished with value: 0.9971437083921652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:10:29,508] Trial 6787 finished with value: 0.9975227928778558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:10:32,340] Trial 6788 finished with value: 0.9977183373302861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:10:36,172] Trial 6789 finished with value: 0.9974861114739176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:10:38,031] Trial 6790 finished with value: 0.9853923778650712 and parameters: {'classifier': 'SVC', 'svc_c': 0.09505765531270674, 'svc_kernel': 'sigmoid'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:10:41,921] Trial 6791 finished with value: 0.9974368136804778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:10:43,709] Trial 6792 finished with value: 0.997167339961999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:10:50,290] Trial 6793 finished with value: 0.994238232929978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 67, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:10:52,598] Trial 6794 finished with value: 0.9973479075815351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:11:04,020] Trial 6795 finished with value: 0.9968711918335454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 47, 'rf_n_estimators': 122}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:11:05,977] Trial 6796 finished with value: 0.9971872702570636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:11:06,976] Trial 6797 finished with value: 0.996526030854585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:11:13,387] Trial 6798 finished with value: 0.9970415432745701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 29, 'rf_n_estimators': 116}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:11:15,784] Trial 6799 finished with value: 0.9963700099674447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 15, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:11:19,755] Trial 6800 finished with value: 0.997062227408413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 19, 'rf_n_estimators': 113}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:11:21,065] Trial 6801 finished with value: 0.9953208372650316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:11:33,775] Trial 6802 finished with value: 0.9967159740741535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 61, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:11:35,444] Trial 6803 finished with value: 0.9968183936662905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:11:36,657] Trial 6804 finished with value: 0.9971083590599416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:11:38,883] Trial 6805 finished with value: 0.9975206506643152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:11:45,092] Trial 6806 finished with value: 0.9974478408894769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 28, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:11:47,442] Trial 6807 finished with value: 0.997152355480269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:11:49,484] Trial 6808 finished with value: 0.997522816839976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:11:50,870] Trial 6809 finished with value: 0.9962952465022362 and parameters: {'classifier': 'SVC', 'svc_c': 84291.3988735525, 'svc_kernel': 'rbf'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:11:55,061] Trial 6810 finished with value: 0.9972308383108541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 116}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:11:56,776] Trial 6811 finished with value: 0.9973768544574226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:12:11,113] Trial 6812 finished with value: 0.9963734384548992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 62, 'rf_n_estimators': 119}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:12:12,969] Trial 6813 finished with value: 0.9974499255304533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:12:15,482] Trial 6814 finished with value: 0.9976030787072263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:12:16,719] Trial 6815 finished with value: 0.9960130832383788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:12:18,142] Trial 6816 finished with value: 0.9972471912994161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 4, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:12:23,197] Trial 6817 finished with value: 0.997060915077677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 114}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:12:25,266] Trial 6818 finished with value: 0.9971161672516754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:12:26,347] Trial 6819 finished with value: 0.9963847457191938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 3, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:12:29,752] Trial 6820 finished with value: 0.9973609239004091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:12:31,330] Trial 6821 finished with value: 0.9972077036931754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:12:32,362] Trial 6822 finished with value: 0.9898629013091522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:12:34,379] Trial 6823 finished with value: 0.99732157702005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:12:35,950] Trial 6824 finished with value: 0.9929865910397933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:12:39,686] Trial 6825 finished with value: 0.997276280710246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:12:41,104] Trial 6826 finished with value: 0.9972634948085805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 114}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:12:43,013] Trial 6827 finished with value: 0.9852073662085171 and parameters: {'classifier': 'SVC', 'svc_c': 1.0683712989946078e-09, 'svc_kernel': 'sigmoid'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:12:44,969] Trial 6828 finished with value: 0.9974397396616435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:12:47,472] Trial 6829 finished with value: 0.9974152557385665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:12:50,924] Trial 6830 finished with value: 0.9964933751820443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:12:57,683] Trial 6831 finished with value: 0.9970749825243085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 32, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:12:59,535] Trial 6832 finished with value: 0.9974728394109854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:13:01,651] Trial 6833 finished with value: 0.9974070706274435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:13:03,945] Trial 6834 finished with value: 0.9976457941221325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:13:04,949] Trial 6835 finished with value: 0.9967970493522342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:13:17,319] Trial 6836 finished with value: 0.9958730648580882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 57, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:13:19,609] Trial 6837 finished with value: 0.9975704886369402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:13:25,304] Trial 6838 finished with value: 0.9970104972217447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 24, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:13:28,709] Trial 6839 finished with value: 0.9975804554189747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:13:35,673] Trial 6840 finished with value: 0.9968780299561373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 31, 'rf_n_estimators': 115}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:13:49,550] Trial 6841 finished with value: 0.9960897374894248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 73, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:13:53,576] Trial 6842 finished with value: 0.997298761114438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:13:55,077] Trial 6843 finished with value: 0.9973908580791221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:13:59,738] Trial 6844 finished with value: 0.9972040636725676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:14:01,798] Trial 6845 finished with value: 0.9961128295783075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:14:36,644] Trial 6846 finished with value: 0.9905337273687475 and parameters: {'classifier': 'SVC', 'svc_c': 10261375.95877716, 'svc_kernel': 'rbf'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:14:38,947] Trial 6847 finished with value: 0.9974049658963717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:14:40,851] Trial 6848 finished with value: 0.9973156216556164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:14:43,441] Trial 6849 finished with value: 0.9973659160510887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:14:46,446] Trial 6850 finished with value: 0.9973467443237505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:14:47,531] Trial 6851 finished with value: 0.9972364498267982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 2, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:14:50,303] Trial 6852 finished with value: 0.9974571678987726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:14:52,339] Trial 6853 finished with value: 0.9975306537862538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:14:54,578] Trial 6854 finished with value: 0.9974055007435885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:14:57,062] Trial 6855 finished with value: 0.9975036593312202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:15:05,064] Trial 6856 finished with value: 0.9973332961789078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 39, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:15:14,068] Trial 6857 finished with value: 0.9964685084045897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 53, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:15:16,042] Trial 6858 finished with value: 0.9976579628484495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:15:17,000] Trial 6859 finished with value: 0.9926924381148927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:15:19,650] Trial 6860 finished with value: 0.9973110876098931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:15:22,611] Trial 6861 finished with value: 0.9965050262313526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 17, 'rf_n_estimators': 118}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:15:26,003] Trial 6862 finished with value: 0.99741261066962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:15:29,285] Trial 6863 finished with value: 0.9974354900510468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:15:31,721] Trial 6864 finished with value: 0.9976148593106727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:15:32,566] Trial 6865 finished with value: 0.993102098361096 and parameters: {'classifier': 'SVC', 'svc_c': 1846.2566523892976, 'svc_kernel': 'sigmoid'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:15:34,616] Trial 6866 finished with value: 0.9974860872896323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:15:36,888] Trial 6867 finished with value: 0.9976348779958096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:15:40,552] Trial 6868 finished with value: 0.9971304583870785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 16, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:15:42,308] Trial 6869 finished with value: 0.9972552030263505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:15:46,585] Trial 6870 finished with value: 0.9973607983452472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 113}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:15:48,654] Trial 6871 finished with value: 0.9974407632091592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:15:54,530] Trial 6872 finished with value: 0.9969481886318268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 26, 'rf_n_estimators': 118}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:15:55,892] Trial 6873 finished with value: 0.9974517275136257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:15:58,860] Trial 6874 finished with value: 0.9974152814462715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:16:01,311] Trial 6875 finished with value: 0.9974483439670482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:16:02,439] Trial 6876 finished with value: 0.9951041155351522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:16:08,485] Trial 6877 finished with value: 0.9970744903963151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 27, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:16:10,583] Trial 6878 finished with value: 0.9972485221333521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:16:12,138] Trial 6879 finished with value: 0.9918085729065598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 23, 'rf_n_estimators': 114}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:16:15,317] Trial 6880 finished with value: 0.9973076763561224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:16:17,657] Trial 6881 finished with value: 0.9973261593073927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:16:19,513] Trial 6882 finished with value: 0.9975832744116543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:16:21,319] Trial 6883 finished with value: 0.9850742976365149 and parameters: {'classifier': 'SVC', 'svc_c': 2.0502890143785655e-10, 'svc_kernel': 'rbf'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:16:25,779] Trial 6884 finished with value: 0.9969765790787205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 21, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:16:27,897] Trial 6885 finished with value: 0.9975323053952208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:16:37,480] Trial 6886 finished with value: 0.9969157688036764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 45, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:16:39,913] Trial 6887 finished with value: 0.997549365599575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:16:44,406] Trial 6888 finished with value: 0.9973159678209732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 17, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:16:46,739] Trial 6889 finished with value: 0.9973881823830949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:16:48,325] Trial 6890 finished with value: 0.9977422567946785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:16:50,087] Trial 6891 finished with value: 0.9974903355989747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:16:51,711] Trial 6892 finished with value: 0.9972868963103231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:16:53,267] Trial 6893 finished with value: 0.9972336368325833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:16:54,851] Trial 6894 finished with value: 0.9974602634873156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 114}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:16:57,126] Trial 6895 finished with value: 0.9976616283228591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:16:58,727] Trial 6896 finished with value: 0.9975987385801175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:17:00,333] Trial 6897 finished with value: 0.9973736075107987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:17:01,749] Trial 6898 finished with value: 0.9973007333397463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 116}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:17:03,351] Trial 6899 finished with value: 0.9972037549896795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 114}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:17:04,830] Trial 6900 finished with value: 0.997380942934663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:17:06,435] Trial 6901 finished with value: 0.9976250294057426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:17:08,048] Trial 6902 finished with value: 0.9974751029268084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:17:10,541] Trial 6903 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 1.4944994972731661e-05, 'svc_kernel': 'sigmoid'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:17:12,288] Trial 6904 finished with value: 0.9974397813969916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:17:14,031] Trial 6905 finished with value: 0.9975334370420496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:17:15,400] Trial 6906 finished with value: 0.9972036295297313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 115}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:17:17,015] Trial 6907 finished with value: 0.9973570614288078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:17:18,848] Trial 6908 finished with value: 0.9976402789307376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:17:20,492] Trial 6909 finished with value: 0.997394207507449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 114}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:17:22,512] Trial 6910 finished with value: 0.9973476986191524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 113}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:17:23,943] Trial 6911 finished with value: 0.9973534222651234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:17:25,242] Trial 6912 finished with value: 0.9965804851375898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:17:26,824] Trial 6913 finished with value: 0.9975768265701105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:17:28,467] Trial 6914 finished with value: 0.9971261206403129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:17:29,869] Trial 6915 finished with value: 0.9972309126727713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 114}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:17:31,511] Trial 6916 finished with value: 0.9971094472258368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:17:33,777] Trial 6917 finished with value: 0.9976788338868294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:17:35,224] Trial 6918 finished with value: 0.9972220704282743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 4, 'rf_n_estimators': 114}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:17:36,923] Trial 6919 finished with value: 0.997537848547712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:17:38,359] Trial 6920 finished with value: 0.9977065311460862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 113}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:17:40,279] Trial 6921 finished with value: 0.9853800869795483 and parameters: {'classifier': 'SVC', 'svc_c': 0.011614741224559761, 'svc_kernel': 'rbf'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:17:55,162] Trial 6922 finished with value: 0.995836093020559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 73, 'rf_n_estimators': 117}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:17:56,921] Trial 6923 finished with value: 0.9974852786712257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:17:59,320] Trial 6924 finished with value: 0.9972074282398765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:18:07,243] Trial 6925 finished with value: 0.996740901915342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 34, 'rf_n_estimators': 119}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:18:08,912] Trial 6926 finished with value: 0.997461736284912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:18:10,739] Trial 6927 finished with value: 0.9973763961620387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:18:12,568] Trial 6928 finished with value: 0.9976274882683859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:18:14,245] Trial 6929 finished with value: 0.997490212995438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:18:15,947] Trial 6930 finished with value: 0.99743889974966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:18:18,222] Trial 6931 finished with value: 0.9973514205235615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:18:19,641] Trial 6932 finished with value: 0.9973153249696574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:18:21,070] Trial 6933 finished with value: 0.9974230662154296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 113}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:18:22,504] Trial 6934 finished with value: 0.9968573156712823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 3, 'rf_n_estimators': 118}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:18:23,724] Trial 6935 finished with value: 0.9964587748326993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 4, 'rf_n_estimators': 114}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:18:32,611] Trial 6936 finished with value: 0.9968358086052366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 40, 'rf_n_estimators': 115}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:18:46,234] Trial 6937 finished with value: 0.9967024160209369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 62, 'rf_n_estimators': 119}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:18:48,413] Trial 6938 finished with value: 0.9974905882009802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:18:50,068] Trial 6939 finished with value: 0.9972314641189136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:18:52,000] Trial 6940 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 7.890927185917881e-07, 'svc_kernel': 'sigmoid'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:18:53,532] Trial 6941 finished with value: 0.9974847481403645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:19:00,993] Trial 6942 finished with value: 0.997054545882668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 31, 'rf_n_estimators': 122}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:19:02,775] Trial 6943 finished with value: 0.9973826120629546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:19:04,387] Trial 6944 finished with value: 0.9972685531010593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:19:07,967] Trial 6945 finished with value: 0.9972012939371205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:19:12,495] Trial 6946 finished with value: 0.9973689462278045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 19, 'rf_n_estimators': 119}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:19:13,547] Trial 6947 finished with value: 0.9970363312436675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 116}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:19:14,646] Trial 6948 finished with value: 0.9952603408778925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:19:16,485] Trial 6949 finished with value: 0.9975360629730377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:19:27,042] Trial 6950 finished with value: 0.9966793683968627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 47, 'rf_n_estimators': 115}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:19:30,427] Trial 6951 finished with value: 0.9975944927780699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:19:33,852] Trial 6952 finished with value: 0.9960877035021487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 25, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:19:36,122] Trial 6953 finished with value: 0.9973589132722328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:19:40,109] Trial 6954 finished with value: 0.9972628830604139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:19:41,157] Trial 6955 finished with value: 0.9968116524077922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 113}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:19:42,656] Trial 6956 finished with value: 0.997193551506331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:19:44,099] Trial 6957 finished with value: 0.997505063606674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 114}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:19:47,906] Trial 6958 finished with value: 0.9974450754069094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:19:48,996] Trial 6959 finished with value: 0.9963148771597164 and parameters: {'classifier': 'SVC', 'svc_c': 26811.94923476455, 'svc_kernel': 'rbf'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:19:53,757] Trial 6960 finished with value: 0.9951514091432111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 39, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:19:56,909] Trial 6961 finished with value: 0.9975316601952997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:20:00,154] Trial 6962 finished with value: 0.9968013440623974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 14, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:20:03,464] Trial 6963 finished with value: 0.9971898449630693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:20:08,591] Trial 6964 finished with value: 0.9970222968044599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 22, 'rf_n_estimators': 117}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:20:12,912] Trial 6965 finished with value: 0.9973208949724183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 122}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:20:19,473] Trial 6966 finished with value: 0.996661787309971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 39, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:20:20,940] Trial 6967 finished with value: 0.9886563399427383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:20:26,880] Trial 6968 finished with value: 0.997331303514387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 28, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:20:29,102] Trial 6969 finished with value: 0.9966692012534182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:20:32,368] Trial 6970 finished with value: 0.9973345414791831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:20:33,380] Trial 6971 finished with value: 0.9968515664128198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 115}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:20:34,507] Trial 6972 finished with value: 0.9947343812909056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:20:36,472] Trial 6973 finished with value: 0.9974258935234408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:20:38,909] Trial 6974 finished with value: 0.9974391977368734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:20:41,583] Trial 6975 finished with value: 0.9936844890266544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 36, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:20:44,311] Trial 6976 finished with value: 0.9967637420052395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 17, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:20:46,194] Trial 6977 finished with value: 0.9975911130400412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:20:47,848] Trial 6978 finished with value: 0.9974908484518213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:20:49,093] Trial 6979 finished with value: 0.9971562939006828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 3, 'rf_n_estimators': 113}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:20:50,482] Trial 6980 finished with value: 0.9973170505914245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:20:52,527] Trial 6981 finished with value: 0.9867343545995793 and parameters: {'classifier': 'SVC', 'svc_c': 67132404.62366414, 'svc_kernel': 'sigmoid'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:20:57,146] Trial 6982 finished with value: 0.9972090497295691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 20, 'rf_n_estimators': 116}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:21:00,191] Trial 6983 finished with value: 0.9974271524710164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:21:00,785] Trial 6984 finished with value: 0.9933973696029041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 7}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:21:04,133] Trial 6985 finished with value: 0.9971926382797816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:21:06,735] Trial 6986 finished with value: 0.997162161636754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:21:15,876] Trial 6987 finished with value: 0.9969193532512083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 44, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:21:18,438] Trial 6988 finished with value: 0.9976162306421786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:21:22,036] Trial 6989 finished with value: 0.9972886072374388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:21:22,927] Trial 6990 finished with value: 0.9934215732802582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 2, 'rf_n_estimators': 114}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:21:24,582] Trial 6991 finished with value: 0.9973397722037133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:21:28,120] Trial 6992 finished with value: 0.9976213014711311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:21:33,011] Trial 6993 finished with value: 0.997484468402448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 117}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:21:39,868] Trial 6994 finished with value: 0.9970108361508586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 32, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:21:43,494] Trial 6995 finished with value: 0.9971929074489747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:21:44,326] Trial 6996 finished with value: 0.9930073716886129 and parameters: {'classifier': 'SVC', 'svc_c': 90.59745508184271, 'svc_kernel': 'rbf'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:21:46,367] Trial 6997 finished with value: 0.9975668520122886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:21:48,103] Trial 6998 finished with value: 0.9973304625550528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:21:54,111] Trial 6999 finished with value: 0.9967297380111756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 27, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:21:56,998] Trial 7000 finished with value: 0.997354972788855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:21:58,308] Trial 7001 finished with value: 0.9969505070224917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:22:02,875] Trial 7002 finished with value: 0.9971206137642499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:22:03,950] Trial 7003 finished with value: 0.9972134104228418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 2, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:22:05,980] Trial 7004 finished with value: 0.997365347276049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:22:18,201] Trial 7005 finished with value: 0.9965912072183462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 56, 'rf_n_estimators': 116}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:22:20,365] Trial 7006 finished with value: 0.9964609379932586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 14, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:22:24,026] Trial 7007 finished with value: 0.9970285271461236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:22:26,910] Trial 7008 finished with value: 0.9974981615321986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:22:29,492] Trial 7009 finished with value: 0.9975499852822183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:22:40,508] Trial 7010 finished with value: 0.9965940865130499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 52, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:22:41,723] Trial 7011 finished with value: 0.9971460320513227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:22:43,393] Trial 7012 finished with value: 0.997189058910315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:22:46,472] Trial 7013 finished with value: 0.9974598921855362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:22:48,085] Trial 7014 finished with value: 0.9977453084896956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:22:49,720] Trial 7015 finished with value: 0.9974697766394387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:22:51,623] Trial 7016 finished with value: 0.9868017175464754 and parameters: {'classifier': 'SVC', 'svc_c': 649001.5580313277, 'svc_kernel': 'sigmoid'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:22:53,280] Trial 7017 finished with value: 0.9970936986222471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:22:54,955] Trial 7018 finished with value: 0.9973930228900527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:22:56,535] Trial 7019 finished with value: 0.9975335812591011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:22:58,209] Trial 7020 finished with value: 0.9974523065082717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:22:59,786] Trial 7021 finished with value: 0.9971471241844566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:23:01,410] Trial 7022 finished with value: 0.9974738934268924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:23:03,404] Trial 7023 finished with value: 0.9974319666037731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:23:05,239] Trial 7024 finished with value: 0.997355837868999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:23:06,886] Trial 7025 finished with value: 0.9974768447349082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:23:08,492] Trial 7026 finished with value: 0.9974860714524164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:23:09,883] Trial 7027 finished with value: 0.9973310650674883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 4, 'rf_n_estimators': 116}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:23:11,471] Trial 7028 finished with value: 0.9973987342217158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:23:12,949] Trial 7029 finished with value: 0.99734157275868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:23:15,134] Trial 7030 finished with value: 0.9972419908845875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:23:17,011] Trial 7031 finished with value: 0.9973844772045629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:23:18,634] Trial 7032 finished with value: 0.9973374504488302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:23:20,061] Trial 7033 finished with value: 0.9973594576408219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 115}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:23:35,385] Trial 7034 finished with value: 0.9921911629710821 and parameters: {'classifier': 'SVC', 'svc_c': 4704401.631614094, 'svc_kernel': 'rbf'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:23:36,832] Trial 7035 finished with value: 0.9972200109237206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:23:38,520] Trial 7036 finished with value: 0.9974821299851634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:23:51,599] Trial 7037 finished with value: 0.9964572974965823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 60, 'rf_n_estimators': 119}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:23:53,213] Trial 7038 finished with value: 0.9973657220055226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:23:54,734] Trial 7039 finished with value: 0.9973913625531613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:23:56,110] Trial 7040 finished with value: 0.9967591597496347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:23:57,627] Trial 7041 finished with value: 0.9975199478283542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:23:59,188] Trial 7042 finished with value: 0.997415581401235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:24:00,981] Trial 7043 finished with value: 0.9973686769951353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:24:02,792] Trial 7044 finished with value: 0.9957577250811989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:24:03,705] Trial 7045 finished with value: 0.9916100179866542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:24:05,249] Trial 7046 finished with value: 0.997342123919181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:24:06,186] Trial 7047 finished with value: 0.9885582235347856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:24:07,979] Trial 7048 finished with value: 0.9976109440271935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:24:09,360] Trial 7049 finished with value: 0.9972201611074988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:24:10,930] Trial 7050 finished with value: 0.9972962157659969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:24:13,370] Trial 7051 finished with value: 0.9973506505619261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:24:15,101] Trial 7052 finished with value: 0.9867327158444649 and parameters: {'classifier': 'SVC', 'svc_c': 1486386119.7984645, 'svc_kernel': 'sigmoid'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:24:16,947] Trial 7053 finished with value: 0.9973765300325326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:24:27,689] Trial 7054 finished with value: 0.9968084267573043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 52, 'rf_n_estimators': 118}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:24:29,525] Trial 7055 finished with value: 0.9971007392326886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:24:31,133] Trial 7056 finished with value: 0.9973842999166119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:24:32,573] Trial 7057 finished with value: 0.9973064622859479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 116}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:24:34,683] Trial 7058 finished with value: 0.997376014323274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 114}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:24:36,391] Trial 7059 finished with value: 0.9972533243326559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:24:37,431] Trial 7060 finished with value: 0.9927038115209864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:24:39,050] Trial 7061 finished with value: 0.9969312372567573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:24:40,446] Trial 7062 finished with value: 0.9972881330413634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 113}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:24:41,922] Trial 7063 finished with value: 0.9967027737071542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:24:48,813] Trial 7064 finished with value: 0.9970934285643924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 31, 'rf_n_estimators': 114}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:25:03,245] Trial 7065 finished with value: 0.9966398670163702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 60, 'rf_n_estimators': 125}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:25:04,852] Trial 7066 finished with value: 0.99706082963923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:25:10,852] Trial 7067 finished with value: 0.9925402008306535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 73, 'rf_n_estimators': 113}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:25:12,604] Trial 7068 finished with value: 0.9974179965607798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:25:14,259] Trial 7069 finished with value: 0.9974372520761937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:25:15,928] Trial 7070 finished with value: 0.9972370842993064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:25:17,350] Trial 7071 finished with value: 0.9862233373463809 and parameters: {'classifier': 'SVC', 'svc_c': 0.4210998510601619, 'svc_kernel': 'rbf'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:25:20,961] Trial 7072 finished with value: 0.9967704142020511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 18, 'rf_n_estimators': 114}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:25:25,969] Trial 7073 finished with value: 0.9971980889797484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 116}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:25:27,681] Trial 7074 finished with value: 0.9974458710127738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:25:29,605] Trial 7075 finished with value: 0.9972241797296046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:25:33,530] Trial 7076 finished with value: 0.9965794744439261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:25:36,152] Trial 7077 finished with value: 0.9969573219446732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:25:37,728] Trial 7078 finished with value: 0.9973771440023524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:25:39,466] Trial 7079 finished with value: 0.9965372497288073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:25:40,441] Trial 7080 finished with value: 0.9965582960873882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:25:42,623] Trial 7081 finished with value: 0.9964580374658949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:25:43,859] Trial 7082 finished with value: 0.9972300117287919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 113}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:25:45,317] Trial 7083 finished with value: 0.997100567879726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 4, 'rf_n_estimators': 115}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:25:47,070] Trial 7084 finished with value: 0.9910002942543273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 25, 'rf_n_estimators': 120}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:25:56,521] Trial 7085 finished with value: 0.996649511912547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 43, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:25:58,792] Trial 7086 finished with value: 0.9973433359581293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:26:02,721] Trial 7087 finished with value: 0.9968543264364671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 17, 'rf_n_estimators': 113}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:26:08,855] Trial 7088 finished with value: 0.9971988168569181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 28, 'rf_n_estimators': 122}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:26:13,827] Trial 7089 finished with value: 0.9972825357122641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 125}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:26:15,442] Trial 7090 finished with value: 0.9976269839530362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:26:16,817] Trial 7091 finished with value: 0.9865237052200602 and parameters: {'classifier': 'SVC', 'svc_c': 1.1781747330762538, 'svc_kernel': 'sigmoid'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:26:20,705] Trial 7092 finished with value: 0.9972768904589243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:26:24,613] Trial 7093 finished with value: 0.9972337185259571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:26:26,320] Trial 7094 finished with value: 0.9974237478187304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:26:29,220] Trial 7095 finished with value: 0.9974297292399861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:26:44,882] Trial 7096 finished with value: 0.9964969489656393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 72, 'rf_n_estimators': 118}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:26:50,089] Trial 7097 finished with value: 0.9972217807246548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:26:56,263] Trial 7098 finished with value: 0.9971537884785294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 26, 'rf_n_estimators': 123}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:27:02,751] Trial 7099 finished with value: 0.9971045724102012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 31, 'rf_n_estimators': 115}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:27:06,644] Trial 7100 finished with value: 0.9973780474218886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:27:08,181] Trial 7101 finished with value: 0.9966740772116186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:27:11,357] Trial 7102 finished with value: 0.9970969063090792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:27:15,461] Trial 7103 finished with value: 0.9973200730240906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 114}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:27:23,208] Trial 7104 finished with value: 0.996917580752552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 37, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:27:24,807] Trial 7105 finished with value: 0.9973493228383049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:27:30,532] Trial 7106 finished with value: 0.9972617436695358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 24, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:27:42,848] Trial 7107 finished with value: 0.9962867099255259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 66, 'rf_n_estimators': 120}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:27:44,689] Trial 7108 finished with value: 0.9851200199642508 and parameters: {'classifier': 'SVC', 'svc_c': 0.00040102465066381286, 'svc_kernel': 'rbf'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:27:46,569] Trial 7109 finished with value: 0.9974714390392941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:27:50,194] Trial 7110 finished with value: 0.9972049706150115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:27:55,787] Trial 7111 finished with value: 0.9959035423580392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 41, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:27:57,250] Trial 7112 finished with value: 0.9971456330423498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 4, 'rf_n_estimators': 115}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:28:00,349] Trial 7113 finished with value: 0.997149212570506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:28:01,912] Trial 7114 finished with value: 0.9966891756641744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:28:03,192] Trial 7115 finished with value: 0.9971035941526791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:28:06,783] Trial 7116 finished with value: 0.9972310810106325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:28:08,457] Trial 7117 finished with value: 0.9974002197144749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:28:24,969] Trial 7118 finished with value: 0.9954785614939281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 71, 'rf_n_estimators': 117}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:28:33,041] Trial 7119 finished with value: 0.9970369520053998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 38, 'rf_n_estimators': 115}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:28:48,991] Trial 7120 finished with value: 0.9960494396144064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 69, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:28:50,576] Trial 7121 finished with value: 0.9972565405569851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:28:53,902] Trial 7122 finished with value: 0.9973583961030306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:28:56,003] Trial 7123 finished with value: 0.9970503329293545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:28:57,117] Trial 7124 finished with value: 0.9974015773352048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 2, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:28:58,561] Trial 7125 finished with value: 0.9971735583384717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:29:02,395] Trial 7126 finished with value: 0.9973232444662328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 114}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:29:03,826] Trial 7127 finished with value: 0.9926369349575223 and parameters: {'classifier': 'SVC', 'svc_c': 309.92050385181756, 'svc_kernel': 'sigmoid'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:29:05,548] Trial 7128 finished with value: 0.9973142158250051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:29:10,026] Trial 7129 finished with value: 0.9915570718572747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 64, 'rf_n_estimators': 119}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:29:13,051] Trial 7130 finished with value: 0.9974908072560176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:29:14,677] Trial 7131 finished with value: 0.9973837015301045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:29:17,740] Trial 7132 finished with value: 0.9975060273599724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:29:21,207] Trial 7133 finished with value: 0.9973206256762737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:29:23,388] Trial 7134 finished with value: 0.9974855755476121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:29:26,635] Trial 7135 finished with value: 0.997362670818312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:29:37,331] Trial 7136 finished with value: 0.9962663551042108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 62, 'rf_n_estimators': 120}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:29:39,370] Trial 7137 finished with value: 0.9975257596104944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:29:43,584] Trial 7138 finished with value: 0.9974450479853573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:29:46,228] Trial 7139 finished with value: 0.997369972314353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:29:48,085] Trial 7140 finished with value: 0.997545232054506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:29:53,459] Trial 7141 finished with value: 0.9969873512736328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 22, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:29:55,680] Trial 7142 finished with value: 0.9966063639734378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 14, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:29:58,854] Trial 7143 finished with value: 0.9977016789278405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:29:59,812] Trial 7144 finished with value: 0.9940254376235834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 4, 'rf_n_estimators': 114}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:30:10,158] Trial 7145 finished with value: 0.9963051659947887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 49, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:30:14,258] Trial 7146 finished with value: 0.9973442616576765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 19, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:30:16,058] Trial 7147 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 6.3364407369028e-08, 'svc_kernel': 'rbf'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:30:18,664] Trial 7148 finished with value: 0.99751469926712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:30:19,444] Trial 7149 finished with value: 0.991804239603101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 1, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:30:21,048] Trial 7150 finished with value: 0.9974845977344208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 114}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:30:24,033] Trial 7151 finished with value: 0.9971803156880892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:30:29,559] Trial 7152 finished with value: 0.9971298707914595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 26, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:30:36,158] Trial 7153 finished with value: 0.9973278558889745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 28, 'rf_n_estimators': 121}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:30:37,057] Trial 7154 finished with value: 0.9891360098234175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:30:39,364] Trial 7155 finished with value: 0.9971809488910811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:30:45,895] Trial 7156 finished with value: 0.9969506560002293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 30, 'rf_n_estimators': 126}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:30:47,771] Trial 7157 finished with value: 0.9956949113507458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 16, 'rf_n_estimators': 113}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:30:51,493] Trial 7158 finished with value: 0.9971463358783108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 21, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:30:54,921] Trial 7159 finished with value: 0.9971362838482568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:30:56,147] Trial 7160 finished with value: 0.997343271974508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:30:57,755] Trial 7161 finished with value: 0.997463862819926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:31:04,550] Trial 7162 finished with value: 0.9967866410959069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 35, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:31:07,451] Trial 7163 finished with value: 0.9973945012417827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:31:10,533] Trial 7164 finished with value: 0.9973155726840254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:31:12,001] Trial 7165 finished with value: 0.9867332074646518 and parameters: {'classifier': 'SVC', 'svc_c': 216870686.6890292, 'svc_kernel': 'sigmoid'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:31:14,044] Trial 7166 finished with value: 0.9975423672005502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:31:18,276] Trial 7167 finished with value: 0.9974177157437746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 125}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:31:20,045] Trial 7168 finished with value: 0.9974630867328745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:31:23,634] Trial 7169 finished with value: 0.9974995149317869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:31:25,967] Trial 7170 finished with value: 0.9971403853380393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:31:28,069] Trial 7171 finished with value: 0.9974424861014662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:31:31,575] Trial 7172 finished with value: 0.9973854263266859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:31:35,782] Trial 7173 finished with value: 0.9972595954257928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 20, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:31:37,382] Trial 7174 finished with value: 0.9971929123683504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:31:44,672] Trial 7175 finished with value: 0.9967272666120589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 58, 'rf_n_estimators': 61}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:31:56,833] Trial 7176 finished with value: 0.9964236394457099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 59, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:32:11,122] Trial 7177 finished with value: 0.9965617265743308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 67, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:32:19,284] Trial 7178 finished with value: 0.9966755626409021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 38, 'rf_n_estimators': 117}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:32:19,731] Trial 7179 finished with value: 0.9924079975926986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 6, 'rf_n_estimators': 11}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:32:35,400] Trial 7180 finished with value: 0.9962765716635773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 74, 'rf_n_estimators': 113}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:32:43,853] Trial 7181 finished with value: 0.9966095371611646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 47, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:32:45,602] Trial 7182 finished with value: 0.9971399262809454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:32:47,517] Trial 7183 finished with value: 0.9850762638633586 and parameters: {'classifier': 'SVC', 'svc_c': 1.0084356096309893e-10, 'svc_kernel': 'rbf'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:32:53,834] Trial 7184 finished with value: 0.9966919530484569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 34, 'rf_n_estimators': 122}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:32:59,964] Trial 7185 finished with value: 0.9961401422376014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 29, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:33:14,037] Trial 7186 finished with value: 0.9966505764019636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 67, 'rf_n_estimators': 114}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:33:19,640] Trial 7187 finished with value: 0.9973307230280595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 24, 'rf_n_estimators': 118}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:33:21,041] Trial 7188 finished with value: 0.9973498852657633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:33:25,434] Trial 7189 finished with value: 0.9970097910850413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:33:34,612] Trial 7190 finished with value: 0.9967617479125132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 45, 'rf_n_estimators': 115}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:33:37,848] Trial 7191 finished with value: 0.9974458291187359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:33:39,993] Trial 7192 finished with value: 0.9964989409319257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:33:43,106] Trial 7193 finished with value: 0.9968571088670773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 14, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:33:44,318] Trial 7194 finished with value: 0.996212216486434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:33:47,083] Trial 7195 finished with value: 0.9975177903488802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:33:49,525] Trial 7196 finished with value: 0.9973793267452008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:33:51,099] Trial 7197 finished with value: 0.9973778455053214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 114}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:33:54,725] Trial 7198 finished with value: 0.9973123372899998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:33:56,588] Trial 7199 finished with value: 0.9974253229393403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:33:59,900] Trial 7200 finished with value: 0.997414391197967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:34:02,732] Trial 7201 finished with value: 0.9975010159443829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:34:03,790] Trial 7202 finished with value: 0.9893586601626748 and parameters: {'classifier': 'SVC', 'svc_c': 7.519875923159733, 'svc_kernel': 'sigmoid'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:34:06,160] Trial 7203 finished with value: 0.9971392606735501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:34:07,395] Trial 7204 finished with value: 0.9914551208118657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:34:15,804] Trial 7205 finished with value: 0.9967598718848025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 38, 'rf_n_estimators': 116}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:34:17,668] Trial 7206 finished with value: 0.9975263954159947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:34:21,528] Trial 7207 finished with value: 0.9972099963761353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:34:22,553] Trial 7208 finished with value: 0.9968887225841158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:34:25,237] Trial 7209 finished with value: 0.9973577058987568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:34:36,172] Trial 7210 finished with value: 0.9969493665525246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 49, 'rf_n_estimators': 113}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:34:37,402] Trial 7211 finished with value: 0.9972376271762137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 3, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:34:49,518] Trial 7212 finished with value: 0.9964949560789534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 63, 'rf_n_estimators': 115}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:34:51,248] Trial 7213 finished with value: 0.997297795932934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:34:52,849] Trial 7214 finished with value: 0.9973717302453098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:34:54,296] Trial 7215 finished with value: 0.997305805438215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:34:56,606] Trial 7216 finished with value: 0.9969609267362037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:35:00,363] Trial 7217 finished with value: 0.9972516388910796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 17, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:35:03,631] Trial 7218 finished with value: 0.9973527970600841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:35:05,361] Trial 7219 finished with value: 0.996796971626099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 57}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:35:06,850] Trial 7220 finished with value: 0.9958645573850391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:35:08,730] Trial 7221 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.8912903986483327e-06, 'svc_kernel': 'rbf'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:35:13,100] Trial 7222 finished with value: 0.9970965956267029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 22, 'rf_n_estimators': 115}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:35:15,052] Trial 7223 finished with value: 0.9969167082139997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 81}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:35:16,287] Trial 7224 finished with value: 0.9973259665630806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:35:18,962] Trial 7225 finished with value: 0.9970407940377884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:35:21,416] Trial 7226 finished with value: 0.9971605478593729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 62}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:35:23,938] Trial 7227 finished with value: 0.9974597828801829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:35:26,986] Trial 7228 finished with value: 0.9973456137877484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:35:29,094] Trial 7229 finished with value: 0.9975963710274339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:35:38,110] Trial 7230 finished with value: 0.9968739297676091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 43, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:35:47,464] Trial 7231 finished with value: 0.9968275463075228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 42, 'rf_n_estimators': 114}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:35:50,940] Trial 7232 finished with value: 0.9969585680701343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 15, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:35:53,868] Trial 7233 finished with value: 0.9971337998174529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:35:55,550] Trial 7234 finished with value: 0.9973638800643245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:35:57,005] Trial 7235 finished with value: 0.997486715382821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:36:10,110] Trial 7236 finished with value: 0.9966766994927476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 55, 'rf_n_estimators': 121}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:36:17,160] Trial 7237 finished with value: 0.9965725583730335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 29, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:36:19,779] Trial 7238 finished with value: 0.9970255640316065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:36:21,682] Trial 7239 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 4.690166969649208e-09, 'svc_kernel': 'sigmoid'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:36:25,836] Trial 7240 finished with value: 0.9971536441027883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:36:28,992] Trial 7241 finished with value: 0.9974664439687269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:36:30,854] Trial 7242 finished with value: 0.9970673949110317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:36:32,671] Trial 7243 finished with value: 0.9973922783187436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:36:35,778] Trial 7244 finished with value: 0.9973335960386573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:36:39,609] Trial 7245 finished with value: 0.9974308799295594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 115}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:36:50,156] Trial 7246 finished with value: 0.9968067600093558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 46, 'rf_n_estimators': 120}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:37:01,198] Trial 7247 finished with value: 0.9968366843175795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 51, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:37:03,396] Trial 7248 finished with value: 0.9974435199638022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:37:06,409] Trial 7249 finished with value: 0.9973538546623749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:37:10,476] Trial 7250 finished with value: 0.9963278313675055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 24, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:37:11,996] Trial 7251 finished with value: 0.9975579940257894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:37:13,924] Trial 7252 finished with value: 0.9975127221224364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:37:16,620] Trial 7253 finished with value: 0.9971981031983308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:37:20,608] Trial 7254 finished with value: 0.9972058553409201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 113}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:37:23,603] Trial 7255 finished with value: 0.9975353890185725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:37:24,649] Trial 7256 finished with value: 0.9962556891995505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:37:27,093] Trial 7257 finished with value: 0.9975676330187154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:37:37,051] Trial 7258 finished with value: 0.9966381074033043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 47, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:37:39,335] Trial 7259 finished with value: 0.9951892422523354 and parameters: {'classifier': 'SVC', 'svc_c': 238988.69176486932, 'svc_kernel': 'rbf'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:37:42,344] Trial 7260 finished with value: 0.9974297983651486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:37:44,519] Trial 7261 finished with value: 0.9970161965564786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:37:47,814] Trial 7262 finished with value: 0.9972730884797748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:37:50,919] Trial 7263 finished with value: 0.997313823480993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:37:55,947] Trial 7264 finished with value: 0.9972477174187083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:37:57,870] Trial 7265 finished with value: 0.9971577679360575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:37:59,353] Trial 7266 finished with value: 0.99734734480496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:38:01,338] Trial 7267 finished with value: 0.9966703135083854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:38:02,800] Trial 7268 finished with value: 0.9972595172870647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:38:04,694] Trial 7269 finished with value: 0.9972902022894549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:38:09,256] Trial 7270 finished with value: 0.997341575107285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:38:10,488] Trial 7271 finished with value: 0.9972864709588872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:38:21,323] Trial 7272 finished with value: 0.9960487615974891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 63, 'rf_n_estimators': 118}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:38:23,272] Trial 7273 finished with value: 0.9966334829997582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:38:25,195] Trial 7274 finished with value: 0.9975527865651452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:38:28,845] Trial 7275 finished with value: 0.9967239457161107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 17, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:38:30,692] Trial 7276 finished with value: 0.9962700736444018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:38:32,219] Trial 7277 finished with value: 0.9909654413029768 and parameters: {'classifier': 'SVC', 'svc_c': 24.83524217839415, 'svc_kernel': 'sigmoid'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:38:35,799] Trial 7278 finished with value: 0.997336729522262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:38:39,856] Trial 7279 finished with value: 0.9972807577229497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 24, 'rf_n_estimators': 80}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:38:42,483] Trial 7280 finished with value: 0.997700282364698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:38:48,655] Trial 7281 finished with value: 0.9970525864159986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 31, 'rf_n_estimators': 116}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:38:50,394] Trial 7282 finished with value: 0.9975113799263294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:38:50,989] Trial 7283 finished with value: 0.9922216704316177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 14}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:38:54,516] Trial 7284 finished with value: 0.9975962800665913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:38:56,118] Trial 7285 finished with value: 0.9975583335261856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:38:59,375] Trial 7286 finished with value: 0.9968462929055902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 14, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:39:15,086] Trial 7287 finished with value: 0.9961199943474431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 68, 'rf_n_estimators': 123}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:39:27,943] Trial 7288 finished with value: 0.9963811660006101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 63, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:39:29,987] Trial 7289 finished with value: 0.9974842489348178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:39:31,076] Trial 7290 finished with value: 0.9970030016166614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 114}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:39:35,703] Trial 7291 finished with value: 0.996996158892073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 19, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:39:37,419] Trial 7292 finished with value: 0.9974288396899155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:39:42,490] Trial 7293 finished with value: 0.9967690747036665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 27, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:39:44,720] Trial 7294 finished with value: 0.9972283690699152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 82}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:39:46,542] Trial 7295 finished with value: 0.9853858228446137 and parameters: {'classifier': 'SVC', 'svc_c': 0.031646688752282826, 'svc_kernel': 'rbf'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:39:48,408] Trial 7296 finished with value: 0.9973351506248411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 60}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:39:51,018] Trial 7297 finished with value: 0.9974057403965277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:39:53,884] Trial 7298 finished with value: 0.9969817418523909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:39:56,143] Trial 7299 finished with value: 0.9974011221818738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:39:57,754] Trial 7300 finished with value: 0.9975748099434698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:40:01,459] Trial 7301 finished with value: 0.997242728219654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:40:02,381] Trial 7302 finished with value: 0.9880073129696755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:40:13,876] Trial 7303 finished with value: 0.9961310313951935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 53, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:40:16,894] Trial 7304 finished with value: 0.9971029896724936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:40:20,232] Trial 7305 finished with value: 0.9973347736102384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:40:21,641] Trial 7306 finished with value: 0.9972758641502106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:40:22,797] Trial 7307 finished with value: 0.9971710584069761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:40:23,906] Trial 7308 finished with value: 0.9967224793613098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 116}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:40:30,232] Trial 7309 finished with value: 0.9972151823502159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 30, 'rf_n_estimators': 119}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:40:31,714] Trial 7310 finished with value: 0.9969719388062209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:40:34,257] Trial 7311 finished with value: 0.9975717817662422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:40:37,135] Trial 7312 finished with value: 0.9973929450369656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:40:40,819] Trial 7313 finished with value: 0.9925067821153415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 55, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:40:43,213] Trial 7314 finished with value: 0.9973970879129794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:40:44,678] Trial 7315 finished with value: 0.9867381232856639 and parameters: {'classifier': 'SVC', 'svc_c': 21480696.884565696, 'svc_kernel': 'sigmoid'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:40:49,776] Trial 7316 finished with value: 0.9973509366791621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 126}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:40:51,501] Trial 7317 finished with value: 0.9956016575393344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 14, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:40:54,321] Trial 7318 finished with value: 0.9974259973063982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:40:55,602] Trial 7319 finished with value: 0.9972138685277985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 115}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:40:56,795] Trial 7320 finished with value: 0.9971097364851257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:41:03,425] Trial 7321 finished with value: 0.996911208732869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 38, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:41:04,856] Trial 7322 finished with value: 0.9970306335275668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:41:07,712] Trial 7323 finished with value: 0.9973322213746711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:41:09,437] Trial 7324 finished with value: 0.9958329210706105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:41:13,383] Trial 7325 finished with value: 0.9973649650881673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:41:15,891] Trial 7326 finished with value: 0.997309329075916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:41:17,503] Trial 7327 finished with value: 0.9956666919394355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 14, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:41:20,146] Trial 7328 finished with value: 0.9974244761402312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:41:22,010] Trial 7329 finished with value: 0.9974272207709932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:41:25,657] Trial 7330 finished with value: 0.9970901256955754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:41:28,092] Trial 7331 finished with value: 0.997404147756593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:41:29,937] Trial 7332 finished with value: 0.9973207455820879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:41:37,182] Trial 7333 finished with value: 0.9973513923085617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 31, 'rf_n_estimators': 122}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:41:42,473] Trial 7334 finished with value: 0.9928926686058853 and parameters: {'classifier': 'SVC', 'svc_c': 1683852.959114083, 'svc_kernel': 'rbf'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:41:44,205] Trial 7335 finished with value: 0.9976429261895997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:41:47,337] Trial 7336 finished with value: 0.9972774635185817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:41:50,040] Trial 7337 finished with value: 0.9974386780603764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:41:53,241] Trial 7338 finished with value: 0.9971912837058907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:41:55,172] Trial 7339 finished with value: 0.9972724025918565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:41:57,434] Trial 7340 finished with value: 0.9974846564812877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:42:00,592] Trial 7341 finished with value: 0.9972898218471579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:42:01,336] Trial 7342 finished with value: 0.9876652714461646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 5, 'rf_n_estimators': 83}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:42:03,716] Trial 7343 finished with value: 0.9971245465670538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:42:07,217] Trial 7344 finished with value: 0.9975694239888342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:42:09,603] Trial 7345 finished with value: 0.9967278026018404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 54}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:42:12,240] Trial 7346 finished with value: 0.9977877434049757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:42:14,812] Trial 7347 finished with value: 0.9974314712067754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:42:17,514] Trial 7348 finished with value: 0.9974378439246921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:42:19,911] Trial 7349 finished with value: 0.997391689866201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:42:22,445] Trial 7350 finished with value: 0.9974014192804256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:42:25,302] Trial 7351 finished with value: 0.9973512210190751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:42:27,192] Trial 7352 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 1.419700445326124e-08, 'svc_kernel': 'sigmoid'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:42:29,788] Trial 7353 finished with value: 0.9974376834578321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:42:32,152] Trial 7354 finished with value: 0.9975929597736632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:42:34,358] Trial 7355 finished with value: 0.9975118772910774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:42:36,943] Trial 7356 finished with value: 0.9975835111447061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:42:39,316] Trial 7357 finished with value: 0.9976519720962491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:42:42,101] Trial 7358 finished with value: 0.997513778677376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:42:44,180] Trial 7359 finished with value: 0.996963215515401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:42:46,399] Trial 7360 finished with value: 0.9976728736664962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:42:48,884] Trial 7361 finished with value: 0.9975538124612663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:42:51,574] Trial 7362 finished with value: 0.9974773385132728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:42:54,014] Trial 7363 finished with value: 0.9973821504350905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:42:56,737] Trial 7364 finished with value: 0.9973695009746892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:42:59,422] Trial 7365 finished with value: 0.9972026526369394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:43:01,625] Trial 7366 finished with value: 0.9974977130120902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:43:04,297] Trial 7367 finished with value: 0.9975106690289399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:43:06,682] Trial 7368 finished with value: 0.9976083311404853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:43:08,934] Trial 7369 finished with value: 0.9975580938415085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:43:10,738] Trial 7370 finished with value: 0.9853674688127239 and parameters: {'classifier': 'SVC', 'svc_c': 0.005605722775601748, 'svc_kernel': 'rbf'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:43:13,867] Trial 7371 finished with value: 0.997096574997063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:43:16,279] Trial 7372 finished with value: 0.9974236661888325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:43:17,897] Trial 7373 finished with value: 0.9968289679436121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:43:20,535] Trial 7374 finished with value: 0.9971524473615112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:43:28,450] Trial 7375 finished with value: 0.9972327476316295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 37, 'rf_n_estimators': 121}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:43:30,470] Trial 7376 finished with value: 0.9972646034771643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 127}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:43:43,339] Trial 7377 finished with value: 0.9953572689868516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 74, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:43:46,165] Trial 7378 finished with value: 0.9972067792314068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:43:51,132] Trial 7379 finished with value: 0.9972332591514843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 25, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:43:53,314] Trial 7380 finished with value: 0.9974547367433223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:43:56,176] Trial 7381 finished with value: 0.9972641549887937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:44:05,849] Trial 7382 finished with value: 0.996647247063732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 48, 'rf_n_estimators': 121}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:44:08,394] Trial 7383 finished with value: 0.9976814220814457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:44:10,204] Trial 7384 finished with value: 0.9969137745205227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:44:13,128] Trial 7385 finished with value: 0.997505812430863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:44:15,157] Trial 7386 finished with value: 0.9975778963280196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:44:17,646] Trial 7387 finished with value: 0.9971053060636702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:44:19,122] Trial 7388 finished with value: 0.9953812402157712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:44:21,074] Trial 7389 finished with value: 0.9852053993786534 and parameters: {'classifier': 'SVC', 'svc_c': 0.0001079917819272892, 'svc_kernel': 'sigmoid'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:44:23,182] Trial 7390 finished with value: 0.997093080558237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:44:26,349] Trial 7391 finished with value: 0.9972110164007435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:44:27,727] Trial 7392 finished with value: 0.9964139987389368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:44:29,777] Trial 7393 finished with value: 0.9967074134401095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:44:32,176] Trial 7394 finished with value: 0.9974703314497994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:44:40,789] Trial 7395 finished with value: 0.9970554466362199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 36, 'rf_n_estimators': 123}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:44:43,518] Trial 7396 finished with value: 0.9974730917273499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:44:45,363] Trial 7397 finished with value: 0.9972801346760881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:44:47,753] Trial 7398 finished with value: 0.9971350323590894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:44:50,037] Trial 7399 finished with value: 0.9969666557141433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:44:55,059] Trial 7400 finished with value: 0.9967856746448865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 35, 'rf_n_estimators': 80}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:44:56,307] Trial 7401 finished with value: 0.9967792799643377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:44:58,633] Trial 7402 finished with value: 0.9976322650773636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:45:00,748] Trial 7403 finished with value: 0.9972840649081219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:45:03,502] Trial 7404 finished with value: 0.9974812743946538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:45:05,502] Trial 7405 finished with value: 0.9974719260892222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 62}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:45:14,173] Trial 7406 finished with value: 0.9969460311206148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 36, 'rf_n_estimators': 123}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:45:16,165] Trial 7407 finished with value: 0.9974332993419837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:45:17,866] Trial 7408 finished with value: 0.9855082263688791 and parameters: {'classifier': 'SVC', 'svc_c': 0.18682633465955054, 'svc_kernel': 'rbf'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:45:19,438] Trial 7409 finished with value: 0.9969187353776255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 5, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:45:20,624] Trial 7410 finished with value: 0.9939501131908602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:45:29,690] Trial 7411 finished with value: 0.9953981881948848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 73, 'rf_n_estimators': 57}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:45:30,259] Trial 7412 finished with value: 0.9883721991850801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 4}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:45:31,428] Trial 7413 finished with value: 0.9960550983563566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 63}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:45:32,561] Trial 7414 finished with value: 0.9968748075746539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 83}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:45:34,096] Trial 7415 finished with value: 0.9970103976916667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 79}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:45:35,253] Trial 7416 finished with value: 0.9970168242053368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:45:37,263] Trial 7417 finished with value: 0.9973717146302595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:45:40,555] Trial 7418 finished with value: 0.9973623028490127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:45:41,673] Trial 7419 finished with value: 0.9941622635829752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:45:44,160] Trial 7420 finished with value: 0.9971830368962756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:45:45,956] Trial 7421 finished with value: 0.9972628063181537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:45:47,715] Trial 7422 finished with value: 0.9975438127670219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:45:50,549] Trial 7423 finished with value: 0.9971820686361945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:45:52,689] Trial 7424 finished with value: 0.9973336353619248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:45:59,601] Trial 7425 finished with value: 0.9963588030266758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 33, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:46:01,945] Trial 7426 finished with value: 0.9974062912079119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:46:03,482] Trial 7427 finished with value: 0.986732879739019 and parameters: {'classifier': 'SVC', 'svc_c': 618293512.2772187, 'svc_kernel': 'sigmoid'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:46:05,526] Trial 7428 finished with value: 0.9976101405820659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:46:07,449] Trial 7429 finished with value: 0.9977494893242467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:46:09,194] Trial 7430 finished with value: 0.997391429901001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:46:11,765] Trial 7431 finished with value: 0.9974765255150349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:46:13,537] Trial 7432 finished with value: 0.9973925297147085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:46:15,507] Trial 7433 finished with value: 0.9974022405305193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:46:17,520] Trial 7434 finished with value: 0.9972384058975114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:46:19,265] Trial 7435 finished with value: 0.9974652409433443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:46:21,119] Trial 7436 finished with value: 0.9974265776340362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:46:23,686] Trial 7437 finished with value: 0.9975667740322499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:46:25,451] Trial 7438 finished with value: 0.9975312844819512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:46:27,414] Trial 7439 finished with value: 0.9973937449274476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:46:29,295] Trial 7440 finished with value: 0.9974946702036874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:46:31,143] Trial 7441 finished with value: 0.9974952186029905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:46:33,189] Trial 7442 finished with value: 0.9974236405763411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:46:41,431] Trial 7443 finished with value: 0.9969174105104162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 40, 'rf_n_estimators': 116}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:46:43,937] Trial 7444 finished with value: 0.9973755647240767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:46:45,737] Trial 7445 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 3.183514645648523e-07, 'svc_kernel': 'rbf'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:46:47,767] Trial 7446 finished with value: 0.9973375587068324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:46:49,487] Trial 7447 finished with value: 0.9974223244370561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:46:51,477] Trial 7448 finished with value: 0.9972421264689283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:46:53,505] Trial 7449 finished with value: 0.9975709394421779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:46:55,472] Trial 7450 finished with value: 0.9974157798583704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:46:58,103] Trial 7451 finished with value: 0.9975516834824333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:46:59,864] Trial 7452 finished with value: 0.9973701196734573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:47:01,633] Trial 7453 finished with value: 0.9973534502262199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:47:03,460] Trial 7454 finished with value: 0.9973460442489875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:47:05,425] Trial 7455 finished with value: 0.9974533897865294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:47:07,444] Trial 7456 finished with value: 0.9974214434562206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:47:09,836] Trial 7457 finished with value: 0.9976540141449538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:47:11,436] Trial 7458 finished with value: 0.9972791944405793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:47:13,461] Trial 7459 finished with value: 0.9975827515296287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:47:28,272] Trial 7460 finished with value: 0.995859061839409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 73, 'rf_n_estimators': 123}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:47:29,886] Trial 7461 finished with value: 0.9975459015021881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:47:31,930] Trial 7462 finished with value: 0.9975140123635887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:47:40,026] Trial 7463 finished with value: 0.9967500355455678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 41, 'rf_n_estimators': 116}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:47:42,631] Trial 7464 finished with value: 0.9853266659241214 and parameters: {'classifier': 'SVC', 'svc_c': 0.0019553847994043406, 'svc_kernel': 'sigmoid'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:47:51,992] Trial 7465 finished with value: 0.9970546714060919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 44, 'rf_n_estimators': 119}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:47:53,886] Trial 7466 finished with value: 0.997299790152612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:47:55,741] Trial 7467 finished with value: 0.9972127902958677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:47:57,386] Trial 7468 finished with value: 0.9967607938075388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:48:04,217] Trial 7469 finished with value: 0.9971149143025642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 32, 'rf_n_estimators': 116}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:48:15,721] Trial 7470 finished with value: 0.9964019985091704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 60, 'rf_n_estimators': 115}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:48:17,634] Trial 7471 finished with value: 0.9971390889714707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:48:19,594] Trial 7472 finished with value: 0.9975991402868124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:48:21,770] Trial 7473 finished with value: 0.9976041581134593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:48:23,376] Trial 7474 finished with value: 0.9974036373793029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 114}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:48:28,635] Trial 7475 finished with value: 0.997141331064206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 27, 'rf_n_estimators': 124}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:48:30,503] Trial 7476 finished with value: 0.9975344043817312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:48:32,794] Trial 7477 finished with value: 0.9969124031572787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:48:34,739] Trial 7478 finished with value: 0.9974354280669134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:48:36,888] Trial 7479 finished with value: 0.9975607390056686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:48:39,125] Trial 7480 finished with value: 0.9974585894396483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:48:40,684] Trial 7481 finished with value: 0.9969205444066137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:48:42,651] Trial 7482 finished with value: 0.9974970413744924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:48:43,433] Trial 7483 finished with value: 0.9947895485660014 and parameters: {'classifier': 'SVC', 'svc_c': 629.3788118996011, 'svc_kernel': 'rbf'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:48:46,237] Trial 7484 finished with value: 0.9970649535042373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:48:48,449] Trial 7485 finished with value: 0.9975428308596405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:48:49,354] Trial 7486 finished with value: 0.9885916666248108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:48:50,521] Trial 7487 finished with value: 0.9971413718156792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:48:52,439] Trial 7488 finished with value: 0.9973924203141413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:48:53,966] Trial 7489 finished with value: 0.9972908945249546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:48:56,594] Trial 7490 finished with value: 0.9975591015200704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:48:58,036] Trial 7491 finished with value: 0.9973498028424177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 4, 'rf_n_estimators': 125}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:48:59,810] Trial 7492 finished with value: 0.9973225452166554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:49:02,175] Trial 7493 finished with value: 0.997354125958008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:49:15,336] Trial 7494 finished with value: 0.9962159263304384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 59, 'rf_n_estimators': 114}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:49:17,370] Trial 7495 finished with value: 0.9975878012528726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:49:18,938] Trial 7496 finished with value: 0.9973994751431655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:49:21,427] Trial 7497 finished with value: 0.9972369636952579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:49:26,849] Trial 7498 finished with value: 0.9973156305422304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 23, 'rf_n_estimators': 122}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:49:28,642] Trial 7499 finished with value: 0.9974532463629254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:49:30,094] Trial 7500 finished with value: 0.9961540026578622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:49:32,006] Trial 7501 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 6.995399111497014e-06, 'svc_kernel': 'sigmoid'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:49:33,989] Trial 7502 finished with value: 0.9973943879691909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:49:36,393] Trial 7503 finished with value: 0.9973759027962671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:49:47,072] Trial 7504 finished with value: 0.9967733471020805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 49, 'rf_n_estimators': 120}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:49:49,031] Trial 7505 finished with value: 0.9976545728908147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:49:51,024] Trial 7506 finished with value: 0.9975653460168411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:49:52,283] Trial 7507 finished with value: 0.9972830419318882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 117}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:49:53,947] Trial 7508 finished with value: 0.9970435365421109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:49:55,557] Trial 7509 finished with value: 0.997292277059942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:50:00,943] Trial 7510 finished with value: 0.9971849112736151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 21, 'rf_n_estimators': 122}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:50:01,948] Trial 7511 finished with value: 0.9940727119984704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 4, 'rf_n_estimators': 115}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:50:04,148] Trial 7512 finished with value: 0.9975524540153509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:50:06,257] Trial 7513 finished with value: 0.997348189223726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:50:07,895] Trial 7514 finished with value: 0.9973126327699183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:50:13,369] Trial 7515 finished with value: 0.9972481499111733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 23, 'rf_n_estimators': 128}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:50:16,595] Trial 7516 finished with value: 0.9902603357008051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 50, 'rf_n_estimators': 117}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:50:18,569] Trial 7517 finished with value: 0.9975439778358787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:50:20,364] Trial 7518 finished with value: 0.9973129681443865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:50:25,789] Trial 7519 finished with value: 0.9970897377631326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 25, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:50:27,581] Trial 7520 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 2.7315662677085103e-05, 'svc_kernel': 'rbf'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:50:29,937] Trial 7521 finished with value: 0.9967335933100099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:50:31,855] Trial 7522 finished with value: 0.9975435110347354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:50:38,691] Trial 7523 finished with value: 0.9967591933918167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 29, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:50:39,785] Trial 7524 finished with value: 0.9971382660392679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 1, 'rf_n_estimators': 113}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:50:41,481] Trial 7525 finished with value: 0.9974251068994041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:50:42,496] Trial 7526 finished with value: 0.9967146420659149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:50:44,361] Trial 7527 finished with value: 0.9974932701493753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:50:45,556] Trial 7528 finished with value: 0.997038358502507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 115}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:50:47,129] Trial 7529 finished with value: 0.9963675461854257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:50:49,508] Trial 7530 finished with value: 0.9972440227136858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:50:51,025] Trial 7531 finished with value: 0.9975716201568173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:50:52,185] Trial 7532 finished with value: 0.9939007911496591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:51:05,598] Trial 7533 finished with value: 0.9961545931098931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 59, 'rf_n_estimators': 121}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:51:07,412] Trial 7534 finished with value: 0.9971846601315533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:51:08,673] Trial 7535 finished with value: 0.9967017584114943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 4, 'rf_n_estimators': 113}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:51:11,173] Trial 7536 finished with value: 0.9973604778875953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:51:13,396] Trial 7537 finished with value: 0.9974164700626441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:51:14,124] Trial 7538 finished with value: 0.9951202178894589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 8, 'rf_n_estimators': 17}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:51:16,256] Trial 7539 finished with value: 0.9972867748810891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:51:17,419] Trial 7540 finished with value: 0.9873361676584689 and parameters: {'classifier': 'SVC', 'svc_c': 2.225043681626668, 'svc_kernel': 'sigmoid'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:51:19,138] Trial 7541 finished with value: 0.9974161016172763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:51:20,738] Trial 7542 finished with value: 0.9966803738220333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:51:26,494] Trial 7543 finished with value: 0.9972646116972822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 22, 'rf_n_estimators': 120}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:51:28,088] Trial 7544 finished with value: 0.9974638026131156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:51:29,367] Trial 7545 finished with value: 0.997179124151829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:51:31,460] Trial 7546 finished with value: 0.9975874319823191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:51:33,162] Trial 7547 finished with value: 0.9972383344872195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:51:37,743] Trial 7548 finished with value: 0.9972127719830951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 21, 'rf_n_estimators': 120}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:51:42,813] Trial 7549 finished with value: 0.9969813364006228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 19, 'rf_n_estimators': 118}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:51:44,734] Trial 7550 finished with value: 0.9974368452596959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:51:45,829] Trial 7551 finished with value: 0.9967017861821631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:51:50,528] Trial 7552 finished with value: 0.9960031793608768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 32, 'rf_n_estimators': 114}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:51:51,592] Trial 7553 finished with value: 0.9960156239530854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 4, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:51:53,018] Trial 7554 finished with value: 0.9972837307714321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 5, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:51:54,260] Trial 7555 finished with value: 0.9973280548221783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 117}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:51:56,118] Trial 7556 finished with value: 0.995464291591185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:51:57,848] Trial 7557 finished with value: 0.9975975474247122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:51:58,861] Trial 7558 finished with value: 0.9955894700876522 and parameters: {'classifier': 'SVC', 'svc_c': 5444.397467459347, 'svc_kernel': 'rbf'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:52:02,968] Trial 7559 finished with value: 0.9970775670055895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:52:04,991] Trial 7560 finished with value: 0.9915606871857906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 30, 'rf_n_estimators': 122}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:52:07,217] Trial 7561 finished with value: 0.997239072488782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:52:09,991] Trial 7562 finished with value: 0.9975165668208094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:52:11,315] Trial 7563 finished with value: 0.9973277687049426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 4, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:52:13,466] Trial 7564 finished with value: 0.9974347858820938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:52:15,288] Trial 7565 finished with value: 0.9974972007940016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:52:17,481] Trial 7566 finished with value: 0.9972368520730374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:52:19,551] Trial 7567 finished with value: 0.9969947032964227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:52:21,575] Trial 7568 finished with value: 0.9974636513185106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:52:23,728] Trial 7569 finished with value: 0.9973891774299699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:52:26,224] Trial 7570 finished with value: 0.9971393039957938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:52:29,357] Trial 7571 finished with value: 0.9930715925826695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 46, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:52:39,879] Trial 7572 finished with value: 0.9965977730296919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 52, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:52:41,693] Trial 7573 finished with value: 0.9971345935507806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:52:42,916] Trial 7574 finished with value: 0.9955886648334639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:52:45,625] Trial 7575 finished with value: 0.9973627647942559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:52:46,896] Trial 7576 finished with value: 0.9876752878980245 and parameters: {'classifier': 'SVC', 'svc_c': 61456.56514811067, 'svc_kernel': 'sigmoid'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:52:58,956] Trial 7577 finished with value: 0.9968899219279012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 59, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:53:01,108] Trial 7578 finished with value: 0.9971641746135353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:53:02,296] Trial 7579 finished with value: 0.9972204876270907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:53:11,908] Trial 7580 finished with value: 0.9971429137701757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 47, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:53:19,044] Trial 7581 finished with value: 0.9968977554464851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 32, 'rf_n_estimators': 113}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:53:21,383] Trial 7582 finished with value: 0.9972302176760736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:53:22,733] Trial 7583 finished with value: 0.9972259153170747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:53:30,537] Trial 7584 finished with value: 0.9969469003266868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 42, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:53:35,739] Trial 7585 finished with value: 0.9972026255962422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 115}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:53:37,976] Trial 7586 finished with value: 0.9976079214675755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:53:39,551] Trial 7587 finished with value: 0.9973730343876657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 5, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:53:45,394] Trial 7588 finished with value: 0.9971248641365561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 42, 'rf_n_estimators': 60}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:53:48,238] Trial 7589 finished with value: 0.9964852991858475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 17, 'rf_n_estimators': 124}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:53:52,584] Trial 7590 finished with value: 0.997326868903528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 117}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:53:53,523] Trial 7591 finished with value: 0.989697553063599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:53:55,345] Trial 7592 finished with value: 0.9972575113878367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:53:57,869] Trial 7593 finished with value: 0.9971278866009604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:53:59,486] Trial 7594 finished with value: 0.9963610139845239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 113}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:57:37,686] Trial 7595 finished with value: 0.9896091460115133 and parameters: {'classifier': 'SVC', 'svc_c': 3393783611.914731, 'svc_kernel': 'rbf'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:57:39,270] Trial 7596 finished with value: 0.9967097290378385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 5, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:57:43,031] Trial 7597 finished with value: 0.9963741711244932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 26, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:57:45,061] Trial 7598 finished with value: 0.9972212931669203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:57:46,867] Trial 7599 finished with value: 0.9976554250536304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:57:47,946] Trial 7600 finished with value: 0.9967681837888658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 2, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:57:50,718] Trial 7601 finished with value: 0.9975725258932208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:57:52,019] Trial 7602 finished with value: 0.9972414243312014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 63}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:57:54,757] Trial 7603 finished with value: 0.9962148495584516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 20, 'rf_n_estimators': 119}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:57:57,095] Trial 7604 finished with value: 0.9977463996389545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:57:59,242] Trial 7605 finished with value: 0.9972568856432531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:58:01,370] Trial 7606 finished with value: 0.997275040868891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:58:04,118] Trial 7607 finished with value: 0.9974608514003136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:58:06,254] Trial 7608 finished with value: 0.9973767375032336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:58:08,535] Trial 7609 finished with value: 0.9971961407482984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:58:10,737] Trial 7610 finished with value: 0.9972632594719966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:58:13,113] Trial 7611 finished with value: 0.9971740134918027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:58:15,306] Trial 7612 finished with value: 0.9973556772751871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:58:17,713] Trial 7613 finished with value: 0.9973643237920089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:58:20,259] Trial 7614 finished with value: 0.9973701038679795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:58:21,107] Trial 7615 finished with value: 0.9931075090395617 and parameters: {'classifier': 'SVC', 'svc_c': 1464.6166532390532, 'svc_kernel': 'sigmoid'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:58:23,444] Trial 7616 finished with value: 0.9970740556821965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:58:25,588] Trial 7617 finished with value: 0.9973205684845644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:58:27,784] Trial 7618 finished with value: 0.9975706289502292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:58:33,976] Trial 7619 finished with value: 0.9966447637946377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 28, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:58:36,566] Trial 7620 finished with value: 0.9971689804309604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:58:38,931] Trial 7621 finished with value: 0.9975341761227007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:58:41,133] Trial 7622 finished with value: 0.9974269276714178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:58:43,107] Trial 7623 finished with value: 0.997182946570191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:58:45,413] Trial 7624 finished with value: 0.9972904935482316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:58:47,382] Trial 7625 finished with value: 0.9972996114047171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:58:49,702] Trial 7626 finished with value: 0.997346799769875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:58:52,499] Trial 7627 finished with value: 0.9974246595853362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:58:54,719] Trial 7628 finished with value: 0.9975021316905198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:58:56,628] Trial 7629 finished with value: 0.9975627198636875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:58:58,548] Trial 7630 finished with value: 0.9972673251296814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:59:00,777] Trial 7631 finished with value: 0.9974476858180609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:59:05,588] Trial 7632 finished with value: 0.9967111773972458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 28, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:59:08,193] Trial 7633 finished with value: 0.9973930049898728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:59:09,018] Trial 7634 finished with value: 0.9932333639977887 and parameters: {'classifier': 'SVC', 'svc_c': 138.8976169213721, 'svc_kernel': 'rbf'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:59:10,891] Trial 7635 finished with value: 0.9975719302679112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:59:13,291] Trial 7636 finished with value: 0.9975026588254251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:59:15,018] Trial 7637 finished with value: 0.9970414593595427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:59:17,270] Trial 7638 finished with value: 0.9971083509985129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:59:19,028] Trial 7639 finished with value: 0.9972207689836404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:59:36,337] Trial 7640 finished with value: 0.9954824166658107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 74, 'rf_n_estimators': 115}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:59:38,505] Trial 7641 finished with value: 0.9973550028763913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:59:40,843] Trial 7642 finished with value: 0.9974545446972444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:59:42,467] Trial 7643 finished with value: 0.997032444778208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:59:44,771] Trial 7644 finished with value: 0.9975517871384391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:59:45,809] Trial 7645 finished with value: 0.9952388385725328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 4, 'rf_n_estimators': 113}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:59:47,958] Trial 7646 finished with value: 0.9973499687681978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:59:50,431] Trial 7647 finished with value: 0.9972860306271588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:59:52,192] Trial 7648 finished with value: 0.9975956692388239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:59:54,190] Trial 7649 finished with value: 0.9977074591307625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:59:55,460] Trial 7650 finished with value: 0.9972899615574266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 3, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:59:57,326] Trial 7651 finished with value: 0.9852063832220469 and parameters: {'classifier': 'SVC', 'svc_c': 8.151615841551428e-10, 'svc_kernel': 'sigmoid'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 14:59:59,993] Trial 7652 finished with value: 0.9976406242709088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:00:06,089] Trial 7653 finished with value: 0.9966731002553509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 24, 'rf_n_estimators': 118}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:00:07,959] Trial 7654 finished with value: 0.9976491961084343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:00:09,819] Trial 7655 finished with value: 0.9973591803784622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:00:10,837] Trial 7656 finished with value: 0.9927236950661134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:00:21,447] Trial 7657 finished with value: 0.9963248038885117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 50, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:00:36,527] Trial 7658 finished with value: 0.996647100656765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 66, 'rf_n_estimators': 121}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:00:39,243] Trial 7659 finished with value: 0.9975673647699216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:00:41,075] Trial 7660 finished with value: 0.9970744208902977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 78}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:00:42,889] Trial 7661 finished with value: 0.9970004770248115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:00:47,706] Trial 7662 finished with value: 0.9973551768953378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 20, 'rf_n_estimators': 123}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:00:49,885] Trial 7663 finished with value: 0.9974403258925322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:00:51,535] Trial 7664 finished with value: 0.9973947038565839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:00:56,353] Trial 7665 finished with value: 0.9976457681605243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 114}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:01:06,375] Trial 7666 finished with value: 0.9965206335377786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 54, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:01:08,378] Trial 7667 finished with value: 0.9973120838628087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:01:09,792] Trial 7668 finished with value: 0.9970550771117631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:01:21,908] Trial 7669 finished with value: 0.9968635811785477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 57, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:01:23,709] Trial 7670 finished with value: 0.9852386664819814 and parameters: {'classifier': 'SVC', 'svc_c': 0.0007383269382948024, 'svc_kernel': 'rbf'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:01:26,261] Trial 7671 finished with value: 0.9975360416769018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:01:31,570] Trial 7672 finished with value: 0.9971659350200491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 26, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:01:33,662] Trial 7673 finished with value: 0.9974498838903186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:01:38,783] Trial 7674 finished with value: 0.9973186211417756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 22, 'rf_n_estimators': 115}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:01:40,312] Trial 7675 finished with value: 0.9972549540742044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 5, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:01:50,100] Trial 7676 finished with value: 0.9965495226189365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 49, 'rf_n_estimators': 113}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:01:51,286] Trial 7677 finished with value: 0.9969846956042253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 118}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:01:54,223] Trial 7678 finished with value: 0.9975429722520183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:01:55,981] Trial 7679 finished with value: 0.9974587982116034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:01:58,335] Trial 7680 finished with value: 0.9973648450236633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:02:00,505] Trial 7681 finished with value: 0.9973452755568687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:02:15,785] Trial 7682 finished with value: 0.996190448280886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 67, 'rf_n_estimators': 114}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:02:16,915] Trial 7683 finished with value: 0.9968744187535495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 6, 'rf_n_estimators': 56}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:02:18,001] Trial 7684 finished with value: 0.9967132792084302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:02:22,193] Trial 7685 finished with value: 0.99706308455408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 17, 'rf_n_estimators': 116}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:02:31,951] Trial 7686 finished with value: 0.9959858832486562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 62, 'rf_n_estimators': 120}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:02:37,296] Trial 7687 finished with value: 0.9925047028063335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 66, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:02:38,488] Trial 7688 finished with value: 0.9970048856423248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 3, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:02:40,165] Trial 7689 finished with value: 0.9965006036174224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:02:41,225] Trial 7690 finished with value: 0.9897090431065027 and parameters: {'classifier': 'SVC', 'svc_c': 16695.51774354631, 'svc_kernel': 'sigmoid'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:02:44,256] Trial 7691 finished with value: 0.9974805145574112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:02:45,974] Trial 7692 finished with value: 0.9972454402873231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:02:48,462] Trial 7693 finished with value: 0.9939049934707737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 28, 'rf_n_estimators': 122}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:02:50,481] Trial 7694 finished with value: 0.9973116698735435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:02:51,353] Trial 7695 finished with value: 0.9885515554639018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 5, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:02:53,731] Trial 7696 finished with value: 0.9976042901431543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:02:56,557] Trial 7697 finished with value: 0.9976110690745488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:02:58,098] Trial 7698 finished with value: 0.9973658402927037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:03:00,699] Trial 7699 finished with value: 0.9972653507779335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:03:08,854] Trial 7700 finished with value: 0.9969172444576843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 40, 'rf_n_estimators': 121}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:03:09,985] Trial 7701 finished with value: 0.996905692525861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:03:17,921] Trial 7702 finished with value: 0.9969031578413569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 36, 'rf_n_estimators': 115}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:03:19,866] Trial 7703 finished with value: 0.9975307417954712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:03:24,793] Trial 7704 finished with value: 0.996904537329505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 35, 'rf_n_estimators': 64}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:03:27,046] Trial 7705 finished with value: 0.9974210779624783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:03:35,025] Trial 7706 finished with value: 0.9968982160269982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 37, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:03:37,479] Trial 7707 finished with value: 0.9975706093996782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:04:37,140] Trial 7708 finished with value: 0.9900719881045349 and parameters: {'classifier': 'SVC', 'svc_c': 54276412.439443775, 'svc_kernel': 'rbf'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:04:39,189] Trial 7709 finished with value: 0.9973181344409646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:04:41,597] Trial 7710 finished with value: 0.9975395168825562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:04:43,372] Trial 7711 finished with value: 0.9974030322008832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 79}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:04:45,345] Trial 7712 finished with value: 0.9972230214229336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:04:46,896] Trial 7713 finished with value: 0.9974094933406104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:04:54,643] Trial 7714 finished with value: 0.9971320906041838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 39, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:04:58,520] Trial 7715 finished with value: 0.9973538255587138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:05:00,873] Trial 7716 finished with value: 0.9977511255720662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:05:03,924] Trial 7717 finished with value: 0.9972572619913597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:05:06,471] Trial 7718 finished with value: 0.9970667092452784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:05:09,041] Trial 7719 finished with value: 0.9969539257664085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:05:11,493] Trial 7720 finished with value: 0.996899480401756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:05:13,910] Trial 7721 finished with value: 0.9974212293205588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:05:16,359] Trial 7722 finished with value: 0.9970572899421478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:05:25,780] Trial 7723 finished with value: 0.9963902913472418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 42, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:05:28,234] Trial 7724 finished with value: 0.997291536455871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:05:30,735] Trial 7725 finished with value: 0.9974437421608924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:05:31,662] Trial 7726 finished with value: 0.9913711907090077 and parameters: {'classifier': 'SVC', 'svc_c': 39.76786239107163, 'svc_kernel': 'sigmoid'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:05:33,966] Trial 7727 finished with value: 0.9971335811750083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:05:36,345] Trial 7728 finished with value: 0.9970108531941148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:05:39,376] Trial 7729 finished with value: 0.997188403776429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:05:41,872] Trial 7730 finished with value: 0.9972760218558729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:05:44,111] Trial 7731 finished with value: 0.9973320714765341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:05:46,631] Trial 7732 finished with value: 0.9971163300988785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:05:48,904] Trial 7733 finished with value: 0.9974073984482899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:05:51,413] Trial 7734 finished with value: 0.9971778540959857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:05:54,478] Trial 7735 finished with value: 0.9970537047011683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:05:56,853] Trial 7736 finished with value: 0.9972451903195637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:05:59,148] Trial 7737 finished with value: 0.9972195453603558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:06:04,511] Trial 7738 finished with value: 0.9973366683315764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 25, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:06:06,852] Trial 7739 finished with value: 0.9974304333772012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:06:15,222] Trial 7740 finished with value: 0.9967740423844195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 38, 'rf_n_estimators': 113}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:06:17,692] Trial 7741 finished with value: 0.9969107115268105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:06:20,738] Trial 7742 finished with value: 0.9971618225806885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:06:23,025] Trial 7743 finished with value: 0.9972814511010143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:06:25,720] Trial 7744 finished with value: 0.9973759991842921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:06:27,548] Trial 7745 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.523974606005783e-07, 'svc_kernel': 'rbf'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:06:29,973] Trial 7746 finished with value: 0.9975176451479535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:06:32,484] Trial 7747 finished with value: 0.9973976232045269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:06:35,548] Trial 7748 finished with value: 0.9974245072751183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:06:37,892] Trial 7749 finished with value: 0.9971186848294474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:06:40,508] Trial 7750 finished with value: 0.9974871533659441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:06:43,036] Trial 7751 finished with value: 0.9970736864116431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:06:47,521] Trial 7752 finished with value: 0.9970416608000415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 21, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:06:49,868] Trial 7753 finished with value: 0.9970148280179085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:06:58,417] Trial 7754 finished with value: 0.9964968950746723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 35, 'rf_n_estimators': 114}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:07:00,525] Trial 7755 finished with value: 0.9972855812501272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 78}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:07:03,119] Trial 7756 finished with value: 0.9966715061872105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:07:08,602] Trial 7757 finished with value: 0.9970864754236236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 25, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:07:10,911] Trial 7758 finished with value: 0.9973583461158263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:07:13,002] Trial 7759 finished with value: 0.9971934268398305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:07:15,700] Trial 7760 finished with value: 0.9974345988188671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:07:18,676] Trial 7761 finished with value: 0.9975594544456016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 59}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:07:21,039] Trial 7762 finished with value: 0.9967072326927263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:07:23,449] Trial 7763 finished with value: 0.997426390824713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:07:25,143] Trial 7764 finished with value: 0.9867325520133865 and parameters: {'classifier': 'SVC', 'svc_c': 8931464227.881927, 'svc_kernel': 'sigmoid'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:07:27,782] Trial 7765 finished with value: 0.9974605288796979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:07:38,481] Trial 7766 finished with value: 0.9968978239051514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 49, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:07:41,211] Trial 7767 finished with value: 0.9972400103122098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:07:53,766] Trial 7768 finished with value: 0.9964083800184876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 58, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:08:09,272] Trial 7769 finished with value: 0.9962056065911349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 67, 'rf_n_estimators': 115}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:08:11,290] Trial 7770 finished with value: 0.9975004419643261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:08:12,294] Trial 7771 finished with value: 0.99692515893967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 1, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:08:18,730] Trial 7772 finished with value: 0.9965079383747906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 29, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:08:21,676] Trial 7773 finished with value: 0.9975299419684651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:08:25,447] Trial 7774 finished with value: 0.9971817070462148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 115}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:08:27,869] Trial 7775 finished with value: 0.9972453073054908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:08:30,528] Trial 7776 finished with value: 0.9973458892727854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:08:44,120] Trial 7777 finished with value: 0.9962182105711149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 61, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:08:48,063] Trial 7778 finished with value: 0.9972645275600897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:08:50,453] Trial 7779 finished with value: 0.9970755757375369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:08:53,313] Trial 7780 finished with value: 0.9973173922817363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:08:55,964] Trial 7781 finished with value: 0.9973448253229131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:08:57,769] Trial 7782 finished with value: 0.9853836924058371 and parameters: {'classifier': 'SVC', 'svc_c': 0.08372335758579258, 'svc_kernel': 'rbf'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:08:59,059] Trial 7783 finished with value: 0.9974087313451898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 114}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:09:04,539] Trial 7784 finished with value: 0.9972688361079803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 25, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:09:09,211] Trial 7785 finished with value: 0.9964921687607057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 20, 'rf_n_estimators': 116}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:09:11,835] Trial 7786 finished with value: 0.9969700570974247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:09:14,215] Trial 7787 finished with value: 0.9976769732202663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:09:15,605] Trial 7788 finished with value: 0.9975085554429919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 62}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:09:18,346] Trial 7789 finished with value: 0.9975712859249137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:09:21,352] Trial 7790 finished with value: 0.9977424341143677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:09:23,536] Trial 7791 finished with value: 0.9969268024872086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 77}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:09:27,030] Trial 7792 finished with value: 0.9973803442942523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:09:29,766] Trial 7793 finished with value: 0.9975140476244039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:09:32,585] Trial 7794 finished with value: 0.9975133678936396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:09:35,537] Trial 7795 finished with value: 0.9975784524713722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:09:38,262] Trial 7796 finished with value: 0.9973880553997271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:09:41,162] Trial 7797 finished with value: 0.997213865861814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:09:43,850] Trial 7798 finished with value: 0.9974198072401389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:09:47,366] Trial 7799 finished with value: 0.9974834700865686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:09:50,265] Trial 7800 finished with value: 0.9974444293818028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:09:51,740] Trial 7801 finished with value: 0.9867076536884518 and parameters: {'classifier': 'SVC', 'svc_c': 2996480.5315852175, 'svc_kernel': 'sigmoid'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:09:54,540] Trial 7802 finished with value: 0.9975216086730523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:09:56,750] Trial 7803 finished with value: 0.9965322564355629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 64}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:09:59,614] Trial 7804 finished with value: 0.9974761054955673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:10:02,792] Trial 7805 finished with value: 0.9969695282169347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:10:06,245] Trial 7806 finished with value: 0.9972103603781961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 15, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:10:09,739] Trial 7807 finished with value: 0.9972850633826909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:10:12,472] Trial 7808 finished with value: 0.9972050276480312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:10:13,191] Trial 7809 finished with value: 0.9935944630556465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 9}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:10:16,543] Trial 7810 finished with value: 0.9973729035957491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:10:20,035] Trial 7811 finished with value: 0.99724565677159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:10:22,576] Trial 7812 finished with value: 0.9969892361244818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:10:25,805] Trial 7813 finished with value: 0.9974458060452772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:10:28,599] Trial 7814 finished with value: 0.99740080585015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:10:32,277] Trial 7815 finished with value: 0.9973366724892422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:10:35,182] Trial 7816 finished with value: 0.9972848418520966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:10:38,191] Trial 7817 finished with value: 0.9970830776267255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:10:41,337] Trial 7818 finished with value: 0.9973744533260329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:10:44,608] Trial 7819 finished with value: 0.9974847022473504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:10:48,022] Trial 7820 finished with value: 0.9937828269652011 and parameters: {'classifier': 'SVC', 'svc_c': 758460.587211596, 'svc_kernel': 'rbf'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:10:50,623] Trial 7821 finished with value: 0.997327800823705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:10:53,249] Trial 7822 finished with value: 0.997501097193426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:10:56,108] Trial 7823 finished with value: 0.9974947565942714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:10:59,029] Trial 7824 finished with value: 0.9969826963382201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 14, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:11:01,658] Trial 7825 finished with value: 0.9970866429997751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:11:04,623] Trial 7826 finished with value: 0.9975726048571345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:11:07,525] Trial 7827 finished with value: 0.9975205316154243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:11:14,849] Trial 7828 finished with value: 0.9970446786624491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 34, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:11:17,853] Trial 7829 finished with value: 0.9968170963158469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:11:21,988] Trial 7830 finished with value: 0.9974737453695542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:11:25,371] Trial 7831 finished with value: 0.9970404079144061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:11:27,751] Trial 7832 finished with value: 0.9973728669384659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:11:30,452] Trial 7833 finished with value: 0.9973190343375932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:11:33,325] Trial 7834 finished with value: 0.9971157175890023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:11:35,783] Trial 7835 finished with value: 0.9975305268663619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:11:39,633] Trial 7836 finished with value: 0.9969571769659119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 15, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:11:42,367] Trial 7837 finished with value: 0.9973686251988704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:11:43,388] Trial 7838 finished with value: 0.990150978805115 and parameters: {'classifier': 'SVC', 'svc_c': 12.316989153391408, 'svc_kernel': 'sigmoid'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:11:45,782] Trial 7839 finished with value: 0.9977876703760505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 80}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:11:48,106] Trial 7840 finished with value: 0.9969110405854352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 76}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:11:50,601] Trial 7841 finished with value: 0.9972167580421081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 73}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:11:53,500] Trial 7842 finished with value: 0.9972676739292844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 86}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:11:56,870] Trial 7843 finished with value: 0.9973321329528609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 17, 'rf_n_estimators': 74}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:11:59,748] Trial 7844 finished with value: 0.9975468080003015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 82}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:12:02,429] Trial 7845 finished with value: 0.9974134259529871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 77}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:12:05,031] Trial 7846 finished with value: 0.9972669175514737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 84}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:12:06,818] Trial 7847 finished with value: 0.9961770752279321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 17, 'rf_n_estimators': 81}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:12:09,268] Trial 7848 finished with value: 0.9969090666780179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 73}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:12:11,616] Trial 7849 finished with value: 0.996388912398638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 14, 'rf_n_estimators': 79}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:12:14,109] Trial 7850 finished with value: 0.9969948252017252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 14, 'rf_n_estimators': 78}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:12:16,578] Trial 7851 finished with value: 0.9970891993295323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 79}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:12:17,590] Trial 7852 finished with value: 0.9905537427848801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 16, 'rf_n_estimators': 73}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:12:20,414] Trial 7853 finished with value: 0.9973437299842506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 16, 'rf_n_estimators': 81}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:12:23,686] Trial 7854 finished with value: 0.9972531094352842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 18, 'rf_n_estimators': 84}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:12:26,406] Trial 7855 finished with value: 0.9969526679613976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 13, 'rf_n_estimators': 71}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:12:28,813] Trial 7856 finished with value: 0.9971601857933244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 81}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:12:30,384] Trial 7857 finished with value: 0.9961274437421329 and parameters: {'classifier': 'SVC', 'svc_c': 113357.32918530978, 'svc_kernel': 'rbf'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:12:32,768] Trial 7858 finished with value: 0.9973643042731958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 80}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:12:35,355] Trial 7859 finished with value: 0.9971917279731195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 15, 'rf_n_estimators': 74}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:12:37,945] Trial 7860 finished with value: 0.9973423906762933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 76}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:12:41,042] Trial 7861 finished with value: 0.9965037265640418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 19, 'rf_n_estimators': 74}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:12:43,930] Trial 7862 finished with value: 0.9971866274374857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 78}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:12:46,743] Trial 7863 finished with value: 0.9971104885465811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 16, 'rf_n_estimators': 79}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:12:49,788] Trial 7864 finished with value: 0.9973030593475091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:12:55,522] Trial 7865 finished with value: 0.996831610441788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 41, 'rf_n_estimators': 69}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:13:01,053] Trial 7866 finished with value: 0.9967711330973934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 40, 'rf_n_estimators': 68}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:13:04,069] Trial 7867 finished with value: 0.9975043812416636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 78}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:13:06,589] Trial 7868 finished with value: 0.9972315644424391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 77}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:13:09,062] Trial 7869 finished with value: 0.99626786471778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 15, 'rf_n_estimators': 75}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:13:11,588] Trial 7870 finished with value: 0.9974837503322916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 14, 'rf_n_estimators': 80}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:13:14,243] Trial 7871 finished with value: 0.9976311146734314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:13:15,987] Trial 7872 finished with value: 0.9971254761068881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 70}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:13:18,315] Trial 7873 finished with value: 0.9973300326650961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 76}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:13:20,786] Trial 7874 finished with value: 0.99750623397375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 80}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:13:23,611] Trial 7875 finished with value: 0.9971807602409593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 74}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:13:25,520] Trial 7876 finished with value: 0.9852053175265899 and parameters: {'classifier': 'SVC', 'svc_c': 7.145721850000946e-07, 'svc_kernel': 'sigmoid'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:13:26,880] Trial 7877 finished with value: 0.9963322940346749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 67}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:13:32,244] Trial 7878 finished with value: 0.996301751662441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 43, 'rf_n_estimators': 81}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:13:40,742] Trial 7879 finished with value: 0.9965712216993224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 53, 'rf_n_estimators': 81}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:13:41,794] Trial 7880 finished with value: 0.9942725688390782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 73}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:13:43,713] Trial 7881 finished with value: 0.9951278099777808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 14, 'rf_n_estimators': 73}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:13:46,256] Trial 7882 finished with value: 0.9965835599695412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 17, 'rf_n_estimators': 66}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:13:51,613] Trial 7883 finished with value: 0.9966806211238084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 35, 'rf_n_estimators': 78}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:13:52,572] Trial 7884 finished with value: 0.9971645946012648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 2, 'rf_n_estimators': 79}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:13:53,727] Trial 7885 finished with value: 0.9958855562637104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 71}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:13:55,231] Trial 7886 finished with value: 0.9969102372672592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 78}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:13:58,446] Trial 7887 finished with value: 0.9966507694953927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 19, 'rf_n_estimators': 76}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:14:03,692] Trial 7888 finished with value: 0.9966174732249274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 33, 'rf_n_estimators': 80}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:14:08,252] Trial 7889 finished with value: 0.9948810119785764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 48, 'rf_n_estimators': 85}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:14:10,679] Trial 7890 finished with value: 0.9969763634513772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 81}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:14:17,555] Trial 7891 finished with value: 0.9960346161708191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 44, 'rf_n_estimators': 78}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:14:19,855] Trial 7892 finished with value: 0.9974138326742713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 78}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:14:22,817] Trial 7893 finished with value: 0.9968786449733082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 15, 'rf_n_estimators': 68}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:14:26,348] Trial 7894 finished with value: 0.9968510936132122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 20, 'rf_n_estimators': 82}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:14:28,161] Trial 7895 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.5538794583386395e-09, 'svc_kernel': 'rbf'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:14:29,904] Trial 7896 finished with value: 0.9971989850043522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 73}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:14:32,814] Trial 7897 finished with value: 0.9969823914956187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 16, 'rf_n_estimators': 82}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:14:34,980] Trial 7898 finished with value: 0.9972031478435097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 83}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:14:37,416] Trial 7899 finished with value: 0.9973734545340848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 84}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:14:39,844] Trial 7900 finished with value: 0.9973056042833573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 75}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:14:41,693] Trial 7901 finished with value: 0.9974418498833731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 76}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:14:43,466] Trial 7902 finished with value: 0.9969858229029608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 82}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:14:51,383] Trial 7903 finished with value: 0.9962632016892005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 51, 'rf_n_estimators': 77}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:14:53,276] Trial 7904 finished with value: 0.9897775240846652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 51, 'rf_n_estimators': 69}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:14:55,075] Trial 7905 finished with value: 0.9966385283114328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 78}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:14:57,993] Trial 7906 finished with value: 0.9968495534360385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 17, 'rf_n_estimators': 76}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:15:00,119] Trial 7907 finished with value: 0.9971644138221438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 76}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:15:01,158] Trial 7908 finished with value: 0.9942765197324898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 79}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:15:02,852] Trial 7909 finished with value: 0.9970815277377523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 80}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:15:05,450] Trial 7910 finished with value: 0.9971006809936284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 82}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:15:07,221] Trial 7911 finished with value: 0.9972218132242722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 77}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:15:10,065] Trial 7912 finished with value: 0.9973350993681205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 81}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:15:11,744] Trial 7913 finished with value: 0.9866068935762825 and parameters: {'classifier': 'SVC', 'svc_c': 1111123216.5838273, 'svc_kernel': 'sigmoid'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:15:14,031] Trial 7914 finished with value: 0.9969392831971559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 13, 'rf_n_estimators': 76}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:15:17,566] Trial 7915 finished with value: 0.9974219538652486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 21, 'rf_n_estimators': 83}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:15:19,302] Trial 7916 finished with value: 0.9968711494317009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 77}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:15:21,296] Trial 7917 finished with value: 0.9970921613332228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 84}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:15:24,586] Trial 7918 finished with value: 0.9971305390331014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 76}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:15:25,513] Trial 7919 finished with value: 0.9971756808110338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 1, 'rf_n_estimators': 81}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:15:27,121] Trial 7920 finished with value: 0.997227576066559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 76}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:15:29,319] Trial 7921 finished with value: 0.9971875593259248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 80}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:15:30,244] Trial 7922 finished with value: 0.9969267187308706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 75}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:15:31,948] Trial 7923 finished with value: 0.9973013048442461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 82}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:15:37,763] Trial 7924 finished with value: 0.9966152710584799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 35, 'rf_n_estimators': 73}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:15:40,168] Trial 7925 finished with value: 0.9977377185595516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 77}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:15:41,959] Trial 7926 finished with value: 0.99705684535754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 78}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:15:44,661] Trial 7927 finished with value: 0.9969669057453784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 15, 'rf_n_estimators': 78}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:15:55,601] Trial 7928 finished with value: 0.9960926868296903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 69, 'rf_n_estimators': 83}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:15:56,792] Trial 7929 finished with value: 0.9951898789147592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 80}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:15:59,545] Trial 7930 finished with value: 0.9968741924622693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:16:01,719] Trial 7931 finished with value: 0.9972094743192952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 84}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:16:03,019] Trial 7932 finished with value: 0.9866352996382268 and parameters: {'classifier': 'SVC', 'svc_c': 0.6679301414362007, 'svc_kernel': 'rbf'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:16:04,670] Trial 7933 finished with value: 0.9971260554823888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 70}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:16:06,287] Trial 7934 finished with value: 0.9969223195712541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 75}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:16:09,293] Trial 7935 finished with value: 0.997311095163515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 79}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:16:11,689] Trial 7936 finished with value: 0.997326436696704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 74}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:16:14,492] Trial 7937 finished with value: 0.9976216764545079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 78}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:16:23,770] Trial 7938 finished with value: 0.995252435822065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 54, 'rf_n_estimators': 84}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:16:26,561] Trial 7939 finished with value: 0.9968781598911306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 23, 'rf_n_estimators': 72}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:16:27,793] Trial 7940 finished with value: 0.9963665579304628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 73}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:16:29,470] Trial 7941 finished with value: 0.9973176601496753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 76}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:16:32,074] Trial 7942 finished with value: 0.9973746776495629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 75}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:16:38,114] Trial 7943 finished with value: 0.996764019299337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 34, 'rf_n_estimators': 80}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:16:49,456] Trial 7944 finished with value: 0.9959280513540629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 68, 'rf_n_estimators': 83}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:16:51,431] Trial 7945 finished with value: 0.9971921433588524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 82}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:16:53,717] Trial 7946 finished with value: 0.9973392039047421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 76}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:16:55,496] Trial 7947 finished with value: 0.9972696766547218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 79}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:16:56,912] Trial 7948 finished with value: 0.9968261795780133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 80}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:17:00,650] Trial 7949 finished with value: 0.9975431404946656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 86}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:17:03,254] Trial 7950 finished with value: 0.9973728223784439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 82}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:17:04,729] Trial 7951 finished with value: 0.9867343545995793 and parameters: {'classifier': 'SVC', 'svc_c': 102405361.8494831, 'svc_kernel': 'sigmoid'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:17:06,487] Trial 7952 finished with value: 0.996337295674989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:17:07,994] Trial 7953 finished with value: 0.9970355121200134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 70}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:17:09,104] Trial 7954 finished with value: 0.9950673500257593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 80}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:17:12,113] Trial 7955 finished with value: 0.9977521219201956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 84}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:17:14,385] Trial 7956 finished with value: 0.9970741899970209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 87}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:17:18,371] Trial 7957 finished with value: 0.9970459291042655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 24, 'rf_n_estimators': 82}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:17:20,950] Trial 7958 finished with value: 0.997625782451073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 77}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:17:22,033] Trial 7959 finished with value: 0.9973724210843417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 83}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:17:24,838] Trial 7960 finished with value: 0.9929967278417982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 51, 'rf_n_estimators': 83}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:17:35,003] Trial 7961 finished with value: 0.9965687933050703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 61, 'rf_n_estimators': 86}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:17:37,870] Trial 7962 finished with value: 0.9974072993625427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 80}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:17:40,629] Trial 7963 finished with value: 0.9965805329983543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 23, 'rf_n_estimators': 81}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:17:42,391] Trial 7964 finished with value: 0.9974079923914903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 84}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:17:47,888] Trial 7965 finished with value: 0.9965222449348167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 33, 'rf_n_estimators': 81}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:17:55,058] Trial 7966 finished with value: 0.9969376167348484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 44, 'rf_n_estimators': 83}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:17:58,459] Trial 7967 finished with value: 0.9976234934497105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 88}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:18:01,177] Trial 7968 finished with value: 0.9976643666695155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 81}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:18:02,072] Trial 7969 finished with value: 0.9968693393871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 81}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:18:03,905] Trial 7970 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 3.249938139137759e-06, 'svc_kernel': 'rbf'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:18:05,189] Trial 7971 finished with value: 0.9964257052026313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 80}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:18:08,996] Trial 7972 finished with value: 0.9970484423022065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 84}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:18:10,821] Trial 7973 finished with value: 0.9975253722493337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 81}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:18:13,161] Trial 7974 finished with value: 0.9967578550359965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 80}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:18:16,075] Trial 7975 finished with value: 0.9968110246319825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 16, 'rf_n_estimators': 84}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:18:18,170] Trial 7976 finished with value: 0.997180429595439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 74}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:18:19,177] Trial 7977 finished with value: 0.990085163430325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 13, 'rf_n_estimators': 85}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:18:20,955] Trial 7978 finished with value: 0.9973099858601732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 83}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:18:25,673] Trial 7979 finished with value: 0.9963983436986977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 27, 'rf_n_estimators': 86}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:18:29,750] Trial 7980 finished with value: 0.997085587270021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 85}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:18:39,755] Trial 7981 finished with value: 0.9954565492873471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 66, 'rf_n_estimators': 73}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:18:41,589] Trial 7982 finished with value: 0.9971162258398526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 81}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:18:44,758] Trial 7983 finished with value: 0.9976188785357989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:18:46,922] Trial 7984 finished with value: 0.9975047880898994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 83}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:18:56,601] Trial 7985 finished with value: 0.9965043061934459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 66, 'rf_n_estimators': 75}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:19:01,596] Trial 7986 finished with value: 0.9968663942362382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 28, 'rf_n_estimators': 78}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:19:04,474] Trial 7987 finished with value: 0.9968980065885468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 81}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:19:10,582] Trial 7988 finished with value: 0.9966053973637279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 44, 'rf_n_estimators': 85}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:19:12,956] Trial 7989 finished with value: 0.997093410505523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 12, 'rf_n_estimators': 83}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:19:14,820] Trial 7990 finished with value: 0.9852078577017521 and parameters: {'classifier': 'SVC', 'svc_c': 7.565141886276337e-09, 'svc_kernel': 'sigmoid'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:19:16,686] Trial 7991 finished with value: 0.997293941617975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 75}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:19:18,403] Trial 7992 finished with value: 0.9975600505787177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 85}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:19:21,341] Trial 7993 finished with value: 0.9969941835564496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 77}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:19:23,037] Trial 7994 finished with value: 0.9976356652228667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 84}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:19:24,841] Trial 7995 finished with value: 0.9974859593541273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 80}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:19:26,945] Trial 7996 finished with value: 0.997192448772736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 82}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:19:29,007] Trial 7997 finished with value: 0.9971755941665466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 85}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:19:32,102] Trial 7998 finished with value: 0.9974890076214503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 76}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:19:33,785] Trial 7999 finished with value: 0.9972194378323254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 83}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:19:36,589] Trial 8000 finished with value: 0.9968463142017262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 83}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:19:38,231] Trial 8001 finished with value: 0.9966670269211154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 85}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:19:40,812] Trial 8002 finished with value: 0.9971945679128179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 82}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:19:41,476] Trial 8003 finished with value: 0.9869985268814702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 2, 'rf_n_estimators': 81}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:19:43,093] Trial 8004 finished with value: 0.9971285417665844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 87}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:19:44,937] Trial 8005 finished with value: 0.9961825058695414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 87}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:19:47,117] Trial 8006 finished with value: 0.9968910759182168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 11, 'rf_n_estimators': 84}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:20:32,320] Trial 8007 finished with value: 0.9895875948932521 and parameters: {'classifier': 'SVC', 'svc_c': 18832598.724205017, 'svc_kernel': 'rbf'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:20:41,679] Trial 8008 finished with value: 0.9962635198934607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 60, 'rf_n_estimators': 79}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:20:43,684] Trial 8009 finished with value: 0.9974450350997669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 79}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:20:45,489] Trial 8010 finished with value: 0.9969725304008161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 78}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:20:49,305] Trial 8011 finished with value: 0.9969786951084872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 87}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:20:51,262] Trial 8012 finished with value: 0.997152154166722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 89}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:20:53,772] Trial 8013 finished with value: 0.997190056654912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 80}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:20:55,473] Trial 8014 finished with value: 0.9972439730438608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 83}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:20:58,311] Trial 8015 finished with value: 0.9972089561027421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 17, 'rf_n_estimators': 85}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:21:00,287] Trial 8016 finished with value: 0.9970374073491581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 79}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:21:03,041] Trial 8017 finished with value: 0.9970164703911443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 12, 'rf_n_estimators': 77}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:21:05,047] Trial 8018 finished with value: 0.9966179780798217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 15, 'rf_n_estimators': 89}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:21:06,751] Trial 8019 finished with value: 0.9972026323564164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 85}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:21:09,027] Trial 8020 finished with value: 0.9948522860937387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 28, 'rf_n_estimators': 84}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:21:09,941] Trial 8021 finished with value: 0.9966683316347535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 1, 'rf_n_estimators': 83}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:21:11,673] Trial 8022 finished with value: 0.9971494201998968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 83}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:21:14,437] Trial 8023 finished with value: 0.9971739963850706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 81}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:21:16,909] Trial 8024 finished with value: 0.9973406161464108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 84}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:21:19,223] Trial 8025 finished with value: 0.9974431902386814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 80}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:21:25,740] Trial 8026 finished with value: 0.995936230276294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 41, 'rf_n_estimators': 79}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:21:27,715] Trial 8027 finished with value: 0.9853902475532458 and parameters: {'classifier': 'SVC', 'svc_c': 0.01981343072670047, 'svc_kernel': 'sigmoid'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:21:31,197] Trial 8028 finished with value: 0.9964251547086262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 29, 'rf_n_estimators': 86}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:21:32,883] Trial 8029 finished with value: 0.9934848992605377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 82}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:21:35,637] Trial 8030 finished with value: 0.9973546263378571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 80}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:21:36,693] Trial 8031 finished with value: 0.9972218340126014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 78}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:21:38,427] Trial 8032 finished with value: 0.9974507451619137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 78}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:21:40,639] Trial 8033 finished with value: 0.9968352358312204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 85}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:21:45,561] Trial 8034 finished with value: 0.9970427046915561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 30, 'rf_n_estimators': 79}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:21:48,030] Trial 8035 finished with value: 0.997210373422476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 87}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:21:52,316] Trial 8036 finished with value: 0.9972437996914102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 26, 'rf_n_estimators': 82}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:21:54,840] Trial 8037 finished with value: 0.9965131567532747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 14, 'rf_n_estimators': 80}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:22:02,461] Trial 8038 finished with value: 0.9965022840126713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 49, 'rf_n_estimators': 76}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:22:04,337] Trial 8039 finished with value: 0.9972803804861815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 80}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:22:06,625] Trial 8040 finished with value: 0.9973325663974633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 84}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:22:08,216] Trial 8041 finished with value: 0.9970716435377529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 85}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:22:11,671] Trial 8042 finished with value: 0.9971040379438394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 20, 'rf_n_estimators': 82}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:22:13,523] Trial 8043 finished with value: 0.9974923063960768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 86}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:22:15,470] Trial 8044 finished with value: 0.9976470453256586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 78}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:22:17,286] Trial 8045 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 5.804664113529403e-08, 'svc_kernel': 'rbf'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:22:18,994] Trial 8046 finished with value: 0.9974747170573292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 82}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:22:22,822] Trial 8047 finished with value: 0.9973529213774678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 82}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:22:25,241] Trial 8048 finished with value: 0.9971655644482413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 15, 'rf_n_estimators': 86}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:22:27,615] Trial 8049 finished with value: 0.9972222767564108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 78}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:22:29,421] Trial 8050 finished with value: 0.9971529508199374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 77}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:22:31,670] Trial 8051 finished with value: 0.9974622427584393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 85}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:22:32,833] Trial 8052 finished with value: 0.9960689775337208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 79}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:22:34,460] Trial 8053 finished with value: 0.9943438900108426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 81}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:22:37,365] Trial 8054 finished with value: 0.9973555660972973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 85}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:22:39,027] Trial 8055 finished with value: 0.9972534899410569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 79}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:22:44,882] Trial 8056 finished with value: 0.9973040495067463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 24, 'rf_n_estimators': 125}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:22:47,122] Trial 8057 finished with value: 0.9971359629462744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 14, 'rf_n_estimators': 83}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:22:50,760] Trial 8058 finished with value: 0.9970151909408803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 22, 'rf_n_estimators': 81}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:22:53,405] Trial 8059 finished with value: 0.9974500299799067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 79}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:22:57,781] Trial 8060 finished with value: 0.9904970789404954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 74, 'rf_n_estimators': 77}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:22:59,405] Trial 8061 finished with value: 0.9972508965096859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 83}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:23:01,219] Trial 8062 finished with value: 0.9972919118518405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 86}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:23:03,264] Trial 8063 finished with value: 0.9976048679634978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 76}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:23:05,165] Trial 8064 finished with value: 0.9853663227568848 and parameters: {'classifier': 'SVC', 'svc_c': 0.004088390810369824, 'svc_kernel': 'sigmoid'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:23:06,965] Trial 8065 finished with value: 0.997423304821018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 84}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:23:09,944] Trial 8066 finished with value: 0.9960758666591302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 13, 'rf_n_estimators': 77}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:23:11,588] Trial 8067 finished with value: 0.9975434719336335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 81}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:23:12,512] Trial 8068 finished with value: 0.9966383135727511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 76}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:23:14,200] Trial 8069 finished with value: 0.9968409783612465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 86}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:23:15,200] Trial 8070 finished with value: 0.9908821895661531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 82}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:23:18,483] Trial 8071 finished with value: 0.9971920866432118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 19, 'rf_n_estimators': 80}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:23:21,773] Trial 8072 finished with value: 0.9973431655573041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 85}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:23:23,542] Trial 8073 finished with value: 0.9976195424293474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 82}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:23:27,183] Trial 8074 finished with value: 0.9953375442582137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 39, 'rf_n_estimators': 78}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:23:29,951] Trial 8075 finished with value: 0.9974484084584762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 76}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:23:32,274] Trial 8076 finished with value: 0.9969339847121933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 79}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:23:33,810] Trial 8077 finished with value: 0.9974288443553879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 78}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:23:40,846] Trial 8078 finished with value: 0.9968655628300144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 37, 'rf_n_estimators': 87}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:23:42,755] Trial 8079 finished with value: 0.9967243287926539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 10, 'rf_n_estimators': 75}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:23:47,592] Trial 8080 finished with value: 0.9972923122890193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 31, 'rf_n_estimators': 81}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:23:52,971] Trial 8081 finished with value: 0.9971503788116539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 31, 'rf_n_estimators': 85}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:23:55,574] Trial 8082 finished with value: 0.9951112488837595 and parameters: {'classifier': 'SVC', 'svc_c': 296957.8809595681, 'svc_kernel': 'rbf'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:23:57,295] Trial 8083 finished with value: 0.997167249032894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 84}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:24:00,275] Trial 8084 finished with value: 0.9973580423523138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 85}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:24:02,148] Trial 8085 finished with value: 0.9973448667408825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 83}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:24:06,736] Trial 8086 finished with value: 0.9964000821425795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 26, 'rf_n_estimators': 87}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:24:07,825] Trial 8087 finished with value: 0.9971086990364063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 87}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:24:09,827] Trial 8088 finished with value: 0.997542202956879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 79}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:24:12,289] Trial 8089 finished with value: 0.9970934980386718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 77}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:24:14,906] Trial 8090 finished with value: 0.9976376681069933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:24:16,440] Trial 8091 finished with value: 0.9969644434550409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 7, 'rf_n_estimators': 77}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:24:19,443] Trial 8092 finished with value: 0.9972633436091893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:24:27,445] Trial 8093 finished with value: 0.9969188050423324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 49, 'rf_n_estimators': 81}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:24:30,023] Trial 8094 finished with value: 0.9972165688207038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 16, 'rf_n_estimators': 79}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:24:30,993] Trial 8095 finished with value: 0.9967321927478912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 83}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:24:35,608] Trial 8096 finished with value: 0.9962552895240818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 22, 'rf_n_estimators': 87}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:24:37,369] Trial 8097 finished with value: 0.9971849521837778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 81}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:24:39,550] Trial 8098 finished with value: 0.9974178528515348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 76}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:24:42,026] Trial 8099 finished with value: 0.9970555428338175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 84}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:24:44,148] Trial 8100 finished with value: 0.9969215796971551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 10, 'rf_n_estimators': 85}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:24:44,993] Trial 8101 finished with value: 0.9927038039356265 and parameters: {'classifier': 'SVC', 'svc_c': 386.06911650964275, 'svc_kernel': 'sigmoid'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:24:51,874] Trial 8102 finished with value: 0.9969860286280771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 37, 'rf_n_estimators': 86}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:24:53,594] Trial 8103 finished with value: 0.9965621532587589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 82}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:24:56,119] Trial 8104 finished with value: 0.997351817152191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 78}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:24:58,145] Trial 8105 finished with value: 0.9971637406928643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 74}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:24:59,725] Trial 8106 finished with value: 0.997180599044127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 79}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:25:01,426] Trial 8107 finished with value: 0.9975061934444422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 75}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:25:03,745] Trial 8108 finished with value: 0.9974278242990419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 83}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:25:05,795] Trial 8109 finished with value: 0.9972043496628519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 14, 'rf_n_estimators': 79}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:25:07,361] Trial 8110 finished with value: 0.9965429864507963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 75}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:25:10,328] Trial 8111 finished with value: 0.9972607418942244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 17, 'rf_n_estimators': 87}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:25:12,857] Trial 8112 finished with value: 0.9973185549682385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 86}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:25:14,327] Trial 8113 finished with value: 0.9973419370463819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 73}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:25:19,976] Trial 8114 finished with value: 0.9967538409206735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 31, 'rf_n_estimators': 79}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:25:26,624] Trial 8115 finished with value: 0.9969795811039123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 40, 'rf_n_estimators': 82}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:25:28,718] Trial 8116 finished with value: 0.9970879269568219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 86}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:25:31,835] Trial 8117 finished with value: 0.9967852980746145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 80}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:25:33,833] Trial 8118 finished with value: 0.9974650137316646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 75}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:25:35,743] Trial 8119 finished with value: 0.9970557264058743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 88}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:25:37,392] Trial 8120 finished with value: 0.9893432577561793 and parameters: {'classifier': 'SVC', 'svc_c': 3.4778668166802005, 'svc_kernel': 'rbf'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:25:39,045] Trial 8121 finished with value: 0.997292261286202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 78}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:25:41,809] Trial 8122 finished with value: 0.9966268694545994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 15, 'rf_n_estimators': 82}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:25:43,791] Trial 8123 finished with value: 0.9974803248282003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 87}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:25:45,326] Trial 8124 finished with value: 0.997265491948146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 76}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:25:47,300] Trial 8125 finished with value: 0.9975234651819497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 87}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:25:50,491] Trial 8126 finished with value: 0.9971561554916684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 84}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:25:52,553] Trial 8127 finished with value: 0.9971846305835615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 81}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:25:53,447] Trial 8128 finished with value: 0.996535413754336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 77}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:25:56,762] Trial 8129 finished with value: 0.9971049380308953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 21, 'rf_n_estimators': 80}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:25:59,968] Trial 8130 finished with value: 0.9973539540020253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 87}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:26:01,485] Trial 8131 finished with value: 0.9961424485995994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 84}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:26:04,442] Trial 8132 finished with value: 0.9972810591061191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 78}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:26:06,058] Trial 8133 finished with value: 0.9972703117937259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 74}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:26:07,931] Trial 8134 finished with value: 0.99714958987075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 74}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:26:09,580] Trial 8135 finished with value: 0.9975243789480436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 84}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:26:17,506] Trial 8136 finished with value: 0.9967429821130116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 50, 'rf_n_estimators': 81}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:26:18,568] Trial 8137 finished with value: 0.9954971342317386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 75}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:26:22,900] Trial 8138 finished with value: 0.995484895079005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 41, 'rf_n_estimators': 78}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:26:24,785] Trial 8139 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 5.179104121741115e-05, 'svc_kernel': 'sigmoid'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:26:25,655] Trial 8140 finished with value: 0.9966085588401669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 77}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:26:27,468] Trial 8141 finished with value: 0.9970098921385387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 88}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:26:29,243] Trial 8142 finished with value: 0.9974983646548065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 79}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:26:32,133] Trial 8143 finished with value: 0.9973441835506862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 82}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:26:34,559] Trial 8144 finished with value: 0.9973866142448248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 86}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:26:45,137] Trial 8145 finished with value: 0.9959768028111636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 73, 'rf_n_estimators': 82}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:26:45,910] Trial 8146 finished with value: 0.9880372600974549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 3, 'rf_n_estimators': 88}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:26:47,411] Trial 8147 finished with value: 0.9971912741210426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 73}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:26:55,286] Trial 8148 finished with value: 0.9962196444262986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 46, 'rf_n_estimators': 86}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:26:56,849] Trial 8149 finished with value: 0.996338566111687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 82}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:26:59,657] Trial 8150 finished with value: 0.997343783716528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:27:02,522] Trial 8151 finished with value: 0.9975352734291136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 75}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:27:04,464] Trial 8152 finished with value: 0.997444393994036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 88}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:27:06,329] Trial 8153 finished with value: 0.9969186212798483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 85}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:27:08,099] Trial 8154 finished with value: 0.9974515912627888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 88}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:27:09,621] Trial 8155 finished with value: 0.9973167049021362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 77}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:27:11,262] Trial 8156 finished with value: 0.9944484273465934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 18, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:27:13,735] Trial 8157 finished with value: 0.985076919187672 and parameters: {'classifier': 'SVC', 'svc_c': 0.00023265345267206358, 'svc_kernel': 'rbf'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:27:16,382] Trial 8158 finished with value: 0.9970855818111009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 80}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:27:18,937] Trial 8159 finished with value: 0.9971948035350429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:27:21,071] Trial 8160 finished with value: 0.9974755692836208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 72}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:27:22,671] Trial 8161 finished with value: 0.9974728727357883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 83}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:27:29,814] Trial 8162 finished with value: 0.9970498796802979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 36, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:27:32,526] Trial 8163 finished with value: 0.9975151058614528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 74}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:27:35,948] Trial 8164 finished with value: 0.9971092630824979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 80}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:27:38,298] Trial 8165 finished with value: 0.9968673904891538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:27:39,786] Trial 8166 finished with value: 0.996786046295783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 76}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:27:41,899] Trial 8167 finished with value: 0.9972954804621567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 84}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:27:44,173] Trial 8168 finished with value: 0.9970449628436725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:27:48,762] Trial 8169 finished with value: 0.9972858481341911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 16, 'rf_n_estimators': 124}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:27:52,776] Trial 8170 finished with value: 0.9971325531524474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 88}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:27:54,962] Trial 8171 finished with value: 0.9977259786123645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:27:56,731] Trial 8172 finished with value: 0.997104345801542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 72}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:27:57,764] Trial 8173 finished with value: 0.9960892691648621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 23}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:27:58,796] Trial 8174 finished with value: 0.9968416362563306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:28:02,530] Trial 8175 finished with value: 0.9973678715505198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:28:04,766] Trial 8176 finished with value: 0.996973139927329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 11, 'rf_n_estimators': 84}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:28:05,824] Trial 8177 finished with value: 0.9910280062399731 and parameters: {'classifier': 'SVC', 'svc_c': 9146.986760078162, 'svc_kernel': 'sigmoid'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:28:10,084] Trial 8178 finished with value: 0.9972652316655668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 27, 'rf_n_estimators': 79}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:28:11,999] Trial 8179 finished with value: 0.9974939561959829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:28:14,163] Trial 8180 finished with value: 0.9974130768677428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:28:17,035] Trial 8181 finished with value: 0.997254720991012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:28:20,272] Trial 8182 finished with value: 0.9974855404454867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:28:21,319] Trial 8183 finished with value: 0.9900792390420893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:28:23,035] Trial 8184 finished with value: 0.9967990006305235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 81}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:28:24,427] Trial 8185 finished with value: 0.9971747427019647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 76}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:28:30,680] Trial 8186 finished with value: 0.997040633380501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 33, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:28:37,181] Trial 8187 finished with value: 0.9912888538808429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 74, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:28:41,031] Trial 8188 finished with value: 0.9972033056761237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:28:54,041] Trial 8189 finished with value: 0.9964750532054407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 73, 'rf_n_estimators': 88}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:28:56,364] Trial 8190 finished with value: 0.9974607619311525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 84}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:28:59,566] Trial 8191 finished with value: 0.9973967340035733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:29:01,911] Trial 8192 finished with value: 0.9972092337776944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:29:04,603] Trial 8193 finished with value: 0.9972272839508586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 78}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:29:06,311] Trial 8194 finished with value: 0.9976119711293551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 72}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:29:07,559] Trial 8195 finished with value: 0.9964190756298293 and parameters: {'classifier': 'SVC', 'svc_c': 32965.826238402275, 'svc_kernel': 'rbf'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:29:08,696] Trial 8196 finished with value: 0.9960200360300303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 3, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:29:11,099] Trial 8197 finished with value: 0.997490426337652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:29:14,140] Trial 8198 finished with value: 0.9967967354643296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 16, 'rf_n_estimators': 88}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:29:17,557] Trial 8199 finished with value: 0.997525159129285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:29:19,295] Trial 8200 finished with value: 0.9972650607251973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 82}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:29:21,168] Trial 8201 finished with value: 0.9973108754737195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:29:23,642] Trial 8202 finished with value: 0.9974492388808253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:29:25,579] Trial 8203 finished with value: 0.9973719341613654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:29:26,811] Trial 8204 finished with value: 0.9969147762006202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:29:35,452] Trial 8205 finished with value: 0.9965290790266944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 47, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:29:39,879] Trial 8206 finished with value: 0.9968864750007224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 30, 'rf_n_estimators': 75}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:29:42,279] Trial 8207 finished with value: 0.9976010078405017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:29:45,380] Trial 8208 finished with value: 0.9971814279430564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:29:49,001] Trial 8209 finished with value: 0.9974494103290014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:29:50,743] Trial 8210 finished with value: 0.9976026106048289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 86}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:29:54,000] Trial 8211 finished with value: 0.9976610087989052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:30:01,074] Trial 8212 finished with value: 0.9971050500974465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 33, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:30:03,130] Trial 8213 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 7.033259392481446e-06, 'svc_kernel': 'sigmoid'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:30:15,818] Trial 8214 finished with value: 0.9962294528679129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 60, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:30:18,453] Trial 8215 finished with value: 0.997005261800004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 15, 'rf_n_estimators': 78}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:30:23,636] Trial 8216 finished with value: 0.9973495051725836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 23, 'rf_n_estimators': 122}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:30:25,126] Trial 8217 finished with value: 0.9972380150769188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 72}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:30:28,236] Trial 8218 finished with value: 0.9970571761300117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 14, 'rf_n_estimators': 80}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:30:30,893] Trial 8219 finished with value: 0.9974760236117661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:30:40,934] Trial 8220 finished with value: 0.996324497173374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 40, 'rf_n_estimators': 128}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:30:41,820] Trial 8221 finished with value: 0.9956394494526549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 16}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:30:43,726] Trial 8222 finished with value: 0.9971463766932599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:30:45,445] Trial 8223 finished with value: 0.9974575719223348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 85}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:30:49,911] Trial 8224 finished with value: 0.9974057732452618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 19, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:30:52,310] Trial 8225 finished with value: 0.9973340420197333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:30:57,586] Trial 8226 finished with value: 0.9971116615161654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 25, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:31:00,988] Trial 8227 finished with value: 0.9974994147352131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:31:03,278] Trial 8228 finished with value: 0.9975190890957918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:31:03,936] Trial 8229 finished with value: 0.99052415467631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 4}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:31:07,122] Trial 8230 finished with value: 0.994562509254996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 60, 'rf_n_estimators': 19}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:31:09,149] Trial 8231 finished with value: 0.9974626682368268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:32:43,478] Trial 8232 finished with value: 0.9899655915939021 and parameters: {'classifier': 'SVC', 'svc_c': 292330079.49643576, 'svc_kernel': 'rbf'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:32:45,772] Trial 8233 finished with value: 0.9973676340557579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 88}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:32:46,541] Trial 8234 finished with value: 0.990522406393677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 3, 'rf_n_estimators': 82}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:32:47,491] Trial 8235 finished with value: 0.9957585704203645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 1, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:32:51,823] Trial 8236 finished with value: 0.9970638293475546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 20, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:32:53,308] Trial 8237 finished with value: 0.9974764060852891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 75}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:32:57,242] Trial 8238 finished with value: 0.9973128244351415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:33:00,498] Trial 8239 finished with value: 0.9973707508452233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:33:02,781] Trial 8240 finished with value: 0.9974552688293411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:33:05,589] Trial 8241 finished with value: 0.9969152169132034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:33:14,621] Trial 8242 finished with value: 0.996717910467364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 42, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:33:23,365] Trial 8243 finished with value: 0.9969210293618397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 43, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:33:28,414] Trial 8244 finished with value: 0.9967876841622357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 23, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:33:38,268] Trial 8245 finished with value: 0.9964942058900346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 59, 'rf_n_estimators': 89}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:33:42,064] Trial 8246 finished with value: 0.9970307037318179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 25, 'rf_n_estimators': 78}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:33:45,404] Trial 8247 finished with value: 0.9975968195792803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:33:47,692] Trial 8248 finished with value: 0.9976094755776904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 83}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:33:49,868] Trial 8249 finished with value: 0.9971069624015855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:33:51,808] Trial 8250 finished with value: 0.9852842215509451 and parameters: {'classifier': 'SVC', 'svc_c': 0.001188977213946735, 'svc_kernel': 'sigmoid'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:33:54,110] Trial 8251 finished with value: 0.9971302829081882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:33:55,295] Trial 8252 finished with value: 0.9956088743903763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:33:57,404] Trial 8253 finished with value: 0.9968891538705403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 14, 'rf_n_estimators': 86}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:33:59,710] Trial 8254 finished with value: 0.9974388780726694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 74}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:34:13,389] Trial 8255 finished with value: 0.996451550872366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 64, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:34:17,373] Trial 8256 finished with value: 0.9972185890337281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:34:19,444] Trial 8257 finished with value: 0.9970779458927289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:34:22,783] Trial 8258 finished with value: 0.9975138253321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:34:26,609] Trial 8259 finished with value: 0.9975055457054887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:34:27,793] Trial 8260 finished with value: 0.9970904957595766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:34:29,729] Trial 8261 finished with value: 0.9974600460509114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 77}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:34:31,217] Trial 8262 finished with value: 0.9975040229206883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 71}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:34:33,128] Trial 8263 finished with value: 0.9965198855387754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 81}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:34:34,995] Trial 8264 finished with value: 0.9911720382912561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 31, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:34:38,169] Trial 8265 finished with value: 0.9963575750235599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 18, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:34:48,532] Trial 8266 finished with value: 0.9961192376205154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 50, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:34:51,452] Trial 8267 finished with value: 0.9973427149424939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:34:54,381] Trial 8268 finished with value: 0.9976074925932318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:34:55,180] Trial 8269 finished with value: 0.9951937637615852 and parameters: {'classifier': 'SVC', 'svc_c': 2855.5273479998204, 'svc_kernel': 'rbf'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:34:57,148] Trial 8270 finished with value: 0.9975244877138527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:34:59,817] Trial 8271 finished with value: 0.9973680374445619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:35:02,621] Trial 8272 finished with value: 0.997143547195333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:35:04,554] Trial 8273 finished with value: 0.9972713714907185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 88}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:35:06,328] Trial 8274 finished with value: 0.9974661649290444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:35:09,594] Trial 8275 finished with value: 0.9970335493526017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:35:11,320] Trial 8276 finished with value: 0.9972169909031351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 83}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:35:14,122] Trial 8277 finished with value: 0.997319217179678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 80}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:35:15,433] Trial 8278 finished with value: 0.9954233981860708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:35:18,182] Trial 8279 finished with value: 0.9974706076965459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:35:20,769] Trial 8280 finished with value: 0.9961468226545311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 21, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:35:22,813] Trial 8281 finished with value: 0.9972519954029941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:35:24,823] Trial 8282 finished with value: 0.9968752361633563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:35:28,040] Trial 8283 finished with value: 0.9973258273606184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 85}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:35:29,658] Trial 8284 finished with value: 0.9945000317241967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 16, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:35:31,768] Trial 8285 finished with value: 0.9973595720559784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:35:32,707] Trial 8286 finished with value: 0.9968349075660435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 77}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:35:37,880] Trial 8287 finished with value: 0.9970954715334962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 27, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:35:39,518] Trial 8288 finished with value: 0.9866234442602705 and parameters: {'classifier': 'SVC', 'svc_c': 6619757.274438028, 'svc_kernel': 'sigmoid'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:35:42,354] Trial 8289 finished with value: 0.99717805636167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 13, 'rf_n_estimators': 72}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:35:44,094] Trial 8290 finished with value: 0.9961914951240258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:35:55,660] Trial 8291 finished with value: 0.9965942001982343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 62, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:35:57,165] Trial 8292 finished with value: 0.9969969854741351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 6, 'rf_n_estimators': 89}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:36:03,129] Trial 8293 finished with value: 0.9972390901985344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 29, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:36:12,353] Trial 8294 finished with value: 0.9972865877543867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 39, 'rf_n_estimators': 126}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:36:15,313] Trial 8295 finished with value: 0.9977431725919986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:36:16,880] Trial 8296 finished with value: 0.9973951464734415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 80}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:36:19,852] Trial 8297 finished with value: 0.9962654641576725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 19, 'rf_n_estimators': 120}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:36:22,324] Trial 8298 finished with value: 0.9973854003333398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:36:24,049] Trial 8299 finished with value: 0.997632200808101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 75}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:36:25,858] Trial 8300 finished with value: 0.9973047160980167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:36:28,481] Trial 8301 finished with value: 0.9977627708133375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:36:30,603] Trial 8302 finished with value: 0.9973723002581281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:36:32,752] Trial 8303 finished with value: 0.997400626086642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:36:34,783] Trial 8304 finished with value: 0.9972306021808226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:36:36,815] Trial 8305 finished with value: 0.9973708598966734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:36:38,873] Trial 8306 finished with value: 0.9972441669307375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:36:41,317] Trial 8307 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.2237016782598775e-08, 'svc_kernel': 'rbf'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:36:43,534] Trial 8308 finished with value: 0.9972358151003866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:36:45,588] Trial 8309 finished with value: 0.9971235936046443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:36:47,624] Trial 8310 finished with value: 0.9971705400634713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:36:49,847] Trial 8311 finished with value: 0.9973559937973384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:36:51,917] Trial 8312 finished with value: 0.9975586073291133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:36:54,730] Trial 8313 finished with value: 0.9975450794586468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:36:56,789] Trial 8314 finished with value: 0.9971306693806873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:36:59,034] Trial 8315 finished with value: 0.9973084258150693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:37:00,976] Trial 8316 finished with value: 0.9974400595162748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:37:03,142] Trial 8317 finished with value: 0.9975887606263397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:37:05,153] Trial 8318 finished with value: 0.9972243927227017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:37:07,630] Trial 8319 finished with value: 0.9975094419462235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 102}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:37:09,916] Trial 8320 finished with value: 0.9973695137333278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:37:11,983] Trial 8321 finished with value: 0.9972779789104612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:37:13,889] Trial 8322 finished with value: 0.997283417550023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 102}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:37:16,209] Trial 8323 finished with value: 0.9972171805371323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:37:18,346] Trial 8324 finished with value: 0.9973111757460623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:37:20,855] Trial 8325 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 2.158370522400362e-05, 'svc_kernel': 'sigmoid'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:37:22,762] Trial 8326 finished with value: 0.997309958121242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:37:24,811] Trial 8327 finished with value: 0.9974010612768294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:37:27,037] Trial 8328 finished with value: 0.9971910403396161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:37:29,406] Trial 8329 finished with value: 0.9972845479590736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:37:31,641] Trial 8330 finished with value: 0.997288341083347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:37:34,057] Trial 8331 finished with value: 0.997334207056852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 102}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:37:36,139] Trial 8332 finished with value: 0.9969470675537212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:37:38,512] Trial 8333 finished with value: 0.9972399248737629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:37:40,576] Trial 8334 finished with value: 0.9973967941786457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:37:51,917] Trial 8335 finished with value: 0.9967155638934374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 55, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:37:54,228] Trial 8336 finished with value: 0.9974633188004539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:37:56,739] Trial 8337 finished with value: 0.9972943851552319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:37:59,109] Trial 8338 finished with value: 0.9974705190525702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:38:01,188] Trial 8339 finished with value: 0.9970901324557498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:38:03,494] Trial 8340 finished with value: 0.9972515407892075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:38:05,289] Trial 8341 finished with value: 0.9974075069284575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 102}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:38:07,927] Trial 8342 finished with value: 0.9971265816651568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:38:09,817] Trial 8343 finished with value: 0.9967984804144822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:38:11,623] Trial 8344 finished with value: 0.9853884438244885 and parameters: {'classifier': 'SVC', 'svc_c': 0.12754413593122554, 'svc_kernel': 'rbf'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:38:14,092] Trial 8345 finished with value: 0.9971301450387181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:38:16,588] Trial 8346 finished with value: 0.9970979656886927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:38:18,762] Trial 8347 finished with value: 0.9973928821006952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:38:20,910] Trial 8348 finished with value: 0.9973023821557773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:38:23,378] Trial 8349 finished with value: 0.9974834432362988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:38:25,658] Trial 8350 finished with value: 0.9971769205889133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:38:28,080] Trial 8351 finished with value: 0.9972812955535296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:38:30,173] Trial 8352 finished with value: 0.9975462477310209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:38:32,015] Trial 8353 finished with value: 0.9974030987870132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 102}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:38:34,901] Trial 8354 finished with value: 0.9975899186156315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:38:37,098] Trial 8355 finished with value: 0.9972658306233565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:38:39,119] Trial 8356 finished with value: 0.9976932821883505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:38:41,025] Trial 8357 finished with value: 0.9974727473075781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:38:43,524] Trial 8358 finished with value: 0.9971877331861819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:38:46,148] Trial 8359 finished with value: 0.996920346298595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:38:48,585] Trial 8360 finished with value: 0.9976216961954862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 101}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:38:50,428] Trial 8361 finished with value: 0.9973000073033749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:38:52,983] Trial 8362 finished with value: 0.9974738963467801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 102}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:38:55,426] Trial 8363 finished with value: 0.99737246009023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:38:57,353] Trial 8364 finished with value: 0.9852055640666552 and parameters: {'classifier': 'SVC', 'svc_c': 4.043382713159494e-10, 'svc_kernel': 'sigmoid'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:38:59,663] Trial 8365 finished with value: 0.9974096380337305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:39:10,709] Trial 8366 finished with value: 0.9966655899238788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 54, 'rf_n_estimators': 101}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:39:12,845] Trial 8367 finished with value: 0.9976208539666359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:39:19,465] Trial 8368 finished with value: 0.9970324580446533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 33, 'rf_n_estimators': 101}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:39:21,493] Trial 8369 finished with value: 0.9975935895172232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:39:23,772] Trial 8370 finished with value: 0.9973951984283961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:39:26,393] Trial 8371 finished with value: 0.9965811685816891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:39:28,060] Trial 8372 finished with value: 0.9892351974809612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:39:29,490] Trial 8373 finished with value: 0.996088676491178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:39:31,366] Trial 8374 finished with value: 0.9975096949608218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:39:33,127] Trial 8375 finished with value: 0.9966773745580396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:39:35,459] Trial 8376 finished with value: 0.9973981327248934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:39:38,137] Trial 8377 finished with value: 0.9973459287864803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 101}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:39:40,560] Trial 8378 finished with value: 0.9973040628049294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:39:43,177] Trial 8379 finished with value: 0.9975160289267535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 11, 'rf_n_estimators': 101}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:39:45,038] Trial 8380 finished with value: 0.9973909527215622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:39:46,824] Trial 8381 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.9424043690906605e-07, 'svc_kernel': 'rbf'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:39:47,907] Trial 8382 finished with value: 0.9971526991700692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 1, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:39:50,136] Trial 8383 finished with value: 0.9972779812273284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:39:52,465] Trial 8384 finished with value: 0.9969830727498025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:39:55,023] Trial 8385 finished with value: 0.9968999549786864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:39:57,219] Trial 8386 finished with value: 0.9976252005682776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 101}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:40:00,468] Trial 8387 finished with value: 0.997521433860658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:40:02,218] Trial 8388 finished with value: 0.9960059361789956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:40:05,925] Trial 8389 finished with value: 0.9973170787112103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:40:08,824] Trial 8390 finished with value: 0.9974825083327584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:40:10,706] Trial 8391 finished with value: 0.9969412401247926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 101}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:40:14,066] Trial 8392 finished with value: 0.9974900264717559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:40:16,229] Trial 8393 finished with value: 0.9971873723896497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:40:18,328] Trial 8394 finished with value: 0.9975309304138554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 89}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:40:21,291] Trial 8395 finished with value: 0.9974931660173008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:40:24,116] Trial 8396 finished with value: 0.9967614375475161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:40:26,855] Trial 8397 finished with value: 0.9974602546641772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:40:36,705] Trial 8398 finished with value: 0.996179233691281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 63, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:40:38,964] Trial 8399 finished with value: 0.9973440930341743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 84}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:40:39,859] Trial 8400 finished with value: 0.9916074927600463 and parameters: {'classifier': 'SVC', 'svc_c': 58.84153291869275, 'svc_kernel': 'sigmoid'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:40:41,395] Trial 8401 finished with value: 0.9943620412375039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 16, 'rf_n_estimators': 101}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:40:53,169] Trial 8402 finished with value: 0.9968536870128454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 54, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:40:54,958] Trial 8403 finished with value: 0.9974294515967714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 86}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:40:56,442] Trial 8404 finished with value: 0.9964748110134689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:40:59,491] Trial 8405 finished with value: 0.9974345812995421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:41:00,686] Trial 8406 finished with value: 0.9953240666288546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:41:02,420] Trial 8407 finished with value: 0.9973487383212633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 74}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:41:04,128] Trial 8408 finished with value: 0.9969505911914224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 101}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:41:06,708] Trial 8409 finished with value: 0.9970306197850527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 78}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:41:10,269] Trial 8410 finished with value: 0.9970505223094484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 19, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:41:12,191] Trial 8411 finished with value: 0.997202569420146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 82}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:41:14,210] Trial 8412 finished with value: 0.9974176960980098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:41:15,596] Trial 8413 finished with value: 0.9944418423338135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:41:18,682] Trial 8414 finished with value: 0.9973474804210385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:41:23,507] Trial 8415 finished with value: 0.9969984729663826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 23, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:41:26,941] Trial 8416 finished with value: 0.9973516242491894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:41:33,533] Trial 8417 finished with value: 0.9968695856415241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 32, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:41:35,128] Trial 8418 finished with value: 0.9971912061067069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 89}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:41:38,416] Trial 8419 finished with value: 0.9969465097282595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:41:40,740] Trial 8420 finished with value: 0.9972130923772711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 101}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:41:43,051] Trial 8421 finished with value: 0.9972437433248865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:41:44,832] Trial 8422 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.0249828321798862e-06, 'svc_kernel': 'rbf'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:41:48,588] Trial 8423 finished with value: 0.9971186445857807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 101}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:41:49,770] Trial 8424 finished with value: 0.9970058599960842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 71}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:41:53,661] Trial 8425 finished with value: 0.9968728460450206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 24, 'rf_n_estimators': 80}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:41:56,625] Trial 8426 finished with value: 0.9968687019312285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:41:57,630] Trial 8427 finished with value: 0.9968219004511628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:41:59,438] Trial 8428 finished with value: 0.9973764806166106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 86}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:42:00,556] Trial 8429 finished with value: 0.9972680055269417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 76}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:42:02,256] Trial 8430 finished with value: 0.996144949641922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:42:05,220] Trial 8431 finished with value: 0.9973188801231005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:42:07,686] Trial 8432 finished with value: 0.9973530319205994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 89}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:42:08,797] Trial 8433 finished with value: 0.9912542065593946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 14, 'rf_n_estimators': 101}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:42:10,727] Trial 8434 finished with value: 0.9973841698229292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:42:13,017] Trial 8435 finished with value: 0.9976404192440267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 101}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:42:16,135] Trial 8436 finished with value: 0.996866102184014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 17, 'rf_n_estimators': 83}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:42:18,685] Trial 8437 finished with value: 0.9853935254443296 and parameters: {'classifier': 'SVC', 'svc_c': 0.04795869019052807, 'svc_kernel': 'sigmoid'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:42:21,377] Trial 8438 finished with value: 0.9970689856784297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:42:24,817] Trial 8439 finished with value: 0.9974521995515234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:42:26,533] Trial 8440 finished with value: 0.9973415062995016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:42:28,891] Trial 8441 finished with value: 0.9974075572647788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:42:29,501] Trial 8442 finished with value: 0.9916171177248175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 6}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:42:35,960] Trial 8443 finished with value: 0.9970285566941155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 30, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:42:37,718] Trial 8444 finished with value: 0.9973234871660112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 80}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:42:40,585] Trial 8445 finished with value: 0.9971149732398583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:42:42,618] Trial 8446 finished with value: 0.9967685458231763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 15, 'rf_n_estimators': 72}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:42:44,190] Trial 8447 finished with value: 0.995790352126147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 13, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:42:46,235] Trial 8448 finished with value: 0.9973941424764767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 100}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:42:51,364] Trial 8449 finished with value: 0.9971734732808798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:42:53,482] Trial 8450 finished with value: 0.9970350036787358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 78}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:42:55,372] Trial 8451 finished with value: 0.9970823108706192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:43:04,259] Trial 8452 finished with value: 0.9967037768789336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 50, 'rf_n_estimators': 89}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:43:06,485] Trial 8453 finished with value: 0.9974871523820691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 101}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:43:09,686] Trial 8454 finished with value: 0.9976496875699316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:43:21,584] Trial 8455 finished with value: 0.9961229890729162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 69, 'rf_n_estimators': 85}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:43:23,608] Trial 8456 finished with value: 0.9972575711820544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:43:25,151] Trial 8457 finished with value: 0.9860063818350749 and parameters: {'classifier': 'SVC', 'svc_c': 0.32530025573162574, 'svc_kernel': 'rbf'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:43:27,251] Trial 8458 finished with value: 0.9974410480568788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 74}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:43:30,357] Trial 8459 finished with value: 0.9974528427519563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:43:32,629] Trial 8460 finished with value: 0.9970221953383697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:43:35,755] Trial 8461 finished with value: 0.9974656568368837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:43:37,525] Trial 8462 finished with value: 0.9972972494379052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 100}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:43:40,009] Trial 8463 finished with value: 0.9974215141682786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:43:42,907] Trial 8464 finished with value: 0.9971117287370533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 16, 'rf_n_estimators': 100}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:43:50,445] Trial 8465 finished with value: 0.9969054622673424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 36, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:43:53,820] Trial 8466 finished with value: 0.9971892978650203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 20, 'rf_n_estimators': 82}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:43:55,570] Trial 8467 finished with value: 0.9970491943636618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 76}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:43:56,358] Trial 8468 finished with value: 0.9962816194508087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 27}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:43:58,331] Trial 8469 finished with value: 0.9973897165300661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:44:01,538] Trial 8470 finished with value: 0.9974832112004574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:44:02,747] Trial 8471 finished with value: 0.994192628318141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 89}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:44:05,435] Trial 8472 finished with value: 0.9974120500194846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:44:10,521] Trial 8473 finished with value: 0.9972736864536894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 25, 'rf_n_estimators': 101}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:44:11,488] Trial 8474 finished with value: 0.995888691461162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 1, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:44:12,573] Trial 8475 finished with value: 0.9894112665694926 and parameters: {'classifier': 'SVC', 'svc_c': 7.9086946848538595, 'svc_kernel': 'sigmoid'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:44:15,002] Trial 8476 finished with value: 0.9976423410695378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 100}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:44:18,306] Trial 8477 finished with value: 0.9972037010352368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:44:22,117] Trial 8478 finished with value: 0.9973090184570156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 86}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:44:24,487] Trial 8479 finished with value: 0.9974195837417946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 79}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:44:25,961] Trial 8480 finished with value: 0.9969918378077086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 71}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:44:27,960] Trial 8481 finished with value: 0.9975523607059028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:44:30,688] Trial 8482 finished with value: 0.9970101734950884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:44:32,898] Trial 8483 finished with value: 0.9973577069143699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:44:35,483] Trial 8484 finished with value: 0.997564811677431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 83}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:44:38,274] Trial 8485 finished with value: 0.9975726008898961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:44:39,430] Trial 8486 finished with value: 0.9970565438791569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 2, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:44:46,104] Trial 8487 finished with value: 0.9969348052957908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 33, 'rf_n_estimators': 100}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:44:48,808] Trial 8488 finished with value: 0.997202928534569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:44:52,492] Trial 8489 finished with value: 0.9977397321076152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:44:55,011] Trial 8490 finished with value: 0.9975187179844397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 7, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:44:56,847] Trial 8491 finished with value: 0.9971392002445741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 77}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:44:59,503] Trial 8492 finished with value: 0.9975540136795997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:45:04,747] Trial 8493 finished with value: 0.997293574315172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 29, 'rf_n_estimators': 89}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:45:06,667] Trial 8494 finished with value: 0.9853809054367062 and parameters: {'classifier': 'SVC', 'svc_c': 0.007963311185408467, 'svc_kernel': 'rbf'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:45:09,783] Trial 8495 finished with value: 0.9974895178083129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:45:12,409] Trial 8496 finished with value: 0.9973568673197656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:45:15,464] Trial 8497 finished with value: 0.9974243345891637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 16, 'rf_n_estimators': 102}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:45:16,221] Trial 8498 finished with value: 0.9958212357443621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 11}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:45:18,439] Trial 8499 finished with value: 0.9975148604639522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:45:20,847] Trial 8500 finished with value: 0.990082394361374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 49, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:45:23,294] Trial 8501 finished with value: 0.9974852758148142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 7, 'rf_n_estimators': 100}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:45:26,059] Trial 8502 finished with value: 0.9976803350581149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:45:31,592] Trial 8503 finished with value: 0.997024210378115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 34, 'rf_n_estimators': 86}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:45:33,336] Trial 8504 finished with value: 0.9975996890987084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 81}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:45:35,873] Trial 8505 finished with value: 0.9970732650909214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 102}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:45:49,831] Trial 8506 finished with value: 0.9961117622959552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 66, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:45:52,535] Trial 8507 finished with value: 0.9954781321435157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 20, 'rf_n_estimators': 100}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:45:55,987] Trial 8508 finished with value: 0.99727585202633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:45:57,985] Trial 8509 finished with value: 0.9974269884177728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 100}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:46:05,063] Trial 8510 finished with value: 0.9948759548286622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 63, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:46:06,536] Trial 8511 finished with value: 0.9971724285324416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 73}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:46:08,173] Trial 8512 finished with value: 0.9867325520133865 and parameters: {'classifier': 'SVC', 'svc_c': 4262103458.4658337, 'svc_kernel': 'sigmoid'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:46:10,602] Trial 8513 finished with value: 0.9971052456029567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 75}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:46:17,602] Trial 8514 finished with value: 0.9970518933235751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 34, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:46:18,610] Trial 8515 finished with value: 0.997259361771318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 70}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:46:20,843] Trial 8516 finished with value: 0.9974203813471472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:46:25,843] Trial 8517 finished with value: 0.9965855695503665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 27, 'rf_n_estimators': 90}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:46:28,756] Trial 8518 finished with value: 0.9973208661861364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:46:31,902] Trial 8519 finished with value: 0.9973131427663534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 11, 'rf_n_estimators': 101}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:46:34,248] Trial 8520 finished with value: 0.9974654879277401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 84}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:46:35,462] Trial 8521 finished with value: 0.9945491748905514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 14, 'rf_n_estimators': 78}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:46:36,533] Trial 8522 finished with value: 0.9896845378872898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:46:38,673] Trial 8523 finished with value: 0.9971876682186854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:46:41,061] Trial 8524 finished with value: 0.9975404185247694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 100}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:46:45,972] Trial 8525 finished with value: 0.9969673314459313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:46:47,087] Trial 8526 finished with value: 0.9970625458983146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 87}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:46:49,030] Trial 8527 finished with value: 0.9973026981066461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:46:56,655] Trial 8528 finished with value: 0.9962892275985119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 59, 'rf_n_estimators': 80}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:47:06,797] Trial 8529 finished with value: 0.9967293564263141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 50, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:47:08,781] Trial 8530 finished with value: 0.9969868460061461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 100}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:47:10,606] Trial 8531 finished with value: 0.9850765916524669 and parameters: {'classifier': 'SVC', 'svc_c': 1.6209835996718273e-09, 'svc_kernel': 'rbf'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:47:11,728] Trial 8532 finished with value: 0.9969810917648321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 1, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:47:14,830] Trial 8533 finished with value: 0.996459700690936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 17, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:47:16,869] Trial 8534 finished with value: 0.9960985741163122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 15, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:47:19,791] Trial 8535 finished with value: 0.9972040777007228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:47:23,316] Trial 8536 finished with value: 0.9974647121580679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:47:25,520] Trial 8537 finished with value: 0.9976590526012403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 100}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:47:27,539] Trial 8538 finished with value: 0.9972680640516431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 83}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:47:29,140] Trial 8539 finished with value: 0.997132932991724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:47:31,028] Trial 8540 finished with value: 0.9975538936150957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:47:32,829] Trial 8541 finished with value: 0.9976153214463435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:47:35,997] Trial 8542 finished with value: 0.9972585592465898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:47:40,263] Trial 8543 finished with value: 0.9970359976465221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 100}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:47:47,689] Trial 8544 finished with value: 0.9968608901213732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 34, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:47:48,784] Trial 8545 finished with value: 0.9970448078039946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 90}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:47:50,580] Trial 8546 finished with value: 0.9976134727132333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 75}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:48:02,237] Trial 8547 finished with value: 0.9961504268113034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 66, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:48:07,214] Trial 8548 finished with value: 0.9973024746083018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 19, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:48:09,306] Trial 8549 finished with value: 0.9973255023961839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:48:10,673] Trial 8550 finished with value: 0.9864563544605205 and parameters: {'classifier': 'SVC', 'svc_c': 1.1159881149807427, 'svc_kernel': 'sigmoid'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:48:13,158] Trial 8551 finished with value: 0.9970899008007633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 14, 'rf_n_estimators': 77}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:48:21,605] Trial 8552 finished with value: 0.9965313909745642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 53, 'rf_n_estimators': 81}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:48:24,056] Trial 8553 finished with value: 0.997328528986516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 90}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:48:26,330] Trial 8554 finished with value: 0.9974154940902517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 87}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:48:28,536] Trial 8555 finished with value: 0.9974496363346405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:48:31,987] Trial 8556 finished with value: 0.997133082159889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 16, 'rf_n_estimators': 100}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:48:34,137] Trial 8557 finished with value: 0.9973380622287346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:48:36,693] Trial 8558 finished with value: 0.9974369479318265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:48:45,161] Trial 8559 finished with value: 0.9967120048362315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 38, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:48:50,779] Trial 8560 finished with value: 0.9970928959388291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 28, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:48:54,466] Trial 8561 finished with value: 0.9970247584283012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 25, 'rf_n_estimators': 71}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:48:56,547] Trial 8562 finished with value: 0.9974546078874181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 65}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:48:58,976] Trial 8563 finished with value: 0.9975139641854452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:49:01,179] Trial 8564 finished with value: 0.9972398066183196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:49:13,730] Trial 8565 finished with value: 0.9963536356827468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 72, 'rf_n_estimators': 84}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:49:16,945] Trial 8566 finished with value: 0.9969650761819643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 15, 'rf_n_estimators': 99}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:49:18,177] Trial 8567 finished with value: 0.9954215071145921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:49:27,117] Trial 8568 finished with value: 0.9926145905820016 and parameters: {'classifier': 'SVC', 'svc_c': 2151310.67219902, 'svc_kernel': 'rbf'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:49:29,086] Trial 8569 finished with value: 0.9975071532939778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 79}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:49:32,850] Trial 8570 finished with value: 0.9974633087077995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 18, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:49:35,617] Trial 8571 finished with value: 0.9972366537745917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 100}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:49:37,004] Trial 8572 finished with value: 0.996105610949943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:49:40,221] Trial 8573 finished with value: 0.996982230901807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 14, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:49:47,075] Trial 8574 finished with value: 0.9966411281855992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 46, 'rf_n_estimators': 74}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:49:49,989] Trial 8575 finished with value: 0.997321879228405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:49:52,053] Trial 8576 finished with value: 0.9971501913675724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:49:53,688] Trial 8577 finished with value: 0.9961368509848588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 2, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:49:55,103] Trial 8578 finished with value: 0.9971077221436144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 68}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:49:57,121] Trial 8579 finished with value: 0.9972655167671896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 100}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:49:58,630] Trial 8580 finished with value: 0.9976326553266738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 90}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:50:00,711] Trial 8581 finished with value: 0.997186421236301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:50:02,594] Trial 8582 finished with value: 0.9973078916026109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:50:05,678] Trial 8583 finished with value: 0.9976172638697566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 102}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:50:08,764] Trial 8584 finished with value: 0.9972795035360601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:50:09,811] Trial 8585 finished with value: 0.9964947660958394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 3, 'rf_n_estimators': 82}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:50:13,367] Trial 8586 finished with value: 0.9971146331364419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 17, 'rf_n_estimators': 99}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:50:15,208] Trial 8587 finished with value: 0.9852058917288118 and parameters: {'classifier': 'SVC', 'svc_c': 1.8362213427011054e-10, 'svc_kernel': 'sigmoid'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:50:19,059] Trial 8588 finished with value: 0.997303943565611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:50:20,506] Trial 8589 finished with value: 0.996622716898524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 85}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:50:23,644] Trial 8590 finished with value: 0.9973642343545857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:50:25,784] Trial 8591 finished with value: 0.9974235964289119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 77}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:50:27,949] Trial 8592 finished with value: 0.9976071081519585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:50:28,853] Trial 8593 finished with value: 0.9898350997908695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 88}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:50:31,412] Trial 8594 finished with value: 0.99727811649429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 99}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:50:33,841] Trial 8595 finished with value: 0.9974569406553551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:50:35,815] Trial 8596 finished with value: 0.9975266380840354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:50:37,525] Trial 8597 finished with value: 0.9976008862208402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:50:39,853] Trial 8598 finished with value: 0.9975423331775134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 99}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:50:42,458] Trial 8599 finished with value: 0.9972850198065438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:50:45,440] Trial 8600 finished with value: 0.9972063874586768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 80}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:50:47,619] Trial 8601 finished with value: 0.9974587992589545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:50:59,882] Trial 8602 finished with value: 0.9966463856017097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 60, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:51:02,707] Trial 8603 finished with value: 0.9973634468418876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:51:06,948] Trial 8604 finished with value: 0.997475915639405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:51:10,947] Trial 8605 finished with value: 0.9976020840094683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 101}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:51:11,810] Trial 8606 finished with value: 0.9932841699765915 and parameters: {'classifier': 'SVC', 'svc_c': 149.8980987025109, 'svc_kernel': 'rbf'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:51:13,307] Trial 8607 finished with value: 0.9973831543051039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 74}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:51:15,815] Trial 8608 finished with value: 0.9970674422322515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:51:17,148] Trial 8609 finished with value: 0.9969978781345207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 70}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:51:19,252] Trial 8610 finished with value: 0.997564104398163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:51:22,516] Trial 8611 finished with value: 0.9972852662196575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 99}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:51:29,764] Trial 8612 finished with value: 0.9969007157363285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 36, 'rf_n_estimators': 102}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:51:32,860] Trial 8613 finished with value: 0.997193879454129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 15, 'rf_n_estimators': 90}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:51:34,808] Trial 8614 finished with value: 0.9974426029604416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 86}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:51:35,318] Trial 8615 finished with value: 0.9840280727509477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 2}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:51:38,074] Trial 8616 finished with value: 0.9974583488980474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:51:43,851] Trial 8617 finished with value: 0.9972543200142888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 23, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:51:46,568] Trial 8618 finished with value: 0.9974154917416463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:51:48,129] Trial 8619 finished with value: 0.9973706149752415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 82}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:51:51,401] Trial 8620 finished with value: 0.9967631967162512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 14, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:51:53,547] Trial 8621 finished with value: 0.9973512192417523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:52:02,194] Trial 8622 finished with value: 0.9968985337869278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 47, 'rf_n_estimators': 99}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:52:05,343] Trial 8623 finished with value: 0.9968674155938387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:52:07,061] Trial 8624 finished with value: 0.986732879739019 and parameters: {'classifier': 'SVC', 'svc_c': 669085709.0499512, 'svc_kernel': 'sigmoid'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:52:09,047] Trial 8625 finished with value: 0.9974830639048288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:52:10,106] Trial 8626 finished with value: 0.9939296081222913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 78}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:52:12,802] Trial 8627 finished with value: 0.99737757843083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 72}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:52:14,345] Trial 8628 finished with value: 0.9969224450629403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:52:17,488] Trial 8629 finished with value: 0.995602883289059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 22, 'rf_n_estimators': 100}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:52:20,954] Trial 8630 finished with value: 0.9940967186786326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 40, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:52:23,279] Trial 8631 finished with value: 0.997298814656288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:52:25,282] Trial 8632 finished with value: 0.9976591150931803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:52:28,165] Trial 8633 finished with value: 0.9973688354942453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:52:30,772] Trial 8634 finished with value: 0.996937152091883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 87}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:52:33,600] Trial 8635 finished with value: 0.9973975547141225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 99}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:52:36,455] Trial 8636 finished with value: 0.9966603917624418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 19, 'rf_n_estimators': 67}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:52:38,704] Trial 8637 finished with value: 0.9973708268575115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:52:41,151] Trial 8638 finished with value: 0.9967051877241343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 15, 'rf_n_estimators': 102}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:52:42,121] Trial 8639 finished with value: 0.9973849592081638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 30}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:52:44,404] Trial 8640 finished with value: 0.9967520353511174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 83}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:52:46,465] Trial 8641 finished with value: 0.9970831809970903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 77}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:52:48,511] Trial 8642 finished with value: 0.997350518563969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 90}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:52:50,307] Trial 8643 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 3.830460963307067e-08, 'svc_kernel': 'rbf'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:52:52,577] Trial 8644 finished with value: 0.9973422354779258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 80}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:52:54,308] Trial 8645 finished with value: 0.9975138824920714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:52:58,373] Trial 8646 finished with value: 0.9974755920079624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:52:59,881] Trial 8647 finished with value: 0.9941452188349819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:53:14,509] Trial 8648 finished with value: 0.9959876915476723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 74, 'rf_n_estimators': 99}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:53:16,049] Trial 8649 finished with value: 0.9968102684445991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:53:18,550] Trial 8650 finished with value: 0.9974084799174868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:53:20,549] Trial 8651 finished with value: 0.9972932359256023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:53:23,407] Trial 8652 finished with value: 0.9973778114188087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 101}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:53:28,778] Trial 8653 finished with value: 0.997333391043513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 24, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:53:30,870] Trial 8654 finished with value: 0.9974083466500133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:53:31,594] Trial 8655 finished with value: 0.9960105977793688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 13}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:53:33,770] Trial 8656 finished with value: 0.9973896973286321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 74}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:53:39,036] Trial 8657 finished with value: 0.9969929402556627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 31, 'rf_n_estimators': 85}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:53:42,766] Trial 8658 finished with value: 0.9970163451533613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 14, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:53:46,736] Trial 8659 finished with value: 0.9971447174037195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 21, 'rf_n_estimators': 90}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:53:47,726] Trial 8660 finished with value: 0.9965165452509658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 102}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:53:51,441] Trial 8661 finished with value: 0.9971289036739431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:53:52,330] Trial 8662 finished with value: 0.9929612314361114 and parameters: {'classifier': 'SVC', 'svc_c': 889.6031104404076, 'svc_kernel': 'sigmoid'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:53:58,305] Trial 8663 finished with value: 0.9973170839162274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 31, 'rf_n_estimators': 99}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:54:06,646] Trial 8664 finished with value: 0.9965763966603493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 51, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:54:08,641] Trial 8665 finished with value: 0.9972364669335304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:54:11,138] Trial 8666 finished with value: 0.9976812355577637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:54:13,270] Trial 8667 finished with value: 0.9973028141404358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 99}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:54:14,971] Trial 8668 finished with value: 0.9974068568726367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:54:16,886] Trial 8669 finished with value: 0.997379789071299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:54:19,156] Trial 8670 finished with value: 0.9973899216521621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 79}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:54:20,278] Trial 8671 finished with value: 0.9972111572853146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 2, 'rf_n_estimators': 101}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:54:22,616] Trial 8672 finished with value: 0.9973973611446248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 76}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:54:24,932] Trial 8673 finished with value: 0.9973782844088438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 91}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:54:27,590] Trial 8674 finished with value: 0.9971003516493626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 18, 'rf_n_estimators': 71}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:54:30,037] Trial 8675 finished with value: 0.9972811347375526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 88}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:54:31,980] Trial 8676 finished with value: 0.9976019437279172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:54:34,355] Trial 8677 finished with value: 0.9975761918436991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:54:35,389] Trial 8678 finished with value: 0.9900296888688093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:54:38,787] Trial 8679 finished with value: 0.9975523839063133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:54:40,607] Trial 8680 finished with value: 0.9851459091466568 and parameters: {'classifier': 'SVC', 'svc_c': 0.0004602399105268276, 'svc_kernel': 'rbf'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:54:52,017] Trial 8681 finished with value: 0.9965306042553138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 54, 'rf_n_estimators': 99}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:54:53,058] Trial 8682 finished with value: 0.9964781445411042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 3, 'rf_n_estimators': 83}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:54:55,866] Trial 8683 finished with value: 0.997242739169232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 12, 'rf_n_estimators': 102}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:54:57,567] Trial 8684 finished with value: 0.9974847860989019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 66}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:54:59,341] Trial 8685 finished with value: 0.997286523136007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:55:01,261] Trial 8686 finished with value: 0.9974810789843577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:55:04,040] Trial 8687 finished with value: 0.997702722152859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:55:07,164] Trial 8688 finished with value: 0.9971497862331836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:55:08,808] Trial 8689 finished with value: 0.9972121853078756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 6, 'rf_n_estimators': 98}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:55:11,230] Trial 8690 finished with value: 0.9972320921486267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 101}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:55:13,397] Trial 8691 finished with value: 0.9955152287744973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:55:15,598] Trial 8692 finished with value: 0.9969819695084011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:55:25,904] Trial 8693 finished with value: 0.9958285912583217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 53, 'rf_n_estimators': 98}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:55:27,832] Trial 8694 finished with value: 0.9967696252294095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:55:30,840] Trial 8695 finished with value: 0.9975315876107054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:55:32,250] Trial 8696 finished with value: 0.9963460288362979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 81}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:55:34,153] Trial 8697 finished with value: 0.9974052925429154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:55:38,337] Trial 8698 finished with value: 0.9973589757324349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 91}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:55:40,223] Trial 8699 finished with value: 0.9852053993786534 and parameters: {'classifier': 'SVC', 'svc_c': 0.00014897348790699342, 'svc_kernel': 'sigmoid'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:55:42,663] Trial 8700 finished with value: 0.997150882650935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 85}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:55:51,766] Trial 8701 finished with value: 0.9966236054647194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 45, 'rf_n_estimators': 101}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:55:54,987] Trial 8702 finished with value: 0.9972061966186391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:55:56,733] Trial 8703 finished with value: 0.9973501797618068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 75}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:55:59,165] Trial 8704 finished with value: 0.9977055862768429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 87}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:56:01,772] Trial 8705 finished with value: 0.997712547828157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:56:03,948] Trial 8706 finished with value: 0.997341248238576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 69}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:56:06,523] Trial 8707 finished with value: 0.9976538193694156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:56:08,539] Trial 8708 finished with value: 0.9976465859194482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:56:10,837] Trial 8709 finished with value: 0.9973282712112316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 99}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:56:12,588] Trial 8710 finished with value: 0.9972366499025669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:56:21,053] Trial 8711 finished with value: 0.9949507347341067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 65, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:56:24,226] Trial 8712 finished with value: 0.9974331491899434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:56:32,503] Trial 8713 finished with value: 0.9965664167070831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 54, 'rf_n_estimators': 78}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:56:34,794] Trial 8714 finished with value: 0.9974014546999305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:56:37,687] Trial 8715 finished with value: 0.997455402350718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 98}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:56:40,349] Trial 8716 finished with value: 0.9971022114590024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 17, 'rf_n_estimators': 73}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:56:42,906] Trial 8717 finished with value: 0.9974112220092165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 102}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:57:39,175] Trial 8718 finished with value: 0.9899003811118905 and parameters: {'classifier': 'SVC', 'svc_c': 48855213.263960235, 'svc_kernel': 'rbf'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:57:44,036] Trial 8719 finished with value: 0.9965278867287246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 21, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:57:46,139] Trial 8720 finished with value: 0.9975504586848459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:57:48,377] Trial 8721 finished with value: 0.9965283814909641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 81}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:57:51,495] Trial 8722 finished with value: 0.9946080681325083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 35, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:57:52,576] Trial 8723 finished with value: 0.9973560115070907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 2, 'rf_n_estimators': 91}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:57:54,466] Trial 8724 finished with value: 0.9973361669361142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 100}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:57:56,231] Trial 8725 finished with value: 0.9975103215940669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:57:58,794] Trial 8726 finished with value: 0.9967183329306505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:58:06,899] Trial 8727 finished with value: 0.9967991583679238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 44, 'rf_n_estimators': 102}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:58:10,025] Trial 8728 finished with value: 0.997364175988574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:58:11,544] Trial 8729 finished with value: 0.9941239612606267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 16, 'rf_n_estimators': 99}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:58:15,645] Trial 8730 finished with value: 0.9965543141225653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 23, 'rf_n_estimators': 84}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:58:16,663] Trial 8731 finished with value: 0.990096237325786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:58:19,366] Trial 8732 finished with value: 0.9974195396261031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:58:21,654] Trial 8733 finished with value: 0.997268932622957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:58:23,492] Trial 8734 finished with value: 0.9973746924394278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 98}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:58:26,190] Trial 8735 finished with value: 0.9974090562461487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 87}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:58:27,108] Trial 8736 finished with value: 0.9909977221190925 and parameters: {'classifier': 'SVC', 'svc_c': 26.572815382245704, 'svc_kernel': 'sigmoid'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:58:29,271] Trial 8737 finished with value: 0.9972221166386674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 77}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:58:32,547] Trial 8738 finished with value: 0.9971912795482248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:58:33,772] Trial 8739 finished with value: 0.9958290071518613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:58:35,596] Trial 8740 finished with value: 0.9970491484706475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 100}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:58:36,965] Trial 8741 finished with value: 0.9970206526539012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:58:39,387] Trial 8742 finished with value: 0.9975957551216016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 101}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:58:43,821] Trial 8743 finished with value: 0.9966414016711479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 18, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:58:44,889] Trial 8744 finished with value: 0.9967409663115565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:58:47,718] Trial 8745 finished with value: 0.9972497793988189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 90}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:58:52,218] Trial 8746 finished with value: 0.9966909633652884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 27, 'rf_n_estimators': 80}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:58:55,186] Trial 8747 finished with value: 0.9974529060373437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:58:57,052] Trial 8748 finished with value: 0.9974002825555317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 98}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:59:00,237] Trial 8749 finished with value: 0.9974940820685241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 102}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:59:01,914] Trial 8750 finished with value: 0.9974822479232276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 71}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:59:03,862] Trial 8751 finished with value: 0.9972619619628634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:59:06,730] Trial 8752 finished with value: 0.9974861749497327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:59:08,727] Trial 8753 finished with value: 0.9974242056697836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:59:15,383] Trial 8754 finished with value: 0.9968568262727491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 30, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:59:17,866] Trial 8755 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.0223465986528535e-08, 'svc_kernel': 'rbf'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:59:20,492] Trial 8756 finished with value: 0.9975338659481309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:59:23,773] Trial 8757 finished with value: 0.9973480577018375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:59:25,910] Trial 8758 finished with value: 0.9976375676565161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:59:28,373] Trial 8759 finished with value: 0.9967000172698904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 65}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:59:31,421] Trial 8760 finished with value: 0.9974129435367937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 84}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:59:32,864] Trial 8761 finished with value: 0.9971731730720129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 91}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:59:43,998] Trial 8762 finished with value: 0.9967063703420425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 64, 'rf_n_estimators': 88}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:59:46,051] Trial 8763 finished with value: 0.9974058273266563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:59:48,481] Trial 8764 finished with value: 0.9972484258722788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:59:52,800] Trial 8765 finished with value: 0.9970212498661061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 15:59:58,379] Trial 8766 finished with value: 0.9970576804136235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:00:00,346] Trial 8767 finished with value: 0.9968950967619762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 14, 'rf_n_estimators': 74}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:00:02,907] Trial 8768 finished with value: 0.9972921103724519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:00:05,176] Trial 8769 finished with value: 0.9972887213352163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 82}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:00:06,985] Trial 8770 finished with value: 0.9973761437504608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 101}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:00:09,126] Trial 8771 finished with value: 0.9974832777865871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:00:11,402] Trial 8772 finished with value: 0.9972803926418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 79}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:00:14,701] Trial 8773 finished with value: 0.997461201532909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:00:16,670] Trial 8774 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 1.0335249639201919e-05, 'svc_kernel': 'sigmoid'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:00:18,559] Trial 8775 finished with value: 0.9975013284675578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:00:28,984] Trial 8776 finished with value: 0.9967017683454591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 49, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:00:30,805] Trial 8777 finished with value: 0.9976244368272722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:00:33,925] Trial 8778 finished with value: 0.9977180416282021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:00:39,164] Trial 8779 finished with value: 0.9967310174931775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 35, 'rf_n_estimators': 76}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:00:41,440] Trial 8780 finished with value: 0.9975661008712325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 97}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:00:48,948] Trial 8781 finished with value: 0.9964880062706651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 38, 'rf_n_estimators': 101}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:00:58,554] Trial 8782 finished with value: 0.9964155778902608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 47, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:01:00,837] Trial 8783 finished with value: 0.9969036473033658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 68}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:01:12,535] Trial 8784 finished with value: 0.9967360886077712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 55, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:01:17,858] Trial 8785 finished with value: 0.9968926975983368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 29, 'rf_n_estimators': 91}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:01:19,000] Trial 8786 finished with value: 0.9966822391540692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:01:33,577] Trial 8787 finished with value: 0.99525581546488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 72, 'rf_n_estimators': 100}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:01:36,954] Trial 8788 finished with value: 0.9974414671876849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:01:39,007] Trial 8789 finished with value: 0.9944302606953092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 13, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:01:47,629] Trial 8790 finished with value: 0.9967226713439121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 45, 'rf_n_estimators': 113}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:01:49,472] Trial 8791 finished with value: 0.9976791799569725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 88}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:02:02,665] Trial 8792 finished with value: 0.9954248848531325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 61, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:02:04,291] Trial 8793 finished with value: 0.9961939820112414 and parameters: {'classifier': 'SVC', 'svc_c': 109286.18460897708, 'svc_kernel': 'rbf'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:02:05,151] Trial 8794 finished with value: 0.9934604341897778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 1, 'rf_n_estimators': 99}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:02:12,240] Trial 8795 finished with value: 0.9970232776962279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 35, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:02:13,713] Trial 8796 finished with value: 0.9955552137454861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 97}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:02:16,231] Trial 8797 finished with value: 0.9975600076055908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:02:21,479] Trial 8798 finished with value: 0.9973003417891819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 24, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:02:22,981] Trial 8799 finished with value: 0.9972785840571428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 86}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:02:24,633] Trial 8800 finished with value: 0.9899162453684154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:02:26,881] Trial 8801 finished with value: 0.9973052672585179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:02:31,500] Trial 8802 finished with value: 0.9971578561039646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 27, 'rf_n_estimators': 82}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:02:32,709] Trial 8803 finished with value: 0.9971913225848273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 101}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:02:33,500] Trial 8804 finished with value: 0.9969303777307471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 22}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:02:36,387] Trial 8805 finished with value: 0.997306178263414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 92}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:02:38,284] Trial 8806 finished with value: 0.9960703538480784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 71}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:02:41,169] Trial 8807 finished with value: 0.9974674496160629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:02:44,027] Trial 8808 finished with value: 0.9970595079140735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 18, 'rf_n_estimators': 79}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:02:52,495] Trial 8809 finished with value: 0.997118776964593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 45, 'rf_n_estimators': 97}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:02:55,902] Trial 8810 finished with value: 0.9974620180540544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 101}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:03:02,629] Trial 8811 finished with value: 0.9971621490685427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 31, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:03:04,057] Trial 8812 finished with value: 0.9867289765476827 and parameters: {'classifier': 'SVC', 'svc_c': 647114.117618827, 'svc_kernel': 'sigmoid'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:03:06,012] Trial 8813 finished with value: 0.9974599393163288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:03:08,372] Trial 8814 finished with value: 0.9976103730305002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:03:12,462] Trial 8815 finished with value: 0.9973423444024242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 20, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:03:18,987] Trial 8816 finished with value: 0.9970751684132324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 33, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:03:21,301] Trial 8817 finished with value: 0.9974123110955114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 98}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:03:23,390] Trial 8818 finished with value: 0.997413208548321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:03:24,733] Trial 8819 finished with value: 0.9946371205052004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 13, 'rf_n_estimators': 101}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:03:26,499] Trial 8820 finished with value: 0.9966357381685115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:03:28,484] Trial 8821 finished with value: 0.9967944376715665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 14, 'rf_n_estimators': 73}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:03:29,565] Trial 8822 finished with value: 0.9971276581197644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 77}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:03:32,254] Trial 8823 finished with value: 0.9974981357610178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 84}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:03:34,656] Trial 8824 finished with value: 0.9974027934366054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 91}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:03:37,845] Trial 8825 finished with value: 0.9970882639181854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:03:42,163] Trial 8826 finished with value: 0.9951264675277706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 57, 'rf_n_estimators': 35}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:03:43,994] Trial 8827 finished with value: 0.9977385135623957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 99}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:03:46,631] Trial 8828 finished with value: 0.9973024719740554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:03:48,935] Trial 8829 finished with value: 0.997420670892077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:03:49,812] Trial 8830 finished with value: 0.9957072704092939 and parameters: {'classifier': 'SVC', 'svc_c': 6498.867920636528, 'svc_kernel': 'rbf'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:03:52,059] Trial 8831 finished with value: 0.9970740985918475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:03:55,045] Trial 8832 finished with value: 0.9974496691833745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:03:56,803] Trial 8833 finished with value: 0.9975564052896173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 96}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:04:00,742] Trial 8834 finished with value: 0.9973834323291734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:04:02,853] Trial 8835 finished with value: 0.9975434425125932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:04:05,050] Trial 8836 finished with value: 0.9974313095973506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 81}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:04:07,278] Trial 8837 finished with value: 0.996619282444343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 18, 'rf_n_estimators': 75}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:04:12,369] Trial 8838 finished with value: 0.9966721965184359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 24, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:04:13,918] Trial 8839 finished with value: 0.9976044990103236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 88}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:04:16,877] Trial 8840 finished with value: 0.9971940089765293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 100}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:04:21,580] Trial 8841 finished with value: 0.9972095830851041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 26, 'rf_n_estimators': 92}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:04:26,751] Trial 8842 finished with value: 0.9970096141144693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 27, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:04:28,893] Trial 8843 finished with value: 0.9972401076841099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 69}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:04:30,007] Trial 8844 finished with value: 0.9971010615311388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:04:33,578] Trial 8845 finished with value: 0.9971199126738738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 97}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:04:35,477] Trial 8846 finished with value: 0.9974797664631941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:04:37,282] Trial 8847 finished with value: 0.9973583470362257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 100}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:04:39,314] Trial 8848 finished with value: 0.997030505115993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 85}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:04:40,807] Trial 8849 finished with value: 0.9968017119999587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:04:42,445] Trial 8850 finished with value: 0.9867336991483141 and parameters: {'classifier': 'SVC', 'svc_c': 142370661.7895461, 'svc_kernel': 'sigmoid'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:04:45,496] Trial 8851 finished with value: 0.9972818605200205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:04:49,468] Trial 8852 finished with value: 0.9974370483188277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 125}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:04:52,077] Trial 8853 finished with value: 0.9976230276324426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 102}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:04:55,094] Trial 8854 finished with value: 0.9972394057050725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:04:59,727] Trial 8855 finished with value: 0.9971383926100428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:05:00,744] Trial 8856 finished with value: 0.9970734294615441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 97}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:05:03,530] Trial 8857 finished with value: 0.997670578317552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:05:05,395] Trial 8858 finished with value: 0.9973277338249823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:05:08,314] Trial 8859 finished with value: 0.9973786834812923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:05:10,382] Trial 8860 finished with value: 0.9974559994994471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 93}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:05:11,634] Trial 8861 finished with value: 0.997346756860224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 6, 'rf_n_estimators': 66}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:05:15,444] Trial 8862 finished with value: 0.997405510899719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 89}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:05:18,566] Trial 8863 finished with value: 0.9970266464846785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 15, 'rf_n_estimators': 100}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:05:20,929] Trial 8864 finished with value: 0.9974653822722462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:05:22,471] Trial 8865 finished with value: 0.997242346095248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 78}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:05:26,461] Trial 8866 finished with value: 0.9972561287893735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:06:41,041] Trial 8867 finished with value: 0.990436873431278 and parameters: {'classifier': 'SVC', 'svc_c': 11096443.992491465, 'svc_kernel': 'rbf'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:06:43,742] Trial 8868 finished with value: 0.9973869384158115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:06:46,942] Trial 8869 finished with value: 0.9945864779131451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 37, 'rf_n_estimators': 99}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:06:49,651] Trial 8870 finished with value: 0.9974169471468693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:06:54,700] Trial 8871 finished with value: 0.9965254064112558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 38, 'rf_n_estimators': 73}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:06:56,568] Trial 8872 finished with value: 0.9970449897891559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 82}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:06:58,361] Trial 8873 finished with value: 0.9968116798610822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 102}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:07:01,268] Trial 8874 finished with value: 0.9974103435674135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:07:04,154] Trial 8875 finished with value: 0.9973583654759498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 96}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:07:07,070] Trial 8876 finished with value: 0.9973600268601922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:07:09,171] Trial 8877 finished with value: 0.9969233591781513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:07:10,727] Trial 8878 finished with value: 0.9973123909588013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 93}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:07:12,019] Trial 8879 finished with value: 0.9940746321418722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 8}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:07:14,753] Trial 8880 finished with value: 0.997343139563958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:07:21,010] Trial 8881 finished with value: 0.9972579288682716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 32, 'rf_n_estimators': 102}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:07:22,925] Trial 8882 finished with value: 0.9974790886049664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 80}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:07:24,563] Trial 8883 finished with value: 0.997436839705562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 86}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:07:28,160] Trial 8884 finished with value: 0.9971318342253673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 14, 'rf_n_estimators': 98}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:07:30,119] Trial 8885 finished with value: 0.9972170794836349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:07:32,036] Trial 8886 finished with value: 0.9853886086711799 and parameters: {'classifier': 'SVC', 'svc_c': 0.024527737132667156, 'svc_kernel': 'sigmoid'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:07:34,201] Trial 8887 finished with value: 0.9961787495929785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 16, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:07:36,121] Trial 8888 finished with value: 0.9972937328142817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 76}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:07:37,358] Trial 8889 finished with value: 0.9944585500569674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 101}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:07:39,941] Trial 8890 finished with value: 0.9976284086677025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:07:42,355] Trial 8891 finished with value: 0.9975033873056153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:07:54,518] Trial 8892 finished with value: 0.9964749702742886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 66, 'rf_n_estimators': 95}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:08:07,482] Trial 8893 finished with value: 0.9961949616969692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 68, 'rf_n_estimators': 114}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:08:10,357] Trial 8894 finished with value: 0.9967475887115914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 12, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:08:14,287] Trial 8895 finished with value: 0.997393024857803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 18, 'rf_n_estimators': 99}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:08:15,215] Trial 8896 finished with value: 0.996829942138682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 89}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:08:17,356] Trial 8897 finished with value: 0.9974484436240777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:08:19,421] Trial 8898 finished with value: 0.9964827752287558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:08:21,702] Trial 8899 finished with value: 0.9976417384618886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 97}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:08:23,443] Trial 8900 finished with value: 0.9973496900458946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:08:25,966] Trial 8901 finished with value: 0.9975363987918366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 83}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:08:29,431] Trial 8902 finished with value: 0.9970727816273768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:08:31,155] Trial 8903 finished with value: 0.9977294840642447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 92}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:08:33,843] Trial 8904 finished with value: 0.9974862657201481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 100}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:08:35,695] Trial 8905 finished with value: 0.9853466564259966 and parameters: {'classifier': 'SVC', 'svc_c': 0.0030502757153375868, 'svc_kernel': 'rbf'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:08:39,008] Trial 8906 finished with value: 0.9973027305745256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:08:42,164] Trial 8907 finished with value: 0.9974744383667639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:08:44,551] Trial 8908 finished with value: 0.997305770431303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:08:46,171] Trial 8909 finished with value: 0.9975653976226786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 79}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:08:48,116] Trial 8910 finished with value: 0.9975466417888801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:08:52,098] Trial 8911 finished with value: 0.9976931598387172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:08:54,546] Trial 8912 finished with value: 0.9900647355800851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 48, 'rf_n_estimators': 69}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:08:55,907] Trial 8913 finished with value: 0.9971892448944527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 4, 'rf_n_estimators': 113}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:09:01,586] Trial 8914 finished with value: 0.9965389663370087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 41, 'rf_n_estimators': 97}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:09:02,816] Trial 8915 finished with value: 0.996981357633283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 3, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:09:05,586] Trial 8916 finished with value: 0.995945367461165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 28, 'rf_n_estimators': 72}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:09:07,253] Trial 8917 finished with value: 0.9975335654536231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 101}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:09:12,489] Trial 8918 finished with value: 0.9975606070077113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:09:15,253] Trial 8919 finished with value: 0.9976184044031992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 95}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:09:17,225] Trial 8920 finished with value: 0.9974854289502176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 99}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:09:19,142] Trial 8921 finished with value: 0.9971090777331182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 10, 'rf_n_estimators': 75}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:09:31,486] Trial 8922 finished with value: 0.9964787079524376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 61, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:09:34,021] Trial 8923 finished with value: 0.985205317494852 and parameters: {'classifier': 'SVC', 'svc_c': 2.367201903522695e-06, 'svc_kernel': 'sigmoid'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:09:37,654] Trial 8924 finished with value: 0.9972650730712432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 87}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:09:40,165] Trial 8925 finished with value: 0.9969933663688083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:09:41,198] Trial 8926 finished with value: 0.9969930607010214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 91}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:09:43,857] Trial 8927 finished with value: 0.9972536106720571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 102}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:09:46,257] Trial 8928 finished with value: 0.9973000949317375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:09:49,061] Trial 8929 finished with value: 0.997580423458902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:09:50,750] Trial 8930 finished with value: 0.9962842450326801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:09:58,673] Trial 8931 finished with value: 0.9970116065885622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 39, 'rf_n_estimators': 99}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:09:59,608] Trial 8932 finished with value: 0.9887575243589927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 94}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:10:02,329] Trial 8933 finished with value: 0.9971388570625807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:10:18,113] Trial 8934 finished with value: 0.9962750037792102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 73, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:10:19,410] Trial 8935 finished with value: 0.9969095613450439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 84}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:10:20,992] Trial 8936 finished with value: 0.9954863839042444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 13, 'rf_n_estimators': 97}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:10:25,792] Trial 8937 finished with value: 0.9972479523109614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 24, 'rf_n_estimators': 101}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:10:37,379] Trial 8938 finished with value: 0.9966747278387219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 59, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:10:39,583] Trial 8939 finished with value: 0.9973181961077188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:10:41,531] Trial 8940 finished with value: 0.996990241041846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 80}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:10:48,538] Trial 8941 finished with value: 0.9973835381116188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 30, 'rf_n_estimators': 123}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:10:49,670] Trial 8942 finished with value: 0.9889599707906847 and parameters: {'classifier': 'SVC', 'svc_c': 2.57165250245515, 'svc_kernel': 'rbf'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:10:52,648] Trial 8943 finished with value: 0.9969672775549644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 77}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:10:55,072] Trial 8944 finished with value: 0.9977038829668249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:10:58,028] Trial 8945 finished with value: 0.997281065675866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:11:00,486] Trial 8946 finished with value: 0.9933254882888108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 36, 'rf_n_estimators': 65}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:11:03,427] Trial 8947 finished with value: 0.9974440823277847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 90}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:11:06,043] Trial 8948 finished with value: 0.9970647677740029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:11:08,674] Trial 8949 finished with value: 0.9974347376722124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:11:11,756] Trial 8950 finished with value: 0.9974289075772996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 17, 'rf_n_estimators': 94}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:11:14,249] Trial 8951 finished with value: 0.9970153555654063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 7, 'rf_n_estimators': 100}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:11:16,032] Trial 8952 finished with value: 0.9976785567831593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:11:18,075] Trial 8953 finished with value: 0.9973538677701307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 97}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:11:20,426] Trial 8954 finished with value: 0.9974793649469268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:11:22,782] Trial 8955 finished with value: 0.9972987201090616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:11:25,747] Trial 8956 finished with value: 0.9975451580417056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:11:28,111] Trial 8957 finished with value: 0.9953704670687215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 15, 'rf_n_estimators': 102}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:11:30,650] Trial 8958 finished with value: 0.9975863098568626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:11:39,104] Trial 8959 finished with value: 0.9968694233021274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 51, 'rf_n_estimators': 86}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:11:41,685] Trial 8960 finished with value: 0.9973132117328264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 100}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:11:42,545] Trial 8961 finished with value: 0.9931060304339283 and parameters: {'classifier': 'SVC', 'svc_c': 1852.7417344767834, 'svc_kernel': 'sigmoid'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:11:52,861] Trial 8962 finished with value: 0.9964404800554822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 46, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:11:56,273] Trial 8963 finished with value: 0.9970736677814913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 83}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:12:01,056] Trial 8964 finished with value: 0.9969435668625272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 21, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:12:02,723] Trial 8965 finished with value: 0.9965797025125293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:12:05,635] Trial 8966 finished with value: 0.9970756637150163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 93}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:12:07,436] Trial 8967 finished with value: 0.9975704936832676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 99}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:12:09,836] Trial 8968 finished with value: 0.9972298415501322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:12:12,655] Trial 8969 finished with value: 0.9972206005823034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:12:13,684] Trial 8970 finished with value: 0.9967604293928852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 72}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:12:15,309] Trial 8971 finished with value: 0.9973694753304599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 96}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:12:17,857] Trial 8972 finished with value: 0.9973300942048988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:12:28,194] Trial 8973 finished with value: 0.9963883403228561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 64, 'rf_n_estimators': 79}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:12:29,726] Trial 8974 finished with value: 0.997348292118022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 75}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:12:30,759] Trial 8975 finished with value: 0.9968283280439216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 1, 'rf_n_estimators': 89}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:12:33,730] Trial 8976 finished with value: 0.9974183607850059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 101}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:12:36,001] Trial 8977 finished with value: 0.9973026496745994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:12:38,806] Trial 8978 finished with value: 0.9973916948490528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:12:41,459] Trial 8979 finished with value: 0.9974452462838032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 98}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:12:45,016] Trial 8980 finished with value: 0.9974079448481049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:12:47,781] Trial 8981 finished with value: 0.9975045645280792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:12:49,611] Trial 8982 finished with value: 0.9850759360742503 and parameters: {'classifier': 'SVC', 'svc_c': 7.958044507898592e-10, 'svc_kernel': 'rbf'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:12:50,865] Trial 8983 finished with value: 0.997347851024584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 70}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:12:52,173] Trial 8984 finished with value: 0.997340898359884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 81}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:12:55,139] Trial 8985 finished with value: 0.9971236692678156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 92}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:12:58,155] Trial 8986 finished with value: 0.997117641191836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 102}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:13:00,327] Trial 8987 finished with value: 0.9972837372142273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:13:11,926] Trial 8988 finished with value: 0.9968756968073453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 56, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:13:13,727] Trial 8989 finished with value: 0.9972254903464938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 95}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:13:16,692] Trial 8990 finished with value: 0.9973805888348294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:13:27,185] Trial 8991 finished with value: 0.9967477486071692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 55, 'rf_n_estimators': 98}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:13:33,890] Trial 8992 finished with value: 0.996930150392116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 36, 'rf_n_estimators': 114}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:13:36,687] Trial 8993 finished with value: 0.9973562582693213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:13:40,519] Trial 8994 finished with value: 0.9970804071039773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:13:54,313] Trial 8995 finished with value: 0.9958360303064538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 69, 'rf_n_estimators': 101}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:13:56,723] Trial 8996 finished with value: 0.9972110310636567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 86}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:14:02,750] Trial 8997 finished with value: 0.9970482069656225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 27, 'rf_n_estimators': 126}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:14:04,701] Trial 8998 finished with value: 0.9961166930020459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:14:06,622] Trial 8999 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 6.671490755309188e-05, 'svc_kernel': 'sigmoid'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:14:11,752] Trial 9000 finished with value: 0.9973969561371877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 25, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:14:14,031] Trial 9001 finished with value: 0.9975216553595141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 67}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:14:17,363] Trial 9002 finished with value: 0.9975238301044098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:14:19,035] Trial 9003 finished with value: 0.9972541658315345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 99}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:14:20,530] Trial 9004 finished with value: 0.997268229786996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 77}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:14:22,762] Trial 9005 finished with value: 0.9975989778839397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 95}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:14:24,364] Trial 9006 finished with value: 0.9970857243777812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:14:27,306] Trial 9007 finished with value: 0.997369923945782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 91}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:14:28,585] Trial 9008 finished with value: 0.9970617067163031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 3, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:14:33,979] Trial 9009 finished with value: 0.9967489049778279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 27, 'rf_n_estimators': 101}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:14:36,370] Trial 9010 finished with value: 0.9974997896868519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:14:38,949] Trial 9011 finished with value: 0.9970782488310556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 83}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:14:43,694] Trial 9012 finished with value: 0.9971208174898779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 18, 'rf_n_estimators': 114}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:14:57,393] Trial 9013 finished with value: 0.9951049008896726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 65, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:15:00,246] Trial 9014 finished with value: 0.9973232112049056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:15:02,076] Trial 9015 finished with value: 0.9971467091795785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 88}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:15:12,848] Trial 9016 finished with value: 0.9968978129555733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 56, 'rf_n_estimators': 98}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:15:15,287] Trial 9017 finished with value: 0.9973840562329584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:15:17,780] Trial 9018 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 8.173394778922492e-08, 'svc_kernel': 'rbf'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:15:19,576] Trial 9019 finished with value: 0.9974628546970332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 96}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:15:21,928] Trial 9020 finished with value: 0.9975708525437872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:15:22,898] Trial 9021 finished with value: 0.9903838592240871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 13, 'rf_n_estimators': 73}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:15:25,369] Trial 9022 finished with value: 0.9972987289639379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:15:36,316] Trial 9023 finished with value: 0.9954925787946657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 52, 'rf_n_estimators': 100}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:15:39,365] Trial 9024 finished with value: 0.9973162272783668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 16, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:15:41,571] Trial 9025 finished with value: 0.9974300458256131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:15:44,105] Trial 9026 finished with value: 0.997152039592876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:15:55,715] Trial 9027 finished with value: 0.9968759197026696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 52, 'rf_n_estimators': 114}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:15:57,427] Trial 9028 finished with value: 0.9975592604952491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 79}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:15:59,136] Trial 9029 finished with value: 0.9970689573047405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:16:07,168] Trial 9030 finished with value: 0.9970513344507625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 40, 'rf_n_estimators': 100}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:16:08,850] Trial 9031 finished with value: 0.9973799742619892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 97}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:16:11,341] Trial 9032 finished with value: 0.9974362190073056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 93}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:16:14,548] Trial 9033 finished with value: 0.9975037639076253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:16:17,034] Trial 9034 finished with value: 0.9971462159090206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:16:18,305] Trial 9035 finished with value: 0.9871120823532014 and parameters: {'classifier': 'SVC', 'svc_c': 200043.85912855656, 'svc_kernel': 'sigmoid'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:16:21,537] Trial 9036 finished with value: 0.9971733170986371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:16:25,597] Trial 9037 finished with value: 0.9968831380136551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 19, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:16:27,644] Trial 9038 finished with value: 0.9961214561637234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:16:31,292] Trial 9039 finished with value: 0.9972879468985362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 23, 'rf_n_estimators': 82}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:16:33,350] Trial 9040 finished with value: 0.9970384350226021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 76}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:16:36,003] Trial 9041 finished with value: 0.9974456952799802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:16:37,065] Trial 9042 finished with value: 0.9972632146580711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 2, 'rf_n_estimators': 90}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:16:38,919] Trial 9043 finished with value: 0.9974778571424187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:16:43,860] Trial 9044 finished with value: 0.9967476737691833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 25, 'rf_n_estimators': 99}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:16:45,443] Trial 9045 finished with value: 0.9975751948608117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 94}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:16:48,066] Trial 9046 finished with value: 0.9976026079388447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:16:50,512] Trial 9047 finished with value: 0.997541973174429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:16:53,189] Trial 9048 finished with value: 0.997390355636309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 85}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:16:55,182] Trial 9049 finished with value: 0.9965535320687874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:17:01,134] Trial 9050 finished with value: 0.9972499848382937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 26, 'rf_n_estimators': 121}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:17:03,661] Trial 9051 finished with value: 0.9974052431904692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 102}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:17:17,142] Trial 9052 finished with value: 0.9964184317629003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 69, 'rf_n_estimators': 97}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:17:19,896] Trial 9053 finished with value: 0.9976316084200579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:17:20,969] Trial 9054 finished with value: 0.9963864716583398 and parameters: {'classifier': 'SVC', 'svc_c': 31237.464659584915, 'svc_kernel': 'rbf'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:17:24,407] Trial 9055 finished with value: 0.9974954288983655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:17:26,224] Trial 9056 finished with value: 0.9969559370610807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 100}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:17:35,310] Trial 9057 finished with value: 0.9969779507910813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 45, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:17:37,931] Trial 9058 finished with value: 0.9970383557413092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 88}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:17:39,201] Trial 9059 finished with value: 0.9946221583986952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 17, 'rf_n_estimators': 70}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:17:50,849] Trial 9060 finished with value: 0.9967041499897736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 55, 'rf_n_estimators': 115}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:17:54,082] Trial 9061 finished with value: 0.993339116800182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 44, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:17:56,050] Trial 9062 finished with value: 0.9974608998323604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 74}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:17:58,383] Trial 9063 finished with value: 0.9973008203016128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:18:00,110] Trial 9064 finished with value: 0.9972836762457069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 92}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:18:01,804] Trial 9065 finished with value: 0.9972414787934506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 81}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:18:06,271] Trial 9066 finished with value: 0.9974663666551842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 102}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:18:08,701] Trial 9067 finished with value: 0.9973003975526852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 96}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:18:10,593] Trial 9068 finished with value: 0.9973330946114572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:18:12,440] Trial 9069 finished with value: 0.9968894244362015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 99}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:18:16,557] Trial 9070 finished with value: 0.9970280017568034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 19, 'rf_n_estimators': 113}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:18:19,732] Trial 9071 finished with value: 0.9973764172994851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:18:21,873] Trial 9072 finished with value: 0.9973566656253637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:18:23,843] Trial 9073 finished with value: 0.9960661227724198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 77}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:18:26,784] Trial 9074 finished with value: 0.99771706549712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:18:28,388] Trial 9075 finished with value: 0.9867327158444649 and parameters: {'classifier': 'SVC', 'svc_c': 1576344472.771189, 'svc_kernel': 'sigmoid'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:18:30,232] Trial 9076 finished with value: 0.9975009592287423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 101}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:18:32,441] Trial 9077 finished with value: 0.9966160420039903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 16, 'rf_n_estimators': 64}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:18:35,825] Trial 9078 finished with value: 0.9943675638555692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 43, 'rf_n_estimators': 94}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:18:42,130] Trial 9079 finished with value: 0.9973145372347941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 28, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:18:50,552] Trial 9080 finished with value: 0.9962286135906876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 56, 'rf_n_estimators': 84}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:18:52,366] Trial 9081 finished with value: 0.997379073222796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:18:53,495] Trial 9082 finished with value: 0.9908950457990219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 13, 'rf_n_estimators': 102}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:18:55,519] Trial 9083 finished with value: 0.9975149694519264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 98}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:19:06,235] Trial 9084 finished with value: 0.9965163229269239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 46, 'rf_n_estimators': 114}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:19:10,541] Trial 9085 finished with value: 0.9971762848151507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:19:12,568] Trial 9086 finished with value: 0.9973373013758788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 79}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:19:14,856] Trial 9087 finished with value: 0.997551581445061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 90}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:19:16,326] Trial 9088 finished with value: 0.9971976608353766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:19:18,857] Trial 9089 finished with value: 0.9974111223839249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:19:21,484] Trial 9090 finished with value: 0.9974487459593843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:19:23,292] Trial 9091 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 4.182874708179742e-09, 'svc_kernel': 'rbf'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:19:26,811] Trial 9092 finished with value: 0.9960780988179007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 29, 'rf_n_estimators': 100}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:19:29,764] Trial 9093 finished with value: 0.9974894293865025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:19:31,881] Trial 9094 finished with value: 0.997441945668378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:19:35,373] Trial 9095 finished with value: 0.9973340984497326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 96}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:19:36,505] Trial 9096 finished with value: 0.9970957549847478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 2, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:19:38,040] Trial 9097 finished with value: 0.9972855949291652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 86}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:19:40,490] Trial 9098 finished with value: 0.9973529507032942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:19:55,034] Trial 9099 finished with value: 0.9959083073287774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 68, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:19:57,234] Trial 9100 finished with value: 0.9973448065340721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 16, 'rf_n_estimators': 68}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:20:00,089] Trial 9101 finished with value: 0.9975400203409824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:20:01,392] Trial 9102 finished with value: 0.9954237296250384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:20:03,521] Trial 9103 finished with value: 0.9972655008030221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 72}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:20:04,205] Trial 9104 finished with value: 0.9962649064909003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 25}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:20:10,145] Trial 9105 finished with value: 0.9968575741130627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 32, 'rf_n_estimators': 93}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:20:12,585] Trial 9106 finished with value: 0.9973808024309466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 100}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:20:15,425] Trial 9107 finished with value: 0.9971395842732548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 97}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:20:17,939] Trial 9108 finished with value: 0.9973389350846658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:20:20,351] Trial 9109 finished with value: 0.9973993567925087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:20:22,256] Trial 9110 finished with value: 0.9852509547015201 and parameters: {'classifier': 'SVC', 'svc_c': 0.0010513721343738253, 'svc_kernel': 'sigmoid'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:20:24,794] Trial 9111 finished with value: 0.9970273074583395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:20:34,890] Trial 9112 finished with value: 0.996772084663335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 45, 'rf_n_estimators': 116}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:20:38,985] Trial 9113 finished with value: 0.9973087324984693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:20:41,627] Trial 9114 finished with value: 0.9970239514602657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 11, 'rf_n_estimators': 101}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:20:43,935] Trial 9115 finished with value: 0.9973715369297155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:20:45,538] Trial 9116 finished with value: 0.9974534906495993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 88}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:20:48,351] Trial 9117 finished with value: 0.9975458825229196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:20:51,571] Trial 9118 finished with value: 0.9970784911817171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 98}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:20:55,847] Trial 9119 finished with value: 0.997096819886757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 22, 'rf_n_estimators': 95}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:20:57,750] Trial 9120 finished with value: 0.9971232379813912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 81}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:20:59,458] Trial 9121 finished with value: 0.9975627672166455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 91}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:21:03,137] Trial 9122 finished with value: 0.9976471497116365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:21:04,753] Trial 9123 finished with value: 0.9974994636115905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 75}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:21:06,494] Trial 9124 finished with value: 0.9973543379037539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:21:08,401] Trial 9125 finished with value: 0.9975382507304755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:21:11,333] Trial 9126 finished with value: 0.9972861983619999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 101}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:21:15,284] Trial 9127 finished with value: 0.99742787634921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:21:17,902] Trial 9128 finished with value: 0.9971375179767888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 78}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:21:18,785] Trial 9129 finished with value: 0.9942016195086377 and parameters: {'classifier': 'SVC', 'svc_c': 346.9107151270704, 'svc_kernel': 'rbf'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:21:21,516] Trial 9130 finished with value: 0.9973724684690377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:21:23,118] Trial 9131 finished with value: 0.9972466625776155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 84}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:21:26,168] Trial 9132 finished with value: 0.9965351551221279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 14, 'rf_n_estimators': 98}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:21:29,498] Trial 9133 finished with value: 0.9966880441125593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:21:31,898] Trial 9134 finished with value: 0.99737408116733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:21:35,416] Trial 9135 finished with value: 0.997071901154348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:21:37,191] Trial 9136 finished with value: 0.9972923537069884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:21:39,660] Trial 9137 finished with value: 0.9969783395487098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:21:41,903] Trial 9138 finished with value: 0.9975177658154776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:21:44,964] Trial 9139 finished with value: 0.9974087280127096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 11, 'rf_n_estimators': 94}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:21:46,402] Trial 9140 finished with value: 0.9972901480176329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:21:49,433] Trial 9141 finished with value: 0.9973347436496537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:21:53,304] Trial 9142 finished with value: 0.9972443994109096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:21:58,263] Trial 9143 finished with value: 0.9971210994177099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 25, 'rf_n_estimators': 99}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:22:13,851] Trial 9144 finished with value: 0.9963716836977331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 72, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:22:15,822] Trial 9145 finished with value: 0.9973326346022264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 96}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:22:16,908] Trial 9146 finished with value: 0.9969579079216588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 1, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:22:18,739] Trial 9147 finished with value: 0.9855093726151455 and parameters: {'classifier': 'SVC', 'svc_c': 0.3528117534681409, 'svc_kernel': 'sigmoid'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:22:20,138] Trial 9148 finished with value: 0.9971471515425329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:22:21,480] Trial 9149 finished with value: 0.9969128869382023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 92}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:22:25,041] Trial 9150 finished with value: 0.9974021292574159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:22:26,867] Trial 9151 finished with value: 0.9973596955481762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 102}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:22:29,778] Trial 9152 finished with value: 0.9969343006313243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 18, 'rf_n_estimators': 70}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:22:31,596] Trial 9153 finished with value: 0.9974100334245818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 81}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:22:32,476] Trial 9154 finished with value: 0.9942757700513774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 2, 'rf_n_estimators': 88}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:22:35,613] Trial 9155 finished with value: 0.9975511685348847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:22:49,204] Trial 9156 finished with value: 0.9962396248355191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 74, 'rf_n_estimators': 119}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:22:57,224] Trial 9157 finished with value: 0.9969539449995805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 42, 'rf_n_estimators': 99}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:22:59,866] Trial 9158 finished with value: 0.9975630684411252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:23:07,997] Trial 9159 finished with value: 0.9969380612242423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 39, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:23:08,869] Trial 9160 finished with value: 0.9958896727020471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 19}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:23:11,125] Trial 9161 finished with value: 0.996012158364017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 15, 'rf_n_estimators': 74}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:23:13,881] Trial 9162 finished with value: 0.9973274936324984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 101}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:23:15,451] Trial 9163 finished with value: 0.9974531635587249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 116}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:23:18,374] Trial 9164 finished with value: 0.9972232276241185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:23:26,670] Trial 9165 finished with value: 0.996792094112741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 44, 'rf_n_estimators': 96}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:24:25,607] Trial 9166 finished with value: 0.989965427699348 and parameters: {'classifier': 'SVC', 'svc_c': 292335381.7956483, 'svc_kernel': 'rbf'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:24:27,356] Trial 9167 finished with value: 0.9974271007064893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:24:36,137] Trial 9168 finished with value: 0.9958607820974695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 62, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:24:37,796] Trial 9169 finished with value: 0.9969725923214736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:24:41,410] Trial 9170 finished with value: 0.997161260216706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 78}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:24:43,697] Trial 9171 finished with value: 0.9973876701332682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:24:45,387] Trial 9172 finished with value: 0.9952433228214793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 85}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:24:46,436] Trial 9173 finished with value: 0.9898443083542946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:24:49,138] Trial 9174 finished with value: 0.9972097089259074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 12, 'rf_n_estimators': 100}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:24:52,902] Trial 9175 finished with value: 0.9972114162031639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 92}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:24:55,998] Trial 9176 finished with value: 0.9974561094712965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:24:57,891] Trial 9177 finished with value: 0.9973444456105881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 67}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:25:03,575] Trial 9178 finished with value: 0.996349555901693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 38, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:25:08,764] Trial 9179 finished with value: 0.996985962740181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 31, 'rf_n_estimators': 98}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:25:12,063] Trial 9180 finished with value: 0.9973986013033592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 16, 'rf_n_estimators': 94}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:25:13,251] Trial 9181 finished with value: 0.9942964019763626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 89}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:25:16,170] Trial 9182 finished with value: 0.9975242937635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:25:18,595] Trial 9183 finished with value: 0.9974073492862713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:25:20,910] Trial 9184 finished with value: 0.9972980065774258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:25:22,530] Trial 9185 finished with value: 0.9867325520133865 and parameters: {'classifier': 'SVC', 'svc_c': 9653649307.875921, 'svc_kernel': 'sigmoid'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:25:33,650] Trial 9186 finished with value: 0.996580684673814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 54, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:25:35,155] Trial 9187 finished with value: 0.9972903878609998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 82}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:25:38,830] Trial 9188 finished with value: 0.9972262517071561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:25:41,376] Trial 9189 finished with value: 0.9971929367748013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 98}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:25:42,632] Trial 9190 finished with value: 0.9969242063263776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 32}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:25:56,091] Trial 9191 finished with value: 0.9966402076910689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 66, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:25:59,789] Trial 9192 finished with value: 0.997356220247308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:26:11,220] Trial 9193 finished with value: 0.9968738252864178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 54, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:26:13,412] Trial 9194 finished with value: 0.9974827118996968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:26:15,566] Trial 9195 finished with value: 0.9974326199603363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 100}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:26:19,139] Trial 9196 finished with value: 0.9965897867248215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 26, 'rf_n_estimators': 63}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:26:20,270] Trial 9197 finished with value: 0.9969861990923782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:26:23,259] Trial 9198 finished with value: 0.997170210909633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 76}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:26:25,680] Trial 9199 finished with value: 0.9969330061372922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:26:27,920] Trial 9200 finished with value: 0.9974056564497626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 97}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:26:30,279] Trial 9201 finished with value: 0.9975758180346248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:26:34,179] Trial 9202 finished with value: 0.9971079628121667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 95}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:26:36,213] Trial 9203 finished with value: 0.9975199369739899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:26:38,665] Trial 9204 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.9369218983358956e-07, 'svc_kernel': 'rbf'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:26:41,181] Trial 9205 finished with value: 0.997061119501539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 101}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:26:48,963] Trial 9206 finished with value: 0.9969557269243953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 41, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:26:51,194] Trial 9207 finished with value: 0.9972517006530475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 72}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:26:53,766] Trial 9208 finished with value: 0.9970913962909633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 14, 'rf_n_estimators': 79}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:26:55,947] Trial 9209 finished with value: 0.997444965466798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 10, 'rf_n_estimators': 86}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:26:58,380] Trial 9210 finished with value: 0.9969592608134407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:27:00,075] Trial 9211 finished with value: 0.9974689664341369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:27:03,956] Trial 9212 finished with value: 0.9970032407935322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 18, 'rf_n_estimators': 102}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:27:06,120] Trial 9213 finished with value: 0.9971541815207754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:27:15,816] Trial 9214 finished with value: 0.9966664942003384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 54, 'rf_n_estimators': 90}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:27:19,676] Trial 9215 finished with value: 0.9973751069047615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:27:28,612] Trial 9216 finished with value: 0.9969557210211447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 43, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:27:30,832] Trial 9217 finished with value: 0.9972509644605458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 99}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:27:32,574] Trial 9218 finished with value: 0.9976446388623005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 83}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:27:35,013] Trial 9219 finished with value: 0.9973967119457275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:27:39,061] Trial 9220 finished with value: 0.9973972849101712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:27:46,647] Trial 9221 finished with value: 0.996827142823505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 41, 'rf_n_estimators': 93}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:27:48,739] Trial 9222 finished with value: 0.9973230060828095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:27:50,145] Trial 9223 finished with value: 0.9867030667991125 and parameters: {'classifier': 'SVC', 'svc_c': 3776716.8266200055, 'svc_kernel': 'sigmoid'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:27:55,374] Trial 9224 finished with value: 0.9971125866761682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 24, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:27:57,355] Trial 9225 finished with value: 0.9974043951853195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 97}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:28:01,504] Trial 9226 finished with value: 0.9974912942424697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:28:04,320] Trial 9227 finished with value: 0.99727823859002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:28:05,333] Trial 9228 finished with value: 0.989327886897164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:28:06,397] Trial 9229 finished with value: 0.9967989374086118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 1, 'rf_n_estimators': 95}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:28:07,881] Trial 9230 finished with value: 0.9973369872023327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:28:15,211] Trial 9231 finished with value: 0.9967298160229522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 41, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:28:17,563] Trial 9232 finished with value: 0.9972876858542472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:28:19,903] Trial 9233 finished with value: 0.9976247136453011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 74}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:28:30,978] Trial 9234 finished with value: 0.996517006434499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 62, 'rf_n_estimators': 100}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:28:34,399] Trial 9235 finished with value: 0.997335845208946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:28:36,405] Trial 9236 finished with value: 0.9972045569748635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:28:38,521] Trial 9237 finished with value: 0.9967495802018093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 6, 'rf_n_estimators': 80}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:28:40,733] Trial 9238 finished with value: 0.9969184201567286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 90}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:28:41,861] Trial 9239 finished with value: 0.9934388881178439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:28:44,399] Trial 9240 finished with value: 0.9972839702339439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 99}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:28:45,240] Trial 9241 finished with value: 0.9912893512455908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 2, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:28:50,205] Trial 9242 finished with value: 0.9932313768239261 and parameters: {'classifier': 'SVC', 'svc_c': 1093526.5289932105, 'svc_kernel': 'rbf'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:28:52,571] Trial 9243 finished with value: 0.9970094007405174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:28:55,146] Trial 9244 finished with value: 0.9972122145067503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:28:56,063] Trial 9245 finished with value: 0.9946532310161493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 3, 'rf_n_estimators': 77}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:28:58,219] Trial 9246 finished with value: 0.9975055471336945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:29:01,239] Trial 9247 finished with value: 0.9974111979836205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 101}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:29:04,859] Trial 9248 finished with value: 0.9973959681361281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 86}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:29:06,203] Trial 9249 finished with value: 0.9971277181044096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 70}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:29:10,304] Trial 9250 finished with value: 0.9971676816523107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 20, 'rf_n_estimators': 96}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:29:13,234] Trial 9251 finished with value: 0.9972399959349377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:29:21,653] Trial 9252 finished with value: 0.9963627725502389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 40, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:29:24,791] Trial 9253 finished with value: 0.9973945149208209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:29:27,023] Trial 9254 finished with value: 0.9964704229621199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:29:28,781] Trial 9255 finished with value: 0.9974953818310487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 92}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:29:30,167] Trial 9256 finished with value: 0.9968454142098842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:29:32,351] Trial 9257 finished with value: 0.9972786127164733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 99}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:29:34,975] Trial 9258 finished with value: 0.9974436760825691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:29:36,461] Trial 9259 finished with value: 0.9975232273698089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 83}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:29:38,533] Trial 9260 finished with value: 0.9853910673433958 and parameters: {'classifier': 'SVC', 'svc_c': 0.014096418648857054, 'svc_kernel': 'sigmoid'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:29:40,761] Trial 9261 finished with value: 0.997516740871494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:29:42,593] Trial 9262 finished with value: 0.9972780262634191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 97}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:29:44,910] Trial 9263 finished with value: 0.9975548573366563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 101}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:29:48,646] Trial 9264 finished with value: 0.997003278942497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:29:56,982] Trial 9265 finished with value: 0.9971880309512299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 39, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:30:03,418] Trial 9266 finished with value: 0.9967886767335541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 36, 'rf_n_estimators': 94}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:30:06,792] Trial 9267 finished with value: 0.9972789063873311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:30:10,806] Trial 9268 finished with value: 0.9974096100091582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 22, 'rf_n_estimators': 87}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:30:13,992] Trial 9269 finished with value: 0.9971296821095997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:30:17,847] Trial 9270 finished with value: 0.9973280825293717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:30:20,713] Trial 9271 finished with value: 0.9975255683261262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 102}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:30:24,178] Trial 9272 finished with value: 0.9976529077614992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:30:26,151] Trial 9273 finished with value: 0.9973260638080291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 98}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:30:31,233] Trial 9274 finished with value: 0.996854506263451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 37, 'rf_n_estimators': 67}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:30:33,459] Trial 9275 finished with value: 0.9965946630321391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:30:36,013] Trial 9276 finished with value: 0.9973516792192451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 80}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:30:38,632] Trial 9277 finished with value: 0.9973843041377536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:31:20,870] Trial 9278 finished with value: 0.9896838265773077 and parameters: {'classifier': 'SVC', 'svc_c': 33976724.76306057, 'svc_kernel': 'rbf'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:31:22,717] Trial 9279 finished with value: 0.9964995394453849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 76}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:31:25,287] Trial 9280 finished with value: 0.99732468873145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:31:28,163] Trial 9281 finished with value: 0.9972950461923685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 101}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:31:30,344] Trial 9282 finished with value: 0.9971978347591094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 95}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:31:33,235] Trial 9283 finished with value: 0.997122349986478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:31:34,833] Trial 9284 finished with value: 0.9974213273589551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 91}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:31:46,343] Trial 9285 finished with value: 0.9959856623210824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 48, 'rf_n_estimators': 116}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:31:48,258] Trial 9286 finished with value: 0.9974997943840621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:31:50,546] Trial 9287 finished with value: 0.9975340716097714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:31:58,055] Trial 9288 finished with value: 0.9970653997392164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 34, 'rf_n_estimators': 124}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:31:59,040] Trial 9289 finished with value: 0.9893887977178988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 99}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:32:03,254] Trial 9290 finished with value: 0.9974601154299773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 19, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:32:05,734] Trial 9291 finished with value: 0.9967208991626347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 72}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:32:07,757] Trial 9292 finished with value: 0.9941284833411591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 29, 'rf_n_estimators': 88}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:32:09,553] Trial 9293 finished with value: 0.9952397490378845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:32:12,358] Trial 9294 finished with value: 0.9975530419600868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:32:25,287] Trial 9295 finished with value: 0.9963310822496297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 72, 'rf_n_estimators': 97}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:32:28,247] Trial 9296 finished with value: 0.9971362295129592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:32:30,154] Trial 9297 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 2.627284879659662e-05, 'svc_kernel': 'sigmoid'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:32:31,169] Trial 9298 finished with value: 0.9951416101277554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 15}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:32:33,106] Trial 9299 finished with value: 0.9969743490463898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 7, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:32:35,378] Trial 9300 finished with value: 0.9970437833043414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 84}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:32:37,961] Trial 9301 finished with value: 0.9972713650161854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 93}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:32:41,289] Trial 9302 finished with value: 0.9971183004516501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:32:42,508] Trial 9303 finished with value: 0.9972597544961851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 101}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:32:53,758] Trial 9304 finished with value: 0.9958449543395383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 50, 'rf_n_estimators': 114}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:32:54,808] Trial 9305 finished with value: 0.9965880254931223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:32:58,971] Trial 9306 finished with value: 0.9971516678785037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 99}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:33:02,075] Trial 9307 finished with value: 0.9973053820862671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:33:03,311] Trial 9308 finished with value: 0.9970055272558622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 81}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:33:08,997] Trial 9309 finished with value: 0.9970306226732024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 32, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:33:10,006] Trial 9310 finished with value: 0.9960398934231217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 2, 'rf_n_estimators': 96}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:33:11,662] Trial 9311 finished with value: 0.9972616848274553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 78}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:33:13,609] Trial 9312 finished with value: 0.9970834895530266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 74}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:33:16,385] Trial 9313 finished with value: 0.9974777207963682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:33:19,179] Trial 9314 finished with value: 0.9974315719428938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 102}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:33:22,914] Trial 9315 finished with value: 0.9975772963228788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:33:26,569] Trial 9316 finished with value: 0.9975636547037521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:33:28,391] Trial 9317 finished with value: 0.9853856592674387 and parameters: {'classifier': 'SVC', 'svc_c': 0.06101524542189338, 'svc_kernel': 'rbf'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:33:30,889] Trial 9318 finished with value: 0.9975090506178242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 100}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:33:33,147] Trial 9319 finished with value: 0.99746725855386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:33:34,412] Trial 9320 finished with value: 0.9960412094989306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:33:36,586] Trial 9321 finished with value: 0.996913735641586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 91}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:33:38,855] Trial 9322 finished with value: 0.9975092957931594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:33:42,724] Trial 9323 finished with value: 0.9974967868682123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:33:45,368] Trial 9324 finished with value: 0.9974582235650509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:33:47,308] Trial 9325 finished with value: 0.9974492305972312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:33:49,790] Trial 9326 finished with value: 0.9973715027479892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:33:51,223] Trial 9327 finished with value: 0.9974502857557029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 69}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:33:53,055] Trial 9328 finished with value: 0.9970858708164864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 4, 'rf_n_estimators': 94}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:33:55,557] Trial 9329 finished with value: 0.997155215129208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 99}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:33:57,942] Trial 9330 finished with value: 0.9975196450487172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 89}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:34:04,920] Trial 9331 finished with value: 0.9966308465317847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 34, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:34:06,484] Trial 9332 finished with value: 0.996992347740668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 65}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:34:09,619] Trial 9333 finished with value: 0.9975844113269755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 96}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:34:12,593] Trial 9334 finished with value: 0.9969306363312173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:34:13,468] Trial 9335 finished with value: 0.9916202756466106 and parameters: {'classifier': 'SVC', 'svc_c': 61.44185945476822, 'svc_kernel': 'sigmoid'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:34:14,975] Trial 9336 finished with value: 0.9972925026212502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 85}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:34:17,835] Trial 9337 finished with value: 0.9972245164370651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 101}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:34:27,083] Trial 9338 finished with value: 0.9965386467045425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 41, 'rf_n_estimators': 114}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:34:29,404] Trial 9339 finished with value: 0.9963911465251586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:34:31,361] Trial 9340 finished with value: 0.9957225376440414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 18, 'rf_n_estimators': 82}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:34:33,741] Trial 9341 finished with value: 0.9975145431483532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:34:37,159] Trial 9342 finished with value: 0.9974363637321636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:34:38,404] Trial 9343 finished with value: 0.9971130370370753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 98}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:34:40,115] Trial 9344 finished with value: 0.9971234671925587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 1, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:34:42,266] Trial 9345 finished with value: 0.9972819114911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 77}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:34:45,185] Trial 9346 finished with value: 0.9974308931642667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:34:46,676] Trial 9347 finished with value: 0.9940093478692259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:34:48,835] Trial 9348 finished with value: 0.9974691904402877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 100}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:34:52,683] Trial 9349 finished with value: 0.9974359933190456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:34:55,085] Trial 9350 finished with value: 0.997226115202416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 93}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:34:59,729] Trial 9351 finished with value: 0.9966042720327426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 20, 'rf_n_estimators': 118}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:35:02,240] Trial 9352 finished with value: 0.9971125177731711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:35:04,136] Trial 9353 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 8.261903127524902e-07, 'svc_kernel': 'rbf'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:35:06,360] Trial 9354 finished with value: 0.9975039977842654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:35:13,577] Trial 9355 finished with value: 0.996988319216335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 34, 'rf_n_estimators': 101}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:35:15,102] Trial 9356 finished with value: 0.9973687781121087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 97}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:35:17,739] Trial 9357 finished with value: 0.9972533216031957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:35:19,477] Trial 9358 finished with value: 0.9972222610461466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:35:20,460] Trial 9359 finished with value: 0.9885848130141199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 102}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:35:23,608] Trial 9360 finished with value: 0.9972394468056628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 79}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:35:25,569] Trial 9361 finished with value: 0.9972223368680074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 87}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:35:28,642] Trial 9362 finished with value: 0.9974329835498043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:35:38,008] Trial 9363 finished with value: 0.9970600492040854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 43, 'rf_n_estimators': 114}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:35:41,362] Trial 9364 finished with value: 0.9971659406693965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 17, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:35:42,639] Trial 9365 finished with value: 0.9971566281643245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 39}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:35:44,615] Trial 9366 finished with value: 0.9968795014842171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 72}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:35:47,300] Trial 9367 finished with value: 0.9972247829085362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 96}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:35:48,576] Trial 9368 finished with value: 0.9972880859423089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 92}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:35:50,152] Trial 9369 finished with value: 0.9974255908707552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:35:52,514] Trial 9370 finished with value: 0.9974385138167053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:35:54,399] Trial 9371 finished with value: 0.9971371205229734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 99}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:35:56,343] Trial 9372 finished with value: 0.997261415340883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:35:57,698] Trial 9373 finished with value: 0.9866567645563312 and parameters: {'classifier': 'SVC', 'svc_c': 1.3416532090352158, 'svc_kernel': 'sigmoid'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:36:01,406] Trial 9374 finished with value: 0.9970251203991358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 23, 'rf_n_estimators': 75}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:36:10,786] Trial 9375 finished with value: 0.9966568253420415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 56, 'rf_n_estimators': 83}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:36:13,300] Trial 9376 finished with value: 0.9972473812507925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:36:26,255] Trial 9377 finished with value: 0.9966620852654463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 56, 'rf_n_estimators': 117}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:36:29,528] Trial 9378 finished with value: 0.997311151466563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:36:32,105] Trial 9379 finished with value: 0.9974581538686061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 101}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:36:37,890] Trial 9380 finished with value: 0.9972729029399678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 26, 'rf_n_estimators': 121}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:36:40,267] Trial 9381 finished with value: 0.9973515097388193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:36:43,866] Trial 9382 finished with value: 0.9974770496031008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 94}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:36:46,084] Trial 9383 finished with value: 0.9973527680198989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:36:48,308] Trial 9384 finished with value: 0.9972443117508093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 89}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:36:50,274] Trial 9385 finished with value: 0.996936417708442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:36:52,597] Trial 9386 finished with value: 0.9975697460968571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 98}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:36:55,923] Trial 9387 finished with value: 0.9970025167883869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 102}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:36:57,676] Trial 9388 finished with value: 0.9975838767019244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:37:03,551] Trial 9389 finished with value: 0.9966677960575651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 24, 'rf_n_estimators': 124}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:37:05,103] Trial 9390 finished with value: 0.996065328975616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:37:06,933] Trial 9391 finished with value: 0.9851033069726043 and parameters: {'classifier': 'SVC', 'svc_c': 0.00036707994640342056, 'svc_kernel': 'rbf'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:37:19,657] Trial 9392 finished with value: 0.9965545983355267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 62, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:37:34,569] Trial 9393 finished with value: 0.9959484681912492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 73, 'rf_n_estimators': 100}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:37:36,747] Trial 9394 finished with value: 0.997295093481851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 96}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:37:39,673] Trial 9395 finished with value: 0.9972864030080274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 18, 'rf_n_estimators': 80}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:37:44,337] Trial 9396 finished with value: 0.9974005868585886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 21, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:37:45,471] Trial 9397 finished with value: 0.996886612045007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:37:53,886] Trial 9398 finished with value: 0.9940259935130328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 62, 'rf_n_estimators': 119}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:38:00,924] Trial 9399 finished with value: 0.9969593751968592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 33, 'rf_n_estimators': 114}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:38:03,455] Trial 9400 finished with value: 0.9974811230365731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 91}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:38:05,751] Trial 9401 finished with value: 0.9966148797300808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 16, 'rf_n_estimators': 86}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:38:07,569] Trial 9402 finished with value: 0.9968781064127564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 102}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:38:09,296] Trial 9403 finished with value: 0.996718611938595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 1, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:38:12,042] Trial 9404 finished with value: 0.9971700100721544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 98}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:38:13,842] Trial 9405 finished with value: 0.9971968632617619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 69}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:38:16,964] Trial 9406 finished with value: 0.9971988270765245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:38:22,826] Trial 9407 finished with value: 0.996710594562313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 30, 'rf_n_estimators': 95}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:38:25,020] Trial 9408 finished with value: 0.9972233995801011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 4, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:38:26,033] Trial 9409 finished with value: 0.9895757899150927 and parameters: {'classifier': 'SVC', 'svc_c': 8.852422029766615, 'svc_kernel': 'sigmoid'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:38:27,688] Trial 9410 finished with value: 0.9974009188053627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 77}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:38:30,303] Trial 9411 finished with value: 0.9975134288938978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 101}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:38:32,805] Trial 9412 finished with value: 0.997577043847825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:38:35,114] Trial 9413 finished with value: 0.9973484296701131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:38:36,899] Trial 9414 finished with value: 0.9967276189980455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:38:38,433] Trial 9415 finished with value: 0.9974119861945526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 74}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:38:41,350] Trial 9416 finished with value: 0.9973446036018917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:38:42,769] Trial 9417 finished with value: 0.99761372423615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 82}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:38:43,844] Trial 9418 finished with value: 0.9945964234625196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 5, 'rf_n_estimators': 100}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:38:46,427] Trial 9419 finished with value: 0.9972699560435211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 98}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:38:48,984] Trial 9420 finished with value: 0.9974704355183978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:38:50,194] Trial 9421 finished with value: 0.9951226888759831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:38:51,395] Trial 9422 finished with value: 0.994085880691038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 94}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:38:53,333] Trial 9423 finished with value: 0.997376711985956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:38:56,030] Trial 9424 finished with value: 0.9970425529208825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 90}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:39:04,037] Trial 9425 finished with value: 0.996743307140922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 37, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:39:06,276] Trial 9426 finished with value: 0.9973579537718144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 62}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:39:09,091] Trial 9427 finished with value: 0.9975586089477466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:39:10,920] Trial 9428 finished with value: 0.9850752810038399 and parameters: {'classifier': 'SVC', 'svc_c': 1.9743659569005712e-10, 'svc_kernel': 'rbf'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:39:12,218] Trial 9429 finished with value: 0.9908211548723654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 16, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:39:16,766] Trial 9430 finished with value: 0.9972310359745418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:39:19,362] Trial 9431 finished with value: 0.9974818581499859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:39:32,731] Trial 9432 finished with value: 0.9966254185244217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 60, 'rf_n_estimators': 116}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:39:34,986] Trial 9433 finished with value: 0.9972781024661349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 100}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:39:36,759] Trial 9434 finished with value: 0.9972432428180856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:39:38,816] Trial 9435 finished with value: 0.997251074844988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 66}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:39:41,572] Trial 9436 finished with value: 0.9971206036715953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 85}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:39:44,401] Trial 9437 finished with value: 0.9974752644410194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 97}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:39:49,028] Trial 9438 finished with value: 0.9969384712462691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 22, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:39:50,961] Trial 9439 finished with value: 0.9969757839171868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 72}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:39:54,186] Trial 9440 finished with value: 0.9975497389960563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:39:57,333] Trial 9441 finished with value: 0.9975552501249988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:39:58,394] Trial 9442 finished with value: 0.9971571186102087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 79}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:40:02,313] Trial 9443 finished with value: 0.9973764184420498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 102}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:40:03,948] Trial 9444 finished with value: 0.9971287782457329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 6, 'rf_n_estimators': 93}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:40:06,752] Trial 9445 finished with value: 0.9973881213828367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:40:08,731] Trial 9446 finished with value: 0.997213556131575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 88}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:40:10,630] Trial 9447 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 5.5998755416033725e-06, 'svc_kernel': 'sigmoid'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:40:12,523] Trial 9448 finished with value: 0.9972510679896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:40:16,154] Trial 9449 finished with value: 0.9970027002334921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:40:18,468] Trial 9450 finished with value: 0.9973494462352893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 98}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:40:20,603] Trial 9451 finished with value: 0.9974225173400578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:40:24,931] Trial 9452 finished with value: 0.9964574633906246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 27, 'rf_n_estimators': 76}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:40:27,766] Trial 9453 finished with value: 0.9967590105814695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:40:33,642] Trial 9454 finished with value: 0.9969775193777051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 33, 'rf_n_estimators': 96}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:40:37,249] Trial 9455 finished with value: 0.9973708969982872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 100}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:40:41,145] Trial 9456 finished with value: 0.9975270386481655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:40:43,939] Trial 9457 finished with value: 0.9970764893449413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 83}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:40:46,646] Trial 9458 finished with value: 0.9974136584331594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:40:48,188] Trial 9459 finished with value: 0.9969676524748654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:40:50,459] Trial 9460 finished with value: 0.9976659518193042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:40:53,369] Trial 9461 finished with value: 0.9975128436151461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:40:56,169] Trial 9462 finished with value: 0.9975851598020474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:41:01,787] Trial 9463 finished with value: 0.9967768493484321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 30, 'rf_n_estimators': 92}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:41:06,591] Trial 9464 finished with value: 0.9973199931715157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 26, 'rf_n_estimators': 100}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:41:08,467] Trial 9465 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.5929560390231132e-08, 'svc_kernel': 'rbf'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:41:17,849] Trial 9466 finished with value: 0.996707043471322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 50, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:41:34,944] Trial 9467 finished with value: 0.9961426056070276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 73, 'rf_n_estimators': 114}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:41:36,620] Trial 9468 finished with value: 0.9969027339498645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:41:42,570] Trial 9469 finished with value: 0.9973769065393286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 30, 'rf_n_estimators': 102}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:41:44,149] Trial 9470 finished with value: 0.9972651472427329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 98}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:41:46,304] Trial 9471 finished with value: 0.9974213183453894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 80}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:41:49,366] Trial 9472 finished with value: 0.9972938734766877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:41:51,005] Trial 9473 finished with value: 0.9976232107284307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 95}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:41:54,097] Trial 9474 finished with value: 0.9969519321814887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 13, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:41:56,117] Trial 9475 finished with value: 0.9974923470523364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 70}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:41:57,568] Trial 9476 finished with value: 0.9965339430197039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:42:03,510] Trial 9477 finished with value: 0.9963718211546103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 26, 'rf_n_estimators': 102}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:42:06,537] Trial 9478 finished with value: 0.9970124640516085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 89}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:42:08,089] Trial 9479 finished with value: 0.9972360690353842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:42:10,245] Trial 9480 finished with value: 0.9975111301489976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:42:21,184] Trial 9481 finished with value: 0.9971345353117206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 48, 'rf_n_estimators': 119}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:42:23,350] Trial 9482 finished with value: 0.9965251558404762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 14, 'rf_n_estimators': 100}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:42:26,108] Trial 9483 finished with value: 0.9968655772072864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 85}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:42:27,796] Trial 9484 finished with value: 0.9973856550300472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:42:28,981] Trial 9485 finished with value: 0.9895862872914641 and parameters: {'classifier': 'SVC', 'svc_c': 17762.519604657562, 'svc_kernel': 'sigmoid'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:42:31,314] Trial 9486 finished with value: 0.9973989153182158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:42:33,013] Trial 9487 finished with value: 0.9974816975244364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 94}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:42:36,625] Trial 9488 finished with value: 0.9974293396889097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:42:39,088] Trial 9489 finished with value: 0.9967963517847661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 19, 'rf_n_estimators': 74}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:42:41,502] Trial 9490 finished with value: 0.997640946632835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:42:43,695] Trial 9491 finished with value: 0.9970264449172282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 97}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:42:46,516] Trial 9492 finished with value: 0.9975528707658139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:42:49,294] Trial 9493 finished with value: 0.9974405507556067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:42:51,443] Trial 9494 finished with value: 0.9974588362018788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:42:52,497] Trial 9495 finished with value: 0.9967134191091264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 102}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:42:56,837] Trial 9496 finished with value: 0.9972009357748348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 100}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:42:57,899] Trial 9497 finished with value: 0.9963426953086626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 77}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:43:01,218] Trial 9498 finished with value: 0.9974534064806688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 91}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:43:04,730] Trial 9499 finished with value: 0.9970656612595739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:43:06,650] Trial 9500 finished with value: 0.9972328869293055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 81}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:43:17,542] Trial 9501 finished with value: 0.9962738622618924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 51, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:43:18,809] Trial 9502 finished with value: 0.9940337721567746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 13, 'rf_n_estimators': 87}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:47:01,665] Trial 9503 finished with value: 0.9896104570409952 and parameters: {'classifier': 'SVC', 'svc_c': 3705926496.2485476, 'svc_kernel': 'rbf'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:47:04,620] Trial 9504 finished with value: 0.9971306481480274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:47:07,917] Trial 9505 finished with value: 0.9964620332367075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 24, 'rf_n_estimators': 96}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:47:11,489] Trial 9506 finished with value: 0.9977209758294858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:47:14,058] Trial 9507 finished with value: 0.9974517084074054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 11, 'rf_n_estimators': 99}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:47:15,679] Trial 9508 finished with value: 0.9973997002601434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:47:19,807] Trial 9509 finished with value: 0.996821129632604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:47:22,247] Trial 9510 finished with value: 0.9973152643819919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 101}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:47:24,983] Trial 9511 finished with value: 0.9972868790449015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:47:25,776] Trial 9512 finished with value: 0.9864859519635112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 2, 'rf_n_estimators': 93}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:47:27,672] Trial 9513 finished with value: 0.9971612149267122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:47:39,033] Trial 9514 finished with value: 0.9969631467076177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 48, 'rf_n_estimators': 116}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:47:40,451] Trial 9515 finished with value: 0.997259444480305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:47:41,922] Trial 9516 finished with value: 0.9973959080245313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 83}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:47:43,285] Trial 9517 finished with value: 0.9972574897425838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 98}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:47:46,467] Trial 9518 finished with value: 0.9973397569695176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:47:49,185] Trial 9519 finished with value: 0.9974864458962488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:47:51,991] Trial 9520 finished with value: 0.997318400404629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:47:52,886] Trial 9521 finished with value: 0.9927432055956139 and parameters: {'classifier': 'SVC', 'svc_c': 3844.744911519534, 'svc_kernel': 'sigmoid'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:47:54,618] Trial 9522 finished with value: 0.9969195133689515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 71}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:47:56,517] Trial 9523 finished with value: 0.997548723129114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:47:59,884] Trial 9524 finished with value: 0.997274227553274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 24, 'rf_n_estimators': 67}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:48:02,440] Trial 9525 finished with value: 0.9973938592473903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 95}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:48:05,291] Trial 9526 finished with value: 0.9972094254111799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:48:07,121] Trial 9527 finished with value: 0.9974846522601459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:48:09,392] Trial 9528 finished with value: 0.9973994891395828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 79}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:48:11,568] Trial 9529 finished with value: 0.9972228568618835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 90}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:48:14,573] Trial 9530 finished with value: 0.9973860379161629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:48:16,692] Trial 9531 finished with value: 0.9972939466008265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:48:22,746] Trial 9532 finished with value: 0.9971777114975676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 31, 'rf_n_estimators': 99}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:48:25,371] Trial 9533 finished with value: 0.9974202005362883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:48:30,119] Trial 9534 finished with value: 0.99709811269868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 19, 'rf_n_estimators': 125}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:48:32,765] Trial 9535 finished with value: 0.997496996592305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:48:34,651] Trial 9536 finished with value: 0.9953602539370493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 15, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:48:46,596] Trial 9537 finished with value: 0.9965358866174193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 62, 'rf_n_estimators': 98}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:48:48,506] Trial 9538 finished with value: 0.997161596003767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 75}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:48:50,111] Trial 9539 finished with value: 0.9972409042421116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 101}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:48:52,899] Trial 9540 finished with value: 0.9973807300367796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:48:54,667] Trial 9541 finished with value: 0.9853941790547959 and parameters: {'classifier': 'SVC', 'svc_c': 0.15094547346542167, 'svc_kernel': 'rbf'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:48:58,562] Trial 9542 finished with value: 0.9971945036118174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:48:59,730] Trial 9543 finished with value: 0.9968394812841512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 84}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:49:02,503] Trial 9544 finished with value: 0.9975010740882292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 93}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:49:04,912] Trial 9545 finished with value: 0.9972167837498133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 96}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:49:07,443] Trial 9546 finished with value: 0.9972077095329505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 64}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:49:08,767] Trial 9547 finished with value: 0.9966802118000158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 87}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:49:11,342] Trial 9548 finished with value: 0.9949197408266631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 26, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:49:12,432] Trial 9549 finished with value: 0.9903941714415065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:49:17,251] Trial 9550 finished with value: 0.9972572113059216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 116}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:49:27,787] Trial 9551 finished with value: 0.9966994119327812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 47, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:49:29,995] Trial 9552 finished with value: 0.997524764024075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:49:33,295] Trial 9553 finished with value: 0.9976692084777277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:49:34,865] Trial 9554 finished with value: 0.9972178391304501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:49:35,797] Trial 9555 finished with value: 0.9958330480222403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 1, 'rf_n_estimators': 81}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:49:38,149] Trial 9556 finished with value: 0.9973115763101924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 78}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:49:41,297] Trial 9557 finished with value: 0.9972908069918057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 100}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:49:42,890] Trial 9558 finished with value: 0.9974973701474759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:49:44,861] Trial 9559 finished with value: 0.9973068972539698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 96}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:49:45,774] Trial 9560 finished with value: 0.9921397424829149 and parameters: {'classifier': 'SVC', 'svc_c': 138.29500782629063, 'svc_kernel': 'sigmoid'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:49:46,997] Trial 9561 finished with value: 0.9970840777834038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 114}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:49:49,167] Trial 9562 finished with value: 0.9961495609694498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:49:51,731] Trial 9563 finished with value: 0.9975793992766279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:50:03,951] Trial 9564 finished with value: 0.9955540543597262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 59, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:50:06,058] Trial 9565 finished with value: 0.9974086196277555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 92}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:50:09,038] Trial 9566 finished with value: 0.9976691083446297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 98}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:50:11,180] Trial 9567 finished with value: 0.9975094072566906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 4, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:50:15,543] Trial 9568 finished with value: 0.9965862710850731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 28, 'rf_n_estimators': 73}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:50:17,176] Trial 9569 finished with value: 0.9971383076794024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:50:20,424] Trial 9570 finished with value: 0.9972550893729037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:50:23,088] Trial 9571 finished with value: 0.9971841672735882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:50:26,684] Trial 9572 finished with value: 0.9967640878849551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 17, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:50:27,737] Trial 9573 finished with value: 0.9937921784761615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 90}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:50:35,252] Trial 9574 finished with value: 0.9967991812826927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 41, 'rf_n_estimators': 101}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:50:37,610] Trial 9575 finished with value: 0.9973536153902905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:50:39,876] Trial 9576 finished with value: 0.9971888405535116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:50:43,010] Trial 9577 finished with value: 0.9968858363070724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:50:44,910] Trial 9578 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.6951373991703538e-09, 'svc_kernel': 'rbf'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:50:47,542] Trial 9579 finished with value: 0.9974494179778369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 99}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:50:50,517] Trial 9580 finished with value: 0.9974922516799243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 95}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:50:58,267] Trial 9581 finished with value: 0.9970322940231476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 35, 'rf_n_estimators': 113}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:51:00,820] Trial 9582 finished with value: 0.9975564528647404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:51:01,711] Trial 9583 finished with value: 0.9939705817608356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 16, 'rf_n_estimators': 10}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:51:03,828] Trial 9584 finished with value: 0.9973524953595359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:51:05,683] Trial 9585 finished with value: 0.997676095571911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:51:07,272] Trial 9586 finished with value: 0.9962915457352736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 69}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:51:08,603] Trial 9587 finished with value: 0.9954813759798248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 87}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:51:12,273] Trial 9588 finished with value: 0.9962228775669327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 18, 'rf_n_estimators': 77}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:51:13,910] Trial 9589 finished with value: 0.9974203060330927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:51:15,964] Trial 9590 finished with value: 0.9974919864462316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 98}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:51:17,828] Trial 9591 finished with value: 0.9973394900219779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 84}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:51:22,771] Trial 9592 finished with value: 0.9970851115822637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 23, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:51:25,933] Trial 9593 finished with value: 0.9976986369446231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:51:27,776] Trial 9594 finished with value: 0.9977326986699406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 101}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:51:31,337] Trial 9595 finished with value: 0.9972197670179016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 94}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:51:33,962] Trial 9596 finished with value: 0.9974905851858789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:51:35,859] Trial 9597 finished with value: 0.9852049080441078 and parameters: {'classifier': 'SVC', 'svc_c': 1.111090347824787e-07, 'svc_kernel': 'sigmoid'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:51:39,918] Trial 9598 finished with value: 0.9973599362802044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:51:42,455] Trial 9599 finished with value: 0.9970009599805497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 81}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:51:44,158] Trial 9600 finished with value: 0.9973413646532205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:51:46,439] Trial 9601 finished with value: 0.9968656777847151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:51:58,569] Trial 9602 finished with value: 0.996595414585788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 54, 'rf_n_estimators': 115}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:52:01,876] Trial 9603 finished with value: 0.9974666084980393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 96}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:52:04,082] Trial 9604 finished with value: 0.9976799115792155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:52:06,534] Trial 9605 finished with value: 0.9973911279782871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:52:09,311] Trial 9606 finished with value: 0.9972281842600799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 92}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:52:11,375] Trial 9607 finished with value: 0.9972920785393308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 99}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:52:12,728] Trial 9608 finished with value: 0.9971466097129765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:52:18,070] Trial 9609 finished with value: 0.996989821530185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 21, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:52:20,856] Trial 9610 finished with value: 0.9971859052731391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:52:22,951] Trial 9611 finished with value: 0.9972815705624978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:52:25,762] Trial 9612 finished with value: 0.9975200488183757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:52:26,799] Trial 9613 finished with value: 0.9963435745756511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 89}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:52:28,789] Trial 9614 finished with value: 0.9968325867632976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 3, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:52:30,650] Trial 9615 finished with value: 0.9853750054231832 and parameters: {'classifier': 'SVC', 'svc_c': 0.005821801718106037, 'svc_kernel': 'rbf'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:52:33,772] Trial 9616 finished with value: 0.9975258569823945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 97}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:52:35,532] Trial 9617 finished with value: 0.9972055998507651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 102}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:52:40,748] Trial 9618 finished with value: 0.9971145513478543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 35, 'rf_n_estimators': 74}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:52:42,569] Trial 9619 finished with value: 0.9970922297284134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:52:44,759] Trial 9620 finished with value: 0.9974262918024417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 85}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:52:47,136] Trial 9621 finished with value: 0.9975853427393462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:52:49,815] Trial 9622 finished with value: 0.9973715411191192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 99}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:52:51,946] Trial 9623 finished with value: 0.9975037165864054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:52:54,412] Trial 9624 finished with value: 0.9973407922600592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 76}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:52:58,383] Trial 9625 finished with value: 0.9971898816838282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 16, 'rf_n_estimators': 116}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:52:59,864] Trial 9626 finished with value: 0.996901552157142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 5, 'rf_n_estimators': 94}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:53:01,822] Trial 9627 finished with value: 0.9971635883826465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 102}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:53:03,900] Trial 9628 finished with value: 0.9972172864147918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:53:07,224] Trial 9629 finished with value: 0.9972988542969344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:53:09,633] Trial 9630 finished with value: 0.9973581481347594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 71}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:53:13,312] Trial 9631 finished with value: 0.9972991699304243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:53:15,359] Trial 9632 finished with value: 0.9972798624283179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 79}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:53:19,157] Trial 9633 finished with value: 0.9959668930938866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 36, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:53:20,132] Trial 9634 finished with value: 0.9966791999003118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 28}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:53:21,847] Trial 9635 finished with value: 0.9908197365052805 and parameters: {'classifier': 'SVC', 'svc_c': 20.20153199305302, 'svc_kernel': 'sigmoid'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:53:23,246] Trial 9636 finished with value: 0.9968588147478658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 98}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:53:38,779] Trial 9637 finished with value: 0.9966607066976975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 73, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:53:41,549] Trial 9638 finished with value: 0.9973642955770091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 101}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:53:42,614] Trial 9639 finished with value: 0.9907380452261535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:53:47,045] Trial 9640 finished with value: 0.9968719047938986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 20, 'rf_n_estimators': 92}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:53:49,081] Trial 9641 finished with value: 0.9975505882072465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:53:51,178] Trial 9642 finished with value: 0.9973378589791752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 82}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:53:59,250] Trial 9643 finished with value: 0.9971236791065671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 40, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:54:01,115] Trial 9644 finished with value: 0.9965827309753981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 88}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:54:04,677] Trial 9645 finished with value: 0.997407863218207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:54:06,939] Trial 9646 finished with value: 0.997298170154601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:54:10,615] Trial 9647 finished with value: 0.9966873413718119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 43, 'rf_n_estimators': 42}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:54:13,711] Trial 9648 finished with value: 0.9972160470812428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 100}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:54:15,997] Trial 9649 finished with value: 0.997417911407974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:54:21,788] Trial 9650 finished with value: 0.9972444956719831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 24, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:54:24,578] Trial 9651 finished with value: 0.997510845999512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 96}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:54:27,033] Trial 9652 finished with value: 0.9975087920173543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:54:28,351] Trial 9653 finished with value: 0.9963507762242353 and parameters: {'classifier': 'SVC', 'svc_c': 61879.376209189555, 'svc_kernel': 'rbf'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:54:29,998] Trial 9654 finished with value: 0.9972337155108559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:54:31,157] Trial 9655 finished with value: 0.9967960227896172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:54:33,917] Trial 9656 finished with value: 0.9973424334907305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:54:35,274] Trial 9657 finished with value: 0.9973686375131784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 67}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:54:39,157] Trial 9658 finished with value: 0.9974297053730797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 116}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:54:41,618] Trial 9659 finished with value: 0.9963157970829645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 15, 'rf_n_estimators': 99}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:54:46,763] Trial 9660 finished with value: 0.99707940739163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 32, 'rf_n_estimators': 94}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:54:49,226] Trial 9661 finished with value: 0.9972184211084595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:54:54,458] Trial 9662 finished with value: 0.9960352939973088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 28, 'rf_n_estimators': 90}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:54:55,811] Trial 9663 finished with value: 0.9940343340129506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:55:06,203] Trial 9664 finished with value: 0.9961131670474775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 57, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:55:08,641] Trial 9665 finished with value: 0.9970864873888149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 13, 'rf_n_estimators': 79}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:55:10,698] Trial 9666 finished with value: 0.9970863834471677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 96}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:55:13,126] Trial 9667 finished with value: 0.9969866552613221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:55:15,357] Trial 9668 finished with value: 0.9975555979089892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:55:17,061] Trial 9669 finished with value: 0.9973709268636582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 101}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:55:18,729] Trial 9670 finished with value: 0.9973526018719533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:55:20,809] Trial 9671 finished with value: 0.9866182002692948 and parameters: {'classifier': 'SVC', 'svc_c': 11086910.374528226, 'svc_kernel': 'sigmoid'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:55:23,572] Trial 9672 finished with value: 0.997580885816738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:55:24,617] Trial 9673 finished with value: 0.996727946723678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 85}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:55:28,517] Trial 9674 finished with value: 0.9972033264009771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 19, 'rf_n_estimators': 98}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:55:30,568] Trial 9675 finished with value: 0.9973315048596721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:55:33,538] Trial 9676 finished with value: 0.9973989697169893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:55:35,872] Trial 9677 finished with value: 0.9973958739062807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 101}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:55:38,489] Trial 9678 finished with value: 0.9964744654828702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 18, 'rf_n_estimators': 62}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:55:39,556] Trial 9679 finished with value: 0.994421178353542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 72}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:55:41,778] Trial 9680 finished with value: 0.9969692032207623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 76}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:55:44,529] Trial 9681 finished with value: 0.9972942405255876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:55:45,791] Trial 9682 finished with value: 0.9955813028132332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:55:46,983] Trial 9683 finished with value: 0.9908802953208838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 13, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:55:49,096] Trial 9684 finished with value: 0.9970735796135846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 81}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:55:50,697] Trial 9685 finished with value: 0.9973584407265285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 91}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:55:53,932] Trial 9686 finished with value: 0.9974040816465317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 97}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:55:56,224] Trial 9687 finished with value: 0.997515184254084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 100}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:56:08,454] Trial 9688 finished with value: 0.9966425781953777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 59, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:56:11,905] Trial 9689 finished with value: 0.9974302262238792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:56:13,498] Trial 9690 finished with value: 0.9973357827804822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:56:14,389] Trial 9691 finished with value: 0.9948455928229564 and parameters: {'classifier': 'SVC', 'svc_c': 705.9926725526657, 'svc_kernel': 'rbf'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:56:17,605] Trial 9692 finished with value: 0.9972273968743334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:56:19,362] Trial 9693 finished with value: 0.9973727951473191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 94}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:56:24,217] Trial 9694 finished with value: 0.9973042115605016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 23, 'rf_n_estimators': 108}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:56:28,834] Trial 9695 finished with value: 0.9971403231000027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 25, 'rf_n_estimators': 88}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:56:32,660] Trial 9696 finished with value: 0.9949308795944071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 46, 'rf_n_estimators': 83}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:56:36,709] Trial 9697 finished with value: 0.9974382510268313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:56:37,821] Trial 9698 finished with value: 0.9966655926850767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 36}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:56:40,401] Trial 9699 finished with value: 0.9975048810184924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:56:42,901] Trial 9700 finished with value: 0.9975377743762223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:56:45,781] Trial 9701 finished with value: 0.9975134230223849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 99}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:56:53,261] Trial 9702 finished with value: 0.9957655304165209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 54, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:57:05,568] Trial 9703 finished with value: 0.9967271817766323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 57, 'rf_n_estimators': 123}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:57:12,120] Trial 9704 finished with value: 0.9973206776947038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 32, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:57:14,180] Trial 9705 finished with value: 0.997391416824983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:57:25,906] Trial 9706 finished with value: 0.9961184694679407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 61, 'rf_n_estimators': 97}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:57:29,365] Trial 9707 finished with value: 0.9971880101629006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:57:31,226] Trial 9708 finished with value: 0.9852053993786534 and parameters: {'classifier': 'SVC', 'svc_c': 9.343294536673059e-05, 'svc_kernel': 'sigmoid'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:57:33,135] Trial 9709 finished with value: 0.9976658347699017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:57:33,941] Trial 9710 finished with value: 0.9968492577974303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 21}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:57:35,203] Trial 9711 finished with value: 0.9970885120134082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 77}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:57:38,616] Trial 9712 finished with value: 0.9972553183301684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 74}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:57:41,456] Trial 9713 finished with value: 0.9975454867829513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 92}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:57:43,544] Trial 9714 finished with value: 0.9971610549993963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 69}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:57:45,804] Trial 9715 finished with value: 0.9974436808432552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 100}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:57:46,957] Trial 9716 finished with value: 0.9964963775563532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 2, 'rf_n_estimators': 116}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:57:54,068] Trial 9717 finished with value: 0.9967509575000418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 37, 'rf_n_estimators': 95}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:57:56,329] Trial 9718 finished with value: 0.9971372085956668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:57:58,298] Trial 9719 finished with value: 0.9974513492929823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:57:59,763] Trial 9720 finished with value: 0.9975144048980282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 126}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:58:01,141] Trial 9721 finished with value: 0.9964745048061378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 86}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:58:04,244] Trial 9722 finished with value: 0.9964965764895571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 14, 'rf_n_estimators': 102}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:58:07,708] Trial 9723 finished with value: 0.9975162000258128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:58:10,739] Trial 9724 finished with value: 0.9969242141656407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:58:15,072] Trial 9725 finished with value: 0.9968371171908995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 20, 'rf_n_estimators': 105}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:58:16,741] Trial 9726 finished with value: 0.9972398092525658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 99}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:58:21,532] Trial 9727 finished with value: 0.9972597665883279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 30, 'rf_n_estimators': 79}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:58:24,060] Trial 9728 finished with value: 0.9853374787752935 and parameters: {'classifier': 'SVC', 'svc_c': 0.0023548985830084217, 'svc_kernel': 'rbf'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:58:26,336] Trial 9729 finished with value: 0.9973823403547288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:58:40,348] Trial 9730 finished with value: 0.9958787497838122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 63, 'rf_n_estimators': 111}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:58:47,402] Trial 9731 finished with value: 0.9954623074641615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 53, 'rf_n_estimators': 65}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:58:48,369] Trial 9732 finished with value: 0.9944039593644366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 1, 'rf_n_estimators': 107}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:58:50,933] Trial 9733 finished with value: 0.9976219537486054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 96}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:58:53,188] Trial 9734 finished with value: 0.9956907699029379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 22, 'rf_n_estimators': 101}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:58:55,809] Trial 9735 finished with value: 0.997613844268916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:58:59,463] Trial 9736 finished with value: 0.9973661677326949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:59:02,034] Trial 9737 finished with value: 0.9969113347958375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 13, 'rf_n_estimators': 83}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:59:04,624] Trial 9738 finished with value: 0.9975182832385833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:59:05,804] Trial 9739 finished with value: 0.9937104055036606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:59:11,741] Trial 9740 finished with value: 0.9970014142134814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 32, 'rf_n_estimators': 93}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:59:13,660] Trial 9741 finished with value: 0.9967531651254097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:59:17,710] Trial 9742 finished with value: 0.9970280263854195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 17, 'rf_n_estimators': 112}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:59:20,620] Trial 9743 finished with value: 0.9977617041657432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:59:22,925] Trial 9744 finished with value: 0.9974580972799171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:59:25,200] Trial 9745 finished with value: 0.9975903141969101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:59:26,619] Trial 9746 finished with value: 0.9868405574455005 and parameters: {'classifier': 'SVC', 'svc_c': 469768.3457050586, 'svc_kernel': 'sigmoid'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:59:28,939] Trial 9747 finished with value: 0.9970698764345407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:59:31,879] Trial 9748 finished with value: 0.9974060292114858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:59:33,783] Trial 9749 finished with value: 0.9974387253815964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:59:35,593] Trial 9750 finished with value: 0.9972465416561881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:59:37,829] Trial 9751 finished with value: 0.997445676491139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:59:40,153] Trial 9752 finished with value: 0.9973439581480674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:59:41,616] Trial 9753 finished with value: 0.9964266093838772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:59:44,533] Trial 9754 finished with value: 0.9977912071849833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:59:46,632] Trial 9755 finished with value: 0.9974484222009901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:59:48,685] Trial 9756 finished with value: 0.997499968656912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:59:50,807] Trial 9757 finished with value: 0.9974162194918647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:59:52,955] Trial 9758 finished with value: 0.997597196974738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:59:55,648] Trial 9759 finished with value: 0.9975603214300199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 16:59:57,746] Trial 9760 finished with value: 0.9973971848405488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 17:00:00,027] Trial 9761 finished with value: 0.9972539733093878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 17:00:02,172] Trial 9762 finished with value: 0.997398241966771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 17:00:04,479] Trial 9763 finished with value: 0.9975407916356097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 17:00:07,245] Trial 9764 finished with value: 0.9975826134062554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 17:02:14,715] Trial 9765 finished with value: 0.9897395978247826 and parameters: {'classifier': 'SVC', 'svc_c': 733807607.847802, 'svc_kernel': 'rbf'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 17:02:17,114] Trial 9766 finished with value: 0.9972789789084496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 17:02:19,200] Trial 9767 finished with value: 0.9975271049486542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 17:02:21,443] Trial 9768 finished with value: 0.9976722246580262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 17:02:24,334] Trial 9769 finished with value: 0.9973429147008837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 17:02:26,240] Trial 9770 finished with value: 0.9974804330544647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 17:02:28,383] Trial 9771 finished with value: 0.9974886279408631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 17:02:30,732] Trial 9772 finished with value: 0.9974739515072631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 17:02:32,579] Trial 9773 finished with value: 0.9974786251045656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 17:02:35,346] Trial 9774 finished with value: 0.9975070634439618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 17:02:37,426] Trial 9775 finished with value: 0.9975047010010814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 17:02:39,752] Trial 9776 finished with value: 0.9974036728622835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 17:02:41,982] Trial 9777 finished with value: 0.9974920076471538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 17:02:44,300] Trial 9778 finished with value: 0.9975484241897635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 17:02:46,817] Trial 9779 finished with value: 0.9974099193268043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 17:02:49,186] Trial 9780 finished with value: 0.9973809093242189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 17:02:51,338] Trial 9781 finished with value: 0.997366970352637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 17:02:53,570] Trial 9782 finished with value: 0.9975104630816585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 17:03:08,492] Trial 9783 finished with value: 0.9964701284660765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 66, 'rf_n_estimators': 124}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 17:03:11,080] Trial 9784 finished with value: 0.9852060555598902 and parameters: {'classifier': 'SVC', 'svc_c': 4.4531432584262275e-10, 'svc_kernel': 'sigmoid'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 17:03:13,014] Trial 9785 finished with value: 0.997440873054057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 17:03:15,179] Trial 9786 finished with value: 0.9974407181413305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 17:03:17,424] Trial 9787 finished with value: 0.997647313860094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 17:03:19,682] Trial 9788 finished with value: 0.997483608495583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 17:03:21,535] Trial 9789 finished with value: 0.9974779766673781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 17:03:24,162] Trial 9790 finished with value: 0.9974412182672765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 17:03:26,424] Trial 9791 finished with value: 0.9973793186202965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 17:03:28,321] Trial 9792 finished with value: 0.9976069309592214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 17:03:30,353] Trial 9793 finished with value: 0.9975531492024761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 17:03:32,885] Trial 9794 finished with value: 0.997640812857555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 17:03:35,815] Trial 9795 finished with value: 0.9973951776083289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 17:03:37,924] Trial 9796 finished with value: 0.9974583290301173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 17:03:40,315] Trial 9797 finished with value: 0.9975237694215308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 17:03:42,594] Trial 9798 finished with value: 0.997455885972952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 17:03:44,654] Trial 9799 finished with value: 0.997472843663865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 17:03:47,165] Trial 9800 finished with value: 0.9974953257184284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 17:03:49,468] Trial 9801 finished with value: 0.9974804933564889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 17:03:52,042] Trial 9802 finished with value: 0.9975631123663892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 17:03:53,858] Trial 9803 finished with value: 0.9850765916524667 and parameters: {'classifier': 'SVC', 'svc_c': 1.0963183102063187e-10, 'svc_kernel': 'rbf'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 17:03:56,004] Trial 9804 finished with value: 0.9974923640955926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 17:03:58,491] Trial 9805 finished with value: 0.9974963185753877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 17:04:00,679] Trial 9806 finished with value: 0.9973297452783441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 17:04:03,176] Trial 9807 finished with value: 0.9974966534103116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 17:04:05,564] Trial 9808 finished with value: 0.9972719413448473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 17:04:08,081] Trial 9809 finished with value: 0.9974331279572833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 17:04:09,733] Trial 9810 finished with value: 0.9892455010974078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 17:04:11,629] Trial 9811 finished with value: 0.9975282590976594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 17:04:13,657] Trial 9812 finished with value: 0.9975780098545147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 17:04:16,136] Trial 9813 finished with value: 0.9975536014359196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 17:04:18,469] Trial 9814 finished with value: 0.9973890083938746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 17:04:21,209] Trial 9815 finished with value: 0.9975083710140117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 17:04:23,670] Trial 9816 finished with value: 0.9972608925858091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 17:04:26,171] Trial 9817 finished with value: 0.9976106001152281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 17:04:28,344] Trial 9818 finished with value: 0.9974845509210075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 17:04:30,835] Trial 9819 finished with value: 0.9974023284445231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 17:04:33,346] Trial 9820 finished with value: 0.9974594099280321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 17:04:35,271] Trial 9821 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 2.7026423832888783e-06, 'svc_kernel': 'sigmoid'}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 17:04:37,324] Trial 9822 finished with value: 0.9973278707423151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 17:04:39,594] Trial 9823 finished with value: 0.997080481338943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 17:04:41,590] Trial 9824 finished with value: 0.9974020468340701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 17:04:44,287] Trial 9825 finished with value: 0.9975094325200647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 17:04:46,605] Trial 9826 finished with value: 0.9974866563820511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 17:04:48,802] Trial 9827 finished with value: 0.9973363920530919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 17:04:50,868] Trial 9828 finished with value: 0.9971304956791197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 17:04:53,420] Trial 9829 finished with value: 0.9973042520263338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 17:04:56,285] Trial 9830 finished with value: 0.997628964557152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 17:04:58,277] Trial 9831 finished with value: 0.9971713419217035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 17:05:00,485] Trial 9832 finished with value: 0.997074765881352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 17:05:02,609] Trial 9833 finished with value: 0.9971699986147698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 17:05:04,247] Trial 9834 finished with value: 0.9973765205111601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 17:05:06,743] Trial 9835 finished with value: 0.997505326079169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 17:05:09,249] Trial 9836 finished with value: 0.9973568191098843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 17:05:10,395] Trial 9837 finished with value: 0.9935550087742087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 5688 with value: 0.9978275572134295.
[I 2023-09-10 17:05:12,757] Trial 9838 finished with value: 0.9978556844895944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:05:15,354] Trial 9839 finished with value: 0.9972945938954494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:05:18,328] Trial 9840 finished with value: 0.9977089041259518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:05:19,788] Trial 9841 finished with value: 0.9863570506739734 and parameters: {'classifier': 'SVC', 'svc_c': 0.5078796274401052, 'svc_kernel': 'rbf'}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:05:22,258] Trial 9842 finished with value: 0.9976761509228216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:05:24,785] Trial 9843 finished with value: 0.9975402379995518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:05:27,395] Trial 9844 finished with value: 0.9972916461738173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:05:30,421] Trial 9845 finished with value: 0.9974640430277647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 127}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:05:32,824] Trial 9846 finished with value: 0.9972906100580898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:05:35,436] Trial 9847 finished with value: 0.997668313754378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 127}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:05:37,840] Trial 9848 finished with value: 0.9977311491300842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 127}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:05:40,401] Trial 9849 finished with value: 0.9974236854854802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:05:43,565] Trial 9850 finished with value: 0.9975161586078434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:05:46,006] Trial 9851 finished with value: 0.9973539312459456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:05:48,365] Trial 9852 finished with value: 0.9976993424148305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:05:51,065] Trial 9853 finished with value: 0.9973876221138144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:05:53,752] Trial 9854 finished with value: 0.9975198170999134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:05:56,745] Trial 9855 finished with value: 0.9976311250834651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:05:59,141] Trial 9856 finished with value: 0.9975903240673993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:06:01,700] Trial 9857 finished with value: 0.9974317735738198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:06:04,051] Trial 9858 finished with value: 0.9977314827272297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:06:05,927] Trial 9859 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 6.801690374365403e-09, 'svc_kernel': 'sigmoid'}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:06:08,455] Trial 9860 finished with value: 0.9974346600412907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:06:11,431] Trial 9861 finished with value: 0.9976223426014478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:06:14,005] Trial 9862 finished with value: 0.9974947080352731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:06:16,528] Trial 9863 finished with value: 0.9976163170327629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:06:19,323] Trial 9864 finished with value: 0.997382684012791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:06:21,674] Trial 9865 finished with value: 0.9974462710373596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:06:24,670] Trial 9866 finished with value: 0.9974866704736821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:06:27,273] Trial 9867 finished with value: 0.9973311767849226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:06:30,070] Trial 9868 finished with value: 0.9975214113902194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:06:32,403] Trial 9869 finished with value: 0.997322850567063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:06:34,776] Trial 9870 finished with value: 0.9974207914961252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:06:37,987] Trial 9871 finished with value: 0.9974038128899313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:06:40,737] Trial 9872 finished with value: 0.997484875885442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:06:43,494] Trial 9873 finished with value: 0.9976687900134177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:06:46,119] Trial 9874 finished with value: 0.9974408965083708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:06:48,475] Trial 9875 finished with value: 0.9974746923334994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:06:58,444] Trial 9876 finished with value: 0.9967766596192211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 40, 'rf_n_estimators': 128}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:07:01,058] Trial 9877 finished with value: 0.9975360826505404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:07:02,905] Trial 9878 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.4499847476739662e-05, 'svc_kernel': 'rbf'}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:07:05,273] Trial 9879 finished with value: 0.9972400263715908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:07:08,004] Trial 9880 finished with value: 0.9975605627968062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:07:11,030] Trial 9881 finished with value: 0.9974670841540584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:07:12,715] Trial 9882 finished with value: 0.9962521864453927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:07:15,166] Trial 9883 finished with value: 0.9974498105122764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:07:17,951] Trial 9884 finished with value: 0.9974812588430794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:07:20,456] Trial 9885 finished with value: 0.997360865280494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:07:23,541] Trial 9886 finished with value: 0.9973173657171076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:07:25,299] Trial 9887 finished with value: 0.9972132076810888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:07:28,030] Trial 9888 finished with value: 0.9976232342779582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:07:30,445] Trial 9889 finished with value: 0.9974201514060074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:07:39,200] Trial 9890 finished with value: 0.9972219646458286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 37, 'rf_n_estimators': 122}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:07:42,138] Trial 9891 finished with value: 0.9973765211776562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:07:44,923] Trial 9892 finished with value: 0.9973095587631523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:07:47,180] Trial 9893 finished with value: 0.9974154980892279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:07:49,788] Trial 9894 finished with value: 0.9972743677396112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:07:52,396] Trial 9895 finished with value: 0.99769058909995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:07:55,601] Trial 9896 finished with value: 0.9973491953471307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:07:56,766] Trial 9897 finished with value: 0.9886489453276767 and parameters: {'classifier': 'SVC', 'svc_c': 4.637075365263936, 'svc_kernel': 'sigmoid'}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:07:59,122] Trial 9898 finished with value: 0.9971764426795028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:08:01,249] Trial 9899 finished with value: 0.9975316269974485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:08:03,452] Trial 9900 finished with value: 0.9974165540411475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:08:06,236] Trial 9901 finished with value: 0.9974587180099115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:08:08,781] Trial 9902 finished with value: 0.9973615453921131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:08:10,601] Trial 9903 finished with value: 0.9964188486085773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:08:13,013] Trial 9904 finished with value: 0.9974893634033929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:08:15,755] Trial 9905 finished with value: 0.9975445244895967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:08:17,762] Trial 9906 finished with value: 0.9952981215559937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:08:20,068] Trial 9907 finished with value: 0.9975699901613656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:08:21,222] Trial 9908 finished with value: 0.9897519658016827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:08:24,152] Trial 9909 finished with value: 0.9975854174503803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:08:26,664] Trial 9910 finished with value: 0.9974046402654411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:08:29,309] Trial 9911 finished with value: 0.9975474617694574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:08:31,698] Trial 9912 finished with value: 0.9974523120941434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:08:34,417] Trial 9913 finished with value: 0.9973355542358103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:08:36,781] Trial 9914 finished with value: 0.9971022599227871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:10:05,732] Trial 9915 finished with value: 0.9903706418773074 and parameters: {'classifier': 'SVC', 'svc_c': 95236626.6656346, 'svc_kernel': 'rbf'}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:10:08,533] Trial 9916 finished with value: 0.9975567996965934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:10:11,071] Trial 9917 finished with value: 0.9975181424174878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:10:13,146] Trial 9918 finished with value: 0.9966985690374345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:10:15,670] Trial 9919 finished with value: 0.9974555310479327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:10:17,808] Trial 9920 finished with value: 0.9976119266010707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:10:20,705] Trial 9921 finished with value: 0.9972795131209082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:10:21,973] Trial 9922 finished with value: 0.9941784872713023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:10:24,312] Trial 9923 finished with value: 0.9976520032311363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:10:27,056] Trial 9924 finished with value: 0.9972691996657104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:10:29,241] Trial 9925 finished with value: 0.9976083288553559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:10:32,591] Trial 9926 finished with value: 0.9969507793019998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:10:33,966] Trial 9927 finished with value: 0.9972664950881874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:10:45,423] Trial 9928 finished with value: 0.9966970568848333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 53, 'rf_n_estimators': 123}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:10:47,522] Trial 9929 finished with value: 0.997390621853877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:10:49,978] Trial 9930 finished with value: 0.9976109366957369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:10:52,057] Trial 9931 finished with value: 0.9972611478220609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 117}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:10:54,661] Trial 9932 finished with value: 0.9975339645578095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:10:57,538] Trial 9933 finished with value: 0.9974098091327895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:10:59,501] Trial 9934 finished with value: 0.98520572704081 and parameters: {'classifier': 'SVC', 'svc_c': 0.00021709661517474958, 'svc_kernel': 'sigmoid'}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:11:09,210] Trial 9935 finished with value: 0.9967911330889029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 38, 'rf_n_estimators': 128}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:11:11,503] Trial 9936 finished with value: 0.9973187388259365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:11:14,238] Trial 9937 finished with value: 0.99750874612434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:11:16,694] Trial 9938 finished with value: 0.99734369313654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:11:17,879] Trial 9939 finished with value: 0.9895965865280797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:11:20,235] Trial 9940 finished with value: 0.9973895918318277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:11:22,376] Trial 9941 finished with value: 0.99743252404838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:11:24,757] Trial 9942 finished with value: 0.996580987516927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:11:27,661] Trial 9943 finished with value: 0.9972858118260248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:11:28,824] Trial 9944 finished with value: 0.9968681234761271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 122}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:11:31,720] Trial 9945 finished with value: 0.9976826514492917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:11:33,889] Trial 9946 finished with value: 0.9974240013728731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:11:36,894] Trial 9947 finished with value: 0.9975223012894068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:11:39,355] Trial 9948 finished with value: 0.9974728002781456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:11:41,268] Trial 9949 finished with value: 0.9969733497466353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:11:44,252] Trial 9950 finished with value: 0.9975136850822869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:11:46,867] Trial 9951 finished with value: 0.9975803162482507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:11:49,590] Trial 9952 finished with value: 0.9972899587962285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:11:50,646] Trial 9953 finished with value: 0.9962332809038843 and parameters: {'classifier': 'SVC', 'svc_c': 14583.292229946848, 'svc_kernel': 'rbf'}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:11:52,203] Trial 9954 finished with value: 0.9973328436280849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 125}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:11:54,808] Trial 9955 finished with value: 0.9975678688313679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:11:57,162] Trial 9956 finished with value: 0.9975638226290204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:12:04,967] Trial 9957 finished with value: 0.9940191749409918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 68, 'rf_n_estimators': 119}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:12:07,830] Trial 9958 finished with value: 0.9976946837026065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:12:09,038] Trial 9959 finished with value: 0.9968191476637583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 117}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:12:11,442] Trial 9960 finished with value: 0.9973456838333102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:12:14,485] Trial 9961 finished with value: 0.9972139028364763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:12:17,220] Trial 9962 finished with value: 0.9973779994341726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:12:25,323] Trial 9963 finished with value: 0.9970340816925237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 36, 'rf_n_estimators': 116}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:12:37,994] Trial 9964 finished with value: 0.9959679811010927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 53, 'rf_n_estimators': 121}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:12:40,620] Trial 9965 finished with value: 0.9976031904246604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:12:44,899] Trial 9966 finished with value: 0.9964072093340327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 27, 'rf_n_estimators': 120}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:12:47,577] Trial 9967 finished with value: 0.9973354850154341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:12:50,183] Trial 9968 finished with value: 0.9975320522536707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:12:57,159] Trial 9969 finished with value: 0.9971106543771477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 33, 'rf_n_estimators': 117}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:12:58,945] Trial 9970 finished with value: 0.9968627778286338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:13:00,266] Trial 9971 finished with value: 0.9870725844004028 and parameters: {'classifier': 'SVC', 'svc_c': 211117.1886896559, 'svc_kernel': 'sigmoid'}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:13:11,040] Trial 9972 finished with value: 0.9969877407929714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 43, 'rf_n_estimators': 119}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:13:13,877] Trial 9973 finished with value: 0.9975185949365725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:13:16,856] Trial 9974 finished with value: 0.9974400957927031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:13:18,316] Trial 9975 finished with value: 0.9955352148013276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:13:21,118] Trial 9976 finished with value: 0.9971108612765666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:13:24,174] Trial 9977 finished with value: 0.9976056411623996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:13:27,054] Trial 9978 finished with value: 0.9974227808281656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:13:31,707] Trial 9979 finished with value: 0.9941695331506812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 51, 'rf_n_estimators': 116}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:13:42,111] Trial 9980 finished with value: 0.997022858946277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 47, 'rf_n_estimators': 116}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:13:43,159] Trial 9981 finished with value: 0.9953153645072191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 1, 'rf_n_estimators': 122}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:13:45,122] Trial 9982 finished with value: 0.9972647163054252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 2, 'rf_n_estimators': 120}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:13:47,285] Trial 9983 finished with value: 0.9970896989159339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:13:49,577] Trial 9984 finished with value: 0.9974332071433625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:13:58,460] Trial 9985 finished with value: 0.9969380222500921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 41, 'rf_n_estimators': 116}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:14:01,321] Trial 9986 finished with value: 0.997824593781533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:14:04,832] Trial 9987 finished with value: 0.9977153977335583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:14:07,887] Trial 9988 finished with value: 0.9973500954341867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:14:10,704] Trial 9989 finished with value: 0.9973816545620241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:14:13,517] Trial 9990 finished with value: 0.9974751327604414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:14:15,375] Trial 9991 finished with value: 0.9852671800719562 and parameters: {'classifier': 'SVC', 'svc_c': 0.000913006073983742, 'svc_kernel': 'rbf'}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:14:18,828] Trial 9992 finished with value: 0.997533489726976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:14:21,548] Trial 9993 finished with value: 0.9975331055713439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:14:24,396] Trial 9994 finished with value: 0.9972867137221414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:14:27,478] Trial 9995 finished with value: 0.9976625002901289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:14:30,280] Trial 9996 finished with value: 0.9975974457999325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:14:33,836] Trial 9997 finished with value: 0.9974105732863879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:14:36,278] Trial 9998 finished with value: 0.9968424330999732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:14:39,189] Trial 9999 finished with value: 0.9975450704133433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 9838 with value: 0.9978556844895944.
[I 2023-09-10 17:14:39,189] A new study created in memory with name: no-name-7c4c83f6-9f3b-4e1e-b8a3-c5b0e0b7ef66
[I 2023-09-10 17:14:40,945] Trial 0 finished with value: 0.9853833647436803 and parameters: {'classifier': 'SVC', 'svc_c': 0.09248763060138929, 'svc_kernel': 'rbf'}. Best is trial 0 with value: 0.9853833647436803.
[I 2023-09-10 17:14:42,680] Trial 1 finished with value: 0.9974006297682395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 1 with value: 0.9974006297682395.
[I 2023-09-10 17:14:43,156] Trial 2 finished with value: 0.9874481106223354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 4, 'rf_n_estimators': 90}. Best is trial 1 with value: 0.9974006297682395.
[I 2023-09-10 17:14:43,512] Trial 3 finished with value: 0.9897221855200828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 1, 'rf_n_estimators': 75}. Best is trial 1 with value: 0.9974006297682395.
[I 2023-09-10 17:14:45,366] Trial 4 finished with value: 0.9852063832220469 and parameters: {'classifier': 'SVC', 'svc_c': 8.13798443750265e-10, 'svc_kernel': 'sigmoid'}. Best is trial 1 with value: 0.9974006297682395.
[I 2023-09-10 17:14:47,186] Trial 5 finished with value: 0.9853764804741708 and parameters: {'classifier': 'SVC', 'svc_c': 0.006324387580965055, 'svc_kernel': 'rbf'}. Best is trial 1 with value: 0.9974006297682395.
[I 2023-09-10 17:14:48,959] Trial 6 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.6498340461772344e-05, 'svc_kernel': 'rbf'}. Best is trial 1 with value: 0.9974006297682395.
[I 2023-09-10 17:14:49,579] Trial 7 finished with value: 0.9951278814515483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 67}. Best is trial 1 with value: 0.9974006297682395.
[I 2023-09-10 17:14:49,834] Trial 8 finished with value: 0.9834968302623107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 1, 'rf_n_estimators': 30}. Best is trial 1 with value: 0.9974006297682395.
[I 2023-09-10 17:14:51,289] Trial 9 finished with value: 0.9867063429763491 and parameters: {'classifier': 'SVC', 'svc_c': 6205409.545555326, 'svc_kernel': 'sigmoid'}. Best is trial 1 with value: 0.9974006297682395.
[I 2023-09-10 17:15:08,235] Trial 10 finished with value: 0.9967311894808981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 67, 'rf_n_estimators': 127}. Best is trial 1 with value: 0.9974006297682395.
[I 2023-09-10 17:15:26,727] Trial 11 finished with value: 0.9958583070802313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 73, 'rf_n_estimators': 128}. Best is trial 1 with value: 0.9974006297682395.
[I 2023-09-10 17:15:40,437] Trial 12 finished with value: 0.9964236758808277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 56, 'rf_n_estimators': 128}. Best is trial 1 with value: 0.9974006297682395.
[I 2023-09-10 17:15:44,707] Trial 13 finished with value: 0.9970101972350432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 23, 'rf_n_estimators': 103}. Best is trial 1 with value: 0.9974006297682395.
[I 2023-09-10 17:15:47,514] Trial 14 finished with value: 0.9967687818579942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 18, 'rf_n_estimators': 97}. Best is trial 1 with value: 0.9974006297682395.
[I 2023-09-10 17:15:50,643] Trial 15 finished with value: 0.997129706325623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 16, 'rf_n_estimators': 101}. Best is trial 1 with value: 0.9974006297682395.
[I 2023-09-10 17:15:51,855] Trial 16 finished with value: 0.9964301381948572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 13, 'rf_n_estimators': 43}. Best is trial 1 with value: 0.9974006297682395.
[I 2023-09-10 17:15:52,861] Trial 17 finished with value: 0.996942099872968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 3, 'rf_n_estimators': 106}. Best is trial 1 with value: 0.9974006297682395.
[I 2023-09-10 17:15:53,937] Trial 18 finished with value: 0.9967136845649843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 49}. Best is trial 1 with value: 0.9974006297682395.
[I 2023-09-10 17:15:54,806] Trial 19 finished with value: 0.9956130400859454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 30, 'rf_n_estimators': 12}. Best is trial 1 with value: 0.9974006297682395.
[I 2023-09-10 17:15:56,181] Trial 20 finished with value: 0.9975245015198424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 77}. Best is trial 20 with value: 0.9975245015198424.
[I 2023-09-10 17:15:57,657] Trial 21 finished with value: 0.9972919913870367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 86}. Best is trial 20 with value: 0.9975245015198424.
[I 2023-09-10 17:15:58,920] Trial 22 finished with value: 0.9968696977398133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 83}. Best is trial 20 with value: 0.9975245015198424.
[I 2023-09-10 17:16:00,352] Trial 23 finished with value: 0.9975457982587753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 23 with value: 0.9975457982587753.
[I 2023-09-10 17:16:01,600] Trial 24 finished with value: 0.9975120077656149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 109}. Best is trial 23 with value: 0.9975457982587753.
[I 2023-09-10 17:16:02,479] Trial 25 finished with value: 0.9962082543895415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 4, 'rf_n_estimators': 116}. Best is trial 23 with value: 0.9975457982587753.
[I 2023-09-10 17:16:04,011] Trial 26 finished with value: 0.9866086961624753 and parameters: {'classifier': 'SVC', 'svc_c': 110448258.7673918, 'svc_kernel': 'sigmoid'}. Best is trial 23 with value: 0.9975457982587753.
[I 2023-09-10 17:16:04,570] Trial 27 finished with value: 0.9970970296108498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 63}. Best is trial 23 with value: 0.9975457982587753.
[I 2023-09-10 17:16:05,756] Trial 28 finished with value: 0.9973303820042437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 23 with value: 0.9975457982587753.
[I 2023-09-10 17:16:06,479] Trial 29 finished with value: 0.9928131263004731 and parameters: {'classifier': 'SVC', 'svc_c': 728.1817561169776, 'svc_kernel': 'sigmoid'}. Best is trial 23 with value: 0.9975457982587753.
[I 2023-09-10 17:16:07,705] Trial 30 finished with value: 0.9973708011180688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 77}. Best is trial 23 with value: 0.9975457982587753.
[I 2023-09-10 17:16:09,359] Trial 31 finished with value: 0.9973972212439287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 23 with value: 0.9975457982587753.
[I 2023-09-10 17:16:10,352] Trial 32 finished with value: 0.9972720577277538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 113}. Best is trial 23 with value: 0.9975457982587753.
[I 2023-09-10 17:16:11,659] Trial 33 finished with value: 0.9974655777460183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 94}. Best is trial 23 with value: 0.9975457982587753.
[I 2023-09-10 17:16:12,623] Trial 34 finished with value: 0.9967451268021087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 5, 'rf_n_estimators': 93}. Best is trial 23 with value: 0.9975457982587753.
[I 2023-09-10 17:16:14,060] Trial 35 finished with value: 0.9972093952919057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 66}. Best is trial 23 with value: 0.9975457982587753.
[I 2023-09-10 17:16:15,449] Trial 36 finished with value: 0.9973331630701235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 96}. Best is trial 23 with value: 0.9975457982587753.
[I 2023-09-10 17:19:27,682] Trial 37 finished with value: 0.989610292765586 and parameters: {'classifier': 'SVC', 'svc_c': 2908181797.4660287, 'svc_kernel': 'rbf'}. Best is trial 23 with value: 0.9975457982587753.
[I 2023-09-10 17:19:29,068] Trial 38 finished with value: 0.9973252413201571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 80}. Best is trial 23 with value: 0.9975457982587753.
[I 2023-09-10 17:19:31,771] Trial 39 finished with value: 0.9975930056984154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 39 with value: 0.9975930056984154.
[I 2023-09-10 17:19:32,543] Trial 40 finished with value: 0.9930929197582556 and parameters: {'classifier': 'SVC', 'svc_c': 1765.324634689732, 'svc_kernel': 'sigmoid'}. Best is trial 39 with value: 0.9975930056984154.
[I 2023-09-10 17:19:35,185] Trial 41 finished with value: 0.9972658579496949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 39 with value: 0.9975930056984154.
[I 2023-09-10 17:19:36,361] Trial 42 finished with value: 0.9972822921555622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 105}. Best is trial 39 with value: 0.9975930056984154.
[I 2023-09-10 17:19:38,026] Trial 43 finished with value: 0.9970790146985008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 89}. Best is trial 39 with value: 0.9975930056984154.
[I 2023-09-10 17:19:39,295] Trial 44 finished with value: 0.9973571791129686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 39 with value: 0.9975930056984154.
[I 2023-09-10 17:19:41,207] Trial 45 finished with value: 0.9967329158643748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 14, 'rf_n_estimators': 109}. Best is trial 39 with value: 0.9975930056984154.
[I 2023-09-10 17:19:42,829] Trial 46 finished with value: 0.9973656872842517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 98}. Best is trial 39 with value: 0.9975930056984154.
[I 2023-09-10 17:19:43,550] Trial 47 finished with value: 0.996856329637973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 4, 'rf_n_estimators': 69}. Best is trial 39 with value: 0.9975930056984154.
[I 2023-09-10 17:19:45,269] Trial 48 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.1274502445986055e-09, 'svc_kernel': 'rbf'}. Best is trial 39 with value: 0.9975930056984154.
[I 2023-09-10 17:19:47,185] Trial 49 finished with value: 0.9974465475697473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 90}. Best is trial 39 with value: 0.9975930056984154.
[I 2023-09-10 17:19:51,283] Trial 50 finished with value: 0.9972932275785328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 120}. Best is trial 39 with value: 0.9975930056984154.
[I 2023-09-10 17:19:53,167] Trial 51 finished with value: 0.9975986532686223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 90}. Best is trial 51 with value: 0.9975986532686223.
[I 2023-09-10 17:19:54,593] Trial 52 finished with value: 0.9975123740210673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 51 with value: 0.9975986532686223.
[I 2023-09-10 17:19:56,713] Trial 53 finished with value: 0.9974661892085437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 51 with value: 0.9975986532686223.
[I 2023-09-10 17:19:58,404] Trial 54 finished with value: 0.9974127198480217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 51 with value: 0.9975986532686223.
[I 2023-09-10 17:20:01,373] Trial 55 finished with value: 0.9970245074766667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 15, 'rf_n_estimators': 102}. Best is trial 51 with value: 0.9975986532686223.
[I 2023-09-10 17:20:03,940] Trial 56 finished with value: 0.9975197911383051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 72}. Best is trial 51 with value: 0.9975986532686223.
[I 2023-09-10 17:20:06,413] Trial 57 finished with value: 0.9968891352721264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 57}. Best is trial 51 with value: 0.9975986532686223.
[I 2023-09-10 17:20:08,721] Trial 58 finished with value: 0.9975047286130607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 76}. Best is trial 51 with value: 0.9975986532686223.
[I 2023-09-10 17:20:11,296] Trial 59 finished with value: 0.9970756495916476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 24, 'rf_n_estimators': 56}. Best is trial 51 with value: 0.9975986532686223.
[I 2023-09-10 17:20:13,011] Trial 60 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 6.651381475749019e-05, 'svc_kernel': 'sigmoid'}. Best is trial 51 with value: 0.9975986532686223.
[I 2023-09-10 17:20:14,661] Trial 61 finished with value: 0.997233082625243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 73}. Best is trial 51 with value: 0.9975986532686223.
[I 2023-09-10 17:20:17,042] Trial 62 finished with value: 0.9974310340171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 51 with value: 0.9975986532686223.
[I 2023-09-10 17:20:18,471] Trial 63 finished with value: 0.9970330256453906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 82}. Best is trial 51 with value: 0.9975986532686223.
[I 2023-09-10 17:20:21,673] Trial 64 finished with value: 0.997093912948336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 18, 'rf_n_estimators': 101}. Best is trial 51 with value: 0.9975986532686223.
[I 2023-09-10 17:20:23,563] Trial 65 finished with value: 0.9971301413253828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 51 with value: 0.9975986532686223.
[I 2023-09-10 17:20:25,955] Trial 66 finished with value: 0.9969453085119376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 86}. Best is trial 51 with value: 0.9975986532686223.
[I 2023-09-10 17:20:26,873] Trial 67 finished with value: 0.9975072170554341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 71}. Best is trial 51 with value: 0.9975986532686223.
[I 2023-09-10 17:20:30,510] Trial 68 finished with value: 0.9969845991209866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 33, 'rf_n_estimators': 61}. Best is trial 51 with value: 0.9975986532686223.
[I 2023-09-10 17:20:32,925] Trial 69 finished with value: 0.9973109430437246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 51 with value: 0.9975986532686223.
[I 2023-09-10 17:20:34,484] Trial 70 finished with value: 0.9974747546984876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 51 with value: 0.9975986532686223.
[I 2023-09-10 17:20:35,442] Trial 71 finished with value: 0.997088722689638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 69}. Best is trial 51 with value: 0.9975986532686223.
[I 2023-09-10 17:20:36,076] Trial 72 finished with value: 0.9968123027809921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 4, 'rf_n_estimators': 48}. Best is trial 51 with value: 0.9975986532686223.
[I 2023-09-10 17:20:36,821] Trial 73 finished with value: 0.9973059468623307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 72}. Best is trial 51 with value: 0.9975986532686223.
[I 2023-09-10 17:20:37,325] Trial 74 finished with value: 0.9972191477478511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 20}. Best is trial 51 with value: 0.9975986532686223.
[I 2023-09-10 17:20:39,781] Trial 75 finished with value: 0.9972129132802593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 51 with value: 0.9975986532686223.
[I 2023-09-10 17:20:40,526] Trial 76 finished with value: 0.9956417352484888 and parameters: {'classifier': 'SVC', 'svc_c': 5849.5154367795, 'svc_kernel': 'rbf'}. Best is trial 51 with value: 0.9975986532686223.
[I 2023-09-10 17:20:41,691] Trial 77 finished with value: 0.9973952875484403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 79}. Best is trial 51 with value: 0.9975986532686223.
[I 2023-09-10 17:20:43,301] Trial 78 finished with value: 0.9973941658038387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 85}. Best is trial 51 with value: 0.9975986532686223.
[I 2023-09-10 17:20:44,207] Trial 79 finished with value: 0.9971603110311072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 61}. Best is trial 51 with value: 0.9975986532686223.
[I 2023-09-10 17:20:45,291] Trial 80 finished with value: 0.9971569630309861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 91}. Best is trial 51 with value: 0.9975986532686223.
[I 2023-09-10 17:20:47,840] Trial 81 finished with value: 0.9974655126515701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 76}. Best is trial 51 with value: 0.9975986532686223.
[I 2023-09-10 17:20:49,566] Trial 82 finished with value: 0.9964297422327236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 72}. Best is trial 51 with value: 0.9975986532686223.
[I 2023-09-10 17:20:51,926] Trial 83 finished with value: 0.997337207304721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 75}. Best is trial 51 with value: 0.9975986532686223.
[I 2023-09-10 17:20:53,880] Trial 84 finished with value: 0.9975226610068503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 99}. Best is trial 51 with value: 0.9975986532686223.
[I 2023-09-10 17:20:55,258] Trial 85 finished with value: 0.9975941151921847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 98}. Best is trial 51 with value: 0.9975986532686223.
[I 2023-09-10 17:20:57,201] Trial 86 finished with value: 0.9973670227519223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 51 with value: 0.9975986532686223.
[I 2023-09-10 17:20:58,506] Trial 87 finished with value: 0.9972600930127062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 97}. Best is trial 51 with value: 0.9975986532686223.
[I 2023-09-10 17:20:59,516] Trial 88 finished with value: 0.9891995418461925 and parameters: {'classifier': 'SVC', 'svc_c': 3.0425745721595594, 'svc_kernel': 'rbf'}. Best is trial 51 with value: 0.9975986532686223.
[I 2023-09-10 17:21:01,790] Trial 89 finished with value: 0.997278821710594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 51 with value: 0.9975986532686223.
[I 2023-09-10 17:21:03,683] Trial 90 finished with value: 0.9973994678434469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 51 with value: 0.9975986532686223.
[I 2023-09-10 17:21:04,975] Trial 91 finished with value: 0.9973579578660042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 105}. Best is trial 51 with value: 0.9975986532686223.
[I 2023-09-10 17:21:06,176] Trial 92 finished with value: 0.9973583315798648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 99}. Best is trial 51 with value: 0.9975986532686223.
[I 2023-09-10 17:21:07,864] Trial 93 finished with value: 0.9974701835194125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 94}. Best is trial 51 with value: 0.9975986532686223.
[I 2023-09-10 17:21:09,311] Trial 94 finished with value: 0.997435594944831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 51 with value: 0.9975986532686223.
[I 2023-09-10 17:21:10,152] Trial 95 finished with value: 0.9970990463961799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 4, 'rf_n_estimators': 88}. Best is trial 51 with value: 0.9975986532686223.
[I 2023-09-10 17:21:12,513] Trial 96 finished with value: 0.9975199462731968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 51 with value: 0.9975986532686223.
[I 2023-09-10 17:21:15,061] Trial 97 finished with value: 0.9975302265305435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 102}. Best is trial 51 with value: 0.9975986532686223.
[I 2023-09-10 17:21:17,604] Trial 98 finished with value: 0.9972901269436624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 100}. Best is trial 51 with value: 0.9975986532686223.
[I 2023-09-10 17:21:19,614] Trial 99 finished with value: 0.9974819493647321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 94}. Best is trial 51 with value: 0.9975986532686223.
[I 2023-09-10 17:21:22,136] Trial 100 finished with value: 0.9972155691718322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 51 with value: 0.9975986532686223.
[I 2023-09-10 17:21:24,267] Trial 101 finished with value: 0.9972828162436281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 51 with value: 0.9975986532686223.
[I 2023-09-10 17:21:26,453] Trial 102 finished with value: 0.9972673787032692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 102}. Best is trial 51 with value: 0.9975986532686223.
[I 2023-09-10 17:21:28,207] Trial 103 finished with value: 0.9977804378782205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:21:30,628] Trial 104 finished with value: 0.9974657023807808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:21:34,304] Trial 105 finished with value: 0.9971691121432761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 18, 'rf_n_estimators': 123}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:21:36,011] Trial 106 finished with value: 0.9974729486846009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:21:37,754] Trial 107 finished with value: 0.9852046622340144 and parameters: {'classifier': 'SVC', 'svc_c': 1.131379756790365e-07, 'svc_kernel': 'sigmoid'}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:21:40,434] Trial 108 finished with value: 0.9973691187233316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:21:42,546] Trial 109 finished with value: 0.9973624082823415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:21:44,167] Trial 110 finished with value: 0.9974431784004419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 98}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:21:46,044] Trial 111 finished with value: 0.9972300762836959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:21:47,590] Trial 112 finished with value: 0.9972632169114627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:21:49,882] Trial 113 finished with value: 0.9974204490123659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:21:51,184] Trial 114 finished with value: 0.9972189311366327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 96}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:21:54,525] Trial 115 finished with value: 0.9972934058820969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:21:58,584] Trial 116 finished with value: 0.9975018609344314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 109}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:22:00,737] Trial 117 finished with value: 0.996848141130894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 91}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:22:02,064] Trial 118 finished with value: 0.9975757981984326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 82}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:22:03,402] Trial 119 finished with value: 0.9974053000013238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 82}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:22:04,936] Trial 120 finished with value: 0.9968972531940995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 84}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:22:06,429] Trial 121 finished with value: 0.9973674839354557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 80}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:22:08,545] Trial 122 finished with value: 0.9973998315281287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:22:10,000] Trial 123 finished with value: 0.9975774382865389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:22:11,790] Trial 124 finished with value: 0.9975250484274638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:22:13,138] Trial 125 finished with value: 0.9972577564679582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 88}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:22:15,894] Trial 126 finished with value: 0.9974300002817159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:22:18,056] Trial 127 finished with value: 0.9951980912252688 and parameters: {'classifier': 'SVC', 'svc_c': 230495.0460122956, 'svc_kernel': 'rbf'}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:22:19,484] Trial 128 finished with value: 0.9972388348670688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 78}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:22:22,039] Trial 129 finished with value: 0.9975211220674548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:22:24,913] Trial 130 finished with value: 0.9976509521985925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:22:27,898] Trial 131 finished with value: 0.9974574392578814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:22:30,359] Trial 132 finished with value: 0.997436794098189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:22:32,758] Trial 133 finished with value: 0.9975392005825703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:22:35,171] Trial 134 finished with value: 0.9974309117944183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:22:37,219] Trial 135 finished with value: 0.9976148761317637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:22:39,273] Trial 136 finished with value: 0.9976414371104569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 127}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:22:41,305] Trial 137 finished with value: 0.9974787088609035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:22:43,102] Trial 138 finished with value: 0.9975507023684996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:22:44,963] Trial 139 finished with value: 0.99741457467481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:22:46,567] Trial 140 finished with value: 0.9974376901862684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:22:48,338] Trial 141 finished with value: 0.9972637714044441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:22:50,432] Trial 142 finished with value: 0.9969708035412707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:22:52,648] Trial 143 finished with value: 0.9973395143966908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:22:54,234] Trial 144 finished with value: 0.9973591741578322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:22:54,963] Trial 145 finished with value: 0.9889494516103706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:22:56,970] Trial 146 finished with value: 0.9974973678306087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:22:59,168] Trial 147 finished with value: 0.9975926873037276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:23:01,301] Trial 148 finished with value: 0.9972316641946822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:23:01,598] Trial 149 finished with value: 0.9907437861375464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 5}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:23:03,059] Trial 150 finished with value: 0.9867325520133865 and parameters: {'classifier': 'SVC', 'svc_c': 7093627326.52854, 'svc_kernel': 'sigmoid'}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:23:05,051] Trial 151 finished with value: 0.9977078774046452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:23:07,094] Trial 152 finished with value: 0.9975478537960906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:23:09,431] Trial 153 finished with value: 0.9975709525499337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:23:11,544] Trial 154 finished with value: 0.997478498121198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:23:13,787] Trial 155 finished with value: 0.9977337733789634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:23:15,846] Trial 156 finished with value: 0.9973900151837755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:23:18,172] Trial 157 finished with value: 0.9974730369794594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:23:19,808] Trial 158 finished with value: 0.9974878923513817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:23:22,197] Trial 159 finished with value: 0.9971339519055055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:23:24,205] Trial 160 finished with value: 0.9972662942189711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:23:26,017] Trial 161 finished with value: 0.997511899031544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:23:28,496] Trial 162 finished with value: 0.9974367218627115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:23:30,760] Trial 163 finished with value: 0.997713583689981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:23:32,887] Trial 164 finished with value: 0.9974870420611026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:23:35,756] Trial 165 finished with value: 0.9975993725448195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:23:38,657] Trial 166 finished with value: 0.9972695395469614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:23:41,211] Trial 167 finished with value: 0.9973714176586591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:23:43,297] Trial 168 finished with value: 0.9971961694393667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:23:46,083] Trial 169 finished with value: 0.9973400337875468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:23:48,757] Trial 170 finished with value: 0.9975397097220821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:23:50,478] Trial 171 finished with value: 0.99755897275938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:23:52,544] Trial 172 finished with value: 0.9977410642110675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:23:54,587] Trial 173 finished with value: 0.9974148322596671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:23:56,234] Trial 174 finished with value: 0.9976703724654842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:23:58,582] Trial 175 finished with value: 0.9975638466863543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:24:01,003] Trial 176 finished with value: 0.9974910767743278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:24:03,317] Trial 177 finished with value: 0.9973127767648045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:24:05,839] Trial 178 finished with value: 0.9973728070172966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:24:08,940] Trial 179 finished with value: 0.9973133157379492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 111}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:24:11,861] Trial 180 finished with value: 0.9970828174393603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:24:13,893] Trial 181 finished with value: 0.9975089730821164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:24:15,921] Trial 182 finished with value: 0.9972868632394235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:24:17,811] Trial 183 finished with value: 0.9975513005328418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:24:18,515] Trial 184 finished with value: 0.9962543188836577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 1, 'rf_n_estimators': 113}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:24:20,959] Trial 185 finished with value: 0.9973238871905968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:24:21,803] Trial 186 finished with value: 0.9907587733169984 and parameters: {'classifier': 'SVC', 'svc_c': 19.286045393091893, 'svc_kernel': 'sigmoid'}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:24:23,486] Trial 187 finished with value: 0.9976891601641419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:24:25,013] Trial 188 finished with value: 0.9973679075095688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:24:26,050] Trial 189 finished with value: 0.995684165720462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:24:26,877] Trial 190 finished with value: 0.9968906835742045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 35}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:24:28,549] Trial 191 finished with value: 0.9975931390293646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:24:30,232] Trial 192 finished with value: 0.9973021975363695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:24:31,865] Trial 193 finished with value: 0.9975366119436232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:24:34,017] Trial 194 finished with value: 0.9976375205257235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:24:36,043] Trial 195 finished with value: 0.997399017799919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:24:37,695] Trial 196 finished with value: 0.9973684930422237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:24:39,950] Trial 197 finished with value: 0.9974743158267031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:24:41,815] Trial 198 finished with value: 0.9973790582107657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:24:43,956] Trial 199 finished with value: 0.9975354019676388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:24:45,820] Trial 200 finished with value: 0.9974082565143562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:24:48,130] Trial 201 finished with value: 0.997479042426311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:24:50,317] Trial 202 finished with value: 0.9975096323736682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:24:52,655] Trial 203 finished with value: 0.9975669605876701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:24:55,413] Trial 204 finished with value: 0.9973612328689384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 108}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:24:57,961] Trial 205 finished with value: 0.9972461021179075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:25:00,163] Trial 206 finished with value: 0.9974898962828593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:25:02,016] Trial 207 finished with value: 0.9974783683766321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:25:04,538] Trial 208 finished with value: 0.9975285320754016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:25:05,864] Trial 209 finished with value: 0.9975930663812944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:25:07,262] Trial 210 finished with value: 0.9974024435261756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:25:08,768] Trial 211 finished with value: 0.9973679909802655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:25:10,480] Trial 212 finished with value: 0.9970206550342442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:25:11,990] Trial 213 finished with value: 0.9973353496532589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:25:15,835] Trial 214 finished with value: 0.9973530508363924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 118}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:25:17,668] Trial 215 finished with value: 0.9974759137033926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:25:19,843] Trial 216 finished with value: 0.9973957967514276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:25:28,260] Trial 217 finished with value: 0.9970200495701834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 42, 'rf_n_estimators': 110}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:25:30,002] Trial 218 finished with value: 0.9853574718162011 and parameters: {'classifier': 'SVC', 'svc_c': 0.004435070968489778, 'svc_kernel': 'rbf'}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:25:32,927] Trial 219 finished with value: 0.9973738040001839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:25:35,476] Trial 220 finished with value: 0.9974007425965006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:25:37,753] Trial 221 finished with value: 0.9977009007143492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:25:40,023] Trial 222 finished with value: 0.9974228279589582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:25:41,850] Trial 223 finished with value: 0.9974846821889928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:25:43,490] Trial 224 finished with value: 0.9973605715778983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:25:45,208] Trial 225 finished with value: 0.9973857241552095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 93}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:25:48,159] Trial 226 finished with value: 0.9973057975989518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:25:49,023] Trial 227 finished with value: 0.9967803364875397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 2, 'rf_n_estimators': 120}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:25:51,082] Trial 228 finished with value: 0.9973850870167172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:25:53,052] Trial 229 finished with value: 0.9974438309000816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:25:54,626] Trial 230 finished with value: 0.9970814058324496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:25:56,699] Trial 231 finished with value: 0.99733617382324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:25:58,846] Trial 232 finished with value: 0.9972846230192247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:26:01,945] Trial 233 finished with value: 0.9973628761943112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:26:04,622] Trial 234 finished with value: 0.997522645645703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:26:07,448] Trial 235 finished with value: 0.9974114615352043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:26:09,134] Trial 236 finished with value: 0.9974057677863418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:26:11,235] Trial 237 finished with value: 0.9975215661759941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:26:13,430] Trial 238 finished with value: 0.9974714639218135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:26:15,212] Trial 239 finished with value: 0.9975030763375979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:26:17,881] Trial 240 finished with value: 0.9974564111083689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:26:19,522] Trial 241 finished with value: 0.9975107997573808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:26:21,257] Trial 242 finished with value: 0.9974092282656071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:26:22,846] Trial 243 finished with value: 0.9974595958169563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:26:24,758] Trial 244 finished with value: 0.997560163311765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:26:26,811] Trial 245 finished with value: 0.9974959916432028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:26:28,795] Trial 246 finished with value: 0.9973785090814907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:26:30,259] Trial 247 finished with value: 0.9975689017098288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 87}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:26:31,937] Trial 248 finished with value: 0.9976978667290846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 89}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:26:33,628] Trial 249 finished with value: 0.9972814859492366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 90}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:26:35,970] Trial 250 finished with value: 0.9963041124232123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 23, 'rf_n_estimators': 86}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:26:37,216] Trial 251 finished with value: 0.9868279383900145 and parameters: {'classifier': 'SVC', 'svc_c': 511728.7969738445, 'svc_kernel': 'sigmoid'}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:26:38,765] Trial 252 finished with value: 0.9972461296029355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 87}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:26:40,133] Trial 253 finished with value: 0.9974908642572994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 91}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:26:41,939] Trial 254 finished with value: 0.9972027902207684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 95}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:26:44,044] Trial 255 finished with value: 0.9976296374007904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:26:45,488] Trial 256 finished with value: 0.9969755003389835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 82}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:26:46,883] Trial 257 finished with value: 0.9971947528496047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 88}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:26:49,152] Trial 258 finished with value: 0.9976669419150657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:26:51,449] Trial 259 finished with value: 0.9973235490549306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:26:53,966] Trial 260 finished with value: 0.9973925817966146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:26:55,426] Trial 261 finished with value: 0.9972422648144671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:26:59,127] Trial 262 finished with value: 0.9975099054148862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:27:01,650] Trial 263 finished with value: 0.997034121745763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:27:03,926] Trial 264 finished with value: 0.997685987039891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:27:06,848] Trial 265 finished with value: 0.9974282571406238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:27:08,885] Trial 266 finished with value: 0.9973939326254325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:27:10,432] Trial 267 finished with value: 0.9974470270977914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:27:12,360] Trial 268 finished with value: 0.9972624475211097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:27:14,602] Trial 269 finished with value: 0.997410716297399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:27:17,466] Trial 270 finished with value: 0.9971626490040612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:27:19,214] Trial 271 finished with value: 0.9850746254256233 and parameters: {'classifier': 'SVC', 'svc_c': 1.4399582772621897e-10, 'svc_kernel': 'rbf'}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:27:25,102] Trial 272 finished with value: 0.9973660261816276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 27, 'rf_n_estimators': 118}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:27:27,107] Trial 273 finished with value: 0.9972411069203888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:27:29,492] Trial 274 finished with value: 0.9972653435734286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:27:31,636] Trial 275 finished with value: 0.9973223841150368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:27:33,021] Trial 276 finished with value: 0.9972526937004343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:27:34,185] Trial 277 finished with value: 0.9968584306557097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 93}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:27:36,157] Trial 278 finished with value: 0.9972558309608499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 99}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:27:42,516] Trial 279 finished with value: 0.9937042592357136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 61, 'rf_n_estimators': 121}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:27:44,406] Trial 280 finished with value: 0.9971358152697909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 84}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:27:46,265] Trial 281 finished with value: 0.9973083957275332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:27:48,546] Trial 282 finished with value: 0.9976372684632624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:27:51,224] Trial 283 finished with value: 0.9975786194762413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 127}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:27:54,513] Trial 284 finished with value: 0.9975261169793326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:27:57,174] Trial 285 finished with value: 0.9975132224705475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:28:00,012] Trial 286 finished with value: 0.9974920676635369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:28:10,931] Trial 287 finished with value: 0.9970552004452715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 48, 'rf_n_estimators': 123}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:28:13,483] Trial 288 finished with value: 0.9973996114574782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:28:15,845] Trial 289 finished with value: 0.997481030488835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:28:16,509] Trial 290 finished with value: 0.9971728586128256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 50}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:28:17,330] Trial 291 finished with value: 0.9913892357406309 and parameters: {'classifier': 'SVC', 'svc_c': 16.907774420687588, 'svc_kernel': 'rbf'}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:28:19,640] Trial 292 finished with value: 0.997533679011856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:28:20,440] Trial 293 finished with value: 0.989749761159678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:28:23,446] Trial 294 finished with value: 0.9973769566534848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:28:25,901] Trial 295 finished with value: 0.9974413645155543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:28:26,479] Trial 296 finished with value: 0.9967069220103503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 21}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:28:29,325] Trial 297 finished with value: 0.9971904740083953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:28:30,034] Trial 298 finished with value: 0.9953278033548666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 1, 'rf_n_estimators': 122}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:28:32,081] Trial 299 finished with value: 0.9973275055976898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:28:39,357] Trial 300 finished with value: 0.9971672694086307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 32, 'rf_n_estimators': 123}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:28:42,933] Trial 301 finished with value: 0.9975624746566144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 118}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:28:46,228] Trial 302 finished with value: 0.9975188621380155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:28:47,931] Trial 303 finished with value: 0.997391790062775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:28:50,418] Trial 304 finished with value: 0.9974775374782147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:28:52,664] Trial 305 finished with value: 0.9975348549330657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:29:06,454] Trial 306 finished with value: 0.9968065344163094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 67, 'rf_n_estimators': 107}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:29:09,522] Trial 307 finished with value: 0.9974373798530092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:29:11,240] Trial 308 finished with value: 0.9975298723989718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:29:13,398] Trial 309 finished with value: 0.9972059454448395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:29:15,124] Trial 310 finished with value: 0.9852050720021377 and parameters: {'classifier': 'SVC', 'svc_c': 9.566720373399659e-08, 'svc_kernel': 'sigmoid'}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:29:16,821] Trial 311 finished with value: 0.9974268961874135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:29:18,974] Trial 312 finished with value: 0.9975006955502068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:29:23,344] Trial 313 finished with value: 0.9974380925911973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 19, 'rf_n_estimators': 122}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:29:25,572] Trial 314 finished with value: 0.997601770248515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:29:27,519] Trial 315 finished with value: 0.9973992982360694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:29:29,677] Trial 316 finished with value: 0.9974706318808314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:29:31,773] Trial 317 finished with value: 0.9975803968307976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:29:33,631] Trial 318 finished with value: 0.9973568759842144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:29:35,834] Trial 319 finished with value: 0.9974996843804749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:29:36,878] Trial 320 finished with value: 0.9975305437191907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 67}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:29:38,445] Trial 321 finished with value: 0.997276935558491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:29:40,593] Trial 322 finished with value: 0.9976044115089125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:29:41,909] Trial 323 finished with value: 0.9973512428547555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:29:43,663] Trial 324 finished with value: 0.9976672600558502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:29:45,355] Trial 325 finished with value: 0.9973344222716026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:29:47,067] Trial 326 finished with value: 0.9974342378001696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:29:48,865] Trial 327 finished with value: 0.9971441861746242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:29:50,980] Trial 328 finished with value: 0.9977155613424712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:29:52,938] Trial 329 finished with value: 0.9975062904354876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:29:54,920] Trial 330 finished with value: 0.9972413321643181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:29:57,058] Trial 331 finished with value: 0.9967859753298219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 101}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:29:58,456] Trial 332 finished with value: 0.9861148600350588 and parameters: {'classifier': 'SVC', 'svc_c': 0.36140935421169906, 'svc_kernel': 'rbf'}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:30:00,213] Trial 333 finished with value: 0.9974415942027907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:30:01,868] Trial 334 finished with value: 0.9974574141531966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:30:04,050] Trial 335 finished with value: 0.9975918554214349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:30:06,023] Trial 336 finished with value: 0.9972509196783584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:30:06,941] Trial 337 finished with value: 0.9971975569572055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 96}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:30:08,633] Trial 338 finished with value: 0.9974676378853301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:30:10,706] Trial 339 finished with value: 0.9974538783598769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:30:12,621] Trial 340 finished with value: 0.997394923673331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:30:14,420] Trial 341 finished with value: 0.9969808186918762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:30:15,751] Trial 342 finished with value: 0.9968251455887258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:30:20,565] Trial 343 finished with value: 0.9975756374459314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 124}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:30:21,529] Trial 344 finished with value: 0.9942386925266161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:30:23,795] Trial 345 finished with value: 0.9975209966709824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:30:25,976] Trial 346 finished with value: 0.9974283499422653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:30:27,560] Trial 347 finished with value: 0.9970817484748986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:30:30,474] Trial 348 finished with value: 0.9975932791204882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:30:33,445] Trial 349 finished with value: 0.9972642226222747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 127}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:30:36,552] Trial 350 finished with value: 0.9971830021432669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:30:37,851] Trial 351 finished with value: 0.9867407451542002 and parameters: {'classifier': 'SVC', 'svc_c': 14548437.801836377, 'svc_kernel': 'sigmoid'}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:30:40,285] Trial 352 finished with value: 0.9968412487682182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:30:43,183] Trial 353 finished with value: 0.9976871886688059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:30:45,670] Trial 354 finished with value: 0.9977101175931061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:30:47,761] Trial 355 finished with value: 0.9971726323215456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 56}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:30:50,192] Trial 356 finished with value: 0.9974638841795378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:30:51,885] Trial 357 finished with value: 0.9971867135741665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 74}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:30:58,151] Trial 358 finished with value: 0.9968883051988945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 28, 'rf_n_estimators': 122}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:31:00,831] Trial 359 finished with value: 0.997095910690922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:31:03,737] Trial 360 finished with value: 0.9972356837371877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:31:06,283] Trial 361 finished with value: 0.9971296078111583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:31:08,498] Trial 362 finished with value: 0.9974450897207058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:31:17,357] Trial 363 finished with value: 0.9972914274361591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 38, 'rf_n_estimators': 126}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:31:19,604] Trial 364 finished with value: 0.997590314577765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:31:20,527] Trial 365 finished with value: 0.9969429810442311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 119}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:31:23,968] Trial 366 finished with value: 0.9973411885078342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:31:26,476] Trial 367 finished with value: 0.9969551657029777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:31:29,103] Trial 368 finished with value: 0.9974255752239669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:31:32,162] Trial 369 finished with value: 0.9974227479476935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:31:44,370] Trial 370 finished with value: 0.9969362030332359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 56, 'rf_n_estimators': 117}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:31:45,506] Trial 371 finished with value: 0.9880185935423897 and parameters: {'classifier': 'SVC', 'svc_c': 45698.43958146692, 'svc_kernel': 'sigmoid'}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:31:47,856] Trial 372 finished with value: 0.9974217868603795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:31:49,238] Trial 373 finished with value: 0.9973418856944475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 63}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:31:51,393] Trial 374 finished with value: 0.9974525586976845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:31:56,003] Trial 375 finished with value: 0.9971454113848042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 23, 'rf_n_estimators': 112}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:31:58,060] Trial 376 finished with value: 0.9975767299281822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:32:00,496] Trial 377 finished with value: 0.9974164781558107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:32:03,240] Trial 378 finished with value: 0.9974344968132325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:32:04,257] Trial 379 finished with value: 0.9973763735011728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 51}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:32:05,856] Trial 380 finished with value: 0.9973994866640261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 70}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:32:07,942] Trial 381 finished with value: 0.9967237595415455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:32:11,017] Trial 382 finished with value: 0.9974957990893181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:32:11,912] Trial 383 finished with value: 0.9966570549975398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 42}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:32:13,906] Trial 384 finished with value: 0.9974620255124625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:32:15,616] Trial 385 finished with value: 0.997522465215699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:32:32,811] Trial 386 finished with value: 0.9964278304681294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 69, 'rf_n_estimators': 128}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:32:33,623] Trial 387 finished with value: 0.996811391426979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 122}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:32:36,383] Trial 388 finished with value: 0.9974145688667729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:32:38,251] Trial 389 finished with value: 0.9976796365385093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:32:40,115] Trial 390 finished with value: 0.9974348035283702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:32:42,146] Trial 391 finished with value: 0.9974862618798612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:32:43,873] Trial 392 finished with value: 0.9973827983644715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:32:44,688] Trial 393 finished with value: 0.9940602136105086 and parameters: {'classifier': 'SVC', 'svc_c': 319.8119437849948, 'svc_kernel': 'rbf'}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:32:45,688] Trial 394 finished with value: 0.9954456054220931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:32:47,966] Trial 395 finished with value: 0.9975565710567079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:32:49,734] Trial 396 finished with value: 0.9971250639584216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:32:51,511] Trial 397 finished with value: 0.9973715749199906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:32:53,101] Trial 398 finished with value: 0.9974890834115732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:32:54,562] Trial 399 finished with value: 0.9960816222651742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:32:56,936] Trial 400 finished with value: 0.9976641392356708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:32:59,084] Trial 401 finished with value: 0.997466360942361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:33:01,022] Trial 402 finished with value: 0.9975768884272922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:33:03,224] Trial 403 finished with value: 0.9974833531323793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:33:05,346] Trial 404 finished with value: 0.9971124146249718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:33:07,240] Trial 405 finished with value: 0.9976364589561945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:33:09,077] Trial 406 finished with value: 0.9975870422725532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:33:10,725] Trial 407 finished with value: 0.9976463346186968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:33:12,481] Trial 408 finished with value: 0.9973037027383692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:33:14,338] Trial 409 finished with value: 0.9974759092918234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:33:16,142] Trial 410 finished with value: 0.9853840203218969 and parameters: {'classifier': 'SVC', 'svc_c': 0.07828378300580364, 'svc_kernel': 'rbf'}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:33:17,877] Trial 411 finished with value: 0.9975043662296331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:33:19,607] Trial 412 finished with value: 0.9975055979143463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:33:20,546] Trial 413 finished with value: 0.9938339830448615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:33:22,368] Trial 414 finished with value: 0.99753003562703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:33:24,547] Trial 415 finished with value: 0.9973773629939141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:33:26,388] Trial 416 finished with value: 0.9973696058684732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:33:28,045] Trial 417 finished with value: 0.9971586700860774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:33:29,574] Trial 418 finished with value: 0.9972164851595796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:33:31,559] Trial 419 finished with value: 0.9971767726267887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:33:33,683] Trial 420 finished with value: 0.9972277158085655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:33:35,480] Trial 421 finished with value: 0.9972124341013323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:33:37,865] Trial 422 finished with value: 0.9972275696555016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:33:39,829] Trial 423 finished with value: 0.9977388413515041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:33:41,393] Trial 424 finished with value: 0.9975695636038889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:33:45,857] Trial 425 finished with value: 0.9977294127174287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 120}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:33:50,301] Trial 426 finished with value: 0.9973673107416947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 120}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:33:56,411] Trial 427 finished with value: 0.9968431011829256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 27, 'rf_n_estimators': 117}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:34:00,129] Trial 428 finished with value: 0.9972382127723445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:34:04,435] Trial 429 finished with value: 0.9970462758409046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 115}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:34:08,442] Trial 430 finished with value: 0.9977667893402297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 121}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:34:09,294] Trial 431 finished with value: 0.9912759804777664 and parameters: {'classifier': 'SVC', 'svc_c': 36.000619245079, 'svc_kernel': 'sigmoid'}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:34:12,511] Trial 432 finished with value: 0.9972350491377276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 17, 'rf_n_estimators': 120}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:34:16,390] Trial 433 finished with value: 0.9973930352043608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 118}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:34:31,579] Trial 434 finished with value: 0.9958969166572619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 73, 'rf_n_estimators': 121}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:34:36,291] Trial 435 finished with value: 0.9971145093268649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 116}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:34:40,018] Trial 436 finished with value: 0.9973705704469572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:34:44,140] Trial 437 finished with value: 0.9972657660367149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 111}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:34:46,915] Trial 438 finished with value: 0.9968234622101138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 16, 'rf_n_estimators': 114}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:34:50,673] Trial 439 finished with value: 0.9965282692657231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 25, 'rf_n_estimators': 119}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:34:54,688] Trial 440 finished with value: 0.9976117294451896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 122}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:34:56,040] Trial 441 finished with value: 0.9916488821334406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 24, 'rf_n_estimators': 116}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:35:00,559] Trial 442 finished with value: 0.9972025050874075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 22, 'rf_n_estimators': 109}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:35:00,945] Trial 443 finished with value: 0.9904710792149576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 4}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:35:05,130] Trial 444 finished with value: 0.9968061242038554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 19, 'rf_n_estimators': 118}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:35:06,102] Trial 445 finished with value: 0.9974281597687237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 29}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:35:11,466] Trial 446 finished with value: 0.9971671351255441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 26, 'rf_n_estimators': 113}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:35:19,501] Trial 447 finished with value: 0.9970889121649456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 36, 'rf_n_estimators': 121}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:35:23,204] Trial 448 finished with value: 0.9972804971229915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 102}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:35:23,609] Trial 449 finished with value: 0.9957508452549965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 9}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:35:30,357] Trial 450 finished with value: 0.9973183691427904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 29, 'rf_n_estimators': 123}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:35:31,684] Trial 451 finished with value: 0.9962909886715217 and parameters: {'classifier': 'SVC', 'svc_c': 88313.22516528479, 'svc_kernel': 'rbf'}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:35:34,888] Trial 452 finished with value: 0.997391699165408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:35:39,883] Trial 453 finished with value: 0.9970160350740054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 25, 'rf_n_estimators': 106}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:35:43,691] Trial 454 finished with value: 0.9973032078174401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 116}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:35:46,354] Trial 455 finished with value: 0.9974002600533552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:35:49,046] Trial 456 finished with value: 0.9975619749749992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:35:56,250] Trial 457 finished with value: 0.9971829569802247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 34, 'rf_n_estimators': 120}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:36:07,653] Trial 458 finished with value: 0.9969395169468444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 56, 'rf_n_estimators': 113}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:36:09,966] Trial 459 finished with value: 0.9977366455326377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:36:12,376] Trial 460 finished with value: 0.9975383275044737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:36:16,825] Trial 461 finished with value: 0.9973965195505325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 121}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:36:19,339] Trial 462 finished with value: 0.9970897927331883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:36:21,562] Trial 463 finished with value: 0.9975759680914512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:36:24,468] Trial 464 finished with value: 0.997070849804425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:36:31,032] Trial 465 finished with value: 0.9964229423860482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 30, 'rf_n_estimators': 114}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:36:37,839] Trial 466 finished with value: 0.9966507450889418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 30, 'rf_n_estimators': 122}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:36:40,258] Trial 467 finished with value: 0.9976493456574543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:36:42,950] Trial 468 finished with value: 0.9973756567322706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:36:45,375] Trial 469 finished with value: 0.9976928959697545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:36:47,146] Trial 470 finished with value: 0.9853872979590772 and parameters: {'classifier': 'SVC', 'svc_c': 0.02230211187346504, 'svc_kernel': 'sigmoid'}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:36:49,531] Trial 471 finished with value: 0.9976353728532631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:36:54,723] Trial 472 finished with value: 0.9972609750408927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 23, 'rf_n_estimators': 120}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:37:03,976] Trial 473 finished with value: 0.9962035377873742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 42, 'rf_n_estimators': 116}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:37:06,548] Trial 474 finished with value: 0.9970567501755555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:37:08,882] Trial 475 finished with value: 0.9974431959832426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:37:11,143] Trial 476 finished with value: 0.9975312263381045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:37:12,875] Trial 477 finished with value: 0.9964765097214903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:37:15,728] Trial 478 finished with value: 0.9974021925745412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:37:16,924] Trial 479 finished with value: 0.9972099941544816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 114}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:37:19,939] Trial 480 finished with value: 0.9975444454939452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:37:22,289] Trial 481 finished with value: 0.9975196387328734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:37:24,022] Trial 482 finished with value: 0.997108777365562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 77}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:37:34,830] Trial 483 finished with value: 0.996974882370187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 49, 'rf_n_estimators': 123}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:37:35,783] Trial 484 finished with value: 0.9972276669639258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 112}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:37:37,926] Trial 485 finished with value: 0.9974722945663279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:37:42,893] Trial 486 finished with value: 0.9972707270207696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 21, 'rf_n_estimators': 125}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:37:46,807] Trial 487 finished with value: 0.997292837138795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 121}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:37:47,644] Trial 488 finished with value: 0.9971365250246157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 115}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:37:49,716] Trial 489 finished with value: 0.9975935942461714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:37:50,782] Trial 490 finished with value: 0.9871259201443342 and parameters: {'classifier': 'SVC', 'svc_c': 0.943200849452648, 'svc_kernel': 'rbf'}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:37:51,741] Trial 491 finished with value: 0.9971645555953765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 104}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:37:53,872] Trial 492 finished with value: 0.9975532535884538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:37:57,044] Trial 493 finished with value: 0.997405660353525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:38:00,972] Trial 494 finished with value: 0.9970529442291675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 19, 'rf_n_estimators': 125}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:38:01,887] Trial 495 finished with value: 0.9939036739672705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:38:04,760] Trial 496 finished with value: 0.9970885337221368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:38:06,682] Trial 497 finished with value: 0.9974403826716486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:38:09,009] Trial 498 finished with value: 0.9973372337423979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:38:15,007] Trial 499 finished with value: 0.9973177669477339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 26, 'rf_n_estimators': 125}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:38:17,230] Trial 500 finished with value: 0.9974621734745872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:38:19,722] Trial 501 finished with value: 0.9975485467615622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:38:22,334] Trial 502 finished with value: 0.9972898404773095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:38:23,772] Trial 503 finished with value: 0.9969062037283366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:38:27,360] Trial 504 finished with value: 0.9973650339911643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:38:29,726] Trial 505 finished with value: 0.9973510063756068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:38:31,087] Trial 506 finished with value: 0.9976347784022561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:38:33,140] Trial 507 finished with value: 0.9976207039415471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:38:34,974] Trial 508 finished with value: 0.9852235902142232 and parameters: {'classifier': 'SVC', 'svc_c': 0.0004940189282142041, 'svc_kernel': 'sigmoid'}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:38:37,417] Trial 509 finished with value: 0.9970036378664925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:38:39,153] Trial 510 finished with value: 0.9975253199770003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:38:44,390] Trial 511 finished with value: 0.9970054369932533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 24, 'rf_n_estimators': 126}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:38:46,997] Trial 512 finished with value: 0.997210963398438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:38:48,630] Trial 513 finished with value: 0.9975124756775848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:38:50,372] Trial 514 finished with value: 0.9974031649605503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:38:52,652] Trial 515 finished with value: 0.9971979312740862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:38:56,347] Trial 516 finished with value: 0.9968256910998795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 16, 'rf_n_estimators': 124}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:38:58,142] Trial 517 finished with value: 0.9971324227096477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:39:02,158] Trial 518 finished with value: 0.9971599409353683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 20, 'rf_n_estimators': 115}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:39:03,113] Trial 519 finished with value: 0.9972656710451577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:39:08,330] Trial 520 finished with value: 0.9964637375623386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 32, 'rf_n_estimators': 121}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:39:10,586] Trial 521 finished with value: 0.9973821555448937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:39:12,777] Trial 522 finished with value: 0.9967622869491337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:39:14,905] Trial 523 finished with value: 0.9973483897120875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:39:17,552] Trial 524 finished with value: 0.9973596316915064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:39:20,165] Trial 525 finished with value: 0.9975376601832312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:39:21,594] Trial 526 finished with value: 0.9961897864503012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:39:23,276] Trial 527 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.190006833738324e-06, 'svc_kernel': 'rbf'}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:39:25,975] Trial 528 finished with value: 0.9976052053057162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 104}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:39:29,849] Trial 529 finished with value: 0.9973253330744475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 18, 'rf_n_estimators': 114}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:39:31,671] Trial 530 finished with value: 0.9973751559398286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:39:39,047] Trial 531 finished with value: 0.9971708934650709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 38, 'rf_n_estimators': 117}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:39:40,001] Trial 532 finished with value: 0.9974587324823972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 43}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:39:41,668] Trial 533 finished with value: 0.9974353059711835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 100}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:39:43,328] Trial 534 finished with value: 0.997542444482355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:39:45,148] Trial 535 finished with value: 0.9972764548561445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:39:48,364] Trial 536 finished with value: 0.9975199734091077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:39:50,678] Trial 537 finished with value: 0.9973390013851545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:39:53,062] Trial 538 finished with value: 0.9974144914262787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:39:55,621] Trial 539 finished with value: 0.9975588473946454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:39:56,715] Trial 540 finished with value: 0.9955450876708939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:40:01,465] Trial 541 finished with value: 0.9972909967844924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 23, 'rf_n_estimators': 108}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:40:07,476] Trial 542 finished with value: 0.9971283371840327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 28, 'rf_n_estimators': 114}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:40:10,204] Trial 543 finished with value: 0.9972679199298055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:40:11,288] Trial 544 finished with value: 0.9972096314854131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 65}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:40:13,643] Trial 545 finished with value: 0.9965857479491443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:40:15,066] Trial 546 finished with value: 0.997382140342436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:40:17,485] Trial 547 finished with value: 0.9973983425441997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:40:19,223] Trial 548 finished with value: 0.9853343668099902 and parameters: {'classifier': 'SVC', 'svc_c': 0.0026893461045129777, 'svc_kernel': 'sigmoid'}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:40:21,220] Trial 549 finished with value: 0.9974212281145184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:40:22,921] Trial 550 finished with value: 0.9973811165092789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:40:25,194] Trial 551 finished with value: 0.9976091586429465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:40:28,904] Trial 552 finished with value: 0.9974932003577166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 114}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:40:31,571] Trial 553 finished with value: 0.9975850688729425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:40:33,208] Trial 554 finished with value: 0.9976618334449551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:40:35,011] Trial 555 finished with value: 0.9973111050022664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:40:36,274] Trial 556 finished with value: 0.9971551278817005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:40:45,751] Trial 557 finished with value: 0.9969544607405769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 48, 'rf_n_estimators': 122}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:40:46,107] Trial 558 finished with value: 0.9886842493381685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 18}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:40:49,972] Trial 559 finished with value: 0.9973597060216856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 112}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:40:51,046] Trial 560 finished with value: 0.9968059769399646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 37}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:40:57,246] Trial 561 finished with value: 0.9967742334466224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 32, 'rf_n_estimators': 116}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:40:59,297] Trial 562 finished with value: 0.9972088999266459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:41:01,041] Trial 563 finished with value: 0.9972695622395653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:41:03,572] Trial 564 finished with value: 0.9973360082465769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:41:08,275] Trial 565 finished with value: 0.9972573670120956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 121}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:42:05,787] Trial 566 finished with value: 0.9908189876810917 and parameters: {'classifier': 'SVC', 'svc_c': 261841613.4691206, 'svc_kernel': 'rbf'}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:42:08,562] Trial 567 finished with value: 0.9974666720055921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:42:10,243] Trial 568 finished with value: 0.9973218390164762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:42:15,257] Trial 569 finished with value: 0.9969506148996391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 25, 'rf_n_estimators': 126}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:42:17,873] Trial 570 finished with value: 0.9975762200586987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:42:19,506] Trial 571 finished with value: 0.9970314598874636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:42:21,004] Trial 572 finished with value: 0.9946004345627415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:42:22,991] Trial 573 finished with value: 0.9974548656627027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:42:24,938] Trial 574 finished with value: 0.9974505998340352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:42:26,754] Trial 575 finished with value: 0.9975353649929767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:42:28,382] Trial 576 finished with value: 0.9973433046010767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:42:31,524] Trial 577 finished with value: 0.9974519601207495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:42:33,197] Trial 578 finished with value: 0.9972501447656095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 81}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:42:35,860] Trial 579 finished with value: 0.9976126536847931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:42:38,633] Trial 580 finished with value: 0.9973578086978391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:42:40,583] Trial 581 finished with value: 0.9977435834074729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:42:41,587] Trial 582 finished with value: 0.9960660181642768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:42:42,670] Trial 583 finished with value: 0.9971611586554022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 58}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:42:44,389] Trial 584 finished with value: 0.9972326873613433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:42:45,753] Trial 585 finished with value: 0.986704376939933 and parameters: {'classifier': 'SVC', 'svc_c': 5329272.602548671, 'svc_kernel': 'sigmoid'}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:42:53,392] Trial 586 finished with value: 0.9967834030993732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 42, 'rf_n_estimators': 110}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:43:00,859] Trial 587 finished with value: 0.996789533910959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 35, 'rf_n_estimators': 111}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:43:02,142] Trial 588 finished with value: 0.9974655225220593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 107}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:43:03,673] Trial 589 finished with value: 0.997328111918674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:43:05,535] Trial 590 finished with value: 0.9974552537538353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:43:09,581] Trial 591 finished with value: 0.9970627201076886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 104}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:43:11,451] Trial 592 finished with value: 0.9971974712013796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:43:12,896] Trial 593 finished with value: 0.9973645782348131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 101}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:43:14,520] Trial 594 finished with value: 0.9977454775257909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 97}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:43:15,992] Trial 595 finished with value: 0.9970952686013158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 84}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:43:22,187] Trial 596 finished with value: 0.9972484488822618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 28, 'rf_n_estimators': 126}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:43:23,506] Trial 597 finished with value: 0.9973021492630121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 95}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:43:25,051] Trial 598 finished with value: 0.9973545761602255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:43:26,757] Trial 599 finished with value: 0.9974325482644034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:43:28,531] Trial 600 finished with value: 0.9971415723675164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:43:30,429] Trial 601 finished with value: 0.9972634775114209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 99}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:43:34,290] Trial 602 finished with value: 0.9972884045908997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 23, 'rf_n_estimators': 91}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:43:35,299] Trial 603 finished with value: 0.9973368725015351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 109}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:43:37,079] Trial 604 finished with value: 0.9853871333662892 and parameters: {'classifier': 'SVC', 'svc_c': 0.03628338347096989, 'svc_kernel': 'rbf'}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:43:37,951] Trial 605 finished with value: 0.9902110302585294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:43:39,868] Trial 606 finished with value: 0.9973103008271669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:43:40,833] Trial 607 finished with value: 0.9933939468917488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:43:54,883] Trial 608 finished with value: 0.9964672754503603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 66, 'rf_n_estimators': 124}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:43:56,757] Trial 609 finished with value: 0.9974438194744351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 97}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:43:58,523] Trial 610 finished with value: 0.9974299643226666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:44:00,582] Trial 611 finished with value: 0.9973742580744261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:44:04,429] Trial 612 finished with value: 0.9973178185535715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 111}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:44:05,732] Trial 613 finished with value: 0.9973283489373669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 93}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:44:07,959] Trial 614 finished with value: 0.9972911531889005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:44:08,804] Trial 615 finished with value: 0.9963867533957443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:44:10,707] Trial 616 finished with value: 0.9972428781812667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:44:15,745] Trial 617 finished with value: 0.997075927964834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 26, 'rf_n_estimators': 116}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:44:17,295] Trial 618 finished with value: 0.9974331645193527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 89}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:44:19,832] Trial 619 finished with value: 0.9973580309584053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:44:21,370] Trial 620 finished with value: 0.9967480510694274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:44:22,625] Trial 621 finished with value: 0.9974674118479531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 79}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:44:24,149] Trial 622 finished with value: 0.9972084678467735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:44:26,017] Trial 623 finished with value: 0.9852070376894368 and parameters: {'classifier': 'SVC', 'svc_c': 0.00029728986154335804, 'svc_kernel': 'sigmoid'}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:44:28,248] Trial 624 finished with value: 0.997216964909789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:44:29,452] Trial 625 finished with value: 0.9974475507097887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 115}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:44:30,385] Trial 626 finished with value: 0.996810913961899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 113}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:44:32,399] Trial 627 finished with value: 0.9974511268102509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:44:33,911] Trial 628 finished with value: 0.9972482213532031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:44:39,144] Trial 629 finished with value: 0.9967409384774114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 30, 'rf_n_estimators': 118}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:44:43,453] Trial 630 finished with value: 0.9974885851899017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 20, 'rf_n_estimators': 121}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:44:45,331] Trial 631 finished with value: 0.997488777934214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:44:47,623] Trial 632 finished with value: 0.9975682162345033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:44:49,585] Trial 633 finished with value: 0.9974445634109861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:44:51,840] Trial 634 finished with value: 0.9972884327741616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:44:54,855] Trial 635 finished with value: 0.997032778851422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 17, 'rf_n_estimators': 105}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:45:05,286] Trial 636 finished with value: 0.9967655030465113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 49, 'rf_n_estimators': 119}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:45:07,785] Trial 637 finished with value: 0.9974118921868707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:45:16,321] Trial 638 finished with value: 0.9973044151909161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 37, 'rf_n_estimators': 125}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:45:18,321] Trial 639 finished with value: 0.9974364559942606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:45:19,832] Trial 640 finished with value: 0.9963213533114738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:45:21,521] Trial 641 finished with value: 0.9975456684189957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:45:22,303] Trial 642 finished with value: 0.9959368449760859 and parameters: {'classifier': 'SVC', 'svc_c': 8961.763728886835, 'svc_kernel': 'rbf'}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:45:27,312] Trial 643 finished with value: 0.9972098590462096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 25, 'rf_n_estimators': 109}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:45:29,608] Trial 644 finished with value: 0.9973258020972441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:45:32,151] Trial 645 finished with value: 0.99716799880922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:45:33,762] Trial 646 finished with value: 0.9972888348617115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:45:48,524] Trial 647 finished with value: 0.9960890057719681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 62, 'rf_n_estimators': 122}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:45:53,581] Trial 648 finished with value: 0.9971416843705921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 23, 'rf_n_estimators': 116}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:45:55,281] Trial 649 finished with value: 0.9970530617229009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:45:56,901] Trial 650 finished with value: 0.9969147421775834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:45:58,650] Trial 651 finished with value: 0.9958184766411141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 19, 'rf_n_estimators': 103}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:46:00,911] Trial 652 finished with value: 0.9975737303150712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:46:08,561] Trial 653 finished with value: 0.9969212587951727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 33, 'rf_n_estimators': 124}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:46:11,890] Trial 654 finished with value: 0.997161868695868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:46:22,568] Trial 655 finished with value: 0.9970009841648352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 52, 'rf_n_estimators': 114}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:46:24,485] Trial 656 finished with value: 0.9974715277150077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:46:25,726] Trial 657 finished with value: 0.9972908453946738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 72}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:46:27,268] Trial 658 finished with value: 0.9967425542860188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:46:29,742] Trial 659 finished with value: 0.9972754175343765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:46:33,332] Trial 660 finished with value: 0.9976332847211168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 124}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:46:38,113] Trial 661 finished with value: 0.9973755946529236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 21, 'rf_n_estimators': 119}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:46:40,972] Trial 662 finished with value: 0.9973091968240556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:46:42,641] Trial 663 finished with value: 0.9866070574708368 and parameters: {'classifier': 'SVC', 'svc_c': 489391625.9767807, 'svc_kernel': 'sigmoid'}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:46:45,049] Trial 664 finished with value: 0.9974910726483999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:46:58,148] Trial 665 finished with value: 0.9964980397340434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 55, 'rf_n_estimators': 126}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:46:59,819] Trial 666 finished with value: 0.9974724785509775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:47:01,702] Trial 667 finished with value: 0.9974691613048887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:47:03,602] Trial 668 finished with value: 0.9975854947321849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 99}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:47:04,800] Trial 669 finished with value: 0.9973751142044803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 75}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:47:07,123] Trial 670 finished with value: 0.9975537101699906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:47:08,687] Trial 671 finished with value: 0.9972072825311433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:47:10,268] Trial 672 finished with value: 0.9974522492848245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 97}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:47:13,196] Trial 673 finished with value: 0.9972710251666723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:47:13,993] Trial 674 finished with value: 0.9894626941034753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:47:24,173] Trial 675 finished with value: 0.9964082769337641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 45, 'rf_n_estimators': 121}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:47:25,037] Trial 676 finished with value: 0.9971935996209988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 1, 'rf_n_estimators': 113}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:47:26,616] Trial 677 finished with value: 0.9974035614304904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:47:28,801] Trial 678 finished with value: 0.9972153760149273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:47:31,506] Trial 679 finished with value: 0.9973717214856475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:47:33,212] Trial 680 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.5450852180826654e-05, 'svc_kernel': 'rbf'}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:47:37,459] Trial 681 finished with value: 0.9969921340493371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 18, 'rf_n_estimators': 123}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:47:38,574] Trial 682 finished with value: 0.9973178021133354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 3, 'rf_n_estimators': 119}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:47:40,211] Trial 683 finished with value: 0.9972183727716265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 93}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:47:48,347] Trial 684 finished with value: 0.9972029424357726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 39, 'rf_n_estimators': 110}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:47:50,507] Trial 685 finished with value: 0.9974321158036762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:47:57,605] Trial 686 finished with value: 0.996990855392521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 34, 'rf_n_estimators': 114}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:47:59,000] Trial 687 finished with value: 0.9970188738711391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 7, 'rf_n_estimators': 86}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:48:00,213] Trial 688 finished with value: 0.996979995918363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:48:02,181] Trial 689 finished with value: 0.9974728326825492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:48:05,336] Trial 690 finished with value: 0.9974581863364854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:48:07,739] Trial 691 finished with value: 0.99624712047234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 45, 'rf_n_estimators': 27}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:48:09,789] Trial 692 finished with value: 0.9974749693736937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 103}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:48:12,917] Trial 693 finished with value: 0.9975199384656716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:48:22,968] Trial 694 finished with value: 0.9966857666955328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 56, 'rf_n_estimators': 111}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:48:24,881] Trial 695 finished with value: 0.9973497036931948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:48:39,743] Trial 696 finished with value: 0.9964100948176283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 65, 'rf_n_estimators': 120}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:48:42,186] Trial 697 finished with value: 0.9970508928495181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:48:48,361] Trial 698 finished with value: 0.9967277277003785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 26, 'rf_n_estimators': 128}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:48:53,228] Trial 699 finished with value: 0.9973191328520578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 22, 'rf_n_estimators': 114}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:48:55,012] Trial 700 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 3.830837704652147e-09, 'svc_kernel': 'sigmoid'}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:48:57,029] Trial 701 finished with value: 0.9975610103013016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:48:59,030] Trial 702 finished with value: 0.9976293053270644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:49:01,846] Trial 703 finished with value: 0.9975486238529393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:49:04,038] Trial 704 finished with value: 0.9971218115211399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:49:04,850] Trial 705 finished with value: 0.9961636166730554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 68}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:49:07,981] Trial 706 finished with value: 0.9968473818966714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 28, 'rf_n_estimators': 54}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:49:09,447] Trial 707 finished with value: 0.9972779710077222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:49:11,305] Trial 708 finished with value: 0.9974460794673501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:49:13,723] Trial 709 finished with value: 0.9974415969639886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:49:18,071] Trial 710 finished with value: 0.9972877442202591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 120}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:49:20,098] Trial 711 finished with value: 0.9970354136055487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:49:23,364] Trial 712 finished with value: 0.9969661001103352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:49:25,596] Trial 713 finished with value: 0.9972548134752744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:49:30,663] Trial 714 finished with value: 0.9971027630638343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 24, 'rf_n_estimators': 119}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:49:31,953] Trial 715 finished with value: 0.9972610475302733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 125}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:49:34,138] Trial 716 finished with value: 0.9974136231088683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:49:36,699] Trial 717 finished with value: 0.9975470826601528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:49:38,240] Trial 718 finished with value: 0.9972757420227426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 61}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:49:38,980] Trial 719 finished with value: 0.9941598378864452 and parameters: {'classifier': 'SVC', 'svc_c': 340.96889639203386, 'svc_kernel': 'rbf'}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:49:45,926] Trial 720 finished with value: 0.9967906817441207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 30, 'rf_n_estimators': 122}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:49:47,698] Trial 721 finished with value: 0.9975212595878079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:49:49,131] Trial 722 finished with value: 0.9974236894527184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 114}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:49:51,334] Trial 723 finished with value: 0.9975613588470015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:49:52,327] Trial 724 finished with value: 0.9972294755485832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:49:54,357] Trial 725 finished with value: 0.997402210474721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:49:56,672] Trial 726 finished with value: 0.9974517616636142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:50:01,024] Trial 727 finished with value: 0.9975060571936054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 21, 'rf_n_estimators': 110}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:50:04,681] Trial 728 finished with value: 0.9970557210421678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 17, 'rf_n_estimators': 121}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:50:06,583] Trial 729 finished with value: 0.9972556742073247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:50:08,093] Trial 730 finished with value: 0.9956093026299618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:50:09,467] Trial 731 finished with value: 0.9973133383353394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 90}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:50:11,229] Trial 732 finished with value: 0.9973798403597574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:50:12,885] Trial 733 finished with value: 0.9974333744656105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:50:15,597] Trial 734 finished with value: 0.9974919076092695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:50:17,844] Trial 735 finished with value: 0.9976830338910766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:50:19,947] Trial 736 finished with value: 0.9974115698884204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:50:21,398] Trial 737 finished with value: 0.9867325520133865 and parameters: {'classifier': 'SVC', 'svc_c': 2319558929.9906936, 'svc_kernel': 'sigmoid'}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:50:23,410] Trial 738 finished with value: 0.9971018126087192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:50:25,427] Trial 739 finished with value: 0.9972248896113811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:50:27,223] Trial 740 finished with value: 0.9974585713173031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:50:28,798] Trial 741 finished with value: 0.9968190193473984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:50:31,473] Trial 742 finished with value: 0.9973521504954332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:50:33,512] Trial 743 finished with value: 0.9974413139253296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:50:35,569] Trial 744 finished with value: 0.9974910628731243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:50:38,398] Trial 745 finished with value: 0.997344144259157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:50:41,672] Trial 746 finished with value: 0.9975388693022921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:50:55,045] Trial 747 finished with value: 0.9964960143477403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 57, 'rf_n_estimators': 123}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:50:57,529] Trial 748 finished with value: 0.9968474214421041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:50:59,520] Trial 749 finished with value: 0.9974372702937527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:51:01,279] Trial 750 finished with value: 0.9974609673388896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:51:03,207] Trial 751 finished with value: 0.9973689033181535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:51:13,657] Trial 752 finished with value: 0.9961497661232835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 61, 'rf_n_estimators': 121}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:51:16,835] Trial 753 finished with value: 0.9967820443995542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:51:19,296] Trial 754 finished with value: 0.997053508624376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:51:20,228] Trial 755 finished with value: 0.9972203357929414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 96}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:51:21,831] Trial 756 finished with value: 0.9856758596485565 and parameters: {'classifier': 'SVC', 'svc_c': 0.21680218012015162, 'svc_kernel': 'rbf'}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:51:30,197] Trial 757 finished with value: 0.9959464168433376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 38, 'rf_n_estimators': 115}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:51:32,644] Trial 758 finished with value: 0.9973770641815151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:51:34,880] Trial 759 finished with value: 0.9975202523853143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:51:44,635] Trial 760 finished with value: 0.9965310205297081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 44, 'rf_n_estimators': 124}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:51:46,694] Trial 761 finished with value: 0.9974451803641694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:51:47,434] Trial 762 finished with value: 0.9962563554734422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 1, 'rf_n_estimators': 116}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:51:52,743] Trial 763 finished with value: 0.9968166218023923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 23, 'rf_n_estimators': 122}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:51:55,753] Trial 764 finished with value: 0.9965532399530869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 18, 'rf_n_estimators': 125}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:52:04,180] Trial 765 finished with value: 0.9965764827652922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 39, 'rf_n_estimators': 114}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:52:06,299] Trial 766 finished with value: 0.997059921395532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:52:07,045] Trial 767 finished with value: 0.9957631810496584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 14}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:52:08,209] Trial 768 finished with value: 0.9946190331352088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:52:10,734] Trial 769 finished with value: 0.9971918004625001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:52:12,439] Trial 770 finished with value: 0.9973951181632281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:52:13,346] Trial 771 finished with value: 0.9973238452648211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 47}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:52:15,153] Trial 772 finished with value: 0.9971952372970243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 83}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:52:17,347] Trial 773 finished with value: 0.9977069104140804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:52:28,429] Trial 774 finished with value: 0.9968950041825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 50, 'rf_n_estimators': 116}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:52:29,749] Trial 775 finished with value: 0.9867256806929433 and parameters: {'classifier': 'SVC', 'svc_c': 1403802.9218587298, 'svc_kernel': 'sigmoid'}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:52:30,980] Trial 776 finished with value: 0.9964007360386872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:52:38,080] Trial 777 finished with value: 0.9971499047107922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 33, 'rf_n_estimators': 117}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:52:39,836] Trial 778 finished with value: 0.9974610127558353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:52:42,713] Trial 779 finished with value: 0.9973923748971959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:52:45,174] Trial 780 finished with value: 0.9974122976703765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:52:47,221] Trial 781 finished with value: 0.9971988645272555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:52:49,071] Trial 782 finished with value: 0.997190783135614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:52:50,605] Trial 783 finished with value: 0.9915854908365472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 31, 'rf_n_estimators': 105}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:52:53,267] Trial 784 finished with value: 0.9972710218024541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:52:55,249] Trial 785 finished with value: 0.9974247123337383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:52:57,053] Trial 786 finished with value: 0.9973846598879584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:52:59,091] Trial 787 finished with value: 0.9974249542083312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 101}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:53:01,039] Trial 788 finished with value: 0.9974289573740763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:53:03,322] Trial 789 finished with value: 0.9971227172258054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:53:07,011] Trial 790 finished with value: 0.9972974011768408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 112}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:53:11,210] Trial 791 finished with value: 0.9971911976961616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 19, 'rf_n_estimators': 115}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:53:17,386] Trial 792 finished with value: 0.9969778383119373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 28, 'rf_n_estimators': 120}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:53:20,633] Trial 793 finished with value: 0.9973028643498054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:53:55,509] Trial 794 finished with value: 0.9897719890888163 and parameters: {'classifier': 'SVC', 'svc_c': 24523976.50657096, 'svc_kernel': 'rbf'}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:53:57,865] Trial 795 finished with value: 0.9973559898618379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:53:59,577] Trial 796 finished with value: 0.9974361084006981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:54:01,991] Trial 797 finished with value: 0.9975813499201589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:54:06,625] Trial 798 finished with value: 0.9973901664466425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 112}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:54:07,361] Trial 799 finished with value: 0.9969421408148688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 34}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:54:08,562] Trial 800 finished with value: 0.9971528161877341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 115}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:54:10,402] Trial 801 finished with value: 0.9974885009257575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:54:13,004] Trial 802 finished with value: 0.9969539778800526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:54:14,840] Trial 803 finished with value: 0.9975970870346265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:54:30,969] Trial 804 finished with value: 0.9964618529336552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 70, 'rf_n_estimators': 122}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:54:32,222] Trial 805 finished with value: 0.995649646905801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:54:35,068] Trial 806 finished with value: 0.9973618563283927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 104}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:54:37,324] Trial 807 finished with value: 0.9974862264286187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:54:39,784] Trial 808 finished with value: 0.9972443697994421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:54:41,355] Trial 809 finished with value: 0.9970972360341999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:54:42,899] Trial 810 finished with value: 0.9973878304731768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 99}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:54:43,147] Trial 811 finished with value: 0.9810551509663816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 2}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:54:48,453] Trial 812 finished with value: 0.997155202084928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 24, 'rf_n_estimators': 117}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:54:49,416] Trial 813 finished with value: 0.9971507768367515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 2, 'rf_n_estimators': 120}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:54:51,199] Trial 814 finished with value: 0.9866067297452042 and parameters: {'classifier': 'SVC', 'svc_c': 9764586913.076998, 'svc_kernel': 'sigmoid'}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:54:53,290] Trial 815 finished with value: 0.9969915672737856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:54:54,916] Trial 816 finished with value: 0.9973453791493986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 87}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:54:56,647] Trial 817 finished with value: 0.997259083239442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:54:58,481] Trial 818 finished with value: 0.9971128243613573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 77}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:55:03,470] Trial 819 finished with value: 0.9973479095175475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 25, 'rf_n_estimators': 106}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:55:06,620] Trial 820 finished with value: 0.9973337214986056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 110}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:55:08,087] Trial 821 finished with value: 0.996862105778443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:55:10,162] Trial 822 finished with value: 0.9976479403663873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:55:16,217] Trial 823 finished with value: 0.9972851573586348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 27, 'rf_n_estimators': 124}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:55:19,511] Trial 824 finished with value: 0.9975566222182147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:55:21,513] Trial 825 finished with value: 0.9972138090509598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 93}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:55:25,917] Trial 826 finished with value: 0.9972857665677687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 20, 'rf_n_estimators': 113}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:55:37,808] Trial 827 finished with value: 0.9968704555458299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 51, 'rf_n_estimators': 125}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:55:39,695] Trial 828 finished with value: 0.9971453382606653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:55:42,695] Trial 829 finished with value: 0.9972765286150413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:55:44,948] Trial 830 finished with value: 0.9975754834218664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:55:46,407] Trial 831 finished with value: 0.9975209171357863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:55:47,455] Trial 832 finished with value: 0.9880691590113297 and parameters: {'classifier': 'SVC', 'svc_c': 1.620567162925606, 'svc_kernel': 'rbf'}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:55:49,088] Trial 833 finished with value: 0.997433236120072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:55:51,071] Trial 834 finished with value: 0.9974009558435007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:55:52,640] Trial 835 finished with value: 0.9975754646965008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:55:55,140] Trial 836 finished with value: 0.9974786604605946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:55:57,049] Trial 837 finished with value: 0.9973662910979413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:55:58,900] Trial 838 finished with value: 0.9974718563927775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:56:07,323] Trial 839 finished with value: 0.9969644646877011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 37, 'rf_n_estimators': 123}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:56:08,449] Trial 840 finished with value: 0.9960136007566979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:56:25,361] Trial 841 finished with value: 0.9961725652078046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 72, 'rf_n_estimators': 126}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:56:29,182] Trial 842 finished with value: 0.9971502059035341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 18, 'rf_n_estimators': 121}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:56:31,471] Trial 843 finished with value: 0.9974445603324091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:56:36,097] Trial 844 finished with value: 0.9969411499573976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 21, 'rf_n_estimators': 115}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:56:38,024] Trial 845 finished with value: 0.9974496923837849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:56:38,899] Trial 846 finished with value: 0.9969323271682375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 103 with value: 0.9977804378782205.
[I 2023-09-10 17:56:41,386] Trial 847 finished with value: 0.9977952371057843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 17:56:42,277] Trial 848 finished with value: 0.9905373637077579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 17:56:44,981] Trial 849 finished with value: 0.9974770727082976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 17:56:47,339] Trial 850 finished with value: 0.9972351329258036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 17:56:50,035] Trial 851 finished with value: 0.9975367215028799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 17:56:53,473] Trial 852 finished with value: 0.9969710000623938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 16, 'rf_n_estimators': 113}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 17:56:54,435] Trial 853 finished with value: 0.9894423821600733 and parameters: {'classifier': 'SVC', 'svc_c': 19050.435044118865, 'svc_kernel': 'sigmoid'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 17:56:57,558] Trial 854 finished with value: 0.9969313370407383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 106}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 17:56:59,976] Trial 855 finished with value: 0.9972518879701774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 17:57:02,163] Trial 856 finished with value: 0.9971129419503044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 17:57:03,838] Trial 857 finished with value: 0.9974107407673255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 80}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 17:57:13,416] Trial 858 finished with value: 0.9966939782760705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 48, 'rf_n_estimators': 115}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 17:57:15,090] Trial 859 finished with value: 0.9972800309248687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 17:57:16,405] Trial 860 finished with value: 0.9973855820963357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 111}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 17:57:19,098] Trial 861 finished with value: 0.9973036978824693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 17:57:21,068] Trial 862 finished with value: 0.9974389560844458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 17:57:22,981] Trial 863 finished with value: 0.997160557412483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 17:57:25,698] Trial 864 finished with value: 0.9968389172697975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 17:57:27,288] Trial 865 finished with value: 0.9962787839544176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 17:57:28,888] Trial 866 finished with value: 0.9945216832929352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 19, 'rf_n_estimators': 118}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 17:57:33,274] Trial 867 finished with value: 0.9972026329276988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 22, 'rf_n_estimators': 104}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 17:57:34,976] Trial 868 finished with value: 0.9973978002703126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 17:57:37,805] Trial 869 finished with value: 0.9972952038345552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 17:57:40,083] Trial 870 finished with value: 0.9974945404591217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 101}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 17:57:40,781] Trial 871 finished with value: 0.9950648009005071 and parameters: {'classifier': 'SVC', 'svc_c': 1524.4655947480574, 'svc_kernel': 'rbf'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 17:57:42,705] Trial 872 finished with value: 0.9960652769571858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 41, 'rf_n_estimators': 23}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 17:57:43,676] Trial 873 finished with value: 0.9970202756392984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 2, 'rf_n_estimators': 116}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 17:57:45,594] Trial 874 finished with value: 0.9974497869627492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 17:57:47,782] Trial 875 finished with value: 0.9973256303316888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 17:57:49,649] Trial 876 finished with value: 0.9975698684147525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 17:57:53,465] Trial 877 finished with value: 0.9967894847172025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 17, 'rf_n_estimators': 117}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 17:57:54,916] Trial 878 finished with value: 0.9970990994619613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 106}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 17:57:57,229] Trial 879 finished with value: 0.9973500303714764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 17:57:59,512] Trial 880 finished with value: 0.9974138606671058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 17:58:00,723] Trial 881 finished with value: 0.9969322819417196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 97}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 17:58:07,135] Trial 882 finished with value: 0.9970757225888347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 31, 'rf_n_estimators': 113}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 17:58:08,237] Trial 883 finished with value: 0.9954601983532586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 17:58:10,919] Trial 884 finished with value: 0.9973277995224508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 17:58:13,175] Trial 885 finished with value: 0.997788574747724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 17:58:14,511] Trial 886 finished with value: 0.9974276187008773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 64}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 17:58:17,226] Trial 887 finished with value: 0.9973846042831447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 17:58:19,547] Trial 888 finished with value: 0.9975108917973126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 17:58:30,571] Trial 889 finished with value: 0.9963895395079518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 45, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 17:58:31,807] Trial 890 finished with value: 0.9869446040814641 and parameters: {'classifier': 'SVC', 'svc_c': 334230.71506378835, 'svc_kernel': 'sigmoid'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 17:58:37,380] Trial 891 finished with value: 0.9972325328929478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 24, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 17:58:39,934] Trial 892 finished with value: 0.9975136146558702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 17:58:42,937] Trial 893 finished with value: 0.9975543898690171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 17:58:45,204] Trial 894 finished with value: 0.9974831925385677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 17:58:48,692] Trial 895 finished with value: 0.9973200304000809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 17:58:51,094] Trial 896 finished with value: 0.9976251226517147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 17:59:06,047] Trial 897 finished with value: 0.9965851596552914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 65, 'rf_n_estimators': 120}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 17:59:09,037] Trial 898 finished with value: 0.9973354817146919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 17:59:11,821] Trial 899 finished with value: 0.9973782881221789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 17:59:14,193] Trial 900 finished with value: 0.9974574762960194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 17:59:20,826] Trial 901 finished with value: 0.997145715338744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 29, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 17:59:22,889] Trial 902 finished with value: 0.9976453016132845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 17:59:23,954] Trial 903 finished with value: 0.9971020242370862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 17:59:32,787] Trial 904 finished with value: 0.9969655433639623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 41, 'rf_n_estimators': 120}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 17:59:33,319] Trial 905 finished with value: 0.9864721508931371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 17:59:38,148] Trial 906 finished with value: 0.9971161470028903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 20, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 17:59:39,903] Trial 907 finished with value: 0.9974604550573251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 17:59:42,456] Trial 908 finished with value: 0.9975002901619147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:00:24,514] Trial 909 finished with value: 0.9897503965208477 and parameters: {'classifier': 'SVC', 'svc_c': 42089238.58044528, 'svc_kernel': 'rbf'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:00:31,498] Trial 910 finished with value: 0.9970992348558744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 32, 'rf_n_estimators': 115}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:00:34,141] Trial 911 finished with value: 0.9971775088827662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:00:40,234] Trial 912 finished with value: 0.9966117211417913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 26, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:00:42,458] Trial 913 finished with value: 0.9974581823057712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:00:46,345] Trial 914 finished with value: 0.9971749796254441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 17, 'rf_n_estimators': 120}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:00:49,482] Trial 915 finished with value: 0.9973742574396681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:00:51,749] Trial 916 finished with value: 0.9975532712029924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:00:54,215] Trial 917 finished with value: 0.9975272416755595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:00:57,013] Trial 918 finished with value: 0.9974327567824556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:00:58,617] Trial 919 finished with value: 0.9975973412235275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 88}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:01:00,276] Trial 920 finished with value: 0.997491561412175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 94}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:01:02,181] Trial 921 finished with value: 0.9974679573591066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:01:03,900] Trial 922 finished with value: 0.9976260382586073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:01:06,115] Trial 923 finished with value: 0.9969461852081555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:01:14,082] Trial 924 finished with value: 0.9969484809696926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 38, 'rf_n_estimators': 121}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:01:15,987] Trial 925 finished with value: 0.9970492704711641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:01:18,598] Trial 926 finished with value: 0.9975404076386672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:01:21,195] Trial 927 finished with value: 0.9973829074476596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:01:25,628] Trial 928 finished with value: 0.9957787331321256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 53, 'rf_n_estimators': 40}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:01:27,469] Trial 929 finished with value: 0.9974105772218883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:01:31,474] Trial 930 finished with value: 0.9972995503727211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 23, 'rf_n_estimators': 90}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:01:32,805] Trial 931 finished with value: 0.9867600830612219 and parameters: {'classifier': 'SVC', 'svc_c': 1988232.2883543593, 'svc_kernel': 'sigmoid'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:01:33,821] Trial 932 finished with value: 0.9971893840969148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:01:36,908] Trial 933 finished with value: 0.9973423670632902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 19, 'rf_n_estimators': 84}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:01:38,092] Trial 934 finished with value: 0.9975770061431909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 113}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:01:39,871] Trial 935 finished with value: 0.9967973050962927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:01:51,970] Trial 936 finished with value: 0.9957541078801467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 73, 'rf_n_estimators': 119}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:01:53,341] Trial 937 finished with value: 0.9972112342497402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:01:55,953] Trial 938 finished with value: 0.9967921346420489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:01:59,457] Trial 939 finished with value: 0.9973458424911096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:02:01,900] Trial 940 finished with value: 0.9974521607360627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:02:03,495] Trial 941 finished with value: 0.997513026108114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:02:05,569] Trial 942 finished with value: 0.9975831007735625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:02:17,347] Trial 943 finished with value: 0.996875867081219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 58, 'rf_n_estimators': 115}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:02:18,891] Trial 944 finished with value: 0.9965299308086552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 53}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:02:21,186] Trial 945 finished with value: 0.9973959267816347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:02:22,041] Trial 946 finished with value: 0.9896580626326844 and parameters: {'classifier': 'SVC', 'svc_c': 4.164229698797551, 'svc_kernel': 'rbf'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:02:26,587] Trial 947 finished with value: 0.9973883080334706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 21, 'rf_n_estimators': 117}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:02:27,947] Trial 948 finished with value: 0.9957117881417327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:02:29,860] Trial 949 finished with value: 0.9971902928166815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:02:31,802] Trial 950 finished with value: 0.9973132617517685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:02:33,944] Trial 951 finished with value: 0.997245096629261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:02:35,897] Trial 952 finished with value: 0.9975393397850324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:02:39,012] Trial 953 finished with value: 0.9963308521815385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 25, 'rf_n_estimators': 111}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:02:39,981] Trial 954 finished with value: 0.9941048729722475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:02:43,214] Trial 955 finished with value: 0.9973543367294514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:02:45,943] Trial 956 finished with value: 0.9975242258126401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:02:56,870] Trial 957 finished with value: 0.9965528949937706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 56, 'rf_n_estimators': 120}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:02:58,662] Trial 958 finished with value: 0.9972202854883582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:03:00,904] Trial 959 finished with value: 0.9975579037314426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:03:04,269] Trial 960 finished with value: 0.9973473525490094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 18, 'rf_n_estimators': 112}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:03:05,895] Trial 961 finished with value: 0.9973898459255149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:03:07,989] Trial 962 finished with value: 0.9976239702482945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:03:11,189] Trial 963 finished with value: 0.9958607215098043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 27, 'rf_n_estimators': 123}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:03:14,108] Trial 964 finished with value: 0.997417534837702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:03:15,870] Trial 965 finished with value: 0.9852073662085171 and parameters: {'classifier': 'SVC', 'svc_c': 4.693195908086813e-10, 'svc_kernel': 'sigmoid'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:03:19,279] Trial 966 finished with value: 0.9969165348298111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:03:20,046] Trial 967 finished with value: 0.9971850107084791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 71}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:03:22,286] Trial 968 finished with value: 0.9972320289584529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:03:24,759] Trial 969 finished with value: 0.997159235084306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:03:25,912] Trial 970 finished with value: 0.9971260602748129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 58}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:03:27,746] Trial 971 finished with value: 0.997539324138244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:03:43,215] Trial 972 finished with value: 0.9958747071043724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 64, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:03:50,355] Trial 973 finished with value: 0.9969276690590342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 36, 'rf_n_estimators': 118}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:03:55,024] Trial 974 finished with value: 0.9970079091858178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 22, 'rf_n_estimators': 108}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:03:57,386] Trial 975 finished with value: 0.9973288043446012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:03:59,730] Trial 976 finished with value: 0.9976529599386191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:04:00,954] Trial 977 finished with value: 0.9973868606579384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:04:03,397] Trial 978 finished with value: 0.9976082652208514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:04:05,337] Trial 979 finished with value: 0.9974716076310587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:04:06,708] Trial 980 finished with value: 0.9975561227905029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:04:08,796] Trial 981 finished with value: 0.9974943196267615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:04:16,293] Trial 982 finished with value: 0.9968081753613394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 32, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:04:18,670] Trial 983 finished with value: 0.9972451134186141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:04:19,449] Trial 984 finished with value: 0.9927130278601991 and parameters: {'classifier': 'SVC', 'svc_c': 66.25971123368062, 'svc_kernel': 'rbf'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:04:23,448] Trial 985 finished with value: 0.9973497300991337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 117}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:04:31,134] Trial 986 finished with value: 0.9967435679947835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 42, 'rf_n_estimators': 98}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:04:31,946] Trial 987 finished with value: 0.997051566518342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 114}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:04:33,709] Trial 988 finished with value: 0.9975649500864456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:04:36,121] Trial 989 finished with value: 0.9972622154535303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:04:38,510] Trial 990 finished with value: 0.9970860531190269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:04:45,381] Trial 991 finished with value: 0.996890834329265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 34, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:04:47,347] Trial 992 finished with value: 0.9974917726596869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:04:48,900] Trial 993 finished with value: 0.9974187944200357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:04:51,126] Trial 994 finished with value: 0.9973165971519403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:04:53,256] Trial 995 finished with value: 0.9970516182511312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:04:54,846] Trial 996 finished with value: 0.9969910376633235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 46}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:04:55,228] Trial 997 finished with value: 0.9938869456779527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 9}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:04:57,245] Trial 998 finished with value: 0.996934432057999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:05:02,144] Trial 999 finished with value: 0.9973221064718224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 21, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:05:03,962] Trial 1000 finished with value: 0.9974796120900122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:05:11,204] Trial 1001 finished with value: 0.9970209237908447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 35, 'rf_n_estimators': 120}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:05:13,640] Trial 1002 finished with value: 0.9974189780238304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:05:15,521] Trial 1003 finished with value: 0.9853889367776674 and parameters: {'classifier': 'SVC', 'svc_c': 0.012341497303131383, 'svc_kernel': 'sigmoid'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:05:18,404] Trial 1004 finished with value: 0.9974829864643344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:05:19,141] Trial 1005 finished with value: 0.9908161964908192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 92}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:05:25,057] Trial 1006 finished with value: 0.9971492161251515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 28, 'rf_n_estimators': 117}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:05:26,967] Trial 1007 finished with value: 0.9971404985471551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:05:29,454] Trial 1008 finished with value: 0.9973315916311112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:05:30,697] Trial 1009 finished with value: 0.9972298379320107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 95}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:05:32,910] Trial 1010 finished with value: 0.997360584685654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:05:45,391] Trial 1011 finished with value: 0.996835570443979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 62, 'rf_n_estimators': 109}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:05:48,720] Trial 1012 finished with value: 0.9973090434664865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:05:50,814] Trial 1013 finished with value: 0.9973432102760157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:06:01,513] Trial 1014 finished with value: 0.9961277252891101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 45, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:06:05,779] Trial 1015 finished with value: 0.9975128542156071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 120}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:06:09,398] Trial 1016 finished with value: 0.9973449479264498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 113}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:06:11,004] Trial 1017 finished with value: 0.9974095549121508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:06:13,298] Trial 1018 finished with value: 0.9974614573404429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:06:15,510] Trial 1019 finished with value: 0.9974325147174353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:06:16,792] Trial 1020 finished with value: 0.9973173698112978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 73}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:06:20,547] Trial 1021 finished with value: 0.9943476493659823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 49, 'rf_n_estimators': 100}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:06:22,321] Trial 1022 finished with value: 0.9853889353177236 and parameters: {'classifier': 'SVC', 'svc_c': 0.14423680986234538, 'svc_kernel': 'rbf'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:06:24,089] Trial 1023 finished with value: 0.9976818713950019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:06:26,044] Trial 1024 finished with value: 0.9974495543238874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:06:27,682] Trial 1025 finished with value: 0.9966567123550907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:06:29,664] Trial 1026 finished with value: 0.9974213164411149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:06:31,277] Trial 1027 finished with value: 0.9975141387121983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 81}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:06:36,269] Trial 1028 finished with value: 0.9970588245651878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 23, 'rf_n_estimators': 110}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:06:39,942] Trial 1029 finished with value: 0.9969777985443393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:06:42,681] Trial 1030 finished with value: 0.9975601603284017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:06:48,795] Trial 1031 finished with value: 0.9971267321980518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 25, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:07:04,311] Trial 1032 finished with value: 0.9962998153009682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 67, 'rf_n_estimators': 118}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:07:09,283] Trial 1033 finished with value: 0.9964002453388997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 30, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:07:10,223] Trial 1034 finished with value: 0.9972350092749159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 120}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:07:11,161] Trial 1035 finished with value: 0.9937167819349128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:07:12,289] Trial 1036 finished with value: 0.9971825208696381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 67}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:07:15,583] Trial 1037 finished with value: 0.9972660890651371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:07:18,117] Trial 1038 finished with value: 0.9973319125330935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:07:20,383] Trial 1039 finished with value: 0.9971593570848225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:07:22,784] Trial 1040 finished with value: 0.9974474575907685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:07:23,975] Trial 1041 finished with value: 0.9873266094067793 and parameters: {'classifier': 'SVC', 'svc_c': 97811.49724129663, 'svc_kernel': 'sigmoid'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:07:38,417] Trial 1042 finished with value: 0.9966406455472403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 71, 'rf_n_estimators': 108}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:07:40,544] Trial 1043 finished with value: 0.997133252338549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:07:45,287] Trial 1044 finished with value: 0.9972758412671792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:07:47,227] Trial 1045 finished with value: 0.9973518003311002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:07:48,674] Trial 1046 finished with value: 0.9973198390839748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 105}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:07:50,171] Trial 1047 finished with value: 0.9973289573847911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:07:52,104] Trial 1048 finished with value: 0.9967301864678082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:07:54,380] Trial 1049 finished with value: 0.9972539736902425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:07:56,737] Trial 1050 finished with value: 0.9973520530600575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:07:58,521] Trial 1051 finished with value: 0.9974575597349782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:08:02,226] Trial 1052 finished with value: 0.9970801724656274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 17, 'rf_n_estimators': 115}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:08:03,499] Trial 1053 finished with value: 0.9961678452731574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:08:05,887] Trial 1054 finished with value: 0.9972719654973948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:08:06,848] Trial 1055 finished with value: 0.9951910789885164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:08:09,263] Trial 1056 finished with value: 0.9972568375285853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:08:11,365] Trial 1057 finished with value: 0.997539040845682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:08:13,578] Trial 1058 finished with value: 0.997359434249984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:08:14,729] Trial 1059 finished with value: 0.9973462621297223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 112}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:08:15,513] Trial 1060 finished with value: 0.9956587736806387 and parameters: {'classifier': 'SVC', 'svc_c': 5994.146295496602, 'svc_kernel': 'rbf'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:08:17,343] Trial 1061 finished with value: 0.997327820755111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:08:19,962] Trial 1062 finished with value: 0.9973293774677344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:08:26,929] Trial 1063 finished with value: 0.9957307283092981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 58, 'rf_n_estimators': 102}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:08:30,217] Trial 1064 finished with value: 0.9972048358558565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 23, 'rf_n_estimators': 78}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:08:33,144] Trial 1065 finished with value: 0.997390901306152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:08:34,000] Trial 1066 finished with value: 0.9970044577835943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:08:37,518] Trial 1067 finished with value: 0.9972296628339752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:08:39,443] Trial 1068 finished with value: 0.9976794622973975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:08:41,856] Trial 1069 finished with value: 0.9974245534855116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:08:47,531] Trial 1070 finished with value: 0.9969464548216797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 28, 'rf_n_estimators': 109}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:08:49,650] Trial 1071 finished with value: 0.997310056223114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:08:59,990] Trial 1072 finished with value: 0.996613952824493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 43, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:09:02,831] Trial 1073 finished with value: 0.9974067270645951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:09:16,581] Trial 1074 finished with value: 0.9959740816029772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 72, 'rf_n_estimators': 125}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:09:21,005] Trial 1075 finished with value: 0.9972535373257528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 117}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:09:22,833] Trial 1076 finished with value: 0.99733501383446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:09:24,996] Trial 1077 finished with value: 0.9972247187662253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:09:25,723] Trial 1078 finished with value: 0.9890015308188073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:09:27,535] Trial 1079 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 1.3511539843716086e-08, 'svc_kernel': 'sigmoid'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:09:29,901] Trial 1080 finished with value: 0.9974635713389839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:09:38,643] Trial 1081 finished with value: 0.9960561342181808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 40, 'rf_n_estimators': 114}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:09:46,027] Trial 1082 finished with value: 0.9971272143920801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 35, 'rf_n_estimators': 118}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:09:47,877] Trial 1083 finished with value: 0.9973654092919202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:09:49,987] Trial 1084 finished with value: 0.9975102481842869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:09:52,191] Trial 1085 finished with value: 0.9973036957560296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:09:53,985] Trial 1086 finished with value: 0.997212370054235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:09:55,567] Trial 1087 finished with value: 0.9973796937941007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 86}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:09:57,388] Trial 1088 finished with value: 0.9975020764030851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:09:59,075] Trial 1089 finished with value: 0.9975501736466992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:10:02,599] Trial 1090 finished with value: 0.9972760062725602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 118}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:10:05,262] Trial 1091 finished with value: 0.997033438142974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:10:07,807] Trial 1092 finished with value: 0.9969630616817634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:10:09,719] Trial 1093 finished with value: 0.9972526122609637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:10:13,781] Trial 1094 finished with value: 0.997357692473622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 120}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:10:14,981] Trial 1095 finished with value: 0.9974593181102658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 61}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:10:16,685] Trial 1096 finished with value: 0.9974014074421862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:10:17,691] Trial 1097 finished with value: 0.9971391196937652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 2, 'rf_n_estimators': 116}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:10:18,740] Trial 1098 finished with value: 0.9941977252673913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:10:21,398] Trial 1099 finished with value: 0.9975814729680262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:10:23,181] Trial 1100 finished with value: 0.985076100476611 and parameters: {'classifier': 'SVC', 'svc_c': 1.7848444953221717e-10, 'svc_kernel': 'rbf'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:10:29,674] Trial 1101 finished with value: 0.9971197410987459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 30, 'rf_n_estimators': 119}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:10:32,232] Trial 1102 finished with value: 0.9975259868221741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:10:33,016] Trial 1103 finished with value: 0.9946816931589759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 3, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:10:37,474] Trial 1104 finished with value: 0.9973482936414416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 108}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:10:38,647] Trial 1105 finished with value: 0.9974387661965455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 97}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:10:40,999] Trial 1106 finished with value: 0.9975074323971361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:10:43,897] Trial 1107 finished with value: 0.9974778698058436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:10:46,395] Trial 1108 finished with value: 0.9973787097920175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:10:48,300] Trial 1109 finished with value: 0.9973175535420441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:10:50,495] Trial 1110 finished with value: 0.9971717730811765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:10:52,233] Trial 1111 finished with value: 0.9974959876759643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:10:54,665] Trial 1112 finished with value: 0.9970670166269123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:10:56,363] Trial 1113 finished with value: 0.9972818602661174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:10:58,301] Trial 1114 finished with value: 0.9976629638857434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:10:59,875] Trial 1115 finished with value: 0.9972358411572086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 90}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:11:04,034] Trial 1116 finished with value: 0.9973384947529375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 114}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:11:05,790] Trial 1117 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 1.0517894100513433e-06, 'svc_kernel': 'sigmoid'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:11:08,852] Trial 1118 finished with value: 0.9971169660313306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:11:12,705] Trial 1119 finished with value: 0.9965182780137619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 26, 'rf_n_estimators': 119}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:11:17,477] Trial 1120 finished with value: 0.9969268748813755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 24, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:11:19,602] Trial 1121 finished with value: 0.9974002193336201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:11:22,090] Trial 1122 finished with value: 0.9971340898384513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:11:23,985] Trial 1123 finished with value: 0.9972213249365657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:11:25,849] Trial 1124 finished with value: 0.9977109490945439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:11:27,475] Trial 1125 finished with value: 0.9971709758884165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:11:31,021] Trial 1126 finished with value: 0.9975185849073936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:11:32,908] Trial 1127 finished with value: 0.9974005329358837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:11:34,648] Trial 1128 finished with value: 0.9975027169692715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:11:35,780] Trial 1129 finished with value: 0.9970822104518798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:11:37,365] Trial 1130 finished with value: 0.9975260590893894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:11:45,813] Trial 1131 finished with value: 0.9970771317836643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 38, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:11:48,859] Trial 1132 finished with value: 0.9961734472359911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 21, 'rf_n_estimators': 123}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:11:50,369] Trial 1133 finished with value: 0.9975307939408532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:11:51,302] Trial 1134 finished with value: 0.9968276911275945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:11:54,011] Trial 1135 finished with value: 0.9976191470702341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:11:57,439] Trial 1136 finished with value: 0.9970231254494859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:12:04,066] Trial 1137 finished with value: 0.9972836634870682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 32, 'rf_n_estimators': 121}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:12:05,014] Trial 1138 finished with value: 0.9899717123128337 and parameters: {'classifier': 'SVC', 'svc_c': 5.0775349204725115, 'svc_kernel': 'rbf'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:12:08,526] Trial 1139 finished with value: 0.9971561513657404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:12:10,839] Trial 1140 finished with value: 0.9957916904184915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 18, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:12:12,621] Trial 1141 finished with value: 0.9974236819308345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:12:15,218] Trial 1142 finished with value: 0.9967628406486672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:12:17,329] Trial 1143 finished with value: 0.9974476917530496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:12:18,321] Trial 1144 finished with value: 0.9908590939543626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:12:28,917] Trial 1145 finished with value: 0.9970195627741587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 46, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:12:31,313] Trial 1146 finished with value: 0.9976163451842868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:12:33,838] Trial 1147 finished with value: 0.9975256149173743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:12:43,617] Trial 1148 finished with value: 0.996858825633968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 46, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:12:45,986] Trial 1149 finished with value: 0.9975956003358268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:12:48,718] Trial 1150 finished with value: 0.9975346371475445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:12:54,553] Trial 1151 finished with value: 0.9968124316686344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 26, 'rf_n_estimators': 121}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:12:56,667] Trial 1152 finished with value: 0.9974120053325107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:12:59,093] Trial 1153 finished with value: 0.9975355211117435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:13:00,990] Trial 1154 finished with value: 0.9975244510565694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:13:02,704] Trial 1155 finished with value: 0.9853425616011747 and parameters: {'classifier': 'SVC', 'svc_c': 0.003234138351694378, 'svc_kernel': 'sigmoid'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:13:05,196] Trial 1156 finished with value: 0.9975145098870263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:13:06,029] Trial 1157 finished with value: 0.9931565622289487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:13:09,876] Trial 1158 finished with value: 0.997048130318576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 21, 'rf_n_estimators': 94}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:13:10,960] Trial 1159 finished with value: 0.9954218498839927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:13:14,193] Trial 1160 finished with value: 0.99703405763519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 17, 'rf_n_estimators': 117}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:13:16,549] Trial 1161 finished with value: 0.9975621755585745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:13:18,600] Trial 1162 finished with value: 0.996806520134251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:13:26,426] Trial 1163 finished with value: 0.9966220764910269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 34, 'rf_n_estimators': 120}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:13:27,766] Trial 1164 finished with value: 0.9969644655446247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 75}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:13:29,473] Trial 1165 finished with value: 0.9976275716756069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:13:30,757] Trial 1166 finished with value: 0.997466407247968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:13:33,110] Trial 1167 finished with value: 0.9975753798928121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:13:46,280] Trial 1168 finished with value: 0.9970298377947505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 60, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:13:47,747] Trial 1169 finished with value: 0.9964857121594993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:13:48,749] Trial 1170 finished with value: 0.9972351884036658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 120}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:13:51,234] Trial 1171 finished with value: 0.9967967551418321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 85}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:13:54,223] Trial 1172 finished with value: 0.997418209490401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:14:08,352] Trial 1173 finished with value: 0.9960363033262424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 58, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:15:12,892] Trial 1174 finished with value: 0.9903863889574778 and parameters: {'classifier': 'SVC', 'svc_c': 109434744.77149336, 'svc_kernel': 'rbf'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:15:15,557] Trial 1175 finished with value: 0.9974600327844664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:15:17,129] Trial 1176 finished with value: 0.9975036218170136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:15:17,941] Trial 1177 finished with value: 0.9968582106167972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 34}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:15:30,146] Trial 1178 finished with value: 0.9968406718682741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 54, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:15:35,319] Trial 1179 finished with value: 0.9972059234504695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 24, 'rf_n_estimators': 115}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:15:36,650] Trial 1180 finished with value: 0.9974430269154096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:15:38,193] Trial 1181 finished with value: 0.9973513766300354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 100}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:15:40,619] Trial 1182 finished with value: 0.9963577797330632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 49, 'rf_n_estimators': 25}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:15:42,720] Trial 1183 finished with value: 0.9975423115005225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:15:45,253] Trial 1184 finished with value: 0.9972600251887979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:15:46,324] Trial 1185 finished with value: 0.9968295664253333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:15:49,505] Trial 1186 finished with value: 0.9966999489064378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 19, 'rf_n_estimators': 115}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:15:51,553] Trial 1187 finished with value: 0.9972456194478108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:15:54,758] Trial 1188 finished with value: 0.9974275966112934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:15:58,282] Trial 1189 finished with value: 0.9972188410327133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:16:04,602] Trial 1190 finished with value: 0.997165298389363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 27, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:16:05,096] Trial 1191 finished with value: 0.9954113147077731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 14}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:16:07,524] Trial 1192 finished with value: 0.9973517308250828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:16:09,199] Trial 1193 finished with value: 0.9972912324067176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:16:11,085] Trial 1194 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 4.620508512452103e-05, 'svc_kernel': 'sigmoid'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:16:12,801] Trial 1195 finished with value: 0.9974285120277587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:16:14,883] Trial 1196 finished with value: 0.9973932459758044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:16:17,465] Trial 1197 finished with value: 0.9976177834193019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:16:20,313] Trial 1198 finished with value: 0.9972411452280431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:16:22,465] Trial 1199 finished with value: 0.9972691227012848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:16:27,256] Trial 1200 finished with value: 0.9972461484869903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 125}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:16:28,999] Trial 1201 finished with value: 0.997479607392802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:16:30,396] Trial 1202 finished with value: 0.9975192547994068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 82}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:16:32,134] Trial 1203 finished with value: 0.9915348090799143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 30, 'rf_n_estimators': 123}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:16:34,536] Trial 1204 finished with value: 0.9974249967371273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:16:36,449] Trial 1205 finished with value: 0.9972370508792898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:16:38,927] Trial 1206 finished with value: 0.9971962300905078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 92}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:16:40,354] Trial 1207 finished with value: 0.9973696594420612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 88}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:16:42,971] Trial 1208 finished with value: 0.997451625507991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:16:55,138] Trial 1209 finished with value: 0.995805556805479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 53, 'rf_n_estimators': 121}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:16:57,676] Trial 1210 finished with value: 0.9968314658756195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:16:58,462] Trial 1211 finished with value: 0.9930131078075816 and parameters: {'classifier': 'SVC', 'svc_c': 92.14793709216507, 'svc_kernel': 'rbf'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:17:03,649] Trial 1212 finished with value: 0.9972915889186321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 23, 'rf_n_estimators': 125}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:17:07,349] Trial 1213 finished with value: 0.9974369984903131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 18, 'rf_n_estimators': 119}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:17:09,401] Trial 1214 finished with value: 0.997317956962586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:17:11,579] Trial 1215 finished with value: 0.9975026488279842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:17:14,521] Trial 1216 finished with value: 0.9974602280995488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:17:15,789] Trial 1217 finished with value: 0.997221760824987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:17:17,152] Trial 1218 finished with value: 0.9975270288094142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 98}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:17:19,179] Trial 1219 finished with value: 0.9973690059268083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:17:20,538] Trial 1220 finished with value: 0.9962375935142272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:17:21,383] Trial 1221 finished with value: 0.996905940208491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 107}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:17:24,857] Trial 1222 finished with value: 0.997479554898303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:17:27,180] Trial 1223 finished with value: 0.9976541288457513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:17:29,131] Trial 1224 finished with value: 0.9973968817435326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:17:31,680] Trial 1225 finished with value: 0.997209437376371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:17:33,605] Trial 1226 finished with value: 0.9975595931719953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:17:37,726] Trial 1227 finished with value: 0.9975258885298746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 117}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:17:40,025] Trial 1228 finished with value: 0.9975159717033063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:17:45,722] Trial 1229 finished with value: 0.9968009692694482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 35, 'rf_n_estimators': 104}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:17:47,189] Trial 1230 finished with value: 0.9861741736138622 and parameters: {'classifier': 'SVC', 'svc_c': 0.7617680515396907, 'svc_kernel': 'sigmoid'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:17:50,083] Trial 1231 finished with value: 0.997456541106838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:17:52,430] Trial 1232 finished with value: 0.9976228313969607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:17:54,148] Trial 1233 finished with value: 0.9975381970934118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:17:56,279] Trial 1234 finished with value: 0.9972813982573983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:17:59,048] Trial 1235 finished with value: 0.9952946994161206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 27, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:18:01,610] Trial 1236 finished with value: 0.9971715518362235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:18:03,078] Trial 1237 finished with value: 0.9972250489356767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:18:05,158] Trial 1238 finished with value: 0.9975198161160383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:18:06,015] Trial 1239 finished with value: 0.9928913821098059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:18:06,845] Trial 1240 finished with value: 0.9960784953195785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:18:08,968] Trial 1241 finished with value: 0.9974022923267843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:18:11,336] Trial 1242 finished with value: 0.9973444597022193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:18:13,119] Trial 1243 finished with value: 0.9965649533991212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:18:16,160] Trial 1244 finished with value: 0.9970854587949716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:18:18,197] Trial 1245 finished with value: 0.9973147313438361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:18:20,047] Trial 1246 finished with value: 0.9974479754899424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:18:22,566] Trial 1247 finished with value: 0.9973046808689395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:18:26,787] Trial 1248 finished with value: 0.9969477732460938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 115}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:18:27,512] Trial 1249 finished with value: 0.9949942021469926 and parameters: {'classifier': 'SVC', 'svc_c': 836.393553445856, 'svc_kernel': 'rbf'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:18:29,765] Trial 1250 finished with value: 0.9972545260250462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:18:33,465] Trial 1251 finished with value: 0.9972179546246956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:18:37,986] Trial 1252 finished with value: 0.9971300319248159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 25, 'rf_n_estimators': 106}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:18:43,064] Trial 1253 finished with value: 0.9968945961599617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 22, 'rf_n_estimators': 123}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:18:46,570] Trial 1254 finished with value: 0.9963554382372015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 37, 'rf_n_estimators': 50}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:18:49,265] Trial 1255 finished with value: 0.9972849549342611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 101}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:18:51,394] Trial 1256 finished with value: 0.997216006583673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:18:53,934] Trial 1257 finished with value: 0.9975239894287053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:18:55,406] Trial 1258 finished with value: 0.9973920706258771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 95}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:18:57,986] Trial 1259 finished with value: 0.9974161336090871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:18:59,935] Trial 1260 finished with value: 0.9974874598589164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:19:02,111] Trial 1261 finished with value: 0.9974476559209521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:19:03,620] Trial 1262 finished with value: 0.9976620766208021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:19:07,294] Trial 1263 finished with value: 0.9972800448578102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:19:09,452] Trial 1264 finished with value: 0.9970344139566771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:19:11,482] Trial 1265 finished with value: 0.9973845542324645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:19:12,099] Trial 1266 finished with value: 0.9963876670666246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 19}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:19:13,878] Trial 1267 finished with value: 0.9973598139305709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:19:15,679] Trial 1268 finished with value: 0.9852221151632355 and parameters: {'classifier': 'SVC', 'svc_c': 0.000591336375874472, 'svc_kernel': 'sigmoid'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:19:18,106] Trial 1269 finished with value: 0.9976640820756993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:19:21,351] Trial 1270 finished with value: 0.9973145412337704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:19:23,298] Trial 1271 finished with value: 0.9968655333137604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:19:25,315] Trial 1272 finished with value: 0.9974049152744092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:19:26,437] Trial 1273 finished with value: 0.997238142631569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:19:27,602] Trial 1274 finished with value: 0.9975025959526304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 70}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:19:31,322] Trial 1275 finished with value: 0.997400986311892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:19:32,152] Trial 1276 finished with value: 0.9969258476522622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 113}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:19:34,640] Trial 1277 finished with value: 0.9974054119409234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:19:49,804] Trial 1278 finished with value: 0.9957842173790605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 66, 'rf_n_estimators': 125}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:19:51,377] Trial 1279 finished with value: 0.9966479564059639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:19:56,482] Trial 1280 finished with value: 0.9972150199790812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 23, 'rf_n_estimators': 123}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:19:59,162] Trial 1281 finished with value: 0.9974311434176671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:20:07,783] Trial 1282 finished with value: 0.9969418762794099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 39, 'rf_n_estimators': 114}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:20:10,278] Trial 1283 finished with value: 0.9973640092693459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:20:11,609] Trial 1284 finished with value: 0.9974713235450489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:20:13,879] Trial 1285 finished with value: 0.9976735167082392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:20:17,073] Trial 1286 finished with value: 0.9932550332128036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 46, 'rf_n_estimators': 118}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:20:18,814] Trial 1287 finished with value: 0.9853841840894996 and parameters: {'classifier': 'SVC', 'svc_c': 0.08422822459905482, 'svc_kernel': 'rbf'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:20:20,156] Trial 1288 finished with value: 0.9970100517484753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:20:20,996] Trial 1289 finished with value: 0.9966778266645315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 39}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:20:22,411] Trial 1290 finished with value: 0.9961820751543992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:20:23,813] Trial 1291 finished with value: 0.9972367407681958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 109}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:20:28,154] Trial 1292 finished with value: 0.9965952018465941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 51, 'rf_n_estimators': 44}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:20:30,299] Trial 1293 finished with value: 0.9973445959213181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:20:34,723] Trial 1294 finished with value: 0.9973119853800817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 120}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:20:36,883] Trial 1295 finished with value: 0.9972668657869467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:20:53,880] Trial 1296 finished with value: 0.9960695750950429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 70, 'rf_n_estimators': 123}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:20:57,463] Trial 1297 finished with value: 0.9946468401124114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 40, 'rf_n_estimators': 117}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:21:05,918] Trial 1298 finished with value: 0.9970508212805367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 41, 'rf_n_estimators': 119}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:21:08,717] Trial 1299 finished with value: 0.9972144718336814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:21:11,444] Trial 1300 finished with value: 0.9972644887446288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 78}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:21:12,346] Trial 1301 finished with value: 0.9899835647709025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:21:14,217] Trial 1302 finished with value: 0.9973657419051905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:21:16,139] Trial 1303 finished with value: 0.997161272911869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:21:18,086] Trial 1304 finished with value: 0.9975527737430306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:21:19,038] Trial 1305 finished with value: 0.9899492489836357 and parameters: {'classifier': 'SVC', 'svc_c': 10.876436135671584, 'svc_kernel': 'sigmoid'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:21:21,560] Trial 1306 finished with value: 0.9977227998705039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:21:24,343] Trial 1307 finished with value: 0.9974510268041046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:21:25,310] Trial 1308 finished with value: 0.9966343899104642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 31}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:21:41,148] Trial 1309 finished with value: 0.9961036730650507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 64, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:21:43,733] Trial 1310 finished with value: 0.9975020428561169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:21:50,549] Trial 1311 finished with value: 0.9970359051939975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 31, 'rf_n_estimators': 125}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:21:53,060] Trial 1312 finished with value: 0.9967180801064793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:21:55,649] Trial 1313 finished with value: 0.9971349895129143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:21:58,218] Trial 1314 finished with value: 0.9973284494195821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:22:00,976] Trial 1315 finished with value: 0.9975529858792042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:22:03,546] Trial 1316 finished with value: 0.9975096257721835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:22:05,840] Trial 1317 finished with value: 0.9974149134769723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:22:08,465] Trial 1318 finished with value: 0.997110889205925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:22:11,638] Trial 1319 finished with value: 0.9971880903011168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:22:13,879] Trial 1320 finished with value: 0.997496524300504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:22:16,330] Trial 1321 finished with value: 0.9975302127245538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:22:33,970] Trial 1322 finished with value: 0.9958820703623813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 73, 'rf_n_estimators': 125}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:22:35,789] Trial 1323 finished with value: 0.9975178602674905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 91}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:22:36,616] Trial 1324 finished with value: 0.9952756966931396 and parameters: {'classifier': 'SVC', 'svc_c': 3356.0655668350187, 'svc_kernel': 'rbf'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:22:42,156] Trial 1325 finished with value: 0.9973474087251054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 25, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:22:44,535] Trial 1326 finished with value: 0.9970625860467673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:22:45,641] Trial 1327 finished with value: 0.9972552713580654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:22:48,370] Trial 1328 finished with value: 0.9974294314432003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:23:02,577] Trial 1329 finished with value: 0.99615604162799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 58, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:23:04,800] Trial 1330 finished with value: 0.9972061754177171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 16, 'rf_n_estimators': 65}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:23:07,105] Trial 1331 finished with value: 0.9970519473414937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:23:13,222] Trial 1332 finished with value: 0.9970405427052991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 27, 'rf_n_estimators': 121}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:23:16,407] Trial 1333 finished with value: 0.997354709046844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:23:18,509] Trial 1334 finished with value: 0.9973801859538319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:23:21,121] Trial 1335 finished with value: 0.9971663590384928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:23:27,314] Trial 1336 finished with value: 0.9967552168859138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 33, 'rf_n_estimators': 99}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:23:29,797] Trial 1337 finished with value: 0.9976036703018215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:23:42,374] Trial 1338 finished with value: 0.9965598683833243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 53, 'rf_n_estimators': 125}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:23:46,702] Trial 1339 finished with value: 0.9963749784733835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 29, 'rf_n_estimators': 119}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:23:50,774] Trial 1340 finished with value: 0.9972263077880386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 19, 'rf_n_estimators': 123}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:23:53,568] Trial 1341 finished with value: 0.997472803896267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 96}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:23:55,478] Trial 1342 finished with value: 0.9969274075069386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 23, 'rf_n_estimators': 54}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:23:57,775] Trial 1343 finished with value: 0.9974993978189084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:23:59,574] Trial 1344 finished with value: 0.9974458878656027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:24:01,343] Trial 1345 finished with value: 0.9852057270725479 and parameters: {'classifier': 'SVC', 'svc_c': 6.839504296844501e-08, 'svc_kernel': 'sigmoid'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:24:02,055] Trial 1346 finished with value: 0.9936450504554806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 2, 'rf_n_estimators': 120}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:24:04,045] Trial 1347 finished with value: 0.9970488324563029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 84}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:24:07,530] Trial 1348 finished with value: 0.9973346383750146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:24:09,191] Trial 1349 finished with value: 0.9974471790906304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 88}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:24:10,310] Trial 1350 finished with value: 0.9942210125444048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:24:12,383] Trial 1351 finished with value: 0.9974941602389901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:24:13,701] Trial 1352 finished with value: 0.997292857070201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:24:16,546] Trial 1353 finished with value: 0.9974437351468147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:24:18,988] Trial 1354 finished with value: 0.9975638760439187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:24:20,854] Trial 1355 finished with value: 0.9971750805519898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:24:25,738] Trial 1356 finished with value: 0.9973823592070459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 125}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:24:28,058] Trial 1357 finished with value: 0.9975932189771535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:24:29,373] Trial 1358 finished with value: 0.9975260447121173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 104}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:24:33,380] Trial 1359 finished with value: 0.9976723721440822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:24:34,276] Trial 1360 finished with value: 0.9897765939735489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:24:36,763] Trial 1361 finished with value: 0.9973680964135941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:24:37,799] Trial 1362 finished with value: 0.9953488431437005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:24:39,586] Trial 1363 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.678968667447957e-09, 'svc_kernel': 'rbf'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:24:48,007] Trial 1364 finished with value: 0.9969471236980795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 36, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:24:50,845] Trial 1365 finished with value: 0.99731428825091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:24:53,157] Trial 1366 finished with value: 0.9973374559394882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:24:54,786] Trial 1367 finished with value: 0.9972353713409645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:24:57,632] Trial 1368 finished with value: 0.9974020947583103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:24:59,905] Trial 1369 finished with value: 0.9972324544685783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:25:03,190] Trial 1370 finished with value: 0.997287021865485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 111}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:25:05,321] Trial 1371 finished with value: 0.997245259254299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:25:08,075] Trial 1372 finished with value: 0.9973794340193282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:25:10,581] Trial 1373 finished with value: 0.9975475996071896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:25:15,126] Trial 1374 finished with value: 0.9974515119180202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 113}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:25:19,409] Trial 1375 finished with value: 0.9973171632292582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 118}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:25:20,376] Trial 1376 finished with value: 0.997332047831793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 58}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:25:21,864] Trial 1377 finished with value: 0.9968473542212161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:25:22,937] Trial 1378 finished with value: 0.9968927053106483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:25:25,038] Trial 1379 finished with value: 0.9975004303799899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:25:27,554] Trial 1380 finished with value: 0.9973968768241569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:25:29,066] Trial 1381 finished with value: 0.986622133421216 and parameters: {'classifier': 'SVC', 'svc_c': 7235396.242345251, 'svc_kernel': 'sigmoid'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:25:31,018] Trial 1382 finished with value: 0.9970977976047347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:25:33,280] Trial 1383 finished with value: 0.9972124858975974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:25:35,022] Trial 1384 finished with value: 0.9969037700655919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:25:35,916] Trial 1385 finished with value: 0.9968826275728894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:25:37,534] Trial 1386 finished with value: 0.9975658041852733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:25:40,364] Trial 1387 finished with value: 0.997125981691754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:25:41,623] Trial 1388 finished with value: 0.9971002493263487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 74}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:25:44,199] Trial 1389 finished with value: 0.9971793546959887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:25:48,068] Trial 1390 finished with value: 0.997093098680582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 17, 'rf_n_estimators': 117}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:25:50,156] Trial 1391 finished with value: 0.9975293467874863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:25:52,911] Trial 1392 finished with value: 0.9973646016573888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 101}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:25:55,331] Trial 1393 finished with value: 0.9973394618069782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:25:57,256] Trial 1394 finished with value: 0.997350189283179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:25:59,964] Trial 1395 finished with value: 0.9975177312528966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:26:05,449] Trial 1396 finished with value: 0.9974482618610815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 24, 'rf_n_estimators': 118}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:26:07,399] Trial 1397 finished with value: 0.9973332593629349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:26:13,898] Trial 1398 finished with value: 0.9966635129000002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 34, 'rf_n_estimators': 123}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:26:17,971] Trial 1399 finished with value: 0.9971811279563552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 20, 'rf_n_estimators': 106}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:26:19,056] Trial 1400 finished with value: 0.996414979979822 and parameters: {'classifier': 'SVC', 'svc_c': 32699.616863779105, 'svc_kernel': 'rbf'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:26:24,794] Trial 1401 finished with value: 0.9972106317055669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 27, 'rf_n_estimators': 114}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:26:27,068] Trial 1402 finished with value: 0.9973574093080115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:26:29,075] Trial 1403 finished with value: 0.997371209902317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:26:31,122] Trial 1404 finished with value: 0.9970154117097647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:26:37,160] Trial 1405 finished with value: 0.9969541435519296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 29, 'rf_n_estimators': 112}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:26:38,976] Trial 1406 finished with value: 0.9975464841149556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:26:41,908] Trial 1407 finished with value: 0.9974281078455071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:26:48,788] Trial 1408 finished with value: 0.996978033182689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 31, 'rf_n_estimators': 120}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:26:51,146] Trial 1409 finished with value: 0.997278412482015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:26:54,611] Trial 1410 finished with value: 0.9973715123645751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 115}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:26:56,355] Trial 1411 finished with value: 0.99726480663151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:26:57,963] Trial 1412 finished with value: 0.9974099966086092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 61}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:27:00,720] Trial 1413 finished with value: 0.9972227930686896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:27:02,984] Trial 1414 finished with value: 0.9975070000316227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:27:04,091] Trial 1415 finished with value: 0.997360862519296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:27:04,500] Trial 1416 finished with value: 0.9928067714192604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 6}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:27:07,504] Trial 1417 finished with value: 0.997252438242017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:27:09,052] Trial 1418 finished with value: 0.9866068935762825 and parameters: {'classifier': 'SVC', 'svc_c': 1819522443.0255327, 'svc_kernel': 'sigmoid'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:27:22,397] Trial 1419 finished with value: 0.9965757215633196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 64, 'rf_n_estimators': 111}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:27:24,507] Trial 1420 finished with value: 0.9977157754146573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:27:26,292] Trial 1421 finished with value: 0.9975142686471915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:27:37,357] Trial 1422 finished with value: 0.9966395447813955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 60, 'rf_n_estimators': 92}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:27:38,653] Trial 1423 finished with value: 0.9964905984959955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:27:40,382] Trial 1424 finished with value: 0.9974125207243901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:27:45,518] Trial 1425 finished with value: 0.9971674944303945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 22, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:27:55,602] Trial 1426 finished with value: 0.9966634507254395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 47, 'rf_n_estimators': 114}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:27:57,388] Trial 1427 finished with value: 0.9974160217647011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:27:59,504] Trial 1428 finished with value: 0.997237664119138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:28:00,341] Trial 1429 finished with value: 0.9953379688479397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 80}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:28:11,016] Trial 1430 finished with value: 0.996780856322726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 46, 'rf_n_estimators': 120}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:28:13,505] Trial 1431 finished with value: 0.9959104855331048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 19, 'rf_n_estimators': 123}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:28:15,546] Trial 1432 finished with value: 0.9976391226235548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:28:29,131] Trial 1433 finished with value: 0.9962211491839676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 73, 'rf_n_estimators': 97}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:28:30,914] Trial 1434 finished with value: 0.9971585816007913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:28:35,034] Trial 1435 finished with value: 0.9973477620314916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 121}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:28:37,055] Trial 1436 finished with value: 0.997305906269547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:28:37,737] Trial 1437 finished with value: 0.9888424800723303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:28:39,429] Trial 1438 finished with value: 0.985383365188011 and parameters: {'classifier': 'SVC', 'svc_c': 0.024578055524805135, 'svc_kernel': 'rbf'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:28:41,047] Trial 1439 finished with value: 0.9975483615391342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:28:46,160] Trial 1440 finished with value: 0.9969086993434769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 24, 'rf_n_estimators': 111}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:28:48,201] Trial 1441 finished with value: 0.9971565386634254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 68}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:28:50,221] Trial 1442 finished with value: 0.9975837830433593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:28:52,739] Trial 1443 finished with value: 0.9971765609984217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:28:53,676] Trial 1444 finished with value: 0.9972825206684961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 1, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:28:55,869] Trial 1445 finished with value: 0.9972900508996361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:28:59,278] Trial 1446 finished with value: 0.9974158557754452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:29:01,821] Trial 1447 finished with value: 0.9972338369718278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:29:03,557] Trial 1448 finished with value: 0.9975876166334648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:29:05,663] Trial 1449 finished with value: 0.9974918568286175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:29:06,851] Trial 1450 finished with value: 0.9973157585412112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 4, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:29:10,302] Trial 1451 finished with value: 0.996512716548498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 21, 'rf_n_estimators': 123}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:29:12,787] Trial 1452 finished with value: 0.997315165201031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:29:24,503] Trial 1453 finished with value: 0.9966305508614387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 52, 'rf_n_estimators': 120}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:29:25,511] Trial 1454 finished with value: 0.9942028131713379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:29:31,422] Trial 1455 finished with value: 0.9971787607845263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 28, 'rf_n_estimators': 118}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:29:32,240] Trial 1456 finished with value: 0.992590563145248 and parameters: {'classifier': 'SVC', 'svc_c': 286.2589198395658, 'svc_kernel': 'sigmoid'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:29:34,546] Trial 1457 finished with value: 0.9974596949344412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 86}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:29:37,030] Trial 1458 finished with value: 0.9974261921454121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:29:38,990] Trial 1459 finished with value: 0.9972092746561193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:29:41,749] Trial 1460 finished with value: 0.9974633044866579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:29:43,973] Trial 1461 finished with value: 0.9975261727428361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:29:47,523] Trial 1462 finished with value: 0.9973402179626237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 110}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:29:49,636] Trial 1463 finished with value: 0.9973686313242865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:29:52,047] Trial 1464 finished with value: 0.9971351837489081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:29:53,455] Trial 1465 finished with value: 0.9972371165450203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 102}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:29:55,257] Trial 1466 finished with value: 0.997428693029045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:29:57,473] Trial 1467 finished with value: 0.9974235392372025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:29:59,366] Trial 1468 finished with value: 0.9966867051537189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:30:01,395] Trial 1469 finished with value: 0.9971702481699363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:30:03,912] Trial 1470 finished with value: 0.996202475932204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 20, 'rf_n_estimators': 123}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:30:14,040] Trial 1471 finished with value: 0.9968416857674661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 50, 'rf_n_estimators': 108}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:30:19,549] Trial 1472 finished with value: 0.9968072632456165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 25, 'rf_n_estimators': 121}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:30:25,897] Trial 1473 finished with value: 0.9967965613501691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 33, 'rf_n_estimators': 112}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:30:28,993] Trial 1474 finished with value: 0.9971009285175688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:30:32,304] Trial 1475 finished with value: 0.9938782071846751 and parameters: {'classifier': 'SVC', 'svc_c': 720364.4722999911, 'svc_kernel': 'rbf'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:30:34,803] Trial 1476 finished with value: 0.9973676747754934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:30:38,280] Trial 1477 finished with value: 0.997352033953837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 115}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:30:39,727] Trial 1478 finished with value: 0.9972899104276576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 89}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:30:41,963] Trial 1479 finished with value: 0.9970239354960984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:30:50,905] Trial 1480 finished with value: 0.9963265614386138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 59, 'rf_n_estimators': 99}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:30:52,572] Trial 1481 finished with value: 0.997174457917721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:30:55,334] Trial 1482 finished with value: 0.9970434060993112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:30:56,266] Trial 1483 finished with value: 0.9969925928525275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:30:58,301] Trial 1484 finished with value: 0.9972457835327924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:31:00,218] Trial 1485 finished with value: 0.9974390169577524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 95}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:31:02,739] Trial 1486 finished with value: 0.9972778179992702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:31:04,895] Trial 1487 finished with value: 0.9975711498010287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:31:07,027] Trial 1488 finished with value: 0.9975867181015664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:31:09,541] Trial 1489 finished with value: 0.9976490905798919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:31:12,185] Trial 1490 finished with value: 0.9969393886304845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:31:16,345] Trial 1491 finished with value: 0.9970686662681288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 18, 'rf_n_estimators': 121}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:31:24,819] Trial 1492 finished with value: 0.9970155256805905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 39, 'rf_n_estimators': 118}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:31:26,706] Trial 1493 finished with value: 0.9973774240893859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:31:28,569] Trial 1494 finished with value: 0.985205317494852 and parameters: {'classifier': 'SVC', 'svc_c': 2.2546351263278493e-06, 'svc_kernel': 'sigmoid'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:31:29,967] Trial 1495 finished with value: 0.9969533728603225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:31:32,289] Trial 1496 finished with value: 0.9973364274725967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:31:34,307] Trial 1497 finished with value: 0.9971784742864357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:31:37,475] Trial 1498 finished with value: 0.9973819202400477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:31:38,447] Trial 1499 finished with value: 0.9970474674089028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 107}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:31:40,054] Trial 1500 finished with value: 0.997211661378499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:31:42,288] Trial 1501 finished with value: 0.9976914159993912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:31:43,462] Trial 1502 finished with value: 0.9973291583492211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:31:56,035] Trial 1503 finished with value: 0.9965688778231178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 63, 'rf_n_estimators': 115}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:31:59,895] Trial 1504 finished with value: 0.9968758464198412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 22, 'rf_n_estimators': 121}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:32:02,231] Trial 1505 finished with value: 0.9976054616527951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:32:04,876] Trial 1506 finished with value: 0.9953878719467509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 26, 'rf_n_estimators': 123}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:32:06,831] Trial 1507 finished with value: 0.9976036562101905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:32:09,011] Trial 1508 finished with value: 0.9973728650659294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:32:10,123] Trial 1509 finished with value: 0.9975945298796839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 82}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:32:13,245] Trial 1510 finished with value: 0.9972434463215484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 109}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:32:15,717] Trial 1511 finished with value: 0.9976081935566562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:32:16,736] Trial 1512 finished with value: 0.9938834964973825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:32:18,491] Trial 1513 finished with value: 0.9971931680806709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:32:20,108] Trial 1514 finished with value: 0.996262484602919 and parameters: {'classifier': 'SVC', 'svc_c': 101882.31829218072, 'svc_kernel': 'rbf'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:32:22,777] Trial 1515 finished with value: 0.9973929435452838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:32:23,974] Trial 1516 finished with value: 0.9905694856121708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 31, 'rf_n_estimators': 76}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:32:26,293] Trial 1517 finished with value: 0.9971104524605803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:32:28,026] Trial 1518 finished with value: 0.9971468016003651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:32:29,005] Trial 1519 finished with value: 0.9970844263291037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:32:37,822] Trial 1520 finished with value: 0.9968391945321571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 38, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:32:39,617] Trial 1521 finished with value: 0.9972234867323951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:32:41,914] Trial 1522 finished with value: 0.9973788371245024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:32:44,377] Trial 1523 finished with value: 0.997478535444977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:32:46,431] Trial 1524 finished with value: 0.9973702185370392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:32:48,193] Trial 1525 finished with value: 0.9969502572768979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:32:49,758] Trial 1526 finished with value: 0.9972171513699953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:32:51,954] Trial 1527 finished with value: 0.9971853248185495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:32:54,765] Trial 1528 finished with value: 0.9971267114414605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:32:58,705] Trial 1529 finished with value: 0.9973261031947723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 121}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:33:03,321] Trial 1530 finished with value: 0.9971182862965433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 20, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:33:05,102] Trial 1531 finished with value: 0.9973412119938857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:33:08,274] Trial 1532 finished with value: 0.9972968816907715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 107}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:33:10,084] Trial 1533 finished with value: 0.9853133917347493 and parameters: {'classifier': 'SVC', 'svc_c': 0.0016730470490398405, 'svc_kernel': 'sigmoid'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:33:13,076] Trial 1534 finished with value: 0.9974933255954994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:33:15,447] Trial 1535 finished with value: 0.9974841267121363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:33:20,968] Trial 1536 finished with value: 0.9971222364599829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 23, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:33:23,962] Trial 1537 finished with value: 0.9975347402322682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:33:30,021] Trial 1538 finished with value: 0.9971688927391219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 28, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:33:31,777] Trial 1539 finished with value: 0.997784805172978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:33:33,260] Trial 1540 finished with value: 0.9973534113155454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:33:34,927] Trial 1541 finished with value: 0.9976261194759125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:33:41,812] Trial 1542 finished with value: 0.9966986578400997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 35, 'rf_n_estimators': 111}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:33:43,208] Trial 1543 finished with value: 0.9974618087742924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 109}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:33:44,988] Trial 1544 finished with value: 0.9970736441050124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:33:46,015] Trial 1545 finished with value: 0.9965057629316608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:33:47,564] Trial 1546 finished with value: 0.9976209557818428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:33:49,175] Trial 1547 finished with value: 0.9975479340929964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:33:50,931] Trial 1548 finished with value: 0.9973336956956868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:33:52,494] Trial 1549 finished with value: 0.9970889558045681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:33:54,085] Trial 1550 finished with value: 0.9974300102791567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:34:03,262] Trial 1551 finished with value: 0.9970422108179778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 42, 'rf_n_estimators': 116}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:34:05,057] Trial 1552 finished with value: 0.9850767555470211 and parameters: {'classifier': 'SVC', 'svc_c': 1.089685742862933e-10, 'svc_kernel': 'rbf'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:34:06,750] Trial 1553 finished with value: 0.9972968800086623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:34:08,713] Trial 1554 finished with value: 0.9976652445400362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:34:10,257] Trial 1555 finished with value: 0.9975204261186198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:34:11,960] Trial 1556 finished with value: 0.9974655094777795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:34:27,507] Trial 1557 finished with value: 0.9966261375149773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 71, 'rf_n_estimators': 115}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:34:29,313] Trial 1558 finished with value: 0.9972075798201225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:34:37,924] Trial 1559 finished with value: 0.9963963930234289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 40, 'rf_n_estimators': 113}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:34:39,729] Trial 1560 finished with value: 0.9976049854572313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:34:42,018] Trial 1561 finished with value: 0.9975065420218799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:34:43,794] Trial 1562 finished with value: 0.9975463885521162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:34:49,149] Trial 1563 finished with value: 0.9972176185519935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 26, 'rf_n_estimators': 114}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:34:50,733] Trial 1564 finished with value: 0.9975447780754775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:34:51,898] Trial 1565 finished with value: 0.9962836223984114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:34:57,596] Trial 1566 finished with value: 0.9966542445106196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 32, 'rf_n_estimators': 93}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:34:58,660] Trial 1567 finished with value: 0.9972546730667716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 112}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:35:06,748] Trial 1568 finished with value: 0.9965467502809812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 42, 'rf_n_estimators': 117}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:35:07,630] Trial 1569 finished with value: 0.9948098733632559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:35:09,506] Trial 1570 finished with value: 0.9975872319065503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:35:11,281] Trial 1571 finished with value: 0.9852053993786534 and parameters: {'classifier': 'SVC', 'svc_c': 0.00012233007076873828, 'svc_kernel': 'sigmoid'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:35:13,177] Trial 1572 finished with value: 0.9974377455054412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:35:14,115] Trial 1573 finished with value: 0.9935778068748543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:35:19,114] Trial 1574 finished with value: 0.9970255747907569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 24, 'rf_n_estimators': 111}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:35:20,933] Trial 1575 finished with value: 0.9971344215630601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:35:23,017] Trial 1576 finished with value: 0.997515087929535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:35:27,583] Trial 1577 finished with value: 0.9971806789284402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 21, 'rf_n_estimators': 119}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:35:29,626] Trial 1578 finished with value: 0.9972565774046956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:35:31,174] Trial 1579 finished with value: 0.9972939483464115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 101}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:35:32,481] Trial 1580 finished with value: 0.9973321286365056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 116}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:35:35,983] Trial 1581 finished with value: 0.9973117359518668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 110}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:35:36,604] Trial 1582 finished with value: 0.9958438828995201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 6, 'rf_n_estimators': 30}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:35:40,955] Trial 1583 finished with value: 0.997224745933874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 121}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:35:43,042] Trial 1584 finished with value: 0.9973778587400287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:35:43,867] Trial 1585 finished with value: 0.9967129111121792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:35:49,627] Trial 1586 finished with value: 0.9971953461897849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 30, 'rf_n_estimators': 107}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:35:51,661] Trial 1587 finished with value: 0.997315563194391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:35:53,509] Trial 1588 finished with value: 0.997371077491767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:35:55,230] Trial 1589 finished with value: 0.9853820536507226 and parameters: {'classifier': 'SVC', 'svc_c': 0.009711684761702264, 'svc_kernel': 'rbf'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:35:56,170] Trial 1590 finished with value: 0.9902438729942968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:35:57,644] Trial 1591 finished with value: 0.9973451249922357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:35:59,846] Trial 1592 finished with value: 0.9972554742585077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:36:00,994] Trial 1593 finished with value: 0.9960279474017014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 99}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:36:08,820] Trial 1594 finished with value: 0.9965031748639962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 46, 'rf_n_estimators': 110}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:36:10,716] Trial 1595 finished with value: 0.9974374568174348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:36:12,875] Trial 1596 finished with value: 0.9972220668101528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:36:15,106] Trial 1597 finished with value: 0.9974987130100789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:36:17,079] Trial 1598 finished with value: 0.9975539294471932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:36:22,376] Trial 1599 finished with value: 0.9971268692740742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 25, 'rf_n_estimators': 121}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:36:23,901] Trial 1600 finished with value: 0.9972991997323194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:36:26,227] Trial 1601 finished with value: 0.9975853916474616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:36:29,153] Trial 1602 finished with value: 0.9972042366124253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 16, 'rf_n_estimators': 90}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:36:31,567] Trial 1603 finished with value: 0.9972539165302713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:36:36,253] Trial 1604 finished with value: 0.9970759781107277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 22, 'rf_n_estimators': 113}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:36:38,126] Trial 1605 finished with value: 0.9974986940308103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:36:43,066] Trial 1606 finished with value: 0.9958416959672679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 43, 'rf_n_estimators': 109}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:36:50,004] Trial 1607 finished with value: 0.9957921938769178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 51, 'rf_n_estimators': 116}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:36:51,775] Trial 1608 finished with value: 0.9854916745423269 and parameters: {'classifier': 'SVC', 'svc_c': 0.3458355460938652, 'svc_kernel': 'sigmoid'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:36:53,838] Trial 1609 finished with value: 0.9975632529970572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:36:56,128] Trial 1610 finished with value: 0.9973175753142488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:36:57,752] Trial 1611 finished with value: 0.9974668952500331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:37:03,807] Trial 1612 finished with value: 0.9968568931127822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 29, 'rf_n_estimators': 125}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:37:04,787] Trial 1613 finished with value: 0.9971904598850266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 120}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:37:06,759] Trial 1614 finished with value: 0.997464883574506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:37:10,821] Trial 1615 finished with value: 0.9968094210742074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 107}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:37:12,262] Trial 1616 finished with value: 0.9974348411377907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 72}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:37:15,096] Trial 1617 finished with value: 0.9974290224050487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:37:16,987] Trial 1618 finished with value: 0.9975113929071336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:37:20,524] Trial 1619 finished with value: 0.9969984693482611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 34, 'rf_n_estimators': 56}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:37:22,322] Trial 1620 finished with value: 0.9965775342104289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 14, 'rf_n_estimators': 95}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:37:24,655] Trial 1621 finished with value: 0.9974253535346831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:37:26,303] Trial 1622 finished with value: 0.9974123957087727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:37:28,775] Trial 1623 finished with value: 0.9977093522969432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:37:31,160] Trial 1624 finished with value: 0.9974372082461436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:37:33,778] Trial 1625 finished with value: 0.9973097808015531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:37:36,481] Trial 1626 finished with value: 0.9973332699951339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 104}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:37:38,788] Trial 1627 finished with value: 0.9972305270254577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:37:41,443] Trial 1628 finished with value: 0.9975626607359659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:39:11,307] Trial 1629 finished with value: 0.9896022539979544 and parameters: {'classifier': 'SVC', 'svc_c': 711311441.2392203, 'svc_kernel': 'rbf'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:39:13,769] Trial 1630 finished with value: 0.9974233721371197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:39:16,589] Trial 1631 finished with value: 0.9971468607915623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 101}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:39:19,015] Trial 1632 finished with value: 0.9973254830995361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:39:19,707] Trial 1633 finished with value: 0.996300647119785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 17}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:39:22,212] Trial 1634 finished with value: 0.9973937612407321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:39:23,374] Trial 1635 finished with value: 0.9967594103521522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 48}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:39:25,721] Trial 1636 finished with value: 0.9974498545010162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:39:29,558] Trial 1637 finished with value: 0.9972835565937958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 18, 'rf_n_estimators': 109}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:39:33,147] Trial 1638 finished with value: 0.9974144213489792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:39:35,609] Trial 1639 finished with value: 0.9973216561426533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 102}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:39:37,850] Trial 1640 finished with value: 0.9972603116551507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:39:39,459] Trial 1641 finished with value: 0.9972597811242894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 84}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:39:41,835] Trial 1642 finished with value: 0.99741837589225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:39:44,433] Trial 1643 finished with value: 0.9974962949941224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:39:45,457] Trial 1644 finished with value: 0.9937807190920767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:39:51,837] Trial 1645 finished with value: 0.9973644754674686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 28, 'rf_n_estimators': 123}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:39:55,857] Trial 1646 finished with value: 0.9971746988719147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:39:59,490] Trial 1647 finished with value: 0.9975405007259498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:40:04,076] Trial 1648 finished with value: 0.9972573954492607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 110}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:40:05,034] Trial 1649 finished with value: 0.9905220068134218 and parameters: {'classifier': 'SVC', 'svc_c': 11507.77981781889, 'svc_kernel': 'sigmoid'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:40:07,397] Trial 1650 finished with value: 0.9975851876996681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:40:11,126] Trial 1651 finished with value: 0.9972478772508104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:40:13,523] Trial 1652 finished with value: 0.997312789301278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:40:16,359] Trial 1653 finished with value: 0.9973622935815437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:40:18,356] Trial 1654 finished with value: 0.9973459061573521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 97}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:40:19,867] Trial 1655 finished with value: 0.9969560244038022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 52}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:40:20,629] Trial 1656 finished with value: 0.9933378712777413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:40:22,423] Trial 1657 finished with value: 0.9973463279858804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:40:24,478] Trial 1658 finished with value: 0.9975483060930098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:40:26,967] Trial 1659 finished with value: 0.9972105772750557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:40:29,007] Trial 1660 finished with value: 0.9974938952592006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:40:31,635] Trial 1661 finished with value: 0.9971229445961743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:40:32,637] Trial 1662 finished with value: 0.9971471059351599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 3, 'rf_n_estimators': 105}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:40:44,850] Trial 1663 finished with value: 0.9968982680454287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 54, 'rf_n_estimators': 120}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:40:54,483] Trial 1664 finished with value: 0.9967647247695445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 39, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:40:55,710] Trial 1665 finished with value: 0.9973075357254544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 114}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:40:57,367] Trial 1666 finished with value: 0.9970774317068899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:44:45,099] Trial 1667 finished with value: 0.9896083279352105 and parameters: {'classifier': 'SVC', 'svc_c': 5506559636.29677, 'svc_kernel': 'rbf'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:44:50,560] Trial 1668 finished with value: 0.9968860832597306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 24, 'rf_n_estimators': 119}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:44:55,226] Trial 1669 finished with value: 0.9968576729131686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 20, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:45:01,120] Trial 1670 finished with value: 0.9927671795857314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 65, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:45:03,486] Trial 1671 finished with value: 0.9974710003261992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:45:07,983] Trial 1672 finished with value: 0.9970148183695846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 26, 'rf_n_estimators': 87}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:45:08,649] Trial 1673 finished with value: 0.9958557237732529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 22}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:45:15,969] Trial 1674 finished with value: 0.9969738750407419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 36, 'rf_n_estimators': 111}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:45:18,073] Trial 1675 finished with value: 0.997115073817287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:45:25,108] Trial 1676 finished with value: 0.9969969046376849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 35, 'rf_n_estimators': 108}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:45:25,858] Trial 1677 finished with value: 0.9901719046231233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 13, 'rf_n_estimators': 79}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:45:28,835] Trial 1678 finished with value: 0.9967151056297913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:45:36,240] Trial 1679 finished with value: 0.9971071503534734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 32, 'rf_n_estimators': 125}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:45:38,364] Trial 1680 finished with value: 0.9975087581530069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:45:40,793] Trial 1681 finished with value: 0.9975626620372201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:45:43,604] Trial 1682 finished with value: 0.9972139091840577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:45:45,653] Trial 1683 finished with value: 0.9974566640277537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:45:47,190] Trial 1684 finished with value: 0.9867340268739468 and parameters: {'classifier': 'SVC', 'svc_c': 117441761.51521085, 'svc_kernel': 'sigmoid'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:45:50,914] Trial 1685 finished with value: 0.9973345855948744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:45:52,277] Trial 1686 finished with value: 0.9974480421395481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 111}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:45:54,633] Trial 1687 finished with value: 0.9973086780044821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:45:58,721] Trial 1688 finished with value: 0.9973126506700981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 19, 'rf_n_estimators': 116}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:46:01,219] Trial 1689 finished with value: 0.9973788901268078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:46:03,218] Trial 1690 finished with value: 0.9975012738148811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:46:14,144] Trial 1691 finished with value: 0.9964905290217162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 52, 'rf_n_estimators': 113}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:46:15,030] Trial 1692 finished with value: 0.9966937271974845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:46:24,731] Trial 1693 finished with value: 0.9965235039776061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 48, 'rf_n_estimators': 107}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:46:27,183] Trial 1694 finished with value: 0.9976246497251555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:46:29,867] Trial 1695 finished with value: 0.9975128863343695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:46:32,608] Trial 1696 finished with value: 0.997132387226667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:46:47,568] Trial 1697 finished with value: 0.9960118762140198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 72, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:46:49,264] Trial 1698 finished with value: 0.9977762844652215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:46:50,751] Trial 1699 finished with value: 0.9973985021858742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 104}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:46:52,515] Trial 1700 finished with value: 0.9974431416479451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:46:54,165] Trial 1701 finished with value: 0.9974430226625302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:46:55,711] Trial 1702 finished with value: 0.9971496469037698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:46:57,482] Trial 1703 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.2160639823474456e-05, 'svc_kernel': 'rbf'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:46:59,203] Trial 1704 finished with value: 0.9975262656079531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:47:00,906] Trial 1705 finished with value: 0.9973876571524641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:47:02,630] Trial 1706 finished with value: 0.9973852965503824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:47:05,405] Trial 1707 finished with value: 0.9963987443263038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 22, 'rf_n_estimators': 105}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:47:07,007] Trial 1708 finished with value: 0.997132991929018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:47:13,073] Trial 1709 finished with value: 0.9971675214710917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 29, 'rf_n_estimators': 109}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:47:14,867] Trial 1710 finished with value: 0.9975696264449457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:47:16,714] Trial 1711 finished with value: 0.997384271098592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:47:18,076] Trial 1712 finished with value: 0.9974302153377769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 109}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:47:19,825] Trial 1713 finished with value: 0.9971259061237964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:47:23,640] Trial 1714 finished with value: 0.997055887666182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 17, 'rf_n_estimators': 113}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:47:31,294] Trial 1715 finished with value: 0.9970805194561699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 37, 'rf_n_estimators': 109}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:47:32,510] Trial 1716 finished with value: 0.9974146439904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 110}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:47:36,326] Trial 1717 finished with value: 0.9973757435671854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 105}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:47:36,910] Trial 1718 finished with value: 0.9874317819450105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 3, 'rf_n_estimators': 112}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:47:40,875] Trial 1719 finished with value: 0.9941170752137946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 47, 'rf_n_estimators': 113}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:47:42,249] Trial 1720 finished with value: 0.9975553473382095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 100}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:47:43,826] Trial 1721 finished with value: 0.9972031303559227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:47:45,625] Trial 1722 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 5.931252393208674e-09, 'svc_kernel': 'sigmoid'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:47:48,920] Trial 1723 finished with value: 0.9973161924301444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:47:50,655] Trial 1724 finished with value: 0.9973253323444756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:48:03,280] Trial 1725 finished with value: 0.9967814896526696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 56, 'rf_n_estimators': 115}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:48:16,848] Trial 1726 finished with value: 0.9960049764881495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 73, 'rf_n_estimators': 93}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:48:17,775] Trial 1727 finished with value: 0.9934429022649051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:48:20,330] Trial 1728 finished with value: 0.9975138582443099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 104}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:48:24,840] Trial 1729 finished with value: 0.9973275645984595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 115}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:48:30,411] Trial 1730 finished with value: 0.9974041077350918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 24, 'rf_n_estimators': 108}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:48:33,414] Trial 1731 finished with value: 0.9976768889878597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:48:35,507] Trial 1732 finished with value: 0.9976528088027038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:48:36,414] Trial 1733 finished with value: 0.9968675427358961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 116}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:48:38,710] Trial 1734 finished with value: 0.9976471214331607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:48:42,680] Trial 1735 finished with value: 0.9969275755591586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 113}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:48:44,542] Trial 1736 finished with value: 0.9975033505848564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:48:46,195] Trial 1737 finished with value: 0.9972551790959683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:48:59,340] Trial 1738 finished with value: 0.996238459705198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 59, 'rf_n_estimators': 113}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:49:01,981] Trial 1739 finished with value: 0.9974471401164798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:49:02,416] Trial 1740 finished with value: 0.9934002552769273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 10}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:49:03,424] Trial 1741 finished with value: 0.9886214132642287 and parameters: {'classifier': 'SVC', 'svc_c': 2.1627172285287912, 'svc_kernel': 'rbf'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:49:12,064] Trial 1742 finished with value: 0.9967151280684918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 46, 'rf_n_estimators': 103}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:49:18,626] Trial 1743 finished with value: 0.9969548408020189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 32, 'rf_n_estimators': 108}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:49:20,162] Trial 1744 finished with value: 0.9973081665163653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:49:22,489] Trial 1745 finished with value: 0.9975311697811535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:49:36,737] Trial 1746 finished with value: 0.9966900942226924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 65, 'rf_n_estimators': 117}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:49:38,331] Trial 1747 finished with value: 0.9971219080043786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 97}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:49:41,564] Trial 1748 finished with value: 0.9963359513841801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 27, 'rf_n_estimators': 90}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:49:43,855] Trial 1749 finished with value: 0.9974391016027516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:49:46,894] Trial 1750 finished with value: 0.9972183313536572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:49:49,600] Trial 1751 finished with value: 0.9971846933928803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:50:03,810] Trial 1752 finished with value: 0.9967762540405016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 65, 'rf_n_estimators': 115}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:50:06,049] Trial 1753 finished with value: 0.9971272103931038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:50:09,551] Trial 1754 finished with value: 0.9973000757937792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:50:10,865] Trial 1755 finished with value: 0.9963567053731573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:50:12,583] Trial 1756 finished with value: 0.9973652105491436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:50:14,177] Trial 1757 finished with value: 0.997466032296329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 64}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:50:16,066] Trial 1758 finished with value: 0.9973317322617792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:50:17,848] Trial 1759 finished with value: 0.9852063832220469 and parameters: {'classifier': 'SVC', 'svc_c': 4.793920756784352e-10, 'svc_kernel': 'sigmoid'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:50:30,210] Trial 1760 finished with value: 0.9967389895794655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 56, 'rf_n_estimators': 121}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:50:39,915] Trial 1761 finished with value: 0.9970387499261198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 40, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:50:49,188] Trial 1762 finished with value: 0.9968815688597719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 43, 'rf_n_estimators': 117}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:50:51,384] Trial 1763 finished with value: 0.9973398839846235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:50:53,226] Trial 1764 finished with value: 0.9974148098527044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:50:58,239] Trial 1765 finished with value: 0.9970420265159491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 125}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:51:03,395] Trial 1766 finished with value: 0.9970743318654672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 25, 'rf_n_estimators': 111}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:51:05,991] Trial 1767 finished with value: 0.9974858202786168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:51:07,482] Trial 1768 finished with value: 0.9967733053667321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 100}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:51:09,772] Trial 1769 finished with value: 0.9975248029664874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:51:11,661] Trial 1770 finished with value: 0.9973582959381947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:51:13,452] Trial 1771 finished with value: 0.9974877697795831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:51:14,900] Trial 1772 finished with value: 0.9975035134637974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:51:16,459] Trial 1773 finished with value: 0.9973129647801683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:51:20,250] Trial 1774 finished with value: 0.9972982283619233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 117}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:51:25,599] Trial 1775 finished with value: 0.9970784818190345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 23, 'rf_n_estimators': 123}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:51:26,509] Trial 1776 finished with value: 0.9969329085114889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:51:29,354] Trial 1777 finished with value: 0.9976860614652839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 102}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:51:32,027] Trial 1778 finished with value: 0.9975765370569185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:51:33,739] Trial 1779 finished with value: 0.9853845120055595 and parameters: {'classifier': 'SVC', 'svc_c': 0.06145777449512369, 'svc_kernel': 'rbf'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:51:36,340] Trial 1780 finished with value: 0.9975692667592405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:51:37,201] Trial 1781 finished with value: 0.9935195232228861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:51:38,872] Trial 1782 finished with value: 0.9964966183518572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 16, 'rf_n_estimators': 81}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:51:40,616] Trial 1783 finished with value: 0.9974610188177756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:51:42,948] Trial 1784 finished with value: 0.9975886412600695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:51:44,881] Trial 1785 finished with value: 0.996924819121895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 45}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:51:46,997] Trial 1786 finished with value: 0.996920897173455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:51:49,187] Trial 1787 finished with value: 0.9972220604308334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:51:50,740] Trial 1788 finished with value: 0.9974564497651403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:51:53,272] Trial 1789 finished with value: 0.9974331422393417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:51:59,686] Trial 1790 finished with value: 0.996731873083687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 28, 'rf_n_estimators': 121}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:52:00,964] Trial 1791 finished with value: 0.9971540526331332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:52:02,196] Trial 1792 finished with value: 0.9954172647719762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:52:04,332] Trial 1793 finished with value: 0.9974785780689869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:52:05,534] Trial 1794 finished with value: 0.9963022198917897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 36}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:52:06,680] Trial 1795 finished with value: 0.99604920446825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:52:18,780] Trial 1796 finished with value: 0.996307190619382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 51, 'rf_n_estimators': 121}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:52:20,197] Trial 1797 finished with value: 0.9867074897304219 and parameters: {'classifier': 'SVC', 'svc_c': 2888713.510206277, 'svc_kernel': 'sigmoid'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:52:21,611] Trial 1798 finished with value: 0.9972040519612798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 85}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:52:23,318] Trial 1799 finished with value: 0.9973855319187042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:52:30,354] Trial 1800 finished with value: 0.9968827631254921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 32, 'rf_n_estimators': 117}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:52:38,936] Trial 1801 finished with value: 0.9970571146854228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 43, 'rf_n_estimators': 105}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:52:41,079] Trial 1802 finished with value: 0.9974896738318658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:52:43,730] Trial 1803 finished with value: 0.9974049777028734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 77}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:52:46,212] Trial 1804 finished with value: 0.9971957051455184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:52:48,664] Trial 1805 finished with value: 0.9972653019332939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:52:50,734] Trial 1806 finished with value: 0.9975640113426184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:52:52,454] Trial 1807 finished with value: 0.9975250187525204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:52:54,148] Trial 1808 finished with value: 0.9975605901866205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:52:58,103] Trial 1809 finished with value: 0.9972431175485649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:53:00,065] Trial 1810 finished with value: 0.9973981232987349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:53:00,783] Trial 1811 finished with value: 0.9970731059887914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 2, 'rf_n_estimators': 69}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:53:02,964] Trial 1812 finished with value: 0.9975282851544813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:53:05,237] Trial 1813 finished with value: 0.9973717645222501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:53:07,134] Trial 1814 finished with value: 0.9974816306844031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:53:09,615] Trial 1815 finished with value: 0.99732183289106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:53:10,547] Trial 1816 finished with value: 0.9968900805857005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 115}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:53:11,356] Trial 1817 finished with value: 0.995166884039087 and parameters: {'classifier': 'SVC', 'svc_c': 2513.389208151417, 'svc_kernel': 'rbf'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:53:17,453] Trial 1818 finished with value: 0.9974204771638898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 26, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:53:20,174] Trial 1819 finished with value: 0.9975325397479295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:53:22,324] Trial 1820 finished with value: 0.997166424799437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:53:26,893] Trial 1821 finished with value: 0.9972145096017914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 23, 'rf_n_estimators': 117}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:53:28,908] Trial 1822 finished with value: 0.9973274283793607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:53:33,337] Trial 1823 finished with value: 0.9972583658675195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 19, 'rf_n_estimators': 123}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:53:42,877] Trial 1824 finished with value: 0.9965875937941049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 56, 'rf_n_estimators': 98}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:53:46,154] Trial 1825 finished with value: 0.997384242566213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:53:51,566] Trial 1826 finished with value: 0.9968663009902662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 30, 'rf_n_estimators': 113}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:53:52,494] Trial 1827 finished with value: 0.9952024921622084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 92}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:53:53,878] Trial 1828 finished with value: 0.9971622258425407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:53:54,804] Trial 1829 finished with value: 0.9904871437059407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:54:03,413] Trial 1830 finished with value: 0.9966844122168558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 38, 'rf_n_estimators': 116}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:54:05,405] Trial 1831 finished with value: 0.9975855660790011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:54:07,249] Trial 1832 finished with value: 0.9974384650672793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:54:09,120] Trial 1833 finished with value: 0.9974697365227237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:54:10,261] Trial 1834 finished with value: 0.9870145713140959 and parameters: {'classifier': 'SVC', 'svc_c': 235777.01784723048, 'svc_kernel': 'sigmoid'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:54:11,656] Trial 1835 finished with value: 0.9972268709772066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 111}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:54:21,793] Trial 1836 finished with value: 0.9965130157734897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 43, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:54:22,706] Trial 1837 finished with value: 0.9970445470136088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 121}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:54:25,236] Trial 1838 finished with value: 0.9973098922650839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:54:28,227] Trial 1839 finished with value: 0.9974554564321122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:54:30,864] Trial 1840 finished with value: 0.9968455512224308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:54:32,988] Trial 1841 finished with value: 0.9975584937708805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:54:42,037] Trial 1842 finished with value: 0.9956303805042849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 66, 'rf_n_estimators': 107}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:54:44,536] Trial 1843 finished with value: 0.9974617870338259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:54:57,429] Trial 1844 finished with value: 0.9967084548560673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 62, 'rf_n_estimators': 115}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:54:58,110] Trial 1845 finished with value: 0.9970508510189561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 27}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:54:59,039] Trial 1846 finished with value: 0.9972552325743425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 41}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:55:01,549] Trial 1847 finished with value: 0.9972037706682059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:55:03,911] Trial 1848 finished with value: 0.9972836078505164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 95}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:55:06,188] Trial 1849 finished with value: 0.9973284809987999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:55:08,377] Trial 1850 finished with value: 0.9974454009108884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:55:09,899] Trial 1851 finished with value: 0.9962172890292336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:55:13,597] Trial 1852 finished with value: 0.9971859004172393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:55:14,416] Trial 1853 finished with value: 0.9920503013780658 and parameters: {'classifier': 'SVC', 'svc_c': 35.01493305002994, 'svc_kernel': 'rbf'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:55:19,226] Trial 1854 finished with value: 0.9972923614510378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 22, 'rf_n_estimators': 113}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:55:20,827] Trial 1855 finished with value: 0.9973248589101099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:55:22,761] Trial 1856 finished with value: 0.9971289922861809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:55:26,988] Trial 1857 finished with value: 0.9973962164535161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 115}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:55:29,210] Trial 1858 finished with value: 0.9971816829888809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:55:31,329] Trial 1859 finished with value: 0.9975372239139552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:55:33,318] Trial 1860 finished with value: 0.9973808226797316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 88}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:55:36,377] Trial 1861 finished with value: 0.9975331126488971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:55:39,862] Trial 1862 finished with value: 0.9968618328959146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 21, 'rf_n_estimators': 106}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:55:42,098] Trial 1863 finished with value: 0.9973706644863771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:55:43,856] Trial 1864 finished with value: 0.997592353452679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:55:45,533] Trial 1865 finished with value: 0.9973594239986397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:55:48,679] Trial 1866 finished with value: 0.9974640246197785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:55:51,983] Trial 1867 finished with value: 0.9969582989961546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 17, 'rf_n_estimators': 114}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:55:53,859] Trial 1868 finished with value: 0.9974362667093805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:55:54,982] Trial 1869 finished with value: 0.9971315192266358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:56:01,066] Trial 1870 finished with value: 0.9970138447140592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 26, 'rf_n_estimators': 125}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:56:02,736] Trial 1871 finished with value: 0.9973099112443528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 74}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:56:04,312] Trial 1872 finished with value: 0.9866173809234754 and parameters: {'classifier': 'SVC', 'svc_c': 11754300.5046864, 'svc_kernel': 'sigmoid'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:56:05,586] Trial 1873 finished with value: 0.9974588034800962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 116}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:56:07,063] Trial 1874 finished with value: 0.9974946198356281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:56:08,987] Trial 1875 finished with value: 0.9973358115032883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:56:10,155] Trial 1876 finished with value: 0.9969927099336681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 62}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:56:12,059] Trial 1877 finished with value: 0.9975569830464849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:56:13,141] Trial 1878 finished with value: 0.9943366786187209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:56:16,060] Trial 1879 finished with value: 0.9971853882626265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:56:17,927] Trial 1880 finished with value: 0.9972178599187796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 59}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:56:19,659] Trial 1881 finished with value: 0.9916762852457707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 29, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:56:22,361] Trial 1882 finished with value: 0.9973551998101072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:56:27,206] Trial 1883 finished with value: 0.9971655168096422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 23, 'rf_n_estimators': 117}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:56:37,701] Trial 1884 finished with value: 0.9969264935504173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 50, 'rf_n_estimators': 114}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:56:40,543] Trial 1885 finished with value: 0.9972672601304469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:56:43,145] Trial 1886 finished with value: 0.9973974531845565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:56:44,892] Trial 1887 finished with value: 0.9976326232396492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:56:46,455] Trial 1888 finished with value: 0.9970913642356766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:56:47,662] Trial 1889 finished with value: 0.9963107709409859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:56:51,932] Trial 1890 finished with value: 0.9974564440523169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:56:54,087] Trial 1891 finished with value: 0.9973596453070687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:56:54,981] Trial 1892 finished with value: 0.9906488311108189 and parameters: {'classifier': 'SVC', 'svc_c': 7.711636718776257, 'svc_kernel': 'rbf'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:56:57,064] Trial 1893 finished with value: 0.9964196973754368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:56:59,811] Trial 1894 finished with value: 0.9974997138967288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:57:02,270] Trial 1895 finished with value: 0.9972733198491203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 100}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:57:03,356] Trial 1896 finished with value: 0.9971202320841747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 125}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:57:05,608] Trial 1897 finished with value: 0.9970709586654477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:57:11,177] Trial 1898 finished with value: 0.9969969225061267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 24, 'rf_n_estimators': 121}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:57:13,175] Trial 1899 finished with value: 0.9972815642783922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:57:14,745] Trial 1900 finished with value: 0.9969564335054294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:57:16,599] Trial 1901 finished with value: 0.997614239723243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:57:17,499] Trial 1902 finished with value: 0.9966848430589498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:57:20,923] Trial 1903 finished with value: 0.9972970824965119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:57:22,265] Trial 1904 finished with value: 0.9974386878991277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:57:27,475] Trial 1905 finished with value: 0.9968748546419706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 31, 'rf_n_estimators': 105}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:57:34,486] Trial 1906 finished with value: 0.9968817134894161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 33, 'rf_n_estimators': 112}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:57:36,588] Trial 1907 finished with value: 0.9974560562150877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:57:40,272] Trial 1908 finished with value: 0.9966367266139017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 20, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:57:41,584] Trial 1909 finished with value: 0.9867137370836042 and parameters: {'classifier': 'SVC', 'svc_c': 779728.0575104255, 'svc_kernel': 'sigmoid'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:57:49,567] Trial 1910 finished with value: 0.9970346867122539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 37, 'rf_n_estimators': 118}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:57:52,046] Trial 1911 finished with value: 0.9975627876558578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:57:54,053] Trial 1912 finished with value: 0.9972250489674147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:57:55,083] Trial 1913 finished with value: 0.9972007395710909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 3, 'rf_n_estimators': 107}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:57:57,411] Trial 1914 finished with value: 0.9973218203228487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:57:59,088] Trial 1915 finished with value: 0.9973442613720355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:58:02,045] Trial 1916 finished with value: 0.9976868984891176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:58:03,714] Trial 1917 finished with value: 0.9970497457463283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:58:06,870] Trial 1918 finished with value: 0.9970830222440771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:58:09,093] Trial 1919 finished with value: 0.9975861293316449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:58:11,112] Trial 1920 finished with value: 0.9976429790014777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:58:12,249] Trial 1921 finished with value: 0.9943375380177794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:58:14,621] Trial 1922 finished with value: 0.9975650146730871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:58:16,702] Trial 1923 finished with value: 0.997459494350866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:58:19,105] Trial 1924 finished with value: 0.9974429323047076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:58:21,057] Trial 1925 finished with value: 0.997528167692486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:58:23,246] Trial 1926 finished with value: 0.99752246216886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:58:26,794] Trial 1927 finished with value: 0.9974018652297637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 27, 'rf_n_estimators': 67}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:58:28,028] Trial 1928 finished with value: 0.9866561124058086 and parameters: {'classifier': 'SVC', 'svc_c': 0.6761458132915676, 'svc_kernel': 'rbf'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:58:30,565] Trial 1929 finished with value: 0.9971003297502063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:58:34,202] Trial 1930 finished with value: 0.9973348093471222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 105}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:58:48,886] Trial 1931 finished with value: 0.9964152484825192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 69, 'rf_n_estimators': 119}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:58:52,459] Trial 1932 finished with value: 0.9967017517465336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 20, 'rf_n_estimators': 121}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:58:56,094] Trial 1933 finished with value: 0.9943909653255739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 37, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:58:56,818] Trial 1934 finished with value: 0.9892017495985121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:58:59,584] Trial 1935 finished with value: 0.9973279683998563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:59:10,667] Trial 1936 finished with value: 0.9966780728872177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 55, 'rf_n_estimators': 117}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:59:12,943] Trial 1937 finished with value: 0.9968703974971973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:59:19,657] Trial 1938 finished with value: 0.9966109207117649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 45, 'rf_n_estimators': 102}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:59:20,795] Trial 1939 finished with value: 0.9972505873189914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 83}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:59:22,923] Trial 1940 finished with value: 0.9974774884431477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:59:23,927] Trial 1941 finished with value: 0.9972882748780719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 2, 'rf_n_estimators': 109}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:59:25,150] Trial 1942 finished with value: 0.9974710502499277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 94}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:59:27,733] Trial 1943 finished with value: 0.9974142841142672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:59:29,702] Trial 1944 finished with value: 0.9974747437489095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:59:31,620] Trial 1945 finished with value: 0.9973179982853416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:59:38,995] Trial 1946 finished with value: 0.9969264431506203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 35, 'rf_n_estimators': 111}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:59:40,855] Trial 1947 finished with value: 0.9853738589864895 and parameters: {'classifier': 'SVC', 'svc_c': 0.007092500140602747, 'svc_kernel': 'sigmoid'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:59:44,286] Trial 1948 finished with value: 0.9968432688225528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:59:47,308] Trial 1949 finished with value: 0.9971525236911787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:59:49,761] Trial 1950 finished with value: 0.9973731296331261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:59:52,325] Trial 1951 finished with value: 0.9972933521498195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:59:53,787] Trial 1952 finished with value: 0.9974440407511258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 18:59:57,519] Trial 1953 finished with value: 0.997475317411587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 21, 'rf_n_estimators': 98}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:00:05,951] Trial 1954 finished with value: 0.9973290754180689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 40, 'rf_n_estimators': 118}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:00:08,290] Trial 1955 finished with value: 0.9971881380031918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:00:09,743] Trial 1956 finished with value: 0.9973741612103325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 32}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:00:13,960] Trial 1957 finished with value: 0.9973418363737393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:00:16,767] Trial 1958 finished with value: 0.9974604628331125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:00:18,780] Trial 1959 finished with value: 0.9971863770888715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:00:20,623] Trial 1960 finished with value: 0.9967431618447815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:00:21,042] Trial 1961 finished with value: 0.9921597355238226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 5}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:00:22,529] Trial 1962 finished with value: 0.9970561630560052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:00:39,530] Trial 1963 finished with value: 0.9962615540474721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 72, 'rf_n_estimators': 125}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:00:41,334] Trial 1964 finished with value: 0.9973721144009419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:00:42,497] Trial 1965 finished with value: 0.9960110842897524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:01:17,316] Trial 1966 finished with value: 0.9897765722965581 and parameters: {'classifier': 'SVC', 'svc_c': 25578007.266042154, 'svc_kernel': 'rbf'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:01:19,666] Trial 1967 finished with value: 0.9975201036932179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:01:24,488] Trial 1968 finished with value: 0.9972984243752397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 23, 'rf_n_estimators': 115}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:01:26,579] Trial 1969 finished with value: 0.9974601727486382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:01:28,387] Trial 1970 finished with value: 0.9975013948949979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:01:30,677] Trial 1971 finished with value: 0.9972803976563895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 86}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:01:34,305] Trial 1972 finished with value: 0.9977382216371229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:01:38,004] Trial 1973 finished with value: 0.997257105840855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:01:42,534] Trial 1974 finished with value: 0.9972201861804457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 19, 'rf_n_estimators': 125}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:01:46,561] Trial 1975 finished with value: 0.9973915953824505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:01:50,989] Trial 1976 finished with value: 0.9974938533969008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:01:54,198] Trial 1977 finished with value: 0.997351820897264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 90}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:01:57,745] Trial 1978 finished with value: 0.9973474925131812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:01:59,059] Trial 1979 finished with value: 0.9971494406708471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 38}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:02:02,605] Trial 1980 finished with value: 0.9971032333244093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:02:05,305] Trial 1981 finished with value: 0.9968290687749439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:02:09,509] Trial 1982 finished with value: 0.9965607035028835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 20, 'rf_n_estimators': 110}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:02:11,305] Trial 1983 finished with value: 0.9958690579790078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:02:24,073] Trial 1984 finished with value: 0.9966373141143068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 61, 'rf_n_estimators': 108}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:02:25,922] Trial 1985 finished with value: 0.9852048259381411 and parameters: {'classifier': 'SVC', 'svc_c': 3.5172780303336305e-07, 'svc_kernel': 'sigmoid'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:02:26,873] Trial 1986 finished with value: 0.9969509800125267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:02:30,067] Trial 1987 finished with value: 0.9975153888366357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:02:34,308] Trial 1988 finished with value: 0.9974409964510412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:02:36,221] Trial 1989 finished with value: 0.9975978516325554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:02:37,229] Trial 1990 finished with value: 0.9969950757725048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:02:40,801] Trial 1991 finished with value: 0.997318215626532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 18, 'rf_n_estimators': 112}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:02:42,597] Trial 1992 finished with value: 0.9966677561947531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:02:46,926] Trial 1993 finished with value: 0.997077274223393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 120}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:02:49,807] Trial 1994 finished with value: 0.9973780281887167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:02:53,613] Trial 1995 finished with value: 0.9973363051229635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 118}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:02:57,364] Trial 1996 finished with value: 0.9974440846763898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 125}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:03:08,964] Trial 1997 finished with value: 0.9967086937790346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 55, 'rf_n_estimators': 107}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:03:13,402] Trial 1998 finished with value: 0.9972115312213407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 20, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:03:14,892] Trial 1999 finished with value: 0.9967034233186443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:03:16,773] Trial 2000 finished with value: 0.9972980921745623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:03:18,786] Trial 2001 finished with value: 0.9975175627563457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:03:20,334] Trial 2002 finished with value: 0.9974390531707048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:03:23,297] Trial 2003 finished with value: 0.9974729627762318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:03:25,564] Trial 2004 finished with value: 0.9974367895279302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:03:44,110] Trial 2005 finished with value: 0.9961369167458031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 74, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:03:45,993] Trial 2006 finished with value: 0.9853089657566011 and parameters: {'classifier': 'SVC', 'svc_c': 0.0014650659932561932, 'svc_kernel': 'rbf'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:03:48,015] Trial 2007 finished with value: 0.9976402804541573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:03:49,235] Trial 2008 finished with value: 0.9973028517498562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 114}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:03:51,678] Trial 2009 finished with value: 0.9976373535208545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:03:53,485] Trial 2010 finished with value: 0.9976201135847301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:03:54,594] Trial 2011 finished with value: 0.9942941697541162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:03:57,324] Trial 2012 finished with value: 0.9972539832433527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:03:57,877] Trial 2013 finished with value: 0.9970988057593654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 15}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:04:00,348] Trial 2014 finished with value: 0.9971453274063009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:04:05,442] Trial 2015 finished with value: 0.9974081585394359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:04:06,334] Trial 2016 finished with value: 0.9971047447787768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:04:08,788] Trial 2017 finished with value: 0.9974509787529128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:04:10,740] Trial 2018 finished with value: 0.9974659470483096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:04:11,714] Trial 2019 finished with value: 0.9971243569647948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 3, 'rf_n_estimators': 96}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:04:12,549] Trial 2020 finished with value: 0.9908486711620738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 100}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:04:14,298] Trial 2021 finished with value: 0.9975679258643878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:04:26,438] Trial 2022 finished with value: 0.9967305628476529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 50, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:04:27,414] Trial 2023 finished with value: 0.9907672944373477 and parameters: {'classifier': 'SVC', 'svc_c': 19.380127469767814, 'svc_kernel': 'sigmoid'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:04:30,271] Trial 2024 finished with value: 0.9967409220371755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 16, 'rf_n_estimators': 116}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:04:32,928] Trial 2025 finished with value: 0.9973309471294242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:04:35,619] Trial 2026 finished with value: 0.9975778147298596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:04:38,081] Trial 2027 finished with value: 0.9974987216427897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:04:38,994] Trial 2028 finished with value: 0.9964896703208916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:04:40,542] Trial 2029 finished with value: 0.9974762778641427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:04:42,618] Trial 2030 finished with value: 0.9977127887823505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:04:44,504] Trial 2031 finished with value: 0.9974725244757296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:04:46,295] Trial 2032 finished with value: 0.9973707360236205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:04:47,834] Trial 2033 finished with value: 0.9972278682139972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:04:49,255] Trial 2034 finished with value: 0.9973211306263813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:04:51,277] Trial 2035 finished with value: 0.9974997563303111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:04:53,329] Trial 2036 finished with value: 0.9974480731792217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:04:55,163] Trial 2037 finished with value: 0.9975714536914926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:04:56,399] Trial 2038 finished with value: 0.9972571389117547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 4, 'rf_n_estimators': 125}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:05:01,149] Trial 2039 finished with value: 0.9974130680446045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 21, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:05:05,093] Trial 2040 finished with value: 0.9974308571734797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 18, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:05:07,074] Trial 2041 finished with value: 0.9973642336880896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:05:08,137] Trial 2042 finished with value: 0.9886602492277531 and parameters: {'classifier': 'SVC', 'svc_c': 2.20257710336046, 'svc_kernel': 'rbf'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:05:09,950] Trial 2043 finished with value: 0.9974786378632045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:05:11,940] Trial 2044 finished with value: 0.9963609276256774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:05:13,593] Trial 2045 finished with value: 0.9973256156370377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:05:15,897] Trial 2046 finished with value: 0.997502001977692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:05:20,240] Trial 2047 finished with value: 0.9973222156502243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:05:22,243] Trial 2048 finished with value: 0.9974625754669232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:05:24,017] Trial 2049 finished with value: 0.996873206714601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:05:25,918] Trial 2050 finished with value: 0.9975538532127396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:05:29,193] Trial 2051 finished with value: 0.9974906963955066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:05:31,315] Trial 2052 finished with value: 0.9972947003443909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:05:33,690] Trial 2053 finished with value: 0.9976156288914532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:05:35,836] Trial 2054 finished with value: 0.9974451844900973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:05:38,931] Trial 2055 finished with value: 0.9974473291791947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:05:39,863] Trial 2056 finished with value: 0.9946328544543678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:05:41,928] Trial 2057 finished with value: 0.9975120069086914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:05:43,025] Trial 2058 finished with value: 0.9943175287588009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:05:45,013] Trial 2059 finished with value: 0.996740664928387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:05:56,283] Trial 2060 finished with value: 0.9966234089753342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 50, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:05:58,101] Trial 2061 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 1.269000054391759e-08, 'svc_kernel': 'sigmoid'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:06:01,831] Trial 2062 finished with value: 0.9971817506223618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 120}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:06:06,659] Trial 2063 finished with value: 0.9972488640458295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 123}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:06:09,173] Trial 2064 finished with value: 0.9972904369595427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:06:11,579] Trial 2065 finished with value: 0.9971249017459765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:06:13,274] Trial 2066 finished with value: 0.9974075613589689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:06:16,343] Trial 2067 finished with value: 0.9975200465649845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:06:18,381] Trial 2068 finished with value: 0.9973996261838672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:06:20,186] Trial 2069 finished with value: 0.9974197710589244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:06:22,081] Trial 2070 finished with value: 0.9971383289438004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:06:23,400] Trial 2071 finished with value: 0.995634979390553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:06:28,419] Trial 2072 finished with value: 0.9970769517345152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 24, 'rf_n_estimators': 119}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:06:30,313] Trial 2073 finished with value: 0.9974586365704408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:06:34,062] Trial 2074 finished with value: 0.9971679973810142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:06:36,716] Trial 2075 finished with value: 0.9970295220660471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:06:44,713] Trial 2076 finished with value: 0.9947357894066463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 64, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:06:45,808] Trial 2077 finished with value: 0.9972150082677936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 117}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:06:47,731] Trial 2078 finished with value: 0.9974333567241204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:06:50,827] Trial 2079 finished with value: 0.9973933681667481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:06:52,573] Trial 2080 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.3956621038369202e-09, 'svc_kernel': 'rbf'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:07:05,589] Trial 2081 finished with value: 0.9968907356243729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 57, 'rf_n_estimators': 119}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:07:07,811] Trial 2082 finished with value: 0.997423337415849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:07:25,971] Trial 2083 finished with value: 0.9956509882449844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 74, 'rf_n_estimators': 125}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:07:27,959] Trial 2084 finished with value: 0.9974393940993068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:07:28,544] Trial 2085 finished with value: 0.9968339570474526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 55}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:07:31,084] Trial 2086 finished with value: 0.9974248601689114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:07:35,331] Trial 2087 finished with value: 0.997372220722932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 119}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:07:37,673] Trial 2088 finished with value: 0.9966730347165721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:07:39,403] Trial 2089 finished with value: 0.99687718661646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:07:42,598] Trial 2090 finished with value: 0.9974283049061746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:07:43,128] Trial 2091 finished with value: 0.9866531167599364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 1, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:07:45,360] Trial 2092 finished with value: 0.9972363263346001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:07:46,576] Trial 2093 finished with value: 0.9971436046409455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 113}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:07:48,662] Trial 2094 finished with value: 0.997540037923783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:07:51,454] Trial 2095 finished with value: 0.9974511733062853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:07:52,596] Trial 2096 finished with value: 0.996179883747102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:07:55,106] Trial 2097 finished with value: 0.9973935853492489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:07:57,983] Trial 2098 finished with value: 0.9971498339352586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:07:59,175] Trial 2099 finished with value: 0.9878411258912277 and parameters: {'classifier': 'SVC', 'svc_c': 53672.112096300094, 'svc_kernel': 'sigmoid'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:08:00,586] Trial 2100 finished with value: 0.9971171152312334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:08:02,627] Trial 2101 finished with value: 0.9977654595853825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:08:04,471] Trial 2102 finished with value: 0.9974278299483893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:08:06,346] Trial 2103 finished with value: 0.9974902875477826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:08:08,561] Trial 2104 finished with value: 0.9975965561863861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:08:10,419] Trial 2105 finished with value: 0.9969500256536491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:08:12,500] Trial 2106 finished with value: 0.9974355258514064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:08:14,189] Trial 2107 finished with value: 0.9974632978851731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:08:16,389] Trial 2108 finished with value: 0.9974122608544039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:08:18,204] Trial 2109 finished with value: 0.9972842568589861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:08:20,305] Trial 2110 finished with value: 0.997467975417976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:08:22,124] Trial 2111 finished with value: 0.9976541156745197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:08:24,187] Trial 2112 finished with value: 0.9976964656274214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:08:28,269] Trial 2113 finished with value: 0.9973194819055643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:08:33,017] Trial 2114 finished with value: 0.9968877063997943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 22, 'rf_n_estimators': 114}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:08:37,080] Trial 2115 finished with value: 0.9974498423453978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 108}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:08:39,338] Trial 2116 finished with value: 0.9974774816829731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:08:41,041] Trial 2117 finished with value: 0.997244455587006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:08:42,862] Trial 2118 finished with value: 0.9972297876909031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:08:44,669] Trial 2119 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 4.5890612587557446e-08, 'svc_kernel': 'rbf'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:08:46,200] Trial 2120 finished with value: 0.9972691577716725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:08:48,644] Trial 2121 finished with value: 0.9974222078954599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:08:50,508] Trial 2122 finished with value: 0.9975160595538343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:08:52,631] Trial 2123 finished with value: 0.9974790729581781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:08:54,259] Trial 2124 finished with value: 0.9974589674381263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:08:56,108] Trial 2125 finished with value: 0.9973731259832667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:08:58,460] Trial 2126 finished with value: 0.9971882337564586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:09:01,938] Trial 2127 finished with value: 0.997601737653684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:09:08,130] Trial 2128 finished with value: 0.9968479873924703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 25, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:09:11,046] Trial 2129 finished with value: 0.9969166578776784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 18, 'rf_n_estimators': 108}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:09:14,691] Trial 2130 finished with value: 0.9972646880904256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 116}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:09:16,623] Trial 2131 finished with value: 0.997468858683941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:09:18,186] Trial 2132 finished with value: 0.9964431649555028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:09:19,706] Trial 2133 finished with value: 0.9969734851405486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:09:20,744] Trial 2134 finished with value: 0.9971966947652112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 49}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:09:23,113] Trial 2135 finished with value: 0.9968290028235723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:09:25,034] Trial 2136 finished with value: 0.9972422901095793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:09:26,385] Trial 2137 finished with value: 0.9867069983641383 and parameters: {'classifier': 'SVC', 'svc_c': 3040837.541389927, 'svc_kernel': 'sigmoid'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:09:28,723] Trial 2138 finished with value: 0.9972786540074909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:09:30,108] Trial 2139 finished with value: 0.9975112014323377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:09:31,733] Trial 2140 finished with value: 0.9976065344258055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:09:34,334] Trial 2141 finished with value: 0.997198245511108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:09:36,326] Trial 2142 finished with value: 0.9973988719007584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:09:38,867] Trial 2143 finished with value: 0.9974269964157254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:09:43,304] Trial 2144 finished with value: 0.9970708865886597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:09:48,240] Trial 2145 finished with value: 0.9973420353386814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 22, 'rf_n_estimators': 119}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:09:50,116] Trial 2146 finished with value: 0.9974260761433603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:09:50,999] Trial 2147 finished with value: 0.9970397107912685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 116}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:09:52,133] Trial 2148 finished with value: 0.99711260454461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:09:59,709] Trial 2149 finished with value: 0.9971582902468007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 36, 'rf_n_estimators': 107}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:10:01,624] Trial 2150 finished with value: 0.9974180243631867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:10:04,260] Trial 2151 finished with value: 0.9970782440068938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:10:09,346] Trial 2152 finished with value: 0.9972302116141333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 24, 'rf_n_estimators': 114}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:10:10,520] Trial 2153 finished with value: 0.9970060278578767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:10:12,884] Trial 2154 finished with value: 0.9973406954911793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:10:13,916] Trial 2155 finished with value: 0.9971187419576809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:10:17,484] Trial 2156 finished with value: 0.9973579454247444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 110}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:10:18,391] Trial 2157 finished with value: 0.996267520964504 and parameters: {'classifier': 'SVC', 'svc_c': 15900.27425809072, 'svc_kernel': 'rbf'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:10:28,858] Trial 2158 finished with value: 0.996800891479837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 47, 'rf_n_estimators': 116}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:10:32,361] Trial 2159 finished with value: 0.9972825529459478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:10:35,188] Trial 2160 finished with value: 0.9970954868946434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:10:36,287] Trial 2161 finished with value: 0.9943896029441577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:10:38,294] Trial 2162 finished with value: 0.9974736475215854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:10:41,140] Trial 2163 finished with value: 0.9973845501065365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:10:42,097] Trial 2164 finished with value: 0.9906703495707733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:10:43,808] Trial 2165 finished with value: 0.9967658243610865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:10:45,886] Trial 2166 finished with value: 0.9973352023258925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:10:47,609] Trial 2167 finished with value: 0.9974244214240785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:10:53,951] Trial 2168 finished with value: 0.996754725614844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 31, 'rf_n_estimators': 105}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:10:56,171] Trial 2169 finished with value: 0.9974914113553482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:11:00,463] Trial 2170 finished with value: 0.9970254767206229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 123}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:11:07,758] Trial 2171 finished with value: 0.9972548516877149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 34, 'rf_n_estimators': 112}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:11:09,978] Trial 2172 finished with value: 0.9975366518381729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:11:11,803] Trial 2173 finished with value: 0.9975471891090942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:11:15,228] Trial 2174 finished with value: 0.9974400614205493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:11:17,050] Trial 2175 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 5.774525560091423e-06, 'svc_kernel': 'sigmoid'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:11:18,368] Trial 2176 finished with value: 0.9974196220177108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:11:20,988] Trial 2177 finished with value: 0.9973635649069034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:11:23,019] Trial 2178 finished with value: 0.9973733253925393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:11:25,142] Trial 2179 finished with value: 0.9972407853519103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:11:26,201] Trial 2180 finished with value: 0.9957593443809759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:11:40,968] Trial 2181 finished with value: 0.9965635438551749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 61, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:11:42,773] Trial 2182 finished with value: 0.9973648084933319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:11:44,479] Trial 2183 finished with value: 0.997163089843596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:11:46,892] Trial 2184 finished with value: 0.997419275884092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:11:51,823] Trial 2185 finished with value: 0.9968406332749785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 21, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:11:55,783] Trial 2186 finished with value: 0.9973287913637972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 116}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:11:58,104] Trial 2187 finished with value: 0.997400796995274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:11:58,640] Trial 2188 finished with value: 0.9965874046044384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 25}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:12:04,626] Trial 2189 finished with value: 0.9967779225022974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 25, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:12:06,987] Trial 2190 finished with value: 0.9969927077754906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:12:09,558] Trial 2191 finished with value: 0.9971369604369683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:12:10,637] Trial 2192 finished with value: 0.9944309044035483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:12:19,943] Trial 2193 finished with value: 0.9970424145753438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 45, 'rf_n_estimators': 110}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:12:21,687] Trial 2194 finished with value: 0.9854182639371621 and parameters: {'classifier': 'SVC', 'svc_c': 0.16259172230656033, 'svc_kernel': 'rbf'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:12:30,630] Trial 2195 finished with value: 0.9970914361537749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 40, 'rf_n_estimators': 123}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:12:32,096] Trial 2196 finished with value: 0.9968280629689185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:12:38,612] Trial 2197 finished with value: 0.9971129657219971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 28, 'rf_n_estimators': 118}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:12:38,940] Trial 2198 finished with value: 0.9829340918360098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 2}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:12:42,291] Trial 2199 finished with value: 0.9969724162395629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:12:43,031] Trial 2200 finished with value: 0.9946589625965974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:12:46,176] Trial 2201 finished with value: 0.9974228637275799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:12:48,123] Trial 2202 finished with value: 0.9973551924469127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:12:49,741] Trial 2203 finished with value: 0.9974460719137282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:12:51,841] Trial 2204 finished with value: 0.9974260799201714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:12:54,121] Trial 2205 finished with value: 0.9973306523477395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:12:56,020] Trial 2206 finished with value: 0.9974496964144991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:12:57,938] Trial 2207 finished with value: 0.9974506254782645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:13:02,359] Trial 2208 finished with value: 0.9969510289523801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 123}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:13:05,638] Trial 2209 finished with value: 0.9955672317484803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 23, 'rf_n_estimators': 114}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:13:07,161] Trial 2210 finished with value: 0.9975370539257228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:13:10,196] Trial 2211 finished with value: 0.9974157657032637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:13:12,901] Trial 2212 finished with value: 0.9973611719321559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:13:15,087] Trial 2213 finished with value: 0.9974776861385731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:13:16,864] Trial 2214 finished with value: 0.9852053993786534 and parameters: {'classifier': 'SVC', 'svc_c': 0.00019265459539064136, 'svc_kernel': 'sigmoid'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:13:18,757] Trial 2215 finished with value: 0.9973644058344998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:13:20,805] Trial 2216 finished with value: 0.9974461349134746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:13:23,273] Trial 2217 finished with value: 0.9975762805194125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:13:24,980] Trial 2218 finished with value: 0.9975091489418618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:13:27,205] Trial 2219 finished with value: 0.9975764864666941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:13:36,313] Trial 2220 finished with value: 0.9969747048283327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 42, 'rf_n_estimators': 117}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:13:37,386] Trial 2221 finished with value: 0.9905013866632005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 16, 'rf_n_estimators': 109}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:13:39,662] Trial 2222 finished with value: 0.997717771062541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:13:42,342] Trial 2223 finished with value: 0.9973007946891214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:13:44,928] Trial 2224 finished with value: 0.9973305280620939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 100}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:13:47,266] Trial 2225 finished with value: 0.9974295436049653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:13:50,154] Trial 2226 finished with value: 0.9969071528821974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 14, 'rf_n_estimators': 104}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:13:52,772] Trial 2227 finished with value: 0.997499578375864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 104}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:13:53,959] Trial 2228 finished with value: 0.9956140863260653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:13:56,215] Trial 2229 finished with value: 0.9973541868630523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:13:58,794] Trial 2230 finished with value: 0.9975639944580514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 104}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:14:01,010] Trial 2231 finished with value: 0.997250913965535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:14:02,734] Trial 2232 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 5.556032725096746e-05, 'svc_kernel': 'rbf'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:14:06,903] Trial 2233 finished with value: 0.9969566226633578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 21, 'rf_n_estimators': 102}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:14:10,717] Trial 2234 finished with value: 0.9970342350183548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 106}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:14:14,224] Trial 2235 finished with value: 0.9960198727067585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 28, 'rf_n_estimators': 110}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:14:26,054] Trial 2236 finished with value: 0.996656812107334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 59, 'rf_n_estimators': 105}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:14:26,962] Trial 2237 finished with value: 0.9971275274865373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 105}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:14:36,699] Trial 2238 finished with value: 0.9963210585615271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 46, 'rf_n_estimators': 107}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:14:48,533] Trial 2239 finished with value: 0.9967091936828152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 57, 'rf_n_estimators': 106}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:14:51,052] Trial 2240 finished with value: 0.9974493213676466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:14:53,297] Trial 2241 finished with value: 0.9973707507500095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:14:55,962] Trial 2242 finished with value: 0.9974421279391805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 108}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:15:03,559] Trial 2243 finished with value: 0.9967941138496966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 38, 'rf_n_estimators': 104}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:15:04,863] Trial 2244 finished with value: 0.9971769222710224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 5, 'rf_n_estimators': 102}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:15:06,766] Trial 2245 finished with value: 0.9975740845735945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:15:15,434] Trial 2246 finished with value: 0.9969387640919414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 41, 'rf_n_estimators': 111}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:15:17,018] Trial 2247 finished with value: 0.9975707968437596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:15:18,885] Trial 2248 finished with value: 0.9961530043737209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 15, 'rf_n_estimators': 107}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:15:21,398] Trial 2249 finished with value: 0.9970466546963062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:15:23,546] Trial 2250 finished with value: 0.9968562886325966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:15:25,323] Trial 2251 finished with value: 0.9852053994103912 and parameters: {'classifier': 'SVC', 'svc_c': 2.467929006450623e-07, 'svc_kernel': 'sigmoid'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:15:27,840] Trial 2252 finished with value: 0.9972358922869775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:15:38,561] Trial 2253 finished with value: 0.9966220962002675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 52, 'rf_n_estimators': 106}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:15:40,908] Trial 2254 finished with value: 0.9976489724831382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:15:42,410] Trial 2255 finished with value: 0.9973490974674242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 103}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:15:45,916] Trial 2256 finished with value: 0.9968524279065801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 17, 'rf_n_estimators': 102}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:15:47,281] Trial 2257 finished with value: 0.9967806700212091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:15:49,329] Trial 2258 finished with value: 0.9974192960059254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:15:51,189] Trial 2259 finished with value: 0.9963440807952754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 43}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:15:53,197] Trial 2260 finished with value: 0.9975009218414872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:15:55,885] Trial 2261 finished with value: 0.997497880143911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:15:58,183] Trial 2262 finished with value: 0.9969583088666439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:16:04,331] Trial 2263 finished with value: 0.9969510905873964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 26, 'rf_n_estimators': 125}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:16:07,571] Trial 2264 finished with value: 0.9973984239201945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:16:09,827] Trial 2265 finished with value: 0.9976092921008476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:16:10,868] Trial 2266 finished with value: 0.9972132424975735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 107}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:16:12,511] Trial 2267 finished with value: 0.9973025096469516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:16:15,797] Trial 2268 finished with value: 0.9953425549438313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 30, 'rf_n_estimators': 111}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:16:17,571] Trial 2269 finished with value: 0.9853859862948372 and parameters: {'classifier': 'SVC', 'svc_c': 0.02725949953958508, 'svc_kernel': 'rbf'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:16:20,792] Trial 2270 finished with value: 0.9962303263903399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 22, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:16:22,459] Trial 2271 finished with value: 0.9974194344784157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:16:23,781] Trial 2272 finished with value: 0.9974511716559142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:16:24,320] Trial 2273 finished with value: 0.9956238302445136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 11}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:16:25,317] Trial 2274 finished with value: 0.9904494522748353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 13, 'rf_n_estimators': 108}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:16:27,464] Trial 2275 finished with value: 0.9973708656094966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:16:28,358] Trial 2276 finished with value: 0.9967272463950119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:16:30,598] Trial 2277 finished with value: 0.9975745939035336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:16:31,776] Trial 2278 finished with value: 0.9972912882336967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 3, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:16:33,689] Trial 2279 finished with value: 0.9975090234501756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:16:34,954] Trial 2280 finished with value: 0.99725960320158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 111}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:16:37,226] Trial 2281 finished with value: 0.997415903128403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:16:39,593] Trial 2282 finished with value: 0.9975332683550713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:16:41,680] Trial 2283 finished with value: 0.9974756905541652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:16:44,214] Trial 2284 finished with value: 0.9973115619011823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:16:46,815] Trial 2285 finished with value: 0.9973857453243941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 71}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:16:48,530] Trial 2286 finished with value: 0.9974720785581296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:16:51,463] Trial 2287 finished with value: 0.9974040316275895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:16:52,276] Trial 2288 finished with value: 0.9928734105514389 and parameters: {'classifier': 'SVC', 'svc_c': 826.6055925847681, 'svc_kernel': 'sigmoid'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:17:00,471] Trial 2289 finished with value: 0.9965386244562694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 35, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:17:03,709] Trial 2290 finished with value: 0.997295180570669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:17:05,228] Trial 2291 finished with value: 0.9972960118816793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:17:07,608] Trial 2292 finished with value: 0.9971316967050144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:17:08,828] Trial 2293 finished with value: 0.9973296919269216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 107}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:17:11,793] Trial 2294 finished with value: 0.997216250457754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:17:14,341] Trial 2295 finished with value: 0.9972984046977373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:17:16,493] Trial 2296 finished with value: 0.9974866745996099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:17:17,338] Trial 2297 finished with value: 0.9926877668661955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:17:22,831] Trial 2298 finished with value: 0.9969398217577078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 25, 'rf_n_estimators': 123}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:17:25,661] Trial 2299 finished with value: 0.996768743518602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 16, 'rf_n_estimators': 115}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:17:27,995] Trial 2300 finished with value: 0.9972296598823497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:17:29,914] Trial 2301 finished with value: 0.9975480070267078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:17:32,180] Trial 2302 finished with value: 0.9975314078471974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:17:34,068] Trial 2303 finished with value: 0.9971290746460507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:17:40,036] Trial 2304 finished with value: 0.9970695838745097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 33, 'rf_n_estimators': 106}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:17:42,920] Trial 2305 finished with value: 0.9970382972800835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:17:47,650] Trial 2306 finished with value: 0.9971081242946399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 21, 'rf_n_estimators': 121}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:17:49,802] Trial 2307 finished with value: 0.9974803923664673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:17:51,596] Trial 2308 finished with value: 0.9852340778787952 and parameters: {'classifier': 'SVC', 'svc_c': 0.0007173209236659779, 'svc_kernel': 'rbf'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:17:53,841] Trial 2309 finished with value: 0.9973598853091249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:17:55,853] Trial 2310 finished with value: 0.9975299644071657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:17:58,352] Trial 2311 finished with value: 0.9970593017446266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:18:01,008] Trial 2312 finished with value: 0.9975194042532131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:18:14,929] Trial 2313 finished with value: 0.9964621097568025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 67, 'rf_n_estimators': 115}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:18:16,638] Trial 2314 finished with value: 0.997424801707686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:18:18,383] Trial 2315 finished with value: 0.9968203578301703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:18:22,906] Trial 2316 finished with value: 0.9971156695378104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 19, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:18:27,724] Trial 2317 finished with value: 0.9970457601316461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 24, 'rf_n_estimators': 112}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:18:30,088] Trial 2318 finished with value: 0.9974334373384055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 104}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:18:34,160] Trial 2319 finished with value: 0.9975570266226318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 125}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:18:37,564] Trial 2320 finished with value: 0.9975670522784846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:18:39,815] Trial 2321 finished with value: 0.9974579942269314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:18:43,023] Trial 2322 finished with value: 0.9975091945492346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:18:44,633] Trial 2323 finished with value: 0.9973357511060504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:18:46,793] Trial 2324 finished with value: 0.9973596878041268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:18:48,569] Trial 2325 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 2.4251657931870486e-05, 'svc_kernel': 'sigmoid'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:18:56,604] Trial 2326 finished with value: 0.9960055144774188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 54, 'rf_n_estimators': 113}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:18:58,444] Trial 2327 finished with value: 0.9974108073217174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:19:00,674] Trial 2328 finished with value: 0.9974804039508035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:19:01,686] Trial 2329 finished with value: 0.9971211160166354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 51}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:19:02,362] Trial 2330 finished with value: 0.993207418448859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 1, 'rf_n_estimators': 109}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:19:05,123] Trial 2331 finished with value: 0.9973793550554143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:19:07,719] Trial 2332 finished with value: 0.9974483068019585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:19:14,025] Trial 2333 finished with value: 0.9971324099510088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 31, 'rf_n_estimators': 115}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:19:17,059] Trial 2334 finished with value: 0.9974317716060698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:19:21,709] Trial 2335 finished with value: 0.9974583650526424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:19:23,529] Trial 2336 finished with value: 0.9974348476757996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:19:25,452] Trial 2337 finished with value: 0.9973442455348195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:19:27,260] Trial 2338 finished with value: 0.9973694322303815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:19:28,883] Trial 2339 finished with value: 0.9973775059097113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 118}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:19:31,949] Trial 2340 finished with value: 0.9973411807637845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:19:36,471] Trial 2341 finished with value: 0.9970266667969394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 23, 'rf_n_estimators': 106}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:19:37,808] Trial 2342 finished with value: 0.9969379082792663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:19:42,156] Trial 2343 finished with value: 0.9942278943066197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 50, 'rf_n_estimators': 115}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:19:42,955] Trial 2344 finished with value: 0.9955934022239603 and parameters: {'classifier': 'SVC', 'svc_c': 5480.609394204112, 'svc_kernel': 'rbf'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:19:44,518] Trial 2345 finished with value: 0.9973477067440566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 102}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:19:47,057] Trial 2346 finished with value: 0.997549167681984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:19:48,051] Trial 2347 finished with value: 0.9970223123242965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 118}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:19:50,199] Trial 2348 finished with value: 0.9973824484540418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:19:53,706] Trial 2349 finished with value: 0.9970770329835584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 16, 'rf_n_estimators': 112}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:19:55,408] Trial 2350 finished with value: 0.9974655657808272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:19:57,584] Trial 2351 finished with value: 0.997262211168913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:19:59,408] Trial 2352 finished with value: 0.9974588324885435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:20:01,926] Trial 2353 finished with value: 0.9974401879278485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:20:02,840] Trial 2354 finished with value: 0.9931354938759979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 41, 'rf_n_estimators': 20}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:20:14,970] Trial 2355 finished with value: 0.9968918898368537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 53, 'rf_n_estimators': 120}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:20:20,965] Trial 2356 finished with value: 0.9971325931104729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 26, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:20:22,352] Trial 2357 finished with value: 0.9970422989858848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 65}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:20:22,700] Trial 2358 finished with value: 0.9943197200708842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 7}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:20:27,691] Trial 2359 finished with value: 0.9971380672012776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 22, 'rf_n_estimators': 123}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:20:29,000] Trial 2360 finished with value: 0.997269223120024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:20:30,426] Trial 2361 finished with value: 0.9973614537330363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:20:31,261] Trial 2362 finished with value: 0.9923645688048458 and parameters: {'classifier': 'SVC', 'svc_c': 200.4982220985978, 'svc_kernel': 'sigmoid'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:20:32,808] Trial 2363 finished with value: 0.996536369668371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 12, 'rf_n_estimators': 60}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:20:36,456] Trial 2364 finished with value: 0.9973365737208741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 107}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:20:43,710] Trial 2365 finished with value: 0.9968583073539391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 34, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:20:46,186] Trial 2366 finished with value: 0.9975758859854847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:20:48,546] Trial 2367 finished with value: 0.9972273381592046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:20:49,844] Trial 2368 finished with value: 0.9947195518805915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:20:51,650] Trial 2369 finished with value: 0.9974155962228378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:20:53,345] Trial 2370 finished with value: 0.9970289765231555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:20:55,075] Trial 2371 finished with value: 0.9971218909611222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:20:57,573] Trial 2372 finished with value: 0.9976806178111325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:21:00,729] Trial 2373 finished with value: 0.9974332336762531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:21:04,635] Trial 2374 finished with value: 0.9973671867734281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 104}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:21:06,722] Trial 2375 finished with value: 0.9974578422975684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 99}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:21:12,809] Trial 2376 finished with value: 0.9971529244774743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 27, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:21:14,892] Trial 2377 finished with value: 0.9972980499948833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:21:17,201] Trial 2378 finished with value: 0.9974729475420361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:21:18,929] Trial 2379 finished with value: 0.9975121622022728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:21:21,154] Trial 2380 finished with value: 0.9973708049900933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:24:04,575] Trial 2381 finished with value: 0.9897256705962264 and parameters: {'classifier': 'SVC', 'svc_c': 1174179929.582078, 'svc_kernel': 'rbf'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:24:07,180] Trial 2382 finished with value: 0.9974687506481038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:24:08,131] Trial 2383 finished with value: 0.989892602341197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:24:24,352] Trial 2384 finished with value: 0.9955007099830837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 67, 'rf_n_estimators': 125}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:24:27,203] Trial 2385 finished with value: 0.9970215973327171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 13, 'rf_n_estimators': 108}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:24:28,756] Trial 2386 finished with value: 0.9945565589686276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 18, 'rf_n_estimators': 117}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:24:30,814] Trial 2387 finished with value: 0.9975259643517355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:24:33,312] Trial 2388 finished with value: 0.9974284585811226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:24:36,136] Trial 2389 finished with value: 0.9974369101319787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:24:37,847] Trial 2390 finished with value: 0.9974959184238502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:24:39,925] Trial 2391 finished with value: 0.9973688644074791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:24:41,837] Trial 2392 finished with value: 0.9975455100785754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:24:43,534] Trial 2393 finished with value: 0.9973527309817608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:24:48,114] Trial 2394 finished with value: 0.9971151528764146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 20, 'rf_n_estimators': 119}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:24:50,047] Trial 2395 finished with value: 0.9974690200394626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:24:52,462] Trial 2396 finished with value: 0.9976445778937802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:24:54,614] Trial 2397 finished with value: 0.9976489935253708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:24:55,903] Trial 2398 finished with value: 0.9973248942978769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:25:07,045] Trial 2399 finished with value: 0.99682714866328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 48, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:25:08,921] Trial 2400 finished with value: 0.9852053993786534 and parameters: {'classifier': 'SVC', 'svc_c': 0.00010023140303491326, 'svc_kernel': 'sigmoid'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:25:10,631] Trial 2401 finished with value: 0.9976034371234154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:25:11,767] Trial 2402 finished with value: 0.9970634535389923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 111}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:25:15,753] Trial 2403 finished with value: 0.9973049418180148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:25:17,664] Trial 2404 finished with value: 0.9975859360795264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:25:20,019] Trial 2405 finished with value: 0.9974146486558725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:25:22,835] Trial 2406 finished with value: 0.9975125947582136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:25:31,615] Trial 2407 finished with value: 0.9968598919641832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 41, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:25:32,568] Trial 2408 finished with value: 0.997052636371465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:25:39,610] Trial 2409 finished with value: 0.9970826895038553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 36, 'rf_n_estimators': 117}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:25:41,671] Trial 2410 finished with value: 0.9974198102869779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:25:43,190] Trial 2411 finished with value: 0.997103541721656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:25:57,266] Trial 2412 finished with value: 0.9955173501997084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 63, 'rf_n_estimators': 113}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:25:59,271] Trial 2413 finished with value: 0.9965186318914302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 14, 'rf_n_estimators': 109}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:26:00,307] Trial 2414 finished with value: 0.9972499722066067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 2, 'rf_n_estimators': 120}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:26:02,489] Trial 2415 finished with value: 0.9975240030125297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:26:03,624] Trial 2416 finished with value: 0.995332577783501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:26:06,174] Trial 2417 finished with value: 0.9975193714679547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:26:11,068] Trial 2418 finished with value: 0.9975242138474489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 118}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:26:14,006] Trial 2419 finished with value: 0.9973282253182174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:26:15,782] Trial 2420 finished with value: 0.9850783943656113 and parameters: {'classifier': 'SVC', 'svc_c': 0.00026339523554230493, 'svc_kernel': 'rbf'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:26:18,223] Trial 2421 finished with value: 0.9974551568580038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:26:20,640] Trial 2422 finished with value: 0.9976263461163097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:26:22,259] Trial 2423 finished with value: 0.9970714724069558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:26:24,711] Trial 2424 finished with value: 0.9976053780551467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:26:28,438] Trial 2425 finished with value: 0.9972619458400063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:26:30,012] Trial 2426 finished with value: 0.9974373026664183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:26:32,482] Trial 2427 finished with value: 0.9975128174948482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:26:37,563] Trial 2428 finished with value: 0.9972241889335978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 27, 'rf_n_estimators': 125}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:26:39,937] Trial 2429 finished with value: 0.9960728621901196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 19, 'rf_n_estimators': 114}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:26:42,501] Trial 2430 finished with value: 0.9973868708140688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:26:44,321] Trial 2431 finished with value: 0.9975204370681979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:26:46,442] Trial 2432 finished with value: 0.9969773240943605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:26:48,702] Trial 2433 finished with value: 0.9975239798121193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:26:57,620] Trial 2434 finished with value: 0.9966912965181031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 43, 'rf_n_estimators': 108}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:27:00,265] Trial 2435 finished with value: 0.9974042320524753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:27:02,232] Trial 2436 finished with value: 0.9973535144320067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:27:03,693] Trial 2437 finished with value: 0.9867330436335733 and parameters: {'classifier': 'SVC', 'svc_c': 385730882.79921365, 'svc_kernel': 'sigmoid'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:27:12,942] Trial 2438 finished with value: 0.9969673858447047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 43, 'rf_n_estimators': 113}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:27:15,885] Trial 2439 finished with value: 0.9970657009636961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:27:19,406] Trial 2440 finished with value: 0.9969899331206676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:27:20,743] Trial 2441 finished with value: 0.9972074205275651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 104}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:27:25,793] Trial 2442 finished with value: 0.9973326382838238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 24, 'rf_n_estimators': 116}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:27:28,165] Trial 2443 finished with value: 0.9975006706042117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:27:31,093] Trial 2444 finished with value: 0.9968494725043745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:27:32,831] Trial 2445 finished with value: 0.9971595653807093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:27:34,701] Trial 2446 finished with value: 0.9968647457693244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:27:36,874] Trial 2447 finished with value: 0.9974804390529292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:27:39,729] Trial 2448 finished with value: 0.9897654928787013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 57, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:27:41,913] Trial 2449 finished with value: 0.9972083870737992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:27:43,851] Trial 2450 finished with value: 0.9973749204762928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:27:44,933] Trial 2451 finished with value: 0.9972553323583234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 111}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:27:45,920] Trial 2452 finished with value: 0.9973974009122228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 46}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:27:50,605] Trial 2453 finished with value: 0.9969872327008106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 123}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:27:54,651] Trial 2454 finished with value: 0.9974122776754948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 117}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:27:57,421] Trial 2455 finished with value: 0.9972317697232246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:31:26,981] Trial 2456 finished with value: 0.9896099654842843 and parameters: {'classifier': 'SVC', 'svc_c': 3732628197.4629726, 'svc_kernel': 'rbf'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:31:33,197] Trial 2457 finished with value: 0.9973361744262603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 28, 'rf_n_estimators': 121}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:31:35,151] Trial 2458 finished with value: 0.9974862585791189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:31:39,968] Trial 2459 finished with value: 0.997194887862663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 22, 'rf_n_estimators': 114}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:31:42,477] Trial 2460 finished with value: 0.9974215017270188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:31:44,542] Trial 2461 finished with value: 0.9958910898313537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 17, 'rf_n_estimators': 110}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:31:46,669] Trial 2462 finished with value: 0.9974210437172761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:31:50,586] Trial 2463 finished with value: 0.9973026833485191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:31:52,251] Trial 2464 finished with value: 0.9973681932459497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:31:56,603] Trial 2465 finished with value: 0.9965130919127297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 31, 'rf_n_estimators': 113}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:31:59,544] Trial 2466 finished with value: 0.9973841350381827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:32:13,168] Trial 2467 finished with value: 0.9965657873761159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 60, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:32:14,426] Trial 2468 finished with value: 0.9965810693689904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:32:15,625] Trial 2469 finished with value: 0.9973016186686752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 5, 'rf_n_estimators': 98}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:32:23,884] Trial 2470 finished with value: 0.9967873611020758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 37, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:32:39,380] Trial 2471 finished with value: 0.9962384094323525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 68, 'rf_n_estimators': 119}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:32:41,905] Trial 2472 finished with value: 0.996728629342592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:32:48,005] Trial 2473 finished with value: 0.9971582501618236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 29, 'rf_n_estimators': 115}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:32:50,560] Trial 2474 finished with value: 0.9975029510680771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:32:52,234] Trial 2475 finished with value: 0.9866085322679211 and parameters: {'classifier': 'SVC', 'svc_c': 59007378.983305894, 'svc_kernel': 'sigmoid'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:32:54,384] Trial 2476 finished with value: 0.9973197289534358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:32:56,047] Trial 2477 finished with value: 0.9974317630050967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:32:56,891] Trial 2478 finished with value: 0.9969514974673701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 33}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:32:58,729] Trial 2479 finished with value: 0.9973619991172383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:32:59,452] Trial 2480 finished with value: 0.9908768990474052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:33:01,013] Trial 2481 finished with value: 0.9975506678059185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:33:03,441] Trial 2482 finished with value: 0.9972635588239398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:33:06,042] Trial 2483 finished with value: 0.997287267516889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 105}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:33:06,918] Trial 2484 finished with value: 0.9967419534874304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 116}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:33:10,754] Trial 2485 finished with value: 0.9968220247368085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 16, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:33:13,151] Trial 2486 finished with value: 0.9970995809577555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:33:15,098] Trial 2487 finished with value: 0.9974996411217071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:33:18,065] Trial 2488 finished with value: 0.9975014670352618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:33:19,974] Trial 2489 finished with value: 0.997428599719597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:33:22,638] Trial 2490 finished with value: 0.9970595034707664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:33:24,803] Trial 2491 finished with value: 0.9974705659294596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:33:29,261] Trial 2492 finished with value: 0.9973428623650742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 125}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:33:34,561] Trial 2493 finished with value: 0.9974763756486359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 23, 'rf_n_estimators': 119}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:33:36,088] Trial 2494 finished with value: 0.9861903998729598 and parameters: {'classifier': 'SVC', 'svc_c': 0.400069135450635, 'svc_kernel': 'rbf'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:33:37,988] Trial 2495 finished with value: 0.9976703497728803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:33:40,573] Trial 2496 finished with value: 0.9973883630035262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:33:42,758] Trial 2497 finished with value: 0.9972805401913319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:33:44,734] Trial 2498 finished with value: 0.9975166790460502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:33:48,228] Trial 2499 finished with value: 0.9975563145826777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:33:52,827] Trial 2500 finished with value: 0.9973439910285395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 21, 'rf_n_estimators': 115}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:33:54,626] Trial 2501 finished with value: 0.9974552291252189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:33:57,053] Trial 2502 finished with value: 0.9975055175857026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:33:59,934] Trial 2503 finished with value: 0.9970609104439424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:34:02,459] Trial 2504 finished with value: 0.9973330646508728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:34:04,786] Trial 2505 finished with value: 0.9973746544808906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:34:09,882] Trial 2506 finished with value: 0.9971293303266333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 25, 'rf_n_estimators': 119}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:34:13,023] Trial 2507 finished with value: 0.9973889076894943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:34:14,558] Trial 2508 finished with value: 0.9974907589826603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:34:16,712] Trial 2509 finished with value: 0.997278941775098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:34:18,666] Trial 2510 finished with value: 0.9971929664814826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:34:21,082] Trial 2511 finished with value: 0.9974624267113509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:34:21,896] Trial 2512 finished with value: 0.9919075476344821 and parameters: {'classifier': 'SVC', 'svc_c': 108.41742815388297, 'svc_kernel': 'sigmoid'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:34:23,482] Trial 2513 finished with value: 0.9944232350016838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:34:37,975] Trial 2514 finished with value: 0.9965235535522176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 66, 'rf_n_estimators': 121}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:34:39,413] Trial 2515 finished with value: 0.9972611986344507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 111}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:34:40,989] Trial 2516 finished with value: 0.9974708566804299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 101}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:34:53,960] Trial 2517 finished with value: 0.9963892803361993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 63, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:34:55,950] Trial 2518 finished with value: 0.9974535060107467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:34:58,660] Trial 2519 finished with value: 0.9972654199983096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:35:00,872] Trial 2520 finished with value: 0.9972020078496113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:35:16,773] Trial 2521 finished with value: 0.9962221825384968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 72, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:35:21,915] Trial 2522 finished with value: 0.9960350763070015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 45, 'rf_n_estimators': 108}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:35:25,301] Trial 2523 finished with value: 0.9851360472584063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 71, 'rf_n_estimators': 121}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:35:27,180] Trial 2524 finished with value: 0.9972970533928508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:35:30,044] Trial 2525 finished with value: 0.9966771013898699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 18, 'rf_n_estimators': 115}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:35:31,335] Trial 2526 finished with value: 0.9972622640760047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:35:33,462] Trial 2527 finished with value: 0.9975757797587083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:35:35,236] Trial 2528 finished with value: 0.9974252598443801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:35:36,175] Trial 2529 finished with value: 0.9973707356427656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 27}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:35:44,941] Trial 2530 finished with value: 0.996773745888888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 40, 'rf_n_estimators': 110}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:35:46,874] Trial 2531 finished with value: 0.9952672391120813 and parameters: {'classifier': 'SVC', 'svc_c': 208097.78019859656, 'svc_kernel': 'rbf'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:36:00,991] Trial 2532 finished with value: 0.9965506724515864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 60, 'rf_n_estimators': 125}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:36:03,247] Trial 2533 finished with value: 0.9974285139955089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:36:04,634] Trial 2534 finished with value: 0.9944173580616198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:36:07,434] Trial 2535 finished with value: 0.9973363015683177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:36:15,046] Trial 2536 finished with value: 0.9970029807331184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 32, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:36:16,137] Trial 2537 finished with value: 0.997256315884338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 114}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:36:17,872] Trial 2538 finished with value: 0.9971994049603436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:36:20,123] Trial 2539 finished with value: 0.9974954563516553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:36:22,223] Trial 2540 finished with value: 0.997553718263157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:36:24,128] Trial 2541 finished with value: 0.9964441862178893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:36:26,359] Trial 2542 finished with value: 0.997534244327464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:36:30,729] Trial 2543 finished with value: 0.9974082076062408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 110}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:36:34,949] Trial 2544 finished with value: 0.9969062468284151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:36:41,459] Trial 2545 finished with value: 0.997161468417379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 30, 'rf_n_estimators': 113}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:36:42,360] Trial 2546 finished with value: 0.9969038496960018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 116}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:36:44,322] Trial 2547 finished with value: 0.997601949980285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:36:45,295] Trial 2548 finished with value: 0.9960218438212399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 76}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:36:46,436] Trial 2549 finished with value: 0.9971751028002629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:36:50,437] Trial 2550 finished with value: 0.9972210279014897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 19, 'rf_n_estimators': 108}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:36:52,662] Trial 2551 finished with value: 0.9971851519104296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:36:55,183] Trial 2552 finished with value: 0.9973292979960141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:36:56,649] Trial 2553 finished with value: 0.9867335352537601 and parameters: {'classifier': 'SVC', 'svc_c': 165976233.30900052, 'svc_kernel': 'sigmoid'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:37:07,672] Trial 2554 finished with value: 0.9963644939191264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 52, 'rf_n_estimators': 112}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:37:10,313] Trial 2555 finished with value: 0.9969859657870201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:37:12,898] Trial 2556 finished with value: 0.9975431722643111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:37:14,504] Trial 2557 finished with value: 0.9973066606478694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:37:16,289] Trial 2558 finished with value: 0.9971822136784317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:37:18,144] Trial 2559 finished with value: 0.997026329391245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:37:20,571] Trial 2560 finished with value: 0.9974163026134445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:37:22,861] Trial 2561 finished with value: 0.9974649713615582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:37:27,717] Trial 2562 finished with value: 0.9972455166487285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 23, 'rf_n_estimators': 118}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:37:30,360] Trial 2563 finished with value: 0.9971775484916748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:37:32,156] Trial 2564 finished with value: 0.996905711790771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:37:40,749] Trial 2565 finished with value: 0.9965861845040616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 35, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:37:42,737] Trial 2566 finished with value: 0.9974327558937941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:37:45,204] Trial 2567 finished with value: 0.9974474676199471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:37:47,597] Trial 2568 finished with value: 0.996604602932166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:37:49,368] Trial 2569 finished with value: 0.9853594384873753 and parameters: {'classifier': 'SVC', 'svc_c': 0.005144350342565943, 'svc_kernel': 'rbf'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:38:01,506] Trial 2570 finished with value: 0.9967268745854257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 54, 'rf_n_estimators': 123}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:38:03,093] Trial 2571 finished with value: 0.9973651314582782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:38:06,808] Trial 2572 finished with value: 0.9972957090385662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 20, 'rf_n_estimators': 100}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:38:08,968] Trial 2573 finished with value: 0.9972356644405399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:38:11,498] Trial 2574 finished with value: 0.9972023830551534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:38:13,583] Trial 2575 finished with value: 0.9973169227828711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:38:18,897] Trial 2576 finished with value: 0.9963490204197182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 25, 'rf_n_estimators': 114}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:38:20,268] Trial 2577 finished with value: 0.9971867376315003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 125}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:38:22,878] Trial 2578 finished with value: 0.9974556241352154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:38:24,752] Trial 2579 finished with value: 0.9974639822496719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:38:27,233] Trial 2580 finished with value: 0.9974146045719189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:38:29,648] Trial 2581 finished with value: 0.9963338252617587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 18, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:38:33,094] Trial 2582 finished with value: 0.9970409115315219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:38:35,018] Trial 2583 finished with value: 0.9973420746302106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:38:37,325] Trial 2584 finished with value: 0.9974034310511666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:38:38,276] Trial 2585 finished with value: 0.9908143486146326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:38:40,963] Trial 2586 finished with value: 0.9974966781658794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:38:42,863] Trial 2587 finished with value: 0.9974488170522969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:38:44,311] Trial 2588 finished with value: 0.9867325520133865 and parameters: {'classifier': 'SVC', 'svc_c': 7860826753.417269, 'svc_kernel': 'sigmoid'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:38:46,478] Trial 2589 finished with value: 0.9972813664242771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:38:48,926] Trial 2590 finished with value: 0.997468661083729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:38:51,494] Trial 2591 finished with value: 0.9972324328233254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 104}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:38:58,138] Trial 2592 finished with value: 0.997313969189726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 28, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:39:00,445] Trial 2593 finished with value: 0.9971516487088077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:39:02,045] Trial 2594 finished with value: 0.9973707912793174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:39:03,594] Trial 2595 finished with value: 0.9974966457932136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:39:05,613] Trial 2596 finished with value: 0.9975217461934053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:39:07,348] Trial 2597 finished with value: 0.9973629974013799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:39:16,587] Trial 2598 finished with value: 0.9963784063260798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 52, 'rf_n_estimators': 115}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:39:17,712] Trial 2599 finished with value: 0.9954664478646186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:39:19,937] Trial 2600 finished with value: 0.9974934036707518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:39:22,223] Trial 2601 finished with value: 0.9974254696636867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:39:23,238] Trial 2602 finished with value: 0.9972618764292028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:39:24,961] Trial 2603 finished with value: 0.9969728493033104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:39:28,455] Trial 2604 finished with value: 0.9968078604260834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:39:31,164] Trial 2605 finished with value: 0.9973747810516654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:39:32,964] Trial 2606 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 9.907886530663948e-07, 'svc_kernel': 'rbf'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:39:34,729] Trial 2607 finished with value: 0.9970204632738073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:39:39,521] Trial 2608 finished with value: 0.9972941489617245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 21, 'rf_n_estimators': 118}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:39:43,210] Trial 2609 finished with value: 0.9968108877463875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:39:46,659] Trial 2610 finished with value: 0.996953616575714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:39:48,296] Trial 2611 finished with value: 0.9941328174063274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:39:54,185] Trial 2612 finished with value: 0.9968305867038447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 25, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:39:56,737] Trial 2613 finished with value: 0.9970093787144094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:39:58,323] Trial 2614 finished with value: 0.9971758409605149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:40:00,361] Trial 2615 finished with value: 0.9963859076439863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:40:01,301] Trial 2616 finished with value: 0.996746788567206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 112}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:40:02,423] Trial 2617 finished with value: 0.9966403461635592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 41}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:40:10,141] Trial 2618 finished with value: 0.9968842897823172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 34, 'rf_n_estimators': 117}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:40:14,289] Trial 2619 finished with value: 0.9974179176920798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:40:15,810] Trial 2620 finished with value: 0.9972434525421784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 73}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:40:19,028] Trial 2621 finished with value: 0.9975061737669396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:40:21,149] Trial 2622 finished with value: 0.9972972150974894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:40:23,559] Trial 2623 finished with value: 0.9974789358821555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:40:25,218] Trial 2624 finished with value: 0.9974639185516917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:40:26,109] Trial 2625 finished with value: 0.9931263467571615 and parameters: {'classifier': 'SVC', 'svc_c': 1595.7672179910144, 'svc_kernel': 'sigmoid'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:40:27,904] Trial 2626 finished with value: 0.997483463421608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:40:32,464] Trial 2627 finished with value: 0.9969835314895171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 20, 'rf_n_estimators': 118}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:40:34,628] Trial 2628 finished with value: 0.9975723544767825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:40:38,652] Trial 2629 finished with value: 0.9972160226430541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 23, 'rf_n_estimators': 103}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:40:40,378] Trial 2630 finished with value: 0.9973255641581518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:40:42,325] Trial 2631 finished with value: 0.9974674866542009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:40:43,863] Trial 2632 finished with value: 0.9973439186026347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:40:46,440] Trial 2633 finished with value: 0.9973110950683014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:40:47,346] Trial 2634 finished with value: 0.9970657582188812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:40:48,579] Trial 2635 finished with value: 0.997413840323107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 97}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:40:49,722] Trial 2636 finished with value: 0.9971090896983094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 116}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:40:52,891] Trial 2637 finished with value: 0.9973332778343971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:40:54,214] Trial 2638 finished with value: 0.9969823792130486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 63}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:40:55,706] Trial 2639 finished with value: 0.9970743261843819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:40:59,054] Trial 2640 finished with value: 0.9973719946855549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:41:01,052] Trial 2641 finished with value: 0.9974546018889536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:41:02,291] Trial 2642 finished with value: 0.996844471340129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 53}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:41:04,044] Trial 2643 finished with value: 0.9850770833361295 and parameters: {'classifier': 'SVC', 'svc_c': 2.293855419927895e-10, 'svc_kernel': 'rbf'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:41:05,132] Trial 2644 finished with value: 0.997002454010806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 56}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:41:07,381] Trial 2645 finished with value: 0.9974825920256204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:41:08,392] Trial 2646 finished with value: 0.9909170090974874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:41:10,954] Trial 2647 finished with value: 0.997205297325031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:41:15,411] Trial 2648 finished with value: 0.9974376618443171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 125}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:41:18,052] Trial 2649 finished with value: 0.9972694339232054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:41:19,953] Trial 2650 finished with value: 0.9973619050460805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:41:29,560] Trial 2651 finished with value: 0.9964816853172752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 46, 'rf_n_estimators': 107}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:41:33,039] Trial 2652 finished with value: 0.9974178533276034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 111}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:41:46,231] Trial 2653 finished with value: 0.9959809953887405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 57, 'rf_n_estimators': 119}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:41:47,269] Trial 2654 finished with value: 0.9953544625306456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:41:49,423] Trial 2655 finished with value: 0.9973050128157137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:41:50,384] Trial 2656 finished with value: 0.9970962949417675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 114}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:41:52,988] Trial 2657 finished with value: 0.9975597271377027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:41:58,844] Trial 2658 finished with value: 0.9971718891784421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 29, 'rf_n_estimators': 118}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:42:01,150] Trial 2659 finished with value: 0.9973373113098439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:42:10,482] Trial 2660 finished with value: 0.9969275117659646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 39, 'rf_n_estimators': 125}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:42:11,573] Trial 2661 finished with value: 0.9944525547027704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 100}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:42:13,087] Trial 2662 finished with value: 0.9867050322642464 and parameters: {'classifier': 'SVC', 'svc_c': 5381995.280620258, 'svc_kernel': 'sigmoid'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:42:14,035] Trial 2663 finished with value: 0.9955198900892296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 21, 'rf_n_estimators': 17}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:42:15,794] Trial 2664 finished with value: 0.9971831636574781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:42:29,659] Trial 2665 finished with value: 0.9965760320552683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 67, 'rf_n_estimators': 113}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:42:30,894] Trial 2666 finished with value: 0.9970239791039832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 69}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:42:32,363] Trial 2667 finished with value: 0.9971118253472437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 37}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:42:37,467] Trial 2668 finished with value: 0.9970222350107539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 24, 'rf_n_estimators': 116}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:42:39,777] Trial 2669 finished with value: 0.9974899291950695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:42:43,005] Trial 2670 finished with value: 0.997407286889545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:42:52,002] Trial 2671 finished with value: 0.9970139379600313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 37, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:42:53,893] Trial 2672 finished with value: 0.9974347848664807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:42:55,440] Trial 2673 finished with value: 0.9976129114918155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:42:57,016] Trial 2674 finished with value: 0.9974729920068445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 9, 'rf_n_estimators': 79}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:43:14,312] Trial 2675 finished with value: 0.9953338542504016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 71, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:43:16,194] Trial 2676 finished with value: 0.9971158265769765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:43:18,509] Trial 2677 finished with value: 0.9975995160953749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:43:21,432] Trial 2678 finished with value: 0.9975337222388859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:43:23,370] Trial 2679 finished with value: 0.9970340679817477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:43:33,127] Trial 2680 finished with value: 0.9970214987230385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 44, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:43:34,127] Trial 2681 finished with value: 0.9896177485078574 and parameters: {'classifier': 'SVC', 'svc_c': 4.048097771216102, 'svc_kernel': 'rbf'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:43:35,181] Trial 2682 finished with value: 0.9970961069264037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 3, 'rf_n_estimators': 103}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:43:36,425] Trial 2683 finished with value: 0.9957229046612032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:43:38,175] Trial 2684 finished with value: 0.9971108920623367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:43:44,560] Trial 2685 finished with value: 0.9969787122786954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 27, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:43:47,731] Trial 2686 finished with value: 0.9972616604527423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 15, 'rf_n_estimators': 108}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:43:49,688] Trial 2687 finished with value: 0.9973394948778779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:43:51,005] Trial 2688 finished with value: 0.9962013878297844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:43:55,266] Trial 2689 finished with value: 0.9971908535620307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 19, 'rf_n_estimators': 112}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:43:57,048] Trial 2690 finished with value: 0.9974650335043811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:43:58,044] Trial 2691 finished with value: 0.9971983324094987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:43:59,164] Trial 2692 finished with value: 0.9965468396549286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 105}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:44:01,251] Trial 2693 finished with value: 0.9976095335628478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:44:04,414] Trial 2694 finished with value: 0.997127041547436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:44:08,864] Trial 2695 finished with value: 0.9971035272491703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 22, 'rf_n_estimators': 115}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:44:11,431] Trial 2696 finished with value: 0.9973817330181315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:44:12,235] Trial 2697 finished with value: 0.9942169168309216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:44:27,585] Trial 2698 finished with value: 0.9959057966381311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 73, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:44:30,016] Trial 2699 finished with value: 0.997653623705216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:44:31,818] Trial 2700 finished with value: 0.9853948364738111 and parameters: {'classifier': 'SVC', 'svc_c': 0.05562475982162054, 'svc_kernel': 'sigmoid'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:44:33,341] Trial 2701 finished with value: 0.9975360486909793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:44:35,922] Trial 2702 finished with value: 0.9972948545271455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:44:39,796] Trial 2703 finished with value: 0.9974446631314914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 121}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:44:41,750] Trial 2704 finished with value: 0.997486689357737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:44:44,023] Trial 2705 finished with value: 0.9975171683811075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:44:46,204] Trial 2706 finished with value: 0.9974246681545713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:44:48,209] Trial 2707 finished with value: 0.9960751063140809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:44:50,907] Trial 2708 finished with value: 0.9974833028277961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:44:53,153] Trial 2709 finished with value: 0.9976491149863428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:45:09,879] Trial 2710 finished with value: 0.9961099773243011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 73, 'rf_n_estimators': 121}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:45:12,354] Trial 2711 finished with value: 0.9972634676409317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:45:17,704] Trial 2712 finished with value: 0.9972049187870086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 26, 'rf_n_estimators': 109}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:45:19,524] Trial 2713 finished with value: 0.9975608853491599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:45:21,485] Trial 2714 finished with value: 0.9976762554992266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:45:24,377] Trial 2715 finished with value: 0.9974459773665018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:45:26,830] Trial 2716 finished with value: 0.9973907491863616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:45:28,120] Trial 2717 finished with value: 0.997292602500445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:45:29,855] Trial 2718 finished with value: 0.9850765916524669 and parameters: {'classifier': 'SVC', 'svc_c': 6.639687821095255e-10, 'svc_kernel': 'rbf'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:45:31,190] Trial 2719 finished with value: 0.9966930289000443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:45:33,405] Trial 2720 finished with value: 0.9970620604352817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:45:35,587] Trial 2721 finished with value: 0.9973692733504169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:45:37,289] Trial 2722 finished with value: 0.9972651575892909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:45:39,758] Trial 2723 finished with value: 0.9971501036122582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:45:43,561] Trial 2724 finished with value: 0.9972429105221945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 18, 'rf_n_estimators': 117}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:45:46,127] Trial 2725 finished with value: 0.9976782794573239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:45:47,251] Trial 2726 finished with value: 0.9916414932312024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 21, 'rf_n_estimators': 95}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:45:49,043] Trial 2727 finished with value: 0.9972887529779101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:45:52,274] Trial 2728 finished with value: 0.9973106520071132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 102}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:45:54,426] Trial 2729 finished with value: 0.997491306874157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:45:56,331] Trial 2730 finished with value: 0.9973775220008306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:45:57,944] Trial 2731 finished with value: 0.9971637331709803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:45:59,157] Trial 2732 finished with value: 0.9973232585261256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 5, 'rf_n_estimators': 105}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:46:01,717] Trial 2733 finished with value: 0.9975643195811755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:46:02,743] Trial 2734 finished with value: 0.994036575375714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:46:13,333] Trial 2735 finished with value: 0.9967423529724718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 50, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:46:17,087] Trial 2736 finished with value: 0.9968313956396302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 23, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:46:25,286] Trial 2737 finished with value: 0.9967433346894254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 44, 'rf_n_estimators': 112}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:46:26,672] Trial 2738 finished with value: 0.9868189109865653 and parameters: {'classifier': 'SVC', 'svc_c': 901083.6004887267, 'svc_kernel': 'sigmoid'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:46:29,490] Trial 2739 finished with value: 0.9975283256203133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:46:36,714] Trial 2740 finished with value: 0.997066924809146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 32, 'rf_n_estimators': 119}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:46:39,678] Trial 2741 finished with value: 0.9975254550852722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:46:42,826] Trial 2742 finished with value: 0.9975300613982109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:46:44,994] Trial 2743 finished with value: 0.9976903103459086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:46:54,634] Trial 2744 finished with value: 0.9965442288311843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 44, 'rf_n_estimators': 116}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:47:05,130] Trial 2745 finished with value: 0.9970063293679977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 52, 'rf_n_estimators': 110}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:47:07,142] Trial 2746 finished with value: 0.9972172196064965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:47:11,293] Trial 2747 finished with value: 0.9972209213255964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 113}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:47:11,959] Trial 2748 finished with value: 0.9943482448960782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 13}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:47:13,717] Trial 2749 finished with value: 0.9971472394565365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:47:15,820] Trial 2750 finished with value: 0.9973529052546107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:47:17,996] Trial 2751 finished with value: 0.9975066346013559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:47:18,884] Trial 2752 finished with value: 0.9970398140664196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:47:21,131] Trial 2753 finished with value: 0.9972778783330324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 99}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:47:23,372] Trial 2754 finished with value: 0.9975212443536122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:47:24,672] Trial 2755 finished with value: 0.9972227947190606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 116}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:47:26,818] Trial 2756 finished with value: 0.997053679406056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:47:27,673] Trial 2757 finished with value: 0.9924921183769043 and parameters: {'classifier': 'SVC', 'svc_c': 53.06945963317013, 'svc_kernel': 'rbf'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:47:28,892] Trial 2758 finished with value: 0.9960692567320929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:47:30,957] Trial 2759 finished with value: 0.9974129440446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:47:36,636] Trial 2760 finished with value: 0.9972258465727671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 28, 'rf_n_estimators': 114}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:47:38,997] Trial 2761 finished with value: 0.9975242479022238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:47:42,962] Trial 2762 finished with value: 0.9971233417960864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 17, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:47:44,709] Trial 2763 finished with value: 0.9973961009275328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:47:47,847] Trial 2764 finished with value: 0.9970926853260752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 108}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:47:49,014] Trial 2765 finished with value: 0.9974706297543916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:48:03,373] Trial 2766 finished with value: 0.9968379160022925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 62, 'rf_n_estimators': 117}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:48:21,744] Trial 2767 finished with value: 0.9961264495521815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 74, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:48:24,537] Trial 2768 finished with value: 0.997291854088849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:48:27,217] Trial 2769 finished with value: 0.9974231151552829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:48:38,533] Trial 2770 finished with value: 0.9967844866632719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 55, 'rf_n_estimators': 114}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:48:40,661] Trial 2771 finished with value: 0.9975562418711318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:48:43,136] Trial 2772 finished with value: 0.9974885660202055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:48:45,392] Trial 2773 finished with value: 0.9974755232636549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:48:46,826] Trial 2774 finished with value: 0.9956113765435255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 13, 'rf_n_estimators': 23}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:48:48,631] Trial 2775 finished with value: 0.9852063831268332 and parameters: {'classifier': 'SVC', 'svc_c': 2.5856908409781128e-08, 'svc_kernel': 'sigmoid'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:48:52,862] Trial 2776 finished with value: 0.9971840316892475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 22, 'rf_n_estimators': 110}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:48:54,486] Trial 2777 finished with value: 0.9974486216737385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:48:55,543] Trial 2778 finished with value: 0.9971625809897255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:48:57,630] Trial 2779 finished with value: 0.9973811274588571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:49:02,398] Trial 2780 finished with value: 0.9973387239323674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:49:15,569] Trial 2781 finished with value: 0.9960407239089464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 59, 'rf_n_estimators': 116}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:49:18,054] Trial 2782 finished with value: 0.9974101673268135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:49:19,972] Trial 2783 finished with value: 0.9973789352581122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:49:21,619] Trial 2784 finished with value: 0.9976099140368823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:49:25,539] Trial 2785 finished with value: 0.9967432250032173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 24, 'rf_n_estimators': 113}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:49:31,215] Trial 2786 finished with value: 0.9968192240569017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 29, 'rf_n_estimators': 123}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:49:37,787] Trial 2787 finished with value: 0.9972514927697534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 31, 'rf_n_estimators': 119}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:49:39,975] Trial 2788 finished with value: 0.9975534653437723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:49:43,915] Trial 2789 finished with value: 0.9971289564540834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:49:45,462] Trial 2790 finished with value: 0.9963900720065634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:49:47,408] Trial 2791 finished with value: 0.9975694148165789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:49:53,166] Trial 2792 finished with value: 0.9965197855643669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 48, 'rf_n_estimators': 67}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:49:56,147] Trial 2793 finished with value: 0.9972596427787508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 106}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:49:57,881] Trial 2794 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 5.827464330023086e-09, 'svc_kernel': 'rbf'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:50:00,476] Trial 2795 finished with value: 0.9974205758687821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:50:02,690] Trial 2796 finished with value: 0.9973201392611036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:50:04,124] Trial 2797 finished with value: 0.9969610351528956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:50:07,087] Trial 2798 finished with value: 0.9974838741101305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:50:07,897] Trial 2799 finished with value: 0.9908994564477608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:50:09,723] Trial 2800 finished with value: 0.9976321769411944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:50:12,317] Trial 2801 finished with value: 0.9974328712928257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:50:13,283] Trial 2802 finished with value: 0.995232235024815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:50:16,028] Trial 2803 finished with value: 0.9975967967914627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:50:19,655] Trial 2804 finished with value: 0.9973155446911908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 19, 'rf_n_estimators': 109}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:50:26,896] Trial 2805 finished with value: 0.9969024466583262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 32, 'rf_n_estimators': 121}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:50:29,767] Trial 2806 finished with value: 0.9972116317987693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:50:33,063] Trial 2807 finished with value: 0.9934742621421595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 50, 'rf_n_estimators': 113}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:50:35,732] Trial 2808 finished with value: 0.9966586076159732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 18, 'rf_n_estimators': 117}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:50:50,890] Trial 2809 finished with value: 0.9965926018454763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 64, 'rf_n_estimators': 123}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:50:52,739] Trial 2810 finished with value: 0.9973549390197215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:50:54,852] Trial 2811 finished with value: 0.9977028880469013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:50:56,671] Trial 2812 finished with value: 0.9852052356427886 and parameters: {'classifier': 'SVC', 'svc_c': 1.1382579197172518e-07, 'svc_kernel': 'sigmoid'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:50:58,686] Trial 2813 finished with value: 0.9976033921825382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:51:01,720] Trial 2814 finished with value: 0.9972150513678718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:51:03,949] Trial 2815 finished with value: 0.9973448660426484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:51:07,757] Trial 2816 finished with value: 0.9973162427347276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:51:11,507] Trial 2817 finished with value: 0.9972732492640141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:51:20,870] Trial 2818 finished with value: 0.996732411644239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 40, 'rf_n_estimators': 123}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:51:22,568] Trial 2819 finished with value: 0.9971967925497042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:51:24,515] Trial 2820 finished with value: 0.9976568819505346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:51:26,238] Trial 2821 finished with value: 0.9973849560978488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 93}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:51:28,656] Trial 2822 finished with value: 0.9972754572702366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:51:30,068] Trial 2823 finished with value: 0.9973008929814208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:51:34,574] Trial 2824 finished with value: 0.9974741252405689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 22, 'rf_n_estimators': 112}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:51:37,240] Trial 2825 finished with value: 0.99748691742634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:51:38,150] Trial 2826 finished with value: 0.9970517601513155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:51:40,458] Trial 2827 finished with value: 0.9969451877491996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:51:43,768] Trial 2828 finished with value: 0.9973818309295762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:51:45,793] Trial 2829 finished with value: 0.9973373144518968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:51:46,458] Trial 2830 finished with value: 0.997199712246764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 29}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:51:47,331] Trial 2831 finished with value: 0.9915006695015097 and parameters: {'classifier': 'SVC', 'svc_c': 19.13888933983173, 'svc_kernel': 'rbf'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:51:49,466] Trial 2832 finished with value: 0.9968508683375451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:51:51,861] Trial 2833 finished with value: 0.9974367942886163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:51:53,727] Trial 2834 finished with value: 0.9976008813014646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:51:56,223] Trial 2835 finished with value: 0.9974518023198735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:52:01,025] Trial 2836 finished with value: 0.9968561154388356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 20, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:52:12,400] Trial 2837 finished with value: 0.9967297762553543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 59, 'rf_n_estimators': 111}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:52:16,392] Trial 2838 finished with value: 0.997379613465457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:52:21,079] Trial 2839 finished with value: 0.997047206650255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 24, 'rf_n_estimators': 115}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:52:27,120] Trial 2840 finished with value: 0.9973161096259439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 26, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:52:29,408] Trial 2841 finished with value: 0.9975948146956655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:52:31,077] Trial 2842 finished with value: 0.99729761277347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:52:33,174] Trial 2843 finished with value: 0.9972821078217956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:52:35,914] Trial 2844 finished with value: 0.9973522577378225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:52:38,484] Trial 2845 finished with value: 0.9968078450331984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:52:40,418] Trial 2846 finished with value: 0.997513947078713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:52:42,168] Trial 2847 finished with value: 0.9969571638581561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 97}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:52:44,345] Trial 2848 finished with value: 0.9974845665677957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:52:45,456] Trial 2849 finished with value: 0.9886695790299848 and parameters: {'classifier': 'SVC', 'svc_c': 27320.51894934372, 'svc_kernel': 'sigmoid'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:52:47,462] Trial 2850 finished with value: 0.9956670728895388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 18, 'rf_n_estimators': 120}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:52:55,539] Trial 2851 finished with value: 0.9970771170890133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 36, 'rf_n_estimators': 117}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:52:57,308] Trial 2852 finished with value: 0.9976105313709206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:53:00,199] Trial 2853 finished with value: 0.9976099617706952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:53:01,977] Trial 2854 finished with value: 0.997341470816521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:53:04,463] Trial 2855 finished with value: 0.9974939603853867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:53:07,324] Trial 2856 finished with value: 0.9975555366865656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:53:09,433] Trial 2857 finished with value: 0.9973688192126988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:53:10,466] Trial 2858 finished with value: 0.9967719779287524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:53:11,708] Trial 2859 finished with value: 0.9973144958485626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 116}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:53:13,659] Trial 2860 finished with value: 0.996541613881512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:53:14,469] Trial 2861 finished with value: 0.9975560605524662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 48}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:53:16,041] Trial 2862 finished with value: 0.9974945900019953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:53:17,141] Trial 2863 finished with value: 0.9970153157025946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 125}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:53:27,301] Trial 2864 finished with value: 0.9969902509123352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 45, 'rf_n_estimators': 117}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:53:28,341] Trial 2865 finished with value: 0.9969030702764701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 119}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:53:30,119] Trial 2866 finished with value: 0.9974690525390798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:53:32,017] Trial 2867 finished with value: 0.9973580573643441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 58}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:56:12,267] Trial 2868 finished with value: 0.9897364856690518 and parameters: {'classifier': 'SVC', 'svc_c': 845947183.713433, 'svc_kernel': 'rbf'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:56:16,994] Trial 2869 finished with value: 0.9971415415182704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:56:19,128] Trial 2870 finished with value: 0.9970902774662491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:56:21,719] Trial 2871 finished with value: 0.9969626044337305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:56:24,271] Trial 2872 finished with value: 0.9972692691082519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:56:26,609] Trial 2873 finished with value: 0.9974069600843118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:56:28,481] Trial 2874 finished with value: 0.997227072512919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:56:30,358] Trial 2875 finished with value: 0.9973095546372245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:56:36,269] Trial 2876 finished with value: 0.9971596863973504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 30, 'rf_n_estimators': 111}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:56:39,029] Trial 2877 finished with value: 0.997081748697064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:56:40,598] Trial 2878 finished with value: 0.9975589975784236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:56:42,640] Trial 2879 finished with value: 0.9970148443311929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:56:45,248] Trial 2880 finished with value: 0.9969729904735228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:56:46,504] Trial 2881 finished with value: 0.9961552500211018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 101}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:56:48,138] Trial 2882 finished with value: 0.9912883194144809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 26, 'rf_n_estimators': 123}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:56:51,784] Trial 2883 finished with value: 0.997549805963041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:56:56,393] Trial 2884 finished with value: 0.9972623733496201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 22, 'rf_n_estimators': 109}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:56:59,582] Trial 2885 finished with value: 0.9973233862712032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:57:10,513] Trial 2886 finished with value: 0.996723465775474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 51, 'rf_n_estimators': 111}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:57:12,334] Trial 2887 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 2.711460018134437e-09, 'svc_kernel': 'sigmoid'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:57:19,864] Trial 2888 finished with value: 0.9972666363853514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 32, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:57:22,494] Trial 2889 finished with value: 0.9972739681593561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:57:24,540] Trial 2890 finished with value: 0.9974511038954817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:57:26,348] Trial 2891 finished with value: 0.9973902144978345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:57:28,522] Trial 2892 finished with value: 0.9972373641006987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:57:29,985] Trial 2893 finished with value: 0.9971033994723548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:57:32,905] Trial 2894 finished with value: 0.9973022808801145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:57:35,452] Trial 2895 finished with value: 0.997627425459067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:57:38,480] Trial 2896 finished with value: 0.9973049789831044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:57:41,533] Trial 2897 finished with value: 0.9934670696975685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 42, 'rf_n_estimators': 121}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:57:43,094] Trial 2898 finished with value: 0.9974933502558535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:57:44,928] Trial 2899 finished with value: 0.9973301769138856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:57:52,630] Trial 2900 finished with value: 0.9968931259013981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 34, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:57:56,813] Trial 2901 finished with value: 0.9971972938816904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 115}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:58:00,637] Trial 2902 finished with value: 0.997333491525728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 109}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:58:07,874] Trial 2903 finished with value: 0.9970489721665716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 34, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:58:09,608] Trial 2904 finished with value: 0.9972061071494781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:58:11,858] Trial 2905 finished with value: 0.9974025714616804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:58:13,586] Trial 2906 finished with value: 0.9853881164162351 and parameters: {'classifier': 'SVC', 'svc_c': 0.014095077690810616, 'svc_kernel': 'rbf'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:58:15,886] Trial 2907 finished with value: 0.9970464865171346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:58:21,130] Trial 2908 finished with value: 0.9970924383099412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 24, 'rf_n_estimators': 112}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:58:30,092] Trial 2909 finished with value: 0.9970289096831224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 40, 'rf_n_estimators': 119}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:58:32,454] Trial 2910 finished with value: 0.9972836022646447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 103}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:58:34,987] Trial 2911 finished with value: 0.9973760941123734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:58:37,346] Trial 2912 finished with value: 0.9970463585181536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:58:38,357] Trial 2913 finished with value: 0.9952702634807599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 8}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:58:41,817] Trial 2914 finished with value: 0.9975076101928938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 107}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:58:46,296] Trial 2915 finished with value: 0.9971359067067023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 21, 'rf_n_estimators': 117}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:58:48,274] Trial 2916 finished with value: 0.9973049675891955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:58:49,931] Trial 2917 finished with value: 0.9975060449110352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:58:52,391] Trial 2918 finished with value: 0.9973702548452054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:58:53,683] Trial 2919 finished with value: 0.9973016403774038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:58:54,604] Trial 2920 finished with value: 0.9969793103160858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 111}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:58:57,255] Trial 2921 finished with value: 0.997477758596216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:58:58,754] Trial 2922 finished with value: 0.9974330766370869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 99}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:59:00,080] Trial 2923 finished with value: 0.9973130912874675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 5, 'rf_n_estimators': 114}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:59:02,604] Trial 2924 finished with value: 0.997427533008527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:59:03,394] Trial 2925 finished with value: 0.992769033016052 and parameters: {'classifier': 'SVC', 'svc_c': 450.1807915296834, 'svc_kernel': 'sigmoid'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:59:05,484] Trial 2926 finished with value: 0.9974637098432121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:59:08,084] Trial 2927 finished with value: 0.9974035902167725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:59:11,378] Trial 2928 finished with value: 0.9973580307997155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:59:13,379] Trial 2929 finished with value: 0.9977011578231377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:59:14,274] Trial 2930 finished with value: 0.9898867632961942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:59:22,615] Trial 2931 finished with value: 0.9967566219865533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 36, 'rf_n_estimators': 123}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:59:24,879] Trial 2932 finished with value: 0.9971592807234172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:59:26,718] Trial 2933 finished with value: 0.9964509018321585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 105}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:59:29,372] Trial 2934 finished with value: 0.9966795011247918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 17, 'rf_n_estimators': 110}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:59:31,163] Trial 2935 finished with value: 0.9975833807336443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:59:33,612] Trial 2936 finished with value: 0.9972650590113501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:59:35,519] Trial 2937 finished with value: 0.9957809867774591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:59:39,906] Trial 2938 finished with value: 0.9974152006098214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 118}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:59:43,546] Trial 2939 finished with value: 0.9974987344649043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:59:45,636] Trial 2940 finished with value: 0.9975086427222375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:59:48,031] Trial 2941 finished with value: 0.9969529045357599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:59:49,269] Trial 2942 finished with value: 0.9972765277263799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 81}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:59:55,323] Trial 2943 finished with value: 0.9972713974840648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 26, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:59:56,582] Trial 2944 finished with value: 0.9870669273088236 and parameters: {'classifier': 'SVC', 'svc_c': 0.9082449152449072, 'svc_kernel': 'rbf'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:59:58,376] Trial 2945 finished with value: 0.9975735999357475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 19:59:58,947] Trial 2946 finished with value: 0.9967801121957475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 35}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 20:00:01,119] Trial 2947 finished with value: 0.9975675224438459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 20:00:02,086] Trial 2948 finished with value: 0.9936433766299785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 20:00:04,390] Trial 2949 finished with value: 0.9973694681576929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 20:00:07,183] Trial 2950 finished with value: 0.9971052509666629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 20:00:09,026] Trial 2951 finished with value: 0.997324382778022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 20:00:11,136] Trial 2952 finished with value: 0.9972795070907058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 20:00:14,245] Trial 2953 finished with value: 0.9976186663996254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 20:00:15,440] Trial 2954 finished with value: 0.9971945057065191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 103}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 20:00:17,602] Trial 2955 finished with value: 0.9976265235946884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 20:00:20,361] Trial 2956 finished with value: 0.9973543013734224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 20:00:25,568] Trial 2957 finished with value: 0.9973719472056454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 20:00:27,199] Trial 2958 finished with value: 0.9973264787176935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 20:00:29,772] Trial 2959 finished with value: 0.9971603430546558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 20:00:31,507] Trial 2960 finished with value: 0.9971236566043906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 20:00:35,131] Trial 2961 finished with value: 0.9971439025964207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 17, 'rf_n_estimators': 107}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 20:00:36,500] Trial 2962 finished with value: 0.9867717153216887 and parameters: {'classifier': 'SVC', 'svc_c': 1827156.1082107713, 'svc_kernel': 'sigmoid'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 20:00:50,242] Trial 2963 finished with value: 0.9963109943758544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 73, 'rf_n_estimators': 116}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 20:00:54,415] Trial 2964 finished with value: 0.9974014403226583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 120}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 20:00:55,320] Trial 2965 finished with value: 0.9969272611634473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 20:00:59,040] Trial 2966 finished with value: 0.997202203482073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 27, 'rf_n_estimators': 71}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 20:01:00,525] Trial 2967 finished with value: 0.9965514105801003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 20:01:02,278] Trial 2968 finished with value: 0.9975244722574916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 20:01:06,029] Trial 2969 finished with value: 0.9973184718466589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 20:01:08,676] Trial 2970 finished with value: 0.9972775173460727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 20:01:09,916] Trial 2971 finished with value: 0.9973298886384722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 91}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 20:01:12,092] Trial 2972 finished with value: 0.9975153218061751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 20:01:14,483] Trial 2973 finished with value: 0.9975391039723799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 20:01:16,236] Trial 2974 finished with value: 0.9975691595168511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 20:01:17,576] Trial 2975 finished with value: 0.9959763341692219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 20:01:23,525] Trial 2976 finished with value: 0.997127944300476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 29, 'rf_n_estimators': 105}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 20:01:25,806] Trial 2977 finished with value: 0.9974814782472335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 20:01:26,912] Trial 2978 finished with value: 0.9971576837036511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 3, 'rf_n_estimators': 111}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 20:01:29,503] Trial 2979 finished with value: 0.9973224473686866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 20:01:31,286] Trial 2980 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 7.271691363136372e-06, 'svc_kernel': 'rbf'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 20:01:33,648] Trial 2981 finished with value: 0.9974588275374301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 20:01:35,644] Trial 2982 finished with value: 0.9971661463945126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 20:01:44,853] Trial 2983 finished with value: 0.996753051154584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 38, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 20:01:45,910] Trial 2984 finished with value: 0.9970466111836349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 119}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 20:01:48,213] Trial 2985 finished with value: 0.9975179842674949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 20:01:49,468] Trial 2986 finished with value: 0.9912504030568255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 19, 'rf_n_estimators': 116}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 20:01:52,745] Trial 2987 finished with value: 0.997202281303422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 20:02:04,857] Trial 2988 finished with value: 0.9960333373553133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 51, 'rf_n_estimators': 120}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 20:02:08,476] Trial 2989 finished with value: 0.9974739441758066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 20:02:11,073] Trial 2990 finished with value: 0.9971057302725416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 20:02:16,426] Trial 2991 finished with value: 0.9971705776411537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 24, 'rf_n_estimators': 117}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 20:02:18,822] Trial 2992 finished with value: 0.9976328004323868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 20:02:20,800] Trial 2993 finished with value: 0.9976125858291468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 20:02:25,781] Trial 2994 finished with value: 0.997289292839716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 20:02:27,402] Trial 2995 finished with value: 0.9975131105309479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 20:02:29,819] Trial 2996 finished with value: 0.9972333171049034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 20:02:32,318] Trial 2997 finished with value: 0.9976774384027759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 20:02:41,683] Trial 2998 finished with value: 0.9965779599744575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 48, 'rf_n_estimators': 101}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 20:02:43,503] Trial 2999 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 3.5542846456662906e-05, 'svc_kernel': 'sigmoid'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 20:02:45,397] Trial 3000 finished with value: 0.9974021911145975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 95}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 20:03:00,442] Trial 3001 finished with value: 0.9966932369102901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 65, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 20:03:02,037] Trial 3002 finished with value: 0.9974373026664183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 105}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 20:03:03,267] Trial 3003 finished with value: 0.9972005201669364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 76}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 20:03:04,742] Trial 3004 finished with value: 0.9969994238340902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 20:03:08,614] Trial 3005 finished with value: 0.9971425283450275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 20:03:11,630] Trial 3006 finished with value: 0.9974887187747544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 20:03:13,627] Trial 3007 finished with value: 0.997226550805196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 20:03:15,974] Trial 3008 finished with value: 0.9972448863656241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 20:03:18,575] Trial 3009 finished with value: 0.9974550055316609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 20:03:20,884] Trial 3010 finished with value: 0.9974259313550266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 20:03:22,928] Trial 3011 finished with value: 0.9974593255369362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 20:03:26,300] Trial 3012 finished with value: 0.9974688716964829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 20:03:28,551] Trial 3013 finished with value: 0.9976410765360902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 20:03:31,239] Trial 3014 finished with value: 0.9975194739496578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 20:03:32,200] Trial 3015 finished with value: 0.9937269407312875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 20:03:40,227] Trial 3016 finished with value: 0.996967095188948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 40, 'rf_n_estimators': 115}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 20:03:42,201] Trial 3017 finished with value: 0.9954895326537825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 20, 'rf_n_estimators': 108}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 20:04:32,378] Trial 3018 finished with value: 0.9900198424686576 and parameters: {'classifier': 'SVC', 'svc_c': 310952612.20042735, 'svc_kernel': 'rbf'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 20:04:34,751] Trial 3019 finished with value: 0.997463508497927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 20:04:36,099] Trial 3020 finished with value: 0.9972337838425706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 20:04:38,209] Trial 3021 finished with value: 0.9975698568938921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 20:04:49,225] Trial 3022 finished with value: 0.9963102419018061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 45, 'rf_n_estimators': 118}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 20:04:50,586] Trial 3023 finished with value: 0.9973603331944751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 20:05:01,976] Trial 3024 finished with value: 0.9970420336252405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 49, 'rf_n_estimators': 122}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 20:05:04,762] Trial 3025 finished with value: 0.9972304528857059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 105}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 20:05:06,579] Trial 3026 finished with value: 0.9968778412425395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 20:05:10,256] Trial 3027 finished with value: 0.997405475194573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 111}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 20:05:11,540] Trial 3028 finished with value: 0.9962801369096752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 88}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 20:05:16,715] Trial 3029 finished with value: 0.9972240463986554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 23, 'rf_n_estimators': 121}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 20:05:18,548] Trial 3030 finished with value: 0.9976263890576987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 20:05:20,265] Trial 3031 finished with value: 0.9973301460646397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 20:05:33,614] Trial 3032 finished with value: 0.9961197227344311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 61, 'rf_n_estimators': 113}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 20:05:36,171] Trial 3033 finished with value: 0.9972434722514188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 20:05:37,010] Trial 3034 finished with value: 0.9967203758045405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 1, 'rf_n_estimators': 107}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 20:05:38,466] Trial 3035 finished with value: 0.9966097374273607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 20:05:40,902] Trial 3036 finished with value: 0.997516682568958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 20:05:42,235] Trial 3037 finished with value: 0.9867358294601395 and parameters: {'classifier': 'SVC', 'svc_c': 47877605.28238151, 'svc_kernel': 'sigmoid'}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 20:05:44,590] Trial 3038 finished with value: 0.9968844113702408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 20:05:46,343] Trial 3039 finished with value: 0.9972409206188719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 98}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 20:06:00,441] Trial 3040 finished with value: 0.9960162327496266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 74, 'rf_n_estimators': 110}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 20:06:04,958] Trial 3041 finished with value: 0.9972987697154109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 124}. Best is trial 847 with value: 0.9977952371057843.
[I 2023-09-10 20:06:07,441] Trial 3042 finished with value: 0.9978171460372144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:06:10,030] Trial 3043 finished with value: 0.9973113440204475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:06:13,170] Trial 3044 finished with value: 0.9976485822020903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:06:16,110] Trial 3045 finished with value: 0.9975164706232119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:06:18,604] Trial 3046 finished with value: 0.9973581475317393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:06:21,373] Trial 3047 finished with value: 0.997322450288574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:06:23,870] Trial 3048 finished with value: 0.9975086591942114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:06:26,334] Trial 3049 finished with value: 0.9972574645744232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:06:28,459] Trial 3050 finished with value: 0.9972483453532076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:06:40,295] Trial 3051 finished with value: 0.9965750910897876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 63, 'rf_n_estimators': 102}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:06:42,617] Trial 3052 finished with value: 0.9973399516498421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:06:45,272] Trial 3053 finished with value: 0.9972396592909533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:06:47,724] Trial 3054 finished with value: 0.9976620279031141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:06:50,519] Trial 3055 finished with value: 0.9976282372195264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:06:51,959] Trial 3056 finished with value: 0.9962821440784193 and parameters: {'classifier': 'SVC', 'svc_c': 93474.29459874655, 'svc_kernel': 'rbf'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:06:53,180] Trial 3057 finished with value: 0.9974420078746764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 44}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:06:55,495] Trial 3058 finished with value: 0.9972936983786521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:06:57,895] Trial 3059 finished with value: 0.9973235814275964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:07:01,272] Trial 3060 finished with value: 0.9974542376329896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:07:06,830] Trial 3061 finished with value: 0.9970120205460894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 27, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:07:07,970] Trial 3062 finished with value: 0.9974214259051578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:07:10,339] Trial 3063 finished with value: 0.9973873420902567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:07:12,859] Trial 3064 finished with value: 0.997497230881538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:07:13,608] Trial 3065 finished with value: 0.9935941367264819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:07:19,749] Trial 3066 finished with value: 0.9971069428192965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 32, 'rf_n_estimators': 104}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:07:21,121] Trial 3067 finished with value: 0.9962918202681732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 63}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:07:23,153] Trial 3068 finished with value: 0.9970648799675056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:07:28,664] Trial 3069 finished with value: 0.9972959361232941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:07:32,620] Trial 3070 finished with value: 0.9971111964923453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 18, 'rf_n_estimators': 113}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:07:33,498] Trial 3071 finished with value: 0.9896305896652199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:07:36,272] Trial 3072 finished with value: 0.9972546720511586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:07:38,984] Trial 3073 finished with value: 0.9972822896482675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:07:42,963] Trial 3074 finished with value: 0.9963892292064305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 25, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:07:45,522] Trial 3075 finished with value: 0.9973598410347441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:07:46,929] Trial 3076 finished with value: 0.9866198392148364 and parameters: {'classifier': 'SVC', 'svc_c': 8607200.082725117, 'svc_kernel': 'sigmoid'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:07:54,098] Trial 3077 finished with value: 0.9969227169933315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 41, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:07:57,515] Trial 3078 finished with value: 0.996758846147371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:07:59,895] Trial 3079 finished with value: 0.9974906181615647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:08:03,481] Trial 3080 finished with value: 0.997172043202507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:08:06,137] Trial 3081 finished with value: 0.9975433696740956 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:08:08,625] Trial 3082 finished with value: 0.9973253557035755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:08:09,753] Trial 3083 finished with value: 0.9954505244168962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:08:12,557] Trial 3084 finished with value: 0.9971876579356033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:08:17,108] Trial 3085 finished with value: 0.9972380096814746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 23, 'rf_n_estimators': 112}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:08:19,287] Trial 3086 finished with value: 0.9974505685087207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:08:23,347] Trial 3087 finished with value: 0.9969207527025002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:08:26,406] Trial 3088 finished with value: 0.9973959549331587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 106}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:08:28,820] Trial 3089 finished with value: 0.9976963463246272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:08:31,219] Trial 3090 finished with value: 0.9970474654728904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:08:32,826] Trial 3091 finished with value: 0.9970990865446329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:08:35,798] Trial 3092 finished with value: 0.9973150503732819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:08:36,808] Trial 3093 finished with value: 0.9940449908088315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:08:37,604] Trial 3094 finished with value: 0.9958268914712113 and parameters: {'classifier': 'SVC', 'svc_c': 7431.493918126391, 'svc_kernel': 'rbf'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:08:40,126] Trial 3095 finished with value: 0.9974851840605234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:08:42,284] Trial 3096 finished with value: 0.9967978994838239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 16, 'rf_n_estimators': 103}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:08:46,184] Trial 3097 finished with value: 0.9969789578983611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 20, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:08:48,868] Trial 3098 finished with value: 0.9976103737604719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:08:51,251] Trial 3099 finished with value: 0.9969733098203477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:08:59,158] Trial 3100 finished with value: 0.9969337915235504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 38, 'rf_n_estimators': 110}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:09:02,358] Trial 3101 finished with value: 0.9973660814373245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:09:03,886] Trial 3102 finished with value: 0.9975153569083007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:09:05,878] Trial 3103 finished with value: 0.9974141545918668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:09:06,715] Trial 3104 finished with value: 0.996759235825399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 107}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:09:08,707] Trial 3105 finished with value: 0.9974596752886765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 83}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:09:09,862] Trial 3106 finished with value: 0.9972382162317764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:09:12,278] Trial 3107 finished with value: 0.9975682196304593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:09:14,312] Trial 3108 finished with value: 0.9974703672184209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:09:17,928] Trial 3109 finished with value: 0.9965761711942548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 22, 'rf_n_estimators': 113}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:09:19,506] Trial 3110 finished with value: 0.9973998241014583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:09:21,396] Trial 3111 finished with value: 0.9975529220225344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:09:23,244] Trial 3112 finished with value: 0.9852606245436922 and parameters: {'classifier': 'SVC', 'svc_c': 0.0010974786790146334, 'svc_kernel': 'sigmoid'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:09:25,723] Trial 3113 finished with value: 0.9972598750367577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:09:29,310] Trial 3114 finished with value: 0.9971726274021698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:09:31,679] Trial 3115 finished with value: 0.9973714920205764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:09:44,719] Trial 3116 finished with value: 0.9969002682000953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 52, 'rf_n_estimators': 128}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:09:46,841] Trial 3117 finished with value: 0.9973447178266207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:09:48,053] Trial 3118 finished with value: 0.9961672753555528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:09:50,020] Trial 3119 finished with value: 0.9974045243586032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:09:54,380] Trial 3120 finished with value: 0.9973984625769656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:09:56,569] Trial 3121 finished with value: 0.9974552580384527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:10:02,472] Trial 3122 finished with value: 0.9965074327899245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 26, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:10:04,844] Trial 3123 finished with value: 0.997191106290988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:10:07,735] Trial 3124 finished with value: 0.9973069798994807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:10:14,792] Trial 3125 finished with value: 0.9971365105521298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 36, 'rf_n_estimators': 109}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:10:15,698] Trial 3126 finished with value: 0.993781996638066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:10:21,970] Trial 3127 finished with value: 0.9968918328038341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 28, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:10:24,981] Trial 3128 finished with value: 0.996970799637508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:10:27,613] Trial 3129 finished with value: 0.9973511025732044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:10:29,285] Trial 3130 finished with value: 0.9974781680786982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:10:31,147] Trial 3131 finished with value: 0.9853260076799205 and parameters: {'classifier': 'SVC', 'svc_c': 0.002041722194460954, 'svc_kernel': 'rbf'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:10:32,705] Trial 3132 finished with value: 0.9974820314072229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:10:34,370] Trial 3133 finished with value: 0.997471095095591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:10:36,461] Trial 3134 finished with value: 0.9974417068723622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:10:45,413] Trial 3135 finished with value: 0.997069388622903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 42, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:10:48,500] Trial 3136 finished with value: 0.9974286034646701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:10:52,520] Trial 3137 finished with value: 0.9972823247821311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 17, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:11:07,768] Trial 3138 finished with value: 0.996561738158667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 64, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:11:11,594] Trial 3139 finished with value: 0.9957324379034219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 30, 'rf_n_estimators': 112}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:11:13,598] Trial 3140 finished with value: 0.9974769188429221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:11:21,769] Trial 3141 finished with value: 0.9964777030985493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 32, 'rf_n_estimators': 125}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:11:24,451] Trial 3142 finished with value: 0.9972077303212797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:11:27,750] Trial 3143 finished with value: 0.9974870871289312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:11:28,738] Trial 3144 finished with value: 0.9970105547625708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 7, 'rf_n_estimators': 51}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:11:32,977] Trial 3145 finished with value: 0.9966216171482923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 20, 'rf_n_estimators': 109}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:11:35,182] Trial 3146 finished with value: 0.997460123745309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:11:37,863] Trial 3147 finished with value: 0.9973506999143723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:11:39,972] Trial 3148 finished with value: 0.9976047465660017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:11:42,835] Trial 3149 finished with value: 0.9973392490677844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 93}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:11:56,568] Trial 3150 finished with value: 0.9966704618831029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 69, 'rf_n_estimators': 104}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:11:58,446] Trial 3151 finished with value: 0.9854015538654032 and parameters: {'classifier': 'SVC', 'svc_c': 0.14894597943060722, 'svc_kernel': 'sigmoid'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:12:10,288] Trial 3152 finished with value: 0.9969041168022311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 57, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:12:11,895] Trial 3153 finished with value: 0.9974565721147736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:12:14,093] Trial 3154 finished with value: 0.9976656080342905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:12:19,658] Trial 3155 finished with value: 0.9971567407386822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 23, 'rf_n_estimators': 128}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:12:21,529] Trial 3156 finished with value: 0.9971348268878764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:12:22,357] Trial 3157 finished with value: 0.9972432980420448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 66}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:12:24,080] Trial 3158 finished with value: 0.9968449218279876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:12:27,029] Trial 3159 finished with value: 0.9974282990029238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:12:29,140] Trial 3160 finished with value: 0.9975927919753466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 97}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:12:31,032] Trial 3161 finished with value: 0.9976092682656791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:12:33,658] Trial 3162 finished with value: 0.9975323636342809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:12:35,756] Trial 3163 finished with value: 0.9973878004808543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:12:36,694] Trial 3164 finished with value: 0.997020104603715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:12:37,841] Trial 3165 finished with value: 0.9909080895394476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 17, 'rf_n_estimators': 112}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:12:38,927] Trial 3166 finished with value: 0.997052620534249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:12:41,148] Trial 3167 finished with value: 0.9974337796317374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:12:42,982] Trial 3168 finished with value: 0.9974507962599447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:12:44,843] Trial 3169 finished with value: 0.985076919187672 and parameters: {'classifier': 'SVC', 'svc_c': 0.00022858680861369404, 'svc_kernel': 'rbf'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:12:46,753] Trial 3170 finished with value: 0.9973994253781268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:12:50,018] Trial 3171 finished with value: 0.9973664792719946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:12:53,236] Trial 3172 finished with value: 0.9973273948958683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 78}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:12:56,028] Trial 3173 finished with value: 0.9976503312781708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:12:57,108] Trial 3174 finished with value: 0.9973837346327419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 74}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:13:01,460] Trial 3175 finished with value: 0.9972240867057979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 19, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:13:02,581] Trial 3176 finished with value: 0.9956077533440088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:13:06,106] Trial 3177 finished with value: 0.9971670643817484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 14, 'rf_n_estimators': 128}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:13:08,607] Trial 3178 finished with value: 0.9974123943757807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:13:10,615] Trial 3179 finished with value: 0.9975882376808384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:13:12,886] Trial 3180 finished with value: 0.9975618760162037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:13:22,433] Trial 3181 finished with value: 0.9965633489844228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 43, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:13:24,965] Trial 3182 finished with value: 0.997350914081772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:13:31,218] Trial 3183 finished with value: 0.9970951645644551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 29, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:13:32,735] Trial 3184 finished with value: 0.9974908323607022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 100}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:13:35,891] Trial 3185 finished with value: 0.997110993464951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 16, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:13:37,814] Trial 3186 finished with value: 0.9975733734223017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:13:39,880] Trial 3187 finished with value: 0.9866068935762825 and parameters: {'classifier': 'SVC', 'svc_c': 1756315497.1754694, 'svc_kernel': 'sigmoid'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:13:46,671] Trial 3188 finished with value: 0.9972792233855509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 33, 'rf_n_estimators': 108}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:13:47,879] Trial 3189 finished with value: 0.9972389637864488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 4, 'rf_n_estimators': 112}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:13:49,303] Trial 3190 finished with value: 0.9969741821684724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:13:51,586] Trial 3191 finished with value: 0.9975225278980663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:13:54,354] Trial 3192 finished with value: 0.9976558736372144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:13:56,816] Trial 3193 finished with value: 0.9975083984038258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:13:59,124] Trial 3194 finished with value: 0.9974775499829501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:14:04,210] Trial 3195 finished with value: 0.9974725117805666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:14:05,844] Trial 3196 finished with value: 0.997269927320715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:14:08,107] Trial 3197 finished with value: 0.9965917706614175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 18, 'rf_n_estimators': 86}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:14:11,121] Trial 3198 finished with value: 0.9974469556874995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:14:12,426] Trial 3199 finished with value: 0.9973106590846664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:14:13,808] Trial 3200 finished with value: 0.997568242703918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 103}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:14:23,286] Trial 3201 finished with value: 0.9968291988368888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 44, 'rf_n_estimators': 111}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:14:25,231] Trial 3202 finished with value: 0.9973764732851539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:14:28,248] Trial 3203 finished with value: 0.9971131544673328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:14:30,125] Trial 3204 finished with value: 0.9975016429267449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:14:32,463] Trial 3205 finished with value: 0.9974472317755567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:14:33,363] Trial 3206 finished with value: 0.9904644719539045 and parameters: {'classifier': 'SVC', 'svc_c': 6.639447281474308, 'svc_kernel': 'rbf'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:14:36,913] Trial 3207 finished with value: 0.9971945078964349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:14:41,958] Trial 3208 finished with value: 0.9970977210846398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 24, 'rf_n_estimators': 109}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:14:44,825] Trial 3209 finished with value: 0.9975647164002327 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:14:46,554] Trial 3210 finished with value: 0.9975461326811063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:14:47,511] Trial 3211 finished with value: 0.9905778567391694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:14:49,665] Trial 3212 finished with value: 0.997615939669043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:14:51,046] Trial 3213 finished with value: 0.9972387386377334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 125}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:14:52,882] Trial 3214 finished with value: 0.9972935283904197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:14:55,332] Trial 3215 finished with value: 0.9973469750900757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:14:55,799] Trial 3216 finished with value: 0.9894336942570202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 3}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:14:56,862] Trial 3217 finished with value: 0.9962394526256332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 39}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:14:58,902] Trial 3218 finished with value: 0.9974386715858432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:15:02,254] Trial 3219 finished with value: 0.9974069339005381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 17, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:15:04,727] Trial 3220 finished with value: 0.9974477433906251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:15:07,577] Trial 3221 finished with value: 0.9973258329147523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 16, 'rf_n_estimators': 107}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:15:08,810] Trial 3222 finished with value: 0.9944482932856724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:15:10,345] Trial 3223 finished with value: 0.9962135860088795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:15:12,192] Trial 3224 finished with value: 0.99740412065242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:15:14,218] Trial 3225 finished with value: 0.9974107624125784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:15:15,003] Trial 3226 finished with value: 0.9921646446798742 and parameters: {'classifier': 'SVC', 'svc_c': 150.64339228053214, 'svc_kernel': 'sigmoid'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:15:17,474] Trial 3227 finished with value: 0.9975797132914844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:15:21,320] Trial 3228 finished with value: 0.9965969609518536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 25, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:15:37,300] Trial 3229 finished with value: 0.9966582334260442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 67, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:15:50,650] Trial 3230 finished with value: 0.99573123395764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 62, 'rf_n_estimators': 112}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:15:54,423] Trial 3231 finished with value: 0.9975138419310255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 128}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:15:56,764] Trial 3232 finished with value: 0.9977411284168544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:15:59,442] Trial 3233 finished with value: 0.9973571968861968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:16:01,704] Trial 3234 finished with value: 0.9973923058989852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:16:03,819] Trial 3235 finished with value: 0.9976369243926076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:16:05,726] Trial 3236 finished with value: 0.9975639423126695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:16:08,114] Trial 3237 finished with value: 0.997622804197574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:16:10,226] Trial 3238 finished with value: 0.9976283200554649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:16:17,492] Trial 3239 finished with value: 0.9971036473136743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 33, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:16:19,448] Trial 3240 finished with value: 0.9974515073477616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:16:35,765] Trial 3241 finished with value: 0.9965466313590419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 73, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:16:37,856] Trial 3242 finished with value: 0.9975743027717083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:16:40,203] Trial 3243 finished with value: 0.9976685471866876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:16:41,976] Trial 3244 finished with value: 0.9853594384873753 and parameters: {'classifier': 'SVC', 'svc_c': 0.005132705647036388, 'svc_kernel': 'rbf'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:16:44,087] Trial 3245 finished with value: 0.9975991125161433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:16:45,936] Trial 3246 finished with value: 0.9973206796624542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:16:47,646] Trial 3247 finished with value: 0.997456971599815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:16:49,995] Trial 3248 finished with value: 0.9974486357018937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:16:52,064] Trial 3249 finished with value: 0.9975590027199646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:17:04,899] Trial 3250 finished with value: 0.9970394686627725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 56, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:17:07,338] Trial 3251 finished with value: 0.9974184858958374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:17:08,017] Trial 3252 finished with value: 0.9916370749653655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:17:09,965] Trial 3253 finished with value: 0.9975485982404481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:17:15,201] Trial 3254 finished with value: 0.9944641683648238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 52, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:17:16,772] Trial 3255 finished with value: 0.9973682876979625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:17:19,050] Trial 3256 finished with value: 0.9976739790343374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:17:21,415] Trial 3257 finished with value: 0.9970219719987147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 60}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:17:23,476] Trial 3258 finished with value: 0.9974366399154345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:17:24,206] Trial 3259 finished with value: 0.9885378115534992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:17:25,367] Trial 3260 finished with value: 0.9940008907324981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:17:27,783] Trial 3261 finished with value: 0.9960000939602022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 21, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:17:35,734] Trial 3262 finished with value: 0.9969269355325167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 38, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:17:42,834] Trial 3263 finished with value: 0.9971506123074393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 30, 'rf_n_estimators': 128}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:17:44,774] Trial 3264 finished with value: 0.9852051536002978 and parameters: {'classifier': 'SVC', 'svc_c': 2.2098262279892417e-06, 'svc_kernel': 'sigmoid'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:17:45,809] Trial 3265 finished with value: 0.9970566440122548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:17:47,654] Trial 3266 finished with value: 0.9975157958118234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:17:49,233] Trial 3267 finished with value: 0.9967327753289207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:17:51,569] Trial 3268 finished with value: 0.9973676866772085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:17:53,935] Trial 3269 finished with value: 0.9975284321644687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:17:56,561] Trial 3270 finished with value: 0.9976431442924999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:18:02,558] Trial 3271 finished with value: 0.996906170403534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 26, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:18:04,718] Trial 3272 finished with value: 0.9974541803143286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:18:06,624] Trial 3273 finished with value: 0.9974390263839109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:18:09,132] Trial 3274 finished with value: 0.9974771697628185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:18:11,491] Trial 3275 finished with value: 0.9972685767458005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:18:13,311] Trial 3276 finished with value: 0.9972162017718039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:18:18,000] Trial 3277 finished with value: 0.9972181353086028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 22, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:18:20,327] Trial 3278 finished with value: 0.9974989287961118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:18:22,396] Trial 3279 finished with value: 0.9972649889023125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:18:24,314] Trial 3280 finished with value: 0.997157199414921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:18:26,086] Trial 3281 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.1070098004149872e-09, 'svc_kernel': 'rbf'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:18:28,574] Trial 3282 finished with value: 0.9972909285162536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:18:36,752] Trial 3283 finished with value: 0.9970586252193909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 37, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:18:39,129] Trial 3284 finished with value: 0.9975359283408342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:18:42,721] Trial 3285 finished with value: 0.9967876077373546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 19, 'rf_n_estimators': 125}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:18:51,508] Trial 3286 finished with value: 0.9965415766846845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 48, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:18:53,383] Trial 3287 finished with value: 0.9977260538946812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:19:05,115] Trial 3288 finished with value: 0.9965757579984373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 58, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:19:06,789] Trial 3289 finished with value: 0.9973145432332585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:19:08,392] Trial 3290 finished with value: 0.9973900771996466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:19:10,305] Trial 3291 finished with value: 0.9973051611904311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:19:11,944] Trial 3292 finished with value: 0.9976406785744686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:19:13,817] Trial 3293 finished with value: 0.9976348533037177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:19:15,913] Trial 3294 finished with value: 0.9973827412997139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:19:17,738] Trial 3295 finished with value: 0.9976294666825859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:19:19,478] Trial 3296 finished with value: 0.9975508751496679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:19:21,341] Trial 3297 finished with value: 0.9974867059249246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:19:23,203] Trial 3298 finished with value: 0.997613099919772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:19:24,850] Trial 3299 finished with value: 0.9973970846439749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:19:26,636] Trial 3300 finished with value: 0.9976561093229153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:19:28,070] Trial 3301 finished with value: 0.9867395980192725 and parameters: {'classifier': 'SVC', 'svc_c': 17387505.07430887, 'svc_kernel': 'sigmoid'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:19:29,872] Trial 3302 finished with value: 0.9975318810911357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:19:31,719] Trial 3303 finished with value: 0.9975100886695639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:19:33,765] Trial 3304 finished with value: 0.9973694795516016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:19:35,430] Trial 3305 finished with value: 0.9975546506276648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:19:36,499] Trial 3306 finished with value: 0.9968790284941821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:19:38,363] Trial 3307 finished with value: 0.9973855338864542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:19:40,483] Trial 3308 finished with value: 0.997467933619152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:19:41,885] Trial 3309 finished with value: 0.9966179471988376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:19:50,491] Trial 3310 finished with value: 0.9965845252145211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 37, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:19:51,857] Trial 3311 finished with value: 0.9973004928616213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:19:54,003] Trial 3312 finished with value: 0.9972818735325627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:19:55,729] Trial 3313 finished with value: 0.9972839165334045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:19:57,834] Trial 3314 finished with value: 0.997564708687921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:19:59,757] Trial 3315 finished with value: 0.9973777060172181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 4, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:20:01,260] Trial 3316 finished with value: 0.9968238417320112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 28, 'rf_n_estimators': 24}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:20:02,889] Trial 3317 finished with value: 0.9974295376065007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:20:07,017] Trial 3318 finished with value: 0.9975596300514438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:20:08,055] Trial 3319 finished with value: 0.9968445966731257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:20:10,205] Trial 3320 finished with value: 0.9973212188577643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:20:11,207] Trial 3321 finished with value: 0.9959298008427364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:20:12,002] Trial 3322 finished with value: 0.9950379449814396 and parameters: {'classifier': 'SVC', 'svc_c': 885.2831348985975, 'svc_kernel': 'rbf'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:20:13,827] Trial 3323 finished with value: 0.9975721322162165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:20:15,946] Trial 3324 finished with value: 0.9974540696759832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:20:17,882] Trial 3325 finished with value: 0.9974433544823526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:20:22,461] Trial 3326 finished with value: 0.997167813935909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:20:24,254] Trial 3327 finished with value: 0.9974568543599847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:20:26,509] Trial 3328 finished with value: 0.9970628212881375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:20:27,282] Trial 3329 finished with value: 0.9964743878202107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 96}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:20:31,102] Trial 3330 finished with value: 0.9969717483470381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 19, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:20:41,648] Trial 3331 finished with value: 0.9968294379502839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 47, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:20:43,768] Trial 3332 finished with value: 0.9972818635033839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:20:48,933] Trial 3333 finished with value: 0.9972569273151254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 23, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:21:01,261] Trial 3334 finished with value: 0.996682522510107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 56, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:21:09,561] Trial 3335 finished with value: 0.9967364497216821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 36, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:21:11,018] Trial 3336 finished with value: 0.9972706679247857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 91}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:21:15,223] Trial 3337 finished with value: 0.9972602998169112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:21:17,031] Trial 3338 finished with value: 0.9852235902142232 and parameters: {'classifier': 'SVC', 'svc_c': 0.0004951920293103929, 'svc_kernel': 'sigmoid'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:21:19,012] Trial 3339 finished with value: 0.9974820404525264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:21:20,267] Trial 3340 finished with value: 0.9954069999709906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:21:21,336] Trial 3341 finished with value: 0.9939250251049767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:21:22,839] Trial 3342 finished with value: 0.9973896676219507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 6, 'rf_n_estimators': 99}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:21:23,517] Trial 3343 finished with value: 0.9873926843341767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 3, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:21:25,698] Trial 3344 finished with value: 0.9974858449389709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:21:26,709] Trial 3345 finished with value: 0.996266439463569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 4, 'rf_n_estimators': 125}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:21:34,050] Trial 3346 finished with value: 0.9971922394929743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 33, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:21:36,324] Trial 3347 finished with value: 0.9976198440981578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:21:38,248] Trial 3348 finished with value: 0.9970973256620507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 56}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:21:40,018] Trial 3349 finished with value: 0.9969687082046194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:21:41,745] Trial 3350 finished with value: 0.9976320367865951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:21:50,433] Trial 3351 finished with value: 0.9971108559128602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 40, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:21:56,132] Trial 3352 finished with value: 0.9971662036179599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 27, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:21:58,551] Trial 3353 finished with value: 0.9973245144903379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:22:03,403] Trial 3354 finished with value: 0.9967471941459256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 19, 'rf_n_estimators': 128}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:22:04,582] Trial 3355 finished with value: 0.9959668074015365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 16}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:22:09,838] Trial 3356 finished with value: 0.9970880348657071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 24, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:22:10,616] Trial 3357 finished with value: 0.995171308811195 and parameters: {'classifier': 'SVC', 'svc_c': 2476.887863691779, 'svc_kernel': 'rbf'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:22:22,026] Trial 3358 finished with value: 0.996815394275345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 50, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:22:24,067] Trial 3359 finished with value: 0.9974151605883198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:22:25,834] Trial 3360 finished with value: 0.9972661484150241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:22:27,384] Trial 3361 finished with value: 0.996989791696552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:22:29,328] Trial 3362 finished with value: 0.9974673262190787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:22:33,949] Trial 3363 finished with value: 0.9973533128010806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 21, 'rf_n_estimators': 125}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:22:35,601] Trial 3364 finished with value: 0.9977678407218905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:22:37,290] Trial 3365 finished with value: 0.9974983617983947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:22:38,852] Trial 3366 finished with value: 0.9975091868686611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:22:40,334] Trial 3367 finished with value: 0.9974591152415613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:22:41,647] Trial 3368 finished with value: 0.9967323730192055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:22:54,500] Trial 3369 finished with value: 0.9962300173265972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 66, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:22:55,978] Trial 3370 finished with value: 0.9974892854868301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:23:04,977] Trial 3371 finished with value: 0.996646942189393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 48, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:23:06,615] Trial 3372 finished with value: 0.9975264923118262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:23:08,124] Trial 3373 finished with value: 0.9971894825796417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:23:09,654] Trial 3374 finished with value: 0.9973204095093858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:23:13,477] Trial 3375 finished with value: 0.9972124489546729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:23:25,419] Trial 3376 finished with value: 0.9958329139295814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 66, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:23:26,848] Trial 3377 finished with value: 0.9952364868888032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 30, 'rf_n_estimators': 19}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:23:28,705] Trial 3378 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 6.867669140154786e-05, 'svc_kernel': 'sigmoid'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:23:29,843] Trial 3379 finished with value: 0.9960081169858315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:23:31,332] Trial 3380 finished with value: 0.9974437939571574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:23:32,350] Trial 3381 finished with value: 0.99675666086549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:23:36,442] Trial 3382 finished with value: 0.9972973031067068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:23:40,746] Trial 3383 finished with value: 0.9972590198588408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 20, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:23:46,141] Trial 3384 finished with value: 0.9967666921389525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 24, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:23:50,057] Trial 3385 finished with value: 0.9972459430475155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 17, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:23:52,589] Trial 3386 finished with value: 0.9974362998754938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:23:54,192] Trial 3387 finished with value: 0.9974214214618508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:23:55,325] Trial 3388 finished with value: 0.9970451801213871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:23:56,770] Trial 3389 finished with value: 0.9975186772647046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:23:57,732] Trial 3390 finished with value: 0.9969594925636409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:24:00,131] Trial 3391 finished with value: 0.9972907315507998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:24:02,006] Trial 3392 finished with value: 0.9973156548852056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:24:04,011] Trial 3393 finished with value: 0.9971579527776306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:24:05,736] Trial 3394 finished with value: 0.9975326109995316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:24:08,135] Trial 3395 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.5683849074746533e-08, 'svc_kernel': 'rbf'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:24:11,644] Trial 3396 finished with value: 0.9971086862142918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:24:15,597] Trial 3397 finished with value: 0.9964968865371753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 26, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:24:17,555] Trial 3398 finished with value: 0.9972599127413918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:24:18,410] Trial 3399 finished with value: 0.9938827387231037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:24:20,587] Trial 3400 finished with value: 0.997473646315545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:24:24,801] Trial 3401 finished with value: 0.997168600877325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:24:26,621] Trial 3402 finished with value: 0.9972825286029728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:24:27,799] Trial 3403 finished with value: 0.9975195774152362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 69}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:24:30,203] Trial 3404 finished with value: 0.9973684824417627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:24:32,595] Trial 3405 finished with value: 0.9974633422230298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:24:34,319] Trial 3406 finished with value: 0.997373722687665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:24:39,421] Trial 3407 finished with value: 0.9971796499537421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 22, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:24:40,426] Trial 3408 finished with value: 0.997324967231588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:24:42,791] Trial 3409 finished with value: 0.997112274279945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:24:44,771] Trial 3410 finished with value: 0.9975232793565015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:24:46,718] Trial 3411 finished with value: 0.9975068444524003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:24:48,431] Trial 3412 finished with value: 0.997338361834581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:24:52,011] Trial 3413 finished with value: 0.9975466648623388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:24:53,273] Trial 3414 finished with value: 0.9869644315774465 and parameters: {'classifier': 'SVC', 'svc_c': 303827.4699904654, 'svc_kernel': 'sigmoid'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:24:56,021] Trial 3415 finished with value: 0.9973473999019672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:24:58,173] Trial 3416 finished with value: 0.9976939541433275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:24:59,963] Trial 3417 finished with value: 0.9975730449032216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:25:02,349] Trial 3418 finished with value: 0.9975598973163625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:25:03,250] Trial 3419 finished with value: 0.9947623500996984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:25:06,243] Trial 3420 finished with value: 0.9967011618975233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 20, 'rf_n_estimators': 111}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:25:07,148] Trial 3421 finished with value: 0.9931891524261861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:25:08,319] Trial 3422 finished with value: 0.9972611819403115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:25:09,823] Trial 3423 finished with value: 0.9963750264610994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:25:11,271] Trial 3424 finished with value: 0.9966050682733653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:25:13,494] Trial 3425 finished with value: 0.9975600063043366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 94}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:25:14,817] Trial 3426 finished with value: 0.9973742313193702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:25:16,702] Trial 3427 finished with value: 0.9974288536545948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:25:21,406] Trial 3428 finished with value: 0.9963916439533825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 22, 'rf_n_estimators': 111}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:25:21,864] Trial 3429 finished with value: 0.9895582638299946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 28}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:25:24,433] Trial 3430 finished with value: 0.9975421764874642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 89}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:25:29,521] Trial 3431 finished with value: 0.9973460985208092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 25, 'rf_n_estimators': 104}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:25:30,479] Trial 3432 finished with value: 0.9970932673992982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:25:32,191] Trial 3433 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 1.7878131216045856e-05, 'svc_kernel': 'rbf'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:25:38,497] Trial 3434 finished with value: 0.9960100087872821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 39, 'rf_n_estimators': 80}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:25:41,130] Trial 3435 finished with value: 0.9977161258011558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:25:55,460] Trial 3436 finished with value: 0.9961102368769085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 64, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:25:59,358] Trial 3437 finished with value: 0.9972638701093363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 17, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:26:06,675] Trial 3438 finished with value: 0.9971816122133473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 34, 'rf_n_estimators': 112}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:26:08,933] Trial 3439 finished with value: 0.9972943557024537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:26:10,749] Trial 3440 finished with value: 0.997255343530067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:26:12,792] Trial 3441 finished with value: 0.9972631129380778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:26:15,390] Trial 3442 finished with value: 0.9972831636467633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:26:25,838] Trial 3443 finished with value: 0.996865148872487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 47, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:26:27,904] Trial 3444 finished with value: 0.9970651714801857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:26:30,456] Trial 3445 finished with value: 0.9970553549136673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:26:39,679] Trial 3446 finished with value: 0.9970385366156437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 41, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:26:43,259] Trial 3447 finished with value: 0.9973447571181501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 111}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:26:44,949] Trial 3448 finished with value: 0.9970492932589815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:26:47,102] Trial 3449 finished with value: 0.9972227002035722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:26:51,280] Trial 3450 finished with value: 0.9969298298392504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 19, 'rf_n_estimators': 113}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:26:53,764] Trial 3451 finished with value: 0.9972931149089611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:26:55,759] Trial 3452 finished with value: 0.9975356952259039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:26:56,998] Trial 3453 finished with value: 0.986808014220366 and parameters: {'classifier': 'SVC', 'svc_c': 1.5164355813147974, 'svc_kernel': 'sigmoid'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:26:59,377] Trial 3454 finished with value: 0.9971437579667765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:27:12,883] Trial 3455 finished with value: 0.9964935041649005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 59, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:27:15,091] Trial 3456 finished with value: 0.997471587604439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:27:17,884] Trial 3457 finished with value: 0.997567020254936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:27:21,155] Trial 3458 finished with value: 0.9975259879964765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:27:33,296] Trial 3459 finished with value: 0.9962180846985739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 57, 'rf_n_estimators': 109}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:27:35,098] Trial 3460 finished with value: 0.9975581032994048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:27:37,212] Trial 3461 finished with value: 0.9973100194706171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:27:43,977] Trial 3462 finished with value: 0.9971691983434328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 30, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:27:50,171] Trial 3463 finished with value: 0.9970609285345496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 29, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:27:52,722] Trial 3464 finished with value: 0.9972026651734128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:27:54,862] Trial 3465 finished with value: 0.9976057573866167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:27:58,910] Trial 3466 finished with value: 0.9974353477700076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:28:12,414] Trial 3467 finished with value: 0.9966333254527856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 61, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:28:14,674] Trial 3468 finished with value: 0.997437088752922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:28:17,971] Trial 3469 finished with value: 0.9970573472608087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:28:22,532] Trial 3470 finished with value: 0.9973002868826019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 21, 'rf_n_estimators': 110}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:28:24,276] Trial 3471 finished with value: 0.985075772179696 and parameters: {'classifier': 'SVC', 'svc_c': 2.486042878678561e-10, 'svc_kernel': 'rbf'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:28:26,180] Trial 3472 finished with value: 0.9976017836736499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:28:27,720] Trial 3473 finished with value: 0.9970210930173673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:28:30,012] Trial 3474 finished with value: 0.9970764889958245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:28:31,174] Trial 3475 finished with value: 0.9972790401308732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 3, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:28:34,243] Trial 3476 finished with value: 0.997381340102837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:28:36,346] Trial 3477 finished with value: 0.9975877576449877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:28:43,826] Trial 3478 finished with value: 0.9972385805512162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 35, 'rf_n_estimators': 111}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:28:45,973] Trial 3479 finished with value: 0.9971169452112632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:28:48,580] Trial 3480 finished with value: 0.997437569233103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:28:50,480] Trial 3481 finished with value: 0.9972228726038855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:28:54,010] Trial 3482 finished with value: 0.9970608647730935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:28:57,493] Trial 3483 finished with value: 0.9965330276667145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 23, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:28:59,771] Trial 3484 finished with value: 0.9973147320738079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:29:11,765] Trial 3485 finished with value: 0.9967349972998226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 53, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:29:13,458] Trial 3486 finished with value: 0.9970170787750926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 101}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:29:15,760] Trial 3487 finished with value: 0.9973547303747177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:29:22,063] Trial 3488 finished with value: 0.9968932543129719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 28, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:29:24,694] Trial 3489 finished with value: 0.9975665073386134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:29:32,072] Trial 3490 finished with value: 0.9970417836892191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 36, 'rf_n_estimators': 105}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:29:33,974] Trial 3491 finished with value: 0.9853933611054445 and parameters: {'classifier': 'SVC', 'svc_c': 0.04008308593559792, 'svc_kernel': 'sigmoid'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:29:36,101] Trial 3492 finished with value: 0.9974929832069538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:29:39,195] Trial 3493 finished with value: 0.9976155606549519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:29:41,188] Trial 3494 finished with value: 0.997549762736011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:29:43,692] Trial 3495 finished with value: 0.9971526969166776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:29:45,405] Trial 3496 finished with value: 0.9974042199920703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:29:48,444] Trial 3497 finished with value: 0.996590177926269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 18, 'rf_n_estimators': 84}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:29:49,447] Trial 3498 finished with value: 0.9969086067640008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:29:51,437] Trial 3499 finished with value: 0.9972023613464246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:29:53,182] Trial 3500 finished with value: 0.9973604904875447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:29:56,707] Trial 3501 finished with value: 0.9970576500721839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 25, 'rf_n_estimators': 72}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:29:58,885] Trial 3502 finished with value: 0.9973433637605362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:30:00,208] Trial 3503 finished with value: 0.9974061859967486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:30:03,248] Trial 3504 finished with value: 0.9933876750369021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 32, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:30:06,989] Trial 3505 finished with value: 0.99754243788087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:30:07,889] Trial 3506 finished with value: 0.9897863195792246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:30:12,145] Trial 3507 finished with value: 0.9971480181143585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 20, 'rf_n_estimators': 108}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:30:13,992] Trial 3508 finished with value: 0.9973226629008162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:30:15,836] Trial 3509 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.500934563401716e-07, 'svc_kernel': 'rbf'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:30:17,712] Trial 3510 finished with value: 0.9965712631807676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:30:27,599] Trial 3511 finished with value: 0.9968526418518144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 45, 'rf_n_estimators': 110}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:30:43,942] Trial 3512 finished with value: 0.9960482401436693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 70, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:30:45,750] Trial 3513 finished with value: 0.9974978079084336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:30:56,918] Trial 3514 finished with value: 0.9957778506278703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 55, 'rf_n_estimators': 106}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:30:59,334] Trial 3515 finished with value: 0.996943773063712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:31:09,096] Trial 3516 finished with value: 0.9969210004803438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 44, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:31:10,588] Trial 3517 finished with value: 0.9974426221936136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 99}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:31:13,442] Trial 3518 finished with value: 0.9976266916786464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:31:15,726] Trial 3519 finished with value: 0.997446167666995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:31:17,781] Trial 3520 finished with value: 0.9973519029714929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:31:19,337] Trial 3521 finished with value: 0.9976368750401616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:31:21,632] Trial 3522 finished with value: 0.9970496672584832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:31:22,564] Trial 3523 finished with value: 0.9974936689361825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 49}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:31:27,335] Trial 3524 finished with value: 0.9970779312298156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:31:29,343] Trial 3525 finished with value: 0.997351949594479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:31:31,044] Trial 3526 finished with value: 0.9976638495003133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:31:32,961] Trial 3527 finished with value: 0.9852051536637735 and parameters: {'classifier': 'SVC', 'svc_c': 5.53888933940943e-07, 'svc_kernel': 'sigmoid'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:31:35,137] Trial 3528 finished with value: 0.9974930843874027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:31:45,089] Trial 3529 finished with value: 0.9961732518574328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 43, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:31:48,755] Trial 3530 finished with value: 0.9974425072706506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 111}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:32:02,944] Trial 3531 finished with value: 0.9967762725754395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 65, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:32:04,045] Trial 3532 finished with value: 0.9970356314545455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 1, 'rf_n_estimators': 32}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:32:06,815] Trial 3533 finished with value: 0.9974574307203844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:32:09,248] Trial 3534 finished with value: 0.9974736365402695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:32:10,671] Trial 3535 finished with value: 0.9966850731587789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:32:14,088] Trial 3536 finished with value: 0.9973850137021509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:32:16,679] Trial 3537 finished with value: 0.9973923017095814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 104}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:32:19,534] Trial 3538 finished with value: 0.997407238901829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:32:20,409] Trial 3539 finished with value: 0.991872814493732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:32:31,569] Trial 3540 finished with value: 0.9966417802409082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 50, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:32:32,951] Trial 3541 finished with value: 0.9963097111805176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:32:34,754] Trial 3542 finished with value: 0.9970335839786588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:32:36,705] Trial 3543 finished with value: 0.9970899370454536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:32:42,131] Trial 3544 finished with value: 0.9973700743199876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 23, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:32:43,949] Trial 3545 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 4.5366436986241195e-08, 'svc_kernel': 'rbf'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:32:48,761] Trial 3546 finished with value: 0.9974282149292067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:32:51,142] Trial 3547 finished with value: 0.9975070101560152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:32:53,065] Trial 3548 finished with value: 0.9975271737564375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:32:56,202] Trial 3549 finished with value: 0.9950909567765497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 34, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:32:58,260] Trial 3550 finished with value: 0.9969725377322726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:33:00,518] Trial 3551 finished with value: 0.9970716279227024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:33:13,731] Trial 3552 finished with value: 0.9965507375777726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 58, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:33:17,061] Trial 3553 finished with value: 0.9973288428109451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:33:19,459] Trial 3554 finished with value: 0.9975815434579186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:33:21,456] Trial 3555 finished with value: 0.9974096085174766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:33:22,586] Trial 3556 finished with value: 0.9974733667045802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 102}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:33:23,546] Trial 3557 finished with value: 0.9972558940558098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 54}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:33:25,179] Trial 3558 finished with value: 0.9975483201846407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 97}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:33:27,390] Trial 3559 finished with value: 0.9922018404283408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 27, 'rf_n_estimators': 112}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:33:29,525] Trial 3560 finished with value: 0.997479980884497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:33:30,401] Trial 3561 finished with value: 0.9970515010113009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 1, 'rf_n_estimators': 109}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:33:33,819] Trial 3562 finished with value: 0.9970771824056267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 18, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:33:36,085] Trial 3563 finished with value: 0.9969858368993781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:33:37,690] Trial 3564 finished with value: 0.9963627874353175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:33:40,217] Trial 3565 finished with value: 0.9976196188542286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:33:41,847] Trial 3566 finished with value: 0.9856522638473444 and parameters: {'classifier': 'SVC', 'svc_c': 0.4090507251984233, 'svc_kernel': 'sigmoid'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:33:43,755] Trial 3567 finished with value: 0.9971183768130554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:33:45,401] Trial 3568 finished with value: 0.9974413065303972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:33:48,095] Trial 3569 finished with value: 0.9975981756131148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:33:53,488] Trial 3570 finished with value: 0.9971213648100922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 25, 'rf_n_estimators': 112}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:33:55,901] Trial 3571 finished with value: 0.997421684156511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:34:00,578] Trial 3572 finished with value: 0.9966084690853644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 38, 'rf_n_estimators': 62}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:34:04,516] Trial 3573 finished with value: 0.997121824501944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 108}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:34:05,622] Trial 3574 finished with value: 0.9972576253904003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:34:08,683] Trial 3575 finished with value: 0.9976292140805804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:34:10,642] Trial 3576 finished with value: 0.9975150090925728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:34:11,583] Trial 3577 finished with value: 0.9976362830329734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 46}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:34:14,083] Trial 3578 finished with value: 0.9974368037465129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:34:18,726] Trial 3579 finished with value: 0.9972256189167568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 20, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:34:21,147] Trial 3580 finished with value: 0.9974037629027269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:34:22,120] Trial 3581 finished with value: 0.9969627218639882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 110}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:34:24,085] Trial 3582 finished with value: 0.9974566102320005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:34:28,237] Trial 3583 finished with value: 0.9945583553024525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 46, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:35:55,764] Trial 3584 finished with value: 0.9902967169276143 and parameters: {'classifier': 'SVC', 'svc_c': 88806666.74916825, 'svc_kernel': 'rbf'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:35:57,706] Trial 3585 finished with value: 0.9973915040407529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:35:59,346] Trial 3586 finished with value: 0.9973933505522096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:36:03,132] Trial 3587 finished with value: 0.997559762335042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 105}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:36:05,613] Trial 3588 finished with value: 0.997011228336181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:36:07,206] Trial 3589 finished with value: 0.9968617448232214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:36:09,763] Trial 3590 finished with value: 0.9975666689797761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:36:11,853] Trial 3591 finished with value: 0.9974209508521588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:36:14,096] Trial 3592 finished with value: 0.997612600555536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:36:16,859] Trial 3593 finished with value: 0.9972683982518088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 108}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:36:20,785] Trial 3594 finished with value: 0.9961680076442919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 30, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:36:23,542] Trial 3595 finished with value: 0.9966679125991614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 17, 'rf_n_estimators': 113}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:36:25,746] Trial 3596 finished with value: 0.9971094368158034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:36:28,093] Trial 3597 finished with value: 0.9977646472219032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:36:31,124] Trial 3598 finished with value: 0.9971372524891927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:36:32,982] Trial 3599 finished with value: 0.9972696173048349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:36:35,330] Trial 3600 finished with value: 0.9971824324160901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:36:38,088] Trial 3601 finished with value: 0.9974322915682077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:36:38,954] Trial 3602 finished with value: 0.9912882742197008 and parameters: {'classifier': 'SVC', 'svc_c': 36.55045227119384, 'svc_kernel': 'sigmoid'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:36:51,045] Trial 3603 finished with value: 0.9962378301838033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 56, 'rf_n_estimators': 111}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:36:56,183] Trial 3604 finished with value: 0.9972930128081129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 23, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:36:57,911] Trial 3605 finished with value: 0.9973657512361352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:37:02,238] Trial 3606 finished with value: 0.9970501606559927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 19, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:37:04,697] Trial 3607 finished with value: 0.9974566773576746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:37:06,591] Trial 3608 finished with value: 0.9974476037438321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:37:10,842] Trial 3609 finished with value: 0.9970783877478767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 21, 'rf_n_estimators': 99}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:37:13,202] Trial 3610 finished with value: 0.997376496898157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:37:15,215] Trial 3611 finished with value: 0.9973997757963632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:37:18,180] Trial 3612 finished with value: 0.9972043300805629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:37:20,522] Trial 3613 finished with value: 0.997476533354298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:37:23,747] Trial 3614 finished with value: 0.9973389363541821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:37:26,166] Trial 3615 finished with value: 0.9973219815514187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:37:28,141] Trial 3616 finished with value: 0.9976248123184556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:37:30,058] Trial 3617 finished with value: 0.9972815593272787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:37:31,951] Trial 3618 finished with value: 0.997394773870408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 92}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:37:34,234] Trial 3619 finished with value: 0.997186275051499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:37:35,351] Trial 3620 finished with value: 0.9917579148898815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 16, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:37:36,722] Trial 3621 finished with value: 0.9963827082407478 and parameters: {'classifier': 'SVC', 'svc_c': 50963.68545594931, 'svc_kernel': 'rbf'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:37:38,241] Trial 3622 finished with value: 0.9968041675301217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:37:43,726] Trial 3623 finished with value: 0.9969437896626377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 25, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:37:44,776] Trial 3624 finished with value: 0.9974323271781399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 3, 'rf_n_estimators': 101}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:37:46,302] Trial 3625 finished with value: 0.9976388785273084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:37:47,904] Trial 3626 finished with value: 0.9961281341368342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:37:51,418] Trial 3627 finished with value: 0.9936401884619593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 48, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:37:53,964] Trial 3628 finished with value: 0.9970851104079612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:37:55,409] Trial 3629 finished with value: 0.9973905183565606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:38:00,417] Trial 3630 finished with value: 0.9970228381896854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 22, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:38:02,372] Trial 3631 finished with value: 0.9975971668872017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:38:08,498] Trial 3632 finished with value: 0.9971363692232279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 27, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:38:10,161] Trial 3633 finished with value: 0.9972608400595723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:38:12,594] Trial 3634 finished with value: 0.9973341239670104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:38:15,779] Trial 3635 finished with value: 0.9971744868309549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:38:16,948] Trial 3636 finished with value: 0.9963560776290854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 11, 'rf_n_estimators': 42}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:38:20,879] Trial 3637 finished with value: 0.9972667611788036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 110}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:38:23,042] Trial 3638 finished with value: 0.9974059047988885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:38:24,428] Trial 3639 finished with value: 0.9971058067926363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 4, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:38:26,039] Trial 3640 finished with value: 0.9867325520133865 and parameters: {'classifier': 'SVC', 'svc_c': 2857180079.594554, 'svc_kernel': 'sigmoid'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:38:27,913] Trial 3641 finished with value: 0.996400157805751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:38:29,219] Trial 3642 finished with value: 0.9953375696168015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:38:31,111] Trial 3643 finished with value: 0.9973803646382509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:38:33,853] Trial 3644 finished with value: 0.9971456229496952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:38:34,811] Trial 3645 finished with value: 0.9971507280238497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 1, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:38:36,074] Trial 3646 finished with value: 0.9973656788419684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 75}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:38:37,730] Trial 3647 finished with value: 0.9971449610556351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:38:40,897] Trial 3648 finished with value: 0.9972936645777807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:38:48,577] Trial 3649 finished with value: 0.9966009992197242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 33, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:38:49,623] Trial 3650 finished with value: 0.9971860778321421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:38:51,886] Trial 3651 finished with value: 0.9973247145343688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:38:53,515] Trial 3652 finished with value: 0.997365357559131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:39:08,060] Trial 3653 finished with value: 0.9962786824248516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 63, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:39:09,464] Trial 3654 finished with value: 0.9967777338204374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:39:14,558] Trial 3655 finished with value: 0.9971593893940124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:39:16,701] Trial 3656 finished with value: 0.997322637224849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:39:19,463] Trial 3657 finished with value: 0.9971748315363677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:39:23,024] Trial 3658 finished with value: 0.9973547163783006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 113}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:39:23,966] Trial 3659 finished with value: 0.9963042194434362 and parameters: {'classifier': 'SVC', 'svc_c': 19053.647899948923, 'svc_kernel': 'rbf'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:39:31,997] Trial 3660 finished with value: 0.9971212157054028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 36, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:39:34,165] Trial 3661 finished with value: 0.9975742567834804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:39:36,320] Trial 3662 finished with value: 0.9974697133540512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:39:38,160] Trial 3663 finished with value: 0.997380810206734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:39:40,222] Trial 3664 finished with value: 0.9972302538572881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 95}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:39:48,909] Trial 3665 finished with value: 0.9966532576203869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 38, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:39:50,768] Trial 3666 finished with value: 0.9974931509735326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:39:53,146] Trial 3667 finished with value: 0.9973411395362429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:39:56,391] Trial 3668 finished with value: 0.9973044507691103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:39:58,645] Trial 3669 finished with value: 0.9967393764328195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:40:01,123] Trial 3670 finished with value: 0.9971383908961958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 18, 'rf_n_estimators': 65}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:40:08,115] Trial 3671 finished with value: 0.9965814170895047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 32, 'rf_n_estimators': 113}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:40:18,181] Trial 3672 finished with value: 0.9968569663638727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 45, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:40:20,616] Trial 3673 finished with value: 0.9973123970842175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:40:22,462] Trial 3674 finished with value: 0.9973758353532137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:40:36,351] Trial 3675 finished with value: 0.9964077349772563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 58, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:40:37,801] Trial 3676 finished with value: 0.9971592630136646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:40:39,599] Trial 3677 finished with value: 0.9852066289686645 and parameters: {'classifier': 'SVC', 'svc_c': 7.121633176071254e-09, 'svc_kernel': 'sigmoid'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:40:41,630] Trial 3678 finished with value: 0.9971854813181711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:40:43,165] Trial 3679 finished with value: 0.9974541653975123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:40:46,244] Trial 3680 finished with value: 0.9974715365064079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 105}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:40:47,339] Trial 3681 finished with value: 0.9941880992235311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:40:50,314] Trial 3682 finished with value: 0.9973769806473428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:40:55,556] Trial 3683 finished with value: 0.9970685405225397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 23, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:40:57,331] Trial 3684 finished with value: 0.9974537386813461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:41:06,918] Trial 3685 finished with value: 0.9965220102964668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 42, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:41:10,181] Trial 3686 finished with value: 0.9973172013464849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:41:24,942] Trial 3687 finished with value: 0.9960023429083255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 73, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:41:26,506] Trial 3688 finished with value: 0.997180231709586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 82}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:41:29,847] Trial 3689 finished with value: 0.9971519283197724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 20, 'rf_n_estimators': 88}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:41:30,430] Trial 3690 finished with value: 0.9945252957967772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 13}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:41:46,169] Trial 3691 finished with value: 0.9961085004007768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 74, 'rf_n_estimators': 111}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:41:48,825] Trial 3692 finished with value: 0.9974737987844525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:41:49,973] Trial 3693 finished with value: 0.995659929067422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:41:51,618] Trial 3694 finished with value: 0.9962744186591483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:41:54,201] Trial 3695 finished with value: 0.9975134520625701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:41:55,990] Trial 3696 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 3.3318218125333995e-06, 'svc_kernel': 'rbf'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:42:02,103] Trial 3697 finished with value: 0.9967046222498368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 28, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:42:03,646] Trial 3698 finished with value: 0.9972720860062295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 102}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:42:05,874] Trial 3699 finished with value: 0.9973149956253914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:42:06,944] Trial 3700 finished with value: 0.9971733006584009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:42:08,935] Trial 3701 finished with value: 0.9974127532045625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:42:11,173] Trial 3702 finished with value: 0.9976065943787127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:42:12,824] Trial 3703 finished with value: 0.9974525817394054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:42:14,677] Trial 3704 finished with value: 0.9975371456165374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:42:17,160] Trial 3705 finished with value: 0.9970842272689479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:42:20,941] Trial 3706 finished with value: 0.9973826439912896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:42:23,642] Trial 3707 finished with value: 0.9975222068691322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:42:25,971] Trial 3708 finished with value: 0.9972038983498076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:42:28,503] Trial 3709 finished with value: 0.9972210522762026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:42:33,122] Trial 3710 finished with value: 0.9967415161073275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 21, 'rf_n_estimators': 111}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:42:34,282] Trial 3711 finished with value: 0.9861211133232297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 1, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:42:40,193] Trial 3712 finished with value: 0.9970892472220346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 25, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:42:42,180] Trial 3713 finished with value: 0.9975645466024279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:42:45,281] Trial 3714 finished with value: 0.9973882935609847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:42:47,117] Trial 3715 finished with value: 0.9852050717164964 and parameters: {'classifier': 'SVC', 'svc_c': 5.340022880183858e-07, 'svc_kernel': 'sigmoid'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:42:51,075] Trial 3716 finished with value: 0.9974781108869889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:43:02,208] Trial 3717 finished with value: 0.9963067451143749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 48, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:43:04,142] Trial 3718 finished with value: 0.9975646454342716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:43:06,456] Trial 3719 finished with value: 0.9973428741398377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:43:08,277] Trial 3720 finished with value: 0.9975061525977553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:43:11,722] Trial 3721 finished with value: 0.997375226429721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:43:14,182] Trial 3722 finished with value: 0.99750125153487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:43:15,978] Trial 3723 finished with value: 0.9973843974154638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:43:17,254] Trial 3724 finished with value: 0.9973809743551914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 109}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:43:18,042] Trial 3725 finished with value: 0.9970374400709406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 58}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:43:19,619] Trial 3726 finished with value: 0.9973012650131722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:43:22,587] Trial 3727 finished with value: 0.9976209039538401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 99}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:43:24,490] Trial 3728 finished with value: 0.9972507365188944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:43:28,513] Trial 3729 finished with value: 0.9972287694118798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 113}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:43:31,335] Trial 3730 finished with value: 0.9974343868413831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:43:33,223] Trial 3731 finished with value: 0.9971001015863896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:43:38,104] Trial 3732 finished with value: 0.9974883460765068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 22, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:43:39,937] Trial 3733 finished with value: 0.9853792678241565 and parameters: {'classifier': 'SVC', 'svc_c': 0.01558847847291513, 'svc_kernel': 'rbf'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:43:41,693] Trial 3734 finished with value: 0.9973561881920215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:43:43,909] Trial 3735 finished with value: 0.9972851054036805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:43:46,112] Trial 3736 finished with value: 0.9973165954698313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:43:48,620] Trial 3737 finished with value: 0.9973326431079856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:43:50,584] Trial 3738 finished with value: 0.997465059592941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:43:53,663] Trial 3739 finished with value: 0.9970104999512047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 15, 'rf_n_estimators': 103}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:43:55,741] Trial 3740 finished with value: 0.997348709566719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:43:59,874] Trial 3741 finished with value: 0.997324089456281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 19, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:44:02,641] Trial 3742 finished with value: 0.9973118214220517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:44:05,564] Trial 3743 finished with value: 0.997499842435254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:44:09,817] Trial 3744 finished with value: 0.9968682386212553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 24, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:44:12,436] Trial 3745 finished with value: 0.997607974501619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:44:21,559] Trial 3746 finished with value: 0.9968470854963537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 40, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:44:23,499] Trial 3747 finished with value: 0.9973651733205782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:44:23,980] Trial 3748 finished with value: 0.99392729331801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 16, 'rf_n_estimators': 5}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:44:26,442] Trial 3749 finished with value: 0.997639378811944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:44:27,194] Trial 3750 finished with value: 0.9883950161697808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:44:29,385] Trial 3751 finished with value: 0.9964975477012638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:44:30,749] Trial 3752 finished with value: 0.9867332074646518 and parameters: {'classifier': 'SVC', 'svc_c': 219880125.17060053, 'svc_kernel': 'sigmoid'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:44:37,626] Trial 3753 finished with value: 0.9968943979884676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 34, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:44:39,575] Trial 3754 finished with value: 0.9974277048692959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:44:41,141] Trial 3755 finished with value: 0.9974267744408006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:44:42,649] Trial 3756 finished with value: 0.9973904996946709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:44:44,382] Trial 3757 finished with value: 0.997203146002711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:44:46,880] Trial 3758 finished with value: 0.9966711385352903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:44:48,516] Trial 3759 finished with value: 0.9972533820639096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 78}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:44:49,631] Trial 3760 finished with value: 0.9970287525487426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 36}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:44:50,859] Trial 3761 finished with value: 0.9944136547873624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:44:52,909] Trial 3762 finished with value: 0.9962861225520724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:44:55,009] Trial 3763 finished with value: 0.997336570388394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:44:56,865] Trial 3764 finished with value: 0.9967000035591144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:44:58,751] Trial 3765 finished with value: 0.9974224938540063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:45:00,755] Trial 3766 finished with value: 0.9975007831785693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:45:10,175] Trial 3767 finished with value: 0.9968299795894126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 42, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:45:11,921] Trial 3768 finished with value: 0.9974816827028335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:45:16,298] Trial 3769 finished with value: 0.9972813612827359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:45:31,995] Trial 3770 finished with value: 0.9956491160258226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 73, 'rf_n_estimators': 111}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:45:33,756] Trial 3771 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.9283411142343253e-09, 'svc_kernel': 'rbf'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:45:47,249] Trial 3772 finished with value: 0.9969833208450253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 59, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:45:50,240] Trial 3773 finished with value: 0.9974644702517371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:45:51,508] Trial 3774 finished with value: 0.9959289897170353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:45:56,649] Trial 3775 finished with value: 0.9971618697114811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 22, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:45:58,086] Trial 3776 finished with value: 0.9953324889490981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:46:01,379] Trial 3777 finished with value: 0.9970839123971679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 18, 'rf_n_estimators': 108}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:46:02,150] Trial 3778 finished with value: 0.9954740777845261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 11, 'rf_n_estimators': 21}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:46:04,314] Trial 3779 finished with value: 0.9974363696036765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:46:06,937] Trial 3780 finished with value: 0.9974275094589995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:46:12,781] Trial 3781 finished with value: 0.9972043999674352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 28, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:46:14,706] Trial 3782 finished with value: 0.9974441301250733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:46:16,831] Trial 3783 finished with value: 0.9974889111064735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:46:27,256] Trial 3784 finished with value: 0.9969480097252422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 50, 'rf_n_estimators': 111}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:46:28,629] Trial 3785 finished with value: 0.9970848823393581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:46:30,952] Trial 3786 finished with value: 0.9974090910308954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:46:34,766] Trial 3787 finished with value: 0.9976150801430329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:46:35,918] Trial 3788 finished with value: 0.9956238948946311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 10}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:46:38,735] Trial 3789 finished with value: 0.997357584437785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:46:39,699] Trial 3790 finished with value: 0.9901794912525252 and parameters: {'classifier': 'SVC', 'svc_c': 12.498736285210223, 'svc_kernel': 'sigmoid'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:46:41,262] Trial 3791 finished with value: 0.9973358735826353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:46:42,825] Trial 3792 finished with value: 0.9974036549938416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:46:53,664] Trial 3793 finished with value: 0.9969435436621167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 52, 'rf_n_estimators': 107}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:46:56,764] Trial 3794 finished with value: 0.9973462802203296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:46:58,827] Trial 3795 finished with value: 0.9970382907420746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:47:00,809] Trial 3796 finished with value: 0.9974125365298682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:47:06,996] Trial 3797 finished with value: 0.9971460400492753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 26, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:47:11,953] Trial 3798 finished with value: 0.9973310146676911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 30, 'rf_n_estimators': 97}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:47:12,871] Trial 3799 finished with value: 0.9968368269794735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:47:14,402] Trial 3800 finished with value: 0.9971717170637698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:47:16,552] Trial 3801 finished with value: 0.9975944651978282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:47:18,733] Trial 3802 finished with value: 0.9976428922300388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:47:27,253] Trial 3803 finished with value: 0.9965124145940463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 52, 'rf_n_estimators': 85}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:47:30,839] Trial 3804 finished with value: 0.9973297714303797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:47:34,710] Trial 3805 finished with value: 0.9974081932607066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 17, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:47:36,815] Trial 3806 finished with value: 0.9973798254746787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:47:39,216] Trial 3807 finished with value: 0.9972828489971488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:47:39,973] Trial 3808 finished with value: 0.9940328514718169 and parameters: {'classifier': 'SVC', 'svc_c': 314.87612283249535, 'svc_kernel': 'rbf'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:47:44,328] Trial 3809 finished with value: 0.9969228093506421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 21, 'rf_n_estimators': 105}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:47:45,698] Trial 3810 finished with value: 0.9973342128966269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 70}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:47:47,215] Trial 3811 finished with value: 0.9977069820465377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 101}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:47:49,135] Trial 3812 finished with value: 0.9973107606777084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:47:51,081] Trial 3813 finished with value: 0.9974190653982897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:48:03,375] Trial 3814 finished with value: 0.99674389778338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 53, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:48:06,145] Trial 3815 finished with value: 0.996934615280939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:48:08,154] Trial 3816 finished with value: 0.9975581049815139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:48:09,251] Trial 3817 finished with value: 0.9941728779452738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:48:13,735] Trial 3818 finished with value: 0.9969131952084975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 19, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:48:15,360] Trial 3819 finished with value: 0.9961574478077183 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:48:18,641] Trial 3820 finished with value: 0.9974311648090167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:48:20,903] Trial 3821 finished with value: 0.997362772347878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:48:25,887] Trial 3822 finished with value: 0.9968143381329982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 24, 'rf_n_estimators': 107}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:48:27,342] Trial 3823 finished with value: 0.9967450830037965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:48:28,395] Trial 3824 finished with value: 0.9970604355813709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:48:30,623] Trial 3825 finished with value: 0.9976564821481144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:48:33,098] Trial 3826 finished with value: 0.9972761048505009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:48:34,427] Trial 3827 finished with value: 0.9868187605488838 and parameters: {'classifier': 'SVC', 'svc_c': 557840.1455744276, 'svc_kernel': 'sigmoid'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:48:37,571] Trial 3828 finished with value: 0.9974779457546563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:48:39,085] Trial 3829 finished with value: 0.9973514368051078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:48:40,884] Trial 3830 finished with value: 0.9975114758382858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:48:41,786] Trial 3831 finished with value: 0.9901160426687089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:48:44,066] Trial 3832 finished with value: 0.9974951338310397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:48:46,014] Trial 3833 finished with value: 0.9975464637074811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:48:47,302] Trial 3834 finished with value: 0.9974307652604996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 52}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:48:49,983] Trial 3835 finished with value: 0.9973620168904666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:48:52,489] Trial 3836 finished with value: 0.9975103436201747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 104}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:48:54,991] Trial 3837 finished with value: 0.9972357118252356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:48:56,329] Trial 3838 finished with value: 0.997296178727859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:48:58,635] Trial 3839 finished with value: 0.9975495016599844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:49:03,342] Trial 3840 finished with value: 0.9969951078912671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 19, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:49:06,932] Trial 3841 finished with value: 0.9969732466619119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 16, 'rf_n_estimators': 113}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:49:08,641] Trial 3842 finished with value: 0.9976450460596534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:49:23,144] Trial 3843 finished with value: 0.9965277496844399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 62, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:49:24,984] Trial 3844 finished with value: 0.9973224789796423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:49:27,287] Trial 3845 finished with value: 0.9975081201575909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:49:29,042] Trial 3846 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 7.721637781543464e-06, 'svc_kernel': 'rbf'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:49:31,070] Trial 3847 finished with value: 0.997522082456535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:49:33,533] Trial 3848 finished with value: 0.997385824891328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:49:36,008] Trial 3849 finished with value: 0.9951826716803035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 27, 'rf_n_estimators': 106}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:49:41,326] Trial 3850 finished with value: 0.9970865965354786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 21, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:49:43,152] Trial 3851 finished with value: 0.9972672025578828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:49:46,770] Trial 3852 finished with value: 0.9974492668736595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:49:50,946] Trial 3853 finished with value: 0.9971631510977573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 23, 'rf_n_estimators': 90}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:49:53,767] Trial 3854 finished with value: 0.9972071078139626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:50:04,843] Trial 3855 finished with value: 0.9965416242915456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 54, 'rf_n_estimators': 112}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:50:06,065] Trial 3856 finished with value: 0.9962076317235348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 94}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:50:13,467] Trial 3857 finished with value: 0.9965445068552538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 31, 'rf_n_estimators': 125}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:50:17,650] Trial 3858 finished with value: 0.9970953424236885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 18, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:50:18,791] Trial 3859 finished with value: 0.9972704573120318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 3, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:50:19,786] Trial 3860 finished with value: 0.9969185231462383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:50:21,665] Trial 3861 finished with value: 0.9972519438923703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:50:24,821] Trial 3862 finished with value: 0.9974545542503545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:50:26,573] Trial 3863 finished with value: 0.9974603621287321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:50:28,142] Trial 3864 finished with value: 0.9867325520133865 and parameters: {'classifier': 'SVC', 'svc_c': 9722164017.011307, 'svc_kernel': 'sigmoid'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:50:30,629] Trial 3865 finished with value: 0.9974194456501592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 100}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:50:32,780] Trial 3866 finished with value: 0.996694735542543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:50:34,806] Trial 3867 finished with value: 0.9974006369410064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:50:36,712] Trial 3868 finished with value: 0.9974334927845296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:50:39,638] Trial 3869 finished with value: 0.9973239008378969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:50:41,869] Trial 3870 finished with value: 0.9971065856091479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:50:44,089] Trial 3871 finished with value: 0.9974975823471253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:50:45,952] Trial 3872 finished with value: 0.997475841563129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:50:51,434] Trial 3873 finished with value: 0.9966245895302784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 34, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:50:52,484] Trial 3874 finished with value: 0.9938485862908467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:50:56,336] Trial 3875 finished with value: 0.9972639580868158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:50:58,590] Trial 3876 finished with value: 0.9974815276314176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:51:00,969] Trial 3877 finished with value: 0.997122937518621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:51:03,821] Trial 3878 finished with value: 0.9972766149421496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:51:13,267] Trial 3879 finished with value: 0.9967791870040067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 42, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:51:15,613] Trial 3880 finished with value: 0.997489288279766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:51:18,397] Trial 3881 finished with value: 0.997737393246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:51:20,210] Trial 3882 finished with value: 0.9974712570541326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:51:22,258] Trial 3883 finished with value: 0.9971037666482063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:51:24,195] Trial 3884 finished with value: 0.9972316849512738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:51:25,790] Trial 3885 finished with value: 0.9972501946258623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:52:03,857] Trial 3886 finished with value: 0.9898183615993245 and parameters: {'classifier': 'SVC', 'svc_c': 27327374.763566684, 'svc_kernel': 'rbf'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:52:05,694] Trial 3887 finished with value: 0.9975796497521937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:52:06,572] Trial 3888 finished with value: 0.9886610483247874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:52:08,738] Trial 3889 finished with value: 0.997603583371693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:52:09,731] Trial 3890 finished with value: 0.9966217852957261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:52:11,752] Trial 3891 finished with value: 0.9969841254644556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:52:13,572] Trial 3892 finished with value: 0.9975243792019469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:52:14,811] Trial 3893 finished with value: 0.9970388543438355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 3, 'rf_n_estimators': 125}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:52:17,087] Trial 3894 finished with value: 0.9974144212537652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:52:25,737] Trial 3895 finished with value: 0.9964047463137234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 47, 'rf_n_estimators': 128}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:52:28,284] Trial 3896 finished with value: 0.9975865282771418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:52:29,791] Trial 3897 finished with value: 0.9974961830862606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:52:32,062] Trial 3898 finished with value: 0.9973719317810223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:52:37,511] Trial 3899 finished with value: 0.9974744530931529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 22, 'rf_n_estimators': 128}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:52:54,096] Trial 3900 finished with value: 0.9959596924609156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 70, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:52:55,880] Trial 3901 finished with value: 0.9975018380831379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:52:57,868] Trial 3902 finished with value: 0.9973408757624939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:53:02,352] Trial 3903 finished with value: 0.9972395264043347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:53:03,714] Trial 3904 finished with value: 0.9867069983641383 and parameters: {'classifier': 'SVC', 'svc_c': 3126623.3930873736, 'svc_kernel': 'sigmoid'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:53:05,515] Trial 3905 finished with value: 0.9968215773275269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:53:19,887] Trial 3906 finished with value: 0.996627389321524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 60, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:53:21,312] Trial 3907 finished with value: 0.9973930285394003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 4, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:53:22,889] Trial 3908 finished with value: 0.9966093532082528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:53:24,896] Trial 3909 finished with value: 0.9975179599562578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:53:25,854] Trial 3910 finished with value: 0.9969679057751047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:53:28,425] Trial 3911 finished with value: 0.9973376711542388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:53:37,671] Trial 3912 finished with value: 0.9969199821695827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 39, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:53:41,307] Trial 3913 finished with value: 0.9973925853512604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:53:42,876] Trial 3914 finished with value: 0.9975284837385684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:53:48,340] Trial 3915 finished with value: 0.9971215293076666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 26, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:53:50,770] Trial 3916 finished with value: 0.9973860621956622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:53:57,557] Trial 3917 finished with value: 0.997243258464874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 29, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:54:04,980] Trial 3918 finished with value: 0.9971602754846508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 33, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:54:06,876] Trial 3919 finished with value: 0.9976031559572931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:54:09,083] Trial 3920 finished with value: 0.9974937307616263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:54:10,948] Trial 3921 finished with value: 0.9974714673495075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:54:12,720] Trial 3922 finished with value: 0.9850769193780996 and parameters: {'classifier': 'SVC', 'svc_c': 1.011542987706513e-10, 'svc_kernel': 'rbf'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:54:16,233] Trial 3923 finished with value: 0.9974290222463592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:54:20,306] Trial 3924 finished with value: 0.9975797023736442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:54:21,049] Trial 3925 finished with value: 0.9910793450347667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:54:24,322] Trial 3926 finished with value: 0.9958239452095229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 21, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:54:26,775] Trial 3927 finished with value: 0.9971046762566343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:54:32,428] Trial 3928 finished with value: 0.9972238603510418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 24, 'rf_n_estimators': 128}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:54:34,354] Trial 3929 finished with value: 0.9972496166150915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:54:40,856] Trial 3930 finished with value: 0.9970805603980705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 31, 'rf_n_estimators': 125}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:54:42,623] Trial 3931 finished with value: 0.997327577864905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:54:46,309] Trial 3932 finished with value: 0.9968884837246241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 20, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:54:49,807] Trial 3933 finished with value: 0.9974756991868761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:54:52,227] Trial 3934 finished with value: 0.9972925356921497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:54:54,374] Trial 3935 finished with value: 0.9976475911224535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:54:56,958] Trial 3936 finished with value: 0.9972191550158319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:55:01,086] Trial 3937 finished with value: 0.9969075767102139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:55:03,189] Trial 3938 finished with value: 0.997242233584366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:55:14,633] Trial 3939 finished with value: 0.9961886753061607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 67, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:55:15,546] Trial 3940 finished with value: 0.9924297111773082 and parameters: {'classifier': 'SVC', 'svc_c': 4865.990537881746, 'svc_kernel': 'sigmoid'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:55:18,252] Trial 3941 finished with value: 0.9973555842513804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:55:21,042] Trial 3942 finished with value: 0.9974476914674084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:55:22,828] Trial 3943 finished with value: 0.99691663677197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:55:24,363] Trial 3944 finished with value: 0.996649027623817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:55:27,413] Trial 3945 finished with value: 0.9975515802390201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:55:29,426] Trial 3946 finished with value: 0.9973970410360901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:55:31,744] Trial 3947 finished with value: 0.997613077322382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:55:33,573] Trial 3948 finished with value: 0.9975810377143631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:55:36,785] Trial 3949 finished with value: 0.997501010739366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:55:39,042] Trial 3950 finished with value: 0.9972793007625693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:55:41,297] Trial 3951 finished with value: 0.9970041253607512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:55:56,895] Trial 3952 finished with value: 0.996311244216662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 73, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:56:11,365] Trial 3953 finished with value: 0.9965885242543382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 64, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:56:12,596] Trial 3954 finished with value: 0.9942755765136176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:56:15,228] Trial 3955 finished with value: 0.9974707670843171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:56:17,814] Trial 3956 finished with value: 0.997306412520909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:56:21,508] Trial 3957 finished with value: 0.9974172196168049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:56:33,886] Trial 3958 finished with value: 0.9969388534024128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 54, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:56:35,652] Trial 3959 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.0771673663484452e-06, 'svc_kernel': 'rbf'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:56:36,812] Trial 3960 finished with value: 0.9972867420958308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:56:42,994] Trial 3961 finished with value: 0.9971323438092097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 28, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:56:47,246] Trial 3962 finished with value: 0.9968018059441648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 24, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:56:51,613] Trial 3963 finished with value: 0.9975069915893392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 19, 'rf_n_estimators': 128}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:56:53,023] Trial 3964 finished with value: 0.9974911268567457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:56:55,348] Trial 3965 finished with value: 0.9973912272544618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:56:57,589] Trial 3966 finished with value: 0.9973760123872616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:57:01,632] Trial 3967 finished with value: 0.9976934340859757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:57:03,542] Trial 3968 finished with value: 0.9977572699992147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:57:05,212] Trial 3969 finished with value: 0.997617421416729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:57:07,521] Trial 3970 finished with value: 0.9974350420070071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:57:09,177] Trial 3971 finished with value: 0.997406297365066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:57:11,098] Trial 3972 finished with value: 0.997495082955174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:57:12,588] Trial 3973 finished with value: 0.9973828538423338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:57:13,669] Trial 3974 finished with value: 0.9952990094239551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:57:15,551] Trial 3975 finished with value: 0.9974151472266609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:57:24,445] Trial 3976 finished with value: 0.9969843575637728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 41, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:57:26,103] Trial 3977 finished with value: 0.9972879692420231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:57:27,980] Trial 3978 finished with value: 0.9853387898047751 and parameters: {'classifier': 'SVC', 'svc_c': 0.0024773222332458746, 'svc_kernel': 'sigmoid'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:57:29,929] Trial 3979 finished with value: 0.9974160710219335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:57:37,024] Trial 3980 finished with value: 0.9972634154955498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 35, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:57:38,929] Trial 3981 finished with value: 0.9971810012268905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:57:40,681] Trial 3982 finished with value: 0.9973393251118107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:57:41,905] Trial 3983 finished with value: 0.9961615860817354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:57:43,944] Trial 3984 finished with value: 0.9974605836275883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:57:47,007] Trial 3985 finished with value: 0.997283045803913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:57:48,037] Trial 3986 finished with value: 0.9903765704232091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:57:49,752] Trial 3987 finished with value: 0.9973205741021739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:57:51,502] Trial 3988 finished with value: 0.9974420855055982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:57:55,219] Trial 3989 finished with value: 0.9972173590945999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 16, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:57:59,963] Trial 3990 finished with value: 0.9970954575370788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 21, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:58:01,678] Trial 3991 finished with value: 0.9975461942843847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:58:03,730] Trial 3992 finished with value: 0.9971450747408195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:58:06,828] Trial 3993 finished with value: 0.9973682169859045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:58:08,562] Trial 3994 finished with value: 0.9894904206250826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 65, 'rf_n_estimators': 40}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:58:10,542] Trial 3995 finished with value: 0.9969094019255347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:58:16,541] Trial 3996 finished with value: 0.9972334494202396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 26, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:58:18,367] Trial 3997 finished with value: 0.98507511704581 and parameters: {'classifier': 'SVC', 'svc_c': 4.417682941635695e-10, 'svc_kernel': 'rbf'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:58:23,481] Trial 3998 finished with value: 0.9972142347515125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 22, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:58:26,660] Trial 3999 finished with value: 0.9973993510796854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:58:34,906] Trial 4000 finished with value: 0.9968401577776489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 41, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:58:36,267] Trial 4001 finished with value: 0.9973533725000845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:58:37,215] Trial 4002 finished with value: 0.9965701382941132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:58:40,440] Trial 4003 finished with value: 0.9968207263072758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 19, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:58:42,511] Trial 4004 finished with value: 0.9975725297017698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:58:44,355] Trial 4005 finished with value: 0.9973739322530681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:58:46,810] Trial 4006 finished with value: 0.9970975498903668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:58:49,157] Trial 4007 finished with value: 0.9973426199826747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:58:50,777] Trial 4008 finished with value: 0.9968698924836135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 68}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:58:52,870] Trial 4009 finished with value: 0.9974251167698932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:58:54,589] Trial 4010 finished with value: 0.997039286360232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:58:56,152] Trial 4011 finished with value: 0.9973859783441106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:59:02,907] Trial 4012 finished with value: 0.9966644137487659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 29, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:59:05,406] Trial 4013 finished with value: 0.9972560197696615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:59:07,261] Trial 4014 finished with value: 0.9972207050000191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 92}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:59:11,169] Trial 4015 finished with value: 0.9972857087730391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:59:13,005] Trial 4016 finished with value: 0.9852053993786534 and parameters: {'classifier': 'SVC', 'svc_c': 0.00012264210021448947, 'svc_kernel': 'sigmoid'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:59:16,349] Trial 4017 finished with value: 0.9967934964839205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:59:18,711] Trial 4018 finished with value: 0.996427707420262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 20, 'rf_n_estimators': 87}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:59:19,764] Trial 4019 finished with value: 0.9971219582454861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:59:22,023] Trial 4020 finished with value: 0.9974506648967457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:59:32,515] Trial 4021 finished with value: 0.9968928032855687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 51, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:59:35,044] Trial 4022 finished with value: 0.9973424987121303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:59:37,546] Trial 4023 finished with value: 0.9973949950518851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:59:38,532] Trial 4024 finished with value: 0.9971911924594066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:59:39,956] Trial 4025 finished with value: 0.9972749027772555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:59:42,127] Trial 4026 finished with value: 0.9974664825937604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:59:44,144] Trial 4027 finished with value: 0.9973229744083779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:59:46,570] Trial 4028 finished with value: 0.9973078566274367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 96}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:59:48,322] Trial 4029 finished with value: 0.9972780963724567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:59:53,446] Trial 4030 finished with value: 0.997244177689888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 23, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:59:57,172] Trial 4031 finished with value: 0.9973640753159313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 20:59:58,055] Trial 4032 finished with value: 0.9948767170462479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 3, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:00:11,042] Trial 4033 finished with value: 0.9963666179151079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 59, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:00:12,897] Trial 4034 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.125752099003673e-07, 'svc_kernel': 'rbf'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:00:14,700] Trial 4035 finished with value: 0.997343462306739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:00:15,691] Trial 4036 finished with value: 0.9899688254010321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:00:17,137] Trial 4037 finished with value: 0.9954842078263565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:00:24,132] Trial 4038 finished with value: 0.9971771652881799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 32, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:00:26,497] Trial 4039 finished with value: 0.9972410741033922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:00:27,691] Trial 4040 finished with value: 0.9975302658538108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 61}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:00:30,367] Trial 4041 finished with value: 0.9974095625609866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:00:33,394] Trial 4042 finished with value: 0.9972648832785564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:00:39,685] Trial 4043 finished with value: 0.9969863402625904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 26, 'rf_n_estimators': 128}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:00:43,467] Trial 4044 finished with value: 0.9975122659217543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:00:46,203] Trial 4045 finished with value: 0.9970018888856256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:00:58,464] Trial 4046 finished with value: 0.9967988666648161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 57, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:01:02,668] Trial 4047 finished with value: 0.9974971954302952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:01:04,708] Trial 4048 finished with value: 0.9970694883434083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:01:07,061] Trial 4049 finished with value: 0.997188238390193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:01:09,471] Trial 4050 finished with value: 0.9975197962481083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:01:11,398] Trial 4051 finished with value: 0.9975996293997045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:01:19,503] Trial 4052 finished with value: 0.9971087084943028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 38, 'rf_n_estimators': 113}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:01:20,392] Trial 4053 finished with value: 0.9917236783839076 and parameters: {'classifier': 'SVC', 'svc_c': 77.43948827588859, 'svc_kernel': 'sigmoid'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:01:22,009] Trial 4054 finished with value: 0.9974805659410834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:01:24,181] Trial 4055 finished with value: 0.9973240159830254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:01:27,104] Trial 4056 finished with value: 0.9976976065099813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:01:30,012] Trial 4057 finished with value: 0.9974050504778953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:01:31,911] Trial 4058 finished with value: 0.9971603655568323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:01:40,619] Trial 4059 finished with value: 0.9967821878866339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 36, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:01:43,070] Trial 4060 finished with value: 0.9969659377709384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:01:44,991] Trial 4061 finished with value: 0.9972397514578365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:01:48,962] Trial 4062 finished with value: 0.9971374662122615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 20, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:01:51,448] Trial 4063 finished with value: 0.9976443236731415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:01:54,240] Trial 4064 finished with value: 0.9973340788991817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:01:59,178] Trial 4065 finished with value: 0.9972760490869973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 23, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:02:00,348] Trial 4066 finished with value: 0.9977415369471992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 72}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:02:01,597] Trial 4067 finished with value: 0.9970929742362468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 82}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:02:02,918] Trial 4068 finished with value: 0.9973606953557373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 90}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:02:04,486] Trial 4069 finished with value: 0.9973645285332499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 52}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:02:05,720] Trial 4070 finished with value: 0.9971417624458443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 92}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:02:06,879] Trial 4071 finished with value: 0.9973766768520925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 79}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:02:08,708] Trial 4072 finished with value: 0.985397291718333 and parameters: {'classifier': 'SVC', 'svc_c': 0.15557924312641136, 'svc_kernel': 'rbf'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:02:10,001] Trial 4073 finished with value: 0.9972782127553633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 82}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:02:11,016] Trial 4074 finished with value: 0.9972328794708972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 57}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:02:12,189] Trial 4075 finished with value: 0.9973645936276982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 70}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:02:13,092] Trial 4076 finished with value: 0.9972108352090298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 55}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:02:14,628] Trial 4077 finished with value: 0.9975700317062864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 101}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:02:15,375] Trial 4078 finished with value: 0.9967923483968556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 36}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:02:16,271] Trial 4079 finished with value: 0.9973091772735047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 57}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:02:17,224] Trial 4080 finished with value: 0.9975240752797448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 55}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:02:18,589] Trial 4081 finished with value: 0.997379153487964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 93}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:02:19,501] Trial 4082 finished with value: 0.9968055232148393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 45}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:02:20,660] Trial 4083 finished with value: 0.9976274856976155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 69}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:02:27,889] Trial 4084 finished with value: 0.9959605891837534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 70, 'rf_n_estimators': 48}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:02:29,031] Trial 4085 finished with value: 0.9974812414824438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 91}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:02:30,295] Trial 4086 finished with value: 0.9973738220907912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 83}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:02:33,864] Trial 4087 finished with value: 0.9957632669959119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 37, 'rf_n_estimators': 74}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:02:35,038] Trial 4088 finished with value: 0.9970586988830741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 29}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:02:36,040] Trial 4089 finished with value: 0.9972589845028118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 63}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:02:37,400] Trial 4090 finished with value: 0.9970999819979541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 7, 'rf_n_estimators': 73}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:02:39,224] Trial 4091 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 2.1859608672951175e-05, 'svc_kernel': 'sigmoid'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:02:42,261] Trial 4092 finished with value: 0.9972135360414797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 17, 'rf_n_estimators': 93}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:02:44,066] Trial 4093 finished with value: 0.9971615690900215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 60}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:02:45,296] Trial 4094 finished with value: 0.997472731533838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 78}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:02:46,068] Trial 4095 finished with value: 0.9968449088471836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 61}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:02:52,386] Trial 4096 finished with value: 0.9968717097644574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 38, 'rf_n_estimators': 89}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:02:53,890] Trial 4097 finished with value: 0.9971148242621206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 3, 'rf_n_estimators': 80}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:02:56,480] Trial 4098 finished with value: 0.9970400656845498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 19, 'rf_n_estimators': 68}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:02:58,281] Trial 4099 finished with value: 0.9976605936670756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 66}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:02:59,883] Trial 4100 finished with value: 0.9974262440686288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 97}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:03:00,451] Trial 4101 finished with value: 0.9927623926206236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 42}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:03:03,014] Trial 4102 finished with value: 0.9967540927292312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 18, 'rf_n_estimators': 97}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:03:03,692] Trial 4103 finished with value: 0.9962603684144627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 44}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:03:05,146] Trial 4104 finished with value: 0.9975582576725867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 87}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:03:09,277] Trial 4105 finished with value: 0.9969936643877596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 27, 'rf_n_estimators': 79}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:03:10,682] Trial 4106 finished with value: 0.9971067246211825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 50}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:03:13,889] Trial 4107 finished with value: 0.9969801451817418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 21, 'rf_n_estimators': 81}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:03:17,757] Trial 4108 finished with value: 0.9970512056583342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 34, 'rf_n_estimators': 58}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:03:20,070] Trial 4109 finished with value: 0.997289237647495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 71}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:03:21,902] Trial 4110 finished with value: 0.985164923453974 and parameters: {'classifier': 'SVC', 'svc_c': 0.0005140114331608054, 'svc_kernel': 'rbf'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:03:22,630] Trial 4111 finished with value: 0.997359697325499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 49}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:03:29,020] Trial 4112 finished with value: 0.9970910422863434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 24, 'rf_n_estimators': 128}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:03:31,240] Trial 4113 finished with value: 0.9973967929091296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 74}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:03:32,140] Trial 4114 finished with value: 0.9969566057470532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 5, 'rf_n_estimators': 62}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:03:33,272] Trial 4115 finished with value: 0.9969327429665634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 6, 'rf_n_estimators': 66}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:03:34,080] Trial 4116 finished with value: 0.9970639038046856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 89}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:03:35,332] Trial 4117 finished with value: 0.9974738317918762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 64}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:03:37,713] Trial 4118 finished with value: 0.9974320601988623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 100}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:03:39,673] Trial 4119 finished with value: 0.9973880208054081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:03:42,762] Trial 4120 finished with value: 0.9972382923710162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 85}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:03:47,247] Trial 4121 finished with value: 0.9971125491619616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 30, 'rf_n_estimators': 77}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:03:54,579] Trial 4122 finished with value: 0.9963348463971936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 49, 'rf_n_estimators': 96}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:03:57,643] Trial 4123 finished with value: 0.9971362190077118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 88}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:04:01,585] Trial 4124 finished with value: 0.9971581630730055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 99}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:04:04,100] Trial 4125 finished with value: 0.9974539755096118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 84}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:04:05,803] Trial 4126 finished with value: 0.9971629217279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 64}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:04:09,120] Trial 4127 finished with value: 0.9974772915411695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:04:10,305] Trial 4128 finished with value: 0.9877442021303621 and parameters: {'classifier': 'SVC', 'svc_c': 2.831355319597856, 'svc_kernel': 'sigmoid'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:04:11,506] Trial 4129 finished with value: 0.9975218703203613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 71}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:04:12,223] Trial 4130 finished with value: 0.9972786709555335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 27}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:04:12,933] Trial 4131 finished with value: 0.9927806652447809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 6, 'rf_n_estimators': 73}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:04:14,489] Trial 4132 finished with value: 0.9973903217719617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:04:18,307] Trial 4133 finished with value: 0.997240860189896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:04:19,275] Trial 4134 finished with value: 0.9972430544536048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 86}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:04:21,488] Trial 4135 finished with value: 0.9971500302342161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:04:23,877] Trial 4136 finished with value: 0.9974368421811187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:04:25,862] Trial 4137 finished with value: 0.9961511367248178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 23, 'rf_n_estimators': 75}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:04:28,668] Trial 4138 finished with value: 0.9973805998478832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:04:36,844] Trial 4139 finished with value: 0.9968186191323852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 47, 'rf_n_estimators': 94}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:04:39,648] Trial 4140 finished with value: 0.9974303757728992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:04:41,678] Trial 4141 finished with value: 0.9972516482537622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:04:47,887] Trial 4142 finished with value: 0.9969354050787663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 26, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:04:49,339] Trial 4143 finished with value: 0.9972487800355884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:04:50,621] Trial 4144 finished with value: 0.9961821671625928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 95}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:04:53,253] Trial 4145 finished with value: 0.9972008422114835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:04:54,293] Trial 4146 finished with value: 0.9907268540273867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:06:46,924] Trial 4147 finished with value: 0.989722384072432 and parameters: {'classifier': 'SVC', 'svc_c': 512671311.09957075, 'svc_kernel': 'rbf'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:06:50,405] Trial 4148 finished with value: 0.9972412125441448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:06:59,013] Trial 4149 finished with value: 0.996566464440896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 58, 'rf_n_estimators': 75}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:07:07,657] Trial 4150 finished with value: 0.99653043201369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 52, 'rf_n_estimators': 85}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:07:08,391] Trial 4151 finished with value: 0.9909001592519838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:07:13,075] Trial 4152 finished with value: 0.9970168800957918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 32, 'rf_n_estimators': 77}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:07:15,635] Trial 4153 finished with value: 0.9974985341987082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:07:17,362] Trial 4154 finished with value: 0.9974140444295899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:07:22,590] Trial 4155 finished with value: 0.9956575237148906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 43, 'rf_n_estimators': 98}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:07:24,174] Trial 4156 finished with value: 0.9972090926709581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 37}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:07:26,235] Trial 4157 finished with value: 0.9972431833095093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 67}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:07:27,867] Trial 4158 finished with value: 0.9966487463307431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:07:29,260] Trial 4159 finished with value: 0.9966912157133906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 59}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:07:31,761] Trial 4160 finished with value: 0.9972725037088296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:07:33,458] Trial 4161 finished with value: 0.9972119971338221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:07:34,262] Trial 4162 finished with value: 0.9967031662733316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 30}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:07:36,772] Trial 4163 finished with value: 0.9963366529188867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 30, 'rf_n_estimators': 53}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:07:41,499] Trial 4164 finished with value: 0.9973748899126881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 21, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:07:42,849] Trial 4165 finished with value: 0.9868003932505482 and parameters: {'classifier': 'SVC', 'svc_c': 1041799.6012135152, 'svc_kernel': 'sigmoid'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:07:45,024] Trial 4166 finished with value: 0.9976687602749984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:07:47,801] Trial 4167 finished with value: 0.9975471159532175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:07:50,568] Trial 4168 finished with value: 0.9969451315731034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:07:51,779] Trial 4169 finished with value: 0.997282762796992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 76}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:07:55,012] Trial 4170 finished with value: 0.9977325503586991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:07:58,933] Trial 4171 finished with value: 0.9967535282070713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 43, 'rf_n_estimators': 46}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:08:02,180] Trial 4172 finished with value: 0.9975237784668343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:08:05,304] Trial 4173 finished with value: 0.9973860037344368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:08:08,616] Trial 4174 finished with value: 0.997133310958464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:08:11,635] Trial 4175 finished with value: 0.9973409315259972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:08:14,998] Trial 4176 finished with value: 0.9971840049024535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:08:18,686] Trial 4177 finished with value: 0.9973606812006306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:08:22,360] Trial 4178 finished with value: 0.9973865793966024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:08:23,531] Trial 4179 finished with value: 0.9972015405723994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:08:39,970] Trial 4180 finished with value: 0.9965508717339073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 73, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:08:43,472] Trial 4181 finished with value: 0.997252405298069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:08:46,658] Trial 4182 finished with value: 0.9974772970000897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:09:01,629] Trial 4183 finished with value: 0.996968091981408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 63, 'rf_n_estimators': 128}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:09:04,494] Trial 4184 finished with value: 0.9974212304631235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:09:06,143] Trial 4185 finished with value: 0.9955964507769245 and parameters: {'classifier': 'SVC', 'svc_c': 145517.35901054973, 'svc_kernel': 'rbf'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:09:10,325] Trial 4186 finished with value: 0.994824800780228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 43, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:09:13,739] Trial 4187 finished with value: 0.9976130651032876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:09:15,264] Trial 4188 finished with value: 0.9976124769363862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:09:18,975] Trial 4189 finished with value: 0.9975091059052591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:09:22,409] Trial 4190 finished with value: 0.9975310053470547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:09:25,877] Trial 4191 finished with value: 0.9974435670945948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:09:33,886] Trial 4192 finished with value: 0.9969934446979639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 35, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:09:36,906] Trial 4193 finished with value: 0.9975491697766858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:09:38,278] Trial 4194 finished with value: 0.9968397557853129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 40}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:09:41,550] Trial 4195 finished with value: 0.9974481007912012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:09:43,532] Trial 4196 finished with value: 0.9973680550908385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:09:44,581] Trial 4197 finished with value: 0.9959133180461329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 16, 'rf_n_estimators': 24}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:09:47,929] Trial 4198 finished with value: 0.997368329306359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:09:48,719] Trial 4199 finished with value: 0.9944019332481617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:09:50,081] Trial 4200 finished with value: 0.9972965385722539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:09:51,526] Trial 4201 finished with value: 0.9972627934960391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:09:52,930] Trial 4202 finished with value: 0.9976709855466428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:10:03,633] Trial 4203 finished with value: 0.996674944926009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 55, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:10:05,395] Trial 4204 finished with value: 0.9974310649932977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:10:08,713] Trial 4205 finished with value: 0.9974256017251194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:10:10,086] Trial 4206 finished with value: 0.9969642912082989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 33}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:10:11,952] Trial 4207 finished with value: 0.9853928700565402 and parameters: {'classifier': 'SVC', 'svc_c': 0.07289381873532787, 'svc_kernel': 'sigmoid'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:10:13,698] Trial 4208 finished with value: 0.997672577012275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:10:15,681] Trial 4209 finished with value: 0.9973878681778109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:10:19,812] Trial 4210 finished with value: 0.9970775155901794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:10:35,039] Trial 4211 finished with value: 0.996721755165737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 63, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:10:36,653] Trial 4212 finished with value: 0.9905623087826303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 40, 'rf_n_estimators': 80}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:10:40,251] Trial 4213 finished with value: 0.9974912726289548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:10:42,273] Trial 4214 finished with value: 0.9974509595197407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:10:43,246] Trial 4215 finished with value: 0.996677480086582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 2, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:10:46,205] Trial 4216 finished with value: 0.997489245433591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:10:47,146] Trial 4217 finished with value: 0.9966551112728727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:10:49,109] Trial 4218 finished with value: 0.9976420535240959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:10:51,204] Trial 4219 finished with value: 0.9975092509792342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:11:00,705] Trial 4220 finished with value: 0.9946040330701663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 70, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:11:01,658] Trial 4221 finished with value: 0.9931826541848454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:11:09,400] Trial 4222 finished with value: 0.9968019728220824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 36, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:11:10,178] Trial 4223 finished with value: 0.9948536223865947 and parameters: {'classifier': 'SVC', 'svc_c': 718.3858699341513, 'svc_kernel': 'rbf'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:11:11,384] Trial 4224 finished with value: 0.9972861982350482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 86}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:11:13,384] Trial 4225 finished with value: 0.9975300713956519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:11:27,654] Trial 4226 finished with value: 0.9965400145131408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 58, 'rf_n_estimators': 128}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:11:28,625] Trial 4227 finished with value: 0.99642104357052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 2, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:11:31,723] Trial 4228 finished with value: 0.9973885122034293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:11:35,611] Trial 4229 finished with value: 0.9972142119636951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:11:37,890] Trial 4230 finished with value: 0.9975129058214446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:11:40,853] Trial 4231 finished with value: 0.9975511102640864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:11:44,632] Trial 4232 finished with value: 0.9973597749564207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:11:48,054] Trial 4233 finished with value: 0.9973571270945384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:11:55,118] Trial 4234 finished with value: 0.9969680391377921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 30, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:11:56,469] Trial 4235 finished with value: 0.9971166702657707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 82}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:11:58,304] Trial 4236 finished with value: 0.9973772286156137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:11:59,386] Trial 4237 finished with value: 0.996910864027456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:12:00,854] Trial 4238 finished with value: 0.9968615950837739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:12:04,247] Trial 4239 finished with value: 0.9973811830954086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:12:05,090] Trial 4240 finished with value: 0.9889790079175572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:12:06,059] Trial 4241 finished with value: 0.9910556867733527 and parameters: {'classifier': 'SVC', 'svc_c': 9709.1345055719, 'svc_kernel': 'sigmoid'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:12:11,602] Trial 4242 finished with value: 0.9929834572070716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 64, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:12:13,368] Trial 4243 finished with value: 0.9976509846664717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:12:14,816] Trial 4244 finished with value: 0.9974068026642908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 8, 'rf_n_estimators': 72}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:12:16,129] Trial 4245 finished with value: 0.9960886621456438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:12:18,147] Trial 4246 finished with value: 0.997415168808438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:12:20,788] Trial 4247 finished with value: 0.997378564559353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:12:23,569] Trial 4248 finished with value: 0.997558653063438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:12:25,977] Trial 4249 finished with value: 0.9973557158684826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:12:28,209] Trial 4250 finished with value: 0.9974188528495235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:12:31,572] Trial 4251 finished with value: 0.9975599724082514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:12:33,413] Trial 4252 finished with value: 0.9974004765693602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:12:34,490] Trial 4253 finished with value: 0.9960483141247316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:12:37,817] Trial 4254 finished with value: 0.9972677376272648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:12:39,630] Trial 4255 finished with value: 0.9973164983518344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:12:40,800] Trial 4256 finished with value: 0.9970254910026813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:12:44,356] Trial 4257 finished with value: 0.997558756687706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:12:51,048] Trial 4258 finished with value: 0.9972237723100865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 28, 'rf_n_estimators': 128}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:13:16,819] Trial 4259 finished with value: 0.9907064378249585 and parameters: {'classifier': 'SVC', 'svc_c': 8430537.11455782, 'svc_kernel': 'rbf'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:13:27,459] Trial 4260 finished with value: 0.9969307132004289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 46, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:13:30,346] Trial 4261 finished with value: 0.9973496207303046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:13:32,074] Trial 4262 finished with value: 0.9969265895258493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:13:34,220] Trial 4263 finished with value: 0.997086662232947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:13:35,932] Trial 4264 finished with value: 0.9976628835570995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:13:40,265] Trial 4265 finished with value: 0.997300237117563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:13:43,226] Trial 4266 finished with value: 0.9973203810722207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:13:45,256] Trial 4267 finished with value: 0.9974526647340333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:13:47,611] Trial 4268 finished with value: 0.9974244045077739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:13:56,482] Trial 4269 finished with value: 0.9971055702182742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 43, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:13:57,852] Trial 4270 finished with value: 0.9974864509108382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 4, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:13:59,419] Trial 4271 finished with value: 0.9972915525787281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:14:02,091] Trial 4272 finished with value: 0.9974204115616351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:14:17,089] Trial 4273 finished with value: 0.9961795190468071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 71, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:14:18,189] Trial 4274 finished with value: 0.9940075322387534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:14:20,025] Trial 4275 finished with value: 0.9973158775583645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:14:23,688] Trial 4276 finished with value: 0.9974991559125775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:14:26,106] Trial 4277 finished with value: 0.9974497389432951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:14:27,959] Trial 4278 finished with value: 0.9852049079171561 and parameters: {'classifier': 'SVC', 'svc_c': 7.56388101154656e-08, 'svc_kernel': 'sigmoid'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:14:30,595] Trial 4279 finished with value: 0.9973913912442297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:14:37,077] Trial 4280 finished with value: 0.9969442522743769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 32, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:14:39,763] Trial 4281 finished with value: 0.9973815666162826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:14:42,976] Trial 4282 finished with value: 0.9974845532696125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:14:44,923] Trial 4283 finished with value: 0.9974108074169313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:14:53,413] Trial 4284 finished with value: 0.9964398839223664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 37, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:14:55,982] Trial 4285 finished with value: 0.9974677077087266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:14:57,825] Trial 4286 finished with value: 0.9973455662443632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:15:02,093] Trial 4287 finished with value: 0.9973070497546151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:15:05,175] Trial 4288 finished with value: 0.9970678269591658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 25, 'rf_n_estimators': 65}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:15:11,750] Trial 4289 finished with value: 0.9938156369791861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 62, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:15:12,520] Trial 4290 finished with value: 0.9908525999024257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:15:14,804] Trial 4291 finished with value: 0.9973524190616062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:15:17,303] Trial 4292 finished with value: 0.9973252778187506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:15:20,074] Trial 4293 finished with value: 0.9973564510136335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:15:24,025] Trial 4294 finished with value: 0.9976041371664404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:15:29,165] Trial 4295 finished with value: 0.9949084917062153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 41, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:15:30,753] Trial 4296 finished with value: 0.9969853823173294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 84}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:15:31,957] Trial 4297 finished with value: 0.9872094947508905 and parameters: {'classifier': 'SVC', 'svc_c': 0.9917817749340417, 'svc_kernel': 'rbf'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:15:33,878] Trial 4298 finished with value: 0.9973982275577608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:15:44,932] Trial 4299 finished with value: 0.9970638638149222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 46, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:15:52,636] Trial 4300 finished with value: 0.9970683625680924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 34, 'rf_n_estimators': 125}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:15:56,190] Trial 4301 finished with value: 0.9976287276019346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:15:58,386] Trial 4302 finished with value: 0.9972043187183921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:16:00,809] Trial 4303 finished with value: 0.9974766087000905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:16:03,128] Trial 4304 finished with value: 0.9971838704924153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 88}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:16:05,111] Trial 4305 finished with value: 0.9976436214719387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:16:06,088] Trial 4306 finished with value: 0.9972968921960188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 91}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:16:07,738] Trial 4307 finished with value: 0.9974071003976007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:16:08,714] Trial 4308 finished with value: 0.9973484129759737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 51}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:16:11,343] Trial 4309 finished with value: 0.9972730560118955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:16:11,977] Trial 4310 finished with value: 0.9962685769481613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 19}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:16:12,952] Trial 4311 finished with value: 0.9967746403583342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:16:14,566] Trial 4312 finished with value: 0.9970459553515151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:16:16,949] Trial 4313 finished with value: 0.9976435830373328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:16:18,497] Trial 4314 finished with value: 0.9970496990598665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:16:20,876] Trial 4315 finished with value: 0.9970722148518254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:16:22,717] Trial 4316 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 4.752588066756347e-09, 'svc_kernel': 'sigmoid'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:16:30,860] Trial 4317 finished with value: 0.9963662702580697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 49, 'rf_n_estimators': 125}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:16:33,552] Trial 4318 finished with value: 0.9974509424764845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:16:36,467] Trial 4319 finished with value: 0.9972996194978836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:16:40,997] Trial 4320 finished with value: 0.9908020875944806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 67, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:16:44,414] Trial 4321 finished with value: 0.9973056507793919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:16:46,584] Trial 4322 finished with value: 0.9976397897543698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:16:47,413] Trial 4323 finished with value: 0.9886696923977901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:16:49,764] Trial 4324 finished with value: 0.9976379036340047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:16:52,923] Trial 4325 finished with value: 0.9974988374861519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:16:54,105] Trial 4326 finished with value: 0.9972157031692775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 3, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:16:58,497] Trial 4327 finished with value: 0.9972210213317428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 19, 'rf_n_estimators': 128}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:17:00,603] Trial 4328 finished with value: 0.9976400519412234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:17:01,017] Trial 4329 finished with value: 0.9790017026084835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 2}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:17:04,895] Trial 4330 finished with value: 0.9974491637254603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:17:10,347] Trial 4331 finished with value: 0.9973688841801952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 23, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:17:12,664] Trial 4332 finished with value: 0.9977414860395957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:17:14,772] Trial 4333 finished with value: 0.9972790632043319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:17:16,843] Trial 4334 finished with value: 0.9976563959479577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:20:02,346] Trial 4335 finished with value: 0.9911907238255898 and parameters: {'classifier': 'SVC', 'svc_c': 1184436286.0298288, 'svc_kernel': 'rbf'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:20:03,652] Trial 4336 finished with value: 0.997197987323231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:20:05,524] Trial 4337 finished with value: 0.9975580917468064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:20:08,171] Trial 4338 finished with value: 0.9972680042891633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:20:10,232] Trial 4339 finished with value: 0.9973294744587795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:20:12,108] Trial 4340 finished with value: 0.9973718981071024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:20:14,190] Trial 4341 finished with value: 0.9970091499158347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:20:15,705] Trial 4342 finished with value: 0.9972460175363841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:20:17,952] Trial 4343 finished with value: 0.9974177269472558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:20:19,732] Trial 4344 finished with value: 0.9976142316935525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:20:30,298] Trial 4345 finished with value: 0.9969424409285218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 51, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:20:38,517] Trial 4346 finished with value: 0.9968756253970535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 39, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:20:40,029] Trial 4347 finished with value: 0.9973691387182134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:20:42,187] Trial 4348 finished with value: 0.9975954846194162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:20:44,152] Trial 4349 finished with value: 0.997462112791708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:20:46,262] Trial 4350 finished with value: 0.9977525228334428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:20:49,144] Trial 4351 finished with value: 0.9974504690103808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:20:51,401] Trial 4352 finished with value: 0.9977212228456196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:20:53,436] Trial 4353 finished with value: 0.9975165519674686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:20:55,233] Trial 4354 finished with value: 0.9852061373802156 and parameters: {'classifier': 'SVC', 'svc_c': 2.6117011246494944e-08, 'svc_kernel': 'sigmoid'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:20:57,574] Trial 4355 finished with value: 0.9974909859721744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:20:59,603] Trial 4356 finished with value: 0.9972323960390906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:21:02,124] Trial 4357 finished with value: 0.9973778734664179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:21:08,512] Trial 4358 finished with value: 0.997145474860619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 28, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:21:10,804] Trial 4359 finished with value: 0.9974407697789062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:21:21,652] Trial 4360 finished with value: 0.9963947368124654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 50, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:21:23,846] Trial 4361 finished with value: 0.9972533516272563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:21:26,397] Trial 4362 finished with value: 0.9974506830508286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:21:28,727] Trial 4363 finished with value: 0.9974198763970392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:21:31,375] Trial 4364 finished with value: 0.9973384136308461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:21:33,510] Trial 4365 finished with value: 0.9974072154157775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:21:35,977] Trial 4366 finished with value: 0.9973308323968887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:21:38,279] Trial 4367 finished with value: 0.9972073182680271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:21:40,452] Trial 4368 finished with value: 0.9974476942920822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:21:42,927] Trial 4369 finished with value: 0.9974612151802091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:21:43,840] Trial 4370 finished with value: 0.9968522940995622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 113}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:21:45,932] Trial 4371 finished with value: 0.9973461579341721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:21:48,241] Trial 4372 finished with value: 0.9973512566607452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:21:49,022] Trial 4373 finished with value: 0.9950915199022418 and parameters: {'classifier': 'SVC', 'svc_c': 1709.4515943905449, 'svc_kernel': 'rbf'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:21:51,101] Trial 4374 finished with value: 0.9973678128671288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:21:54,910] Trial 4375 finished with value: 0.997379842200556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 113}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:21:59,658] Trial 4376 finished with value: 0.9973660987027463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:22:03,312] Trial 4377 finished with value: 0.9949125784696086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 32, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:22:09,325] Trial 4378 finished with value: 0.9969693787948666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 26, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:22:11,833] Trial 4379 finished with value: 0.9973451988146084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:22:16,822] Trial 4380 finished with value: 0.9973922405506336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:22:19,088] Trial 4381 finished with value: 0.9976940090816453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:22:22,966] Trial 4382 finished with value: 0.9972728501598277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:22:24,413] Trial 4383 finished with value: 0.9966867080101305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:22:25,691] Trial 4384 finished with value: 0.9976287339495163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 54}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:22:28,169] Trial 4385 finished with value: 0.99770740381159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:22:30,892] Trial 4386 finished with value: 0.9975245965748751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:22:33,076] Trial 4387 finished with value: 0.9972900935553838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:22:33,673] Trial 4388 finished with value: 0.9871257072147129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 2, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:22:37,958] Trial 4389 finished with value: 0.996979627822112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 19, 'rf_n_estimators': 113}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:22:39,184] Trial 4390 finished with value: 0.9958599696387763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 15}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:22:41,043] Trial 4391 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 3.918002323391891e-06, 'svc_kernel': 'sigmoid'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:22:43,727] Trial 4392 finished with value: 0.9971204966513713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:22:45,823] Trial 4393 finished with value: 0.9976570040145268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:22:47,195] Trial 4394 finished with value: 0.9974699485319456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 77}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:22:48,399] Trial 4395 finished with value: 0.9940188570858486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:22:50,436] Trial 4396 finished with value: 0.9973157732041246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:22:52,268] Trial 4397 finished with value: 0.9976928730867232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:22:54,515] Trial 4398 finished with value: 0.997434559749503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:22:57,234] Trial 4399 finished with value: 0.9972392153093655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:23:01,941] Trial 4400 finished with value: 0.996907964642657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 21, 'rf_n_estimators': 113}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:23:04,504] Trial 4401 finished with value: 0.997651612950088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:23:10,178] Trial 4402 finished with value: 0.9971751777969383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 26, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:23:14,118] Trial 4403 finished with value: 0.9972114421012964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 18, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:23:23,279] Trial 4404 finished with value: 0.9969308121909625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 41, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:23:25,374] Trial 4405 finished with value: 0.9974437231181478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:23:27,745] Trial 4406 finished with value: 0.9973106497854595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:23:32,951] Trial 4407 finished with value: 0.9974607709764562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 24, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:23:36,522] Trial 4408 finished with value: 0.997129595528588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:23:37,817] Trial 4409 finished with value: 0.9969337331575386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 7, 'rf_n_estimators': 68}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:23:38,732] Trial 4410 finished with value: 0.9907415855897318 and parameters: {'classifier': 'SVC', 'svc_c': 8.466159443305113, 'svc_kernel': 'rbf'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:23:44,647] Trial 4411 finished with value: 0.9963236287924877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 62, 'rf_n_estimators': 47}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:23:46,702] Trial 4412 finished with value: 0.9973245449904672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:23:58,396] Trial 4413 finished with value: 0.9970117461401413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 53, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:23:58,906] Trial 4414 finished with value: 0.9948084438244275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 8}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:24:02,144] Trial 4415 finished with value: 0.9974744730880346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:24:04,917] Trial 4416 finished with value: 0.997356092407017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:24:06,316] Trial 4417 finished with value: 0.9970840260823527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:24:08,923] Trial 4418 finished with value: 0.9971331676935496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:24:12,754] Trial 4419 finished with value: 0.9971953658672875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:24:14,639] Trial 4420 finished with value: 0.9974005959673681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:24:15,605] Trial 4421 finished with value: 0.997035692676969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:24:17,756] Trial 4422 finished with value: 0.9972783853461044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:24:18,614] Trial 4423 finished with value: 0.9947204869745594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 3, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:24:26,316] Trial 4424 finished with value: 0.9972354389427074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 33, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:24:29,190] Trial 4425 finished with value: 0.9974657751240649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:24:30,137] Trial 4426 finished with value: 0.9967262053916467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 60}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:24:32,390] Trial 4427 finished with value: 0.9974502233589769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:24:36,046] Trial 4428 finished with value: 0.9974389788405255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:24:37,889] Trial 4429 finished with value: 0.9853735317051876 and parameters: {'classifier': 'SVC', 'svc_c': 0.007498485650526154, 'svc_kernel': 'sigmoid'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:24:39,341] Trial 4430 finished with value: 0.996530120157011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:24:43,386] Trial 4431 finished with value: 0.997330184023177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:24:45,426] Trial 4432 finished with value: 0.9975802282390331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:24:47,958] Trial 4433 finished with value: 0.9976229939902607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:24:49,619] Trial 4434 finished with value: 0.9973560616529845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:24:56,097] Trial 4435 finished with value: 0.9971317361552332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 28, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:25:01,219] Trial 4436 finished with value: 0.9967999053513138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 36, 'rf_n_estimators': 72}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:25:03,950] Trial 4437 finished with value: 0.9976185430978549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:25:06,049] Trial 4438 finished with value: 0.9975381273017533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:25:10,618] Trial 4439 finished with value: 0.9972029328191866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:25:13,033] Trial 4440 finished with value: 0.9974321616966905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:25:13,854] Trial 4441 finished with value: 0.9930009508242904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 3, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:25:16,157] Trial 4442 finished with value: 0.9975677898357164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:25:18,459] Trial 4443 finished with value: 0.997551746704345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:25:23,925] Trial 4444 finished with value: 0.9968587109966464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 24, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:25:26,671] Trial 4445 finished with value: 0.9973106172541044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:25:27,979] Trial 4446 finished with value: 0.9962721515886797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 80}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:25:29,096] Trial 4447 finished with value: 0.9963894204907987 and parameters: {'classifier': 'SVC', 'svc_c': 31400.841728611063, 'svc_kernel': 'rbf'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:25:31,366] Trial 4448 finished with value: 0.9976389836432581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 90}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:25:33,512] Trial 4449 finished with value: 0.9974625108485436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:25:36,776] Trial 4450 finished with value: 0.9955365867358538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 29, 'rf_n_estimators': 112}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:25:38,941] Trial 4451 finished with value: 0.9972223983443342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:25:40,281] Trial 4452 finished with value: 0.996429626167196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 33}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:25:42,234] Trial 4453 finished with value: 0.9975315268643504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:25:45,563] Trial 4454 finished with value: 0.9975238494645334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:25:47,916] Trial 4455 finished with value: 0.9973061730266591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:25:52,582] Trial 4456 finished with value: 0.997340987575142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:25:55,184] Trial 4457 finished with value: 0.9973888935026496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:25:56,754] Trial 4458 finished with value: 0.9957403506715607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:26:08,826] Trial 4459 finished with value: 0.9967955644307575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 53, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:26:10,633] Trial 4460 finished with value: 0.997437485222862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:26:11,585] Trial 4461 finished with value: 0.9971617884941759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 38}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:26:13,886] Trial 4462 finished with value: 0.9973914935672434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:26:15,662] Trial 4463 finished with value: 0.9974245277143305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:26:20,403] Trial 4464 finished with value: 0.9966607931200194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 18, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:26:21,264] Trial 4465 finished with value: 0.9893985084384959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:26:23,549] Trial 4466 finished with value: 0.9973633764154709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:26:25,150] Trial 4467 finished with value: 0.9866083685003186 and parameters: {'classifier': 'SVC', 'svc_c': 69793019.01204959, 'svc_kernel': 'sigmoid'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:26:31,443] Trial 4468 finished with value: 0.9960063869207575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 44, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:26:33,485] Trial 4469 finished with value: 0.9970264823044833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:26:34,033] Trial 4470 finished with value: 0.996192998802606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 12}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:26:34,841] Trial 4471 finished with value: 0.9910030321566534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 4, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:26:37,542] Trial 4472 finished with value: 0.9974347533507387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:26:39,877] Trial 4473 finished with value: 0.9972641632723876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:26:56,753] Trial 4474 finished with value: 0.9965024568890533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 71, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:27:03,555] Trial 4475 finished with value: 0.9970781840222486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 31, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:27:04,579] Trial 4476 finished with value: 0.9968155696272838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:27:06,148] Trial 4477 finished with value: 0.9972693242052593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 63}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:27:07,958] Trial 4478 finished with value: 0.9974845605058554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 86}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:27:09,796] Trial 4479 finished with value: 0.9972825711952447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:27:13,636] Trial 4480 finished with value: 0.9975201809115468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:27:18,564] Trial 4481 finished with value: 0.997144375554718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:27:21,463] Trial 4482 finished with value: 0.9969432339953537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:27:25,259] Trial 4483 finished with value: 0.9971632473588308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 94}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:27:26,280] Trial 4484 finished with value: 0.9974628220387264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 43}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:27:28,584] Trial 4485 finished with value: 0.9949647392762055 and parameters: {'classifier': 'SVC', 'svc_c': 382945.2356174825, 'svc_kernel': 'rbf'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:27:30,907] Trial 4486 finished with value: 0.9973251920311866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:27:34,009] Trial 4487 finished with value: 0.9972494398032087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:27:47,554] Trial 4488 finished with value: 0.9957613599602656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 60, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:27:49,989] Trial 4489 finished with value: 0.9968480196064462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:27:53,879] Trial 4490 finished with value: 0.9971449081168055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:27:56,000] Trial 4491 finished with value: 0.9975093448282265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:27:58,825] Trial 4492 finished with value: 0.9973111668277101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:28:00,757] Trial 4493 finished with value: 0.9972528449633012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:28:02,385] Trial 4494 finished with value: 0.9974691917098042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:28:04,795] Trial 4495 finished with value: 0.9975103675822948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:28:05,979] Trial 4496 finished with value: 0.9971297380000547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:28:07,086] Trial 4497 finished with value: 0.9953767833249009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 82}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:28:09,817] Trial 4498 finished with value: 0.997331233944894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:28:12,102] Trial 4499 finished with value: 0.9974864259013669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:28:13,518] Trial 4500 finished with value: 0.991048515117091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:28:14,908] Trial 4501 finished with value: 0.9966267329181214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:28:17,234] Trial 4502 finished with value: 0.9977213140603656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:28:21,085] Trial 4503 finished with value: 0.9964897725804295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 24, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:28:22,912] Trial 4504 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 4.4867411978579305e-05, 'svc_kernel': 'sigmoid'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:28:36,499] Trial 4505 finished with value: 0.9962601391080813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 70, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:28:37,799] Trial 4506 finished with value: 0.9970766006497828 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:28:41,214] Trial 4507 finished with value: 0.9969611461403581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 112}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:28:43,826] Trial 4508 finished with value: 0.9975519801683922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:28:45,666] Trial 4509 finished with value: 0.9973537048911894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 70}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:28:47,829] Trial 4510 finished with value: 0.9973618838451584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:28:48,798] Trial 4511 finished with value: 0.9969714329674515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:28:51,036] Trial 4512 finished with value: 0.9973338738405616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:28:56,065] Trial 4513 finished with value: 0.99695211143719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 20, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:28:58,004] Trial 4514 finished with value: 0.9974161415118262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:29:00,518] Trial 4515 finished with value: 0.9974113989480508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:29:01,613] Trial 4516 finished with value: 0.9971693324678298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:29:03,882] Trial 4517 finished with value: 0.9976488675576162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:29:21,541] Trial 4518 finished with value: 0.9962384875393427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 74, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:29:23,247] Trial 4519 finished with value: 0.9974364280014263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:29:38,802] Trial 4520 finished with value: 0.9962000480457583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 74, 'rf_n_estimators': 113}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:29:46,751] Trial 4521 finished with value: 0.9966747880137946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 41, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:29:51,046] Trial 4522 finished with value: 0.9972856553264031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:29:53,580] Trial 4523 finished with value: 0.9974167678276921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:33:17,162] Trial 4524 finished with value: 0.9896101289345077 and parameters: {'classifier': 'SVC', 'svc_c': 3091513004.014218, 'svc_kernel': 'rbf'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:33:19,602] Trial 4525 finished with value: 0.9975219687713505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:33:22,144] Trial 4526 finished with value: 0.9974126187945244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:33:30,498] Trial 4527 finished with value: 0.9947133198885565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 62, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:33:31,682] Trial 4528 finished with value: 0.9976192087687262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 57}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:33:37,178] Trial 4529 finished with value: 0.9971372950814646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 25, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:33:39,068] Trial 4530 finished with value: 0.9972052906918084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 77}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:33:40,978] Trial 4531 finished with value: 0.9962649106803041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:33:42,804] Trial 4532 finished with value: 0.9974461034929462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:33:56,374] Trial 4533 finished with value: 0.9962729646821312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 59, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:33:58,262] Trial 4534 finished with value: 0.9972976786931037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:34:00,805] Trial 4535 finished with value: 0.9906686092543552 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 46, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:34:03,340] Trial 4536 finished with value: 0.9973325279628572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:34:06,340] Trial 4537 finished with value: 0.9974898585147495 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:34:07,880] Trial 4538 finished with value: 0.9974206268398614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:34:10,170] Trial 4539 finished with value: 0.9972239893973734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:34:21,641] Trial 4540 finished with value: 0.9963686081675477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 52, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:34:23,778] Trial 4541 finished with value: 0.997529013825099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:34:25,631] Trial 4542 finished with value: 0.9853874616632039 and parameters: {'classifier': 'SVC', 'svc_c': 0.019299989346652804, 'svc_kernel': 'sigmoid'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:34:28,022] Trial 4543 finished with value: 0.9974934074158249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:34:32,014] Trial 4544 finished with value: 0.997088430097869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 16, 'rf_n_estimators': 125}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:34:34,247] Trial 4545 finished with value: 0.9977085604678898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:34:38,750] Trial 4546 finished with value: 0.9965710920499705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 33, 'rf_n_estimators': 67}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:34:39,989] Trial 4547 finished with value: 0.9949347173739161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 19, 'rf_n_estimators': 22}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:34:46,052] Trial 4548 finished with value: 0.9971714841710048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 27, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:34:48,571] Trial 4549 finished with value: 0.9974276937292904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:34:53,417] Trial 4550 finished with value: 0.9972761722300785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 22, 'rf_n_estimators': 125}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:34:54,575] Trial 4551 finished with value: 0.9939608942406489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:34:59,838] Trial 4552 finished with value: 0.9970336361557787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 29, 'rf_n_estimators': 111}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:35:02,026] Trial 4553 finished with value: 0.9974824001699698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:35:03,781] Trial 4554 finished with value: 0.9976362854133165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:35:06,640] Trial 4555 finished with value: 0.997479292140167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:35:09,585] Trial 4556 finished with value: 0.9973118646490816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:35:11,374] Trial 4557 finished with value: 0.9976731318861113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:35:13,836] Trial 4558 finished with value: 0.9975091111420138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:35:15,986] Trial 4559 finished with value: 0.9973791955406913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:35:17,732] Trial 4560 finished with value: 0.9852914333556594 and parameters: {'classifier': 'SVC', 'svc_c': 0.0012472033631692316, 'svc_kernel': 'rbf'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:35:20,302] Trial 4561 finished with value: 0.9974958122605497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:35:21,967] Trial 4562 finished with value: 0.9971964530493077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 113}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:35:34,381] Trial 4563 finished with value: 0.9968276514869481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 56, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:35:38,312] Trial 4564 finished with value: 0.9977339111532197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:35:41,829] Trial 4565 finished with value: 0.9973686320859964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 111}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:35:45,247] Trial 4566 finished with value: 0.997502749056296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 112}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:35:48,612] Trial 4567 finished with value: 0.9970531427180408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 112}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:35:50,850] Trial 4568 finished with value: 0.9963606953359329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 15, 'rf_n_estimators': 111}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:35:54,192] Trial 4569 finished with value: 0.9972772527471382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 113}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:35:57,094] Trial 4570 finished with value: 0.9970317127116344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:35:58,184] Trial 4571 finished with value: 0.9904520933448056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 14, 'rf_n_estimators': 110}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:36:02,101] Trial 4572 finished with value: 0.9970280477132935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 17, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:36:04,998] Trial 4573 finished with value: 0.9972767791858207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:36:08,833] Trial 4574 finished with value: 0.9975568849446129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:36:12,473] Trial 4575 finished with value: 0.9973519532760763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:36:15,667] Trial 4576 finished with value: 0.9974314708259207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:36:18,324] Trial 4577 finished with value: 0.9973784644579928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:36:21,870] Trial 4578 finished with value: 0.997092436373929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:36:22,699] Trial 4579 finished with value: 0.9920286485715489 and parameters: {'classifier': 'SVC', 'svc_c': 120.78816533199014, 'svc_kernel': 'sigmoid'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:36:26,516] Trial 4580 finished with value: 0.9973765470757888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:36:29,753] Trial 4581 finished with value: 0.9974904821328935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:36:32,576] Trial 4582 finished with value: 0.9975556304086064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:36:35,677] Trial 4583 finished with value: 0.9973302222990933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:36:39,372] Trial 4584 finished with value: 0.9970891990121532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 110}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:36:41,015] Trial 4585 finished with value: 0.9973590484757185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:36:43,905] Trial 4586 finished with value: 0.997328023750767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:36:44,864] Trial 4587 finished with value: 0.9969278012156808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:36:47,114] Trial 4588 finished with value: 0.9972960666295697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:36:48,421] Trial 4589 finished with value: 0.9964984409329315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:36:51,468] Trial 4590 finished with value: 0.9974420014318813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:36:53,519] Trial 4591 finished with value: 0.997413703786629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:36:56,818] Trial 4592 finished with value: 0.9971203497048599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 110}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:36:59,874] Trial 4593 finished with value: 0.9973927048127441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:37:01,917] Trial 4594 finished with value: 0.9975526281929872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 91}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:37:03,694] Trial 4595 finished with value: 0.9970773948591795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 88}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:37:07,757] Trial 4596 finished with value: 0.9970450431405785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:37:09,928] Trial 4597 finished with value: 0.9974064424707789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:37:11,790] Trial 4598 finished with value: 0.9974355962143472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:37:13,718] Trial 4599 finished with value: 0.9850752810038399 and parameters: {'classifier': 'SVC', 'svc_c': 8.804421085966577e-10, 'svc_kernel': 'rbf'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:37:15,425] Trial 4600 finished with value: 0.9973813755540798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:37:18,362] Trial 4601 finished with value: 0.99657563768003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:37:20,802] Trial 4602 finished with value: 0.9975784661186724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:37:22,892] Trial 4603 finished with value: 0.9972704622948833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:37:25,107] Trial 4604 finished with value: 0.9974005222719469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:37:27,593] Trial 4605 finished with value: 0.9974966520773193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:37:30,691] Trial 4606 finished with value: 0.9973463170045643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:37:32,793] Trial 4607 finished with value: 0.9973248601796261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:37:34,135] Trial 4608 finished with value: 0.9973817099764105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:37:35,967] Trial 4609 finished with value: 0.9973367917285606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:37:38,732] Trial 4610 finished with value: 0.9975061368557533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:37:40,951] Trial 4611 finished with value: 0.9969892102580872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:37:44,733] Trial 4612 finished with value: 0.9972223154131821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:37:45,961] Trial 4613 finished with value: 0.9976032400944858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 74}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:37:48,147] Trial 4614 finished with value: 0.9968716124242952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:37:50,041] Trial 4615 finished with value: 0.9974405188907477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:37:51,565] Trial 4616 finished with value: 0.9962114994318907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:37:52,471] Trial 4617 finished with value: 0.9911797842132156 and parameters: {'classifier': 'SVC', 'svc_c': 32.562714359880204, 'svc_kernel': 'sigmoid'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:37:55,093] Trial 4618 finished with value: 0.9975170535533584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:37:57,415] Trial 4619 finished with value: 0.9974026847977481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:37:59,777] Trial 4620 finished with value: 0.9970504181773739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:38:03,104] Trial 4621 finished with value: 0.9974317305372175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 109}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:38:04,101] Trial 4622 finished with value: 0.9968391580653014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 26}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:38:06,363] Trial 4623 finished with value: 0.9973793396625291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 95}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:38:08,537] Trial 4624 finished with value: 0.9975240630606507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:38:10,266] Trial 4625 finished with value: 0.9972640654878947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:38:11,780] Trial 4626 finished with value: 0.9971631981015983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 5, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:38:13,903] Trial 4627 finished with value: 0.9968397211592558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:38:15,535] Trial 4628 finished with value: 0.9975712552978332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 85}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:38:17,959] Trial 4629 finished with value: 0.9973454946753818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:38:23,489] Trial 4630 finished with value: 0.9924284022425282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 62, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:38:25,416] Trial 4631 finished with value: 0.9974371539743218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:38:29,729] Trial 4632 finished with value: 0.997416344602696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 18, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:38:31,768] Trial 4633 finished with value: 0.9972207726334998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:38:35,089] Trial 4634 finished with value: 0.9972425400138626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:38:36,884] Trial 4635 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.541556394010089e-07, 'svc_kernel': 'rbf'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:38:40,100] Trial 4636 finished with value: 0.9972806024611063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 15, 'rf_n_estimators': 125}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:38:44,292] Trial 4637 finished with value: 0.9917219420982035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 65, 'rf_n_estimators': 112}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:38:44,998] Trial 4638 finished with value: 0.99690340031897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 52}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:38:48,031] Trial 4639 finished with value: 0.9973796832888534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:38:50,090] Trial 4640 finished with value: 0.9974414421782138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:38:52,106] Trial 4641 finished with value: 0.9974634726975675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:38:54,342] Trial 4642 finished with value: 0.9973422238935895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:38:55,903] Trial 4643 finished with value: 0.9973535618484405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:38:58,128] Trial 4644 finished with value: 0.997224526085389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 83}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:38:59,741] Trial 4645 finished with value: 0.9976053673912099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:39:02,541] Trial 4646 finished with value: 0.9972603839541039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:39:04,933] Trial 4647 finished with value: 0.996733330171019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 65}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:39:05,705] Trial 4648 finished with value: 0.9951530911888312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 4, 'rf_n_estimators': 79}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:39:07,872] Trial 4649 finished with value: 0.997449163439819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:39:09,942] Trial 4650 finished with value: 0.9973559700891214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:39:11,757] Trial 4651 finished with value: 0.9975213085911371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:39:14,174] Trial 4652 finished with value: 0.9976324012012486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:39:17,009] Trial 4653 finished with value: 0.9972498377648306 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:39:18,753] Trial 4654 finished with value: 0.9855236297909876 and parameters: {'classifier': 'SVC', 'svc_c': 0.3578684793856606, 'svc_kernel': 'sigmoid'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:39:21,430] Trial 4655 finished with value: 0.9964994790164089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:39:23,245] Trial 4656 finished with value: 0.9976305536424411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:39:40,495] Trial 4657 finished with value: 0.9954303611973286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 74, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:39:43,311] Trial 4658 finished with value: 0.997548660351533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:39:54,848] Trial 4659 finished with value: 0.9961837682130731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 67, 'rf_n_estimators': 111}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:39:56,036] Trial 4660 finished with value: 0.9972480075349205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:39:57,862] Trial 4661 finished with value: 0.9975606529642014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:40:00,310] Trial 4662 finished with value: 0.9968024977353339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:40:02,832] Trial 4663 finished with value: 0.9973133096125331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:40:04,884] Trial 4664 finished with value: 0.9972483687440454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:40:06,695] Trial 4665 finished with value: 0.9969677334382673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:40:09,520] Trial 4666 finished with value: 0.9974266691978994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:40:11,116] Trial 4667 finished with value: 0.9972879337273047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 55}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:40:13,162] Trial 4668 finished with value: 0.9974016989231284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:40:14,377] Trial 4669 finished with value: 0.9863843465756522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:40:17,866] Trial 4670 finished with value: 0.9974085994424464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:40:21,600] Trial 4671 finished with value: 0.9972410965420929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:40:22,495] Trial 4672 finished with value: 0.9969680782706319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 31}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:40:24,286] Trial 4673 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.085089339666573e-05, 'svc_kernel': 'rbf'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:40:27,438] Trial 4674 finished with value: 0.9959946793462359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 30, 'rf_n_estimators': 49}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:40:29,212] Trial 4675 finished with value: 0.9974361095432628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:40:32,168] Trial 4676 finished with value: 0.9971804747584815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:40:34,106] Trial 4677 finished with value: 0.9974336270993541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:40:35,649] Trial 4678 finished with value: 0.9972373670205861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:40:45,912] Trial 4679 finished with value: 0.9967595477772916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 47, 'rf_n_estimators': 111}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:40:48,155] Trial 4680 finished with value: 0.9974803935407698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:40:51,261] Trial 4681 finished with value: 0.997662121942534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:40:53,428] Trial 4682 finished with value: 0.9976282430910391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:40:55,685] Trial 4683 finished with value: 0.9975041143258617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:40:58,418] Trial 4684 finished with value: 0.9975553730141767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:41:00,354] Trial 4685 finished with value: 0.9976596504482034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:41:02,776] Trial 4686 finished with value: 0.9975359901028021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:41:07,173] Trial 4687 finished with value: 0.9973548840179278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:41:08,615] Trial 4688 finished with value: 0.9968362868955021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 6, 'rf_n_estimators': 93}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:41:12,208] Trial 4689 finished with value: 0.9975748338103764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:41:13,843] Trial 4690 finished with value: 0.9973466148648259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:41:15,378] Trial 4691 finished with value: 0.9867125702076981 and parameters: {'classifier': 'SVC', 'svc_c': 2516467.0797923184, 'svc_kernel': 'sigmoid'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:41:18,283] Trial 4692 finished with value: 0.9973743425924738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:41:21,121] Trial 4693 finished with value: 0.9973391292254458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:41:22,279] Trial 4694 finished with value: 0.9953816702326795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:41:25,240] Trial 4695 finished with value: 0.9973014424598129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:41:26,996] Trial 4696 finished with value: 0.9964045824191693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:41:29,212] Trial 4697 finished with value: 0.9972917537653233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:41:30,970] Trial 4698 finished with value: 0.9966804225714593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:41:32,326] Trial 4699 finished with value: 0.9975143160318872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 60}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:41:36,087] Trial 4700 finished with value: 0.9972781877776301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 16, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:41:37,303] Trial 4701 finished with value: 0.9972221735447356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:41:38,299] Trial 4702 finished with value: 0.9970221975600232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 1, 'rf_n_estimators': 111}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:41:40,068] Trial 4703 finished with value: 0.9974075724037607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:41:42,400] Trial 4704 finished with value: 0.9973460317759898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:41:44,434] Trial 4705 finished with value: 0.9973991909302043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:41:48,141] Trial 4706 finished with value: 0.9973767865700386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 18, 'rf_n_estimators': 113}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:41:49,221] Trial 4707 finished with value: 0.9972225634766668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:41:52,723] Trial 4708 finished with value: 0.9970721305559431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:41:54,461] Trial 4709 finished with value: 0.9974060437474473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:42:01,326] Trial 4710 finished with value: 0.9971414190734235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 32, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:43:00,027] Trial 4711 finished with value: 0.9902399310192375 and parameters: {'classifier': 'SVC', 'svc_c': 177293355.29983383, 'svc_kernel': 'rbf'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:43:02,734] Trial 4712 finished with value: 0.9973752568028985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:43:03,723] Trial 4713 finished with value: 0.9936007387825181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:43:19,077] Trial 4714 finished with value: 0.9964290526949459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 67, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:43:22,068] Trial 4715 finished with value: 0.9971436740517493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:43:32,490] Trial 4716 finished with value: 0.9969957034213629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 48, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:43:34,003] Trial 4717 finished with value: 0.9973326119730984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:43:35,692] Trial 4718 finished with value: 0.9974182430691072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:43:38,370] Trial 4719 finished with value: 0.9975905357592424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:43:40,523] Trial 4720 finished with value: 0.9971655455959243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:43:41,489] Trial 4721 finished with value: 0.9955386764548951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 3, 'rf_n_estimators': 112}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:43:43,902] Trial 4722 finished with value: 0.9973736592118502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:43:45,835] Trial 4723 finished with value: 0.9974967441807268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:43:48,480] Trial 4724 finished with value: 0.9971094067600049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:43:51,172] Trial 4725 finished with value: 0.9972377540961057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 108}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:43:52,851] Trial 4726 finished with value: 0.9970072246626295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:43:55,776] Trial 4727 finished with value: 0.9974738377268649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:43:57,373] Trial 4728 finished with value: 0.9966255063114736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 19, 'rf_n_estimators': 35}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:43:58,907] Trial 4729 finished with value: 0.9867374678978748 and parameters: {'classifier': 'SVC', 'svc_c': 24185926.038460173, 'svc_kernel': 'sigmoid'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:44:01,797] Trial 4730 finished with value: 0.9974401641244178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:44:02,639] Trial 4731 finished with value: 0.9894555686576069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:44:04,405] Trial 4732 finished with value: 0.9972845136503955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:44:09,150] Trial 4733 finished with value: 0.9939031976130172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 55, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:44:11,709] Trial 4734 finished with value: 0.9977438998978863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:44:14,420] Trial 4735 finished with value: 0.9975211684682755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:44:16,924] Trial 4736 finished with value: 0.997197536517993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:44:21,190] Trial 4737 finished with value: 0.9972570401116486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 19, 'rf_n_estimators': 125}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:44:26,232] Trial 4738 finished with value: 0.9970766164552608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 20, 'rf_n_estimators': 125}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:44:28,629] Trial 4739 finished with value: 0.9975815213683351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:44:31,274] Trial 4740 finished with value: 0.9975553041111794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:44:33,645] Trial 4741 finished with value: 0.9976824350919764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:44:36,258] Trial 4742 finished with value: 0.9973168452154252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:44:38,653] Trial 4743 finished with value: 0.9974110767765518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:44:40,944] Trial 4744 finished with value: 0.9974379883004333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:44:43,211] Trial 4745 finished with value: 0.9975750164937716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:44:47,762] Trial 4746 finished with value: 0.9973351496092281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 20, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:44:48,821] Trial 4747 finished with value: 0.9972869691488208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 40}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:44:50,560] Trial 4748 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.0797628927068324e-06, 'svc_kernel': 'rbf'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:44:52,949] Trial 4749 finished with value: 0.9975267450725213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:44:55,616] Trial 4750 finished with value: 0.9976690843825095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:44:58,308] Trial 4751 finished with value: 0.9974959276595814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:45:08,129] Trial 4752 finished with value: 0.9967379402290307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 49, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:45:10,287] Trial 4753 finished with value: 0.9974941976579831 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:45:12,414] Trial 4754 finished with value: 0.997662951317532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:45:14,823] Trial 4755 finished with value: 0.9975333934976404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:45:16,961] Trial 4756 finished with value: 0.9971843531625123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:45:19,166] Trial 4757 finished with value: 0.997255625807016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:45:20,919] Trial 4758 finished with value: 0.9970659535657017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 71}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:45:22,801] Trial 4759 finished with value: 0.9972133259365322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 98}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:45:26,669] Trial 4760 finished with value: 0.9973328898384782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 108}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:45:29,750] Trial 4761 finished with value: 0.9974032778205494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:45:31,481] Trial 4762 finished with value: 0.9973623814320717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 90}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:45:33,416] Trial 4763 finished with value: 0.997564176094096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:45:36,010] Trial 4764 finished with value: 0.996091254180547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 21, 'rf_n_estimators': 112}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:45:46,198] Trial 4765 finished with value: 0.9965478278464156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 43, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:45:48,505] Trial 4766 finished with value: 0.9973713192076703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:45:50,341] Trial 4767 finished with value: 0.9852055630193042 and parameters: {'classifier': 'SVC', 'svc_c': 0.0002437180996814519, 'svc_kernel': 'sigmoid'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:45:51,926] Trial 4768 finished with value: 0.996835140934877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 75}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:45:53,908] Trial 4769 finished with value: 0.9972237212437934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:45:55,812] Trial 4770 finished with value: 0.997658227828239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:45:58,403] Trial 4771 finished with value: 0.9973952452418097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:46:01,084] Trial 4772 finished with value: 0.9975549783850353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:46:03,360] Trial 4773 finished with value: 0.9972591314493235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:46:07,469] Trial 4774 finished with value: 0.9972244513743548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 19, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:46:15,386] Trial 4775 finished with value: 0.9954132364698084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 57, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:46:17,813] Trial 4776 finished with value: 0.9933459071254852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 43, 'rf_n_estimators': 87}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:46:20,516] Trial 4777 finished with value: 0.9974324395620703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:46:27,281] Trial 4778 finished with value: 0.9972242508225174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 30, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:46:29,728] Trial 4779 finished with value: 0.997229630556523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:46:32,025] Trial 4780 finished with value: 0.9972716740481905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:46:33,929] Trial 4781 finished with value: 0.9973157263907111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:46:36,186] Trial 4782 finished with value: 0.9975169454540455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:46:38,099] Trial 4783 finished with value: 0.9974174022049866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:46:40,941] Trial 4784 finished with value: 0.9975189999440097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:46:42,965] Trial 4785 finished with value: 0.9975635955442925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:46:48,073] Trial 4786 finished with value: 0.9970382147297862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 22, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:46:48,873] Trial 4787 finished with value: 0.9943661333328658 and parameters: {'classifier': 'SVC', 'svc_c': 403.1763691518668, 'svc_kernel': 'rbf'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:46:51,426] Trial 4788 finished with value: 0.9971931917888878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:46:55,011] Trial 4789 finished with value: 0.9973961272382583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 18, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:46:57,199] Trial 4790 finished with value: 0.9974567602253512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:47:00,081] Trial 4791 finished with value: 0.9975928848087259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:47:02,160] Trial 4792 finished with value: 0.9972574837123814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:47:04,033] Trial 4793 finished with value: 0.9976108589378635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:47:05,281] Trial 4794 finished with value: 0.9952298029172278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:47:07,719] Trial 4795 finished with value: 0.9976343015719342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:47:09,852] Trial 4796 finished with value: 0.9968969736148724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:47:12,035] Trial 4797 finished with value: 0.9967563193656056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:47:13,610] Trial 4798 finished with value: 0.9956585932823724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:47:14,928] Trial 4799 finished with value: 0.9909037276401346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 20, 'rf_n_estimators': 109}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:47:16,967] Trial 4800 finished with value: 0.9975219310667164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:47:18,417] Trial 4801 finished with value: 0.9972855676663027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:47:20,638] Trial 4802 finished with value: 0.9977238342406461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:47:26,572] Trial 4803 finished with value: 0.9966597392945399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 26, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:47:28,692] Trial 4804 finished with value: 0.9969207102371799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:47:30,575] Trial 4805 finished with value: 0.9853433806296149 and parameters: {'classifier': 'SVC', 'svc_c': 0.0030758206177443396, 'svc_kernel': 'sigmoid'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:47:48,296] Trial 4806 finished with value: 0.9960437773812862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 74, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:47:50,890] Trial 4807 finished with value: 0.997065427922478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:47:59,783] Trial 4808 finished with value: 0.9965610095197874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 38, 'rf_n_estimators': 125}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:48:01,042] Trial 4809 finished with value: 0.9973731734631763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 62}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:48:03,507] Trial 4810 finished with value: 0.99706481195317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:48:05,217] Trial 4811 finished with value: 0.99755760891802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:48:07,903] Trial 4812 finished with value: 0.9967872214870207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 28, 'rf_n_estimators': 45}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:48:12,089] Trial 4813 finished with value: 0.9973006359678461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:48:20,487] Trial 4814 finished with value: 0.997175747619329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 39, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:48:26,043] Trial 4815 finished with value: 0.9971601592604338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 24, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:48:28,254] Trial 4816 finished with value: 0.9973999216955237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:48:36,291] Trial 4817 finished with value: 0.9966762922001812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 38, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:48:39,362] Trial 4818 finished with value: 0.9975805873534561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:48:42,031] Trial 4819 finished with value: 0.9974241008394752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:48:42,863] Trial 4820 finished with value: 0.9936296079322702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 80}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:48:46,985] Trial 4821 finished with value: 0.9967745911645776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:48:48,004] Trial 4822 finished with value: 0.9893798041470588 and parameters: {'classifier': 'SVC', 'svc_c': 3.543492422954074, 'svc_kernel': 'rbf'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:48:49,513] Trial 4823 finished with value: 0.9971826561683376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 96}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:48:51,754] Trial 4824 finished with value: 0.9974156987997548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:48:54,094] Trial 4825 finished with value: 0.9974198907425734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:48:55,977] Trial 4826 finished with value: 0.9972990533253521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:48:57,069] Trial 4827 finished with value: 0.996803887220923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:48:58,992] Trial 4828 finished with value: 0.9974802312648491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:49:02,663] Trial 4829 finished with value: 0.9963342613406073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 21, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:49:05,088] Trial 4830 finished with value: 0.9973481079429449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:49:07,166] Trial 4831 finished with value: 0.9973174000575237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:49:09,441] Trial 4832 finished with value: 0.9971721717410323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:49:10,317] Trial 4833 finished with value: 0.9936962452871257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 46, 'rf_n_estimators': 6}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:49:12,737] Trial 4834 finished with value: 0.9971564521458895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:49:14,303] Trial 4835 finished with value: 0.9969394144016653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:49:15,822] Trial 4836 finished with value: 0.9974535114379287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 68}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:49:29,778] Trial 4837 finished with value: 0.9963326711127535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 58, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:49:32,006] Trial 4838 finished with value: 0.9971379542143269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:49:34,131] Trial 4839 finished with value: 0.9975730018983571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:49:37,069] Trial 4840 finished with value: 0.9974355710144489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:49:38,975] Trial 4841 finished with value: 0.9853933611054445 and parameters: {'classifier': 'SVC', 'svc_c': 0.040106608112218625, 'svc_kernel': 'sigmoid'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:49:40,610] Trial 4842 finished with value: 0.997457057704758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:49:45,581] Trial 4843 finished with value: 0.997291800927854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 23, 'rf_n_estimators': 111}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:49:47,266] Trial 4844 finished with value: 0.997386887539946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:49:50,070] Trial 4845 finished with value: 0.9974272991318868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:49:52,308] Trial 4846 finished with value: 0.9975635268634608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:49:54,920] Trial 4847 finished with value: 0.9963080239616184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 18, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:49:56,772] Trial 4848 finished with value: 0.9972568785656998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:49:59,129] Trial 4849 finished with value: 0.9976763330666726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:50:01,782] Trial 4850 finished with value: 0.9975393949137775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:50:03,169] Trial 4851 finished with value: 0.9972337373147981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:50:05,962] Trial 4852 finished with value: 0.9974457787506769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:50:11,660] Trial 4853 finished with value: 0.9974284541378156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 26, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:50:13,632] Trial 4854 finished with value: 0.9976981669062135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:50:15,585] Trial 4855 finished with value: 0.9972715501433997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:50:18,368] Trial 4856 finished with value: 0.9972832112853625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:50:19,024] Trial 4857 finished with value: 0.9894535668843071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 1, 'rf_n_estimators': 92}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:50:23,698] Trial 4858 finished with value: 0.9972376277157581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:50:28,000] Trial 4859 finished with value: 0.9970328610526025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 17, 'rf_n_estimators': 128}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:50:29,775] Trial 4860 finished with value: 0.9850747892567014 and parameters: {'classifier': 'SVC', 'svc_c': 2.829199245825048e-10, 'svc_kernel': 'rbf'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:50:32,614] Trial 4861 finished with value: 0.9974112513667809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:50:45,172] Trial 4862 finished with value: 0.9963944425385874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 54, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:50:47,523] Trial 4863 finished with value: 0.99679630789124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:50:50,040] Trial 4864 finished with value: 0.9971897026502919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:50:51,763] Trial 4865 finished with value: 0.990712161343978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 31, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:50:54,010] Trial 4866 finished with value: 0.9974700522831651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:50:55,149] Trial 4867 finished with value: 0.9972366699609244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 83}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:50:56,856] Trial 4868 finished with value: 0.9975106981008631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 102}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:51:05,704] Trial 4869 finished with value: 0.9969665891914893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 44, 'rf_n_estimators': 113}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:51:07,648] Trial 4870 finished with value: 0.9973222048593356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:51:10,144] Trial 4871 finished with value: 0.9973107049142048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:51:12,219] Trial 4872 finished with value: 0.9971487698584348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:51:14,889] Trial 4873 finished with value: 0.9973762452482887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:51:17,244] Trial 4874 finished with value: 0.9975177264287346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:51:18,439] Trial 4875 finished with value: 0.9943737090444272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:51:21,358] Trial 4876 finished with value: 0.9968941146324296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:51:23,485] Trial 4877 finished with value: 0.9973246509316022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:51:26,991] Trial 4878 finished with value: 0.9974255839518914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 113}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:51:28,858] Trial 4879 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 2.847325607804868e-09, 'svc_kernel': 'sigmoid'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:51:33,413] Trial 4880 finished with value: 0.9971269511578756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 21, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:51:35,940] Trial 4881 finished with value: 0.9972296001833457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:51:38,503] Trial 4882 finished with value: 0.9972463898537768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:51:40,423] Trial 4883 finished with value: 0.9975547729455602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:51:41,619] Trial 4884 finished with value: 0.9973683488251722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 58}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:51:46,372] Trial 4885 finished with value: 0.9971561221351277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 125}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:51:48,519] Trial 4886 finished with value: 0.9973761795190823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:51:50,079] Trial 4887 finished with value: 0.9973906419439723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:51:52,231] Trial 4888 finished with value: 0.9972510178437061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:51:58,038] Trial 4889 finished with value: 0.9971402100813141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 27, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:52:01,073] Trial 4890 finished with value: 0.997296827641115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:52:01,715] Trial 4891 finished with value: 0.9970079254673644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 17}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:52:04,236] Trial 4892 finished with value: 0.9973378070876965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:52:08,671] Trial 4893 finished with value: 0.9945664131763045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 47, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:52:18,690] Trial 4894 finished with value: 0.9965017283771251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 43, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:52:21,592] Trial 4895 finished with value: 0.9971979500629273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:52:22,869] Trial 4896 finished with value: 0.9972666390830737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:52:24,553] Trial 4897 finished with value: 0.9965667481143129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:52:28,664] Trial 4898 finished with value: 0.9969832550523431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 23, 'rf_n_estimators': 112}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:52:29,932] Trial 4899 finished with value: 0.9963054014265862 and parameters: {'classifier': 'SVC', 'svc_c': 78226.60818000656, 'svc_kernel': 'rbf'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:52:34,440] Trial 4900 finished with value: 0.9972814581150917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:52:35,860] Trial 4901 finished with value: 0.997277653469958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 109}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:52:37,214] Trial 4902 finished with value: 0.9973761752662028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 4, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:52:39,467] Trial 4903 finished with value: 0.99755197337648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:52:51,497] Trial 4904 finished with value: 0.9969088104578909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 55, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:52:53,779] Trial 4905 finished with value: 0.9972095347482712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:52:55,237] Trial 4906 finished with value: 0.997082207309827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 77}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:52:57,705] Trial 4907 finished with value: 0.9974371032254078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:53:00,641] Trial 4908 finished with value: 0.9967120687881151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:53:01,599] Trial 4909 finished with value: 0.9969932992431341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 2, 'rf_n_estimators': 99}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:53:04,060] Trial 4910 finished with value: 0.9975844258311993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:53:05,465] Trial 4911 finished with value: 0.995924078402806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:53:06,509] Trial 4912 finished with value: 0.9970854021745447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:53:08,407] Trial 4913 finished with value: 0.9973560832982374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:53:11,141] Trial 4914 finished with value: 0.9976356715387102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:53:12,767] Trial 4915 finished with value: 0.9974134884766649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:53:13,712] Trial 4916 finished with value: 0.9925637644178895 and parameters: {'classifier': 'SVC', 'svc_c': 4344.145992786172, 'svc_kernel': 'sigmoid'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:53:15,499] Trial 4917 finished with value: 0.9971988817292012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:53:23,601] Trial 4918 finished with value: 0.9971445943241143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 34, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:53:28,160] Trial 4919 finished with value: 0.9969674472258178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 25, 'rf_n_estimators': 107}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:53:30,544] Trial 4920 finished with value: 0.9974540291149375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:53:32,514] Trial 4921 finished with value: 0.997378614641771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:53:35,188] Trial 4922 finished with value: 0.9971588453110645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:53:38,039] Trial 4923 finished with value: 0.996936789835407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:53:40,235] Trial 4924 finished with value: 0.9974157589113516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:53:42,225] Trial 4925 finished with value: 0.9973408464684054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:53:48,383] Trial 4926 finished with value: 0.997332851181707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 30, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:53:49,982] Trial 4927 finished with value: 0.9971501435385459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:53:52,505] Trial 4928 finished with value: 0.9971709765549126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:53:57,556] Trial 4929 finished with value: 0.9970653272815735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 125}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:53:59,677] Trial 4930 finished with value: 0.9974886304798957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:54:02,223] Trial 4931 finished with value: 0.9974082837772187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:54:03,245] Trial 4932 finished with value: 0.997197016175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 47}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:54:14,163] Trial 4933 finished with value: 0.9968916260631048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 49, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:54:15,372] Trial 4934 finished with value: 0.9917913922885847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 16, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:54:17,214] Trial 4935 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.9355568368589123e-08, 'svc_kernel': 'rbf'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:54:19,016] Trial 4936 finished with value: 0.997640825584456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:54:21,792] Trial 4937 finished with value: 0.9976726222070553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:54:29,999] Trial 4938 finished with value: 0.9969140009070165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 37, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:54:32,770] Trial 4939 finished with value: 0.9973758445889448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:54:34,714] Trial 4940 finished with value: 0.9977480186213524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:54:36,541] Trial 4941 finished with value: 0.9972882394903051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:54:38,395] Trial 4942 finished with value: 0.9975354123141967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:54:40,165] Trial 4943 finished with value: 0.9970889990315982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:54:41,813] Trial 4944 finished with value: 0.9974433686057215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:54:43,546] Trial 4945 finished with value: 0.9973580271815942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:54:45,288] Trial 4946 finished with value: 0.9976980300523564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:54:46,966] Trial 4947 finished with value: 0.9972126060255769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:54:48,874] Trial 4948 finished with value: 0.9974756136214774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:54:50,024] Trial 4949 finished with value: 0.9953330344919896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:54:52,321] Trial 4950 finished with value: 0.9973165627480488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:54:54,205] Trial 4951 finished with value: 0.997650877297131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:54:55,603] Trial 4952 finished with value: 0.9973028422602219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:54:57,320] Trial 4953 finished with value: 0.9971031143072562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:54:59,188] Trial 4954 finished with value: 0.9973508102036007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:55:00,242] Trial 4955 finished with value: 0.990300105520519 and parameters: {'classifier': 'SVC', 'svc_c': 12782.848395329464, 'svc_kernel': 'sigmoid'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:55:01,869] Trial 4956 finished with value: 0.9969861755111128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:55:03,249] Trial 4957 finished with value: 0.9964968313132164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:55:05,009] Trial 4958 finished with value: 0.997412369556737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:55:06,818] Trial 4959 finished with value: 0.9973105626966414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:55:09,389] Trial 4960 finished with value: 0.9973184648960572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:55:11,021] Trial 4961 finished with value: 0.9974802371363619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:55:12,682] Trial 4962 finished with value: 0.9971803840832797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:55:14,253] Trial 4963 finished with value: 0.9974919092279028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:55:15,991] Trial 4964 finished with value: 0.9974232401074247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:55:20,150] Trial 4965 finished with value: 0.9972572678311348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 20, 'rf_n_estimators': 112}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:55:22,096] Trial 4966 finished with value: 0.9972123437435098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:55:23,722] Trial 4967 finished with value: 0.9970487328627494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:55:25,317] Trial 4968 finished with value: 0.997140633052407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:55:26,289] Trial 4969 finished with value: 0.9963941415045349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 2, 'rf_n_estimators': 110}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:55:30,871] Trial 4970 finished with value: 0.9971868441756558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:55:33,022] Trial 4971 finished with value: 0.9975805554568592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:55:34,987] Trial 4972 finished with value: 0.9975564608309554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:55:36,580] Trial 4973 finished with value: 0.9954627234846526 and parameters: {'classifier': 'SVC', 'svc_c': 157415.3057213933, 'svc_kernel': 'rbf'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:55:42,801] Trial 4974 finished with value: 0.997168484208777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 28, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:55:44,909] Trial 4975 finished with value: 0.9972061992528856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:55:48,418] Trial 4976 finished with value: 0.9973623168454301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 111}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:55:52,369] Trial 4977 finished with value: 0.9968785669615317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 19, 'rf_n_estimators': 106}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:55:54,068] Trial 4978 finished with value: 0.997601932492698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:55:55,408] Trial 4979 finished with value: 0.9970369334704617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 4, 'rf_n_estimators': 113}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:55:56,681] Trial 4980 finished with value: 0.996981683105524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 3, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:56:02,361] Trial 4981 finished with value: 0.9971079785859067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 41, 'rf_n_estimators': 72}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:56:08,222] Trial 4982 finished with value: 0.9972595045919016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 24, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:56:09,531] Trial 4983 finished with value: 0.9960559520425919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:56:11,431] Trial 4984 finished with value: 0.99752933656788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:56:12,457] Trial 4985 finished with value: 0.9970936102321746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:56:25,088] Trial 4986 finished with value: 0.9970197543124302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 56, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:56:26,563] Trial 4987 finished with value: 0.9973699535255118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:56:31,403] Trial 4988 finished with value: 0.99723598613597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 22, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:56:33,225] Trial 4989 finished with value: 0.9976257037728006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:56:34,912] Trial 4990 finished with value: 0.9972225501784835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 94}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:56:38,891] Trial 4991 finished with value: 0.9974163296858795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 110}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:56:40,719] Trial 4992 finished with value: 0.9852058914114328 and parameters: {'classifier': 'SVC', 'svc_c': 1.0063679954580708e-10, 'svc_kernel': 'sigmoid'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:56:42,581] Trial 4993 finished with value: 0.9975555858485842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:56:44,812] Trial 4994 finished with value: 0.9976048311157872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 89}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:56:46,728] Trial 4995 finished with value: 0.9975152163093707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:56:48,504] Trial 4996 finished with value: 0.9973667113078362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:56:52,027] Trial 4997 finished with value: 0.9975083169960932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 107}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:56:52,901] Trial 4998 finished with value: 0.9927534204093953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:56:55,107] Trial 4999 finished with value: 0.9972902278384702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:57:02,318] Trial 5000 finished with value: 0.9970933171960749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 35, 'rf_n_estimators': 112}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:57:04,045] Trial 5001 finished with value: 0.9972323601752553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:57:05,921] Trial 5002 finished with value: 0.9976354480086278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:57:06,638] Trial 5003 finished with value: 0.9897534793824899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 66}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:57:18,063] Trial 5004 finished with value: 0.9965493299698384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 49, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:57:19,483] Trial 5005 finished with value: 0.9967161113088654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 15, 'rf_n_estimators': 53}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:57:22,405] Trial 5006 finished with value: 0.9959942139732988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 23, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:57:23,411] Trial 5007 finished with value: 0.9974529020701053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 42}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:57:24,801] Trial 5008 finished with value: 0.9965582386417756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:57:26,530] Trial 5009 finished with value: 0.9972731554467597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:57:28,396] Trial 5010 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 7.658365570951866e-08, 'svc_kernel': 'rbf'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:57:31,115] Trial 5011 finished with value: 0.9972564108441572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:57:33,224] Trial 5012 finished with value: 0.9974031718159383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:57:37,037] Trial 5013 finished with value: 0.9972996671999587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:57:38,386] Trial 5014 finished with value: 0.9973214608910466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:57:41,228] Trial 5015 finished with value: 0.9972672495934617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:57:48,662] Trial 5016 finished with value: 0.9969769744060959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 36, 'rf_n_estimators': 109}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:57:50,300] Trial 5017 finished with value: 0.9973390901560816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 85}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:57:58,230] Trial 5018 finished with value: 0.996873254099297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 45, 'rf_n_estimators': 104}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:58:02,434] Trial 5019 finished with value: 0.9974829455224339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:58:17,208] Trial 5020 finished with value: 0.9959218529407341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 64, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:58:21,935] Trial 5021 finished with value: 0.997181390047995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:58:25,160] Trial 5022 finished with value: 0.9972758659592712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:58:30,781] Trial 5023 finished with value: 0.9969740150049139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 26, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:58:32,620] Trial 5024 finished with value: 0.9973371262143674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:58:35,947] Trial 5025 finished with value: 0.9973193459721065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:58:38,102] Trial 5026 finished with value: 0.9975247836381018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:58:46,455] Trial 5027 finished with value: 0.9963452338651916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 35, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:58:48,747] Trial 5028 finished with value: 0.9972194782029437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:58:50,583] Trial 5029 finished with value: 0.9853969664682573 and parameters: {'classifier': 'SVC', 'svc_c': 0.09701826126108826, 'svc_kernel': 'sigmoid'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:58:52,512] Trial 5030 finished with value: 0.9975761589632269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:58:56,038] Trial 5031 finished with value: 0.9973537484673365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:58:57,670] Trial 5032 finished with value: 0.9973887748028757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:58:59,422] Trial 5033 finished with value: 0.9972161990740819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:59:01,195] Trial 5034 finished with value: 0.9974550693565929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:59:03,714] Trial 5035 finished with value: 0.9973102770872121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:59:04,720] Trial 5036 finished with value: 0.9968423085286865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 2, 'rf_n_estimators': 100}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:59:08,877] Trial 5037 finished with value: 0.9974415521818011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:59:10,264] Trial 5038 finished with value: 0.9946517667560503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:59:12,594] Trial 5039 finished with value: 0.9976072635090159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:59:19,007] Trial 5040 finished with value: 0.9968105322818238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 28, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:59:20,933] Trial 5041 finished with value: 0.9975489898544884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:59:21,920] Trial 5042 finished with value: 0.9968761786522565 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 108}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:59:23,853] Trial 5043 finished with value: 0.9972383495627257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:59:26,622] Trial 5044 finished with value: 0.9973408982964083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:59:29,249] Trial 5045 finished with value: 0.997452864809802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:59:31,760] Trial 5046 finished with value: 0.9975465247394771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:59:33,575] Trial 5047 finished with value: 0.9974788035985572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:59:34,741] Trial 5048 finished with value: 0.9872337470189808 and parameters: {'classifier': 'SVC', 'svc_c': 1.006720016241683, 'svc_kernel': 'rbf'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:59:36,162] Trial 5049 finished with value: 0.9976173238544015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 64}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:59:37,777] Trial 5050 finished with value: 0.9972864126246131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:59:39,016] Trial 5051 finished with value: 0.9973637210574081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:59:43,431] Trial 5052 finished with value: 0.9971347931822189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 20, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:59:46,377] Trial 5053 finished with value: 0.9969883625068409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 17, 'rf_n_estimators': 110}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:59:50,766] Trial 5054 finished with value: 0.9970472928504116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 22, 'rf_n_estimators': 113}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:59:52,587] Trial 5055 finished with value: 0.9954135076702277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:59:53,531] Trial 5056 finished with value: 0.9958529345824686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 81}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:59:55,653] Trial 5057 finished with value: 0.9970988759318788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 21:59:59,476] Trial 5058 finished with value: 0.9941215548290065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 60, 'rf_n_estimators': 50}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:00:01,882] Trial 5059 finished with value: 0.9971932364758617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:00:08,777] Trial 5060 finished with value: 0.9972011173791412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 30, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:00:14,169] Trial 5061 finished with value: 0.9972570672475595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 25, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:00:16,125] Trial 5062 finished with value: 0.9972148962964559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 97}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:00:17,535] Trial 5063 finished with value: 0.9965429276721917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:00:18,884] Trial 5064 finished with value: 0.9972991397794121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 4, 'rf_n_estimators': 110}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:00:20,111] Trial 5065 finished with value: 0.9912614068432486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:00:23,303] Trial 5066 finished with value: 0.9976309389723758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:00:27,144] Trial 5067 finished with value: 0.9972064762930799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 102}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:00:29,985] Trial 5068 finished with value: 0.9974566766277029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:00:31,558] Trial 5069 finished with value: 0.9866070574708368 and parameters: {'classifier': 'SVC', 'svc_c': 664855981.4907596, 'svc_kernel': 'sigmoid'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:00:33,516] Trial 5070 finished with value: 0.9973984434072696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:00:36,044] Trial 5071 finished with value: 0.9967133204994477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 16, 'rf_n_estimators': 69}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:00:38,103] Trial 5072 finished with value: 0.9971979945594738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:00:40,802] Trial 5073 finished with value: 0.9975440920288697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:00:42,529] Trial 5074 finished with value: 0.9974917303530563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:00:43,811] Trial 5075 finished with value: 0.9973241853682374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 56}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:00:46,174] Trial 5076 finished with value: 0.997577940126332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:00:49,103] Trial 5077 finished with value: 0.9975025924614606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:00:51,008] Trial 5078 finished with value: 0.9976737811802224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:00:53,192] Trial 5079 finished with value: 0.9972499674141826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:00:55,502] Trial 5080 finished with value: 0.997437739411763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:00:57,033] Trial 5081 finished with value: 0.9971233017428472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:01:06,324] Trial 5082 finished with value: 0.9965896801489281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 48, 'rf_n_estimators': 109}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:01:09,560] Trial 5083 finished with value: 0.9975868093480504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:01:22,047] Trial 5084 finished with value: 0.9967396027240999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 57, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:01:22,908] Trial 5085 finished with value: 0.9931743677980598 and parameters: {'classifier': 'SVC', 'svc_c': 130.70035551038595, 'svc_kernel': 'rbf'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:01:24,836] Trial 5086 finished with value: 0.9974473130880757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:01:26,092] Trial 5087 finished with value: 0.997369906109078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:01:28,456] Trial 5088 finished with value: 0.9973522391711467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:01:30,487] Trial 5089 finished with value: 0.9974627605623997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 74}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:01:33,831] Trial 5090 finished with value: 0.997042805205509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:01:35,704] Trial 5091 finished with value: 0.9972194329764256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:01:37,945] Trial 5092 finished with value: 0.997632500921754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:01:42,267] Trial 5093 finished with value: 0.9968373022229001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 18, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:01:44,089] Trial 5094 finished with value: 0.9971598550843286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:01:47,953] Trial 5095 finished with value: 0.997046985341826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:01:55,230] Trial 5096 finished with value: 0.9971594433167169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 37, 'rf_n_estimators': 109}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:01:57,394] Trial 5097 finished with value: 0.9972500738631241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 92}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:01:59,916] Trial 5098 finished with value: 0.995937944281987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 23, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:02:06,960] Trial 5099 finished with value: 0.9973687767473786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 29, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:02:08,112] Trial 5100 finished with value: 0.9968937359357177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 2, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:02:08,812] Trial 5101 finished with value: 0.9874741878518432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 1, 'rf_n_estimators': 113}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:02:10,768] Trial 5102 finished with value: 0.9973485652861918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:02:12,902] Trial 5103 finished with value: 0.9974889040923959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:02:14,387] Trial 5104 finished with value: 0.9867040495951552 and parameters: {'classifier': 'SVC', 'svc_c': 4875143.456760916, 'svc_kernel': 'sigmoid'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:02:16,084] Trial 5105 finished with value: 0.9973893351038942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:02:18,682] Trial 5106 finished with value: 0.9972492992994925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:02:32,410] Trial 5107 finished with value: 0.9964433150123293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 68, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:02:34,611] Trial 5108 finished with value: 0.9971371894894464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:02:39,425] Trial 5109 finished with value: 0.9966774601869139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 21, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:02:42,023] Trial 5110 finished with value: 0.9976079220071199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:02:44,340] Trial 5111 finished with value: 0.9974775232913698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:02:45,545] Trial 5112 finished with value: 0.9972412209546903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 4, 'rf_n_estimators': 107}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:02:47,189] Trial 5113 finished with value: 0.9962618706330991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:02:57,904] Trial 5114 finished with value: 0.9966293531045487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 63, 'rf_n_estimators': 87}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:03:00,055] Trial 5115 finished with value: 0.9969052486712252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:03:02,958] Trial 5116 finished with value: 0.9974048597648092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:03:09,697] Trial 5117 finished with value: 0.9969182863497107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 34, 'rf_n_estimators': 110}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:03:12,856] Trial 5118 finished with value: 0.996989613392988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:03:14,596] Trial 5119 finished with value: 0.9976662918275071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:03:17,189] Trial 5120 finished with value: 0.9975056786238451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:03:18,734] Trial 5121 finished with value: 0.9975319782091324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:03:20,843] Trial 5122 finished with value: 0.9974209650390033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:03:34,803] Trial 5123 finished with value: 0.996148589154723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 58, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:03:39,898] Trial 5124 finished with value: 0.9929359247077834 and parameters: {'classifier': 'SVC', 'svc_c': 1522320.023643345, 'svc_kernel': 'rbf'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:03:41,761] Trial 5125 finished with value: 0.9969141132274711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:03:45,174] Trial 5126 finished with value: 0.9965627303808683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 20, 'rf_n_estimators': 112}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:03:52,029] Trial 5127 finished with value: 0.9970513980535292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 38, 'rf_n_estimators': 95}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:03:54,394] Trial 5128 finished with value: 0.9975233565113545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:04:01,584] Trial 5129 finished with value: 0.9971475895573937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 32, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:04:05,157] Trial 5130 finished with value: 0.9974930819435839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 103}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:04:07,028] Trial 5131 finished with value: 0.9976166937934625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:04:10,451] Trial 5132 finished with value: 0.9973953365835073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:04:13,038] Trial 5133 finished with value: 0.9971539754465422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:04:15,323] Trial 5134 finished with value: 0.9976535862862231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:04:19,459] Trial 5135 finished with value: 0.9973509738442518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 17, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:04:20,880] Trial 5136 finished with value: 0.9972574222360545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:04:23,010] Trial 5137 finished with value: 0.9973162349906785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:04:24,810] Trial 5138 finished with value: 0.9974946555407742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:04:32,819] Trial 5139 finished with value: 0.9969561347882445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 37, 'rf_n_estimators': 112}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:04:37,577] Trial 5140 finished with value: 0.9971482707481019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 19, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:04:39,441] Trial 5141 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 1.0593300574791425e-08, 'svc_kernel': 'sigmoid'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:04:42,146] Trial 5142 finished with value: 0.9972673061504128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:04:44,039] Trial 5143 finished with value: 0.9973174480135016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:04:44,990] Trial 5144 finished with value: 0.9901438517723515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:04:46,258] Trial 5145 finished with value: 0.9962372569019807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:04:49,442] Trial 5146 finished with value: 0.9956405480285841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 34, 'rf_n_estimators': 78}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:04:51,849] Trial 5147 finished with value: 0.9974468003621805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:04:53,781] Trial 5148 finished with value: 0.9976157597151077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:04:54,965] Trial 5149 finished with value: 0.9970303973975351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:04:57,402] Trial 5150 finished with value: 0.9977503910299359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:05:00,559] Trial 5151 finished with value: 0.9974507084728926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:05:02,945] Trial 5152 finished with value: 0.9976869952579976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:05:05,233] Trial 5153 finished with value: 0.9974765826750063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:05:07,759] Trial 5154 finished with value: 0.9972926806074353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:05:10,172] Trial 5155 finished with value: 0.9974772304774356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:05:12,792] Trial 5156 finished with value: 0.997372677240993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:05:15,162] Trial 5157 finished with value: 0.9975698082396799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:05:18,051] Trial 5158 finished with value: 0.9973462417222478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:05:20,488] Trial 5159 finished with value: 0.9974882849175591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:05:22,605] Trial 5160 finished with value: 0.9974538876908219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:05:24,097] Trial 5161 finished with value: 0.9912389585895568 and parameters: {'classifier': 'SVC', 'svc_c': 13.69080717110477, 'svc_kernel': 'rbf'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:05:26,725] Trial 5162 finished with value: 0.997360826496771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:05:29,123] Trial 5163 finished with value: 0.9975467276081819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:05:45,265] Trial 5164 finished with value: 0.9956855160732111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 74, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:05:46,962] Trial 5165 finished with value: 0.9968664877995898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:05:49,499] Trial 5166 finished with value: 0.9974068609985648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:05:52,277] Trial 5167 finished with value: 0.9975683513110374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:05:54,384] Trial 5168 finished with value: 0.9975133926174696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:05:56,757] Trial 5169 finished with value: 0.9975387320358423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:05:58,937] Trial 5170 finished with value: 0.9975605915196125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:06:02,106] Trial 5171 finished with value: 0.9975213069725037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:06:04,636] Trial 5172 finished with value: 0.9974368831547573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:06:05,933] Trial 5173 finished with value: 0.9944714847142054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:06:08,113] Trial 5174 finished with value: 0.9975066726551071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:06:10,496] Trial 5175 finished with value: 0.99749599745124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:06:12,845] Trial 5176 finished with value: 0.9973424020702021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:06:14,644] Trial 5177 finished with value: 0.9963585330322969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:06:17,304] Trial 5178 finished with value: 0.9976664816201937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:06:19,136] Trial 5179 finished with value: 0.9852053993786534 and parameters: {'classifier': 'SVC', 'svc_c': 0.00010886204460275075, 'svc_kernel': 'sigmoid'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:06:35,705] Trial 5180 finished with value: 0.9961852600216758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 67, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:06:38,283] Trial 5181 finished with value: 0.997396411673385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:06:40,476] Trial 5182 finished with value: 0.9975228779671858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:06:43,109] Trial 5183 finished with value: 0.9975817702252675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:06:45,502] Trial 5184 finished with value: 0.9971084611925277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:06:47,187] Trial 5185 finished with value: 0.9970289498633133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:06:49,531] Trial 5186 finished with value: 0.997380671575554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:06:51,856] Trial 5187 finished with value: 0.997657246809519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:06:54,115] Trial 5188 finished with value: 0.997556535351562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:06:56,632] Trial 5189 finished with value: 0.9973490669672951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:06:59,200] Trial 5190 finished with value: 0.9974795511849678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:07:01,773] Trial 5191 finished with value: 0.9972964204437621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:07:04,222] Trial 5192 finished with value: 0.9974903026232887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:07:12,378] Trial 5193 finished with value: 0.9969966478145377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 35, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:07:13,818] Trial 5194 finished with value: 0.9969320340686622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:07:16,116] Trial 5195 finished with value: 0.9974634960249293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:07:17,028] Trial 5196 finished with value: 0.9888095029582625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:07:23,535] Trial 5197 finished with value: 0.9912156759145399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 74, 'rf_n_estimators': 125}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:07:25,503] Trial 5198 finished with value: 0.9975521072787118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:07:27,338] Trial 5199 finished with value: 0.9852442392142026 and parameters: {'classifier': 'SVC', 'svc_c': 0.0007668144146871687, 'svc_kernel': 'rbf'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:07:30,004] Trial 5200 finished with value: 0.9971549197445032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:07:32,413] Trial 5201 finished with value: 0.997547358684734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:07:35,751] Trial 5202 finished with value: 0.997081995332343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:07:47,168] Trial 5203 finished with value: 0.9963897609115943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 49, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:07:49,699] Trial 5204 finished with value: 0.9973525528686241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:07:50,793] Trial 5205 finished with value: 0.9970730173130778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:07:52,889] Trial 5206 finished with value: 0.9971884833751009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:07:54,469] Trial 5207 finished with value: 0.9973173620037726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:07:57,062] Trial 5208 finished with value: 0.9970284501499602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 12, 'rf_n_estimators': 100}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:07:59,198] Trial 5209 finished with value: 0.9976462229330002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:08:01,758] Trial 5210 finished with value: 0.9974380295597131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:08:03,129] Trial 5211 finished with value: 0.9973029124327354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 62}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:08:05,732] Trial 5212 finished with value: 0.9975834263727551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:08:06,965] Trial 5213 finished with value: 0.9955355155497387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:08:09,598] Trial 5214 finished with value: 0.9975958672833666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:08:11,093] Trial 5215 finished with value: 0.9974602204189752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:08:12,676] Trial 5216 finished with value: 0.9866167255991621 and parameters: {'classifier': 'SVC', 'svc_c': 12436031.580561118, 'svc_kernel': 'sigmoid'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:08:15,361] Trial 5217 finished with value: 0.9975170680893201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:08:17,832] Trial 5218 finished with value: 0.9974253461714886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:08:19,523] Trial 5219 finished with value: 0.997577571014468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:08:21,616] Trial 5220 finished with value: 0.9974986935230037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:08:30,256] Trial 5221 finished with value: 0.9970209184588764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 37, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:08:39,138] Trial 5222 finished with value: 0.9964676526553906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 53, 'rf_n_estimators': 83}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:08:41,163] Trial 5223 finished with value: 0.9971591939519779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:08:43,697] Trial 5224 finished with value: 0.9976129017800157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:08:46,689] Trial 5225 finished with value: 0.9975683954267289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:08:49,047] Trial 5226 finished with value: 0.9973893553844171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:08:50,953] Trial 5227 finished with value: 0.9973669990437054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:08:53,210] Trial 5228 finished with value: 0.9975264177912195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:08:54,947] Trial 5229 finished with value: 0.9966217282627062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:08:57,118] Trial 5230 finished with value: 0.9973210214797178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:09:04,425] Trial 5231 finished with value: 0.9970992683393668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 31, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:09:05,757] Trial 5232 finished with value: 0.9967780254918072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 25}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:09:06,639] Trial 5233 finished with value: 0.9960215128583408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 59}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:09:08,203] Trial 5234 finished with value: 0.997327122076816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:09:10,168] Trial 5235 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.6508264750741117e-06, 'svc_kernel': 'rbf'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:09:12,786] Trial 5236 finished with value: 0.9973515965419962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:09:15,514] Trial 5237 finished with value: 0.9974265063506961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:09:17,571] Trial 5238 finished with value: 0.9974117881817479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:09:18,362] Trial 5239 finished with value: 0.9966116583959482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 76}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:09:27,029] Trial 5240 finished with value: 0.9962956502401572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 56, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:09:29,342] Trial 5241 finished with value: 0.9973629589032981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:09:30,687] Trial 5242 finished with value: 0.9959291283799531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 34}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:09:38,101] Trial 5243 finished with value: 0.9970468051339876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 32, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:09:40,516] Trial 5244 finished with value: 0.9972766140217503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:09:42,910] Trial 5245 finished with value: 0.9973850763210423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:09:51,485] Trial 5246 finished with value: 0.9966849361462323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 53, 'rf_n_estimators': 97}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:09:53,480] Trial 5247 finished with value: 0.9973141522539763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:09:56,001] Trial 5248 finished with value: 0.9973906777443317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:09:58,793] Trial 5249 finished with value: 0.997383020815465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:10:00,679] Trial 5250 finished with value: 0.9974751179388385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:10:02,079] Trial 5251 finished with value: 0.9975051004543847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 91}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:10:04,970] Trial 5252 finished with value: 0.9973670894967417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:10:06,994] Trial 5253 finished with value: 0.9973538227657778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:10:08,530] Trial 5254 finished with value: 0.9867325520133865 and parameters: {'classifier': 'SVC', 'svc_c': 6223854078.3771515, 'svc_kernel': 'sigmoid'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:10:09,154] Trial 5255 finished with value: 0.9938356633766344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 11}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:10:12,044] Trial 5256 finished with value: 0.9967111731761041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:10:14,264] Trial 5257 finished with value: 0.997328852808386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:10:16,205] Trial 5258 finished with value: 0.9973481995702839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:10:18,564] Trial 5259 finished with value: 0.9974562689860194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:10:20,201] Trial 5260 finished with value: 0.9972694751190092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 102}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:10:21,417] Trial 5261 finished with value: 0.9965686654330411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 70}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:10:24,812] Trial 5262 finished with value: 0.9974939762226027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:10:26,469] Trial 5263 finished with value: 0.9973364765711393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:10:28,643] Trial 5264 finished with value: 0.997324846849705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:10:29,746] Trial 5265 finished with value: 0.9971662221528979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:10:38,274] Trial 5266 finished with value: 0.9959081795202239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 62, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:10:40,951] Trial 5267 finished with value: 0.9973814836216547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:10:41,927] Trial 5268 finished with value: 0.9901963016795475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:10:43,667] Trial 5269 finished with value: 0.9971739728355433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:10:45,735] Trial 5270 finished with value: 0.9975459805295778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:10:47,872] Trial 5271 finished with value: 0.9972789485352722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:10:50,286] Trial 5272 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 2.141808783740928e-05, 'svc_kernel': 'rbf'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:10:52,682] Trial 5273 finished with value: 0.9975522073800719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:10:54,834] Trial 5274 finished with value: 0.9972487241133954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:10:56,855] Trial 5275 finished with value: 0.9971310270669046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 88}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:10:59,986] Trial 5276 finished with value: 0.9975058050676684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:11:09,836] Trial 5277 finished with value: 0.9968727443250271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 43, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:11:11,792] Trial 5278 finished with value: 0.9975158927076547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:11:12,933] Trial 5279 finished with value: 0.9943881824506331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:11:15,452] Trial 5280 finished with value: 0.997395475595542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:11:21,350] Trial 5281 finished with value: 0.996724331490376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 31, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:11:23,721] Trial 5282 finished with value: 0.9974603476879841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:11:33,200] Trial 5283 finished with value: 0.9970104763382016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 44, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:11:34,199] Trial 5284 finished with value: 0.9969478248201934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:11:36,766] Trial 5285 finished with value: 0.9972751997488555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:11:38,775] Trial 5286 finished with value: 0.9975088905952948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:11:43,858] Trial 5287 finished with value: 0.9969101315800274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 25, 'rf_n_estimators': 125}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:11:45,858] Trial 5288 finished with value: 0.9972740749256769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:11:46,913] Trial 5289 finished with value: 0.9936330648251518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:11:49,418] Trial 5290 finished with value: 0.9974990354037431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:11:51,246] Trial 5291 finished with value: 0.9854033553725069 and parameters: {'classifier': 'SVC', 'svc_c': 0.22026499206600583, 'svc_kernel': 'sigmoid'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:11:52,172] Trial 5292 finished with value: 0.9968348783989066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 30}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:11:55,803] Trial 5293 finished with value: 0.9974380932576933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:11:57,889] Trial 5294 finished with value: 0.9974945153861747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:12:04,200] Trial 5295 finished with value: 0.9971190750787576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 27, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:12:05,557] Trial 5296 finished with value: 0.9973272753709089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:12:06,798] Trial 5297 finished with value: 0.9972750232860902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:12:08,502] Trial 5298 finished with value: 0.9972450274088849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:12:10,378] Trial 5299 finished with value: 0.9966992605112246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:12:13,145] Trial 5300 finished with value: 0.9974637515468224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:12:15,023] Trial 5301 finished with value: 0.9972173605862814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:12:16,857] Trial 5302 finished with value: 0.9969302368461759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:12:19,117] Trial 5303 finished with value: 0.9976088882994508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:12:33,773] Trial 5304 finished with value: 0.9966609540946862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 64, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:12:35,014] Trial 5305 finished with value: 0.9954434715556223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:12:36,736] Trial 5306 finished with value: 0.9971930617904189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:12:38,881] Trial 5307 finished with value: 0.997508756756539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:12:39,739] Trial 5308 finished with value: 0.9971834663419017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 79}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:12:41,580] Trial 5309 finished with value: 0.9965636602698194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:12:50,409] Trial 5310 finished with value: 0.9972279543189401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 39, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:12:52,228] Trial 5311 finished with value: 0.9853799230215183 and parameters: {'classifier': 'SVC', 'svc_c': 0.00924478628249575, 'svc_kernel': 'rbf'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:12:53,254] Trial 5312 finished with value: 0.9968183686250814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 54}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:12:55,729] Trial 5313 finished with value: 0.9974031493454998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:13:04,379] Trial 5314 finished with value: 0.9969566386592632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 36, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:13:06,418] Trial 5315 finished with value: 0.997535472870124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:13:08,969] Trial 5316 finished with value: 0.9974862678783257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:13:10,536] Trial 5317 finished with value: 0.9973094125783506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:13:12,821] Trial 5318 finished with value: 0.9975589183923445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:13:13,626] Trial 5319 finished with value: 0.9955662873235678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 21}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:13:15,661] Trial 5320 finished with value: 0.9971872527060008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:13:17,119] Trial 5321 finished with value: 0.9961257459545108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:13:18,339] Trial 5322 finished with value: 0.9971130946413771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 38}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:13:20,365] Trial 5323 finished with value: 0.9973282460430709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 100}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:13:23,052] Trial 5324 finished with value: 0.9973410775521095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:13:24,510] Trial 5325 finished with value: 0.9972464435860541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:13:26,908] Trial 5326 finished with value: 0.9970964310973907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:13:28,322] Trial 5327 finished with value: 0.9970967631076406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 66}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:13:29,177] Trial 5328 finished with value: 0.9931306094120381 and parameters: {'classifier': 'SVC', 'svc_c': 1582.6872573639446, 'svc_kernel': 'sigmoid'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:13:31,762] Trial 5329 finished with value: 0.9976637157567714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:13:33,692] Trial 5330 finished with value: 0.9974513642097987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:13:36,148] Trial 5331 finished with value: 0.9976630841724127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:13:37,056] Trial 5332 finished with value: 0.9967961232400944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 1, 'rf_n_estimators': 94}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:13:39,900] Trial 5333 finished with value: 0.9975383682876847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:13:42,880] Trial 5334 finished with value: 0.9970462604480196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:13:43,976] Trial 5335 finished with value: 0.9971603384526593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 85}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:13:45,687] Trial 5336 finished with value: 0.997433457365025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:13:48,316] Trial 5337 finished with value: 0.9955391235150599 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 27, 'rf_n_estimators': 44}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:13:50,953] Trial 5338 finished with value: 0.9976205748000017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:13:53,113] Trial 5339 finished with value: 0.9974600554135943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:13:55,257] Trial 5340 finished with value: 0.9975318946432222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:13:57,962] Trial 5341 finished with value: 0.997420284959122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:14:08,179] Trial 5342 finished with value: 0.9965239248857349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 53, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:14:10,360] Trial 5343 finished with value: 0.9971805969176873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:14:12,775] Trial 5344 finished with value: 0.9975508844806128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:14:15,620] Trial 5345 finished with value: 0.9974321956879894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:14:16,977] Trial 5346 finished with value: 0.9970771236270223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 72}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:14:17,812] Trial 5347 finished with value: 0.9923472545068046 and parameters: {'classifier': 'SVC', 'svc_c': 46.47570222069902, 'svc_kernel': 'rbf'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:14:19,682] Trial 5348 finished with value: 0.997402592630865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:14:21,867] Trial 5349 finished with value: 0.9976266378828932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:14:23,686] Trial 5350 finished with value: 0.9967639357969026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 104}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:14:38,028] Trial 5351 finished with value: 0.9965627194312904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 57, 'rf_n_estimators': 128}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:14:39,499] Trial 5352 finished with value: 0.9890206623659547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:14:45,079] Trial 5353 finished with value: 0.9969413055048819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 25, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:14:47,596] Trial 5354 finished with value: 0.9972542841504534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:14:49,980] Trial 5355 finished with value: 0.9974456597969997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:14:51,174] Trial 5356 finished with value: 0.995537047316367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:14:53,611] Trial 5357 finished with value: 0.9973271286783006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:14:56,349] Trial 5358 finished with value: 0.9973303309696885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:14:58,519] Trial 5359 finished with value: 0.9973904941405372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:15:01,046] Trial 5360 finished with value: 0.9976417425560785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:15:02,299] Trial 5361 finished with value: 0.9965480066577864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:15:04,313] Trial 5362 finished with value: 0.9973365338580624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:15:05,838] Trial 5363 finished with value: 0.9970238531044905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:15:07,662] Trial 5364 finished with value: 0.9973290159729683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:15:09,235] Trial 5365 finished with value: 0.9974222092919279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:15:10,628] Trial 5366 finished with value: 0.9868189243164864 and parameters: {'classifier': 'SVC', 'svc_c': 556226.0471311725, 'svc_kernel': 'sigmoid'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:15:12,969] Trial 5367 finished with value: 0.9975662262042291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:15:15,049] Trial 5368 finished with value: 0.9973733228535068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:15:16,108] Trial 5369 finished with value: 0.9967376003160417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 3, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:15:18,814] Trial 5370 finished with value: 0.9940273567196344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 32, 'rf_n_estimators': 125}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:15:21,247] Trial 5371 finished with value: 0.9975320412406168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:15:38,054] Trial 5372 finished with value: 0.9964704471464053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 67, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:15:40,064] Trial 5373 finished with value: 0.9972776702275731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:15:43,167] Trial 5374 finished with value: 0.9974344801825691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:15:44,780] Trial 5375 finished with value: 0.997441942177208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:15:46,671] Trial 5376 finished with value: 0.9969865262467282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:15:49,128] Trial 5377 finished with value: 0.9974524433938665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:15:56,390] Trial 5378 finished with value: 0.9970151796739234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 35, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:16:05,755] Trial 5379 finished with value: 0.9959158536192986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 43, 'rf_n_estimators': 111}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:16:08,524] Trial 5380 finished with value: 0.9971905608750481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:16:11,325] Trial 5381 finished with value: 0.9975383574333204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:16:13,051] Trial 5382 finished with value: 0.9966746858494702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:16:15,337] Trial 5383 finished with value: 0.9976777231870196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:16:18,340] Trial 5384 finished with value: 0.9973253501494416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:16:19,399] Trial 5385 finished with value: 0.9884985117087192 and parameters: {'classifier': 'SVC', 'svc_c': 2.024094677034638, 'svc_kernel': 'rbf'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:16:22,218] Trial 5386 finished with value: 0.9968385296229957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 27, 'rf_n_estimators': 47}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:16:24,637] Trial 5387 finished with value: 0.9970703073401106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:16:26,539] Trial 5388 finished with value: 0.9974651646771525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:16:29,092] Trial 5389 finished with value: 0.9971641513496491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:16:31,939] Trial 5390 finished with value: 0.9974662723618613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:16:34,725] Trial 5391 finished with value: 0.9971923115062861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:16:42,633] Trial 5392 finished with value: 0.9971173340006296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 39, 'rf_n_estimators': 106}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:16:44,520] Trial 5393 finished with value: 0.9973160086041842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:16:46,812] Trial 5394 finished with value: 0.9973440357155132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:16:48,725] Trial 5395 finished with value: 0.9975121334477285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:16:51,124] Trial 5396 finished with value: 0.997311715290489 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:16:53,850] Trial 5397 finished with value: 0.9975448296813152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:16:55,717] Trial 5398 finished with value: 0.9973824782241989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 97}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:17:03,228] Trial 5399 finished with value: 0.9970946899557869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 34, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:17:05,780] Trial 5400 finished with value: 0.9973655817239715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:17:22,279] Trial 5401 finished with value: 0.9967648971063818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 69, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:17:23,233] Trial 5402 finished with value: 0.9966702902127614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 112}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:17:24,440] Trial 5403 finished with value: 0.9877495241965898 and parameters: {'classifier': 'SVC', 'svc_c': 56770.60940967433, 'svc_kernel': 'sigmoid'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:17:26,319] Trial 5404 finished with value: 0.9974549270755535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:17:27,498] Trial 5405 finished with value: 0.9951908170873042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:17:29,682] Trial 5406 finished with value: 0.9974738079567077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:17:31,625] Trial 5407 finished with value: 0.997555505646892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:17:34,446] Trial 5408 finished with value: 0.9975527614921985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:17:36,865] Trial 5409 finished with value: 0.9975680257753204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:17:38,474] Trial 5410 finished with value: 0.9970702840444865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 89}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:17:40,730] Trial 5411 finished with value: 0.9973204559419445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:17:41,830] Trial 5412 finished with value: 0.9911458938725985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:17:43,109] Trial 5413 finished with value: 0.9973944775018279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 3, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:17:45,244] Trial 5414 finished with value: 0.9975673984755793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:17:51,810] Trial 5415 finished with value: 0.9967702652243137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 27, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:17:53,176] Trial 5416 finished with value: 0.9975250461105967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:17:59,463] Trial 5417 finished with value: 0.9970755303523292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 29, 'rf_n_estimators': 111}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:18:12,535] Trial 5418 finished with value: 0.9965298164887124 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 52, 'rf_n_estimators': 128}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:18:14,821] Trial 5419 finished with value: 0.9974986550566598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:18:16,812] Trial 5420 finished with value: 0.9972696244776018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:18:19,247] Trial 5421 finished with value: 0.9973807610129773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:18:31,106] Trial 5422 finished with value: 0.9965893039595111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 61, 'rf_n_estimators': 105}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:18:33,248] Trial 5423 finished with value: 0.9973287130029035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:18:34,974] Trial 5424 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.7638482318782298e-09, 'svc_kernel': 'rbf'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:18:37,634] Trial 5425 finished with value: 0.9974472082260294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:18:38,748] Trial 5426 finished with value: 0.9969997196313879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:18:39,770] Trial 5427 finished with value: 0.9960281466840225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 80}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:18:41,309] Trial 5428 finished with value: 0.9973486064502577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:18:46,306] Trial 5429 finished with value: 0.9972276454773626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 25, 'rf_n_estimators': 108}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:18:49,799] Trial 5430 finished with value: 0.9974481158032313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:18:52,245] Trial 5431 finished with value: 0.9973909090184637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:18:54,467] Trial 5432 finished with value: 0.9969614119135953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:18:55,900] Trial 5433 finished with value: 0.9965303992601694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:18:58,013] Trial 5434 finished with value: 0.9973519098586188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:19:00,903] Trial 5435 finished with value: 0.997389111542074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:19:03,179] Trial 5436 finished with value: 0.9972692696477963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:19:18,124] Trial 5437 finished with value: 0.9964968963759265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 63, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:19:18,674] Trial 5438 finished with value: 0.9911629892108161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 4}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:19:21,052] Trial 5439 finished with value: 0.997531693044034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:19:24,106] Trial 5440 finished with value: 0.9971031239238423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:19:25,513] Trial 5441 finished with value: 0.9867343545995793 and parameters: {'classifier': 'SVC', 'svc_c': 66682235.434603415, 'svc_kernel': 'sigmoid'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:19:27,480] Trial 5442 finished with value: 0.9976888917249206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:19:28,795] Trial 5443 finished with value: 0.9972839551901757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 75}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:19:31,201] Trial 5444 finished with value: 0.9973936158176402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:19:32,708] Trial 5445 finished with value: 0.9977119549323076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 61}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:19:34,202] Trial 5446 finished with value: 0.9971790344605025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:19:36,710] Trial 5447 finished with value: 0.9973179540109606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:19:39,538] Trial 5448 finished with value: 0.997277649026651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:19:41,343] Trial 5449 finished with value: 0.9972781965690305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:19:43,831] Trial 5450 finished with value: 0.9960953826158129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:19:48,249] Trial 5451 finished with value: 0.9971133861857954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 22, 'rf_n_estimators': 103}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:19:50,568] Trial 5452 finished with value: 0.9973372241892879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:19:51,451] Trial 5453 finished with value: 0.9970159164059694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 93}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:19:53,567] Trial 5454 finished with value: 0.997218506356479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:19:55,636] Trial 5455 finished with value: 0.997324588249235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:19:56,859] Trial 5456 finished with value: 0.9971134805425942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 51}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:19:58,638] Trial 5457 finished with value: 0.9976105926885577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:20:01,430] Trial 5458 finished with value: 0.9974264836898302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:20:03,221] Trial 5459 finished with value: 0.9850849502112542 and parameters: {'classifier': 'SVC', 'svc_c': 0.000309801028276937, 'svc_kernel': 'rbf'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:20:08,615] Trial 5460 finished with value: 0.9970976976303261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 24, 'rf_n_estimators': 99}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:20:10,218] Trial 5461 finished with value: 0.9972770760304694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:20:12,404] Trial 5462 finished with value: 0.99759229686399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:20:16,252] Trial 5463 finished with value: 0.9925221524348123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 59, 'rf_n_estimators': 110}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:20:22,868] Trial 5464 finished with value: 0.9971855985262635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 29, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:20:25,250] Trial 5465 finished with value: 0.9975154533598016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:20:27,021] Trial 5466 finished with value: 0.9975030446949043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:20:29,730] Trial 5467 finished with value: 0.9972733228007457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:20:33,084] Trial 5468 finished with value: 0.9974007267910227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:20:35,797] Trial 5469 finished with value: 0.9973925191459854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:20:50,758] Trial 5470 finished with value: 0.9967446429259713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 68, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:21:00,435] Trial 5471 finished with value: 0.9963249167485108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 54, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:21:02,104] Trial 5472 finished with value: 0.9972988861935316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:21:04,121] Trial 5473 finished with value: 0.9973506749366391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:21:05,846] Trial 5474 finished with value: 0.9974031068484416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 84}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:21:07,364] Trial 5475 finished with value: 0.9957031553356871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:21:08,755] Trial 5476 finished with value: 0.9940645291090009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 14, 'rf_n_estimators': 106}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:21:11,066] Trial 5477 finished with value: 0.9970283888957986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:21:12,901] Trial 5478 finished with value: 0.9852049897692196 and parameters: {'classifier': 'SVC', 'svc_c': 4.07519199232838e-07, 'svc_kernel': 'sigmoid'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:21:15,546] Trial 5479 finished with value: 0.9975910443592095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:21:17,566] Trial 5480 finished with value: 0.9970550641944348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:21:19,652] Trial 5481 finished with value: 0.9972377005225179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:21:20,795] Trial 5482 finished with value: 0.9971165675301643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 125}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:21:22,848] Trial 5483 finished with value: 0.9975374772776705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:21:24,379] Trial 5484 finished with value: 0.9974893683545064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:21:27,465] Trial 5485 finished with value: 0.9974429606466589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:21:28,974] Trial 5486 finished with value: 0.9970878875700785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 4, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:21:30,577] Trial 5487 finished with value: 0.9973921264528562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 68}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:21:32,436] Trial 5488 finished with value: 0.9972813903863972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:21:35,638] Trial 5489 finished with value: 0.9974220657096344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:21:37,509] Trial 5490 finished with value: 0.9975298051780839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:21:38,847] Trial 5491 finished with value: 0.9964819949840386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:21:44,258] Trial 5492 finished with value: 0.996639892057579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 24, 'rf_n_estimators': 113}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:21:47,590] Trial 5493 finished with value: 0.9975117317727715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:21:50,367] Trial 5494 finished with value: 0.9975835797303242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:21:58,676] Trial 5495 finished with value: 0.9967759250453527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 46, 'rf_n_estimators': 108}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:22:00,942] Trial 5496 finished with value: 0.9976361707125188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:22:03,137] Trial 5497 finished with value: 0.9975521950022879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:22:04,652] Trial 5498 finished with value: 0.9887194969821366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:23:34,257] Trial 5499 finished with value: 0.9900229568460418 and parameters: {'classifier': 'SVC', 'svc_c': 313430321.8300184, 'svc_kernel': 'rbf'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:23:36,584] Trial 5500 finished with value: 0.9974597858000704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:23:39,039] Trial 5501 finished with value: 0.997185801394968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:23:40,477] Trial 5502 finished with value: 0.9963967595010463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:23:42,565] Trial 5503 finished with value: 0.9974604270327528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:23:49,550] Trial 5504 finished with value: 0.9970801182255435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 31, 'rf_n_estimators': 125}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:24:04,703] Trial 5505 finished with value: 0.9962450079654811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 67, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:24:07,549] Trial 5506 finished with value: 0.9973831325328993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:24:09,175] Trial 5507 finished with value: 0.9974789762845119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 64}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:24:12,382] Trial 5508 finished with value: 0.9971055588561032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:24:15,844] Trial 5509 finished with value: 0.9976357935392265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:24:16,731] Trial 5510 finished with value: 0.9967847502783314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 41}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:24:18,526] Trial 5511 finished with value: 0.9972648988618692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:24:20,234] Trial 5512 finished with value: 0.9972309645007743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:24:23,420] Trial 5513 finished with value: 0.9972897441210226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 29, 'rf_n_estimators': 57}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:24:25,202] Trial 5514 finished with value: 0.9969819481805272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:24:26,099] Trial 5515 finished with value: 0.992828356370131 and parameters: {'classifier': 'SVC', 'svc_c': 551.1377116429068, 'svc_kernel': 'sigmoid'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:24:27,098] Trial 5516 finished with value: 0.996832169854145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 102}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:24:32,499] Trial 5517 finished with value: 0.9972884516899544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 22, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:24:44,833] Trial 5518 finished with value: 0.9969008529075648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 53, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:24:45,897] Trial 5519 finished with value: 0.9970158395684954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:24:47,162] Trial 5520 finished with value: 0.9943642705716006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 31, 'rf_n_estimators': 15}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:24:48,839] Trial 5521 finished with value: 0.9977331355422369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 82}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:24:50,594] Trial 5522 finished with value: 0.9974577136003537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:24:52,570] Trial 5523 finished with value: 0.9973530699743506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:24:54,832] Trial 5524 finished with value: 0.9973173869497677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:24:56,029] Trial 5525 finished with value: 0.9969648639188392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:24:58,497] Trial 5526 finished with value: 0.9972835989321643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:25:01,182] Trial 5527 finished with value: 0.9974965522616004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:25:02,892] Trial 5528 finished with value: 0.9974373968327895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:25:05,466] Trial 5529 finished with value: 0.9974991986635389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:25:09,695] Trial 5530 finished with value: 0.9971878283999044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 23, 'rf_n_estimators': 90}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:25:11,170] Trial 5531 finished with value: 0.9975303625274771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:25:14,454] Trial 5532 finished with value: 0.9976814599130316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:25:16,776] Trial 5533 finished with value: 0.9973865490551628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:25:19,005] Trial 5534 finished with value: 0.9973836040312527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:25:20,779] Trial 5535 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 6.550950158126372e-05, 'svc_kernel': 'rbf'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:25:35,579] Trial 5536 finished with value: 0.9964655746476367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 68, 'rf_n_estimators': 108}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:25:37,967] Trial 5537 finished with value: 0.9974636834372731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:25:40,816] Trial 5538 finished with value: 0.9975552579325244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:25:42,740] Trial 5539 finished with value: 0.9974938355601967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:25:44,545] Trial 5540 finished with value: 0.997460366635515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:25:47,020] Trial 5541 finished with value: 0.9975771522962549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:25:49,231] Trial 5542 finished with value: 0.9973755154985823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:25:51,941] Trial 5543 finished with value: 0.996986593880209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:26:03,810] Trial 5544 finished with value: 0.9970116476891525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 48, 'rf_n_estimators': 128}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:26:05,770] Trial 5545 finished with value: 0.9977205033155192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:26:08,459] Trial 5546 finished with value: 0.9969443918576939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:26:11,489] Trial 5547 finished with value: 0.9973876130050349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:26:13,650] Trial 5548 finished with value: 0.9969873246772666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:26:14,882] Trial 5549 finished with value: 0.9954797780079215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:26:17,066] Trial 5550 finished with value: 0.9969031659979989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:26:18,760] Trial 5551 finished with value: 0.9974950754650278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:26:20,774] Trial 5552 finished with value: 0.997443659642333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:26:22,633] Trial 5553 finished with value: 0.9852070388002637 and parameters: {'classifier': 'SVC', 'svc_c': 5.220845177631252e-10, 'svc_kernel': 'sigmoid'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:26:25,105] Trial 5554 finished with value: 0.9973301987813038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:26:26,748] Trial 5555 finished with value: 0.9971953067713039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 73}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:26:36,095] Trial 5556 finished with value: 0.9966545040949647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 47, 'rf_n_estimators': 109}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:26:37,789] Trial 5557 finished with value: 0.9973385870467725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:26:41,038] Trial 5558 finished with value: 0.9974107551763356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:26:43,096] Trial 5559 finished with value: 0.9973637022685669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:26:47,437] Trial 5560 finished with value: 0.9971715000716964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 25, 'rf_n_estimators': 87}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:26:49,328] Trial 5561 finished with value: 0.9972034631278826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:26:55,928] Trial 5562 finished with value: 0.9941725627878526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 63, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:26:56,951] Trial 5563 finished with value: 0.9970379467348955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:26:59,248] Trial 5564 finished with value: 0.9971794142363032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 96}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:27:05,952] Trial 5565 finished with value: 0.9961087556370288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 44, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:27:08,452] Trial 5566 finished with value: 0.9974944132853264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:27:16,918] Trial 5567 finished with value: 0.9963005820570748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 37, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:27:19,296] Trial 5568 finished with value: 0.9973341393598952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:27:22,075] Trial 5569 finished with value: 0.997089506108146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:27:27,011] Trial 5570 finished with value: 0.9944223495458036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 53, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:27:27,999] Trial 5571 finished with value: 0.9905090453059143 and parameters: {'classifier': 'SVC', 'svc_c': 6.8429316937150375, 'svc_kernel': 'rbf'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:27:31,296] Trial 5572 finished with value: 0.9972336348965709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:27:33,349] Trial 5573 finished with value: 0.9973234544759664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:27:35,390] Trial 5574 finished with value: 0.9975260966035959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:27:45,118] Trial 5575 finished with value: 0.9967770759888293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 49, 'rf_n_estimators': 106}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:27:46,362] Trial 5576 finished with value: 0.9965375401623987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:27:48,168] Trial 5577 finished with value: 0.9968542615007084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:27:49,811] Trial 5578 finished with value: 0.9968428593400707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:27:51,852] Trial 5579 finished with value: 0.9972806041114776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:27:52,784] Trial 5580 finished with value: 0.9898719541029274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 11, 'rf_n_estimators': 99}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:27:55,072] Trial 5581 finished with value: 0.997401211651035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:28:06,161] Trial 5582 finished with value: 0.9970443118357145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 52, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:28:11,414] Trial 5583 finished with value: 0.9970745291483002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 22, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:28:13,602] Trial 5584 finished with value: 0.997564327356963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:28:15,323] Trial 5585 finished with value: 0.9972783265040238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:28:17,630] Trial 5586 finished with value: 0.9974599861614802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:28:20,371] Trial 5587 finished with value: 0.997257627897695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:28:22,435] Trial 5588 finished with value: 0.9972620671740265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:28:24,932] Trial 5589 finished with value: 0.9939283425732309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 31, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:28:26,762] Trial 5590 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 8.529814524236253e-06, 'svc_kernel': 'sigmoid'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:28:28,625] Trial 5591 finished with value: 0.9975891468131977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:28:30,016] Trial 5592 finished with value: 0.9972501592063575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:28:33,359] Trial 5593 finished with value: 0.9975978602335283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:28:35,529] Trial 5594 finished with value: 0.9974849377108858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:28:37,191] Trial 5595 finished with value: 0.9972717856069352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 77}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:28:39,377] Trial 5596 finished with value: 0.9972405087877845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:28:42,733] Trial 5597 finished with value: 0.997439161174804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:28:43,870] Trial 5598 finished with value: 0.9973673855796804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 3, 'rf_n_estimators': 110}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:28:48,036] Trial 5599 finished with value: 0.9967588204714039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 26, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:28:50,567] Trial 5600 finished with value: 0.9974987381782395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:28:52,635] Trial 5601 finished with value: 0.9972473638584191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:28:54,388] Trial 5602 finished with value: 0.9971767908443477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:28:57,504] Trial 5603 finished with value: 0.9972356222608608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:28:59,566] Trial 5604 finished with value: 0.9974997570602829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:29:06,685] Trial 5605 finished with value: 0.9961548150530799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 34, 'rf_n_estimators': 108}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:29:09,944] Trial 5606 finished with value: 0.9968283293451758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:29:12,227] Trial 5607 finished with value: 0.9971568902242263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:29:28,774] Trial 5608 finished with value: 0.9963047146500065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 73, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:29:30,589] Trial 5609 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.1755362440505204e-07, 'svc_kernel': 'rbf'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:29:32,787] Trial 5610 finished with value: 0.9961083055300252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:29:35,458] Trial 5611 finished with value: 0.9974549166020442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:29:43,786] Trial 5612 finished with value: 0.9969979880746321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 36, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:29:45,447] Trial 5613 finished with value: 0.9974068877218829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:29:47,900] Trial 5614 finished with value: 0.9974497784252522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:29:49,868] Trial 5615 finished with value: 0.9975096981980883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:29:52,046] Trial 5616 finished with value: 0.9973818346111734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:29:53,720] Trial 5617 finished with value: 0.9974337224400281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:30:04,686] Trial 5618 finished with value: 0.996879955336294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 46, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:30:09,883] Trial 5619 finished with value: 0.9971701829485364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 23, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:30:12,877] Trial 5620 finished with value: 0.9974442197846619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:30:15,908] Trial 5621 finished with value: 0.9975248371799518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:30:21,462] Trial 5622 finished with value: 0.9964239781526585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 27, 'rf_n_estimators': 107}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:30:28,863] Trial 5623 finished with value: 0.9971249995939453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 34, 'rf_n_estimators': 112}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:30:31,911] Trial 5624 finished with value: 0.9972961350564983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:30:32,985] Trial 5625 finished with value: 0.9971539902046692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 92}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:30:35,626] Trial 5626 finished with value: 0.9974559681741324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:30:37,891] Trial 5627 finished with value: 0.9975959233959871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:30:39,754] Trial 5628 finished with value: 0.9853641920642048 and parameters: {'classifier': 'SVC', 'svc_c': 0.00476085303477583, 'svc_kernel': 'sigmoid'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:30:41,841] Trial 5629 finished with value: 0.9973875930418911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:30:43,313] Trial 5630 finished with value: 0.9964874468265701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:30:45,192] Trial 5631 finished with value: 0.9970664563893697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:30:46,910] Trial 5632 finished with value: 0.9974434236075153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:30:49,158] Trial 5633 finished with value: 0.9976425228960094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:30:51,438] Trial 5634 finished with value: 0.9975708825678478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 101}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:30:52,454] Trial 5635 finished with value: 0.9966155715212498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:30:56,640] Trial 5636 finished with value: 0.9972208215733532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 20, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:30:58,100] Trial 5637 finished with value: 0.9974885125418315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:31:01,439] Trial 5638 finished with value: 0.9972113735156783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:31:03,395] Trial 5639 finished with value: 0.9975440992016367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:31:06,103] Trial 5640 finished with value: 0.9972106034270914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:31:08,772] Trial 5641 finished with value: 0.9974162297432088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:31:09,748] Trial 5642 finished with value: 0.9905339441386554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:31:11,876] Trial 5643 finished with value: 0.9972575622002265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:31:14,722] Trial 5644 finished with value: 0.9973281696499278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:31:16,720] Trial 5645 finished with value: 0.997193958671946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:31:17,263] Trial 5646 finished with value: 0.9920826232630336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 19}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:31:18,470] Trial 5647 finished with value: 0.9975420984439497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 70}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:31:20,300] Trial 5648 finished with value: 0.9853863143378488 and parameters: {'classifier': 'SVC', 'svc_c': 0.03233686038105151, 'svc_kernel': 'rbf'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:31:22,825] Trial 5649 finished with value: 0.9974357851501106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:31:34,747] Trial 5650 finished with value: 0.9968685091234407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 58, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:31:37,102] Trial 5651 finished with value: 0.9975003291043271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:31:39,193] Trial 5652 finished with value: 0.9975002764194008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:31:41,597] Trial 5653 finished with value: 0.9972560867366461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:31:44,889] Trial 5654 finished with value: 0.9976475016215544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:32:00,992] Trial 5655 finished with value: 0.9961400843476582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 72, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:32:02,559] Trial 5656 finished with value: 0.9973253704617023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:32:05,892] Trial 5657 finished with value: 0.9973524941852333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 112}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:32:07,664] Trial 5658 finished with value: 0.9969226882705252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:32:10,525] Trial 5659 finished with value: 0.9972226139399396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:32:15,320] Trial 5660 finished with value: 0.9971266846864045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 21, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:32:17,335] Trial 5661 finished with value: 0.9974060845623964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:32:19,481] Trial 5662 finished with value: 0.9977915986720719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:32:21,321] Trial 5663 finished with value: 0.9973892324000256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:32:23,272] Trial 5664 finished with value: 0.9975126107541189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:32:25,150] Trial 5665 finished with value: 0.9974861610802671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:32:26,786] Trial 5666 finished with value: 0.997436769374359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:32:29,343] Trial 5667 finished with value: 0.9975702868790624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:32:30,535] Trial 5668 finished with value: 0.9886177917785588 and parameters: {'classifier': 'SVC', 'svc_c': 28986.682086794724, 'svc_kernel': 'sigmoid'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:32:32,376] Trial 5669 finished with value: 0.9974833472926045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:32:34,135] Trial 5670 finished with value: 0.9975275928872437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:32:36,090] Trial 5671 finished with value: 0.9974850526655867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:32:38,059] Trial 5672 finished with value: 0.9975662951389639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:32:40,048] Trial 5673 finished with value: 0.9975312905438914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:32:41,461] Trial 5674 finished with value: 0.9973923210062291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 95}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:32:43,623] Trial 5675 finished with value: 0.9975018127880256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:32:45,484] Trial 5676 finished with value: 0.9975639909668818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:32:48,182] Trial 5677 finished with value: 0.9975748936680696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:32:50,273] Trial 5678 finished with value: 0.9974989519647842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:32:56,504] Trial 5679 finished with value: 0.9969362362310871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 28, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:32:58,116] Trial 5680 finished with value: 0.9974772939532506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:33:00,021] Trial 5681 finished with value: 0.997496375386242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:33:04,069] Trial 5682 finished with value: 0.9971130659503088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 20, 'rf_n_estimators': 112}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:33:05,934] Trial 5683 finished with value: 0.997360961636781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:33:16,171] Trial 5684 finished with value: 0.9968632327280615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 48, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:33:18,032] Trial 5685 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 7.106686463837345e-09, 'svc_kernel': 'rbf'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:33:19,351] Trial 5686 finished with value: 0.9974693041572102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 28}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:33:20,313] Trial 5687 finished with value: 0.9975564521665067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 38}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:33:21,079] Trial 5688 finished with value: 0.9906636767074656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 2, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:33:23,286] Trial 5689 finished with value: 0.9969755319816772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 23, 'rf_n_estimators': 49}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:33:24,977] Trial 5690 finished with value: 0.9976247100271797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:33:26,713] Trial 5691 finished with value: 0.99736741319166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:33:28,573] Trial 5692 finished with value: 0.9971938567297872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:33:36,942] Trial 5693 finished with value: 0.9969124151542079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 42, 'rf_n_estimators': 113}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:33:37,563] Trial 5694 finished with value: 0.995179085360235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 9}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:33:40,294] Trial 5695 finished with value: 0.99744659060635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:33:44,029] Trial 5696 finished with value: 0.9973625664323343 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:33:45,761] Trial 5697 finished with value: 0.9974717900288129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:33:47,590] Trial 5698 finished with value: 0.997326819519344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:33:48,830] Trial 5699 finished with value: 0.9971257943428862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:33:50,491] Trial 5700 finished with value: 0.9972937254828252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:33:52,675] Trial 5701 finished with value: 0.9973833245155016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:33:54,555] Trial 5702 finished with value: 0.9971729614436459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 59}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:33:56,052] Trial 5703 finished with value: 0.9867325520133865 and parameters: {'classifier': 'SVC', 'svc_c': 1902696845.193026, 'svc_kernel': 'sigmoid'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:34:07,716] Trial 5704 finished with value: 0.9966887103864508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 57, 'rf_n_estimators': 111}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:34:08,760] Trial 5705 finished with value: 0.9967508717442158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:34:10,293] Trial 5706 finished with value: 0.9972239174792752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:34:15,122] Trial 5707 finished with value: 0.9970343810127291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 28, 'rf_n_estimators': 86}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:34:18,940] Trial 5708 finished with value: 0.9972019870612819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 18, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:34:21,051] Trial 5709 finished with value: 0.997406866013154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:34:22,802] Trial 5710 finished with value: 0.9976660978454165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:34:24,499] Trial 5711 finished with value: 0.9973062174279917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:34:26,989] Trial 5712 finished with value: 0.9972855242171073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:34:37,005] Trial 5713 finished with value: 0.9971899354478436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 43, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:34:48,994] Trial 5714 finished with value: 0.9960007620114163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 62, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:34:55,226] Trial 5715 finished with value: 0.9970879944950889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 31, 'rf_n_estimators': 112}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:34:57,175] Trial 5716 finished with value: 0.9973152560031845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:34:58,127] Trial 5717 finished with value: 0.9887503648900875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:35:01,304] Trial 5718 finished with value: 0.9960163152364481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 24, 'rf_n_estimators': 107}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:35:02,790] Trial 5719 finished with value: 0.9961266089399529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:35:13,116] Trial 5720 finished with value: 0.9966157309724969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 68, 'rf_n_estimators': 81}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:35:16,697] Trial 5721 finished with value: 0.9971614432174803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 98}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:35:18,514] Trial 5722 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.09413516472098e-06, 'svc_kernel': 'rbf'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:35:21,402] Trial 5723 finished with value: 0.9974405310146283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:35:30,464] Trial 5724 finished with value: 0.9967651463759072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 43, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:35:32,242] Trial 5725 finished with value: 0.997416242374896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:35:33,364] Trial 5726 finished with value: 0.9969578134696464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:35:35,402] Trial 5727 finished with value: 0.9974925090108782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:35:38,508] Trial 5728 finished with value: 0.9973241969525738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:35:39,772] Trial 5729 finished with value: 0.9970819815263532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 53}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:35:41,420] Trial 5730 finished with value: 0.9974431009599477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:35:43,696] Trial 5731 finished with value: 0.9972588213064917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:35:48,001] Trial 5732 finished with value: 0.9974760709647241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 16, 'rf_n_estimators': 128}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:35:49,779] Trial 5733 finished with value: 0.9970007367361086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:35:51,318] Trial 5734 finished with value: 0.9963660034374815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:35:53,311] Trial 5735 finished with value: 0.9972131525523437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:35:55,776] Trial 5736 finished with value: 0.9973951529797126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:36:00,670] Trial 5737 finished with value: 0.99711332832759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:36:02,291] Trial 5738 finished with value: 0.9953416885941712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:36:03,967] Trial 5739 finished with value: 0.9970762520723451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:36:08,769] Trial 5740 finished with value: 0.9962497492280021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 32, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:36:10,602] Trial 5741 finished with value: 0.9869768863575233 and parameters: {'classifier': 'SVC', 'svc_c': 294203.23501415213, 'svc_kernel': 'sigmoid'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:36:12,451] Trial 5742 finished with value: 0.9972375400239198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:36:13,811] Trial 5743 finished with value: 0.9973240890754264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 66}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:36:16,486] Trial 5744 finished with value: 0.9976026096844297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:36:18,791] Trial 5745 finished with value: 0.99692627236894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:36:20,252] Trial 5746 finished with value: 0.9973963683194033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:36:23,449] Trial 5747 finished with value: 0.9974369389499986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:36:24,535] Trial 5748 finished with value: 0.9937951886579955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:36:26,291] Trial 5749 finished with value: 0.9973813573365208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:36:29,391] Trial 5750 finished with value: 0.9976545226179693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:36:30,614] Trial 5751 finished with value: 0.9972119259456957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:36:34,639] Trial 5752 finished with value: 0.9970500777883163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 19, 'rf_n_estimators': 107}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:36:36,708] Trial 5753 finished with value: 0.9970442183675771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:36:40,362] Trial 5754 finished with value: 0.9971209538676661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:36:43,131] Trial 5755 finished with value: 0.9974154634949088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:36:46,006] Trial 5756 finished with value: 0.9972081796348359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:36:48,132] Trial 5757 finished with value: 0.9974593078589217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:36:49,246] Trial 5758 finished with value: 0.9968868610923667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:36:51,234] Trial 5759 finished with value: 0.9864833942690239 and parameters: {'classifier': 'SVC', 'svc_c': 0.5788123959016886, 'svc_kernel': 'rbf'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:36:52,579] Trial 5760 finished with value: 0.9971824844662582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:36:57,899] Trial 5761 finished with value: 0.9969856731635134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 24, 'rf_n_estimators': 113}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:36:59,890] Trial 5762 finished with value: 0.9974942911578584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:37:01,850] Trial 5763 finished with value: 0.9967502998271233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:37:08,079] Trial 5764 finished with value: 0.9971062707691057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 29, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:37:19,503] Trial 5765 finished with value: 0.9957647183704205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 72, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:37:30,330] Trial 5766 finished with value: 0.996080220433539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 52, 'rf_n_estimators': 108}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:37:32,736] Trial 5767 finished with value: 0.9905443695334529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 42, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:37:35,792] Trial 5768 finished with value: 0.9975175584717283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:37:37,835] Trial 5769 finished with value: 0.9945570169466325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 22, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:37:38,859] Trial 5770 finished with value: 0.9969163390703978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:37:40,307] Trial 5771 finished with value: 0.9975706118752349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 111}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:37:47,132] Trial 5772 finished with value: 0.9965982485904976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 51, 'rf_n_estimators': 90}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:38:00,115] Trial 5773 finished with value: 0.9964924812838806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 63, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:38:10,896] Trial 5774 finished with value: 0.995974965598914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 67, 'rf_n_estimators': 104}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:38:13,071] Trial 5775 finished with value: 0.9975416171068451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:38:14,920] Trial 5776 finished with value: 0.9972684723280848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:38:18,069] Trial 5777 finished with value: 0.9954842091910866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:38:19,889] Trial 5778 finished with value: 0.9852063831268332 and parameters: {'classifier': 'SVC', 'svc_c': 2.7440049508584924e-08, 'svc_kernel': 'sigmoid'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:38:21,237] Trial 5779 finished with value: 0.9955402336753254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:38:23,974] Trial 5780 finished with value: 0.9976839464193922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:38:25,719] Trial 5781 finished with value: 0.9972732681480689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:38:27,769] Trial 5782 finished with value: 0.9969801012882157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:38:34,475] Trial 5783 finished with value: 0.9970305664018925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 32, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:38:35,295] Trial 5784 finished with value: 0.9968547341733646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 35}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:38:37,384] Trial 5785 finished with value: 0.9976187088966837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:38:40,915] Trial 5786 finished with value: 0.9970625437401367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:38:43,072] Trial 5787 finished with value: 0.9977232155418779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:38:44,309] Trial 5788 finished with value: 0.9968355357861839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 14, 'rf_n_estimators': 32}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:38:46,563] Trial 5789 finished with value: 0.9974155301127765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:38:48,970] Trial 5790 finished with value: 0.9973745430808353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:38:52,920] Trial 5791 finished with value: 0.9975021121399691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:39:01,448] Trial 5792 finished with value: 0.9967480764914911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 45, 'rf_n_estimators': 112}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:39:02,311] Trial 5793 finished with value: 0.9882706999605219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:39:08,296] Trial 5794 finished with value: 0.9971916952830747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 27, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:39:11,070] Trial 5795 finished with value: 0.9975399155106738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:39:12,051] Trial 5796 finished with value: 0.9969450816811127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 62}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:39:45,730] Trial 5797 finished with value: 0.9897279058335737 and parameters: {'classifier': 'SVC', 'svc_c': 32238715.221396983, 'svc_kernel': 'rbf'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:39:48,184] Trial 5798 finished with value: 0.9977158493639816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:39:49,819] Trial 5799 finished with value: 0.996912424961221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:39:51,016] Trial 5800 finished with value: 0.9941327528514236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:39:53,136] Trial 5801 finished with value: 0.997398503677556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 76}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:40:03,386] Trial 5802 finished with value: 0.9966822944415039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 42, 'rf_n_estimators': 125}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:40:06,305] Trial 5803 finished with value: 0.9973757327445588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:40:07,061] Trial 5804 finished with value: 0.9967419468224697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 23}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:40:10,028] Trial 5805 finished with value: 0.9977117214999981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:40:12,173] Trial 5806 finished with value: 0.9975177160187009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:40:21,396] Trial 5807 finished with value: 0.9971348706227129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 43, 'rf_n_estimators': 112}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:40:24,717] Trial 5808 finished with value: 0.9973497813558542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:40:28,854] Trial 5809 finished with value: 0.9972254942819943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:40:30,254] Trial 5810 finished with value: 0.9973988021725756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:40:33,822] Trial 5811 finished with value: 0.9969028790873155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 38, 'rf_n_estimators': 44}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:40:43,918] Trial 5812 finished with value: 0.9964657607269883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 50, 'rf_n_estimators': 109}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:40:48,481] Trial 5813 finished with value: 0.9973380065921829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 20, 'rf_n_estimators': 125}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:40:57,252] Trial 5814 finished with value: 0.9968902426077181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 36, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:40:58,151] Trial 5815 finished with value: 0.9924152082865864 and parameters: {'classifier': 'SVC', 'svc_c': 218.8715998068223, 'svc_kernel': 'sigmoid'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:41:01,818] Trial 5816 finished with value: 0.9959135267863504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 26, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:41:03,306] Trial 5817 finished with value: 0.9971997889890241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:41:05,184] Trial 5818 finished with value: 0.9972493801676808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:41:07,489] Trial 5819 finished with value: 0.9974200631746246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:41:10,716] Trial 5820 finished with value: 0.997409105186002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:41:13,111] Trial 5821 finished with value: 0.9973016148918642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:41:15,587] Trial 5822 finished with value: 0.9976797613319617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:41:18,116] Trial 5823 finished with value: 0.9975551809680986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:41:19,970] Trial 5824 finished with value: 0.9974030827911079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:41:21,736] Trial 5825 finished with value: 0.9967646377759399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:41:23,655] Trial 5826 finished with value: 0.9974648309213178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:41:26,043] Trial 5827 finished with value: 0.9970950043514981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:41:27,550] Trial 5828 finished with value: 0.9974163446979096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 73}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:41:29,530] Trial 5829 finished with value: 0.9971972247882658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 84}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:41:36,427] Trial 5830 finished with value: 0.9963509555116746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 35, 'rf_n_estimators': 100}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:41:39,830] Trial 5831 finished with value: 0.9967876081182095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:41:41,880] Trial 5832 finished with value: 0.9971869987075274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:41:43,210] Trial 5833 finished with value: 0.9973879247982378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 94}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:41:43,982] Trial 5834 finished with value: 0.9951256074304781 and parameters: {'classifier': 'SVC', 'svc_c': 1841.7034586962484, 'svc_kernel': 'rbf'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:41:48,140] Trial 5835 finished with value: 0.997052568769722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 21, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:41:52,612] Trial 5836 finished with value: 0.9975812844448558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:41:54,869] Trial 5837 finished with value: 0.997373957008636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:41:55,889] Trial 5838 finished with value: 0.996776585955538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:42:04,538] Trial 5839 finished with value: 0.996753254499357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 37, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:42:06,473] Trial 5840 finished with value: 0.9962295530962245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:42:08,285] Trial 5841 finished with value: 0.9954236532636331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:42:10,921] Trial 5842 finished with value: 0.9976086300480977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:42:13,586] Trial 5843 finished with value: 0.9973313843190995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:42:15,305] Trial 5844 finished with value: 0.9972542915136481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:42:17,752] Trial 5845 finished with value: 0.9974166414156066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:42:19,706] Trial 5846 finished with value: 0.9977132880513729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:42:21,919] Trial 5847 finished with value: 0.9975606340166706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:42:23,987] Trial 5848 finished with value: 0.9974766268859113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:42:25,754] Trial 5849 finished with value: 0.9970782889795086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 111}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:42:28,251] Trial 5850 finished with value: 0.9974185530215115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:42:30,283] Trial 5851 finished with value: 0.9972386181606364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:42:32,074] Trial 5852 finished with value: 0.997591236913094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:42:33,787] Trial 5853 finished with value: 0.9867325520133865 and parameters: {'classifier': 'SVC', 'svc_c': 9872329965.97711, 'svc_kernel': 'sigmoid'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:42:36,484] Trial 5854 finished with value: 0.9973202697673792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:42:40,263] Trial 5855 finished with value: 0.9971833713503445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:42:45,247] Trial 5856 finished with value: 0.9972906462075666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 24, 'rf_n_estimators': 113}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:42:47,774] Trial 5857 finished with value: 0.9974687158633574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:42:50,754] Trial 5858 finished with value: 0.9976641360936179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:42:52,674] Trial 5859 finished with value: 0.9976306896393746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:42:55,665] Trial 5860 finished with value: 0.9973213286074483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:43:06,967] Trial 5861 finished with value: 0.9965426610420312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 56, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:43:13,594] Trial 5862 finished with value: 0.9967779380221341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 29, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:43:15,937] Trial 5863 finished with value: 0.9972932365603606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:43:17,277] Trial 5864 finished with value: 0.9973644125311981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 79}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:43:18,286] Trial 5865 finished with value: 0.9951060059083968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 2, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:43:20,510] Trial 5866 finished with value: 0.9973840787986106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:43:22,535] Trial 5867 finished with value: 0.9968915345627177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 113}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:43:27,060] Trial 5868 finished with value: 0.9969760504838717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 19, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:43:29,627] Trial 5869 finished with value: 0.9974898713368642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:43:37,803] Trial 5870 finished with value: 0.997178113331214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 39, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:43:39,338] Trial 5871 finished with value: 0.9966446465230697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:43:40,285] Trial 5872 finished with value: 0.9961095581617571 and parameters: {'classifier': 'SVC', 'svc_c': 10923.552240761383, 'svc_kernel': 'rbf'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:43:43,343] Trial 5873 finished with value: 0.9973977083255946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:43:45,517] Trial 5874 finished with value: 0.9973601878348589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:43:47,582] Trial 5875 finished with value: 0.9973731953305945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:43:52,887] Trial 5876 finished with value: 0.9967928721675426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 25, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:43:56,579] Trial 5877 finished with value: 0.9971644149964464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 88}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:44:00,728] Trial 5878 finished with value: 0.9972072128029607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:44:01,737] Trial 5879 finished with value: 0.9906136211397468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:44:03,026] Trial 5880 finished with value: 0.9955805133962606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:44:05,831] Trial 5881 finished with value: 0.9972595673377448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:44:14,296] Trial 5882 finished with value: 0.9970139107289068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 37, 'rf_n_estimators': 125}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:44:15,952] Trial 5883 finished with value: 0.9972429869470757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:44:18,469] Trial 5884 finished with value: 0.9975612305623794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:44:20,233] Trial 5885 finished with value: 0.9974266917635516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:44:22,237] Trial 5886 finished with value: 0.9973327741538055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:44:24,507] Trial 5887 finished with value: 0.997137202279823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:44:27,639] Trial 5888 finished with value: 0.9974428201112046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:44:38,295] Trial 5889 finished with value: 0.9969935143626708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 45, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:44:39,301] Trial 5890 finished with value: 0.9910465532383409 and parameters: {'classifier': 'SVC', 'svc_c': 27.994466540762645, 'svc_kernel': 'sigmoid'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:44:41,126] Trial 5891 finished with value: 0.9976286309282686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:44:43,039] Trial 5892 finished with value: 0.9973665787703347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:44:45,848] Trial 5893 finished with value: 0.9975354350068005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:44:46,955] Trial 5894 finished with value: 0.9961781940526461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 69}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:44:49,830] Trial 5895 finished with value: 0.9972931662291576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:45:01,716] Trial 5896 finished with value: 0.9963799358075787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 57, 'rf_n_estimators': 104}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:45:02,513] Trial 5897 finished with value: 0.9932595069882407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 1, 'rf_n_estimators': 111}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:45:04,464] Trial 5898 finished with value: 0.997341261251118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:45:06,471] Trial 5899 finished with value: 0.9975264003988463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:45:08,689] Trial 5900 finished with value: 0.997619059251444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:45:15,982] Trial 5901 finished with value: 0.9969720966070968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 34, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:45:23,561] Trial 5902 finished with value: 0.9971364868756508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 33, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:45:25,160] Trial 5903 finished with value: 0.9973728803636007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:45:28,190] Trial 5904 finished with value: 0.9972396732556325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:45:29,990] Trial 5905 finished with value: 0.9970558855714802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:45:33,510] Trial 5906 finished with value: 0.9973398612920197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:45:37,594] Trial 5907 finished with value: 0.9971899005361452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:45:39,065] Trial 5908 finished with value: 0.9941122262962914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 15, 'rf_n_estimators': 110}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:45:40,914] Trial 5909 finished with value: 0.9853109323008237 and parameters: {'classifier': 'SVC', 'svc_c': 0.001624127964771822, 'svc_kernel': 'rbf'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:45:42,336] Trial 5910 finished with value: 0.9973176320616273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:45:45,549] Trial 5911 finished with value: 0.9974258197328059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:45:50,960] Trial 5912 finished with value: 0.9971453256289781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 23, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:45:52,720] Trial 5913 finished with value: 0.9972284015377944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 98}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:45:54,498] Trial 5914 finished with value: 0.9975960136268579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:45:56,480] Trial 5915 finished with value: 0.9975667706045558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:46:05,405] Trial 5916 finished with value: 0.9969765739371795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 38, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:46:07,724] Trial 5917 finished with value: 0.9975099481975854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 92}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:46:10,025] Trial 5918 finished with value: 0.9973192222577433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:46:14,248] Trial 5919 finished with value: 0.9971372913998673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 20, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:46:17,070] Trial 5920 finished with value: 0.9976736312820854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:46:19,082] Trial 5921 finished with value: 0.9975705741706008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:46:21,229] Trial 5922 finished with value: 0.9973637884687236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 101}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:46:23,510] Trial 5923 finished with value: 0.9973245538453434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:46:33,560] Trial 5924 finished with value: 0.9968596898254506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 42, 'rf_n_estimators': 123}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:46:37,748] Trial 5925 finished with value: 0.9967920900820267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 26, 'rf_n_estimators': 109}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:46:39,873] Trial 5926 finished with value: 0.997343204721882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:46:41,689] Trial 5927 finished with value: 0.9975948438310643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:46:43,509] Trial 5928 finished with value: 0.9852044979268673 and parameters: {'classifier': 'SVC', 'svc_c': 4.5510942167870374e-08, 'svc_kernel': 'sigmoid'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:46:48,403] Trial 5929 finished with value: 0.9973254631363924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:46:51,469] Trial 5930 finished with value: 0.9976414080067958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:46:53,221] Trial 5931 finished with value: 0.9971732239161407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:46:55,071] Trial 5932 finished with value: 0.9970249593292554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:46:57,639] Trial 5933 finished with value: 0.9972187836823144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:46:59,958] Trial 5934 finished with value: 0.9970016783046095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 64}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:47:02,827] Trial 5935 finished with value: 0.9977588845700436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:47:05,613] Trial 5936 finished with value: 0.9971414602374894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:47:09,381] Trial 5937 finished with value: 0.9971600975302038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:47:12,525] Trial 5938 finished with value: 0.9973403334886068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:47:15,441] Trial 5939 finished with value: 0.99719464811451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:47:18,414] Trial 5940 finished with value: 0.9974556294037079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:47:21,620] Trial 5941 finished with value: 0.996996087513519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:47:24,753] Trial 5942 finished with value: 0.9972982029081215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:47:41,585] Trial 5943 finished with value: 0.9960922211711117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 73, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:47:44,595] Trial 5944 finished with value: 0.9973481259383385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:47:47,592] Trial 5945 finished with value: 0.9973663048721931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:47:51,468] Trial 5946 finished with value: 0.9972382686310617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:47:53,343] Trial 5947 finished with value: 0.9853840201949454 and parameters: {'classifier': 'SVC', 'svc_c': 0.0910229417918397, 'svc_kernel': 'rbf'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:47:56,082] Trial 5948 finished with value: 0.9972624993491127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:47:59,081] Trial 5949 finished with value: 0.9969699549648384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:48:00,638] Trial 5950 finished with value: 0.9967513284209665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 57}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:48:03,802] Trial 5951 finished with value: 0.9972766946360353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:48:05,431] Trial 5952 finished with value: 0.9971728792107276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 55}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:48:08,932] Trial 5953 finished with value: 0.9973132515321623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:48:11,738] Trial 5954 finished with value: 0.9975455838692103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:48:15,008] Trial 5955 finished with value: 0.9974406414625463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:48:18,017] Trial 5956 finished with value: 0.9971750277083741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:48:20,784] Trial 5957 finished with value: 0.9974061330261811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:48:23,520] Trial 5958 finished with value: 0.9973685692766775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:48:26,987] Trial 5959 finished with value: 0.9972043902873734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:48:29,766] Trial 5960 finished with value: 0.997616008635516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:48:33,351] Trial 5961 finished with value: 0.9968677594105904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:48:36,110] Trial 5962 finished with value: 0.9976662717374115 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:48:39,657] Trial 5963 finished with value: 0.997114988093199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:48:43,038] Trial 5964 finished with value: 0.9972577623077332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:48:44,913] Trial 5965 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 4.072787794975497e-05, 'svc_kernel': 'sigmoid'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:48:56,786] Trial 5966 finished with value: 0.9963119905652941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 51, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:48:59,849] Trial 5967 finished with value: 0.997401154046733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:49:02,556] Trial 5968 finished with value: 0.9972941870154756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:49:05,203] Trial 5969 finished with value: 0.9974685097256483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:49:08,801] Trial 5970 finished with value: 0.99718160716702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:49:11,288] Trial 5971 finished with value: 0.997402948254118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:49:15,136] Trial 5972 finished with value: 0.9975269949768047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:49:17,826] Trial 5973 finished with value: 0.9973195907031109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:49:20,618] Trial 5974 finished with value: 0.9972328951176855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:49:23,669] Trial 5975 finished with value: 0.99744402764337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:49:26,151] Trial 5976 finished with value: 0.9977737444170107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:49:32,191] Trial 5977 finished with value: 0.9964665072660478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 28, 'rf_n_estimators': 111}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:49:38,229] Trial 5978 finished with value: 0.9970658158549212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 28, 'rf_n_estimators': 113}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:49:45,762] Trial 5979 finished with value: 0.997241470382905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 36, 'rf_n_estimators': 110}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:49:52,847] Trial 5980 finished with value: 0.9971822552868285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 33, 'rf_n_estimators': 112}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:49:54,507] Trial 5981 finished with value: 0.9900107512402765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:50:03,965] Trial 5982 finished with value: 0.9971559260900732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 43, 'rf_n_estimators': 112}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:50:10,220] Trial 5983 finished with value: 0.9970188686026464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 32, 'rf_n_estimators': 112}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:50:12,601] Trial 5984 finished with value: 0.9973019938742173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:50:14,554] Trial 5985 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 3.821526470321069e-06, 'svc_kernel': 'rbf'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:50:18,548] Trial 5986 finished with value: 0.9955487321348088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 33, 'rf_n_estimators': 107}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:50:26,271] Trial 5987 finished with value: 0.9971110156180104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 37, 'rf_n_estimators': 110}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:50:28,993] Trial 5988 finished with value: 0.9974860655809034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:50:31,678] Trial 5989 finished with value: 0.9975263976376484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:50:34,685] Trial 5990 finished with value: 0.997272949499478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:50:37,165] Trial 5991 finished with value: 0.9975742375185708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:50:39,513] Trial 5992 finished with value: 0.9957070718252069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 23, 'rf_n_estimators': 113}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:50:41,536] Trial 5993 finished with value: 0.996931371127251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:50:42,814] Trial 5994 finished with value: 0.9942112224155633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:50:45,046] Trial 5995 finished with value: 0.9974592332113633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:50:46,807] Trial 5996 finished with value: 0.9961923421135626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:50:49,332] Trial 5997 finished with value: 0.997072516806277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:50:55,677] Trial 5998 finished with value: 0.997138406638198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 25, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:51:04,087] Trial 5999 finished with value: 0.9963667901567318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 40, 'rf_n_estimators': 111}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:51:06,358] Trial 6000 finished with value: 0.997540639611033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:51:09,237] Trial 6001 finished with value: 0.9975027600693499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:51:11,906] Trial 6002 finished with value: 0.9973538851307661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:51:13,768] Trial 6003 finished with value: 0.9852075302934987 and parameters: {'classifier': 'SVC', 'svc_c': 2.079842831186089e-10, 'svc_kernel': 'sigmoid'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:51:15,968] Trial 6004 finished with value: 0.997469523751792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:51:18,441] Trial 6005 finished with value: 0.9973709858644281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:51:21,077] Trial 6006 finished with value: 0.9974818418367016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:51:24,477] Trial 6007 finished with value: 0.9974592264511891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:51:26,878] Trial 6008 finished with value: 0.9967481353970475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:51:28,460] Trial 6009 finished with value: 0.9973830943204588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:51:31,113] Trial 6010 finished with value: 0.9975567021342658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:51:45,267] Trial 6011 finished with value: 0.9958481198784295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 73, 'rf_n_estimators': 111}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:51:47,565] Trial 6012 finished with value: 0.9975381996959203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:51:50,149] Trial 6013 finished with value: 0.9974763706023085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:51:56,239] Trial 6014 finished with value: 0.9969621745755117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 33, 'rf_n_estimators': 105}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:52:02,360] Trial 6015 finished with value: 0.9969262832233045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 28, 'rf_n_estimators': 108}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:52:13,325] Trial 6016 finished with value: 0.9967773696596871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 47, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:52:16,241] Trial 6017 finished with value: 0.997381002252812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:52:17,730] Trial 6018 finished with value: 0.9913905824117827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 22, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:52:22,896] Trial 6019 finished with value: 0.997137444471795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 24, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:52:28,617] Trial 6020 finished with value: 0.9970272324299262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 26, 'rf_n_estimators': 112}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:52:30,137] Trial 6021 finished with value: 0.9974635098626571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 109}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:52:31,742] Trial 6022 finished with value: 0.9962152337140836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:53:25,949] Trial 6023 finished with value: 0.9907220274216323 and parameters: {'classifier': 'SVC', 'svc_c': 151216708.25877222, 'svc_kernel': 'rbf'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:53:30,501] Trial 6024 finished with value: 0.9968978257142123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 25, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:53:33,301] Trial 6025 finished with value: 0.9972783777607442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:53:35,669] Trial 6026 finished with value: 0.9971856872654526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:53:38,244] Trial 6027 finished with value: 0.997518956970883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:53:43,416] Trial 6028 finished with value: 0.9967952563826278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 23, 'rf_n_estimators': 113}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:53:45,702] Trial 6029 finished with value: 0.9974931381514179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:53:50,049] Trial 6030 finished with value: 0.9965989261948219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 25, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:53:52,169] Trial 6031 finished with value: 0.9966298462798928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:53:57,794] Trial 6032 finished with value: 0.9971100298386045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 27, 'rf_n_estimators': 113}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:54:06,072] Trial 6033 finished with value: 0.9970009139288459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 36, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:54:11,906] Trial 6034 finished with value: 0.9964719963371449 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 27, 'rf_n_estimators': 111}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:54:20,252] Trial 6035 finished with value: 0.9971796706785957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 37, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:54:28,410] Trial 6036 finished with value: 0.9966111473204243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 47, 'rf_n_estimators': 109}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:54:33,858] Trial 6037 finished with value: 0.9968812911213436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 31, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:54:36,237] Trial 6038 finished with value: 0.9975913958247968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:54:38,785] Trial 6039 finished with value: 0.9973899357120551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:54:40,355] Trial 6040 finished with value: 0.9972974133641973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:54:41,731] Trial 6041 finished with value: 0.9867672917556214 and parameters: {'classifier': 'SVC', 'svc_c': 1865926.1012945345, 'svc_kernel': 'sigmoid'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:54:44,641] Trial 6042 finished with value: 0.9973155789046549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:54:47,487] Trial 6043 finished with value: 0.9954141187201603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 28, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:54:49,944] Trial 6044 finished with value: 0.9972827744130663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:54:52,194] Trial 6045 finished with value: 0.9973743800432047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:54:54,390] Trial 6046 finished with value: 0.9974104368451236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 96}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:54:57,125] Trial 6047 finished with value: 0.9971027907710276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:54:59,476] Trial 6048 finished with value: 0.9974688233913879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:55:10,435] Trial 6049 finished with value: 0.9968727261392062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 51, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:55:16,740] Trial 6050 finished with value: 0.9972189597324873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 25, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:55:17,749] Trial 6051 finished with value: 0.9961916214726353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 4, 'rf_n_estimators': 102}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:55:20,497] Trial 6052 finished with value: 0.9975905816522564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:55:22,986] Trial 6053 finished with value: 0.997131455655607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:55:25,168] Trial 6054 finished with value: 0.9975072640910128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 82}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:55:26,448] Trial 6055 finished with value: 0.9957995406312147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:55:29,081] Trial 6056 finished with value: 0.993861510188934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 33, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:55:32,005] Trial 6057 finished with value: 0.9971208711586793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:55:34,389] Trial 6058 finished with value: 0.9975661477481218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:55:36,224] Trial 6059 finished with value: 0.9971193966154983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 111}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:56:14,135] Trial 6060 finished with value: 0.9905020867697013 and parameters: {'classifier': 'SVC', 'svc_c': 10927172.24506664, 'svc_kernel': 'rbf'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:56:16,501] Trial 6061 finished with value: 0.9973812922420727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:56:22,284] Trial 6062 finished with value: 0.9972279445119269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 27, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:56:28,745] Trial 6063 finished with value: 0.9969564110667287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 28, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:56:30,313] Trial 6064 finished with value: 0.9975682556847222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:56:32,521] Trial 6065 finished with value: 0.9975614268930751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:56:39,466] Trial 6066 finished with value: 0.9971045864383563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 31, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:56:45,109] Trial 6067 finished with value: 0.99714750104037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 26, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:56:46,301] Trial 6068 finished with value: 0.9960532017624821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 13}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:56:48,980] Trial 6069 finished with value: 0.9976016775103492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:56:51,437] Trial 6070 finished with value: 0.9975506788824481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:56:52,848] Trial 6071 finished with value: 0.9973840469337515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:57:01,334] Trial 6072 finished with value: 0.9970290179093869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 40, 'rf_n_estimators': 112}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:57:03,619] Trial 6073 finished with value: 0.997398567788129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:57:05,340] Trial 6074 finished with value: 0.9974090566270034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:57:13,935] Trial 6075 finished with value: 0.9968579981632445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 45, 'rf_n_estimators': 108}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:57:17,750] Trial 6076 finished with value: 0.9974491142778003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:57:22,198] Trial 6077 finished with value: 0.9969791862208676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 23, 'rf_n_estimators': 113}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:57:37,982] Trial 6078 finished with value: 0.9964242811227232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 67, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:57:40,466] Trial 6079 finished with value: 0.9866068935762825 and parameters: {'classifier': 'SVC', 'svc_c': 990885884.6390116, 'svc_kernel': 'sigmoid'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:57:42,027] Trial 6080 finished with value: 0.9975529882912851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:57:53,214] Trial 6081 finished with value: 0.9964125497130332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 54, 'rf_n_estimators': 111}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:57:57,939] Trial 6082 finished with value: 0.9966086198721626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 48, 'rf_n_estimators': 48}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:58:00,560] Trial 6083 finished with value: 0.9974664690416738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:58:01,579] Trial 6084 finished with value: 0.9964795343123344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 4, 'rf_n_estimators': 72}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:58:08,092] Trial 6085 finished with value: 0.9967410034766461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 29, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:58:09,199] Trial 6086 finished with value: 0.9972610662239009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 113}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:58:11,407] Trial 6087 finished with value: 0.9975185698318878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:58:13,451] Trial 6088 finished with value: 0.9953549605618898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 22, 'rf_n_estimators': 78}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:58:16,049] Trial 6089 finished with value: 0.9974252507990765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:58:21,564] Trial 6090 finished with value: 0.9972590793356794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 26, 'rf_n_estimators': 109}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:58:28,590] Trial 6091 finished with value: 0.9967934439259456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 30, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:58:33,173] Trial 6092 finished with value: 0.9972310371488445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 28, 'rf_n_estimators': 86}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:58:35,951] Trial 6093 finished with value: 0.9972892002919781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:58:38,089] Trial 6094 finished with value: 0.994516643630608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 25, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:58:45,707] Trial 6095 finished with value: 0.9968746428866521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 33, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:58:46,784] Trial 6096 finished with value: 0.9904887243172086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:58:49,213] Trial 6097 finished with value: 0.9977042984477714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:58:51,011] Trial 6098 finished with value: 0.98538959165765 and parameters: {'classifier': 'SVC', 'svc_c': 0.01677107261260194, 'svc_kernel': 'rbf'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:58:55,763] Trial 6099 finished with value: 0.9966573421303885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 29, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:58:58,165] Trial 6100 finished with value: 0.9972593732604406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:59:00,859] Trial 6101 finished with value: 0.9975837446404915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:59:03,290] Trial 6102 finished with value: 0.997302911480598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:59:05,438] Trial 6103 finished with value: 0.9975878692037323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:59:07,644] Trial 6104 finished with value: 0.9974139147485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:59:10,040] Trial 6105 finished with value: 0.9964667061040381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:59:19,194] Trial 6106 finished with value: 0.9969034055239868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 49, 'rf_n_estimators': 105}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:59:20,577] Trial 6107 finished with value: 0.9972930836788603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 51}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:59:21,821] Trial 6108 finished with value: 0.9972745819387487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 3, 'rf_n_estimators': 101}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:59:29,899] Trial 6109 finished with value: 0.9967054898690134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 40, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:59:32,611] Trial 6110 finished with value: 0.9973315111437778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:59:34,273] Trial 6111 finished with value: 0.997394884953084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:59:42,816] Trial 6112 finished with value: 0.9966954217795783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 39, 'rf_n_estimators': 113}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:59:45,040] Trial 6113 finished with value: 0.997299486293886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:59:49,401] Trial 6114 finished with value: 0.9960139970362105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 33, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:59:52,116] Trial 6115 finished with value: 0.9974833774436166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:59:53,962] Trial 6116 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 1.0688726936477166e-09, 'svc_kernel': 'sigmoid'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:59:55,822] Trial 6117 finished with value: 0.997249670252155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 22:59:58,783] Trial 6118 finished with value: 0.9975904198524042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 23:00:04,925] Trial 6119 finished with value: 0.9971169311513702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 33, 'rf_n_estimators': 94}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 23:00:13,511] Trial 6120 finished with value: 0.9970209818077396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 44, 'rf_n_estimators': 103}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 23:00:15,142] Trial 6121 finished with value: 0.9973619795032116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 23:00:17,644] Trial 6122 finished with value: 0.9970294242180783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 23:00:19,547] Trial 6123 finished with value: 0.9973464167568076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 23:00:21,911] Trial 6124 finished with value: 0.9975926828921585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 23:00:23,066] Trial 6125 finished with value: 0.9972340469498236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 68}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 23:00:25,315] Trial 6126 finished with value: 0.9971203362797247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 24, 'rf_n_estimators': 42}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 23:00:28,156] Trial 6127 finished with value: 0.9968391202019778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 23:00:29,164] Trial 6128 finished with value: 0.9938700016660776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 89}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 23:00:31,187] Trial 6129 finished with value: 0.9975468978503175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 23:00:32,217] Trial 6130 finished with value: 0.9970362482173014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 23:00:34,144] Trial 6131 finished with value: 0.9970429095914867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 23:00:35,310] Trial 6132 finished with value: 0.9960963328170246 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 61}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 23:00:44,242] Trial 6133 finished with value: 0.9970152498464367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 39, 'rf_n_estimators': 120}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 23:00:45,802] Trial 6134 finished with value: 0.9859277252711847 and parameters: {'classifier': 'SVC', 'svc_c': 0.29872766668416006, 'svc_kernel': 'rbf'}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 23:00:47,726] Trial 6135 finished with value: 0.9960766251633809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 23:00:50,821] Trial 6136 finished with value: 0.9973728040021954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 23:00:52,805] Trial 6137 finished with value: 0.9973579644992269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 23:00:55,534] Trial 6138 finished with value: 0.997712149200039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 23:01:03,854] Trial 6139 finished with value: 0.996894116219325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 41, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 23:01:05,728] Trial 6140 finished with value: 0.9976513412418623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 98}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 23:01:08,025] Trial 6141 finished with value: 0.9974097288993596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 23:01:09,740] Trial 6142 finished with value: 0.9973643320121269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 23:01:10,866] Trial 6143 finished with value: 0.9972760918379588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 118}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 23:01:13,555] Trial 6144 finished with value: 0.9972520976307943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 23:01:15,969] Trial 6145 finished with value: 0.997326863666773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 23:01:18,830] Trial 6146 finished with value: 0.9949550084020372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 29, 'rf_n_estimators': 114}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 23:01:19,271] Trial 6147 finished with value: 0.9799385825635518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 2}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 23:01:22,020] Trial 6148 finished with value: 0.9974209176225696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 23:01:24,299] Trial 6149 finished with value: 0.9972967969822965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 3042 with value: 0.9978171460372144.
[I 2023-09-10 23:01:26,464] Trial 6150 finished with value: 0.9978456681964243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:01:27,414] Trial 6151 finished with value: 0.9896121463863339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:01:29,701] Trial 6152 finished with value: 0.9975408829138316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:01:37,099] Trial 6153 finished with value: 0.9969891148221994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 32, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:01:38,967] Trial 6154 finished with value: 0.9974469941221056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:01:39,953] Trial 6155 finished with value: 0.992514267945149 and parameters: {'classifier': 'SVC', 'svc_c': 4569.677383773892, 'svc_kernel': 'sigmoid'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:01:52,000] Trial 6156 finished with value: 0.9970021245713264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 55, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:01:57,860] Trial 6157 finished with value: 0.9968263806059192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 25, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:02:00,235] Trial 6158 finished with value: 0.9976164100565695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:02:02,454] Trial 6159 finished with value: 0.9973565042381042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:02:04,256] Trial 6160 finished with value: 0.9969641173163039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:02:07,687] Trial 6161 finished with value: 0.9974527148799271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:02:12,409] Trial 6162 finished with value: 0.9972454873546398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 22, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:02:14,375] Trial 6163 finished with value: 0.9972068378830596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:02:17,164] Trial 6164 finished with value: 0.9976876921907077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:02:23,441] Trial 6165 finished with value: 0.9970680998099564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 30, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:02:26,089] Trial 6166 finished with value: 0.9976453852744086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:02:41,582] Trial 6167 finished with value: 0.9961513862165084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 65, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:02:43,686] Trial 6168 finished with value: 0.9973518687580287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:02:46,064] Trial 6169 finished with value: 0.9973774658882101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:02:47,701] Trial 6170 finished with value: 0.9976238035290667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 81}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:02:57,991] Trial 6171 finished with value: 0.9969097275247273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 48, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:02:59,768] Trial 6172 finished with value: 0.9974998103164917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:03:00,849] Trial 6173 finished with value: 0.9887510353851207 and parameters: {'classifier': 'SVC', 'svc_c': 2.3073393408260476, 'svc_kernel': 'rbf'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:03:03,909] Trial 6174 finished with value: 0.9972106948005272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:03:05,488] Trial 6175 finished with value: 0.9970142002420989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 75}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:03:07,246] Trial 6176 finished with value: 0.9970897767372829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:03:13,790] Trial 6177 finished with value: 0.9973221018698258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 29, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:03:16,432] Trial 6178 finished with value: 0.9971717295050295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:03:18,930] Trial 6179 finished with value: 0.9971728006594067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:03:20,371] Trial 6180 finished with value: 0.9974040313736863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:03:21,665] Trial 6181 finished with value: 0.9943943049468874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:03:24,877] Trial 6182 finished with value: 0.9965419345295912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 22, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:03:26,344] Trial 6183 finished with value: 0.9969673007236368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:03:28,571] Trial 6184 finished with value: 0.9976003605141409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:03:30,552] Trial 6185 finished with value: 0.997582584016953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:03:36,514] Trial 6186 finished with value: 0.9969210125090108 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 31, 'rf_n_estimators': 91}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:03:38,815] Trial 6187 finished with value: 0.9973729631995393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:03:41,054] Trial 6188 finished with value: 0.9975267955675321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:03:43,719] Trial 6189 finished with value: 0.9973029144004855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:03:46,731] Trial 6190 finished with value: 0.9976002213116787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:03:47,974] Trial 6191 finished with value: 0.9872627018293452 and parameters: {'classifier': 'SVC', 'svc_c': 126457.33008196852, 'svc_kernel': 'sigmoid'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:03:58,710] Trial 6192 finished with value: 0.9963819557349618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 60, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:04:00,922] Trial 6193 finished with value: 0.9973682280624342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:04:03,801] Trial 6194 finished with value: 0.9976489871777893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:04:05,687] Trial 6195 finished with value: 0.9974687777522769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:04:13,970] Trial 6196 finished with value: 0.9968056756520091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 40, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:04:15,170] Trial 6197 finished with value: 0.9973107632802166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 107}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:04:18,757] Trial 6198 finished with value: 0.9968609348718228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 36, 'rf_n_estimators': 46}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:04:21,639] Trial 6199 finished with value: 0.9972029929307834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:04:23,489] Trial 6200 finished with value: 0.9976128913065064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:04:24,810] Trial 6201 finished with value: 0.9972247610093801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:04:27,009] Trial 6202 finished with value: 0.9975447642060118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:04:35,669] Trial 6203 finished with value: 0.9971239846156644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 36, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:04:38,190] Trial 6204 finished with value: 0.9974892288346653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:04:40,691] Trial 6205 finished with value: 0.9971118832054491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 84}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:04:41,606] Trial 6206 finished with value: 0.9885060237540383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:04:44,441] Trial 6207 finished with value: 0.9970956591045294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 23, 'rf_n_estimators': 59}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:04:51,492] Trial 6208 finished with value: 0.9967875255996502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 31, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:04:52,510] Trial 6209 finished with value: 0.9971185104613838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 1, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:04:53,514] Trial 6210 finished with value: 0.990288472244439 and parameters: {'classifier': 'SVC', 'svc_c': 6.041197566190535, 'svc_kernel': 'rbf'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:04:54,673] Trial 6211 finished with value: 0.995124033484171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 6}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:04:56,162] Trial 6212 finished with value: 0.9939131339583986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 35, 'rf_n_estimators': 39}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:04:57,797] Trial 6213 finished with value: 0.9972898991607004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 100}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:04:59,392] Trial 6214 finished with value: 0.9969658560775646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:05:00,920] Trial 6215 finished with value: 0.9972599265791193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 65}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:05:03,634] Trial 6216 finished with value: 0.9973795360884384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:05:13,148] Trial 6217 finished with value: 0.9961566439499979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 55, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:05:15,943] Trial 6218 finished with value: 0.9975067402251122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:05:18,594] Trial 6219 finished with value: 0.9968761249199792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:05:20,157] Trial 6220 finished with value: 0.9970112159266592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:05:23,374] Trial 6221 finished with value: 0.9974973266982806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:05:25,246] Trial 6222 finished with value: 0.997308621733172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:05:30,822] Trial 6223 finished with value: 0.9966728767887445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 27, 'rf_n_estimators': 106}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:05:33,622] Trial 6224 finished with value: 0.9975962891118947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:05:35,446] Trial 6225 finished with value: 0.9973935982031015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 96}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:05:37,048] Trial 6226 finished with value: 0.9966030908113025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:05:38,969] Trial 6227 finished with value: 0.9975172766073722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:05:41,301] Trial 6228 finished with value: 0.9971698142810034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:05:55,714] Trial 6229 finished with value: 0.9965565128613191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 64, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:05:56,597] Trial 6230 finished with value: 0.9916692768175673 and parameters: {'classifier': 'SVC', 'svc_c': 69.48946016530891, 'svc_kernel': 'sigmoid'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:06:06,573] Trial 6231 finished with value: 0.9968652573843929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 46, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:06:09,363] Trial 6232 finished with value: 0.9972784829401696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:06:11,737] Trial 6233 finished with value: 0.9977292964614737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:06:13,900] Trial 6234 finished with value: 0.9974860920503184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:06:16,437] Trial 6235 finished with value: 0.9974349090251748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:06:29,843] Trial 6236 finished with value: 0.9966176978340987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 60, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:06:43,305] Trial 6237 finished with value: 0.9968866959600341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 58, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:06:46,425] Trial 6238 finished with value: 0.9972920874259447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:06:48,464] Trial 6239 finished with value: 0.9974376166812747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:06:50,056] Trial 6240 finished with value: 0.9971935851802508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 5, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:06:52,529] Trial 6241 finished with value: 0.9969533045286078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:06:54,777] Trial 6242 finished with value: 0.997507082232803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:06:56,961] Trial 6243 finished with value: 0.9976410165197072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:06:59,317] Trial 6244 finished with value: 0.997429939535361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:07:02,097] Trial 6245 finished with value: 0.9973076601063138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:07:04,801] Trial 6246 finished with value: 0.9975744415615777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:07:06,630] Trial 6247 finished with value: 0.985075935820347 and parameters: {'classifier': 'SVC', 'svc_c': 0.00020391544614170197, 'svc_kernel': 'rbf'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:07:09,311] Trial 6248 finished with value: 0.9974456352001213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:07:11,208] Trial 6249 finished with value: 0.9975294024240381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:07:13,460] Trial 6250 finished with value: 0.9975516344791041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:07:14,372] Trial 6251 finished with value: 0.994745387743313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 2, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:07:21,679] Trial 6252 finished with value: 0.9971399978499269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 34, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:07:27,944] Trial 6253 finished with value: 0.9971847413488586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 26, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:07:30,455] Trial 6254 finished with value: 0.9971301947720191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:07:32,860] Trial 6255 finished with value: 0.9973317195666161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:07:34,659] Trial 6256 finished with value: 0.9974237401064189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:07:38,717] Trial 6257 finished with value: 0.996858321096453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 23, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:07:40,800] Trial 6258 finished with value: 0.9970391761662172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:07:44,284] Trial 6259 finished with value: 0.9973031764921254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:07:45,486] Trial 6260 finished with value: 0.9969414355668268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:07:48,472] Trial 6261 finished with value: 0.9970404947175832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:07:49,611] Trial 6262 finished with value: 0.99722090155288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 55}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:07:52,700] Trial 6263 finished with value: 0.9974948963045401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:07:55,539] Trial 6264 finished with value: 0.9972854134518103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:07:56,621] Trial 6265 finished with value: 0.9972120792715268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:07:58,546] Trial 6266 finished with value: 0.985204826001617 and parameters: {'classifier': 'SVC', 'svc_c': 2.558429803821539e-07, 'svc_kernel': 'sigmoid'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:08:00,255] Trial 6267 finished with value: 0.9974242833959189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:08:07,623] Trial 6268 finished with value: 0.9972222740904265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 31, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:08:16,522] Trial 6269 finished with value: 0.9968720960147913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 43, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:08:18,849] Trial 6270 finished with value: 0.9974116406639539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:08:20,542] Trial 6271 finished with value: 0.9974341285582922 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:08:22,270] Trial 6272 finished with value: 0.9975807229695347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:08:33,823] Trial 6273 finished with value: 0.9966739216323964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 61, 'rf_n_estimators': 107}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:08:36,542] Trial 6274 finished with value: 0.9970829542932171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:08:38,197] Trial 6275 finished with value: 0.9955879491119125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:08:40,295] Trial 6276 finished with value: 0.9973882538568626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:08:42,904] Trial 6277 finished with value: 0.9975919498734475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:08:44,374] Trial 6278 finished with value: 0.9963978352891582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:08:47,150] Trial 6279 finished with value: 0.9975699237974011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:08:49,173] Trial 6280 finished with value: 0.9946696991498397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 21, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:08:50,735] Trial 6281 finished with value: 0.9970419646587675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 70}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:08:51,977] Trial 6282 finished with value: 0.9971278674312644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:08:54,419] Trial 6283 finished with value: 0.9973751138871011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:08:59,953] Trial 6284 finished with value: 0.9968527945746252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 30, 'rf_n_estimators': 92}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:09:01,798] Trial 6285 finished with value: 0.9852643927854463 and parameters: {'classifier': 'SVC', 'svc_c': 0.0008732995247393033, 'svc_kernel': 'rbf'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:09:03,624] Trial 6286 finished with value: 0.9970814032934171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:09:05,775] Trial 6287 finished with value: 0.9974144531821003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:09:13,622] Trial 6288 finished with value: 0.9969450656217317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 39, 'rf_n_estimators': 102}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:09:15,732] Trial 6289 finished with value: 0.9975398419104667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:09:17,972] Trial 6290 finished with value: 0.9973959728968141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:09:23,144] Trial 6291 finished with value: 0.9973769866140693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 25, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:09:24,867] Trial 6292 finished with value: 0.9974441503738581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 87}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:09:26,720] Trial 6293 finished with value: 0.9972672606699913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:09:30,052] Trial 6294 finished with value: 0.9974815269331837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:09:38,551] Trial 6295 finished with value: 0.9968281490738614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 37, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:09:39,340] Trial 6296 finished with value: 0.9964670460487651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 26}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:09:41,193] Trial 6297 finished with value: 0.9975942793723801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 78}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:09:42,656] Trial 6298 finished with value: 0.9974561621879606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:09:44,379] Trial 6299 finished with value: 0.9965280837259162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:09:46,407] Trial 6300 finished with value: 0.9971475798138562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:09:48,791] Trial 6301 finished with value: 0.9975353251619028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:09:51,530] Trial 6302 finished with value: 0.9972496749811032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 74}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:09:53,418] Trial 6303 finished with value: 0.9853425616011747 and parameters: {'classifier': 'SVC', 'svc_c': 0.003247132044083267, 'svc_kernel': 'sigmoid'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:09:55,365] Trial 6304 finished with value: 0.9972659455145817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:09:58,362] Trial 6305 finished with value: 0.9973924751889834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:10:09,860] Trial 6306 finished with value: 0.9966896823598669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 54, 'rf_n_estimators': 106}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:10:10,584] Trial 6307 finished with value: 0.9856729413162267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:10:12,468] Trial 6308 finished with value: 0.9970386157065092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:10:14,185] Trial 6309 finished with value: 0.9974978275541982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:10:15,459] Trial 6310 finished with value: 0.99671706389042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 18}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:10:17,771] Trial 6311 finished with value: 0.9970613355414754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:10:22,279] Trial 6312 finished with value: 0.9970598721700376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 20, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:10:27,644] Trial 6313 finished with value: 0.9969194450372365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 28, 'rf_n_estimators': 99}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:10:31,064] Trial 6314 finished with value: 0.9971385602179321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:10:33,015] Trial 6315 finished with value: 0.9975637310334194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:10:35,056] Trial 6316 finished with value: 0.9975952328108583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:10:37,231] Trial 6317 finished with value: 0.9974672571256543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:10:39,051] Trial 6318 finished with value: 0.997495646906052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:10:42,209] Trial 6319 finished with value: 0.9973096904437305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:10:43,442] Trial 6320 finished with value: 0.9941130865205353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:10:48,728] Trial 6321 finished with value: 0.9972502440100462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 22, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:11:00,612] Trial 6322 finished with value: 0.992451589703823 and parameters: {'classifier': 'SVC', 'svc_c': 4342150.940513017, 'svc_kernel': 'rbf'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:11:02,789] Trial 6323 finished with value: 0.9975687564454262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:11:05,115] Trial 6324 finished with value: 0.9974886686605983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:11:08,014] Trial 6325 finished with value: 0.9971681267129874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:11:09,992] Trial 6326 finished with value: 0.9975743551709936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:11:12,274] Trial 6327 finished with value: 0.9973897469032437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:11:18,607] Trial 6328 finished with value: 0.996895210701064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 24, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:11:21,502] Trial 6329 finished with value: 0.9974519317787981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:11:23,616] Trial 6330 finished with value: 0.9973605716413739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:11:25,424] Trial 6331 finished with value: 0.9975197583213088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:11:26,789] Trial 6332 finished with value: 0.997527261416538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:11:33,973] Trial 6333 finished with value: 0.9968046009112483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 39, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:11:37,000] Trial 6334 finished with value: 0.9971063149800109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:11:38,565] Trial 6335 finished with value: 0.9975213561662604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 67}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:11:40,710] Trial 6336 finished with value: 0.9967707427846072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:11:43,118] Trial 6337 finished with value: 0.9975049810881146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:11:44,849] Trial 6338 finished with value: 0.9975118417128832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:11:47,530] Trial 6339 finished with value: 0.9976241416647328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:11:49,706] Trial 6340 finished with value: 0.9972611607076513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:11:50,536] Trial 6341 finished with value: 0.9927900256740934 and parameters: {'classifier': 'SVC', 'svc_c': 686.5898032747806, 'svc_kernel': 'sigmoid'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:11:53,387] Trial 6342 finished with value: 0.9975809407233179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:11:55,483] Trial 6343 finished with value: 0.997162146148655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:12:01,422] Trial 6344 finished with value: 0.9962430238384576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 35, 'rf_n_estimators': 110}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:12:02,613] Trial 6345 finished with value: 0.9972275707980663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:12:04,235] Trial 6346 finished with value: 0.9972878029988635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:12:09,873] Trial 6347 finished with value: 0.9935279718538549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 65, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:12:17,561] Trial 6348 finished with value: 0.9967458011056909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 42, 'rf_n_estimators': 107}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:12:19,631] Trial 6349 finished with value: 0.9976657586306615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:12:21,215] Trial 6350 finished with value: 0.9964187604089324 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:12:24,073] Trial 6351 finished with value: 0.9973022044869712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:12:27,836] Trial 6352 finished with value: 0.9973732817529166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:12:30,190] Trial 6353 finished with value: 0.9974676173826419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:12:32,214] Trial 6354 finished with value: 0.9974613017612207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:12:34,635] Trial 6355 finished with value: 0.9974183868100902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:12:36,396] Trial 6356 finished with value: 0.9975105286204373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:12:39,009] Trial 6357 finished with value: 0.9973402196764708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:12:42,524] Trial 6358 finished with value: 0.995855386907103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 52, 'rf_n_estimators': 31}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:15:38,952] Trial 6359 finished with value: 0.9896106208085976 and parameters: {'classifier': 'SVC', 'svc_c': 3153859186.074288, 'svc_kernel': 'rbf'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:15:41,634] Trial 6360 finished with value: 0.9974606991853093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:15:44,326] Trial 6361 finished with value: 0.9973184079899889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:15:47,496] Trial 6362 finished with value: 0.9975155035374333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:15:57,794] Trial 6363 finished with value: 0.9947927233088857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 74, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:16:09,413] Trial 6364 finished with value: 0.9967260488602872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 47, 'rf_n_estimators': 125}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:16:11,430] Trial 6365 finished with value: 0.9975968689952023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:16:12,973] Trial 6366 finished with value: 0.9962961308472899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:16:14,506] Trial 6367 finished with value: 0.9973187823703457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 83}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:16:24,108] Trial 6368 finished with value: 0.9968424508732013 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 39, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:16:28,093] Trial 6369 finished with value: 0.9972630445746251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 20, 'rf_n_estimators': 95}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:16:35,210] Trial 6370 finished with value: 0.9967742542349519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 31, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:16:45,802] Trial 6371 finished with value: 0.9962180714638665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 60, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:16:48,607] Trial 6372 finished with value: 0.9973971773821405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:16:50,434] Trial 6373 finished with value: 0.9974170846989603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:16:56,159] Trial 6374 finished with value: 0.9971918898047095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 26, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:16:58,056] Trial 6375 finished with value: 0.9974495700976274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:17:01,180] Trial 6376 finished with value: 0.9972775381026643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:17:02,519] Trial 6377 finished with value: 0.9974638157208715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:17:03,928] Trial 6378 finished with value: 0.9868202355998714 and parameters: {'classifier': 'SVC', 'svc_c': 550148.0526593345, 'svc_kernel': 'sigmoid'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:17:05,106] Trial 6379 finished with value: 0.9910287455110519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:17:06,610] Trial 6380 finished with value: 0.9973068185756971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 5, 'rf_n_estimators': 105}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:17:22,748] Trial 6381 finished with value: 0.9965575238406238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 69, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:17:24,974] Trial 6382 finished with value: 0.997447529096274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:17:27,453] Trial 6383 finished with value: 0.9973664732735302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:17:29,930] Trial 6384 finished with value: 0.9972561663987939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:17:35,358] Trial 6385 finished with value: 0.9964844121430715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 23, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:17:36,861] Trial 6386 finished with value: 0.9957934863714614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:17:38,488] Trial 6387 finished with value: 0.9973608967327602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 102}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:17:41,483] Trial 6388 finished with value: 0.9975118493934567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:17:43,551] Trial 6389 finished with value: 0.9973671940096711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:17:49,630] Trial 6390 finished with value: 0.9969151165579401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 28, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:17:51,886] Trial 6391 finished with value: 0.9973014801009711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:17:52,641] Trial 6392 finished with value: 0.9970529973901625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 36}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:17:53,581] Trial 6393 finished with value: 0.9952318004059103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:17:58,954] Trial 6394 finished with value: 0.995945884059085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 40, 'rf_n_estimators': 108}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:18:00,932] Trial 6395 finished with value: 0.9972330918609741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:18:03,077] Trial 6396 finished with value: 0.9973872623963711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:18:04,810] Trial 6397 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.3121685208727764e-05, 'svc_kernel': 'rbf'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:18:07,018] Trial 6398 finished with value: 0.9972301329993364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:18:10,497] Trial 6399 finished with value: 0.9972130055423563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:18:11,619] Trial 6400 finished with value: 0.9968790879075448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:18:14,072] Trial 6401 finished with value: 0.9971857934287532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:18:18,516] Trial 6402 finished with value: 0.9971372891464759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 20, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:18:21,185] Trial 6403 finished with value: 0.9973889160683017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:18:24,311] Trial 6404 finished with value: 0.997520269301619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:18:26,164] Trial 6405 finished with value: 0.9976204335663134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:18:28,053] Trial 6406 finished with value: 0.9974592344808796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:18:30,817] Trial 6407 finished with value: 0.9976021433276173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:18:33,587] Trial 6408 finished with value: 0.9974037534130927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:18:36,000] Trial 6409 finished with value: 0.997098533575071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:18:38,582] Trial 6410 finished with value: 0.9975953325313637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:18:43,779] Trial 6411 finished with value: 0.9969820958570107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 34, 'rf_n_estimators': 80}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:18:51,037] Trial 6412 finished with value: 0.9968937087680688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 30, 'rf_n_estimators': 125}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:18:52,148] Trial 6413 finished with value: 0.9976078029264911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 53}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:19:05,714] Trial 6414 finished with value: 0.9965522086297837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 58, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:19:06,436] Trial 6415 finished with value: 0.9872291686671387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 3, 'rf_n_estimators': 89}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:19:08,065] Trial 6416 finished with value: 0.9969200171764946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 4, 'rf_n_estimators': 63}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:19:09,904] Trial 6417 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 3.2662086474318706e-09, 'svc_kernel': 'sigmoid'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:19:15,967] Trial 6418 finished with value: 0.9953737845052378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 50, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:19:24,570] Trial 6419 finished with value: 0.9972357653988234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 39, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:19:27,718] Trial 6420 finished with value: 0.9972183014248105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 106}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:19:29,844] Trial 6421 finished with value: 0.9975756169749809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:19:31,494] Trial 6422 finished with value: 0.996969192683777 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 71}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:19:37,355] Trial 6423 finished with value: 0.9971140039959021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 24, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:19:40,542] Trial 6424 finished with value: 0.9933412984004656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 42, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:19:42,903] Trial 6425 finished with value: 0.9972472046610751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:19:45,697] Trial 6426 finished with value: 0.9973308978721919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:19:47,824] Trial 6427 finished with value: 0.9975352494987314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:19:49,924] Trial 6428 finished with value: 0.99751319968273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:19:51,080] Trial 6429 finished with value: 0.9973523259425857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 76}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:20:06,809] Trial 6430 finished with value: 0.9960528497573503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 65, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:20:09,092] Trial 6431 finished with value: 0.9975685891866539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 98}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:20:11,928] Trial 6432 finished with value: 0.9971287509828702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:20:14,854] Trial 6433 finished with value: 0.9974522229740991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:20:15,731] Trial 6434 finished with value: 0.991393333231437 and parameters: {'classifier': 'SVC', 'svc_c': 16.938579390171146, 'svc_kernel': 'rbf'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:20:17,913] Trial 6435 finished with value: 0.9973660287523982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:20:19,832] Trial 6436 finished with value: 0.9974768990384679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:20:22,370] Trial 6437 finished with value: 0.997315012287793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:20:26,970] Trial 6438 finished with value: 0.9973724030572103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:20:43,321] Trial 6439 finished with value: 0.9962646976237313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 67, 'rf_n_estimators': 125}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:20:45,133] Trial 6440 finished with value: 0.9972526559958004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:20:48,273] Trial 6441 finished with value: 0.9976073195898983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:20:53,455] Trial 6442 finished with value: 0.9966434129340822 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 30, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:20:59,091] Trial 6443 finished with value: 0.9971405760193873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 26, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:21:01,589] Trial 6444 finished with value: 0.9974979448257665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:21:03,548] Trial 6445 finished with value: 0.997507967815635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:21:06,658] Trial 6446 finished with value: 0.9974687386511748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:21:08,050] Trial 6447 finished with value: 0.9967650252323144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:21:17,495] Trial 6448 finished with value: 0.9967604106357819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 49, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:21:20,308] Trial 6449 finished with value: 0.9972959192387275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:21:36,041] Trial 6450 finished with value: 0.9955926624768129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 73, 'rf_n_estimators': 109}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:21:38,679] Trial 6451 finished with value: 0.9976178744436203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:21:42,032] Trial 6452 finished with value: 0.9973623409979776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 105}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:21:43,883] Trial 6453 finished with value: 0.9852051536002978 and parameters: {'classifier': 'SVC', 'svc_c': 1.2605269866089816e-06, 'svc_kernel': 'sigmoid'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:21:46,349] Trial 6454 finished with value: 0.9975957270335535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:21:48,720] Trial 6455 finished with value: 0.9973341867445913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:21:51,889] Trial 6456 finished with value: 0.9973107282415669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:21:54,403] Trial 6457 finished with value: 0.9975949449797755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:21:56,830] Trial 6458 finished with value: 0.9974475539787933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:21:59,109] Trial 6459 finished with value: 0.9973670295120965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 93}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:22:01,968] Trial 6460 finished with value: 0.9962628892929773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 21, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:22:03,770] Trial 6461 finished with value: 0.9955060512824835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:22:05,877] Trial 6462 finished with value: 0.9974302639602511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:22:16,324] Trial 6463 finished with value: 0.9962220049014286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 46, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:22:19,388] Trial 6464 finished with value: 0.9976069532392323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:22:20,808] Trial 6465 finished with value: 0.9975297192953062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 101}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:22:22,707] Trial 6466 finished with value: 0.9974112633319719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:22:24,412] Trial 6467 finished with value: 0.9974124573755269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:22:27,432] Trial 6468 finished with value: 0.9974343871905003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:22:29,464] Trial 6469 finished with value: 0.9971556863736583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 86}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:22:30,508] Trial 6470 finished with value: 0.9969712304161261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:22:32,778] Trial 6471 finished with value: 0.9973635328198789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:22:41,248] Trial 6472 finished with value: 0.9969684003786549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 34, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:23:35,450] Trial 6473 finished with value: 0.9898790713921536 and parameters: {'classifier': 'SVC', 'svc_c': 47811262.21269679, 'svc_kernel': 'rbf'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:23:36,561] Trial 6474 finished with value: 0.9970256550876629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 109}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:23:40,216] Trial 6475 finished with value: 0.9973827743388757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:23:41,055] Trial 6476 finished with value: 0.9939638016551386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 60}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:23:43,044] Trial 6477 finished with value: 0.9975167558200483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:23:45,433] Trial 6478 finished with value: 0.9974428399473966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:23:48,336] Trial 6479 finished with value: 0.9974934215074557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:23:51,102] Trial 6480 finished with value: 0.9974280708391069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:23:54,269] Trial 6481 finished with value: 0.9975131606451036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:23:56,148] Trial 6482 finished with value: 0.9974921921713479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:23:58,002] Trial 6483 finished with value: 0.9971327391683231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:24:00,321] Trial 6484 finished with value: 0.9972306076080045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:24:02,663] Trial 6485 finished with value: 0.9976454124420572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:24:06,662] Trial 6486 finished with value: 0.9969201540303517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 19, 'rf_n_estimators': 103}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:24:12,726] Trial 6487 finished with value: 0.997107919109068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 27, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:24:15,184] Trial 6488 finished with value: 0.9968930200237388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:24:16,977] Trial 6489 finished with value: 0.9969932851832409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:24:18,521] Trial 6490 finished with value: 0.986732879739019 and parameters: {'classifier': 'SVC', 'svc_c': 539095710.9089211, 'svc_kernel': 'sigmoid'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:24:20,519] Trial 6491 finished with value: 0.9974780958432207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:24:25,469] Trial 6492 finished with value: 0.9964026965209695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 30, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:24:34,660] Trial 6493 finished with value: 0.9971267733938558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 41, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:24:36,090] Trial 6494 finished with value: 0.9973685349045237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 110}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:24:37,426] Trial 6495 finished with value: 0.9971908157939208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:24:39,062] Trial 6496 finished with value: 0.9901765436261067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:24:41,927] Trial 6497 finished with value: 0.9972198556301394 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:24:45,633] Trial 6498 finished with value: 0.9973317600007103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:24:47,404] Trial 6499 finished with value: 0.9975176992610858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:24:50,173] Trial 6500 finished with value: 0.9976050869550593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:24:53,711] Trial 6501 finished with value: 0.997142952744326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:25:02,313] Trial 6502 finished with value: 0.9969900548672808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 45, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:25:04,303] Trial 6503 finished with value: 0.9973858143543427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:25:06,469] Trial 6504 finished with value: 0.9972891262474398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:25:09,029] Trial 6505 finished with value: 0.9974992862601636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:25:10,483] Trial 6506 finished with value: 0.996867238464577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:25:13,769] Trial 6507 finished with value: 0.9974660304872683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:25:18,287] Trial 6508 finished with value: 0.9974186894945136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:25:20,118] Trial 6509 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 4.565909476409242e-07, 'svc_kernel': 'rbf'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:25:22,975] Trial 6510 finished with value: 0.9975077814506425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:25:24,805] Trial 6511 finished with value: 0.9975112526890584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:25:29,373] Trial 6512 finished with value: 0.9969788011448362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 18, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:25:31,922] Trial 6513 finished with value: 0.997482220660365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:25:33,983] Trial 6514 finished with value: 0.9973732111043345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:25:35,820] Trial 6515 finished with value: 0.99734870848763 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:25:36,416] Trial 6516 finished with value: 0.9952566528695685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 21}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:25:39,438] Trial 6517 finished with value: 0.9970114244129734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:25:41,798] Trial 6518 finished with value: 0.9974497281206687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:25:43,137] Trial 6519 finished with value: 0.9971913362956034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 50}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:25:46,032] Trial 6520 finished with value: 0.9975301322054824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:25:55,302] Trial 6521 finished with value: 0.9966682519408678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 40, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:26:00,654] Trial 6522 finished with value: 0.9971441772562722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 24, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:26:06,166] Trial 6523 finished with value: 0.9970296377189817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 23, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:26:08,084] Trial 6524 finished with value: 0.9972816935468893 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:26:13,766] Trial 6525 finished with value: 0.9964689873613514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 61, 'rf_n_estimators': 45}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:26:14,805] Trial 6526 finished with value: 0.9931327254100671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:26:17,916] Trial 6527 finished with value: 0.9974525791051588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:26:18,983] Trial 6528 finished with value: 0.9894995827559491 and parameters: {'classifier': 'SVC', 'svc_c': 18509.360216767498, 'svc_kernel': 'sigmoid'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:26:29,201] Trial 6529 finished with value: 0.9965136777945016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 51, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:26:31,489] Trial 6530 finished with value: 0.9971018807500065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:26:33,176] Trial 6531 finished with value: 0.9972918447896421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:26:45,819] Trial 6532 finished with value: 0.996769525858021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 57, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:26:47,662] Trial 6533 finished with value: 0.9961731261118434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:26:49,591] Trial 6534 finished with value: 0.9968912232138454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:26:53,131] Trial 6535 finished with value: 0.9974659008061785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:26:54,272] Trial 6536 finished with value: 0.99679887085422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:26:55,887] Trial 6537 finished with value: 0.9975210118417022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:26:58,095] Trial 6538 finished with value: 0.9973583016827559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:27:01,263] Trial 6539 finished with value: 0.9972290015746729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:27:04,430] Trial 6540 finished with value: 0.9971694115904333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 16, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:27:06,826] Trial 6541 finished with value: 0.9974640697828208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:27:08,521] Trial 6542 finished with value: 0.9974319739669677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 7, 'rf_n_estimators': 96}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:27:11,645] Trial 6543 finished with value: 0.9974719593188114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:27:12,902] Trial 6544 finished with value: 0.9970558575151699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:27:15,154] Trial 6545 finished with value: 0.9972305918342648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:27:16,237] Trial 6546 finished with value: 0.9972237622809077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 56}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:27:20,996] Trial 6547 finished with value: 0.997375886387769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:27:22,285] Trial 6548 finished with value: 0.9868414469320953 and parameters: {'classifier': 'SVC', 'svc_c': 0.7874715126314379, 'svc_kernel': 'rbf'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:27:24,838] Trial 6549 finished with value: 0.9973342178160026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:27:27,414] Trial 6550 finished with value: 0.9970286500353014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:27:28,975] Trial 6551 finished with value: 0.9966700623980617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 91}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:27:43,171] Trial 6552 finished with value: 0.9963939930980796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 74, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:27:45,943] Trial 6553 finished with value: 0.9972129310217496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:27:47,970] Trial 6554 finished with value: 0.9976460180013319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:27:50,972] Trial 6555 finished with value: 0.9974336078344442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:27:52,608] Trial 6556 finished with value: 0.9912393589315217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 29, 'rf_n_estimators': 106}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:27:54,749] Trial 6557 finished with value: 0.9972609714862471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:27:56,634] Trial 6558 finished with value: 0.9974431491698291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:27:59,489] Trial 6559 finished with value: 0.9974555201935683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:28:00,985] Trial 6560 finished with value: 0.9975330699614117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:28:04,761] Trial 6561 finished with value: 0.997355091139512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:28:06,428] Trial 6562 finished with value: 0.9973494482030395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:28:09,787] Trial 6563 finished with value: 0.9963150054126005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 25, 'rf_n_estimators': 110}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:28:13,055] Trial 6564 finished with value: 0.9971679540270326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:28:14,886] Trial 6565 finished with value: 0.9852058917288118 and parameters: {'classifier': 'SVC', 'svc_c': 1.195935816972108e-08, 'svc_kernel': 'sigmoid'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:28:16,318] Trial 6566 finished with value: 0.9962048061293706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:28:17,650] Trial 6567 finished with value: 0.9964577489048402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 41}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:28:19,478] Trial 6568 finished with value: 0.997487317419188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 99}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:28:22,388] Trial 6569 finished with value: 0.9973605980790509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:28:24,842] Trial 6570 finished with value: 0.9974157932200295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:28:26,743] Trial 6571 finished with value: 0.9971185014478182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:28:28,946] Trial 6572 finished with value: 0.9974557204280265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:28:36,860] Trial 6573 finished with value: 0.9970714476196502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 39, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:28:40,493] Trial 6574 finished with value: 0.9973887267834217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:28:43,958] Trial 6575 finished with value: 0.9975535971513022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:28:44,987] Trial 6576 finished with value: 0.9930532336631415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:28:47,362] Trial 6577 finished with value: 0.997468523214259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:28:49,168] Trial 6578 finished with value: 0.9975617659174025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:28:51,745] Trial 6579 finished with value: 0.9954545285665164 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 20, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:28:53,067] Trial 6580 finished with value: 0.9956715957635187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:28:59,443] Trial 6581 finished with value: 0.996854563518636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 26, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:29:03,191] Trial 6582 finished with value: 0.9974836289347954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:29:06,012] Trial 6583 finished with value: 0.9972457842310263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:29:06,833] Trial 6584 finished with value: 0.9937333402677361 and parameters: {'classifier': 'SVC', 'svc_c': 238.12442207857347, 'svc_kernel': 'rbf'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:29:09,328] Trial 6585 finished with value: 0.9974610030440356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:29:16,908] Trial 6586 finished with value: 0.9968490876822464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 32, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:29:18,802] Trial 6587 finished with value: 0.9973719133730361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:29:20,473] Trial 6588 finished with value: 0.9972988663256014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 67}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:29:22,487] Trial 6589 finished with value: 0.9973925563745508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:29:24,799] Trial 6590 finished with value: 0.997179183184337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:29:28,975] Trial 6591 finished with value: 0.9971317629102892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 21, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:29:32,499] Trial 6592 finished with value: 0.9966750046884888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 23, 'rf_n_estimators': 72}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:29:34,786] Trial 6593 finished with value: 0.9974176105326112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 83}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:29:36,858] Trial 6594 finished with value: 0.9971577137277116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:29:38,647] Trial 6595 finished with value: 0.9975079395054216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:29:50,862] Trial 6596 finished with value: 0.9960636693052206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 65, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:29:53,240] Trial 6597 finished with value: 0.997212953174809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:29:56,123] Trial 6598 finished with value: 0.9971541470534078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:29:59,984] Trial 6599 finished with value: 0.9972408229613307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:30:02,639] Trial 6600 finished with value: 0.9976133624874807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:30:06,108] Trial 6601 finished with value: 0.9970402717270451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:30:07,993] Trial 6602 finished with value: 0.9853941808955945 and parameters: {'classifier': 'SVC', 'svc_c': 0.05720754458142446, 'svc_kernel': 'sigmoid'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:30:09,938] Trial 6603 finished with value: 0.9974809134076942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:30:20,670] Trial 6604 finished with value: 0.9965886950360182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 53, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:30:27,342] Trial 6605 finished with value: 0.996178488072621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 45, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:30:37,004] Trial 6606 finished with value: 0.9971449691805393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 37, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:30:40,966] Trial 6607 finished with value: 0.9972970993493409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:30:42,973] Trial 6608 finished with value: 0.9973882818179588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:30:45,204] Trial 6609 finished with value: 0.9974544810944779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:30:47,878] Trial 6610 finished with value: 0.9973521513523568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:30:49,668] Trial 6611 finished with value: 0.997477633739288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:30:51,730] Trial 6612 finished with value: 0.9972878260088467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:30:54,500] Trial 6613 finished with value: 0.997198271599668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:30:57,279] Trial 6614 finished with value: 0.9973954100567632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:30:59,432] Trial 6615 finished with value: 0.9972936663868414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:31:00,472] Trial 6616 finished with value: 0.996619624705937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:31:06,797] Trial 6617 finished with value: 0.9973675352239142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 30, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:31:08,337] Trial 6618 finished with value: 0.9973233732903991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 107}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:31:09,931] Trial 6619 finished with value: 0.9974402557200189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 101}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:31:12,434] Trial 6620 finished with value: 0.9974273998997432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:31:14,285] Trial 6621 finished with value: 0.9853789398446207 and parameters: {'classifier': 'SVC', 'svc_c': 0.010203488666373686, 'svc_kernel': 'rbf'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:31:17,536] Trial 6622 finished with value: 0.9976387966117694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:31:19,829] Trial 6623 finished with value: 0.9975242247335512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:31:22,032] Trial 6624 finished with value: 0.9972204488116301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:31:24,378] Trial 6625 finished with value: 0.9975902557991604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:31:32,813] Trial 6626 finished with value: 0.996419878376723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 49, 'rf_n_estimators': 87}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:31:36,094] Trial 6627 finished with value: 0.9972824926121856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:31:41,469] Trial 6628 finished with value: 0.9973690008804811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 23, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:31:44,084] Trial 6629 finished with value: 0.9973065589913519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 77}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:31:46,443] Trial 6630 finished with value: 0.9975109130934484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:31:47,350] Trial 6631 finished with value: 0.9895018454783243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:31:49,205] Trial 6632 finished with value: 0.9966580167513498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:31:55,881] Trial 6633 finished with value: 0.9965950328422369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 27, 'rf_n_estimators': 128}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:31:57,846] Trial 6634 finished with value: 0.9974004959929594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:31:59,668] Trial 6635 finished with value: 0.9974465030414632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:32:03,620] Trial 6636 finished with value: 0.9969578763424409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 19, 'rf_n_estimators': 103}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:32:06,384] Trial 6637 finished with value: 0.9974248830836806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:32:10,084] Trial 6638 finished with value: 0.9971520030308065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 17, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:32:11,389] Trial 6639 finished with value: 0.9972794420914713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:32:13,835] Trial 6640 finished with value: 0.9975026689498177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:32:15,678] Trial 6641 finished with value: 0.9852053993786534 and parameters: {'classifier': 'SVC', 'svc_c': 0.00010982148220549823, 'svc_kernel': 'sigmoid'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:32:18,279] Trial 6642 finished with value: 0.9972407622784516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:32:19,568] Trial 6643 finished with value: 0.9970287269362513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 7, 'rf_n_estimators': 63}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:32:21,893] Trial 6644 finished with value: 0.997638407060693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:32:24,712] Trial 6645 finished with value: 0.9975329356148492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:32:29,211] Trial 6646 finished with value: 0.9974348551976838 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 21, 'rf_n_estimators': 110}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:32:31,407] Trial 6647 finished with value: 0.9969718418469135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:32:33,575] Trial 6648 finished with value: 0.9970873178746396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 94}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:32:37,100] Trial 6649 finished with value: 0.9973329270035679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:32:38,996] Trial 6650 finished with value: 0.9973893862336632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:32:40,576] Trial 6651 finished with value: 0.9974019447332217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 5, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:32:43,394] Trial 6652 finished with value: 0.9974841382647345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:32:46,821] Trial 6653 finished with value: 0.9970449096826774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:32:49,528] Trial 6654 finished with value: 0.997487108488543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:32:50,665] Trial 6655 finished with value: 0.9970854148697077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:32:52,373] Trial 6656 finished with value: 0.9970838311481248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:32:56,723] Trial 6657 finished with value: 0.9973376232299985 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:33:01,964] Trial 6658 finished with value: 0.9953788199146855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 46, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:33:05,739] Trial 6659 finished with value: 0.993175659784797 and parameters: {'classifier': 'SVC', 'svc_c': 1129213.8511815702, 'svc_kernel': 'rbf'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:33:08,534] Trial 6660 finished with value: 0.997669363739571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:33:12,790] Trial 6661 finished with value: 0.9968495421373436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 26, 'rf_n_estimators': 80}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:33:17,594] Trial 6662 finished with value: 0.9945074742317606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 53, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:33:19,575] Trial 6663 finished with value: 0.9975242867811605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:33:22,517] Trial 6664 finished with value: 0.9975054975908209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:33:24,088] Trial 6665 finished with value: 0.996946954058964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:33:26,302] Trial 6666 finished with value: 0.9972648782322292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:33:29,413] Trial 6667 finished with value: 0.9972040750982143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:33:32,233] Trial 6668 finished with value: 0.9974263584520474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 105}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:33:34,743] Trial 6669 finished with value: 0.9973259727519724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:33:35,878] Trial 6670 finished with value: 0.9937601568000604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:33:36,477] Trial 6671 finished with value: 0.9966388001783484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 10}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:33:39,268] Trial 6672 finished with value: 0.9974153516187849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:33:43,939] Trial 6673 finished with value: 0.9972907857274077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 22, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:33:50,989] Trial 6674 finished with value: 0.9971292733888273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 33, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:33:53,715] Trial 6675 finished with value: 0.997593660292757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:33:57,912] Trial 6676 finished with value: 0.9967355009486764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:34:01,020] Trial 6677 finished with value: 0.9974715502806597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:34:03,329] Trial 6678 finished with value: 0.9968653309211244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:34:05,124] Trial 6679 finished with value: 0.9852055635588486 and parameters: {'classifier': 'SVC', 'svc_c': 1.0453538473143609e-07, 'svc_kernel': 'sigmoid'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:34:06,704] Trial 6680 finished with value: 0.997472115850171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 58}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:34:12,530] Trial 6681 finished with value: 0.9971533462107888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 33, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:34:14,470] Trial 6682 finished with value: 0.9970779965781671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:34:17,584] Trial 6683 finished with value: 0.9973070074479846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:34:18,646] Trial 6684 finished with value: 0.9969834784554737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:34:20,330] Trial 6685 finished with value: 0.9973244417153161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:34:22,515] Trial 6686 finished with value: 0.9971436633878122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:34:24,425] Trial 6687 finished with value: 0.9974399285974066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:34:27,426] Trial 6688 finished with value: 0.9973641173051829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:34:34,432] Trial 6689 finished with value: 0.9969705811537529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 35, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:34:35,358] Trial 6690 finished with value: 0.997078980326347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 48}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:34:37,064] Trial 6691 finished with value: 0.9902619258017071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:34:38,890] Trial 6692 finished with value: 0.9975475837382358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:34:47,700] Trial 6693 finished with value: 0.9965971333204292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 59, 'rf_n_estimators': 74}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:34:59,850] Trial 6694 finished with value: 0.99647254546642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 72, 'rf_n_estimators': 89}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:35:08,234] Trial 6695 finished with value: 0.9968910999755507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 41, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:35:10,107] Trial 6696 finished with value: 0.9850765916524669 and parameters: {'classifier': 'SVC', 'svc_c': 9.4989503861548e-10, 'svc_kernel': 'rbf'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:35:12,912] Trial 6697 finished with value: 0.9963622849290287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 17, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:35:15,128] Trial 6698 finished with value: 0.9974994114979463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:35:22,257] Trial 6699 finished with value: 0.9969048352849804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 35, 'rf_n_estimators': 109}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:35:23,568] Trial 6700 finished with value: 0.9972747700175885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:35:25,848] Trial 6701 finished with value: 0.9943887581762746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 24, 'rf_n_estimators': 128}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:35:28,363] Trial 6702 finished with value: 0.9973982411415854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:35:29,428] Trial 6703 finished with value: 0.9968217248453208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 34}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:35:32,212] Trial 6704 finished with value: 0.9973834385815411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:35:35,923] Trial 6705 finished with value: 0.9972629140366117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:35:49,185] Trial 6706 finished with value: 0.9966034125702085 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 56, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:35:51,633] Trial 6707 finished with value: 0.9973688585677042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:35:53,792] Trial 6708 finished with value: 0.9972421674743049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:35:56,202] Trial 6709 finished with value: 0.9973834396606299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 98}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:35:57,276] Trial 6710 finished with value: 0.9954649149871635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:35:59,676] Trial 6711 finished with value: 0.9971956682978078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:36:01,627] Trial 6712 finished with value: 0.9974278420722701 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:36:04,511] Trial 6713 finished with value: 0.9974385894164008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:36:07,767] Trial 6714 finished with value: 0.9974906883340782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:36:09,642] Trial 6715 finished with value: 0.9852235902142232 and parameters: {'classifier': 'SVC', 'svc_c': 0.0004837261971579814, 'svc_kernel': 'sigmoid'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:36:11,949] Trial 6716 finished with value: 0.9975437371673261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:36:16,984] Trial 6717 finished with value: 0.9969289850078914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 31, 'rf_n_estimators': 104}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:36:21,335] Trial 6718 finished with value: 0.9962703700447197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 18, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:36:33,570] Trial 6719 finished with value: 0.9969729185236865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 60, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:36:35,527] Trial 6720 finished with value: 0.9974248911768471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:36:37,396] Trial 6721 finished with value: 0.9970717986409067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:36:41,333] Trial 6722 finished with value: 0.9972619426027398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:36:43,226] Trial 6723 finished with value: 0.9972116119308393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:36:44,769] Trial 6724 finished with value: 0.9962442386068662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 39, 'rf_n_estimators': 16}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:36:46,440] Trial 6725 finished with value: 0.997363190145692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:36:48,812] Trial 6726 finished with value: 0.9975978909240849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:36:55,176] Trial 6727 finished with value: 0.9972744122678954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 28, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:36:57,692] Trial 6728 finished with value: 0.9974468974801773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:37:00,295] Trial 6729 finished with value: 0.997076425329582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:37:03,665] Trial 6730 finished with value: 0.997401226790017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:37:04,902] Trial 6731 finished with value: 0.9972048882234037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:37:06,363] Trial 6732 finished with value: 0.9966901680133272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:38:09,345] Trial 6733 finished with value: 0.9905530657200998 and parameters: {'classifier': 'SVC', 'svc_c': 126760334.27260192, 'svc_kernel': 'rbf'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:38:10,018] Trial 6734 finished with value: 0.9962756438375905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 1, 'rf_n_estimators': 29}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:38:11,849] Trial 6735 finished with value: 0.9975138692256259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:38:12,723] Trial 6736 finished with value: 0.996395173240431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 24}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:38:15,813] Trial 6737 finished with value: 0.997559916359107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:38:18,085] Trial 6738 finished with value: 0.9969700818529925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 85}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:38:19,394] Trial 6739 finished with value: 0.9957103061718814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:38:24,001] Trial 6740 finished with value: 0.9970409633595247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 19, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:38:28,679] Trial 6741 finished with value: 0.9971575989634381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:38:29,851] Trial 6742 finished with value: 0.9969895428396196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 125}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:38:31,917] Trial 6743 finished with value: 0.996771142110959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:38:34,691] Trial 6744 finished with value: 0.9974561701541754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:38:37,297] Trial 6745 finished with value: 0.9975747238702647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:38:38,888] Trial 6746 finished with value: 0.9974798038821872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:38:41,385] Trial 6747 finished with value: 0.9975505838274152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:38:42,999] Trial 6748 finished with value: 0.9973735919909621 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:38:45,236] Trial 6749 finished with value: 0.9973006644367493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:38:47,660] Trial 6750 finished with value: 0.9968606460886028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:38:49,085] Trial 6751 finished with value: 0.9973371094250143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:38:50,354] Trial 6752 finished with value: 0.9880666182648851 and parameters: {'classifier': 'SVC', 'svc_c': 43500.43659067981, 'svc_kernel': 'sigmoid'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:38:53,057] Trial 6753 finished with value: 0.9976887019004961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:38:59,017] Trial 6754 finished with value: 0.997155547171196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 29, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:39:00,356] Trial 6755 finished with value: 0.9971118302031435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 52}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:39:03,019] Trial 6756 finished with value: 0.9950723217689647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 24, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:39:05,628] Trial 6757 finished with value: 0.997469563582866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 101}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:39:08,385] Trial 6758 finished with value: 0.9974567061439569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:39:10,099] Trial 6759 finished with value: 0.9973605190199235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:39:12,993] Trial 6760 finished with value: 0.9972641404210942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:39:15,163] Trial 6761 finished with value: 0.997557539697644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:39:25,718] Trial 6762 finished with value: 0.9968378721087666 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 48, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:39:35,835] Trial 6763 finished with value: 0.9966324754481476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 44, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:39:37,967] Trial 6764 finished with value: 0.997282350489836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:39:41,379] Trial 6765 finished with value: 0.9974776998810873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 110}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:39:43,547] Trial 6766 finished with value: 0.9976110166117879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:39:47,644] Trial 6767 finished with value: 0.9973973282641527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 17, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:39:50,935] Trial 6768 finished with value: 0.9974592682182752 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:39:53,461] Trial 6769 finished with value: 0.9973497034710294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:39:55,292] Trial 6770 finished with value: 0.9973487022987381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:39:57,117] Trial 6771 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 3.1981641062153587e-06, 'svc_kernel': 'rbf'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:40:02,495] Trial 6772 finished with value: 0.9971569439247658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 26, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:40:03,376] Trial 6773 finished with value: 0.9965455196436189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 3, 'rf_n_estimators': 70}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:40:05,470] Trial 6774 finished with value: 0.9974523764903576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:40:08,194] Trial 6775 finished with value: 0.9969528939987745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:40:09,269] Trial 6776 finished with value: 0.9909025574000102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 14, 'rf_n_estimators': 96}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:40:11,824] Trial 6777 finished with value: 0.997260371195465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:40:14,765] Trial 6778 finished with value: 0.9976298156091407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:40:16,839] Trial 6779 finished with value: 0.9945615273793527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 22, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:40:19,269] Trial 6780 finished with value: 0.9974884600155947 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:40:21,849] Trial 6781 finished with value: 0.9975139909722391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:40:22,911] Trial 6782 finished with value: 0.9970622272179854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:40:24,680] Trial 6783 finished with value: 0.9968541837745731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:40:27,632] Trial 6784 finished with value: 0.9974303238814205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:40:29,662] Trial 6785 finished with value: 0.9975261138690176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:40:31,664] Trial 6786 finished with value: 0.9974529327923998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:40:33,329] Trial 6787 finished with value: 0.9973356856624852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:40:41,448] Trial 6788 finished with value: 0.9968297147365748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 35, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:40:46,064] Trial 6789 finished with value: 0.9973206700458682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:40:47,035] Trial 6790 finished with value: 0.9923735115315582 and parameters: {'classifier': 'SVC', 'svc_c': 5101.447776501363, 'svc_kernel': 'sigmoid'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:40:49,979] Trial 6791 finished with value: 0.9974754749585597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:40:52,461] Trial 6792 finished with value: 0.9977223613795743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:40:58,979] Trial 6793 finished with value: 0.9955911917421808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 52, 'rf_n_estimators': 103}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:41:00,884] Trial 6794 finished with value: 0.997365904339801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:41:02,812] Trial 6795 finished with value: 0.997439687008455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:41:08,799] Trial 6796 finished with value: 0.9961919251091963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 41, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:41:11,826] Trial 6797 finished with value: 0.9970162123936944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:41:15,491] Trial 6798 finished with value: 0.9970848983352635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 91}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:41:17,281] Trial 6799 finished with value: 0.9971428290299628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:41:19,654] Trial 6800 finished with value: 0.9975648609346633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:41:21,876] Trial 6801 finished with value: 0.997536886095668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:41:25,336] Trial 6802 finished with value: 0.9973017096929938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:41:27,697] Trial 6803 finished with value: 0.9974682383348016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:41:29,781] Trial 6804 finished with value: 0.9973879569487382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:41:32,181] Trial 6805 finished with value: 0.9973469867696257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:41:48,497] Trial 6806 finished with value: 0.9954121380525689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 69, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:41:51,643] Trial 6807 finished with value: 0.9973729716100849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:41:53,514] Trial 6808 finished with value: 0.98538696909088 and parameters: {'classifier': 'SVC', 'svc_c': 0.12795556630293334, 'svc_kernel': 'rbf'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:41:59,679] Trial 6809 finished with value: 0.9973108413237313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 28, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:42:01,765] Trial 6810 finished with value: 0.9965667715051506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:42:07,453] Trial 6811 finished with value: 0.9945841569834476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 59, 'rf_n_estimators': 105}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:42:08,870] Trial 6812 finished with value: 0.9974090193032245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:42:11,271] Trial 6813 finished with value: 0.9975762858513808 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:42:13,585] Trial 6814 finished with value: 0.9971556586982029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:42:15,615] Trial 6815 finished with value: 0.9977037836906502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:42:17,957] Trial 6816 finished with value: 0.9974897339434626 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:42:21,766] Trial 6817 finished with value: 0.997191430715878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:42:23,921] Trial 6818 finished with value: 0.9977127425719572 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:42:25,594] Trial 6819 finished with value: 0.9975110154799379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:42:30,150] Trial 6820 finished with value: 0.9969331857103727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 22, 'rf_n_estimators': 128}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:42:32,313] Trial 6821 finished with value: 0.9975667111911931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 81}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:42:36,677] Trial 6822 finished with value: 0.9958726405857411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 33, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:42:39,967] Trial 6823 finished with value: 0.9975236712561829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:42:41,381] Trial 6824 finished with value: 0.99741671158812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 66}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:42:45,719] Trial 6825 finished with value: 0.9969794655461911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 20, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:42:48,243] Trial 6826 finished with value: 0.9976168028449125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:42:50,081] Trial 6827 finished with value: 0.9852063832220469 and parameters: {'classifier': 'SVC', 'svc_c': 4.73639973529857e-10, 'svc_kernel': 'sigmoid'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:42:53,213] Trial 6828 finished with value: 0.9970181129865455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:42:55,023] Trial 6829 finished with value: 0.9973477310552937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:43:10,744] Trial 6830 finished with value: 0.9963182740679531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 64, 'rf_n_estimators': 125}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:43:16,767] Trial 6831 finished with value: 0.9971652215836269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 25, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:43:25,655] Trial 6832 finished with value: 0.9969999818182416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 46, 'rf_n_estimators': 110}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:43:27,931] Trial 6833 finished with value: 0.9972799077183118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:43:36,536] Trial 6834 finished with value: 0.9968615203727397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 39, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:43:38,200] Trial 6835 finished with value: 0.9971340412794528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 38}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:43:41,741] Trial 6836 finished with value: 0.9974991535639726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:43:43,663] Trial 6837 finished with value: 0.9976583664594187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:43:45,497] Trial 6838 finished with value: 0.9973351179030585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:43:48,291] Trial 6839 finished with value: 0.9976119271723531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:43:49,277] Trial 6840 finished with value: 0.9895961506079205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:43:50,552] Trial 6841 finished with value: 0.9972170781823809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:43:52,883] Trial 6842 finished with value: 0.9973714914175562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:44:10,143] Trial 6843 finished with value: 0.9965160986351318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 73, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:44:12,851] Trial 6844 finished with value: 0.99691225040273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:44:46,470] Trial 6845 finished with value: 0.9901820283173725 and parameters: {'classifier': 'SVC', 'svc_c': 15160019.065198248, 'svc_kernel': 'rbf'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:44:52,577] Trial 6846 finished with value: 0.9970751627956228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 29, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:44:55,471] Trial 6847 finished with value: 0.9969463252040653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:44:57,537] Trial 6848 finished with value: 0.9972150411165277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:44:59,719] Trial 6849 finished with value: 0.9976360898125928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:45:02,123] Trial 6850 finished with value: 0.9974737842802287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:45:05,621] Trial 6851 finished with value: 0.9976537949947025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:45:08,328] Trial 6852 finished with value: 0.99757845190009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:45:10,360] Trial 6853 finished with value: 0.9972045888397224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:45:12,047] Trial 6854 finished with value: 0.9967708783372101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:45:13,829] Trial 6855 finished with value: 0.9971397181754863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:45:15,586] Trial 6856 finished with value: 0.9958795132074384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:45:16,667] Trial 6857 finished with value: 0.9958698625349623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 5, 'rf_n_estimators': 100}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:45:19,697] Trial 6858 finished with value: 0.9972345257796337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:45:25,064] Trial 6859 finished with value: 0.9969083042700048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 31, 'rf_n_estimators': 105}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:45:26,405] Trial 6860 finished with value: 0.9972800234981981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 61}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:45:29,566] Trial 6861 finished with value: 0.9974699551651683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 93}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:45:32,068] Trial 6862 finished with value: 0.9971193492308025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:45:34,113] Trial 6863 finished with value: 0.997408499785417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:45:35,982] Trial 6864 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 2.392163070824423e-05, 'svc_kernel': 'sigmoid'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:45:38,522] Trial 6865 finished with value: 0.9974118932024837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:45:41,356] Trial 6866 finished with value: 0.9973334263360661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:45:44,334] Trial 6867 finished with value: 0.997117202859596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:45:45,510] Trial 6868 finished with value: 0.9972444447009036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:45:47,952] Trial 6869 finished with value: 0.9970354299823089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:45:50,397] Trial 6870 finished with value: 0.9974357976231082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:45:54,581] Trial 6871 finished with value: 0.9973280847510253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:45:55,683] Trial 6872 finished with value: 0.9937264698359544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:45:58,290] Trial 6873 finished with value: 0.9973470873787923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:46:00,455] Trial 6874 finished with value: 0.9974340117627927 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:46:08,047] Trial 6875 finished with value: 0.99694389246172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 35, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:46:12,479] Trial 6876 finished with value: 0.9971847105630882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:46:13,738] Trial 6877 finished with value: 0.9974196876199656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:46:15,652] Trial 6878 finished with value: 0.9976318368695157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:46:16,681] Trial 6879 finished with value: 0.9967677498681948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:46:18,532] Trial 6880 finished with value: 0.9971100125097069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:46:21,467] Trial 6881 finished with value: 0.9971579270699255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:46:35,148] Trial 6882 finished with value: 0.9962015014514932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 55, 'rf_n_estimators': 128}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:46:36,967] Trial 6883 finished with value: 0.9850772470402561 and parameters: {'classifier': 'SVC', 'svc_c': 1.2220641248471583e-10, 'svc_kernel': 'rbf'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:46:42,093] Trial 6884 finished with value: 0.9970493890122484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 25, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:46:47,108] Trial 6885 finished with value: 0.9966550049191447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 22, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:46:49,269] Trial 6886 finished with value: 0.9973829943777881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:46:51,533] Trial 6887 finished with value: 0.9904193763228898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 41, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:46:55,737] Trial 6888 finished with value: 0.9975215798550322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:46:57,270] Trial 6889 finished with value: 0.9973841744566637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:46:59,177] Trial 6890 finished with value: 0.9972318445294727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:47:02,240] Trial 6891 finished with value: 0.9972122644622168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:47:04,695] Trial 6892 finished with value: 0.9972700382764396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:47:06,767] Trial 6893 finished with value: 0.9976665175475049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:47:07,856] Trial 6894 finished with value: 0.9954755035465433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:47:17,690] Trial 6895 finished with value: 0.9968300688364083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 51, 'rf_n_estimators': 103}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:47:21,907] Trial 6896 finished with value: 0.9965303854541796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:47:23,291] Trial 6897 finished with value: 0.9965939044009368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 77}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:47:25,435] Trial 6898 finished with value: 0.9975100185922643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:47:30,521] Trial 6899 finished with value: 0.9973463165602335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 24, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:47:33,344] Trial 6900 finished with value: 0.9975104558771534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:47:35,436] Trial 6901 finished with value: 0.9975041180074591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:47:36,304] Trial 6902 finished with value: 0.9930580387188567 and parameters: {'classifier': 'SVC', 'svc_c': 1248.0873886881795, 'svc_kernel': 'sigmoid'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:47:38,796] Trial 6903 finished with value: 0.997130603302364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:47:41,492] Trial 6904 finished with value: 0.9974307220652076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:47:42,594] Trial 6905 finished with value: 0.997337784998113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 44}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:47:46,792] Trial 6906 finished with value: 0.9973487197863252 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:47:49,912] Trial 6907 finished with value: 0.9974687648666866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:47:55,967] Trial 6908 finished with value: 0.9972581820732973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 27, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:47:58,241] Trial 6909 finished with value: 0.9974904563299746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:48:00,935] Trial 6910 finished with value: 0.997167424670474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:48:03,432] Trial 6911 finished with value: 0.9974201326171662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:48:05,523] Trial 6912 finished with value: 0.9974412764428612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:48:07,589] Trial 6913 finished with value: 0.9970059278834681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:48:10,582] Trial 6914 finished with value: 0.9973271423256008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:48:21,491] Trial 6915 finished with value: 0.9967996374833749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 44, 'rf_n_estimators': 128}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:48:23,485] Trial 6916 finished with value: 0.9975127037144501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:48:24,897] Trial 6917 finished with value: 0.9973627489570402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:48:34,126] Trial 6918 finished with value: 0.9969221594217731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 37, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:48:35,667] Trial 6919 finished with value: 0.9973059073486358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:48:37,492] Trial 6920 finished with value: 0.9953499864383414 and parameters: {'classifier': 'SVC', 'svc_c': 182561.65872935118, 'svc_kernel': 'rbf'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:48:39,539] Trial 6921 finished with value: 0.9974067219230541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 85}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:48:40,724] Trial 6922 finished with value: 0.9952016814808378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:48:42,063] Trial 6923 finished with value: 0.99723401454542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 125}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:48:44,453] Trial 6924 finished with value: 0.9977559824557845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:48:47,077] Trial 6925 finished with value: 0.9969275894286241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:48:50,367] Trial 6926 finished with value: 0.9970967560300873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:48:53,152] Trial 6927 finished with value: 0.9971389356773775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 100}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:48:55,892] Trial 6928 finished with value: 0.9973325916925754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 104}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:49:09,054] Trial 6929 finished with value: 0.9959242992351661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 64, 'rf_n_estimators': 104}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:49:12,066] Trial 6930 finished with value: 0.9969506876111852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 102}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:49:14,766] Trial 6931 finished with value: 0.9970088447241162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:49:17,162] Trial 6932 finished with value: 0.9975361583454497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:49:20,825] Trial 6933 finished with value: 0.9972889751432623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 106}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:49:23,655] Trial 6934 finished with value: 0.997456607312113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:49:26,184] Trial 6935 finished with value: 0.9977676969174317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:49:29,107] Trial 6936 finished with value: 0.9974499201667468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 105}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:49:31,790] Trial 6937 finished with value: 0.9972975076892583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 103}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:49:34,905] Trial 6938 finished with value: 0.9972962168768236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 102}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:49:37,860] Trial 6939 finished with value: 0.9972197855528396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 103}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:49:39,356] Trial 6940 finished with value: 0.9917690724147286 and parameters: {'classifier': 'SVC', 'svc_c': 88.61170481609687, 'svc_kernel': 'sigmoid'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:49:42,120] Trial 6941 finished with value: 0.9975700057446781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:49:44,994] Trial 6942 finished with value: 0.997225234348532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 105}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:49:48,075] Trial 6943 finished with value: 0.9969059511263311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 102}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:49:50,848] Trial 6944 finished with value: 0.9972133357435456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:49:53,586] Trial 6945 finished with value: 0.9975720807373305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:49:56,311] Trial 6946 finished with value: 0.9973992047361939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:49:59,596] Trial 6947 finished with value: 0.9975272479279274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 105}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:50:03,033] Trial 6948 finished with value: 0.9975273170848279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 103}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:50:05,573] Trial 6949 finished with value: 0.9973695979339965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 99}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:50:08,069] Trial 6950 finished with value: 0.9971881606005818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 102}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:50:10,827] Trial 6951 finished with value: 0.9972862658685292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:50:13,763] Trial 6952 finished with value: 0.9971942421231975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 105}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:50:16,691] Trial 6953 finished with value: 0.9973662382860633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 106}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:50:20,096] Trial 6954 finished with value: 0.9973082919445756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 107}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:50:23,278] Trial 6955 finished with value: 0.9972897098758203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:50:25,853] Trial 6956 finished with value: 0.9975136914616063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:50:29,205] Trial 6957 finished with value: 0.9969900993638271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 107}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:50:32,015] Trial 6958 finished with value: 0.9971795773374098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:50:33,699] Trial 6959 finished with value: 0.9856970007130532 and parameters: {'classifier': 'SVC', 'svc_c': 0.22147309679573504, 'svc_kernel': 'rbf'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:50:36,260] Trial 6960 finished with value: 0.996951198051951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 103}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:50:38,896] Trial 6961 finished with value: 0.9973390752710031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 103}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:50:42,294] Trial 6962 finished with value: 0.99753537207053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:50:45,252] Trial 6963 finished with value: 0.9972549887954753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:50:47,867] Trial 6964 finished with value: 0.9971773254693991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:50:50,428] Trial 6965 finished with value: 0.997341669083229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:50:53,546] Trial 6966 finished with value: 0.9975776121150582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 107}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:50:56,144] Trial 6967 finished with value: 0.9975066962998481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 103}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:50:58,909] Trial 6968 finished with value: 0.9975060405312041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 104}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:51:01,793] Trial 6969 finished with value: 0.9976462024620499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 107}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:51:04,798] Trial 6970 finished with value: 0.9973347916056318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:51:08,006] Trial 6971 finished with value: 0.997415338574505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 102}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:51:11,184] Trial 6972 finished with value: 0.997593927113345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 108}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:51:13,673] Trial 6973 finished with value: 0.9970390576886087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 100}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:51:16,211] Trial 6974 finished with value: 0.9974466024445895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 101}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:51:19,739] Trial 6975 finished with value: 0.9974174560642156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 16, 'rf_n_estimators': 106}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:51:22,323] Trial 6976 finished with value: 0.9974263213821715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:51:25,340] Trial 6977 finished with value: 0.9974416111190955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:51:29,772] Trial 6978 finished with value: 0.9968648211468546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 20, 'rf_n_estimators': 109}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:51:31,650] Trial 6979 finished with value: 0.9852056456965531 and parameters: {'classifier': 'SVC', 'svc_c': 4.499115781106216e-09, 'svc_kernel': 'sigmoid'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:51:34,742] Trial 6980 finished with value: 0.997382050175041 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 104}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:51:37,490] Trial 6981 finished with value: 0.9969570972085503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 102}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:51:40,175] Trial 6982 finished with value: 0.9974120850263964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:51:43,985] Trial 6983 finished with value: 0.9971147162897595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 108}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:51:47,606] Trial 6984 finished with value: 0.997362007115191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 108}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:51:50,918] Trial 6985 finished with value: 0.9973330037775661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 100}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:51:53,669] Trial 6986 finished with value: 0.9972076202542167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 107}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:51:56,145] Trial 6987 finished with value: 0.9974523782676803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:52:00,366] Trial 6988 finished with value: 0.9972828011363842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 21, 'rf_n_estimators': 99}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:52:04,627] Trial 6989 finished with value: 0.9971231174725563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 110}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:52:10,523] Trial 6990 finished with value: 0.996769481678854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 28, 'rf_n_estimators': 108}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:52:17,419] Trial 6991 finished with value: 0.9964640112700529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 32, 'rf_n_estimators': 109}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:52:20,395] Trial 6992 finished with value: 0.9974818030847166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:52:22,792] Trial 6993 finished with value: 0.9975635793896976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:52:26,140] Trial 6994 finished with value: 0.9973661189832691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 105}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:52:30,013] Trial 6995 finished with value: 0.9970546921309454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 18, 'rf_n_estimators': 103}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:52:31,830] Trial 6996 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.828340880136436e-08, 'svc_kernel': 'rbf'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:52:33,365] Trial 6997 finished with value: 0.9973577154201291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 108}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:52:36,008] Trial 6998 finished with value: 0.9972195604358619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:52:39,451] Trial 6999 finished with value: 0.9971763855830073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:52:49,354] Trial 7000 finished with value: 0.9966616311277283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 48, 'rf_n_estimators': 109}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:52:51,747] Trial 7001 finished with value: 0.9974615007896382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:52:54,358] Trial 7002 finished with value: 0.9974716084245063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:52:55,783] Trial 7003 finished with value: 0.9970902110705465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 4, 'rf_n_estimators': 109}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:52:58,880] Trial 7004 finished with value: 0.9974965017983276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:53:13,051] Trial 7005 finished with value: 0.9962147235906968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 74, 'rf_n_estimators': 99}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:53:14,777] Trial 7006 finished with value: 0.9970031239345568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:53:17,908] Trial 7007 finished with value: 0.9973686040296862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 105}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:53:31,583] Trial 7008 finished with value: 0.9965932776724781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 66, 'rf_n_estimators': 105}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:53:32,720] Trial 7009 finished with value: 0.9969824609698982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 2, 'rf_n_estimators': 106}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:53:33,912] Trial 7010 finished with value: 0.9945351621600724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:53:38,849] Trial 7011 finished with value: 0.9971586595808298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 109}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:53:41,114] Trial 7012 finished with value: 0.9969220808704521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:53:42,757] Trial 7013 finished with value: 0.9976421705417607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:53:44,831] Trial 7014 finished with value: 0.9974213635401696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 101}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:53:46,720] Trial 7015 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 7.777972208275907e-06, 'svc_kernel': 'sigmoid'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:53:54,969] Trial 7016 finished with value: 0.9969858021463692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 43, 'rf_n_estimators': 98}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:53:57,541] Trial 7017 finished with value: 0.9974832416053726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 106}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:54:00,292] Trial 7018 finished with value: 0.9972114495279668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 104}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:54:04,064] Trial 7019 finished with value: 0.9973329354141134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 109}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:54:07,207] Trial 7020 finished with value: 0.9974747266421774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 110}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:54:10,286] Trial 7021 finished with value: 0.9973493449278887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:54:12,024] Trial 7022 finished with value: 0.9974223761063695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:54:14,398] Trial 7023 finished with value: 0.9975266651564705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:54:20,117] Trial 7024 finished with value: 0.9969928733521535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 26, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:54:28,501] Trial 7025 finished with value: 0.996506451263398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 40, 'rf_n_estimators': 107}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:54:32,971] Trial 7026 finished with value: 0.997102899949429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 21, 'rf_n_estimators': 104}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:54:39,482] Trial 7027 finished with value: 0.996294943754337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 32, 'rf_n_estimators': 101}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:54:47,232] Trial 7028 finished with value: 0.9970953102414505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 34, 'rf_n_estimators': 108}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:54:48,485] Trial 7029 finished with value: 0.9969463225698192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 4, 'rf_n_estimators': 110}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:54:51,095] Trial 7030 finished with value: 0.9972990692577817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 96}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:54:52,152] Trial 7031 finished with value: 0.9969651769498205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 1, 'rf_n_estimators': 110}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:54:53,672] Trial 7032 finished with value: 0.9972344061277224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 106}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:54:57,866] Trial 7033 finished with value: 0.9972296143067148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 19, 'rf_n_estimators': 110}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:55:00,583] Trial 7034 finished with value: 0.9975854569640751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:55:03,553] Trial 7035 finished with value: 0.9973532271722063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:58:44,626] Trial 7036 finished with value: 0.9896102928290619 and parameters: {'classifier': 'SVC', 'svc_c': 3088957130.128682, 'svc_kernel': 'rbf'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:58:47,053] Trial 7037 finished with value: 0.9969976517797646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:58:48,692] Trial 7038 finished with value: 0.9970714250222601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 103}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:58:50,940] Trial 7039 finished with value: 0.9968084267890424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 98}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:58:54,305] Trial 7040 finished with value: 0.9972304939545579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 109}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:58:56,766] Trial 7041 finished with value: 0.9972653663295081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 101}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:59:10,770] Trial 7042 finished with value: 0.9966053310315012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 66, 'rf_n_estimators': 106}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:59:13,146] Trial 7043 finished with value: 0.9971841314097528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 106}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:59:17,955] Trial 7044 finished with value: 0.9972701870320119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 23, 'rf_n_estimators': 108}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:59:23,417] Trial 7045 finished with value: 0.9973461151514728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 26, 'rf_n_estimators': 110}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:59:25,126] Trial 7046 finished with value: 0.9954667625142332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:59:28,847] Trial 7047 finished with value: 0.9967048217860612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 16, 'rf_n_estimators': 110}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:59:33,720] Trial 7048 finished with value: 0.9972936834618356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 24, 'rf_n_estimators': 103}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:59:35,992] Trial 7049 finished with value: 0.9976120207674422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:59:37,556] Trial 7050 finished with value: 0.9945345952258314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 2, 'rf_n_estimators': 108}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:59:40,030] Trial 7051 finished with value: 0.9974680876749548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:59:41,568] Trial 7052 finished with value: 0.9974737774565786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 105}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:59:44,217] Trial 7053 finished with value: 0.9971094596670969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:59:45,720] Trial 7054 finished with value: 0.9867038855736494 and parameters: {'classifier': 'SVC', 'svc_c': 5037487.910834228, 'svc_kernel': 'sigmoid'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:59:47,651] Trial 7055 finished with value: 0.9972151271579949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:59:49,879] Trial 7056 finished with value: 0.9974459057023068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-10 23:59:51,466] Trial 7057 finished with value: 0.9974492986433049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 100}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:00:02,445] Trial 7058 finished with value: 0.9961582533475478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 48, 'rf_n_estimators': 110}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:00:06,517] Trial 7059 finished with value: 0.9970635329789747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 106}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:00:08,283] Trial 7060 finished with value: 0.9961724670424568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:00:10,568] Trial 7061 finished with value: 0.9974994962064215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:00:12,333] Trial 7062 finished with value: 0.9973305945530101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:00:14,771] Trial 7063 finished with value: 0.9973592400774661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:00:27,735] Trial 7064 finished with value: 0.996650873690943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 62, 'rf_n_estimators': 110}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:00:30,885] Trial 7065 finished with value: 0.9974532097056427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:00:36,139] Trial 7066 finished with value: 0.997239030277365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 28, 'rf_n_estimators': 97}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:00:39,202] Trial 7067 finished with value: 0.9970622042714785 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:00:41,091] Trial 7068 finished with value: 0.9954952439854455 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 17, 'rf_n_estimators': 107}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:00:42,190] Trial 7069 finished with value: 0.9969207989446315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 3, 'rf_n_estimators': 109}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:00:43,692] Trial 7070 finished with value: 0.9963737334587491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:00:45,597] Trial 7071 finished with value: 0.9853030668856427 and parameters: {'classifier': 'SVC', 'svc_c': 0.0013613191050869864, 'svc_kernel': 'rbf'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:00:57,292] Trial 7072 finished with value: 0.9959190077325429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 55, 'rf_n_estimators': 102}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:00:58,178] Trial 7073 finished with value: 0.9950737812049018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 1, 'rf_n_estimators': 106}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:01:10,770] Trial 7074 finished with value: 0.9966855286929648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 58, 'rf_n_estimators': 110}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:01:13,250] Trial 7075 finished with value: 0.9906221210274362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 46, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:01:14,974] Trial 7076 finished with value: 0.9976226022492688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:01:21,292] Trial 7077 finished with value: 0.9968385035344358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 30, 'rf_n_estimators': 107}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:01:28,801] Trial 7078 finished with value: 0.9966977209688092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 35, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:01:40,096] Trial 7079 finished with value: 0.996726897849312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 55, 'rf_n_estimators': 100}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:01:41,189] Trial 7080 finished with value: 0.9971027219632439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 102}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:01:45,898] Trial 7081 finished with value: 0.997307382526575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 108}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:01:47,255] Trial 7082 finished with value: 0.9964919509751846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:01:49,002] Trial 7083 finished with value: 0.9969781601977948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 96}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:01:51,923] Trial 7084 finished with value: 0.9975243162022007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:01:54,934] Trial 7085 finished with value: 0.9975815764970805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 103}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:01:57,193] Trial 7086 finished with value: 0.9970849942154821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:01:59,749] Trial 7087 finished with value: 0.9972195266349906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:02:02,389] Trial 7088 finished with value: 0.9973339724185021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:02:04,068] Trial 7089 finished with value: 0.9968576422860879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:02:05,305] Trial 7090 finished with value: 0.9877002848643756 and parameters: {'classifier': 'SVC', 'svc_c': 2.7598805891760425, 'svc_kernel': 'sigmoid'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:02:08,809] Trial 7091 finished with value: 0.9973187022638671 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 105}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:02:11,063] Trial 7092 finished with value: 0.9971366206826687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:02:13,387] Trial 7093 finished with value: 0.9974969172157984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 104}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:02:15,955] Trial 7094 finished with value: 0.9970939322767217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:02:18,580] Trial 7095 finished with value: 0.9970402548107407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:02:19,556] Trial 7096 finished with value: 0.9926984223608222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:02:24,253] Trial 7097 finished with value: 0.9951668031708989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 38, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:02:25,712] Trial 7098 finished with value: 0.9971026125309391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 4, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:02:27,276] Trial 7099 finished with value: 0.9971271332065128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 108}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:02:29,288] Trial 7100 finished with value: 0.9973118687115338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:02:32,343] Trial 7101 finished with value: 0.997370528648133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:02:34,700] Trial 7102 finished with value: 0.9972240150416027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:02:49,475] Trial 7103 finished with value: 0.9959064350461397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 74, 'rf_n_estimators': 100}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:02:57,979] Trial 7104 finished with value: 0.9970417609331395 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 40, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:03:05,389] Trial 7105 finished with value: 0.9957641428034685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 49, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:03:08,571] Trial 7106 finished with value: 0.9974111818290258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:03:10,448] Trial 7107 finished with value: 0.997306255005674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:03:12,806] Trial 7108 finished with value: 0.9974019417498584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 105}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:03:13,746] Trial 7109 finished with value: 0.9915771972769947 and parameters: {'classifier': 'SVC', 'svc_c': 20.38216978369623, 'svc_kernel': 'rbf'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:03:16,840] Trial 7110 finished with value: 0.9971971129121421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 98}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:03:22,009] Trial 7111 finished with value: 0.9948257755783181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 60, 'rf_n_estimators': 94}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:03:24,183] Trial 7112 finished with value: 0.9972788331679787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:03:27,108] Trial 7113 finished with value: 0.9969265954925759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:03:29,574] Trial 7114 finished with value: 0.993251234661348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 31, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:03:31,991] Trial 7115 finished with value: 0.9970351648438299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:03:34,642] Trial 7116 finished with value: 0.9974606600524695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:03:40,120] Trial 7117 finished with value: 0.9967445082302923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 26, 'rf_n_estimators': 103}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:03:42,229] Trial 7118 finished with value: 0.9974148822151335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:03:55,699] Trial 7119 finished with value: 0.9955803045925675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 66, 'rf_n_estimators': 106}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:03:57,704] Trial 7120 finished with value: 0.9974049115293363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:04:01,865] Trial 7121 finished with value: 0.9973107003122083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 19, 'rf_n_estimators': 109}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:04:09,642] Trial 7122 finished with value: 0.9969501924680908 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 35, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:04:11,579] Trial 7123 finished with value: 0.9970492223247582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 5, 'rf_n_estimators': 106}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:04:14,176] Trial 7124 finished with value: 0.9974557040830043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:04:17,416] Trial 7125 finished with value: 0.997485868869353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 110}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:04:19,187] Trial 7126 finished with value: 0.9973589712573898 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:04:20,170] Trial 7127 finished with value: 0.9891463868179061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:04:21,339] Trial 7128 finished with value: 0.9874068966643557 and parameters: {'classifier': 'SVC', 'svc_c': 83519.56890497076, 'svc_kernel': 'sigmoid'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:04:24,364] Trial 7129 finished with value: 0.9964594328547348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 18, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:04:27,108] Trial 7130 finished with value: 0.9974230873211379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:04:29,650] Trial 7131 finished with value: 0.9975344742368657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:04:31,282] Trial 7132 finished with value: 0.997438337226988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 55}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:04:33,143] Trial 7133 finished with value: 0.9972106020623613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:04:35,861] Trial 7134 finished with value: 0.9972518759097725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:04:38,195] Trial 7135 finished with value: 0.9974687172280875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:04:39,506] Trial 7136 finished with value: 0.9973762654335978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:04:44,878] Trial 7137 finished with value: 0.9969795901492159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 21, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:04:47,198] Trial 7138 finished with value: 0.9972748039771493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:04:52,159] Trial 7139 finished with value: 0.9968717292832704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 24, 'rf_n_estimators': 101}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:04:54,197] Trial 7140 finished with value: 0.9974481554438778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:04:55,307] Trial 7141 finished with value: 0.9972445127787152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:05:02,026] Trial 7142 finished with value: 0.9968297221315071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 30, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:05:11,510] Trial 7143 finished with value: 0.9966038312249458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 52, 'rf_n_estimators': 97}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:05:12,914] Trial 7144 finished with value: 0.9973879735794017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 68}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:05:16,163] Trial 7145 finished with value: 0.9972216460289755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:05:16,947] Trial 7146 finished with value: 0.9938011760459777 and parameters: {'classifier': 'SVC', 'svc_c': 258.79681041271397, 'svc_kernel': 'rbf'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:05:19,215] Trial 7147 finished with value: 0.9974291053044632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:05:20,102] Trial 7148 finished with value: 0.9883955226750462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:05:28,841] Trial 7149 finished with value: 0.9968255445024848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 43, 'rf_n_estimators': 110}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:05:32,384] Trial 7150 finished with value: 0.997203101410951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 105}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:05:34,483] Trial 7151 finished with value: 0.9971887372466227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:05:37,034] Trial 7152 finished with value: 0.996447057609854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:05:37,927] Trial 7153 finished with value: 0.9948696007726349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 64}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:05:39,532] Trial 7154 finished with value: 0.9973598205320559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:05:41,909] Trial 7155 finished with value: 0.9967678423207192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:05:43,287] Trial 7156 finished with value: 0.997410656947512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 110}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:05:45,933] Trial 7157 finished with value: 0.9972053400759923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:05:48,499] Trial 7158 finished with value: 0.9974403200210195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:05:50,941] Trial 7159 finished with value: 0.9974055679644764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:05:52,840] Trial 7160 finished with value: 0.9974507100915259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 8, 'rf_n_estimators': 95}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:05:53,774] Trial 7161 finished with value: 0.9967909061628643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 89}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:05:57,023] Trial 7162 finished with value: 0.9970869290535352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 102}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:06:03,878] Trial 7163 finished with value: 0.9969037186184438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 36, 'rf_n_estimators': 104}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:06:04,700] Trial 7164 finished with value: 0.9933262342248502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 58}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:06:05,835] Trial 7165 finished with value: 0.9968562773339015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 3, 'rf_n_estimators': 110}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:06:08,160] Trial 7166 finished with value: 0.9866072213653911 and parameters: {'classifier': 'SVC', 'svc_c': 345433830.9150013, 'svc_kernel': 'sigmoid'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:06:09,627] Trial 7167 finished with value: 0.9969383640673556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 74}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:06:14,204] Trial 7168 finished with value: 0.9971053683017068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 20, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:06:18,887] Trial 7169 finished with value: 0.9970500554765674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 22, 'rf_n_estimators': 108}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:06:22,666] Trial 7170 finished with value: 0.9972993194794442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:06:24,744] Trial 7171 finished with value: 0.997504270635056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:06:26,340] Trial 7172 finished with value: 0.9965106111826681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:06:29,446] Trial 7173 finished with value: 0.9975026343872364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 100}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:06:31,817] Trial 7174 finished with value: 0.9970535584211527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:06:33,689] Trial 7175 finished with value: 0.997340521123116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:06:35,221] Trial 7176 finished with value: 0.9974924785424869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 93}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:06:38,460] Trial 7177 finished with value: 0.9975525800783194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:06:40,472] Trial 7178 finished with value: 0.9974998598276273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:06:43,031] Trial 7179 finished with value: 0.9974450665202953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:06:49,700] Trial 7180 finished with value: 0.9967613641377361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 28, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:06:51,975] Trial 7181 finished with value: 0.9969510248899279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:06:54,208] Trial 7182 finished with value: 0.9972142501443977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:06:56,032] Trial 7183 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 6.258588860710338e-05, 'svc_kernel': 'rbf'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:06:57,958] Trial 7184 finished with value: 0.9975383646060875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:07:00,029] Trial 7185 finished with value: 0.9974494068695693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:07:01,715] Trial 7186 finished with value: 0.9973599124132978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:07:04,100] Trial 7187 finished with value: 0.9972511176911629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:07:07,473] Trial 7188 finished with value: 0.9974810484842286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:07:08,985] Trial 7189 finished with value: 0.9973243542139053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 104}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:07:10,787] Trial 7190 finished with value: 0.9965547185587204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:07:16,249] Trial 7191 finished with value: 0.9966350306353401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 24, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:07:17,031] Trial 7192 finished with value: 0.9968812028264851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 51}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:07:20,967] Trial 7193 finished with value: 0.9974189903381386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 110}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:07:23,776] Trial 7194 finished with value: 0.9973808679062497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 98}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:07:25,393] Trial 7195 finished with value: 0.9974447365412713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 40}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:07:33,294] Trial 7196 finished with value: 0.9971692990478133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 37, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:07:44,075] Trial 7197 finished with value: 0.9965346892096463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 50, 'rf_n_estimators': 108}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:07:44,967] Trial 7198 finished with value: 0.9961842345064097 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 27}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:07:46,407] Trial 7199 finished with value: 0.9954951013235515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:07:49,294] Trial 7200 finished with value: 0.9973853765299093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:08:01,348] Trial 7201 finished with value: 0.9963807252880269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 54, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:08:03,942] Trial 7202 finished with value: 0.9853891002913665 and parameters: {'classifier': 'SVC', 'svc_c': 0.020682113022831707, 'svc_kernel': 'sigmoid'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:08:18,492] Trial 7203 finished with value: 0.9962155687076969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 69, 'rf_n_estimators': 106}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:08:19,739] Trial 7204 finished with value: 0.9973112969848686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 47}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:08:21,697] Trial 7205 finished with value: 0.9972422389798102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:08:23,854] Trial 7206 finished with value: 0.9976241232567465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:08:25,506] Trial 7207 finished with value: 0.9971508286964923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 6, 'rf_n_estimators': 102}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:08:28,200] Trial 7208 finished with value: 0.9972526264160706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:08:31,766] Trial 7209 finished with value: 0.9974752824681509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 91}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:08:34,138] Trial 7210 finished with value: 0.9974297548524773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:08:40,065] Trial 7211 finished with value: 0.9964223079135399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 26, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:08:41,996] Trial 7212 finished with value: 0.9972095404610944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:08:44,191] Trial 7213 finished with value: 0.9974333478375064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:08:46,640] Trial 7214 finished with value: 0.9976873219680171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:08:48,909] Trial 7215 finished with value: 0.9971912874509637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:08:52,107] Trial 7216 finished with value: 0.9972819290104251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:08:56,994] Trial 7217 finished with value: 0.9962072549310973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 33, 'rf_n_estimators': 71}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:08:59,501] Trial 7218 finished with value: 0.9971004110627253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 13, 'rf_n_estimators': 82}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:09:01,666] Trial 7219 finished with value: 0.9974933299118548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:09:02,879] Trial 7220 finished with value: 0.9960149515220399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 79}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:09:04,690] Trial 7221 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 6.103924938403654e-07, 'svc_kernel': 'rbf'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:09:09,242] Trial 7222 finished with value: 0.9970573677952349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 21, 'rf_n_estimators': 107}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:09:11,396] Trial 7223 finished with value: 0.9968452572659317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:09:15,352] Trial 7224 finished with value: 0.997171187389832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 18, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:09:18,698] Trial 7225 finished with value: 0.996640567091133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:09:20,627] Trial 7226 finished with value: 0.9975760873307697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:09:21,634] Trial 7227 finished with value: 0.9931041708147159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:09:22,220] Trial 7228 finished with value: 0.9949281846969459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 7}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:09:23,566] Trial 7229 finished with value: 0.9973250834240672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 100}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:09:24,316] Trial 7230 finished with value: 0.9865875479886873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 3, 'rf_n_estimators': 107}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:09:26,605] Trial 7231 finished with value: 0.9974328721497492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:09:36,602] Trial 7232 finished with value: 0.9969290134450567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 45, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:09:43,297] Trial 7233 finished with value: 0.9970162513361068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 31, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:09:44,032] Trial 7234 finished with value: 0.9956435926460477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 12}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:09:45,854] Trial 7235 finished with value: 0.9974324468300511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:09:46,911] Trial 7236 finished with value: 0.996805514455177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 109}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:09:48,436] Trial 7237 finished with value: 0.997105846369807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 60}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:09:57,587] Trial 7238 finished with value: 0.9968412107462051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 38, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:09:58,491] Trial 7239 finished with value: 0.9930049217760594 and parameters: {'classifier': 'SVC', 'svc_c': 2756.6387391217745, 'svc_kernel': 'sigmoid'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:10:00,122] Trial 7240 finished with value: 0.9974137163865784 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:10:02,506] Trial 7241 finished with value: 0.9971719878833344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:10:04,464] Trial 7242 finished with value: 0.9967200737231372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:10:06,594] Trial 7243 finished with value: 0.9973019917477774 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:10:10,443] Trial 7244 finished with value: 0.99741992416259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:10:13,309] Trial 7245 finished with value: 0.9972661698381118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:10:16,278] Trial 7246 finished with value: 0.9974074461186269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:10:18,271] Trial 7247 finished with value: 0.997503285871263 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:10:19,209] Trial 7248 finished with value: 0.9894180487064156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:10:21,785] Trial 7249 finished with value: 0.9973946722138902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:10:23,399] Trial 7250 finished with value: 0.9974680010304674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:10:34,484] Trial 7251 finished with value: 0.9967886876831322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 56, 'rf_n_estimators': 105}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:10:39,669] Trial 7252 finished with value: 0.9970248398995095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 20, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:10:46,285] Trial 7253 finished with value: 0.9972389286525853 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 29, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:10:47,830] Trial 7254 finished with value: 0.997499011727264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 88}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:10:49,575] Trial 7255 finished with value: 0.9973160270121707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 97}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:10:52,271] Trial 7256 finished with value: 0.9971525721867014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:10:53,755] Trial 7257 finished with value: 0.99726356291813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:10:55,927] Trial 7258 finished with value: 0.9974047770558223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:10:58,455] Trial 7259 finished with value: 0.9853497695973403 and parameters: {'classifier': 'SVC', 'svc_c': 0.0038444822256814334, 'svc_kernel': 'rbf'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:11:00,202] Trial 7260 finished with value: 0.994626987987813 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 26, 'rf_n_estimators': 65}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:11:01,419] Trial 7261 finished with value: 0.9971281615147148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 33}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:11:02,380] Trial 7262 finished with value: 0.9942853177343438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 3, 'rf_n_estimators': 103}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:11:04,256] Trial 7263 finished with value: 0.997266008863445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 73}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:11:13,345] Trial 7264 finished with value: 0.9969730172603167 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 43, 'rf_n_estimators': 107}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:11:15,768] Trial 7265 finished with value: 0.9971192169154662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:11:19,443] Trial 7266 finished with value: 0.9973739260641761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:11:21,449] Trial 7267 finished with value: 0.9975294801819113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:11:25,533] Trial 7268 finished with value: 0.9972761135149497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:11:27,606] Trial 7269 finished with value: 0.997408900413023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:11:28,802] Trial 7270 finished with value: 0.9940292668973334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:11:30,593] Trial 7271 finished with value: 0.9976364441663296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:11:33,068] Trial 7272 finished with value: 0.9973846390678912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:11:34,813] Trial 7273 finished with value: 0.9968635759735308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 2, 'rf_n_estimators': 101}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:11:36,865] Trial 7274 finished with value: 0.9970516467200342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:11:38,929] Trial 7275 finished with value: 0.9975109225513448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:11:41,529] Trial 7276 finished with value: 0.9972513340484781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:11:43,370] Trial 7277 finished with value: 0.985205235515837 and parameters: {'classifier': 'SVC', 'svc_c': 1.4432385995699755e-07, 'svc_kernel': 'sigmoid'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:11:47,587] Trial 7278 finished with value: 0.9970454770295114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 24, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:11:49,963] Trial 7279 finished with value: 0.9970721688635974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:12:06,016] Trial 7280 finished with value: 0.9959583909210682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 67, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:12:09,915] Trial 7281 finished with value: 0.9973932856481887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:12:12,718] Trial 7282 finished with value: 0.9973831708405537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 109}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:12:14,467] Trial 7283 finished with value: 0.9971650902521659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:12:18,772] Trial 7284 finished with value: 0.9969931495671625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 22, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:12:21,139] Trial 7285 finished with value: 0.997200712403442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 93}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:12:23,483] Trial 7286 finished with value: 0.9976154277683335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:12:25,986] Trial 7287 finished with value: 0.9971113187467648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:12:27,446] Trial 7288 finished with value: 0.9955385101482602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:12:29,733] Trial 7289 finished with value: 0.9975676934476914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:12:32,879] Trial 7290 finished with value: 0.9975156806666949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:12:34,603] Trial 7291 finished with value: 0.9972623665259698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:12:36,283] Trial 7292 finished with value: 0.9970339388719401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:12:38,007] Trial 7293 finished with value: 0.9970864640614527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:12:39,836] Trial 7294 finished with value: 0.9972681094368507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 54}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:15:20,016] Trial 7295 finished with value: 0.9897305868615693 and parameters: {'classifier': 'SVC', 'svc_c': 983041837.255438, 'svc_kernel': 'rbf'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:15:22,617] Trial 7296 finished with value: 0.9974044978891882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:15:29,862] Trial 7297 finished with value: 0.9971302076893475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 32, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:15:31,763] Trial 7298 finished with value: 0.9973953463905207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:15:32,814] Trial 7299 finished with value: 0.9969298925216178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 110}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:15:34,359] Trial 7300 finished with value: 0.9966598443152757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 77}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:15:37,258] Trial 7301 finished with value: 0.9969065937554816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:15:39,776] Trial 7302 finished with value: 0.9976221837849587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:15:41,887] Trial 7303 finished with value: 0.9975386217783518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:15:44,774] Trial 7304 finished with value: 0.9970805615088972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:15:47,227] Trial 7305 finished with value: 0.9973895951643081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:15:48,957] Trial 7306 finished with value: 0.9972867096596892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:15:53,131] Trial 7307 finished with value: 0.997291404045321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:15:55,368] Trial 7308 finished with value: 0.9972792880674065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:15:59,081] Trial 7309 finished with value: 0.9971628408914496 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:16:11,781] Trial 7310 finished with value: 0.9966038116743948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 62, 'rf_n_estimators': 105}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:16:15,198] Trial 7311 finished with value: 0.9933527649255799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 47, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:16:17,689] Trial 7312 finished with value: 0.9974105448809606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 95}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:16:19,633] Trial 7313 finished with value: 0.9966547419071053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:16:20,951] Trial 7314 finished with value: 0.9971998378654016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:16:23,475] Trial 7315 finished with value: 0.985205317494852 and parameters: {'classifier': 'SVC', 'svc_c': 1.667060390444503e-06, 'svc_kernel': 'sigmoid'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:16:25,248] Trial 7316 finished with value: 0.9971131803972032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 99}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:16:30,466] Trial 7317 finished with value: 0.9970074616178467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 23, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:16:31,490] Trial 7318 finished with value: 0.9891980603524099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:16:34,128] Trial 7319 finished with value: 0.9974825230908854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:16:35,235] Trial 7320 finished with value: 0.9970775784312362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 8, 'rf_n_estimators': 42}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:16:43,926] Trial 7321 finished with value: 0.9971447870366884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 40, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:16:46,080] Trial 7322 finished with value: 0.9974531046849066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:16:47,340] Trial 7323 finished with value: 0.9961128747730877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:16:51,258] Trial 7324 finished with value: 0.9963913324140826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 26, 'rf_n_estimators': 110}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:16:58,044] Trial 7325 finished with value: 0.9968264110743105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 30, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:17:02,857] Trial 7326 finished with value: 0.9972429000804229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 20, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:17:05,511] Trial 7327 finished with value: 0.9971287301310651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:17:10,702] Trial 7328 finished with value: 0.9967172007442772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 55, 'rf_n_estimators': 49}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:17:13,628] Trial 7329 finished with value: 0.9973861101199023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:17:22,004] Trial 7330 finished with value: 0.9967123920387028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 37, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:17:23,965] Trial 7331 finished with value: 0.9973464718538149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:17:27,292] Trial 7332 finished with value: 0.9974890918855945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:17:28,467] Trial 7333 finished with value: 0.9878508833300247 and parameters: {'classifier': 'SVC', 'svc_c': 1.4505971514206324, 'svc_kernel': 'rbf'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:17:30,490] Trial 7334 finished with value: 0.9974343834136891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:17:35,178] Trial 7335 finished with value: 0.9972240136768727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 28, 'rf_n_estimators': 85}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:17:38,447] Trial 7336 finished with value: 0.9973927901877152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:17:40,739] Trial 7337 finished with value: 0.9971417241381899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:17:42,563] Trial 7338 finished with value: 0.9968496198634789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:17:44,700] Trial 7339 finished with value: 0.9974372869878919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:17:58,654] Trial 7340 finished with value: 0.996373624407299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 73, 'rf_n_estimators': 103}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:18:02,244] Trial 7341 finished with value: 0.9973833605697644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 108}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:18:04,070] Trial 7342 finished with value: 0.9974370389878829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:18:07,446] Trial 7343 finished with value: 0.9974534891896556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:18:09,963] Trial 7344 finished with value: 0.9975483207241851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:18:12,501] Trial 7345 finished with value: 0.9975682330555943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:18:14,775] Trial 7346 finished with value: 0.9975529257676076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:18:18,630] Trial 7347 finished with value: 0.9972221866524915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:18:20,582] Trial 7348 finished with value: 0.9971486270378511 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 68}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:18:23,219] Trial 7349 finished with value: 0.997564596589632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:18:31,835] Trial 7350 finished with value: 0.9949829701650147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 64, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:18:33,840] Trial 7351 finished with value: 0.9974286494211603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:18:35,505] Trial 7352 finished with value: 0.9973984764781693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:18:36,591] Trial 7353 finished with value: 0.9892385408156099 and parameters: {'classifier': 'SVC', 'svc_c': 6.928720503066909, 'svc_kernel': 'sigmoid'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:18:38,424] Trial 7354 finished with value: 0.9974899972094051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:18:40,576] Trial 7355 finished with value: 0.9972493910855208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:18:42,738] Trial 7356 finished with value: 0.9974347323402437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:18:45,880] Trial 7357 finished with value: 0.9973089678985289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:18:47,073] Trial 7358 finished with value: 0.9970569006132367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:18:48,958] Trial 7359 finished with value: 0.997341830946557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:18:53,232] Trial 7360 finished with value: 0.9974864923605452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:18:54,230] Trial 7361 finished with value: 0.9965177286305837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 101}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:18:56,107] Trial 7362 finished with value: 0.9971608321358101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:19:04,172] Trial 7363 finished with value: 0.9970970525890946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 35, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:19:08,188] Trial 7364 finished with value: 0.9974934015443121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:19:08,997] Trial 7365 finished with value: 0.996843516124328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 22}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:19:14,302] Trial 7366 finished with value: 0.9972564586731837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 23, 'rf_n_estimators': 125}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:19:17,312] Trial 7367 finished with value: 0.9972293877615311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:19:19,562] Trial 7368 finished with value: 0.9973373601227454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:19:21,533] Trial 7369 finished with value: 0.9945541718019172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 21, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:19:22,885] Trial 7370 finished with value: 0.9863853986555471 and parameters: {'classifier': 'SVC', 'svc_c': 0.5282643693179613, 'svc_kernel': 'rbf'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:19:26,467] Trial 7371 finished with value: 0.9973486217479289 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:19:28,899] Trial 7372 finished with value: 0.997308978879845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:19:31,022] Trial 7373 finished with value: 0.9972606781010304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 90}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:19:35,422] Trial 7374 finished with value: 0.9941676752135781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 51, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:19:37,662] Trial 7375 finished with value: 0.9975461363309656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:19:40,254] Trial 7376 finished with value: 0.9974783865624532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 104}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:19:41,961] Trial 7377 finished with value: 0.9974662806454551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 75}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:19:49,470] Trial 7378 finished with value: 0.9967819994586772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 29, 'rf_n_estimators': 125}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:19:52,600] Trial 7379 finished with value: 0.9962058057782421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 25, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:19:55,104] Trial 7380 finished with value: 0.9972788747763754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:19:58,129] Trial 7381 finished with value: 0.997466699141503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:20:00,101] Trial 7382 finished with value: 0.9971217878446609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:20:02,751] Trial 7383 finished with value: 0.9975629475831737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:20:06,586] Trial 7384 finished with value: 0.9971406263874464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:20:09,280] Trial 7385 finished with value: 0.9976922372812228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:20:11,060] Trial 7386 finished with value: 0.9977231162339656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:20:19,299] Trial 7387 finished with value: 0.9970256911101879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 34, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:20:19,979] Trial 7388 finished with value: 0.9948005811704448 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 5, 'rf_n_estimators': 37}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:20:20,999] Trial 7389 finished with value: 0.9904354645220897 and parameters: {'classifier': 'SVC', 'svc_c': 11966.760443365894, 'svc_kernel': 'sigmoid'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:20:22,151] Trial 7390 finished with value: 0.9975356456512924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 57}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:20:25,115] Trial 7391 finished with value: 0.9972187522300482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:20:26,982] Trial 7392 finished with value: 0.9972498735017142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:20:28,682] Trial 7393 finished with value: 0.9960588498722336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 2, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:20:30,987] Trial 7394 finished with value: 0.9973162547316567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:20:31,916] Trial 7395 finished with value: 0.9887190508741092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:20:35,047] Trial 7396 finished with value: 0.997337728695065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:20:38,797] Trial 7397 finished with value: 0.9973261732403339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:20:39,879] Trial 7398 finished with value: 0.9966992216005502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 70}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:20:42,986] Trial 7399 finished with value: 0.9973811365993743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:20:45,505] Trial 7400 finished with value: 0.9975124810412912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:20:48,113] Trial 7401 finished with value: 0.9974245928087789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:20:52,014] Trial 7402 finished with value: 0.9970622892655946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 18, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:20:53,726] Trial 7403 finished with value: 0.9968245650706603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:20:55,146] Trial 7404 finished with value: 0.9972539496011709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:20:58,143] Trial 7405 finished with value: 0.9971104084718406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:21:07,001] Trial 7406 finished with value: 0.9965680295958029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 40, 'rf_n_estimators': 105}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:21:09,783] Trial 7407 finished with value: 0.9970453405565093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:21:13,337] Trial 7408 finished with value: 0.9935361890202642 and parameters: {'classifier': 'SVC', 'svc_c': 943108.4936671371, 'svc_kernel': 'rbf'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:21:15,430] Trial 7409 finished with value: 0.997376489027156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:21:18,453] Trial 7410 finished with value: 0.9971063623329689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 22, 'rf_n_estimators': 62}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:21:20,603] Trial 7411 finished with value: 0.9973210078006796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:21:29,643] Trial 7412 finished with value: 0.9968568984447507 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 45, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:21:32,378] Trial 7413 finished with value: 0.997276623416171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 98}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:21:34,848] Trial 7414 finished with value: 0.9975944836692906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 107}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:21:37,806] Trial 7415 finished with value: 0.9972535793150045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:21:41,180] Trial 7416 finished with value: 0.9971327563067932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 82}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:21:52,105] Trial 7417 finished with value: 0.996293705468139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 49, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:21:53,059] Trial 7418 finished with value: 0.9960821674589487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 30}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:21:54,884] Trial 7419 finished with value: 0.9973478261103267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:21:58,003] Trial 7420 finished with value: 0.997491708517376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:21:59,730] Trial 7421 finished with value: 0.9974320249697851 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:22:07,287] Trial 7422 finished with value: 0.9970006131486969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 33, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:22:21,277] Trial 7423 finished with value: 0.995583168494386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 64, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:22:24,486] Trial 7424 finished with value: 0.9971822610313895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:22:25,791] Trial 7425 finished with value: 0.9972844411610149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:22:27,775] Trial 7426 finished with value: 0.9973974904765978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:22:29,320] Trial 7427 finished with value: 0.9915254027258498 and parameters: {'classifier': 'SVC', 'svc_c': 52.03669699722698, 'svc_kernel': 'sigmoid'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:22:31,504] Trial 7428 finished with value: 0.997326395564376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:22:33,947] Trial 7429 finished with value: 0.9973067663033636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:22:38,103] Trial 7430 finished with value: 0.9972234101170865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 17, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:22:41,961] Trial 7431 finished with value: 0.9972043900334703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:22:43,994] Trial 7432 finished with value: 0.9976454086017705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:22:45,607] Trial 7433 finished with value: 0.9971884368473285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:22:51,878] Trial 7434 finished with value: 0.9967769684290607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 25, 'rf_n_estimators': 110}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:22:54,060] Trial 7435 finished with value: 0.9972637394761094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:22:56,975] Trial 7436 finished with value: 0.9970158289045585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 101}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:22:58,834] Trial 7437 finished with value: 0.9974342310717333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:23:00,688] Trial 7438 finished with value: 0.997153678189301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:23:03,604] Trial 7439 finished with value: 0.9975278447275393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:23:06,070] Trial 7440 finished with value: 0.9973045711509934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:23:09,433] Trial 7441 finished with value: 0.997504718901261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:23:11,366] Trial 7442 finished with value: 0.9973529063019617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:23:14,783] Trial 7443 finished with value: 0.9974865993807692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:23:16,616] Trial 7444 finished with value: 0.9973700256340375 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:23:18,501] Trial 7445 finished with value: 0.9853863148456554 and parameters: {'classifier': 'SVC', 'svc_c': 0.04566303384934818, 'svc_kernel': 'rbf'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:23:20,726] Trial 7446 finished with value: 0.9975829243425349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:23:23,644] Trial 7447 finished with value: 0.9972901147880439 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:23:26,513] Trial 7448 finished with value: 0.9972056015328743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:23:28,517] Trial 7449 finished with value: 0.9974756383453074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:23:29,609] Trial 7450 finished with value: 0.9938006245363596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:23:41,011] Trial 7451 finished with value: 0.9963018148208768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 60, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:23:43,014] Trial 7452 finished with value: 0.9974294239213162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:23:45,823] Trial 7453 finished with value: 0.9972775337228331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:23:54,328] Trial 7454 finished with value: 0.9969743831011647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 37, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:23:57,476] Trial 7455 finished with value: 0.9969765028760046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:24:02,265] Trial 7456 finished with value: 0.9969776764486092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 22, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:24:06,746] Trial 7457 finished with value: 0.9973706097384868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:24:08,748] Trial 7458 finished with value: 0.9973069918964099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:24:19,930] Trial 7459 finished with value: 0.9964560770788262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 46, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:24:25,922] Trial 7460 finished with value: 0.9968929238896171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 27, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:24:27,453] Trial 7461 finished with value: 0.9971143266434694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:24:29,236] Trial 7462 finished with value: 0.9969438273355338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:24:31,417] Trial 7463 finished with value: 0.9975557372066649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:24:33,396] Trial 7464 finished with value: 0.9852080208663345 and parameters: {'classifier': 'SVC', 'svc_c': 0.0002789482223967319, 'svc_kernel': 'sigmoid'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:24:35,981] Trial 7465 finished with value: 0.9973001204172771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 96}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:24:38,181] Trial 7466 finished with value: 0.9977036986013202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:24:40,367] Trial 7467 finished with value: 0.9970758461762464 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:24:42,271] Trial 7468 finished with value: 0.996777979503579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:24:44,313] Trial 7469 finished with value: 0.9964735928173664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:24:46,271] Trial 7470 finished with value: 0.997506608195417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:24:47,831] Trial 7471 finished with value: 0.99735727677051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:24:48,902] Trial 7472 finished with value: 0.9895325806266082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:24:50,681] Trial 7473 finished with value: 0.9975815498055002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:24:53,055] Trial 7474 finished with value: 0.9960747985833303 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 17, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:24:55,556] Trial 7475 finished with value: 0.9971713018684643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:24:58,954] Trial 7476 finished with value: 0.9972699782917943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:25:01,116] Trial 7477 finished with value: 0.9973196405633636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 87}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:25:04,173] Trial 7478 finished with value: 0.9961114184474656 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 40, 'rf_n_estimators': 45}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:25:09,950] Trial 7479 finished with value: 0.9966806754273682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 28, 'rf_n_estimators': 104}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:25:11,758] Trial 7480 finished with value: 0.9956080111827689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:25:14,088] Trial 7481 finished with value: 0.9974804143608372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:25:52,492] Trial 7482 finished with value: 0.9897406754536928 and parameters: {'classifier': 'SVC', 'svc_c': 27725436.711104687, 'svc_kernel': 'rbf'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:25:54,849] Trial 7483 finished with value: 0.9970889327311095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:25:57,594] Trial 7484 finished with value: 0.9971791441149728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:25:59,477] Trial 7485 finished with value: 0.9971394163479862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:26:01,880] Trial 7486 finished with value: 0.9969008630319571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:26:04,059] Trial 7487 finished with value: 0.9970408268547848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:26:07,153] Trial 7488 finished with value: 0.9976054112847357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:26:13,368] Trial 7489 finished with value: 0.9968266841790042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 24, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:26:16,304] Trial 7490 finished with value: 0.9967793687670028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 20, 'rf_n_estimators': 101}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:26:18,947] Trial 7491 finished with value: 0.9975299366682345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:26:20,770] Trial 7492 finished with value: 0.9976180009509195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:26:21,907] Trial 7493 finished with value: 0.9969393869483755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:26:23,871] Trial 7494 finished with value: 0.9970799858784695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:26:36,189] Trial 7495 finished with value: 0.9963186932939728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 50, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:26:39,277] Trial 7496 finished with value: 0.9976386519186491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:26:41,367] Trial 7497 finished with value: 0.9974269475710859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:26:44,367] Trial 7498 finished with value: 0.9972817201115179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 17, 'rf_n_estimators': 92}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:26:47,801] Trial 7499 finished with value: 0.9974902123924178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:26:50,374] Trial 7500 finished with value: 0.9974997441429546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:26:52,184] Trial 7501 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 9.51161170466784e-09, 'svc_kernel': 'sigmoid'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:26:59,306] Trial 7502 finished with value: 0.9970775850644588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 29, 'rf_n_estimators': 125}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:27:01,553] Trial 7503 finished with value: 0.997202573895191 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:27:02,636] Trial 7504 finished with value: 0.997030553770205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:27:09,178] Trial 7505 finished with value: 0.9963085304986218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 41, 'rf_n_estimators': 79}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:27:10,378] Trial 7506 finished with value: 0.9966806310577735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:27:13,100] Trial 7507 finished with value: 0.9975512986603053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:27:15,352] Trial 7508 finished with value: 0.997270817092951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:27:16,879] Trial 7509 finished with value: 0.997115821276746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 66}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:27:19,466] Trial 7510 finished with value: 0.9972864676264068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:27:25,690] Trial 7511 finished with value: 0.9971033864280748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 31, 'rf_n_estimators': 104}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:27:30,439] Trial 7512 finished with value: 0.9917310755062637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 65, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:27:31,048] Trial 7513 finished with value: 0.9898196062331038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 5}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:27:34,259] Trial 7514 finished with value: 0.9974955480424702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:27:35,248] Trial 7515 finished with value: 0.9895674775666987 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:27:41,988] Trial 7516 finished with value: 0.9967352657707819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 34, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:27:43,964] Trial 7517 finished with value: 0.9974695223235862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:27:45,660] Trial 7518 finished with value: 0.9973414085467466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:27:47,565] Trial 7519 finished with value: 0.9973219531142535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:27:49,587] Trial 7520 finished with value: 0.9972371943981075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:27:51,600] Trial 7521 finished with value: 0.9951967806401179 and parameters: {'classifier': 'SVC', 'svc_c': 235104.43691550937, 'svc_kernel': 'rbf'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:27:52,451] Trial 7522 finished with value: 0.9971228853097633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 18}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:27:56,023] Trial 7523 finished with value: 0.9973196360248427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:27:59,733] Trial 7524 finished with value: 0.9971670631757079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:28:03,603] Trial 7525 finished with value: 0.9975724624174057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:28:08,016] Trial 7526 finished with value: 0.9969318258045133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 23, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:28:11,196] Trial 7527 finished with value: 0.9973657586945435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:28:13,968] Trial 7528 finished with value: 0.9973497265762261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:28:15,795] Trial 7529 finished with value: 0.9974988503717425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:28:18,035] Trial 7530 finished with value: 0.9966375212358911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:28:20,466] Trial 7531 finished with value: 0.9972610402940304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:28:22,711] Trial 7532 finished with value: 0.997058754487888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:28:27,049] Trial 7533 finished with value: 0.9973194800965034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:28:28,191] Trial 7534 finished with value: 0.997017208995727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:28:29,390] Trial 7535 finished with value: 0.9972141803210012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 52}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:28:32,086] Trial 7536 finished with value: 0.9974723921921312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:28:35,030] Trial 7537 finished with value: 0.9974077070994399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:28:36,236] Trial 7538 finished with value: 0.9885705945902626 and parameters: {'classifier': 'SVC', 'svc_c': 29372.75120588011, 'svc_kernel': 'sigmoid'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:28:42,641] Trial 7539 finished with value: 0.9972413165175297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 25, 'rf_n_estimators': 128}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:28:44,934] Trial 7540 finished with value: 0.9973650154562265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:28:49,411] Trial 7541 finished with value: 0.9970484924481001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 21, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:28:52,435] Trial 7542 finished with value: 0.9972898311781027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 125}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:28:55,216] Trial 7543 finished with value: 0.997542196831463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 103}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:28:56,588] Trial 7544 finished with value: 0.9946431000539194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 14}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:28:58,506] Trial 7545 finished with value: 0.9974997657247316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:28:59,910] Trial 7546 finished with value: 0.9972655120065035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 4, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:29:01,610] Trial 7547 finished with value: 0.9973152458787918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:29:03,419] Trial 7548 finished with value: 0.9972990077497169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 72}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:29:05,205] Trial 7549 finished with value: 0.9970065025934968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:29:06,907] Trial 7550 finished with value: 0.9974278760635689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:29:19,553] Trial 7551 finished with value: 0.9952662773265333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 74, 'rf_n_estimators': 84}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:29:21,893] Trial 7552 finished with value: 0.997043520704895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:29:24,397] Trial 7553 finished with value: 0.9973021504055768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:29:25,740] Trial 7554 finished with value: 0.9973156364137434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:29:32,823] Trial 7555 finished with value: 0.9975128555803372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 32, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:29:42,146] Trial 7556 finished with value: 0.9943406928609955 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 67, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:29:44,731] Trial 7557 finished with value: 0.9850764277579126 and parameters: {'classifier': 'SVC', 'svc_c': 3.6716235229558334e-10, 'svc_kernel': 'rbf'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:29:47,270] Trial 7558 finished with value: 0.9973677989024493 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:29:49,407] Trial 7559 finished with value: 0.9974283499105274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:29:50,695] Trial 7560 finished with value: 0.9954814082890144 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:29:52,884] Trial 7561 finished with value: 0.9965305933057357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 18, 'rf_n_estimators': 100}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:29:55,461] Trial 7562 finished with value: 0.997499122492561 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:29:58,678] Trial 7563 finished with value: 0.9974300451591169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:30:02,224] Trial 7564 finished with value: 0.9972732903011284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:30:03,847] Trial 7565 finished with value: 0.9966374606164877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:30:05,838] Trial 7566 finished with value: 0.997080205885644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:30:08,728] Trial 7567 finished with value: 0.9973592016111222 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:30:10,987] Trial 7568 finished with value: 0.99737178166072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:30:21,522] Trial 7569 finished with value: 0.9961780454875012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 56, 'rf_n_estimators': 95}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:30:23,215] Trial 7570 finished with value: 0.9970370484886383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 63}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:30:26,420] Trial 7571 finished with value: 0.9975081292663704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:30:36,688] Trial 7572 finished with value: 0.9965892038898887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 51, 'rf_n_estimators': 109}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:30:37,729] Trial 7573 finished with value: 0.9968057343988758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:30:44,481] Trial 7574 finished with value: 0.9972344413250619 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 27, 'rf_n_estimators': 128}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:30:47,388] Trial 7575 finished with value: 0.9970584371088133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:30:49,265] Trial 7576 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 2.783009814579538e-09, 'svc_kernel': 'sigmoid'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:30:51,162] Trial 7577 finished with value: 0.9969027335690096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:30:54,060] Trial 7578 finished with value: 0.9974944136027055 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:30:57,198] Trial 7579 finished with value: 0.9972862320041819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:30:59,166] Trial 7580 finished with value: 0.9976770550723296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:31:00,742] Trial 7581 finished with value: 0.9973086609294879 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:31:05,344] Trial 7582 finished with value: 0.9973247019344197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:31:07,933] Trial 7583 finished with value: 0.9976652837998278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:31:10,587] Trial 7584 finished with value: 0.9972666743121508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:31:13,392] Trial 7585 finished with value: 0.9973280929711432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:31:14,475] Trial 7586 finished with value: 0.9905357196524132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:31:17,952] Trial 7587 finished with value: 0.9973782833297548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 103}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:31:25,642] Trial 7588 finished with value: 0.9968282765332978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 31, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:31:27,501] Trial 7589 finished with value: 0.9973675289080707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:31:29,559] Trial 7590 finished with value: 0.9970950993430553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:31:33,595] Trial 7591 finished with value: 0.9973607100186506 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:31:35,905] Trial 7592 finished with value: 0.9974152645934428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:31:38,763] Trial 7593 finished with value: 0.9974808688476721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:31:40,927] Trial 7594 finished with value: 0.997254938110037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:31:42,766] Trial 7595 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 5.554982518086669e-08, 'svc_kernel': 'rbf'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:31:44,688] Trial 7596 finished with value: 0.9973890904681034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:31:49,159] Trial 7597 finished with value: 0.9972008335787729 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:31:51,613] Trial 7598 finished with value: 0.9975591364000307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:31:54,227] Trial 7599 finished with value: 0.9975151237933703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:31:55,688] Trial 7600 finished with value: 0.9975066295232909 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 98}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:31:58,224] Trial 7601 finished with value: 0.9975354283101021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:31:59,202] Trial 7602 finished with value: 0.995539702858823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 76}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:32:01,404] Trial 7603 finished with value: 0.9977638448558642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:32:02,475] Trial 7604 finished with value: 0.9932650223065872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:32:05,121] Trial 7605 finished with value: 0.9968278361380936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:32:06,849] Trial 7606 finished with value: 0.9974501339215536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:32:19,219] Trial 7607 finished with value: 0.99666418799703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 58, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:32:21,252] Trial 7608 finished with value: 0.9973952597142954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:32:23,000] Trial 7609 finished with value: 0.997616779707978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:32:24,989] Trial 7610 finished with value: 0.9969068608934487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:32:26,866] Trial 7611 finished with value: 0.997388991858425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:32:28,951] Trial 7612 finished with value: 0.9961008674657682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:32:30,905] Trial 7613 finished with value: 0.9974667644898544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:32:32,388] Trial 7614 finished with value: 0.9867345184941333 and parameters: {'classifier': 'SVC', 'svc_c': 72369184.6539792, 'svc_kernel': 'sigmoid'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:32:34,473] Trial 7615 finished with value: 0.9976379963721702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:32:43,008] Trial 7616 finished with value: 0.996687800682809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 40, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:32:44,504] Trial 7617 finished with value: 0.9971513382168588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:32:46,240] Trial 7618 finished with value: 0.9975195189857485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 106}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:32:49,113] Trial 7619 finished with value: 0.997726058337988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:32:51,042] Trial 7620 finished with value: 0.9973516390707923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:32:59,187] Trial 7621 finished with value: 0.9964724917976184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 44, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:33:01,401] Trial 7622 finished with value: 0.997473651488824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:33:10,919] Trial 7623 finished with value: 0.9967949058374396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 42, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:33:12,798] Trial 7624 finished with value: 0.997574650047892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:33:14,636] Trial 7625 finished with value: 0.9969547629806698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:33:16,154] Trial 7626 finished with value: 0.9972676654870011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 105}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:33:17,776] Trial 7627 finished with value: 0.996664402386595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:33:25,473] Trial 7628 finished with value: 0.9964827890982213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 51, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:33:27,303] Trial 7629 finished with value: 0.997029321387258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:33:29,253] Trial 7630 finished with value: 0.9973579858271008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:33:33,949] Trial 7631 finished with value: 0.997056001890911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 20, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:33:35,825] Trial 7632 finished with value: 0.9973781699302114 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:33:40,124] Trial 7633 finished with value: 0.9972493482076078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 23, 'rf_n_estimators': 102}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:37:44,068] Trial 7634 finished with value: 0.9892344659856698 and parameters: {'classifier': 'SVC', 'svc_c': 4760371579.714828, 'svc_kernel': 'rbf'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:37:46,250] Trial 7635 finished with value: 0.9975887661804735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:37:53,724] Trial 7636 finished with value: 0.9968356116715208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 36, 'rf_n_estimators': 106}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:37:55,421] Trial 7637 finished with value: 0.9973558600855342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 90}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:37:57,614] Trial 7638 finished with value: 0.9975657995515389 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:38:00,030] Trial 7639 finished with value: 0.9974086567293693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:38:01,156] Trial 7640 finished with value: 0.9936878602589237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:38:05,111] Trial 7641 finished with value: 0.9973287446773352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:38:09,415] Trial 7642 finished with value: 0.9961260529870276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 46, 'rf_n_estimators': 59}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:38:11,344] Trial 7643 finished with value: 0.9968644721250861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:38:18,679] Trial 7644 finished with value: 0.9970943217960602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 34, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:38:21,468] Trial 7645 finished with value: 0.9969704433160209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:38:22,489] Trial 7646 finished with value: 0.9971110527196244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 1, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:38:25,445] Trial 7647 finished with value: 0.9949358600337989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 29, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:38:27,076] Trial 7648 finished with value: 0.9971942425357904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 109}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:38:28,955] Trial 7649 finished with value: 0.9975440807301745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:38:30,771] Trial 7650 finished with value: 0.9972043998404835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:38:32,699] Trial 7651 finished with value: 0.9853743519396684 and parameters: {'classifier': 'SVC', 'svc_c': 0.008606598093944838, 'svc_kernel': 'sigmoid'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:38:35,443] Trial 7652 finished with value: 0.9975758432662613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:38:36,265] Trial 7653 finished with value: 0.9880386714821999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:38:42,078] Trial 7654 finished with value: 0.9973528903377943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 23, 'rf_n_estimators': 128}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:38:44,174] Trial 7655 finished with value: 0.9975874256029997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:38:46,597] Trial 7656 finished with value: 0.9972909206769903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 80}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:38:51,578] Trial 7657 finished with value: 0.9968203898537188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 26, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:38:53,384] Trial 7658 finished with value: 0.9973208198805295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:38:56,018] Trial 7659 finished with value: 0.9974044037545546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:38:58,359] Trial 7660 finished with value: 0.9974967539877402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:39:02,184] Trial 7661 finished with value: 0.9972737439627779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:39:04,447] Trial 7662 finished with value: 0.9974626611592735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:39:09,389] Trial 7663 finished with value: 0.9971359736102112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 21, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:39:11,577] Trial 7664 finished with value: 0.9975931214465638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:39:13,435] Trial 7665 finished with value: 0.9973272307474111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:39:21,317] Trial 7666 finished with value: 0.9969063899346398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 31, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:39:24,807] Trial 7667 finished with value: 0.9971152525017062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:39:26,938] Trial 7668 finished with value: 0.9975130763492216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:39:28,589] Trial 7669 finished with value: 0.9975775134419039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 101}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:39:31,055] Trial 7670 finished with value: 0.9974166643303759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:39:37,619] Trial 7671 finished with value: 0.9927913007762639 and parameters: {'classifier': 'SVC', 'svc_c': 2617814.9561356483, 'svc_kernel': 'rbf'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:39:40,441] Trial 7672 finished with value: 0.9973196275825593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:39:41,693] Trial 7673 finished with value: 0.995709341371232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:39:46,692] Trial 7674 finished with value: 0.9969629633894641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 25, 'rf_n_estimators': 108}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:39:49,109] Trial 7675 finished with value: 0.9973846639186728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:39:50,687] Trial 7676 finished with value: 0.9971964642210512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:39:54,327] Trial 7677 finished with value: 0.996223695484546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 27, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:39:56,509] Trial 7678 finished with value: 0.9973865321388581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:39:59,074] Trial 7679 finished with value: 0.997577683874467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 93}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:40:02,896] Trial 7680 finished with value: 0.9976032469498737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:40:07,357] Trial 7681 finished with value: 0.9972409505159806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 20, 'rf_n_estimators': 110}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:40:12,717] Trial 7682 finished with value: 0.9961849739044398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 41, 'rf_n_estimators': 104}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:40:14,029] Trial 7683 finished with value: 0.9971607710403382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 3, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:40:17,482] Trial 7684 finished with value: 0.9973314263718268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:40:31,400] Trial 7685 finished with value: 0.9966017245895995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 65, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:40:44,328] Trial 7686 finished with value: 0.9970410624135341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 54, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:40:46,970] Trial 7687 finished with value: 0.9974545099442357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:40:48,773] Trial 7688 finished with value: 0.9866067297452042 and parameters: {'classifier': 'SVC', 'svc_c': 9889524628.334578, 'svc_kernel': 'sigmoid'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:41:01,469] Trial 7689 finished with value: 0.9968213664291318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 54, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:41:02,612] Trial 7690 finished with value: 0.9971464224593224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 43}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:41:04,570] Trial 7691 finished with value: 0.9974890555456906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:41:05,863] Trial 7692 finished with value: 0.9974618408295789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:41:09,887] Trial 7693 finished with value: 0.9974529154952402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:41:11,670] Trial 7694 finished with value: 0.9977275191069173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:41:13,783] Trial 7695 finished with value: 0.9974765953384312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:41:17,617] Trial 7696 finished with value: 0.9972466241112717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 19, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:41:26,231] Trial 7697 finished with value: 0.9966646387705298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 36, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:41:28,067] Trial 7698 finished with value: 0.9974052544574267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:41:31,393] Trial 7699 finished with value: 0.9973786251470184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:41:32,530] Trial 7700 finished with value: 0.9972606525202768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 35}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:41:34,402] Trial 7701 finished with value: 0.9968550484103864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:41:36,354] Trial 7702 finished with value: 0.9972138416775285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 86}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:41:37,557] Trial 7703 finished with value: 0.9967645607163006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:41:41,049] Trial 7704 finished with value: 0.9973317740923413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 98}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:41:43,122] Trial 7705 finished with value: 0.9974247988512742 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:41:46,235] Trial 7706 finished with value: 0.9972412360301964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:41:46,981] Trial 7707 finished with value: 0.9948986814555402 and parameters: {'classifier': 'SVC', 'svc_c': 745.8256685430694, 'svc_kernel': 'rbf'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:41:48,561] Trial 7708 finished with value: 0.9973498414991888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 109}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:41:50,753] Trial 7709 finished with value: 0.9976109313320305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:41:54,039] Trial 7710 finished with value: 0.9975859818773268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:41:58,966] Trial 7711 finished with value: 0.9969042832358177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 23, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:42:01,383] Trial 7712 finished with value: 0.9974868147542093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:42:02,798] Trial 7713 finished with value: 0.9968228752492528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 25}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:42:20,936] Trial 7714 finished with value: 0.9960822779386046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 74, 'rf_n_estimators': 128}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:42:22,304] Trial 7715 finished with value: 0.9968022121576426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 55}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:42:23,975] Trial 7716 finished with value: 0.9974666704186967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 104}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:42:26,488] Trial 7717 finished with value: 0.997566981534689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:42:34,701] Trial 7718 finished with value: 0.9967701959087236 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 38, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:42:37,099] Trial 7719 finished with value: 0.9972076418677315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 69}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:42:39,448] Trial 7720 finished with value: 0.9974259618868934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:42:45,561] Trial 7721 finished with value: 0.9967276078263021 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 29, 'rf_n_estimators': 107}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:42:48,157] Trial 7722 finished with value: 0.997466283724032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:42:49,997] Trial 7723 finished with value: 0.9973947268983049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:42:50,873] Trial 7724 finished with value: 0.9971291683680913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 4, 'rf_n_estimators': 47}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:42:52,544] Trial 7725 finished with value: 0.9972489671622907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:42:54,150] Trial 7726 finished with value: 0.990256681017284 and parameters: {'classifier': 'SVC', 'svc_c': 13.176715526555551, 'svc_kernel': 'sigmoid'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:42:56,274] Trial 7727 finished with value: 0.99744954381864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:42:57,433] Trial 7728 finished with value: 0.9906154122368171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:43:13,673] Trial 7729 finished with value: 0.9965136569109584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 69, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:43:14,959] Trial 7730 finished with value: 0.9940995930539606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:43:17,462] Trial 7731 finished with value: 0.9972883591739543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:43:21,597] Trial 7732 finished with value: 0.9973284904249584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:43:23,487] Trial 7733 finished with value: 0.9970533514265204 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:43:26,499] Trial 7734 finished with value: 0.9972851880174535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:43:32,390] Trial 7735 finished with value: 0.9971021635664999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 25, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:43:34,088] Trial 7736 finished with value: 0.997317741557408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:43:35,416] Trial 7737 finished with value: 0.9963287942004043 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:43:37,745] Trial 7738 finished with value: 0.9976075045901608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:43:40,526] Trial 7739 finished with value: 0.9973671076825625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:43:43,963] Trial 7740 finished with value: 0.9974010208109975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:43:55,830] Trial 7741 finished with value: 0.9967191697957946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 50, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:43:56,795] Trial 7742 finished with value: 0.9944195396936414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 2, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:43:59,018] Trial 7743 finished with value: 0.9972457494780177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:45:22,993] Trial 7744 finished with value: 0.9900303259438258 and parameters: {'classifier': 'SVC', 'svc_c': 248028893.00311664, 'svc_kernel': 'rbf'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:45:25,693] Trial 7745 finished with value: 0.9976164382398314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:45:28,077] Trial 7746 finished with value: 0.9953120578615914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 14, 'rf_n_estimators': 109}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:45:29,820] Trial 7747 finished with value: 0.9974311791862888 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:45:32,210] Trial 7748 finished with value: 0.997110226486679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 73}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:45:34,615] Trial 7749 finished with value: 0.9974497916282217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:45:41,867] Trial 7750 finished with value: 0.9971949616532979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 32, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:45:54,417] Trial 7751 finished with value: 0.9967644428417123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 55, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:45:57,684] Trial 7752 finished with value: 0.9975116075506018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:45:59,966] Trial 7753 finished with value: 0.9974188414873525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:46:01,783] Trial 7754 finished with value: 0.9973658294066015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:46:04,251] Trial 7755 finished with value: 0.9954403526397173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 20, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:46:11,710] Trial 7756 finished with value: 0.9968111553286855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 37, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:46:13,935] Trial 7757 finished with value: 0.9972460510198765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:46:16,554] Trial 7758 finished with value: 0.9974374953472545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:46:19,663] Trial 7759 finished with value: 0.9973754100652537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:46:21,504] Trial 7760 finished with value: 0.9973998303855639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 88}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:46:24,603] Trial 7761 finished with value: 0.9974235599937941 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 17, 'rf_n_estimators': 82}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:46:26,297] Trial 7762 finished with value: 0.997420528515824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:46:28,219] Trial 7763 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 3.074468650706108e-05, 'svc_kernel': 'sigmoid'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:46:31,102] Trial 7764 finished with value: 0.997708181390323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:46:33,203] Trial 7765 finished with value: 0.9967661676700317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:46:38,269] Trial 7766 finished with value: 0.9972435504853606 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:46:41,293] Trial 7767 finished with value: 0.9975369310048071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:46:45,988] Trial 7768 finished with value: 0.9965083753740384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 28, 'rf_n_estimators': 106}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:46:48,226] Trial 7769 finished with value: 0.9974006360523452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:46:49,350] Trial 7770 finished with value: 0.9942090604293065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 95}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:46:50,778] Trial 7771 finished with value: 0.9970908968315134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 3, 'rf_n_estimators': 125}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:46:53,010] Trial 7772 finished with value: 0.9975611270968011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:46:55,327] Trial 7773 finished with value: 0.99769452469569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:46:58,656] Trial 7774 finished with value: 0.9974478053430205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:47:00,661] Trial 7775 finished with value: 0.9976495596344265 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:47:06,164] Trial 7776 finished with value: 0.997009590152349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 25, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:47:08,441] Trial 7777 finished with value: 0.997660764670921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:47:16,692] Trial 7778 finished with value: 0.9969761717544158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 35, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:47:19,433] Trial 7779 finished with value: 0.9976398652271138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 99}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:47:21,924] Trial 7780 finished with value: 0.9974460627097349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:47:23,562] Trial 7781 finished with value: 0.9972270861284812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:47:25,450] Trial 7782 finished with value: 0.9852386664819814 and parameters: {'classifier': 'SVC', 'svc_c': 0.0007476812072179915, 'svc_kernel': 'rbf'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:47:27,551] Trial 7783 finished with value: 0.9963005954822096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 23, 'rf_n_estimators': 65}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:47:38,944] Trial 7784 finished with value: 0.9966503758501264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 57, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:47:54,689] Trial 7785 finished with value: 0.9959527326234486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 74, 'rf_n_estimators': 105}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:47:57,501] Trial 7786 finished with value: 0.9970124804283685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:47:59,811] Trial 7787 finished with value: 0.9976618122757707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:48:09,839] Trial 7788 finished with value: 0.9971482179362239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 41, 'rf_n_estimators': 128}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:48:11,911] Trial 7789 finished with value: 0.9971840496529031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:48:12,938] Trial 7790 finished with value: 0.9968809077908971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:48:16,054] Trial 7791 finished with value: 0.9968151458944812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:48:23,919] Trial 7792 finished with value: 0.9967225493116579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 30, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:48:26,399] Trial 7793 finished with value: 0.997218091700718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:48:33,771] Trial 7794 finished with value: 0.9963914661893627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 45, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:48:35,632] Trial 7795 finished with value: 0.99728266333039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 50}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:48:39,614] Trial 7796 finished with value: 0.9973151183876175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 21, 'rf_n_estimators': 102}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:48:41,298] Trial 7797 finished with value: 0.9974642949315363 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:48:44,271] Trial 7798 finished with value: 0.9967340677917266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:48:46,973] Trial 7799 finished with value: 0.997507290084359 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:48:48,804] Trial 7800 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 7.1614414457548834e-06, 'svc_kernel': 'sigmoid'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:48:51,050] Trial 7801 finished with value: 0.9972858862831556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:48:53,133] Trial 7802 finished with value: 0.9975670363143173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:48:54,749] Trial 7803 finished with value: 0.9962831456315655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:48:55,634] Trial 7804 finished with value: 0.9875090639718662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 4, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:48:59,020] Trial 7805 finished with value: 0.9974308725981027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:49:01,200] Trial 7806 finished with value: 0.997536455602691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:49:05,135] Trial 7807 finished with value: 0.9973984288713081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:49:06,724] Trial 7808 finished with value: 0.997080513902036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:49:09,128] Trial 7809 finished with value: 0.9974403810530155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:49:11,224] Trial 7810 finished with value: 0.9975322882250127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:49:14,052] Trial 7811 finished with value: 0.997306994943249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:49:16,268] Trial 7812 finished with value: 0.9974971222109428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 104}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:49:17,801] Trial 7813 finished with value: 0.997405880297224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 78}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:49:22,249] Trial 7814 finished with value: 0.9972515251424192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:49:25,362] Trial 7815 finished with value: 0.9970737445554896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:49:27,397] Trial 7816 finished with value: 0.997537081283799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:49:41,403] Trial 7817 finished with value: 0.9969090873076579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 60, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:49:45,346] Trial 7818 finished with value: 0.9974216177925465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:49:52,749] Trial 7819 finished with value: 0.9969560689320863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 33, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:49:54,425] Trial 7820 finished with value: 0.9962491644887951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:50:36,484] Trial 7821 finished with value: 0.9902677404085211 and parameters: {'classifier': 'SVC', 'svc_c': 11591086.097142857, 'svc_kernel': 'rbf'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:50:39,079] Trial 7822 finished with value: 0.9972852755823401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:50:40,888] Trial 7823 finished with value: 0.9973091938089543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:50:43,917] Trial 7824 finished with value: 0.9973597501056392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:50:46,571] Trial 7825 finished with value: 0.9974752876414298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:50:48,903] Trial 7826 finished with value: 0.9976096574359005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:50:52,495] Trial 7827 finished with value: 0.9969146907304355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 28, 'rf_n_estimators': 61}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:51:05,126] Trial 7828 finished with value: 0.9968717708599292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 57, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:51:08,577] Trial 7829 finished with value: 0.9966744078888766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 22, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:51:19,208] Trial 7830 finished with value: 0.9968135901022569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 46, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:51:22,269] Trial 7831 finished with value: 0.9974105048277213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:51:25,357] Trial 7832 finished with value: 0.997133709523106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:51:27,315] Trial 7833 finished with value: 0.9974755216450215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:51:31,666] Trial 7834 finished with value: 0.9973046610644852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:51:33,248] Trial 7835 finished with value: 0.997208568582892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 39}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:51:35,898] Trial 7836 finished with value: 0.9973224733302949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:51:37,839] Trial 7837 finished with value: 0.9973077119977924 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:51:40,380] Trial 7838 finished with value: 0.9852053993786534 and parameters: {'classifier': 'SVC', 'svc_c': 0.00011950975151033482, 'svc_kernel': 'sigmoid'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:51:41,377] Trial 7839 finished with value: 0.9943594160682254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 2, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:51:43,482] Trial 7840 finished with value: 0.9975844634723576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 91}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:51:45,860] Trial 7841 finished with value: 0.9973851088523976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:51:48,128] Trial 7842 finished with value: 0.9976247091702563 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:51:58,157] Trial 7843 finished with value: 0.9966225161562591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 42, 'rf_n_estimators': 125}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:52:00,171] Trial 7844 finished with value: 0.9974403068497878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:52:04,006] Trial 7845 finished with value: 0.9973702244085519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:52:05,456] Trial 7846 finished with value: 0.9972667935197314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 5, 'rf_n_estimators': 104}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:52:08,521] Trial 7847 finished with value: 0.9971998642396027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:52:12,064] Trial 7848 finished with value: 0.9972057787573494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 108}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:52:13,494] Trial 7849 finished with value: 0.997343767276292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:52:15,267] Trial 7850 finished with value: 0.9974090883014352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:52:17,148] Trial 7851 finished with value: 0.9941647357755398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:52:17,952] Trial 7852 finished with value: 0.9902279574175754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:52:19,125] Trial 7853 finished with value: 0.9971282228006143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:52:21,099] Trial 7854 finished with value: 0.9973593377032696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 101}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:52:24,213] Trial 7855 finished with value: 0.9972773504681554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:52:26,432] Trial 7856 finished with value: 0.9976929813447256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:52:27,332] Trial 7857 finished with value: 0.993208781909364 and parameters: {'classifier': 'SVC', 'svc_c': 135.0379736431407, 'svc_kernel': 'rbf'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:52:29,789] Trial 7858 finished with value: 0.9973411279201687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:52:35,213] Trial 7859 finished with value: 0.9969265141165812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 23, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:52:37,242] Trial 7860 finished with value: 0.9973909764932548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:52:40,653] Trial 7861 finished with value: 0.9975981681547066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:52:43,316] Trial 7862 finished with value: 0.9974604627378988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:52:48,722] Trial 7863 finished with value: 0.9973953364248178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 27, 'rf_n_estimators': 106}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:52:51,298] Trial 7864 finished with value: 0.9961956321285266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:52:53,616] Trial 7865 finished with value: 0.9884075073214998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 64, 'rf_n_estimators': 75}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:52:55,964] Trial 7866 finished with value: 0.9973557198991969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:52:58,419] Trial 7867 finished with value: 0.9973810031732112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:53:00,604] Trial 7868 finished with value: 0.9973010347229155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 84}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:53:02,318] Trial 7869 finished with value: 0.9972991883066727 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:53:07,747] Trial 7870 finished with value: 0.9969407085465806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 25, 'rf_n_estimators': 109}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:53:14,430] Trial 7871 finished with value: 0.9966877014383724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 32, 'rf_n_estimators': 97}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:53:28,342] Trial 7872 finished with value: 0.9967280982721863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 61, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:53:30,968] Trial 7873 finished with value: 0.9974424625202012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:53:32,583] Trial 7874 finished with value: 0.9972663427144938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:53:34,533] Trial 7875 finished with value: 0.9852049079171562 and parameters: {'classifier': 'SVC', 'svc_c': 1.9388627798931102e-07, 'svc_kernel': 'sigmoid'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:53:36,639] Trial 7876 finished with value: 0.9972324770024926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:53:45,790] Trial 7877 finished with value: 0.9970224504476698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 38, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:53:48,361] Trial 7878 finished with value: 0.9973699114410465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:53:51,531] Trial 7879 finished with value: 0.9972256518924428 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:53:53,557] Trial 7880 finished with value: 0.9969016910739629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:53:54,889] Trial 7881 finished with value: 0.9974659829438829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:54:05,216] Trial 7882 finished with value: 0.9971108241749526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 50, 'rf_n_estimators': 107}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:54:09,658] Trial 7883 finished with value: 0.9971885603395264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 21, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:54:13,971] Trial 7884 finished with value: 0.9973786840843125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:54:16,510] Trial 7885 finished with value: 0.9974298491458006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:54:17,513] Trial 7886 finished with value: 0.9967459495438842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 32}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:54:19,481] Trial 7887 finished with value: 0.9974164281686063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:54:22,525] Trial 7888 finished with value: 0.9974372515049116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:54:23,821] Trial 7889 finished with value: 0.9952770950970807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:54:26,179] Trial 7890 finished with value: 0.9976443587117912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:54:28,754] Trial 7891 finished with value: 0.9975097496134984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:54:30,588] Trial 7892 finished with value: 0.997249059710029 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:54:33,134] Trial 7893 finished with value: 0.9972657857459555 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:54:34,950] Trial 7894 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.4551033086607608e-09, 'svc_kernel': 'rbf'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:54:37,667] Trial 7895 finished with value: 0.997475063571803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:54:38,311] Trial 7896 finished with value: 0.9939461559816053 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 8}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:54:41,407] Trial 7897 finished with value: 0.9975892978221613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:54:43,376] Trial 7898 finished with value: 0.9973694373084467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:54:51,996] Trial 7899 finished with value: 0.9970947016670747 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 34, 'rf_n_estimators': 128}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:54:55,174] Trial 7900 finished with value: 0.997526862851896 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:54:59,207] Trial 7901 finished with value: 0.997226528842564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:55:00,666] Trial 7902 finished with value: 0.9975475893241074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:55:02,540] Trial 7903 finished with value: 0.9974626036819231 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:55:05,513] Trial 7904 finished with value: 0.9972338866733907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:55:07,144] Trial 7905 finished with value: 0.9962366213503836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 9, 'rf_n_estimators': 69}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:55:08,639] Trial 7906 finished with value: 0.9969590685769351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 53}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:55:10,697] Trial 7907 finished with value: 0.997213409343753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:55:11,880] Trial 7908 finished with value: 0.9974587183272904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 57}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:55:15,472] Trial 7909 finished with value: 0.9972759602208564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:55:17,385] Trial 7910 finished with value: 0.9964572526826568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 5, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:55:19,471] Trial 7911 finished with value: 0.9975355048619349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:55:21,916] Trial 7912 finished with value: 0.9973916578109145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:55:22,795] Trial 7913 finished with value: 0.9930072161728662 and parameters: {'classifier': 'SVC', 'svc_c': 2754.251616622148, 'svc_kernel': 'sigmoid'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:55:24,913] Trial 7914 finished with value: 0.9972747128893551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:55:28,655] Trial 7915 finished with value: 0.9968599942871971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 18, 'rf_n_estimators': 100}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:55:33,352] Trial 7916 finished with value: 0.9973039187783054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:55:37,271] Trial 7917 finished with value: 0.9973659597541874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:55:40,375] Trial 7918 finished with value: 0.9976966013069758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:55:41,369] Trial 7919 finished with value: 0.9928245880014254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 5, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:55:44,031] Trial 7920 finished with value: 0.9973783431557104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:55:45,511] Trial 7921 finished with value: 0.9970289051128636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:55:56,847] Trial 7922 finished with value: 0.9958953945389576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 46, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:56:13,996] Trial 7923 finished with value: 0.9963053656262267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 72, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:56:15,290] Trial 7924 finished with value: 0.9974970468968882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 109}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:56:18,250] Trial 7925 finished with value: 0.997277984115478 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:56:19,337] Trial 7926 finished with value: 0.9969741419565438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 106}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:56:21,165] Trial 7927 finished with value: 0.9975112973442942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 93}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:56:22,927] Trial 7928 finished with value: 0.9968496988908684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:56:27,886] Trial 7929 finished with value: 0.9967403205086152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 25, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:56:30,590] Trial 7930 finished with value: 0.9974645737807912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:56:33,317] Trial 7931 finished with value: 0.9946933464616756 and parameters: {'classifier': 'SVC', 'svc_c': 443991.7653232604, 'svc_kernel': 'rbf'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:56:34,495] Trial 7932 finished with value: 0.9902702121884929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:56:43,863] Trial 7933 finished with value: 0.9966487913985717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 38, 'rf_n_estimators': 128}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:56:49,252] Trial 7934 finished with value: 0.9971813435202225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 22, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:56:51,407] Trial 7935 finished with value: 0.9977268004654783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:56:54,108] Trial 7936 finished with value: 0.9970346254263545 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:57:06,185] Trial 7937 finished with value: 0.9965424809294062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 51, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:57:08,801] Trial 7938 finished with value: 0.9975093675843062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:57:14,032] Trial 7939 finished with value: 0.9970053625678604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 27, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:57:16,431] Trial 7940 finished with value: 0.9968980254408638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:57:18,937] Trial 7941 finished with value: 0.997633649643577 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:57:20,162] Trial 7942 finished with value: 0.9953147586305655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 30, 'rf_n_estimators': 20}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:57:24,086] Trial 7943 finished with value: 0.9974690086138159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:57:25,980] Trial 7944 finished with value: 0.9974863689000854 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 7, 'rf_n_estimators': 104}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:57:27,844] Trial 7945 finished with value: 0.9975914778990255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:57:30,385] Trial 7946 finished with value: 0.9974088264002227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:57:32,864] Trial 7947 finished with value: 0.9973504450272374 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:57:35,181] Trial 7948 finished with value: 0.9976144165351256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:57:39,440] Trial 7949 finished with value: 0.997392456114501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:57:40,946] Trial 7950 finished with value: 0.9867327158444649 and parameters: {'classifier': 'SVC', 'svc_c': 1652348193.2152839, 'svc_kernel': 'sigmoid'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:57:45,571] Trial 7951 finished with value: 0.9919867739890255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 63, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:57:47,649] Trial 7952 finished with value: 0.9974466769334582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:57:56,514] Trial 7953 finished with value: 0.9965842785157664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 42, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:58:01,141] Trial 7954 finished with value: 0.9969953320243695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 18, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:58:04,052] Trial 7955 finished with value: 0.9971108938079215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:58:07,079] Trial 7956 finished with value: 0.9973425325447396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 108}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:58:09,499] Trial 7957 finished with value: 0.9973100334035586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:58:13,030] Trial 7958 finished with value: 0.9972170424137591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:58:14,758] Trial 7959 finished with value: 0.9973286056970384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:58:16,963] Trial 7960 finished with value: 0.9973292930766385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:58:19,196] Trial 7961 finished with value: 0.9974917506970549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:58:20,954] Trial 7962 finished with value: 0.997096177860627 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 1, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:58:24,062] Trial 7963 finished with value: 0.9975469452350133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:58:28,863] Trial 7964 finished with value: 0.9972504213297353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:58:34,034] Trial 7965 finished with value: 0.9973036501486564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 24, 'rf_n_estimators': 110}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:58:44,141] Trial 7966 finished with value: 0.9967865542292541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 46, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:58:46,748] Trial 7967 finished with value: 0.9974729166610524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:58:50,511] Trial 7968 finished with value: 0.9946395053867815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 30, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:58:52,317] Trial 7969 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 3.848335118087226e-06, 'svc_kernel': 'rbf'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:58:54,406] Trial 7970 finished with value: 0.9977087830775728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:58:56,351] Trial 7971 finished with value: 0.9975030470435092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 89}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:58:58,226] Trial 7972 finished with value: 0.9969699431900749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 103}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:59:01,825] Trial 7973 finished with value: 0.9971462526297796 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:59:05,162] Trial 7974 finished with value: 0.9972695747760388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:59:07,549] Trial 7975 finished with value: 0.9974841743189974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:59:09,100] Trial 7976 finished with value: 0.9975616098621116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 107}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:59:11,595] Trial 7977 finished with value: 0.9974482120008291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:59:19,779] Trial 7978 finished with value: 0.9971236525419384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 35, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:59:21,364] Trial 7979 finished with value: 0.9974645145261181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:59:22,714] Trial 7980 finished with value: 0.9958318869861092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 96}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:59:25,930] Trial 7981 finished with value: 0.9973355158964181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:59:28,908] Trial 7982 finished with value: 0.9974084879789152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:59:30,914] Trial 7983 finished with value: 0.9975196674239418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:59:33,550] Trial 7984 finished with value: 0.9969752011139917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:59:38,945] Trial 7985 finished with value: 0.9968239733808514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 22, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:59:41,046] Trial 7986 finished with value: 0.9973451948156321 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 100}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:59:42,944] Trial 7987 finished with value: 0.985404338422453 and parameters: {'classifier': 'SVC', 'svc_c': 0.2073877063702934, 'svc_kernel': 'sigmoid'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:59:45,478] Trial 7988 finished with value: 0.997427626286237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:59:46,515] Trial 7989 finished with value: 0.9889116498900367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:59:48,567] Trial 7990 finished with value: 0.9973051457340704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:59:50,812] Trial 7991 finished with value: 0.9974401305457118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:59:52,258] Trial 7992 finished with value: 0.9973075110651003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:59:55,251] Trial 7993 finished with value: 0.9974263178275257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 00:59:57,484] Trial 7994 finished with value: 0.996978293528744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 5, 'rf_n_estimators': 105}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:00:00,196] Trial 7995 finished with value: 0.997343778892366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:00:03,726] Trial 7996 finished with value: 0.9976243272045396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 16, 'rf_n_estimators': 110}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:00:04,717] Trial 7997 finished with value: 0.996882581648137 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 3, 'rf_n_estimators': 67}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:00:06,795] Trial 7998 finished with value: 0.997418778900199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:00:08,979] Trial 7999 finished with value: 0.9975010966856194 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:00:11,484] Trial 8000 finished with value: 0.9974091575852871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:00:12,624] Trial 8001 finished with value: 0.9969743816729588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:00:14,043] Trial 8002 finished with value: 0.9963822565468488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 72}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:00:15,238] Trial 8003 finished with value: 0.9955070919684696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 13, 'rf_n_estimators': 80}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:00:19,634] Trial 8004 finished with value: 0.9972731005719174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 18, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:00:34,203] Trial 8005 finished with value: 0.9963341685072279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 68, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:00:36,088] Trial 8006 finished with value: 0.9973930860484886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:00:38,586] Trial 8007 finished with value: 0.985335512802353 and parameters: {'classifier': 'SVC', 'svc_c': 0.00216581819432563, 'svc_kernel': 'rbf'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:00:52,818] Trial 8008 finished with value: 0.9961709918327797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 60, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:00:55,711] Trial 8009 finished with value: 0.9974640782568421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:01:04,693] Trial 8010 finished with value: 0.9968095213977329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 42, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:01:06,868] Trial 8011 finished with value: 0.9974691188395685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:01:09,185] Trial 8012 finished with value: 0.9975361507918278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:01:11,708] Trial 8013 finished with value: 0.9973645072053761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:01:14,259] Trial 8014 finished with value: 0.9974428191273293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:01:16,701] Trial 8015 finished with value: 0.9972783890594393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:01:19,019] Trial 8016 finished with value: 0.99734403819107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:01:22,077] Trial 8017 finished with value: 0.9968422715222864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:01:24,931] Trial 8018 finished with value: 0.9968005744816172 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:01:28,503] Trial 8019 finished with value: 0.9972352561323602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:01:30,890] Trial 8020 finished with value: 0.996143583071102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:01:32,896] Trial 8021 finished with value: 0.9973136209931432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:01:37,311] Trial 8022 finished with value: 0.9971409854701315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:01:39,574] Trial 8023 finished with value: 0.9974776252970047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:01:40,112] Trial 8024 finished with value: 0.9822640709671271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 2}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:01:41,563] Trial 8025 finished with value: 0.9863019890226337 and parameters: {'classifier': 'SVC', 'svc_c': 0.9173364989858871, 'svc_kernel': 'sigmoid'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:01:44,204] Trial 8026 finished with value: 0.9971612132763408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:01:57,397] Trial 8027 finished with value: 0.9959556807576734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 55, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:02:00,104] Trial 8028 finished with value: 0.9974973456140734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 102}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:02:01,320] Trial 8029 finished with value: 0.9968811521410469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 2, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:02:04,050] Trial 8030 finished with value: 0.9974432792000361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:02:09,663] Trial 8031 finished with value: 0.9969879243332902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 26, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:02:11,437] Trial 8032 finished with value: 0.9973759092390623 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 106}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:02:14,620] Trial 8033 finished with value: 0.9973894333961936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:02:19,732] Trial 8034 finished with value: 0.9972391690989723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 21, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:02:23,265] Trial 8035 finished with value: 0.9972391703050127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:02:25,494] Trial 8036 finished with value: 0.9975980143210691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:02:27,069] Trial 8037 finished with value: 0.997501896385674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 109}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:02:33,128] Trial 8038 finished with value: 0.9970390344247223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 24, 'rf_n_estimators': 128}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:02:40,561] Trial 8039 finished with value: 0.9968011691230515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 32, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:02:43,295] Trial 8040 finished with value: 0.9975729998988688 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:02:45,657] Trial 8041 finished with value: 0.9968438203321709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:02:47,666] Trial 8042 finished with value: 0.9974356719409946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:02:49,467] Trial 8043 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.1669424737039055e-08, 'svc_kernel': 'rbf'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:02:50,750] Trial 8044 finished with value: 0.993977341205155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:02:57,014] Trial 8045 finished with value: 0.9970537653840474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 27, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:03:00,036] Trial 8046 finished with value: 0.9974380195940101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:03:02,289] Trial 8047 finished with value: 0.9974575710336734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:03:04,129] Trial 8048 finished with value: 0.997396489875589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:03:07,979] Trial 8049 finished with value: 0.9968249024763547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 17, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:03:09,265] Trial 8050 finished with value: 0.997195805088189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 63}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:03:10,894] Trial 8051 finished with value: 0.9971982530012542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 87}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:03:14,285] Trial 8052 finished with value: 0.9974513509116156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:03:19,676] Trial 8053 finished with value: 0.9951266677939667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 40, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:03:22,270] Trial 8054 finished with value: 0.9975694985094409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:03:24,510] Trial 8055 finished with value: 0.9976155670660093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:03:27,857] Trial 8056 finished with value: 0.9974729676638695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 110}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:03:29,834] Trial 8057 finished with value: 0.9973508426080042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:03:32,059] Trial 8058 finished with value: 0.9971995537159161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:03:39,077] Trial 8059 finished with value: 0.9967986383740476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 33, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:03:40,756] Trial 8060 finished with value: 0.9973164377324313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 99}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:03:43,283] Trial 8061 finished with value: 0.9977336649940094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:03:46,485] Trial 8062 finished with value: 0.9973786334306123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:03:47,610] Trial 8063 finished with value: 0.9884121496252255 and parameters: {'classifier': 'SVC', 'svc_c': 4.096184163622011, 'svc_kernel': 'sigmoid'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:03:57,020] Trial 8064 finished with value: 0.9968852246541197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 48, 'rf_n_estimators': 104}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:03:58,752] Trial 8065 finished with value: 0.997081335437771 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 1, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:04:00,531] Trial 8066 finished with value: 0.9974657335156681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:04:04,562] Trial 8067 finished with value: 0.996607441983203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 22, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:04:06,687] Trial 8068 finished with value: 0.9973890426708146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:04:09,446] Trial 8069 finished with value: 0.997454024163824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:04:10,508] Trial 8070 finished with value: 0.9892320935770864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:04:13,274] Trial 8071 finished with value: 0.9972992727295065 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:04:14,587] Trial 8072 finished with value: 0.9972463488484004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:04:16,736] Trial 8073 finished with value: 0.9974010139873473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:04:19,456] Trial 8074 finished with value: 0.9973523578709207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:04:21,123] Trial 8075 finished with value: 0.9953541685106707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:04:22,330] Trial 8076 finished with value: 0.9971679321913524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:04:24,818] Trial 8077 finished with value: 0.9968299037358138 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:04:26,913] Trial 8078 finished with value: 0.9975643301816368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:04:39,712] Trial 8079 finished with value: 0.9966167179579434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 58, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:04:42,437] Trial 8080 finished with value: 0.9972928529125351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:04:44,284] Trial 8081 finished with value: 0.9853850041970286 and parameters: {'classifier': 'SVC', 'svc_c': 0.019236018808428873, 'svc_kernel': 'rbf'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:04:48,303] Trial 8082 finished with value: 0.9970291268656233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:04:52,433] Trial 8083 finished with value: 0.9961416900953487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 28, 'rf_n_estimators': 110}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:04:55,596] Trial 8084 finished with value: 0.9975565609957914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:04:57,877] Trial 8085 finished with value: 0.9973012029655631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:05:00,751] Trial 8086 finished with value: 0.9973106164289188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:05:02,018] Trial 8087 finished with value: 0.9964581281410966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 76}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:05:03,052] Trial 8088 finished with value: 0.9937985029524589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 83}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:05:04,926] Trial 8089 finished with value: 0.9974474840601832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 102}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:05:16,236] Trial 8090 finished with value: 0.9965935076770934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 48, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:05:21,263] Trial 8091 finished with value: 0.9971397023382704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 24, 'rf_n_estimators': 108}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:05:22,679] Trial 8092 finished with value: 0.9966672218236051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 28}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:05:24,422] Trial 8093 finished with value: 0.9973829722247287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:05:26,801] Trial 8094 finished with value: 0.9974772200674019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:05:29,436] Trial 8095 finished with value: 0.9975155769472132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:05:32,811] Trial 8096 finished with value: 0.9973698496473405 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 95}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:05:35,338] Trial 8097 finished with value: 0.9972642413159022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:05:37,565] Trial 8098 finished with value: 0.9969889326783484 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:05:39,700] Trial 8099 finished with value: 0.9972625385136906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:05:41,543] Trial 8100 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 9.259557483166177e-07, 'svc_kernel': 'sigmoid'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:05:46,109] Trial 8101 finished with value: 0.9972333807076699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:05:48,750] Trial 8102 finished with value: 0.9974021531560601 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:05:52,390] Trial 8103 finished with value: 0.9975691510745679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:05:54,154] Trial 8104 finished with value: 0.9972192395973553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:06:04,162] Trial 8105 finished with value: 0.9965102995481546 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 44, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:06:05,905] Trial 8106 finished with value: 0.9973946809735527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:06:07,986] Trial 8107 finished with value: 0.9975349006356525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:06:11,422] Trial 8108 finished with value: 0.9973825096764651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:06:14,950] Trial 8109 finished with value: 0.9971527330661543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:06:23,116] Trial 8110 finished with value: 0.9971400056257141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 37, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:06:25,762] Trial 8111 finished with value: 0.9968146591301944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:06:27,594] Trial 8112 finished with value: 0.9971881436525393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:06:28,872] Trial 8113 finished with value: 0.9974706746317926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 60}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:06:31,479] Trial 8114 finished with value: 0.9972568231195753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:06:34,501] Trial 8115 finished with value: 0.997435548321845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 92}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:06:39,023] Trial 8116 finished with value: 0.9970983747585821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 18, 'rf_n_estimators': 125}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:06:41,278] Trial 8117 finished with value: 0.9974720415517296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:06:42,169] Trial 8118 finished with value: 0.9958360683602048 and parameters: {'classifier': 'SVC', 'svc_c': 7541.625631949265, 'svc_kernel': 'rbf'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:06:44,262] Trial 8119 finished with value: 0.997417594441492 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:06:45,812] Trial 8120 finished with value: 0.99715657893883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:06:49,073] Trial 8121 finished with value: 0.9975423264490769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:07:03,332] Trial 8122 finished with value: 0.9968803083887767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 57, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:07:09,724] Trial 8123 finished with value: 0.9968847807677458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 29, 'rf_n_estimators': 110}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:07:12,536] Trial 8124 finished with value: 0.9974673433892867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:07:13,501] Trial 8125 finished with value: 0.9953009582901634 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 2, 'rf_n_estimators': 105}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:07:15,360] Trial 8126 finished with value: 0.9968310418254379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:07:17,025] Trial 8127 finished with value: 0.9969816658083644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 5, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:07:25,022] Trial 8128 finished with value: 0.9969258253722512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 35, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:07:26,991] Trial 8129 finished with value: 0.9973582949860574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:07:29,283] Trial 8130 finished with value: 0.9975918233344104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:07:34,645] Trial 8131 finished with value: 0.9973143625810891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 22, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:07:40,485] Trial 8132 finished with value: 0.9970084594259196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 31, 'rf_n_estimators': 109}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:07:44,324] Trial 8133 finished with value: 0.9972975938894151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:07:47,183] Trial 8134 finished with value: 0.9969784548525279 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:07:49,231] Trial 8135 finished with value: 0.997466591137404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:07:51,474] Trial 8136 finished with value: 0.9972174299336093 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:07:53,367] Trial 8137 finished with value: 0.9853928699930643 and parameters: {'classifier': 'SVC', 'svc_c': 0.07367159652105354, 'svc_kernel': 'sigmoid'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:08:02,167] Trial 8138 finished with value: 0.9971392094168294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 36, 'rf_n_estimators': 128}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:08:03,668] Trial 8139 finished with value: 0.9956103595974942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:08:06,300] Trial 8140 finished with value: 0.9972868625094516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:08:08,910] Trial 8141 finished with value: 0.9975711996930192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:08:11,305] Trial 8142 finished with value: 0.9972057986252795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:08:12,496] Trial 8143 finished with value: 0.991220669334736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 15, 'rf_n_estimators': 102}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:08:14,247] Trial 8144 finished with value: 0.9975153894396559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:08:17,179] Trial 8145 finished with value: 0.9974946273575123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:08:20,883] Trial 8146 finished with value: 0.9972411512582456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 106}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:08:23,477] Trial 8147 finished with value: 0.9973199280770674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:08:25,472] Trial 8148 finished with value: 0.9972141207806869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:08:38,129] Trial 8149 finished with value: 0.9965715569151011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 67, 'rf_n_estimators': 108}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:08:41,442] Trial 8150 finished with value: 0.9972384117690242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:08:46,938] Trial 8151 finished with value: 0.9973361764257485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 25, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:08:48,265] Trial 8152 finished with value: 0.9969906441767465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:08:51,417] Trial 8153 finished with value: 0.9974798785932212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:08:53,694] Trial 8154 finished with value: 0.9972071625301151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 10, 'rf_n_estimators': 97}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:08:55,410] Trial 8155 finished with value: 0.9972741787086344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:08:57,222] Trial 8156 finished with value: 0.9974353863315651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:08:59,106] Trial 8157 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.6957061909206918e-05, 'svc_kernel': 'rbf'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:09:00,431] Trial 8158 finished with value: 0.997022009608135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 49}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:09:01,895] Trial 8159 finished with value: 0.9944715334953692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:09:05,245] Trial 8160 finished with value: 0.9973725657457241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:09:06,788] Trial 8161 finished with value: 0.9961199389013188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:09:07,938] Trial 8162 finished with value: 0.9968932702136635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:09:11,954] Trial 8163 finished with value: 0.9962878212918319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 27, 'rf_n_estimators': 110}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:09:14,416] Trial 8164 finished with value: 0.9965831257949668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:09:17,155] Trial 8165 finished with value: 0.9974730499920015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:09:19,887] Trial 8166 finished with value: 0.9973305133991807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:09:24,730] Trial 8167 finished with value: 0.997018082613368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 20, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:09:26,951] Trial 8168 finished with value: 0.9975289366385081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:09:28,996] Trial 8169 finished with value: 0.9974248163071234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:09:30,999] Trial 8170 finished with value: 0.9970854171548371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:09:33,780] Trial 8171 finished with value: 0.9972296747039525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:09:35,282] Trial 8172 finished with value: 0.996125198443869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 16}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:09:37,068] Trial 8173 finished with value: 0.9974058196778207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:09:39,091] Trial 8174 finished with value: 0.9852065471166012 and parameters: {'classifier': 'SVC', 'svc_c': 1.8806090200041802e-10, 'svc_kernel': 'sigmoid'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:09:41,318] Trial 8175 finished with value: 0.9974469165863976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:09:45,719] Trial 8176 finished with value: 0.9974152427895001 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:09:50,047] Trial 8177 finished with value: 0.9969229456014789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 22, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:09:52,523] Trial 8178 finished with value: 0.9975099574015786 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:09:56,394] Trial 8179 finished with value: 0.9975948531620092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:09:58,414] Trial 8180 finished with value: 0.9975602513209824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:10:00,981] Trial 8181 finished with value: 0.9974874141563298 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:10:03,979] Trial 8182 finished with value: 0.9973240657798023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:10:05,971] Trial 8183 finished with value: 0.9972608736065404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:10:08,090] Trial 8184 finished with value: 0.997378197161336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:10:10,042] Trial 8185 finished with value: 0.996960797689872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:10:12,985] Trial 8186 finished with value: 0.9965548702976559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 32, 'rf_n_estimators': 41}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:10:20,317] Trial 8187 finished with value: 0.9967379455927371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 37, 'rf_n_estimators': 100}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:10:21,770] Trial 8188 finished with value: 0.9974822238341559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 4, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:10:24,475] Trial 8189 finished with value: 0.9974955176375547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:10:26,595] Trial 8190 finished with value: 0.9971880042913877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:10:28,150] Trial 8191 finished with value: 0.9929931685306891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 2, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:10:29,741] Trial 8192 finished with value: 0.9975220413242069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 108}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:10:31,161] Trial 8193 finished with value: 0.9972946045911241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 71}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:10:33,937] Trial 8194 finished with value: 0.997311678982323 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:10:54,928] Trial 8195 finished with value: 0.9923306379349212 and parameters: {'classifier': 'SVC', 'svc_c': 4504091.423637863, 'svc_kernel': 'rbf'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:11:09,278] Trial 8196 finished with value: 0.9967595069623423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 59, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:11:23,559] Trial 8197 finished with value: 0.9966635795496059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 64, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:11:26,559] Trial 8198 finished with value: 0.9975388026526865 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:11:29,255] Trial 8199 finished with value: 0.9974415594497819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:11:31,916] Trial 8200 finished with value: 0.997630606486057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 106}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:11:36,640] Trial 8201 finished with value: 0.9967305324109997 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 24, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:11:40,401] Trial 8202 finished with value: 0.9972034950562175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:11:42,464] Trial 8203 finished with value: 0.9975929198473756 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:11:45,507] Trial 8204 finished with value: 0.9974370569515387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:11:47,611] Trial 8205 finished with value: 0.9974292386036744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:11:51,776] Trial 8206 finished with value: 0.9974014853904869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:11:54,240] Trial 8207 finished with value: 0.9971852920967668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:11:55,139] Trial 8208 finished with value: 0.988375248150637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:11:57,262] Trial 8209 finished with value: 0.9973892907342995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:12:00,342] Trial 8210 finished with value: 0.9970049941542305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 55}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:12:03,206] Trial 8211 finished with value: 0.9973379968169073 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:12:04,129] Trial 8212 finished with value: 0.9910255786709067 and parameters: {'classifier': 'SVC', 'svc_c': 27.28091626805799, 'svc_kernel': 'sigmoid'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:12:06,851] Trial 8213 finished with value: 0.9971192704573162 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 14, 'rf_n_estimators': 86}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:12:09,093] Trial 8214 finished with value: 0.9971272194701454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:12:10,693] Trial 8215 finished with value: 0.997282835191159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:12:11,738] Trial 8216 finished with value: 0.9962215425753307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:12:14,197] Trial 8217 finished with value: 0.9966662121138169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:12:17,324] Trial 8218 finished with value: 0.99743434472518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:12:19,126] Trial 8219 finished with value: 0.997346137368008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 108}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:12:20,244] Trial 8220 finished with value: 0.9939968282486039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 90}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:12:22,235] Trial 8221 finished with value: 0.9976081275735468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:12:24,135] Trial 8222 finished with value: 0.996899330884474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:12:29,045] Trial 8223 finished with value: 0.9972029847424032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 19, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:12:31,459] Trial 8224 finished with value: 0.9973972055971404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:12:32,548] Trial 8225 finished with value: 0.9946580254714034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 5, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:12:38,543] Trial 8226 finished with value: 0.9971652867732889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 26, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:12:45,235] Trial 8227 finished with value: 0.9971058683641769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 33, 'rf_n_estimators': 106}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:12:55,933] Trial 8228 finished with value: 0.9964404045827385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 66, 'rf_n_estimators': 78}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:12:58,514] Trial 8229 finished with value: 0.9974266268595308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:12:59,321] Trial 8230 finished with value: 0.9944777145480628 and parameters: {'classifier': 'SVC', 'svc_c': 435.77077011571737, 'svc_kernel': 'rbf'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:13:02,027] Trial 8231 finished with value: 0.9973895615221261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:13:04,040] Trial 8232 finished with value: 0.9972653297039629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:13:06,310] Trial 8233 finished with value: 0.9976299850895667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:13:08,412] Trial 8234 finished with value: 0.9971943991306258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:13:11,998] Trial 8235 finished with value: 0.997331425324476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:13:21,438] Trial 8236 finished with value: 0.9966266098702544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 42, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:13:27,092] Trial 8237 finished with value: 0.9972301618173566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 23, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:13:29,449] Trial 8238 finished with value: 0.9974126932516553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:13:34,076] Trial 8239 finished with value: 0.9957513436988336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 46, 'rf_n_estimators': 46}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:13:36,619] Trial 8240 finished with value: 0.9974720078143339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:13:39,453] Trial 8241 finished with value: 0.9972812484862129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:13:41,556] Trial 8242 finished with value: 0.9976403062570759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:13:43,562] Trial 8243 finished with value: 0.997449398427286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 104}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:13:46,905] Trial 8244 finished with value: 0.9973453346845903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 99}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:13:50,242] Trial 8245 finished with value: 0.9972442025724075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:13:51,097] Trial 8246 finished with value: 0.9899590483482084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 64}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:13:54,012] Trial 8247 finished with value: 0.997363696047937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:13:56,658] Trial 8248 finished with value: 0.9973023841235275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:13:57,918] Trial 8249 finished with value: 0.9874268871662307 and parameters: {'classifier': 'SVC', 'svc_c': 79306.78850151227, 'svc_kernel': 'sigmoid'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:13:59,721] Trial 8250 finished with value: 0.9972732287930638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 128}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:14:06,723] Trial 8251 finished with value: 0.9970369163954672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 29, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:14:08,573] Trial 8252 finished with value: 0.9974086862456234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:14:13,997] Trial 8253 finished with value: 0.9969816296906258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 29, 'rf_n_estimators': 94}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:14:16,920] Trial 8254 finished with value: 0.9975261818198775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 108}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:14:18,120] Trial 8255 finished with value: 0.997084838858425 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:14:21,140] Trial 8256 finished with value: 0.9974994584383117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:14:23,885] Trial 8257 finished with value: 0.9971888877477798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:14:25,750] Trial 8258 finished with value: 0.9974090044181457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:14:27,851] Trial 8259 finished with value: 0.997483448600005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:14:38,368] Trial 8260 finished with value: 0.9970394662824292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 43, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:14:39,365] Trial 8261 finished with value: 0.9974722287419079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 37}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:14:50,805] Trial 8262 finished with value: 0.9966824613828974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 56, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:14:52,947] Trial 8263 finished with value: 0.9972427254584559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:14:55,309] Trial 8264 finished with value: 0.9966590615315258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:14:58,118] Trial 8265 finished with value: 0.997275103868637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:15:00,021] Trial 8266 finished with value: 0.9969403753620277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 106}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:15:03,539] Trial 8267 finished with value: 0.9971000073882802 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 17, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:15:05,386] Trial 8268 finished with value: 0.9850800333746288 and parameters: {'classifier': 'SVC', 'svc_c': 0.00029033759621555327, 'svc_kernel': 'rbf'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:15:06,067] Trial 8269 finished with value: 0.9944204903391839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 11}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:15:07,317] Trial 8270 finished with value: 0.9951313978212686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:15:08,829] Trial 8271 finished with value: 0.9974361844447244 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:15:10,488] Trial 8272 finished with value: 0.9972647613732538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 82}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:15:13,400] Trial 8273 finished with value: 0.9975014840785179 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:15:24,533] Trial 8274 finished with value: 0.9968271239077122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 54, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:15:31,753] Trial 8275 finished with value: 0.9965776841403038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 53, 'rf_n_estimators': 67}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:15:34,487] Trial 8276 finished with value: 0.9973930191767176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:15:38,156] Trial 8277 finished with value: 0.9974503112729806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:15:43,003] Trial 8278 finished with value: 0.9971572591774006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 21, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:15:45,479] Trial 8279 finished with value: 0.9963434184568843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 13, 'rf_n_estimators': 102}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:15:50,013] Trial 8280 finished with value: 0.9970550728588835 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 19, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:15:52,056] Trial 8281 finished with value: 0.9971722968836012 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:16:07,295] Trial 8282 finished with value: 0.9958465523114416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 64, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:16:11,978] Trial 8283 finished with value: 0.9958424454579529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 38, 'rf_n_estimators': 109}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:16:14,798] Trial 8284 finished with value: 0.9973393923009608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:16:23,276] Trial 8285 finished with value: 0.997007189147911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 35, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:16:24,927] Trial 8286 finished with value: 0.9867345184941333 and parameters: {'classifier': 'SVC', 'svc_c': 73407139.81429969, 'svc_kernel': 'sigmoid'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:16:27,292] Trial 8287 finished with value: 0.9974040792027129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:16:35,740] Trial 8288 finished with value: 0.9973490261523459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 38, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:16:42,347] Trial 8289 finished with value: 0.9969702803101281 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 27, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:16:44,463] Trial 8290 finished with value: 0.9970604940425964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:16:45,658] Trial 8291 finished with value: 0.9950661542048816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:16:47,986] Trial 8292 finished with value: 0.9974732061107684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:17:02,592] Trial 8293 finished with value: 0.9964862115237355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 69, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:17:05,013] Trial 8294 finished with value: 0.9971138555577088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:17:07,840] Trial 8295 finished with value: 0.9973147899637512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:17:09,855] Trial 8296 finished with value: 0.9975489922348314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:17:11,913] Trial 8297 finished with value: 0.9974331080258775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:17:13,680] Trial 8298 finished with value: 0.9968594443962121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:17:16,268] Trial 8299 finished with value: 0.9975030571996397 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:17:22,679] Trial 8300 finished with value: 0.9972734211882588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 31, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:17:24,690] Trial 8301 finished with value: 0.9974002500241766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 75}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:17:25,767] Trial 8302 finished with value: 0.9932927004596235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:17:28,393] Trial 8303 finished with value: 0.997421734238929 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:17:44,650] Trial 8304 finished with value: 0.9968641294191615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 67, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:17:46,465] Trial 8305 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.773553319055238e-07, 'svc_kernel': 'rbf'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:17:48,394] Trial 8306 finished with value: 0.9975069006919722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:17:51,040] Trial 8307 finished with value: 0.9972983196084074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:17:52,796] Trial 8308 finished with value: 0.9974895082234648 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 58}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:17:55,155] Trial 8309 finished with value: 0.9976974779714559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:17:59,347] Trial 8310 finished with value: 0.9974015922520213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:18:01,054] Trial 8311 finished with value: 0.9962074718596948 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:18:02,908] Trial 8312 finished with value: 0.9976107676279037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:18:06,174] Trial 8313 finished with value: 0.9975710082816991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 108}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:18:15,935] Trial 8314 finished with value: 0.9967883111763358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 43, 'rf_n_estimators': 128}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:18:17,670] Trial 8315 finished with value: 0.9973046854074603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:18:20,998] Trial 8316 finished with value: 0.996919853408892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:18:22,805] Trial 8317 finished with value: 0.9974305124998045 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 98}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:18:27,440] Trial 8318 finished with value: 0.9972663688347915 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 21, 'rf_n_estimators': 125}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:18:28,972] Trial 8319 finished with value: 0.9965818009594954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:18:31,812] Trial 8320 finished with value: 0.9974164245504848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:18:34,252] Trial 8321 finished with value: 0.9975450706355086 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:18:36,263] Trial 8322 finished with value: 0.9977189475232949 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 103}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:18:38,904] Trial 8323 finished with value: 0.9973732134846776 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:18:40,775] Trial 8324 finished with value: 0.9852055636540623 and parameters: {'classifier': 'SVC', 'svc_c': 5.852453857422869e-08, 'svc_kernel': 'sigmoid'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:18:41,904] Trial 8325 finished with value: 0.99045491878028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:18:43,274] Trial 8326 finished with value: 0.9969922396413553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:18:46,305] Trial 8327 finished with value: 0.9974154082709497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:18:47,542] Trial 8328 finished with value: 0.9957189678911608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 17, 'rf_n_estimators': 23}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:18:52,615] Trial 8329 finished with value: 0.997136248397014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 19, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:18:54,678] Trial 8330 finished with value: 0.99764666415339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 106}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:19:05,279] Trial 8331 finished with value: 0.9967719351143152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 47, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:19:07,951] Trial 8332 finished with value: 0.997440305770699 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:19:09,049] Trial 8333 finished with value: 0.9965658567234438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:19:20,805] Trial 8334 finished with value: 0.9962419236756331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 54, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:19:24,409] Trial 8335 finished with value: 0.997388515408958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:19:26,272] Trial 8336 finished with value: 0.9972927445275811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:19:29,162] Trial 8337 finished with value: 0.9973928793077592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:19:33,212] Trial 8338 finished with value: 0.9962444224328261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 25, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:19:44,779] Trial 8339 finished with value: 0.99696234872141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 48, 'rf_n_estimators': 125}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:19:47,432] Trial 8340 finished with value: 0.9974555121956157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:19:57,625] Trial 8341 finished with value: 0.9959168869103522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 62, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:19:59,475] Trial 8342 finished with value: 0.9853497695973403 and parameters: {'classifier': 'SVC', 'svc_c': 0.004058910405287856, 'svc_kernel': 'rbf'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:20:01,441] Trial 8343 finished with value: 0.997385848536069 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 7, 'rf_n_estimators': 108}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:20:03,665] Trial 8344 finished with value: 0.9976430973203968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:20:07,598] Trial 8345 finished with value: 0.9973461177222434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 16, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:20:09,334] Trial 8346 finished with value: 0.9975257032122329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:20:11,978] Trial 8347 finished with value: 0.9975239004356128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:20:19,769] Trial 8348 finished with value: 0.996981996929953 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 34, 'rf_n_estimators': 110}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:20:24,679] Trial 8349 finished with value: 0.9972850583363635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 24, 'rf_n_estimators': 101}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:20:26,104] Trial 8350 finished with value: 0.9972935217571971 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 105}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:20:28,255] Trial 8351 finished with value: 0.9975024153321991 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:20:34,547] Trial 8352 finished with value: 0.9971559396738977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 29, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:20:36,348] Trial 8353 finished with value: 0.997361603440746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:20:40,413] Trial 8354 finished with value: 0.9972008013647967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:20:51,619] Trial 8355 finished with value: 0.9969487851775355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 51, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:20:54,522] Trial 8356 finished with value: 0.997183862780104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:20:55,728] Trial 8357 finished with value: 0.9938166994373766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:21:00,875] Trial 8358 finished with value: 0.9969341221690705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 22, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:21:03,384] Trial 8359 finished with value: 0.9974260342810605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:21:06,523] Trial 8360 finished with value: 0.9972606916848549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:21:08,078] Trial 8361 finished with value: 0.986732879739019 and parameters: {'classifier': 'SVC', 'svc_c': 514157786.5150291, 'svc_kernel': 'sigmoid'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:21:09,328] Trial 8362 finished with value: 0.9952493881577622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:21:12,395] Trial 8363 finished with value: 0.9972905816209249 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:21:13,550] Trial 8364 finished with value: 0.9972938440239095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 44}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:21:15,268] Trial 8365 finished with value: 0.9973530533436871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:21:18,600] Trial 8366 finished with value: 0.9976240612091373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:21:20,920] Trial 8367 finished with value: 0.997386949619293 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:21:23,064] Trial 8368 finished with value: 0.9976319191659099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:21:24,773] Trial 8369 finished with value: 0.9974816588359271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 88}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:21:29,299] Trial 8370 finished with value: 0.9974988469757863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:21:31,734] Trial 8371 finished with value: 0.9974376563536591 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:21:34,747] Trial 8372 finished with value: 0.997251875751083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:21:38,017] Trial 8373 finished with value: 0.9975557255588529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:21:39,737] Trial 8374 finished with value: 0.9972612151699005 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:21:43,934] Trial 8375 finished with value: 0.9970329658829109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 27, 'rf_n_estimators': 79}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:21:46,697] Trial 8376 finished with value: 0.9976020287220333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:21:49,001] Trial 8377 finished with value: 0.9974463703135341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:21:50,866] Trial 8378 finished with value: 0.9973059647307725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 2, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:21:52,832] Trial 8379 finished with value: 0.9974340945035175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:21:54,783] Trial 8380 finished with value: 0.9850772472306836 and parameters: {'classifier': 'SVC', 'svc_c': 1.0766696189180216e-10, 'svc_kernel': 'rbf'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:21:56,870] Trial 8381 finished with value: 0.9971872145570361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 92}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:21:59,429] Trial 8382 finished with value: 0.9961009973690235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 18, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:22:02,381] Trial 8383 finished with value: 0.9974413839708914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:22:04,207] Trial 8384 finished with value: 0.9976981085084637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:22:07,836] Trial 8385 finished with value: 0.9974142773858308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:22:09,994] Trial 8386 finished with value: 0.9972959775412633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:22:12,062] Trial 8387 finished with value: 0.9974803814803651 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:22:13,927] Trial 8388 finished with value: 0.9971152538346981 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 103}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:22:17,161] Trial 8389 finished with value: 0.9975917655714189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:22:19,787] Trial 8390 finished with value: 0.9972144590433046 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 17, 'rf_n_estimators': 69}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:22:22,826] Trial 8391 finished with value: 0.9977302415846201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:22:25,909] Trial 8392 finished with value: 0.9972563210576171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 107}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:22:26,954] Trial 8393 finished with value: 0.99724286402616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 51}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:22:29,181] Trial 8394 finished with value: 0.9974778261027452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:22:37,345] Trial 8395 finished with value: 0.9971599115778039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 38, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:22:42,111] Trial 8396 finished with value: 0.9971783386068811 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 24, 'rf_n_estimators': 96}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:22:46,271] Trial 8397 finished with value: 0.9974096712315816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:22:48,130] Trial 8398 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 5.924681034446581e-09, 'svc_kernel': 'sigmoid'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:22:52,032] Trial 8399 finished with value: 0.997485461767214 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 16, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:22:53,990] Trial 8400 finished with value: 0.9913626442618084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 32, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:22:56,208] Trial 8401 finished with value: 0.9964639697886076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 21, 'rf_n_estimators': 73}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:22:58,995] Trial 8402 finished with value: 0.9975415700712662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:23:01,711] Trial 8403 finished with value: 0.9974456350414318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:23:03,869] Trial 8404 finished with value: 0.9975023044082123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:23:09,247] Trial 8405 finished with value: 0.9968426487273166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 38, 'rf_n_estimators': 85}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:23:12,133] Trial 8406 finished with value: 0.9974127078828307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:23:14,577] Trial 8407 finished with value: 0.9976458363652875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:23:17,696] Trial 8408 finished with value: 0.9973258357711638 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:23:19,756] Trial 8409 finished with value: 0.9972577703691616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:23:22,343] Trial 8410 finished with value: 0.9973580010612962 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:23:23,088] Trial 8411 finished with value: 0.9966557750077314 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 2, 'rf_n_estimators': 34}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:23:24,782] Trial 8412 finished with value: 0.9974171853716028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:23:27,062] Trial 8413 finished with value: 0.9973715141418978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 104}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:23:29,627] Trial 8414 finished with value: 0.997591903758268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:23:31,930] Trial 8415 finished with value: 0.997588157161767 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:23:35,151] Trial 8416 finished with value: 0.9973613262101241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 107}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:23:39,984] Trial 8417 finished with value: 0.9929514900566957 and parameters: {'classifier': 'SVC', 'svc_c': 1388472.7075743724, 'svc_kernel': 'rbf'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:23:42,268] Trial 8418 finished with value: 0.9975323020944783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:23:44,305] Trial 8419 finished with value: 0.9970440093734564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:23:45,412] Trial 8420 finished with value: 0.9970805737597296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:23:47,586] Trial 8421 finished with value: 0.9970606167413468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:23:51,838] Trial 8422 finished with value: 0.9955246614075491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 29, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:23:53,328] Trial 8423 finished with value: 0.9973738743313869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:23:55,001] Trial 8424 finished with value: 0.9972943837270262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 100}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:23:57,161] Trial 8425 finished with value: 0.9970673906581519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:24:00,187] Trial 8426 finished with value: 0.9970957629509624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:24:01,953] Trial 8427 finished with value: 0.9964409247353038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:24:04,593] Trial 8428 finished with value: 0.9974299408048773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:24:06,728] Trial 8429 finished with value: 0.9971624196659418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:24:09,510] Trial 8430 finished with value: 0.9974419642985296 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:24:15,337] Trial 8431 finished with value: 0.9969682704436617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 25, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:24:18,580] Trial 8432 finished with value: 0.9974603119828384 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:24:20,457] Trial 8433 finished with value: 0.9973548553903354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:24:22,933] Trial 8434 finished with value: 0.9948891722071798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 20, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:24:26,349] Trial 8435 finished with value: 0.9971979025195421 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:24:27,813] Trial 8436 finished with value: 0.9867373041302722 and parameters: {'classifier': 'SVC', 'svc_c': 27291830.272847112, 'svc_kernel': 'sigmoid'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:24:37,954] Trial 8437 finished with value: 0.996628948890559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 49, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:24:40,346] Trial 8438 finished with value: 0.9976545277912482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:24:43,148] Trial 8439 finished with value: 0.9974003619637761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:24:45,120] Trial 8440 finished with value: 0.9971884470986726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:24:47,334] Trial 8441 finished with value: 0.9971678743014092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:24:52,537] Trial 8442 finished with value: 0.9971912777391642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 23, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:24:54,503] Trial 8443 finished with value: 0.9973020734411513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:24:56,079] Trial 8444 finished with value: 0.9969863032879283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 5, 'rf_n_estimators': 108}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:25:08,377] Trial 8445 finished with value: 0.9964757173528925 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 53, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:25:11,677] Trial 8446 finished with value: 0.9973874691371002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:25:19,312] Trial 8447 finished with value: 0.997090079263017 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 41, 'rf_n_estimators': 105}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:25:21,277] Trial 8448 finished with value: 0.997446566929871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:25:23,824] Trial 8449 finished with value: 0.9976853538686369 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:25:27,033] Trial 8450 finished with value: 0.9973706419842007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:25:31,007] Trial 8451 finished with value: 0.9971262391813974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:25:33,960] Trial 8452 finished with value: 0.9972280529286186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:25:40,688] Trial 8453 finished with value: 0.9970942737448683 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 32, 'rf_n_estimators': 110}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:25:44,355] Trial 8454 finished with value: 0.9974066827902143 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:26:38,462] Trial 8455 finished with value: 0.9906920386537182 and parameters: {'classifier': 'SVC', 'svc_c': 146410375.80602047, 'svc_kernel': 'rbf'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:26:39,730] Trial 8456 finished with value: 0.9951902826209422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:26:41,668] Trial 8457 finished with value: 0.9974170738445959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:26:43,723] Trial 8458 finished with value: 0.9974185831407857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 61}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:26:46,476] Trial 8459 finished with value: 0.9974279656596816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:26:49,576] Trial 8460 finished with value: 0.997063883746328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:26:51,899] Trial 8461 finished with value: 0.9973729623743538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:27:00,387] Trial 8462 finished with value: 0.9966183859436706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 44, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:27:02,188] Trial 8463 finished with value: 0.9972620198528066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 102}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:27:04,909] Trial 8464 finished with value: 0.997342084437224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:27:10,637] Trial 8465 finished with value: 0.9973722231984886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 27, 'rf_n_estimators': 109}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:27:25,902] Trial 8466 finished with value: 0.9962303113148341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 62, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:27:28,576] Trial 8467 finished with value: 0.997465925974339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:27:32,995] Trial 8468 finished with value: 0.9973451387030116 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 19, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:27:36,814] Trial 8469 finished with value: 0.9975161697161111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:27:40,283] Trial 8470 finished with value: 0.9972619188627849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:27:44,981] Trial 8471 finished with value: 0.997127692587132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 22, 'rf_n_estimators': 105}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:27:46,745] Trial 8472 finished with value: 0.9971463785657964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:27:49,234] Trial 8473 finished with value: 0.9973837195572358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:27:50,146] Trial 8474 finished with value: 0.9916645252719641 and parameters: {'classifier': 'SVC', 'svc_c': 69.20006462998231, 'svc_kernel': 'sigmoid'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:27:52,034] Trial 8475 finished with value: 0.997436842815877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:27:54,836] Trial 8476 finished with value: 0.9973193868822691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 109}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:27:58,221] Trial 8477 finished with value: 0.9976821689061465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:28:00,596] Trial 8478 finished with value: 0.9974270711902354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:28:02,625] Trial 8479 finished with value: 0.9969585554384471 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:28:05,086] Trial 8480 finished with value: 0.9971171072967566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:28:07,102] Trial 8481 finished with value: 0.9977025403581251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:28:20,980] Trial 8482 finished with value: 0.9968565595156368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 59, 'rf_n_estimators': 125}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:28:22,609] Trial 8483 finished with value: 0.99264476098596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 3, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:28:24,234] Trial 8484 finished with value: 0.9972914648868897 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 98}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:28:25,390] Trial 8485 finished with value: 0.996552535752396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:28:26,891] Trial 8486 finished with value: 0.9970646988392677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 4, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:28:29,157] Trial 8487 finished with value: 0.9971401258806457 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:28:30,378] Trial 8488 finished with value: 0.9971275936283365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:28:33,237] Trial 8489 finished with value: 0.9975010981138254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:28:36,736] Trial 8490 finished with value: 0.9973126825666951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 14, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:28:39,097] Trial 8491 finished with value: 0.9972556465318695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:28:39,883] Trial 8492 finished with value: 0.9950572617510148 and parameters: {'classifier': 'SVC', 'svc_c': 1467.0376400955367, 'svc_kernel': 'rbf'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:28:44,606] Trial 8493 finished with value: 0.994865602716693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 72, 'rf_n_estimators': 30}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:28:46,994] Trial 8494 finished with value: 0.9974135362739535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:28:49,881] Trial 8495 finished with value: 0.9974971755306273 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:28:50,896] Trial 8496 finished with value: 0.9885281871282725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:28:53,297] Trial 8497 finished with value: 0.9972422192070939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:28:55,775] Trial 8498 finished with value: 0.9975506591414698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:29:04,558] Trial 8499 finished with value: 0.9968977400535999 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 43, 'rf_n_estimators': 104}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:29:08,598] Trial 8500 finished with value: 0.9972397138166782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 107}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:29:16,483] Trial 8501 finished with value: 0.9966864535673264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 30, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:29:18,419] Trial 8502 finished with value: 0.996528249080414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:29:20,853] Trial 8503 finished with value: 0.9967963803806207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:29:22,537] Trial 8504 finished with value: 0.9972129079800286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:29:27,687] Trial 8505 finished with value: 0.9967614645564753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 23, 'rf_n_estimators': 110}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:29:29,035] Trial 8506 finished with value: 0.9941007401571503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:29:32,726] Trial 8507 finished with value: 0.9973949195474031 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:29:34,521] Trial 8508 finished with value: 0.997379197000635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:29:36,210] Trial 8509 finished with value: 0.9961999220780037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:29:37,946] Trial 8510 finished with value: 0.9971617692292659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 91}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:29:46,944] Trial 8511 finished with value: 0.9951912994717595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 60, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:29:54,595] Trial 8512 finished with value: 0.9969688142727061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 35, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:29:57,155] Trial 8513 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 8.737356674485684e-10, 'svc_kernel': 'sigmoid'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:29:58,637] Trial 8514 finished with value: 0.9973958475003418 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:30:01,007] Trial 8515 finished with value: 0.9975111523655328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:30:03,518] Trial 8516 finished with value: 0.9973678128036529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:30:05,886] Trial 8517 finished with value: 0.9966028445251404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 15, 'rf_n_estimators': 109}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:30:07,340] Trial 8518 finished with value: 0.9975383334077245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 83}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:30:10,402] Trial 8519 finished with value: 0.9968463771379968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:30:11,710] Trial 8520 finished with value: 0.9969157540772874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 54}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:30:17,153] Trial 8521 finished with value: 0.9962203965512297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 27, 'rf_n_estimators': 101}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:30:19,549] Trial 8522 finished with value: 0.9973097240224366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 95}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:30:21,599] Trial 8523 finished with value: 0.9972693042421156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:30:23,264] Trial 8524 finished with value: 0.9972864174805128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 65}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:30:34,461] Trial 8525 finished with value: 0.9967098356454697 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 53, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:30:36,821] Trial 8526 finished with value: 0.9975748775452127 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:30:38,789] Trial 8527 finished with value: 0.9976019758466795 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 107}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:30:44,040] Trial 8528 finished with value: 0.9973949062809578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 22, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:30:45,892] Trial 8529 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 6.493229530072733e-05, 'svc_kernel': 'rbf'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:30:48,446] Trial 8530 finished with value: 0.9962790642001403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 17, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:30:56,376] Trial 8531 finished with value: 0.9964915585359586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 33, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:30:59,811] Trial 8532 finished with value: 0.9975419736187597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:31:02,506] Trial 8533 finished with value: 0.9975623813154285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:31:05,347] Trial 8534 finished with value: 0.9975362237255391 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:31:07,705] Trial 8535 finished with value: 0.997127691539781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:31:10,088] Trial 8536 finished with value: 0.997331388286338 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 105}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:31:12,584] Trial 8537 finished with value: 0.9974348367262215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:31:15,037] Trial 8538 finished with value: 0.9973824708927422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:31:21,074] Trial 8539 finished with value: 0.9972370531009433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 25, 'rf_n_estimators': 125}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:31:22,462] Trial 8540 finished with value: 0.9970697620511223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:31:24,494] Trial 8541 finished with value: 0.9973974787335721 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:31:27,411] Trial 8542 finished with value: 0.9974312460897977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:31:30,167] Trial 8543 finished with value: 0.9974632067339028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:31:34,621] Trial 8544 finished with value: 0.9972462322433282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 20, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:31:36,292] Trial 8545 finished with value: 0.9974773930707356 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:31:37,785] Trial 8546 finished with value: 0.9944309687362868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:31:41,552] Trial 8547 finished with value: 0.9974039558374667 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:31:43,438] Trial 8548 finished with value: 0.9852432530539416 and parameters: {'classifier': 'SVC', 'svc_c': 0.000874474700059984, 'svc_kernel': 'sigmoid'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:31:45,819] Trial 8549 finished with value: 0.9905407567757077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 44, 'rf_n_estimators': 110}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:31:49,025] Trial 8550 finished with value: 0.9969384504262019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:31:51,109] Trial 8551 finished with value: 0.9974748561963157 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:31:53,342] Trial 8552 finished with value: 0.9974527325262036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:31:55,269] Trial 8553 finished with value: 0.9975364440183548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:32:05,685] Trial 8554 finished with value: 0.99682998600047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 48, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:32:07,984] Trial 8555 finished with value: 0.9970320566553376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 80}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:32:10,990] Trial 8556 finished with value: 0.9973899373941643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:32:15,523] Trial 8557 finished with value: 0.9972390709653625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 128}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:32:17,696] Trial 8558 finished with value: 0.9975256989910912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:32:19,948] Trial 8559 finished with value: 0.9975353867017054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:32:22,636] Trial 8560 finished with value: 0.997332492416401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:32:23,852] Trial 8561 finished with value: 0.9969992155382035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 3, 'rf_n_estimators': 104}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:32:27,065] Trial 8562 finished with value: 0.9975761593440816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:32:28,281] Trial 8563 finished with value: 0.9972528064334817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 2, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:32:30,183] Trial 8564 finished with value: 0.9976390109695963 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:32:34,036] Trial 8565 finished with value: 0.9973639384620743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:32:36,324] Trial 8566 finished with value: 0.9974694828733672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:32:37,696] Trial 8567 finished with value: 0.986295435906451 and parameters: {'classifier': 'SVC', 'svc_c': 0.47210980348400716, 'svc_kernel': 'rbf'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:32:44,712] Trial 8568 finished with value: 0.9965594413180415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 38, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:32:45,912] Trial 8569 finished with value: 0.9971004598438892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:32:48,412] Trial 8570 finished with value: 0.9974494770738206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:32:51,700] Trial 8571 finished with value: 0.9974071999594165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:32:53,632] Trial 8572 finished with value: 0.9976589479930973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 106}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:32:55,934] Trial 8573 finished with value: 0.9974447140390951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:32:59,409] Trial 8574 finished with value: 0.9976194993292692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:33:01,994] Trial 8575 finished with value: 0.9975776668312107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:33:04,221] Trial 8576 finished with value: 0.9975946510232765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:33:11,151] Trial 8577 finished with value: 0.9971924654668753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 29, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:33:12,855] Trial 8578 finished with value: 0.9964020866453396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:33:17,717] Trial 8579 finished with value: 0.9974656041519573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:33:20,167] Trial 8580 finished with value: 0.9972989380850102 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:33:21,174] Trial 8581 finished with value: 0.995891028640668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:33:22,208] Trial 8582 finished with value: 0.996885929394355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 4, 'rf_n_estimators': 77}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:33:23,034] Trial 8583 finished with value: 0.9955743514180494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 26}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:33:24,887] Trial 8584 finished with value: 0.9975825434876451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 101}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:33:26,097] Trial 8585 finished with value: 0.9886449981476005 and parameters: {'classifier': 'SVC', 'svc_c': 28201.394389800076, 'svc_kernel': 'sigmoid'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:33:29,788] Trial 8586 finished with value: 0.9974659813252497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:33:33,415] Trial 8587 finished with value: 0.9949513707935104 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 36, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:33:36,217] Trial 8588 finished with value: 0.9975835738905491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:33:38,187] Trial 8589 finished with value: 0.9974553731201051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:33:40,175] Trial 8590 finished with value: 0.9972949334910592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 89}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:33:42,346] Trial 8591 finished with value: 0.997287548365632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 110}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:33:45,791] Trial 8592 finished with value: 0.9973791266694322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:33:48,577] Trial 8593 finished with value: 0.9971841951394708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:33:54,530] Trial 8594 finished with value: 0.9974934093518372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 24, 'rf_n_estimators': 128}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:34:05,245] Trial 8595 finished with value: 0.9971044669133967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 50, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:34:12,777] Trial 8596 finished with value: 0.9971394923602745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 32, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:34:15,864] Trial 8597 finished with value: 0.9971753248386636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 14, 'rf_n_estimators': 103}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:34:17,793] Trial 8598 finished with value: 0.9969777572533216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 48}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:34:21,622] Trial 8599 finished with value: 0.9964838454627336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 26, 'rf_n_estimators': 106}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:34:23,773] Trial 8600 finished with value: 0.9971351417913944 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:34:25,392] Trial 8601 finished with value: 0.9973055468694826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:34:27,186] Trial 8602 finished with value: 0.9976503352454092 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 109}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:34:28,315] Trial 8603 finished with value: 0.9890082962298532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:34:31,803] Trial 8604 finished with value: 0.9974589996838402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 18, 'rf_n_estimators': 70}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:34:33,646] Trial 8605 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 5.498157743617848e-07, 'svc_kernel': 'rbf'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:34:36,628] Trial 8606 finished with value: 0.9971025331544325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:34:38,953] Trial 8607 finished with value: 0.9973624822316657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:34:41,237] Trial 8608 finished with value: 0.9973225850477291 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 94}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:34:43,690] Trial 8609 finished with value: 0.9973618254474087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:34:56,151] Trial 8610 finished with value: 0.9963214567770521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 61, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:34:59,476] Trial 8611 finished with value: 0.9971255241898178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 16, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:35:01,604] Trial 8612 finished with value: 0.9974181225285346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:35:04,214] Trial 8613 finished with value: 0.9974196413460966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:35:06,477] Trial 8614 finished with value: 0.9975671110888272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:35:08,138] Trial 8615 finished with value: 0.9973165610024637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 98}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:35:10,806] Trial 8616 finished with value: 0.9976233608169952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:35:13,321] Trial 8617 finished with value: 0.997656200347234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:35:16,812] Trial 8618 finished with value: 0.9974676017993294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:35:20,040] Trial 8619 finished with value: 0.9972243014444798 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:35:21,835] Trial 8620 finished with value: 0.9973707742360611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:35:22,753] Trial 8621 finished with value: 0.9913082765280775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 1, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:35:24,685] Trial 8622 finished with value: 0.9972104463561875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 40}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:35:26,095] Trial 8623 finished with value: 0.9866962584466777 and parameters: {'classifier': 'SVC', 'svc_c': 1.4041000536817236, 'svc_kernel': 'sigmoid'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:35:28,422] Trial 8624 finished with value: 0.99737894423994 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:35:29,643] Trial 8625 finished with value: 0.9963916523956658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:35:31,960] Trial 8626 finished with value: 0.9972813130093788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:35:36,694] Trial 8627 finished with value: 0.9971784795231904 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:35:39,411] Trial 8628 finished with value: 0.997515641533855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:35:48,470] Trial 8629 finished with value: 0.9966633890904232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 37, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:35:55,271] Trial 8630 finished with value: 0.9969460299780502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 29, 'rf_n_estimators': 128}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:36:08,333] Trial 8631 finished with value: 0.9966781306184713 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 61, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:36:11,097] Trial 8632 finished with value: 0.9971348114315156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:36:12,634] Trial 8633 finished with value: 0.9973084518718914 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 74}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:36:18,701] Trial 8634 finished with value: 0.9974119856867462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 23, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:36:20,760] Trial 8635 finished with value: 0.9975332181457016 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:36:22,200] Trial 8636 finished with value: 0.9967321532659342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 9, 'rf_n_estimators': 56}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:36:26,642] Trial 8637 finished with value: 0.9972671099466689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:36:28,325] Trial 8638 finished with value: 0.9974909633747844 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:36:30,557] Trial 8639 finished with value: 0.9968188827157068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:36:40,151] Trial 8640 finished with value: 0.9968483968749523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 40, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:36:42,135] Trial 8641 finished with value: 0.9975535449424444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 109}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:36:42,994] Trial 8642 finished with value: 0.9936122390767658 and parameters: {'classifier': 'SVC', 'svc_c': 204.43401142773908, 'svc_kernel': 'rbf'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:36:50,794] Trial 8643 finished with value: 0.9964757361417339 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 41, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:36:53,813] Trial 8644 finished with value: 0.9965882845061852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:36:56,112] Trial 8645 finished with value: 0.9972500698324099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:36:58,566] Trial 8646 finished with value: 0.9972896068863105 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 59}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:37:00,740] Trial 8647 finished with value: 0.9974406110893689 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:37:02,696] Trial 8648 finished with value: 0.9973877452886333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:37:04,255] Trial 8649 finished with value: 0.9943422085682426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 15, 'rf_n_estimators': 107}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:37:07,644] Trial 8650 finished with value: 0.9973276886619399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:37:09,704] Trial 8651 finished with value: 0.9974508006080379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:37:11,699] Trial 8652 finished with value: 0.9955440592674782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:37:23,903] Trial 8653 finished with value: 0.9967788270326602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 55, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:37:26,928] Trial 8654 finished with value: 0.9967280977961176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 16, 'rf_n_estimators': 86}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:37:34,734] Trial 8655 finished with value: 0.9967827709119942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 34, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:37:37,676] Trial 8656 finished with value: 0.9973874749768754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:37:38,939] Trial 8657 finished with value: 0.9970357605008773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:37:41,761] Trial 8658 finished with value: 0.9974298972604682 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 102}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:37:44,440] Trial 8659 finished with value: 0.9973689568600035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:37:45,755] Trial 8660 finished with value: 0.9869391970845959 and parameters: {'classifier': 'SVC', 'svc_c': 343287.86599101714, 'svc_kernel': 'sigmoid'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:37:51,570] Trial 8661 finished with value: 0.996873463982079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 27, 'rf_n_estimators': 110}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:37:52,925] Trial 8662 finished with value: 0.9973953898079783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:37:55,119] Trial 8663 finished with value: 0.9973532736047649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:37:58,821] Trial 8664 finished with value: 0.9975186491131804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:38:01,231] Trial 8665 finished with value: 0.9975236161274376 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:38:03,692] Trial 8666 finished with value: 0.9974808704345676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:38:14,601] Trial 8667 finished with value: 0.9966803486221348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 46, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:38:16,377] Trial 8668 finished with value: 0.9973929452908691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 6, 'rf_n_estimators': 107}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:38:18,574] Trial 8669 finished with value: 0.9977062963807845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:38:20,142] Trial 8670 finished with value: 0.988095617857437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:38:22,267] Trial 8671 finished with value: 0.9976113674426171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:38:26,636] Trial 8672 finished with value: 0.9975508717854499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:38:29,213] Trial 8673 finished with value: 0.997501419269711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:38:33,710] Trial 8674 finished with value: 0.9966942277677613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 31, 'rf_n_estimators': 110}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:38:36,349] Trial 8675 finished with value: 0.9976836377047663 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 105}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:38:39,583] Trial 8676 finished with value: 0.9974286278711211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:38:41,841] Trial 8677 finished with value: 0.9975175687230724 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:38:44,403] Trial 8678 finished with value: 0.997397601527536 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:38:45,387] Trial 8679 finished with value: 0.9904829894994941 and parameters: {'classifier': 'SVC', 'svc_c': 6.708378113546541, 'svc_kernel': 'rbf'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:38:46,925] Trial 8680 finished with value: 0.9972089821595641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:38:48,764] Trial 8681 finished with value: 0.9970727708999642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:38:50,915] Trial 8682 finished with value: 0.99451776112233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 14, 'rf_n_estimators': 109}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:38:55,615] Trial 8683 finished with value: 0.9970956421564866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:38:58,563] Trial 8684 finished with value: 0.9972600155087362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:39:00,762] Trial 8685 finished with value: 0.9974055724712594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:39:02,582] Trial 8686 finished with value: 0.9970489717222409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:39:04,513] Trial 8687 finished with value: 0.9971263815259123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:39:08,954] Trial 8688 finished with value: 0.9971085209550076 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 21, 'rf_n_estimators': 100}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:39:11,466] Trial 8689 finished with value: 0.99726341336911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:39:16,771] Trial 8690 finished with value: 0.9967634047582349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 24, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:39:17,373] Trial 8691 finished with value: 0.9927548376656534 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 4}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:39:20,726] Trial 8692 finished with value: 0.9972983661679174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:39:23,392] Trial 8693 finished with value: 0.9976010313265532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:39:26,432] Trial 8694 finished with value: 0.9962917847534548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:39:27,526] Trial 8695 finished with value: 0.9967514479776639 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 7, 'rf_n_estimators': 43}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:39:29,908] Trial 8696 finished with value: 0.9974375193411126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:39:31,837] Trial 8697 finished with value: 0.9853918861814086 and parameters: {'classifier': 'SVC', 'svc_c': 0.03349125127975474, 'svc_kernel': 'sigmoid'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:39:39,781] Trial 8698 finished with value: 0.9968025946629034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 40, 'rf_n_estimators': 104}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:39:53,535] Trial 8699 finished with value: 0.9964363858336807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 64, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:39:55,349] Trial 8700 finished with value: 0.9967247464000404 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 1, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:39:57,018] Trial 8701 finished with value: 0.9974665492751038 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:40:00,370] Trial 8702 finished with value: 0.9974860356203189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 128}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:40:03,016] Trial 8703 finished with value: 0.9973857916934769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:40:05,721] Trial 8704 finished with value: 0.9974017335174477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:40:10,368] Trial 8705 finished with value: 0.9969901146614984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 26, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:40:18,031] Trial 8706 finished with value: 0.9964213891011185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 58, 'rf_n_estimators': 66}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:40:20,393] Trial 8707 finished with value: 0.9971945701344714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:40:22,631] Trial 8708 finished with value: 0.9976502911931936 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:40:33,577] Trial 8709 finished with value: 0.9968326942595902 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 49, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:40:35,911] Trial 8710 finished with value: 0.9972182265868247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:40:38,612] Trial 8711 finished with value: 0.9973893025090632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:40:40,417] Trial 8712 finished with value: 0.9972455275983064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:40:42,108] Trial 8713 finished with value: 0.9975353127206431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:40:44,447] Trial 8714 finished with value: 0.9974147083548762 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:40:48,242] Trial 8715 finished with value: 0.9974541015725803 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:40:50,079] Trial 8716 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.1607738336523644e-06, 'svc_kernel': 'rbf'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:40:52,541] Trial 8717 finished with value: 0.9974607608203258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:40:56,439] Trial 8718 finished with value: 0.9971839297470885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 14, 'rf_n_estimators': 110}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:41:01,704] Trial 8719 finished with value: 0.9969582664013238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 22, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:41:03,403] Trial 8720 finished with value: 0.9957432508180698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:41:05,695] Trial 8721 finished with value: 0.9970673701554637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 97}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:41:08,479] Trial 8722 finished with value: 0.9974193168577307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:41:11,574] Trial 8723 finished with value: 0.9974560383149079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:41:13,761] Trial 8724 finished with value: 0.9976843663753839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:41:16,230] Trial 8725 finished with value: 0.9965433930768669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 15, 'rf_n_estimators': 103}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:41:20,494] Trial 8726 finished with value: 0.9968372190061067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 34, 'rf_n_estimators': 63}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:41:22,311] Trial 8727 finished with value: 0.9973509822230593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:41:32,346] Trial 8728 finished with value: 0.9969654612262578 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 44, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:41:35,344] Trial 8729 finished with value: 0.9970472047142426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:41:37,379] Trial 8730 finished with value: 0.9973368902112876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 81}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:41:38,364] Trial 8731 finished with value: 0.989006353869916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:41:39,796] Trial 8732 finished with value: 0.9960161450895262 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:41:41,469] Trial 8733 finished with value: 0.9971983686541891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:41:44,718] Trial 8734 finished with value: 0.9972035089574208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:41:46,439] Trial 8735 finished with value: 0.9912010394072276 and parameters: {'classifier': 'SVC', 'svc_c': 8736.656325078295, 'svc_kernel': 'sigmoid'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:41:49,367] Trial 8736 finished with value: 0.9976213167053266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:41:53,614] Trial 8737 finished with value: 0.997350204771278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:41:56,151] Trial 8738 finished with value: 0.9975067191511414 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:41:58,398] Trial 8739 finished with value: 0.9975136618818765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:41:59,434] Trial 8740 finished with value: 0.9968401963392064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 2, 'rf_n_estimators': 92}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:42:02,427] Trial 8741 finished with value: 0.9975180578994403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:42:08,648] Trial 8742 finished with value: 0.997007077017884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 27, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:42:15,787] Trial 8743 finished with value: 0.9968863372582039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 29, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:42:18,381] Trial 8744 finished with value: 0.9976187098488207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 105}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:42:20,384] Trial 8745 finished with value: 0.9974139098608622 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:42:22,820] Trial 8746 finished with value: 0.9971815449607213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:42:24,621] Trial 8747 finished with value: 0.9969752407546383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:42:27,621] Trial 8748 finished with value: 0.9974530054722078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:42:29,814] Trial 8749 finished with value: 0.9973902425224067 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:42:31,730] Trial 8750 finished with value: 0.9973590111519396 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:42:34,113] Trial 8751 finished with value: 0.9973212267605032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 107}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:42:43,145] Trial 8752 finished with value: 0.9967675273854636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 39, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:42:54,855] Trial 8753 finished with value: 0.996481869619304 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 49, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:42:56,746] Trial 8754 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 1.2691062851308117e-08, 'svc_kernel': 'rbf'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:43:00,714] Trial 8755 finished with value: 0.996857597345211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 17, 'rf_n_estimators': 109}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:43:02,094] Trial 8756 finished with value: 0.9967521302157228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 5, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:43:04,181] Trial 8757 finished with value: 0.997540256756655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:43:09,485] Trial 8758 finished with value: 0.9969223056065749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 24, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:43:12,475] Trial 8759 finished with value: 0.9973398346639151 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:43:16,094] Trial 8760 finished with value: 0.9971378234541483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:43:17,606] Trial 8761 finished with value: 0.9973179431248583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:43:19,833] Trial 8762 finished with value: 0.9971492144747804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:43:21,223] Trial 8763 finished with value: 0.9971011551579659 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 3, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:43:23,430] Trial 8764 finished with value: 0.9972651620643358 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:43:26,465] Trial 8765 finished with value: 0.99722409971834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 84}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:43:29,176] Trial 8766 finished with value: 0.9971853326895505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:43:31,397] Trial 8767 finished with value: 0.9974328848449122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:43:32,675] Trial 8768 finished with value: 0.9970593379575791 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 2, 'rf_n_estimators': 128}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:43:35,312] Trial 8769 finished with value: 0.9973767519439815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:43:39,583] Trial 8770 finished with value: 0.9936219001275378 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 52, 'rf_n_estimators': 103}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:43:42,244] Trial 8771 finished with value: 0.9972194332938047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:43:44,621] Trial 8772 finished with value: 0.9975246787760556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:43:46,549] Trial 8773 finished with value: 0.9853738589864895 and parameters: {'classifier': 'SVC', 'svc_c': 0.007081806835607204, 'svc_kernel': 'sigmoid'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:43:47,524] Trial 8774 finished with value: 0.9970222007020758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 6, 'rf_n_estimators': 51}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:43:50,605] Trial 8775 finished with value: 0.9974364463776748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:43:52,735] Trial 8776 finished with value: 0.9947622945583604 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 22, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:43:55,352] Trial 8777 finished with value: 0.9974009887874488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:43:57,180] Trial 8778 finished with value: 0.9973519565768184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 88}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:44:00,351] Trial 8779 finished with value: 0.9970989021791284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 14, 'rf_n_estimators': 106}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:44:01,238] Trial 8780 finished with value: 0.9967240037964814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 20}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:44:03,092] Trial 8781 finished with value: 0.9974919738462825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:44:05,658] Trial 8782 finished with value: 0.9971285836606221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:44:08,808] Trial 8783 finished with value: 0.9968449687048769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:44:10,095] Trial 8784 finished with value: 0.9960997967557218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 99}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:44:12,327] Trial 8785 finished with value: 0.9973623828920154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:44:18,785] Trial 8786 finished with value: 0.9969450885682388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 30, 'rf_n_estimators': 108}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:44:21,231] Trial 8787 finished with value: 0.9975346106781299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:44:24,023] Trial 8788 finished with value: 0.9973433062831859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:44:28,417] Trial 8789 finished with value: 0.9974542877788833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:44:30,660] Trial 8790 finished with value: 0.9973994838710903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:47:18,743] Trial 8791 finished with value: 0.9897199354293947 and parameters: {'classifier': 'SVC', 'svc_c': 1425359457.664748, 'svc_kernel': 'rbf'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:47:29,018] Trial 8792 finished with value: 0.9965314396287764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 44, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:47:37,142] Trial 8793 finished with value: 0.9968489751713645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 36, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:47:41,739] Trial 8794 finished with value: 0.9973773302403934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:47:44,080] Trial 8795 finished with value: 0.9967867501473568 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 18, 'rf_n_estimators': 36}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:47:46,216] Trial 8796 finished with value: 0.9974660315663573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:47:52,088] Trial 8797 finished with value: 0.9971729379575943 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 25, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:47:53,704] Trial 8798 finished with value: 0.997393974963801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:47:56,459] Trial 8799 finished with value: 0.9974138618096703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:48:09,713] Trial 8800 finished with value: 0.9968325273499348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 61, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:48:17,477] Trial 8801 finished with value: 0.9969227275303169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 32, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:48:20,579] Trial 8802 finished with value: 0.9975057995452725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:48:23,124] Trial 8803 finished with value: 0.9973564817359278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:48:25,855] Trial 8804 finished with value: 0.9970538423802111 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 13, 'rf_n_estimators': 104}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:48:28,119] Trial 8805 finished with value: 0.9974528603982328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:48:30,862] Trial 8806 finished with value: 0.9974272303875793 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:48:32,406] Trial 8807 finished with value: 0.9931518752699872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 6, 'rf_n_estimators': 72}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:48:34,519] Trial 8808 finished with value: 0.9975062523182605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:48:36,820] Trial 8809 finished with value: 0.9975095656605868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:48:39,273] Trial 8810 finished with value: 0.9971873465867311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:48:41,150] Trial 8811 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 1.8932667876111847e-09, 'svc_kernel': 'sigmoid'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:48:43,619] Trial 8812 finished with value: 0.9963171398503538 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:48:46,917] Trial 8813 finished with value: 0.9975214783254662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:48:47,946] Trial 8814 finished with value: 0.9966978941943081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 1, 'rf_n_estimators': 101}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:48:49,398] Trial 8815 finished with value: 0.997350607398372 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:48:52,326] Trial 8816 finished with value: 0.9977676166205258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:48:55,353] Trial 8817 finished with value: 0.9971630445853399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:48:58,334] Trial 8818 finished with value: 0.9974149659079954 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:49:02,142] Trial 8819 finished with value: 0.9973749783027605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:49:04,989] Trial 8820 finished with value: 0.9968826411884516 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:49:08,266] Trial 8821 finished with value: 0.9970676639215351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:49:11,162] Trial 8822 finished with value: 0.9974946571911453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:49:14,162] Trial 8823 finished with value: 0.9975115061479874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:49:17,188] Trial 8824 finished with value: 0.9972353932401207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:49:20,867] Trial 8825 finished with value: 0.99697451300442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:49:23,944] Trial 8826 finished with value: 0.9976030562050499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:49:26,815] Trial 8827 finished with value: 0.9974096622497539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:49:29,590] Trial 8828 finished with value: 0.9971931670967958 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:49:32,457] Trial 8829 finished with value: 0.997340385633989 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:49:48,431] Trial 8830 finished with value: 0.9908234639320854 and parameters: {'classifier': 'SVC', 'svc_c': 7484443.259006227, 'svc_kernel': 'rbf'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:49:52,280] Trial 8831 finished with value: 0.9972667099538208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:49:55,113] Trial 8832 finished with value: 0.9975351954808129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:49:57,991] Trial 8833 finished with value: 0.9972746696940629 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:50:00,896] Trial 8834 finished with value: 0.9974291972491809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:50:04,059] Trial 8835 finished with value: 0.9974812168538275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:50:07,782] Trial 8836 finished with value: 0.9973184239224185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:50:10,857] Trial 8837 finished with value: 0.9973629931485002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:50:14,220] Trial 8838 finished with value: 0.9973291294042497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:50:17,104] Trial 8839 finished with value: 0.9970774659203542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:50:20,544] Trial 8840 finished with value: 0.997317760060608 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:50:23,138] Trial 8841 finished with value: 0.9973768660417589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:50:26,626] Trial 8842 finished with value: 0.9973318377268456 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:50:29,813] Trial 8843 finished with value: 0.9974034394617118 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:50:32,656] Trial 8844 finished with value: 0.9975139648836792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:50:35,296] Trial 8845 finished with value: 0.9972790007123921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:50:37,890] Trial 8846 finished with value: 0.9973823969434178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:50:39,095] Trial 8847 finished with value: 0.9874154172768984 and parameters: {'classifier': 'SVC', 'svc_c': 81800.18575889396, 'svc_kernel': 'sigmoid'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:50:42,717] Trial 8848 finished with value: 0.9975782274496082 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:50:45,393] Trial 8849 finished with value: 0.9973846434477225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:50:48,417] Trial 8850 finished with value: 0.9974386202021711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:50:51,327] Trial 8851 finished with value: 0.9971396370851328 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:50:53,881] Trial 8852 finished with value: 0.9972911602347159 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:50:57,410] Trial 8853 finished with value: 0.99736336914749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:51:01,257] Trial 8854 finished with value: 0.9973681261520134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:51:04,020] Trial 8855 finished with value: 0.9972351155969061 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:51:06,717] Trial 8856 finished with value: 0.9974905178697773 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:51:09,657] Trial 8857 finished with value: 0.997651852031745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:51:25,078] Trial 8858 finished with value: 0.9954791719725783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 66, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:51:27,795] Trial 8859 finished with value: 0.9974244107601417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:51:32,089] Trial 8860 finished with value: 0.9971577617154276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:51:35,165] Trial 8861 finished with value: 0.9975197880597282 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:51:37,893] Trial 8862 finished with value: 0.9969492978082171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:51:41,057] Trial 8863 finished with value: 0.9975295494975014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:51:43,740] Trial 8864 finished with value: 0.9970590431441564 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:51:46,849] Trial 8865 finished with value: 0.997474299386467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:51:50,098] Trial 8866 finished with value: 0.9972314440288182 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:51:52,794] Trial 8867 finished with value: 0.9969103633937034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:51:54,589] Trial 8868 finished with value: 0.9850772466594013 and parameters: {'classifier': 'SVC', 'svc_c': 0.00016371900332999508, 'svc_kernel': 'rbf'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:51:57,950] Trial 8869 finished with value: 0.9971946895007413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:52:00,806] Trial 8870 finished with value: 0.9972758060698399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:52:04,116] Trial 8871 finished with value: 0.9975955738664121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:52:07,105] Trial 8872 finished with value: 0.9974465270353213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:52:10,681] Trial 8873 finished with value: 0.9973760831310575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:52:13,669] Trial 8874 finished with value: 0.9975412783681586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:52:16,313] Trial 8875 finished with value: 0.9973067360253998 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:52:19,209] Trial 8876 finished with value: 0.9971799213128509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:52:22,225] Trial 8877 finished with value: 0.9974744725167523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:52:24,791] Trial 8878 finished with value: 0.9974073613466761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:52:27,455] Trial 8879 finished with value: 0.9974742845648641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:52:31,104] Trial 8880 finished with value: 0.9972523918094583 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:52:34,058] Trial 8881 finished with value: 0.997560677148487 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:52:51,422] Trial 8882 finished with value: 0.996116198049379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 71, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:52:54,721] Trial 8883 finished with value: 0.9972470514304579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:52:57,091] Trial 8884 finished with value: 0.9972408603168477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:52:58,983] Trial 8885 finished with value: 0.985404010506393 and parameters: {'classifier': 'SVC', 'svc_c': 0.23895264293019708, 'svc_kernel': 'sigmoid'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:53:01,893] Trial 8886 finished with value: 0.9972480161041556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:53:04,388] Trial 8887 finished with value: 0.9974438374698286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:53:07,649] Trial 8888 finished with value: 0.9969983922886216 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:53:11,093] Trial 8889 finished with value: 0.997125452779526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:53:13,701] Trial 8890 finished with value: 0.9970769649692227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 10, 'rf_n_estimators': 110}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:53:17,509] Trial 8891 finished with value: 0.9972790726939662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:53:21,109] Trial 8892 finished with value: 0.9974693988631261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:53:22,313] Trial 8893 finished with value: 0.9905357500890662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:53:24,782] Trial 8894 finished with value: 0.9973448674391165 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:53:28,078] Trial 8895 finished with value: 0.9972548765384964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:53:30,461] Trial 8896 finished with value: 0.9967552337704807 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:53:33,452] Trial 8897 finished with value: 0.9972324408530161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:53:37,459] Trial 8898 finished with value: 0.9965162957910131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 17, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:53:40,184] Trial 8899 finished with value: 0.9975179491971072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:53:42,616] Trial 8900 finished with value: 0.9975515801120687 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:53:45,777] Trial 8901 finished with value: 0.9968388099956703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:53:47,924] Trial 8902 finished with value: 0.9972840388830377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:53:50,883] Trial 8903 finished with value: 0.9969379298927814 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:53:52,742] Trial 8904 finished with value: 0.9850767555470211 and parameters: {'classifier': 'SVC', 'svc_c': 3.191573757820249e-10, 'svc_kernel': 'rbf'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:53:55,293] Trial 8905 finished with value: 0.9975293150178409 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:53:58,357] Trial 8906 finished with value: 0.9975422828094542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:54:01,480] Trial 8907 finished with value: 0.9974621081579736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:54:03,735] Trial 8908 finished with value: 0.9962809640630197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 15, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:54:06,321] Trial 8909 finished with value: 0.9974944562901911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:54:07,662] Trial 8910 finished with value: 0.994630003945946 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:54:10,930] Trial 8911 finished with value: 0.9974050870399646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:54:12,858] Trial 8912 finished with value: 0.9967768336064299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:54:17,304] Trial 8913 finished with value: 0.9970785480560472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 18, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:54:18,576] Trial 8914 finished with value: 0.9970753836914588 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 109}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:54:23,475] Trial 8915 finished with value: 0.9967997225727047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 21, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:54:26,144] Trial 8916 finished with value: 0.9973442649584188 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:54:29,307] Trial 8917 finished with value: 0.9973901786657368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:54:32,328] Trial 8918 finished with value: 0.997476716831141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:54:36,005] Trial 8919 finished with value: 0.997414283130392 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 14, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:54:38,587] Trial 8920 finished with value: 0.9971512772483386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:54:41,500] Trial 8921 finished with value: 0.9973059429268302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:54:43,853] Trial 8922 finished with value: 0.997369591903794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:54:44,759] Trial 8923 finished with value: 0.9929297070612825 and parameters: {'classifier': 'SVC', 'svc_c': 2984.016206923634, 'svc_kernel': 'sigmoid'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:54:51,320] Trial 8924 finished with value: 0.9966557345101615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 34, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:54:53,967] Trial 8925 finished with value: 0.997107930788618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:54:56,265] Trial 8926 finished with value: 0.9968981052299632 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:54:58,686] Trial 8927 finished with value: 0.9976527261571926 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:55:01,159] Trial 8928 finished with value: 0.9975245456990095 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:55:03,199] Trial 8929 finished with value: 0.9969526694213413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:55:07,613] Trial 8930 finished with value: 0.9974929847303731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:55:08,697] Trial 8931 finished with value: 0.9896708672914535 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:55:10,733] Trial 8932 finished with value: 0.9955752388734181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 16, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:55:24,410] Trial 8933 finished with value: 0.9966290904733643 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 66, 'rf_n_estimators': 108}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:55:27,029] Trial 8934 finished with value: 0.9953054793550825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 22, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:55:29,859] Trial 8935 finished with value: 0.9974739037099746 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:55:33,014] Trial 8936 finished with value: 0.9977185376599581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:55:37,587] Trial 8937 finished with value: 0.9969015985897007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 25, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:55:41,879] Trial 8938 finished with value: 0.9974795198279152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 18, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:55:43,701] Trial 8939 finished with value: 0.9966873951040894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:55:46,365] Trial 8940 finished with value: 0.9973298780380109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:55:47,218] Trial 8941 finished with value: 0.9918802036498735 and parameters: {'classifier': 'SVC', 'svc_c': 27.752217276112866, 'svc_kernel': 'rbf'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:55:50,905] Trial 8942 finished with value: 0.9972746719791923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:55:53,783] Trial 8943 finished with value: 0.9971549373273039 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:55:56,997] Trial 8944 finished with value: 0.9964727712816316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 20, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:55:59,512] Trial 8945 finished with value: 0.9970230614023886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:56:14,254] Trial 8946 finished with value: 0.9964283436066173 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 66, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:56:17,110] Trial 8947 finished with value: 0.9974547775265336 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:56:22,423] Trial 8948 finished with value: 0.9947869684962894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 49, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:56:25,089] Trial 8949 finished with value: 0.9975263875449937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:56:28,742] Trial 8950 finished with value: 0.996997957574503 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 14, 'rf_n_estimators': 125}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:56:31,595] Trial 8951 finished with value: 0.9974122154057202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 108}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:56:34,025] Trial 8952 finished with value: 0.9975235741699239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:56:36,924] Trial 8953 finished with value: 0.9975720308453401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:56:39,929] Trial 8954 finished with value: 0.997338377290942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:56:41,199] Trial 8955 finished with value: 0.9938884931548452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:56:48,461] Trial 8956 finished with value: 0.9968827917530847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 32, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:56:59,877] Trial 8957 finished with value: 0.9956980366777081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 73, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:57:03,068] Trial 8958 finished with value: 0.997131131865475 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:57:06,210] Trial 8959 finished with value: 0.9974254636969598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:57:08,072] Trial 8960 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 1.3599636459060856e-05, 'svc_kernel': 'sigmoid'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:57:14,516] Trial 8961 finished with value: 0.9972512023996382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 28, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:57:16,673] Trial 8962 finished with value: 0.9975020867179051 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:57:33,428] Trial 8963 finished with value: 0.9956488798323154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 67, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:57:38,819] Trial 8964 finished with value: 0.997252854706839 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:57:40,748] Trial 8965 finished with value: 0.9909641871160874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:57:43,200] Trial 8966 finished with value: 0.9974497934055444 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:57:45,864] Trial 8967 finished with value: 0.9972397672950524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:57:46,982] Trial 8968 finished with value: 0.9972122467842023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 1, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:57:56,126] Trial 8969 finished with value: 0.9968007633539044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 45, 'rf_n_estimators': 128}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:57:58,369] Trial 8970 finished with value: 0.9973972748492544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:58:02,796] Trial 8971 finished with value: 0.9973338735866584 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:58:19,401] Trial 8972 finished with value: 0.9963797454436096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 70, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:58:22,291] Trial 8973 finished with value: 0.9972922202490876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:58:31,309] Trial 8974 finished with value: 0.9969866905538751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 39, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:58:33,842] Trial 8975 finished with value: 0.9974581008663006 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:58:39,039] Trial 8976 finished with value: 0.9967953451852928 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 26, 'rf_n_estimators': 109}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:58:42,459] Trial 8977 finished with value: 0.9973736828248533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:58:43,271] Trial 8978 finished with value: 0.994676474717016 and parameters: {'classifier': 'SVC', 'svc_c': 539.3240972488043, 'svc_kernel': 'rbf'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:58:52,796] Trial 8979 finished with value: 0.9969949896358239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 42, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:58:59,711] Trial 8980 finished with value: 0.9971316967050142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 29, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:59:01,930] Trial 8981 finished with value: 0.9976037450445937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:59:04,977] Trial 8982 finished with value: 0.9972169180011617 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:59:09,771] Trial 8983 finished with value: 0.9969547114383079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 19, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:59:12,876] Trial 8984 finished with value: 0.9973024254145452 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:59:15,595] Trial 8985 finished with value: 0.9974352161211674 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 108}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:59:18,442] Trial 8986 finished with value: 0.997506831154217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:59:20,764] Trial 8987 finished with value: 0.9972521902102702 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:59:22,653] Trial 8988 finished with value: 0.9970479121839381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 2, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:59:31,047] Trial 8989 finished with value: 0.9960585983493168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 37, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:59:32,309] Trial 8990 finished with value: 0.99702662264951 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:59:34,813] Trial 8991 finished with value: 0.9972738697718432 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:59:37,105] Trial 8992 finished with value: 0.9975162542976345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:59:39,700] Trial 8993 finished with value: 0.9968063912148709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 13, 'rf_n_estimators': 125}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:59:42,155] Trial 8994 finished with value: 0.9965885949346581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:59:43,831] Trial 8995 finished with value: 0.9964360277983465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:59:46,112] Trial 8996 finished with value: 0.9974706932936823 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:59:47,802] Trial 8997 finished with value: 0.9866067297452042 and parameters: {'classifier': 'SVC', 'svc_c': 4343660260.2052355, 'svc_kernel': 'sigmoid'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:59:50,080] Trial 8998 finished with value: 0.9965714313282014 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 12, 'rf_n_estimators': 110}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:59:55,317] Trial 8999 finished with value: 0.9940758126016028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 57, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 01:59:59,956] Trial 9000 finished with value: 0.997406807774094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:00:03,224] Trial 9001 finished with value: 0.9967605867494305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 17, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:00:05,911] Trial 9002 finished with value: 0.9973528871322657 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:00:08,723] Trial 9003 finished with value: 0.9968495245862806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:00:10,958] Trial 9004 finished with value: 0.9974955907934316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:00:13,613] Trial 9005 finished with value: 0.9970302558782057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:00:21,320] Trial 9006 finished with value: 0.9966409152242401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 30, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:00:25,662] Trial 9007 finished with value: 0.9972101666500088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:00:28,550] Trial 9008 finished with value: 0.9972867510459206 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:00:37,078] Trial 9009 finished with value: 0.9969162849572658 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 35, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:00:39,179] Trial 9010 finished with value: 0.9975507958366371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:00:43,269] Trial 9011 finished with value: 0.9974014708227874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:00:45,571] Trial 9012 finished with value: 0.9974384896006817 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:00:47,187] Trial 9013 finished with value: 0.9961778020260131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:00:50,411] Trial 9014 finished with value: 0.997542167981705 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:00:56,251] Trial 9015 finished with value: 0.9971731083266816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 27, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:00:58,072] Trial 9016 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 3.8168210685003444e-05, 'svc_kernel': 'rbf'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:01:00,142] Trial 9017 finished with value: 0.9970493427701174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:01:02,866] Trial 9018 finished with value: 0.9973319310680315 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:01:05,007] Trial 9019 finished with value: 0.9972436624566982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 107}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:01:07,363] Trial 9020 finished with value: 0.9974057495053072 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:01:10,537] Trial 9021 finished with value: 0.9973555118572136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:01:12,817] Trial 9022 finished with value: 0.9973792766945208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:01:16,924] Trial 9023 finished with value: 0.9970028151564551 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:01:19,509] Trial 9024 finished with value: 0.9973559677087783 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:01:22,318] Trial 9025 finished with value: 0.9974696242974829 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:01:35,990] Trial 9026 finished with value: 0.9969336903113636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 59, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:01:38,729] Trial 9027 finished with value: 0.9974214396476718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 128}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:01:43,812] Trial 9028 finished with value: 0.9971965897762133 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:01:45,520] Trial 9029 finished with value: 0.9965752808189984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:01:48,076] Trial 9030 finished with value: 0.9971392512473916 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 110}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:01:52,832] Trial 9031 finished with value: 0.997233002677454 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 21, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:01:57,425] Trial 9032 finished with value: 0.9969244088777028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 18, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:02:09,754] Trial 9033 finished with value: 0.9963204493841311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 52, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:02:11,717] Trial 9034 finished with value: 0.9853961473763414 and parameters: {'classifier': 'SVC', 'svc_c': 0.09175914469703808, 'svc_kernel': 'sigmoid'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:02:14,858] Trial 9035 finished with value: 0.995058589855491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 23, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:02:18,243] Trial 9036 finished with value: 0.9975313439905277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 15, 'rf_n_estimators': 107}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:02:20,653] Trial 9037 finished with value: 0.9971855257512416 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:02:23,337] Trial 9038 finished with value: 0.9898712292725967 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 46, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:02:26,095] Trial 9039 finished with value: 0.9975967002130103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:02:28,568] Trial 9040 finished with value: 0.997450121480294 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:02:37,557] Trial 9041 finished with value: 0.9964226070433178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 38, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:02:38,944] Trial 9042 finished with value: 0.9942039983600166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:02:41,133] Trial 9043 finished with value: 0.9976713648781129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:02:47,768] Trial 9044 finished with value: 0.9970761172814521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 31, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:02:50,317] Trial 9045 finished with value: 0.9976758402404453 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 109}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:02:53,407] Trial 9046 finished with value: 0.9976115228631498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:02:56,761] Trial 9047 finished with value: 0.9962825216008286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 24, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:02:59,049] Trial 9048 finished with value: 0.997777379772146 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:03:00,397] Trial 9049 finished with value: 0.9970793461057307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 3, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:03:01,733] Trial 9050 finished with value: 0.9971326459858267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 2, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:03:04,147] Trial 9051 finished with value: 0.9974710474887297 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:03:07,668] Trial 9052 finished with value: 0.9975888419071205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:03:10,233] Trial 9053 finished with value: 0.9975631880295607 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:03:11,312] Trial 9054 finished with value: 0.989120718594812 and parameters: {'classifier': 'SVC', 'svc_c': 2.8815952614191818, 'svc_kernel': 'rbf'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:03:15,703] Trial 9055 finished with value: 0.9967246803534549 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 17, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:03:26,067] Trial 9056 finished with value: 0.9969784181952447 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 42, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:03:29,805] Trial 9057 finished with value: 0.997298812275945 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:03:33,646] Trial 9058 finished with value: 0.997516190282275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:03:37,029] Trial 9059 finished with value: 0.9968697118314442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 13, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:03:39,182] Trial 9060 finished with value: 0.9975001153495203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:03:41,010] Trial 9061 finished with value: 0.9972331095389886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:03:43,210] Trial 9062 finished with value: 0.9975939029290596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:03:45,969] Trial 9063 finished with value: 0.9972144459990248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:03:56,876] Trial 9064 finished with value: 0.9964402664911028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 56, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:04:05,172] Trial 9065 finished with value: 0.9966324698940139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 40, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:04:07,788] Trial 9066 finished with value: 0.9973045990803521 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:04:10,364] Trial 9067 finished with value: 0.9973886374412122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:04:12,803] Trial 9068 finished with value: 0.9974499702809028 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:04:15,945] Trial 9069 finished with value: 0.9975957322385703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:04:17,095] Trial 9070 finished with value: 0.993645117517679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:04:19,966] Trial 9071 finished with value: 0.997233126867886 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:04:22,772] Trial 9072 finished with value: 0.9973354917756087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:04:24,188] Trial 9073 finished with value: 0.9867664725367536 and parameters: {'classifier': 'SVC', 'svc_c': 1913183.5522590994, 'svc_kernel': 'sigmoid'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:04:31,375] Trial 9074 finished with value: 0.9971808373323362 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 30, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:04:34,466] Trial 9075 finished with value: 0.9975511772628091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:04:36,018] Trial 9076 finished with value: 0.9971338510106976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:04:51,503] Trial 9077 finished with value: 0.996191831863224 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 70, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:05:01,819] Trial 9078 finished with value: 0.9968183250171966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 47, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:05:03,367] Trial 9079 finished with value: 0.9907754453350063 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 19, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:05:06,369] Trial 9080 finished with value: 0.9974789534332184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:05:09,765] Trial 9081 finished with value: 0.9974564734416193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:05:26,401] Trial 9082 finished with value: 0.9965638888779669 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 73, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:05:29,042] Trial 9083 finished with value: 0.9976206249776333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 125}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:05:31,347] Trial 9084 finished with value: 0.9976424005146383 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:05:32,457] Trial 9085 finished with value: 0.9967036908374665 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:05:37,999] Trial 9086 finished with value: 0.9972913571684318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:05:40,384] Trial 9087 finished with value: 0.9973917554684558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:05:43,526] Trial 9088 finished with value: 0.9970859003010023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:05:48,704] Trial 9089 finished with value: 0.9972102134316846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 24, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:05:56,343] Trial 9090 finished with value: 0.9948575771202931 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 60, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:06:03,082] Trial 9091 finished with value: 0.9972980902385501 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 27, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:06:05,590] Trial 9092 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 4.455986754406136e-06, 'svc_kernel': 'rbf'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:06:09,076] Trial 9093 finished with value: 0.9973452745729934 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:06:11,585] Trial 9094 finished with value: 0.9976449000335412 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:06:13,876] Trial 9095 finished with value: 0.9973131329910778 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:06:21,632] Trial 9096 finished with value: 0.9970368241333704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 34, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:06:25,616] Trial 9097 finished with value: 0.997359100494149 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:06:28,252] Trial 9098 finished with value: 0.9975574559730441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:06:31,083] Trial 9099 finished with value: 0.9975791648921812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:06:34,026] Trial 9100 finished with value: 0.9969102815416401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:06:36,312] Trial 9101 finished with value: 0.9971636089805483 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:06:38,868] Trial 9102 finished with value: 0.9976273663630834 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:06:42,256] Trial 9103 finished with value: 0.9969635512389861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:06:44,995] Trial 9104 finished with value: 0.997253072111505 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:06:56,298] Trial 9105 finished with value: 0.9969013026971894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 52, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:07:00,312] Trial 9106 finished with value: 0.9972727761787653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 17, 'rf_n_estimators': 125}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:07:03,485] Trial 9107 finished with value: 0.9973472649523848 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:07:08,125] Trial 9108 finished with value: 0.9972080206913952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:07:10,934] Trial 9109 finished with value: 0.9971047944803398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:07:12,205] Trial 9110 finished with value: 0.9871912415185946 and parameters: {'classifier': 'SVC', 'svc_c': 162860.96689963367, 'svc_kernel': 'sigmoid'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:07:14,452] Trial 9111 finished with value: 0.9976569657068725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:07:16,323] Trial 9112 finished with value: 0.9956914278614977 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:07:18,965] Trial 9113 finished with value: 0.9973826126977129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:07:21,683] Trial 9114 finished with value: 0.9969701561196961 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:07:24,405] Trial 9115 finished with value: 0.997396789957504 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:07:25,996] Trial 9116 finished with value: 0.9972098194055633 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 4, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:07:28,540] Trial 9117 finished with value: 0.9970431865047292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:07:40,432] Trial 9118 finished with value: 0.9969852665691806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 50, 'rf_n_estimators': 128}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:07:42,969] Trial 9119 finished with value: 0.9972166119842579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:07:44,355] Trial 9120 finished with value: 0.9955807140750497 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:07:48,214] Trial 9121 finished with value: 0.997226965175316 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:07:50,590] Trial 9122 finished with value: 0.9975314210501668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:07:58,815] Trial 9123 finished with value: 0.9970432734348579 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 36, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:08:00,980] Trial 9124 finished with value: 0.997455989882861 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:08:02,694] Trial 9125 finished with value: 0.9962156880104912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:08:06,929] Trial 9126 finished with value: 0.997415726189569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:08:09,833] Trial 9127 finished with value: 0.9974155846067637 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:08:11,722] Trial 9128 finished with value: 0.9947737684466692 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 18, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:08:13,619] Trial 9129 finished with value: 0.9853076549810225 and parameters: {'classifier': 'SVC', 'svc_c': 0.0014225447939230443, 'svc_kernel': 'rbf'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:08:16,295] Trial 9130 finished with value: 0.9974125798521117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:08:32,401] Trial 9131 finished with value: 0.9965723933041768 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 71, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:08:40,787] Trial 9132 finished with value: 0.9964907063096673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 41, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:08:48,451] Trial 9133 finished with value: 0.997245467074117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 33, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:08:54,431] Trial 9134 finished with value: 0.9973217798252789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 26, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:08:56,812] Trial 9135 finished with value: 0.9974404072367892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:08:59,283] Trial 9136 finished with value: 0.9976317800903995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:09:02,309] Trial 9137 finished with value: 0.9973325168863276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:09:05,171] Trial 9138 finished with value: 0.9970515907343654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 7, 'rf_n_estimators': 128}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:09:07,883] Trial 9139 finished with value: 0.9971797406289437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:09:11,222] Trial 9140 finished with value: 0.9974085788762824 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:09:15,834] Trial 9141 finished with value: 0.9971715569142887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 21, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:09:16,985] Trial 9142 finished with value: 0.9970326001035272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:09:18,871] Trial 9143 finished with value: 0.9970416505804353 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:09:20,312] Trial 9144 finished with value: 0.9971834425067332 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:09:22,822] Trial 9145 finished with value: 0.9968940933997695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:09:24,702] Trial 9146 finished with value: 0.9969519010783393 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:09:26,626] Trial 9147 finished with value: 0.9852047441495535 and parameters: {'classifier': 'SVC', 'svc_c': 8.144877654869406e-08, 'svc_kernel': 'sigmoid'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:09:32,446] Trial 9148 finished with value: 0.9969203659443598 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 29, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:09:34,605] Trial 9149 finished with value: 0.9961742219265745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:09:37,849] Trial 9150 finished with value: 0.9974290501122419 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:09:40,610] Trial 9151 finished with value: 0.9973700303947237 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:09:42,861] Trial 9152 finished with value: 0.9975219546162437 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:09:45,576] Trial 9153 finished with value: 0.996450155959595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 16, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:09:48,217] Trial 9154 finished with value: 0.9975497178903479 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:09:50,985] Trial 9155 finished with value: 0.9973297070659033 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:09:53,519] Trial 9156 finished with value: 0.9973032618670965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:09:56,528] Trial 9157 finished with value: 0.9973844707300299 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:09:58,958] Trial 9158 finished with value: 0.997425458206302 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:10:02,670] Trial 9159 finished with value: 0.9973382379932662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:10:05,625] Trial 9160 finished with value: 0.997296436947474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:10:08,696] Trial 9161 finished with value: 0.9975832258526558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:10:10,665] Trial 9162 finished with value: 0.997312448658317 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:10:11,916] Trial 9163 finished with value: 0.9898899959607596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 13, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:10:14,327] Trial 9164 finished with value: 0.9975754639030532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:10:17,118] Trial 9165 finished with value: 0.9975267929332858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:10:19,677] Trial 9166 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.6197783096931096e-08, 'svc_kernel': 'rbf'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:10:23,971] Trial 9167 finished with value: 0.9971020742877662 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:10:26,433] Trial 9168 finished with value: 0.9973579403784174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:10:32,112] Trial 9169 finished with value: 0.9974506383321171 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 24, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:10:35,074] Trial 9170 finished with value: 0.9972612710286177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:10:39,981] Trial 9171 finished with value: 0.9972926041825542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 19, 'rf_n_estimators': 128}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:10:46,979] Trial 9172 finished with value: 0.9967456615541117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 32, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:10:49,125] Trial 9173 finished with value: 0.9974360558109855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:10:51,327] Trial 9174 finished with value: 0.9972910146211964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:10:56,619] Trial 9175 finished with value: 0.9971883059284602 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 22, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:11:00,050] Trial 9176 finished with value: 0.9973070860945192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 14, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:11:02,691] Trial 9177 finished with value: 0.997094670627401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:11:09,527] Trial 9178 finished with value: 0.996562334355259 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 26, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:11:12,033] Trial 9179 finished with value: 0.9969455892972049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:11:24,597] Trial 9180 finished with value: 0.9965986311592342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 54, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:11:27,125] Trial 9181 finished with value: 0.9976816597983728 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:11:29,440] Trial 9182 finished with value: 0.9976058969381959 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:11:32,257] Trial 9183 finished with value: 0.9975278932865379 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:11:41,531] Trial 9184 finished with value: 0.9971080342541964 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 39, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:11:43,519] Trial 9185 finished with value: 0.9866070574708368 and parameters: {'classifier': 'SVC', 'svc_c': 517678780.6301963, 'svc_kernel': 'sigmoid'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:11:45,974] Trial 9186 finished with value: 0.9974910257080346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:11:47,329] Trial 9187 finished with value: 0.9973318223022226 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:11:50,572] Trial 9188 finished with value: 0.9970069776782337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:11:53,912] Trial 9189 finished with value: 0.9973369821242676 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:11:56,260] Trial 9190 finished with value: 0.9973883432942858 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:11:59,160] Trial 9191 finished with value: 0.997443192111218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:12:01,233] Trial 9192 finished with value: 0.9974693040619965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:12:02,866] Trial 9193 finished with value: 0.9972197512758996 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 4, 'rf_n_estimators': 128}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:12:05,441] Trial 9194 finished with value: 0.9971427321976071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:12:08,298] Trial 9195 finished with value: 0.9965478060107352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 14, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:12:09,532] Trial 9196 finished with value: 0.9971682475709388 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 2, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:12:10,792] Trial 9197 finished with value: 0.9937708977648718 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:12:23,463] Trial 9198 finished with value: 0.9965158300372209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 52, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:12:28,789] Trial 9199 finished with value: 0.9972554790826696 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:12:32,126] Trial 9200 finished with value: 0.9974696815526679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:12:34,263] Trial 9201 finished with value: 0.9969730522037527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:12:48,276] Trial 9202 finished with value: 0.9967038898341462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 62, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:13:26,737] Trial 9203 finished with value: 0.9895618642734317 and parameters: {'classifier': 'SVC', 'svc_c': 19147143.940506373, 'svc_kernel': 'rbf'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:13:28,138] Trial 9204 finished with value: 0.9970780374565918 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 3, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:13:36,666] Trial 9205 finished with value: 0.9966506970377499 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 36, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:13:40,536] Trial 9206 finished with value: 0.9974678620501706 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 12, 'rf_n_estimators': 125}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:13:43,145] Trial 9207 finished with value: 0.9970791547261486 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:13:52,549] Trial 9208 finished with value: 0.9969153305031743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 42, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:13:56,342] Trial 9209 finished with value: 0.9971481248489411 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:13:58,413] Trial 9210 finished with value: 0.9975032116997733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:14:00,759] Trial 9211 finished with value: 0.9974404269142917 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:14:04,389] Trial 9212 finished with value: 0.9971409232003571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:14:14,326] Trial 9213 finished with value: 0.9967779581439675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 46, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:14:16,938] Trial 9214 finished with value: 0.9973205814653685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:14:21,554] Trial 9215 finished with value: 0.997167953233585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:14:24,180] Trial 9216 finished with value: 0.99700735478805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:14:25,367] Trial 9217 finished with value: 0.9969208146548957 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 128}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:14:33,080] Trial 9218 finished with value: 0.9969731950878122 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 29, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:14:34,761] Trial 9219 finished with value: 0.9958608729948365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:14:36,928] Trial 9220 finished with value: 0.9974388645523207 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:14:39,088] Trial 9221 finished with value: 0.9974290402417526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:14:47,741] Trial 9222 finished with value: 0.9951913255920575 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 58, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:14:50,288] Trial 9223 finished with value: 0.9852235902142232 and parameters: {'classifier': 'SVC', 'svc_c': 0.00047573606399544467, 'svc_kernel': 'sigmoid'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:14:51,724] Trial 9224 finished with value: 0.991203195045903 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 17, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:14:54,329] Trial 9225 finished with value: 0.997188207509209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:14:56,411] Trial 9226 finished with value: 0.9972474468213091 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:15:02,406] Trial 9227 finished with value: 0.9971562278858355 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 27, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:15:04,855] Trial 9228 finished with value: 0.9973090998012725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:15:08,415] Trial 9229 finished with value: 0.9975328312288716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:15:10,620] Trial 9230 finished with value: 0.9972640445408757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:15:13,867] Trial 9231 finished with value: 0.9974348883003211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:15:16,969] Trial 9232 finished with value: 0.997376135054274 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:15:21,147] Trial 9233 finished with value: 0.9968986128460554 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 19, 'rf_n_estimators': 125}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:15:23,725] Trial 9234 finished with value: 0.9973412641392677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:15:26,580] Trial 9235 finished with value: 0.9974847019299711 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:15:29,417] Trial 9236 finished with value: 0.99765112180597 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:15:31,862] Trial 9237 finished with value: 0.9974625777203147 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:15:34,874] Trial 9238 finished with value: 0.9974311444332801 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:15:40,733] Trial 9239 finished with value: 0.9972980779877177 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 24, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:15:45,390] Trial 9240 finished with value: 0.9972492100207587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:15:46,359] Trial 9241 finished with value: 0.9912084762337061 and parameters: {'classifier': 'SVC', 'svc_c': 13.36948129328531, 'svc_kernel': 'rbf'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:15:48,125] Trial 9242 finished with value: 0.9970755320027004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:15:50,317] Trial 9243 finished with value: 0.9975930855192526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:15:52,819] Trial 9244 finished with value: 0.9975230014911215 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:15:55,191] Trial 9245 finished with value: 0.9966484029265842 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:15:57,032] Trial 9246 finished with value: 0.9966105355405198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 2, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:15:59,796] Trial 9247 finished with value: 0.9974386789807758 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:16:02,137] Trial 9248 finished with value: 0.9973501789366211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:16:04,267] Trial 9249 finished with value: 0.9976917244601141 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:16:11,131] Trial 9250 finished with value: 0.99720649616101 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 31, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:16:14,591] Trial 9251 finished with value: 0.9972246242507367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:16:15,943] Trial 9252 finished with value: 0.9969065577012187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:16:19,119] Trial 9253 finished with value: 0.997302044432704 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:16:21,847] Trial 9254 finished with value: 0.9972452762340794 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:16:33,101] Trial 9255 finished with value: 0.9968707158284089 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 51, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:16:35,823] Trial 9256 finished with value: 0.9973786923361684 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:16:38,527] Trial 9257 finished with value: 0.9975316810153672 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:16:40,973] Trial 9258 finished with value: 0.9975525361847932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:16:45,168] Trial 9259 finished with value: 0.9974545048979083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 18, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:16:47,093] Trial 9260 finished with value: 0.985206382841192 and parameters: {'classifier': 'SVC', 'svc_c': 3.863869096048861e-09, 'svc_kernel': 'sigmoid'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:16:50,240] Trial 9261 finished with value: 0.9970977758960059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:16:52,462] Trial 9262 finished with value: 0.9941349549861335 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 22, 'rf_n_estimators': 128}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:16:55,328] Trial 9263 finished with value: 0.9961064198539905 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 15, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:16:56,796] Trial 9264 finished with value: 0.9955331454580225 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:16:59,183] Trial 9265 finished with value: 0.9973640672227649 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:17:07,415] Trial 9266 finished with value: 0.9970625507859522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 36, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:17:10,495] Trial 9267 finished with value: 0.9974672380511719 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:17:13,724] Trial 9268 finished with value: 0.9972661360372402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:17:16,072] Trial 9269 finished with value: 0.9974286578951815 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:17:18,193] Trial 9270 finished with value: 0.9975077282261716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:17:20,403] Trial 9271 finished with value: 0.9974400902385695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:17:33,657] Trial 9272 finished with value: 0.996483653257966 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 56, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:17:36,216] Trial 9273 finished with value: 0.9974761010839983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:17:43,239] Trial 9274 finished with value: 0.9966721359307703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 26, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:17:53,245] Trial 9275 finished with value: 0.9969915908233128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 43, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:17:55,763] Trial 9276 finished with value: 0.9972103790083477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:17:58,598] Trial 9277 finished with value: 0.9973055449334703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:18:11,436] Trial 9278 finished with value: 0.9954762133965819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 73, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:18:14,089] Trial 9279 finished with value: 0.9853840204488485 and parameters: {'classifier': 'SVC', 'svc_c': 0.012356382952784814, 'svc_kernel': 'rbf'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:18:15,202] Trial 9280 finished with value: 0.9965662643016514 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:18:17,844] Trial 9281 finished with value: 0.9975283350782099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:18:20,073] Trial 9282 finished with value: 0.9971754787675148 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:18:23,101] Trial 9283 finished with value: 0.9974045665700201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:18:29,699] Trial 9284 finished with value: 0.9966831189923401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 34, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:18:33,547] Trial 9285 finished with value: 0.9970720711108424 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:18:35,648] Trial 9286 finished with value: 0.9916566006021098 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 29, 'rf_n_estimators': 128}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:18:39,454] Trial 9287 finished with value: 0.9969916699141782 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:18:42,146] Trial 9288 finished with value: 0.9972715413837373 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:18:43,497] Trial 9289 finished with value: 0.9973550740645178 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:18:49,083] Trial 9290 finished with value: 0.9972566991830466 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:18:50,771] Trial 9291 finished with value: 0.9969323496069382 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:18:53,201] Trial 9292 finished with value: 0.9974273513090068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 125}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:18:56,565] Trial 9293 finished with value: 0.9972522229320527 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:18:59,118] Trial 9294 finished with value: 0.9976296158824889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:19:14,188] Trial 9295 finished with value: 0.9958574653591873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 67, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:19:19,583] Trial 9296 finished with value: 0.9972866436131037 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:19:20,983] Trial 9297 finished with value: 0.9868059785509807 and parameters: {'classifier': 'SVC', 'svc_c': 632131.08374117, 'svc_kernel': 'sigmoid'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:19:23,748] Trial 9298 finished with value: 0.9974579427163078 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:19:25,993] Trial 9299 finished with value: 0.9971809659025995 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:19:29,990] Trial 9300 finished with value: 0.9970970244693088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 17, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:19:31,191] Trial 9301 finished with value: 0.9970898155210058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 2, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:19:33,586] Trial 9302 finished with value: 0.9965588667667026 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:19:42,656] Trial 9303 finished with value: 0.9965248182126166 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 48, 'rf_n_estimators': 128}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:19:45,433] Trial 9304 finished with value: 0.9972213247144004 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:19:54,402] Trial 9305 finished with value: 0.9970389234689979 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 39, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:19:56,958] Trial 9306 finished with value: 0.9975053457566716 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:19:58,309] Trial 9307 finished with value: 0.9931408313985867 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 8}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:20:00,675] Trial 9308 finished with value: 0.9966384165305229 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:20:02,623] Trial 9309 finished with value: 0.9973416841587351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:20:05,486] Trial 9310 finished with value: 0.9973777971684882 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:20:10,992] Trial 9311 finished with value: 0.9971469227122199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 25, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:20:13,746] Trial 9312 finished with value: 0.997499863064894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:20:16,489] Trial 9313 finished with value: 0.9976394510474212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:20:18,760] Trial 9314 finished with value: 0.9974063988311562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:20:21,278] Trial 9315 finished with value: 0.9975874280468185 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:20:22,227] Trial 9316 finished with value: 0.9962421273377853 and parameters: {'classifier': 'SVC', 'svc_c': 15032.894607702163, 'svc_kernel': 'rbf'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:20:25,161] Trial 9317 finished with value: 0.9972445584178261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:20:29,028] Trial 9318 finished with value: 0.9972434303256431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 18, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:20:31,155] Trial 9319 finished with value: 0.9960568516853169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:20:33,697] Trial 9320 finished with value: 0.997322781981445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:20:35,579] Trial 9321 finished with value: 0.9974648380623469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:20:39,441] Trial 9322 finished with value: 0.9973471814499502 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:20:41,031] Trial 9323 finished with value: 0.9974342833758048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 4, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:20:44,429] Trial 9324 finished with value: 0.9975644972499818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:20:46,840] Trial 9325 finished with value: 0.9972285845703066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:20:49,398] Trial 9326 finished with value: 0.9974310891141074 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:20:52,938] Trial 9327 finished with value: 0.9972275013237869 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 13, 'rf_n_estimators': 128}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:20:58,178] Trial 9328 finished with value: 0.9971429367801589 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 23, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:21:05,948] Trial 9329 finished with value: 0.9973326008965686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 33, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:21:07,728] Trial 9330 finished with value: 0.9935328032202952 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:21:10,975] Trial 9331 finished with value: 0.9973417700097748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 12, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:21:13,267] Trial 9332 finished with value: 0.9974806125640693 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:21:14,822] Trial 9333 finished with value: 0.9955709403864441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:21:16,833] Trial 9334 finished with value: 0.985205317494852 and parameters: {'classifier': 'SVC', 'svc_c': 1.6884629704241288e-06, 'svc_kernel': 'sigmoid'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:21:23,931] Trial 9335 finished with value: 0.9971283909480481 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 28, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:21:26,783] Trial 9336 finished with value: 0.9973525451563128 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:21:28,861] Trial 9337 finished with value: 0.9974895775390547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:21:30,224] Trial 9338 finished with value: 0.9971872690827611 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:21:35,166] Trial 9339 finished with value: 0.9971883254472732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 20, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:21:37,075] Trial 9340 finished with value: 0.9972323014601264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:21:40,152] Trial 9341 finished with value: 0.9971144678136818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:21:43,192] Trial 9342 finished with value: 0.9973276950412594 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:21:45,291] Trial 9343 finished with value: 0.9973316114355654 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:21:48,220] Trial 9344 finished with value: 0.9965627622139895 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:21:49,746] Trial 9345 finished with value: 0.9973115175633255 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 4, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:21:53,005] Trial 9346 finished with value: 0.997543920771121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:21:55,515] Trial 9347 finished with value: 0.9974492462440198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:21:58,847] Trial 9348 finished with value: 0.9971286839841477 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:22:00,999] Trial 9349 finished with value: 0.9973605717048498 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:22:03,441] Trial 9350 finished with value: 0.9974110357711755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:22:04,528] Trial 9351 finished with value: 0.9964833929436488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 1, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:22:09,343] Trial 9352 finished with value: 0.9971064645925066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 17, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:23:06,373] Trial 9353 finished with value: 0.9901023206574623 and parameters: {'classifier': 'SVC', 'svc_c': 63453615.28105656, 'svc_kernel': 'rbf'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:23:17,164] Trial 9354 finished with value: 0.9959241927227485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 48, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:23:19,049] Trial 9355 finished with value: 0.9971470439192887 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:23:21,641] Trial 9356 finished with value: 0.9974862552466387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:23:24,822] Trial 9357 finished with value: 0.9894819019802901 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 55, 'rf_n_estimators': 128}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:23:28,440] Trial 9358 finished with value: 0.997403650360107 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:23:31,304] Trial 9359 finished with value: 0.9973949067252885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:23:38,169] Trial 9360 finished with value: 0.9959323486984722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 45, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:23:38,877] Trial 9361 finished with value: 0.9968424066305585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 13}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:23:42,337] Trial 9362 finished with value: 0.997360211162221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:23:45,302] Trial 9363 finished with value: 0.997488860167132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:23:47,852] Trial 9364 finished with value: 0.9973990842273593 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:23:50,605] Trial 9365 finished with value: 0.9974772077848318 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:23:51,943] Trial 9366 finished with value: 0.9955343324557618 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:24:01,193] Trial 9367 finished with value: 0.997055400647992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 39, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:24:02,849] Trial 9368 finished with value: 0.9965916385682467 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:24:05,445] Trial 9369 finished with value: 0.9972112401212533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:24:08,183] Trial 9370 finished with value: 0.9974728110690342 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:24:15,537] Trial 9371 finished with value: 0.9969975718954515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 31, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:24:16,476] Trial 9372 finished with value: 0.9920692871847422 and parameters: {'classifier': 'SVC', 'svc_c': 125.88853139168826, 'svc_kernel': 'sigmoid'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:24:19,191] Trial 9373 finished with value: 0.9967698984293168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:24:24,209] Trial 9374 finished with value: 0.9971662096799002 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 19, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:24:25,488] Trial 9375 finished with value: 0.9973102308133429 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:24:27,867] Trial 9376 finished with value: 0.997680258918875 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:24:30,376] Trial 9377 finished with value: 0.99705764042386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:24:33,532] Trial 9378 finished with value: 0.9975980270797079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:24:47,273] Trial 9379 finished with value: 0.9960558035409228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 58, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:24:50,597] Trial 9380 finished with value: 0.99744637174174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:24:55,016] Trial 9381 finished with value: 0.9968297393017153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 24, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:25:02,301] Trial 9382 finished with value: 0.9970694379118733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 34, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:25:04,387] Trial 9383 finished with value: 0.9973608416357528 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:25:06,864] Trial 9384 finished with value: 0.9976007787562856 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 128}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:25:10,106] Trial 9385 finished with value: 0.9973875641921331 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:25:13,780] Trial 9386 finished with value: 0.9973753533496129 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:25:17,045] Trial 9387 finished with value: 0.997401748783381 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:25:21,067] Trial 9388 finished with value: 0.9970966177797624 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 21, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:25:22,815] Trial 9389 finished with value: 0.996101453379278 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:29:22,796] Trial 9390 finished with value: 0.9896094754509929 and parameters: {'classifier': 'SVC', 'svc_c': 9880816720.780085, 'svc_kernel': 'rbf'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:29:25,492] Trial 9391 finished with value: 0.997643877596852 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:29:27,587] Trial 9392 finished with value: 0.9975393678096047 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:29:34,339] Trial 9393 finished with value: 0.9971097379450695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 27, 'rf_n_estimators': 125}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:29:36,595] Trial 9394 finished with value: 0.9974457560263351 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:29:39,099] Trial 9395 finished with value: 0.9974891062946044 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:29:41,950] Trial 9396 finished with value: 0.997490600229647 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:29:45,419] Trial 9397 finished with value: 0.9974634247415892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:29:47,524] Trial 9398 finished with value: 0.9976200866392468 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:29:50,155] Trial 9399 finished with value: 0.9970732454451566 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:29:51,344] Trial 9400 finished with value: 0.9935769473805821 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:29:55,079] Trial 9401 finished with value: 0.9972605754923755 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:29:58,374] Trial 9402 finished with value: 0.9975434920237288 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:30:02,253] Trial 9403 finished with value: 0.9972996088656846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 17, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:30:04,392] Trial 9404 finished with value: 0.9972313198383862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:30:09,619] Trial 9405 finished with value: 0.9974524304130625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 22, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:30:11,532] Trial 9406 finished with value: 0.9971874299939518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:30:24,811] Trial 9407 finished with value: 0.9960492356666131 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 59, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:30:31,766] Trial 9408 finished with value: 0.9971069443427161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 25, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:30:33,359] Trial 9409 finished with value: 0.9974439809886461 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 4, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:30:35,073] Trial 9410 finished with value: 0.9866075490275478 and parameters: {'classifier': 'SVC', 'svc_c': 207882002.30307218, 'svc_kernel': 'sigmoid'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:30:51,286] Trial 9411 finished with value: 0.9958792325491227 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 70, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:30:54,148] Trial 9412 finished with value: 0.9973939363705057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:30:55,950] Trial 9413 finished with value: 0.9970469238020235 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:30:57,821] Trial 9414 finished with value: 0.9974939999625573 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:30:59,017] Trial 9415 finished with value: 0.9964161933200245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 3, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:31:01,513] Trial 9416 finished with value: 0.9974529091476586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:31:05,941] Trial 9417 finished with value: 0.9971262390227079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 18, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:31:08,518] Trial 9418 finished with value: 0.997564651845329 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:31:12,356] Trial 9419 finished with value: 0.9892196974169245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 62, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:31:15,320] Trial 9420 finished with value: 0.9970264681176385 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 13, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:31:17,555] Trial 9421 finished with value: 0.997406294254751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:31:19,742] Trial 9422 finished with value: 0.9968240669442024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:31:23,574] Trial 9423 finished with value: 0.9973202722746738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 16, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:31:26,366] Trial 9424 finished with value: 0.9977366916478174 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 125}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:31:28,892] Trial 9425 finished with value: 0.9976634750247433 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:31:30,776] Trial 9426 finished with value: 0.9974311275804513 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:31:37,426] Trial 9427 finished with value: 0.997143719405219 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 29, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:31:38,663] Trial 9428 finished with value: 0.9973410529234933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 2, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:31:40,578] Trial 9429 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 2.4030968411257113e-07, 'svc_kernel': 'rbf'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:31:50,637] Trial 9430 finished with value: 0.9967948172569399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 39, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:31:52,526] Trial 9431 finished with value: 0.9963637874650441 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 128}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:31:55,520] Trial 9432 finished with value: 0.9971663286653154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:31:57,951] Trial 9433 finished with value: 0.9972619743089094 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:31:59,751] Trial 9434 finished with value: 0.9975437435149077 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 5, 'rf_n_estimators': 125}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:32:02,023] Trial 9435 finished with value: 0.9975243477496806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:32:04,707] Trial 9436 finished with value: 0.9976318333783462 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:32:09,118] Trial 9437 finished with value: 0.9973492120730079 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 19, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:32:10,482] Trial 9438 finished with value: 0.9974825848528533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:32:12,786] Trial 9439 finished with value: 0.9975110086562878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:32:15,692] Trial 9440 finished with value: 0.9970744927449203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:32:18,647] Trial 9441 finished with value: 0.9974254148523203 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:32:20,549] Trial 9442 finished with value: 0.9971356079260413 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:32:22,798] Trial 9443 finished with value: 0.9974731227987612 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:32:26,135] Trial 9444 finished with value: 0.9966685632262644 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 14, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:32:29,200] Trial 9445 finished with value: 0.9972711914415694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:32:32,153] Trial 9446 finished with value: 0.9971977864222765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:32:34,082] Trial 9447 finished with value: 0.9879513927762007 and parameters: {'classifier': 'SVC', 'svc_c': 50165.7026930333, 'svc_kernel': 'sigmoid'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:32:37,390] Trial 9448 finished with value: 0.9975055328833741 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:32:39,834] Trial 9449 finished with value: 0.9973716099269027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:32:44,782] Trial 9450 finished with value: 0.9969056114989833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 22, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:32:47,417] Trial 9451 finished with value: 0.9972616984747557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:32:50,544] Trial 9452 finished with value: 0.9975496899927272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:32:52,623] Trial 9453 finished with value: 0.9974831217630341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:32:57,093] Trial 9454 finished with value: 0.9966615053504011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 26, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:32:59,014] Trial 9455 finished with value: 0.9972065687773423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:33:01,340] Trial 9456 finished with value: 0.9974158157539438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:33:06,465] Trial 9457 finished with value: 0.9964463887334539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 36, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:33:10,032] Trial 9458 finished with value: 0.997428100355361 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:33:11,968] Trial 9459 finished with value: 0.9969242239409161 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:33:19,365] Trial 9460 finished with value: 0.9967178640982812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 31, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:33:28,595] Trial 9461 finished with value: 0.9970071331622422 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 41, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:33:29,996] Trial 9462 finished with value: 0.9955062465975661 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:33:33,209] Trial 9463 finished with value: 0.997530230783423 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:33:34,936] Trial 9464 finished with value: 0.9971469929164715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:33:36,882] Trial 9465 finished with value: 0.9850767555470211 and parameters: {'classifier': 'SVC', 'svc_c': 5.123727764706323e-10, 'svc_kernel': 'rbf'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:33:38,449] Trial 9466 finished with value: 0.9973613036127341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 4, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:33:40,586] Trial 9467 finished with value: 0.9973413186015169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:33:43,201] Trial 9468 finished with value: 0.9972528302051744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:33:47,022] Trial 9469 finished with value: 0.9975101399897603 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:33:51,405] Trial 9470 finished with value: 0.9972302581419056 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 19, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:33:54,287] Trial 9471 finished with value: 0.9975057569530007 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:33:57,744] Trial 9472 finished with value: 0.99726699496023 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:34:00,594] Trial 9473 finished with value: 0.997227393224474 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:34:03,338] Trial 9474 finished with value: 0.9973011591672508 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 7, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:34:13,814] Trial 9475 finished with value: 0.995998577935576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 46, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:34:21,463] Trial 9476 finished with value: 0.9969288281908907 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 33, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:34:22,697] Trial 9477 finished with value: 0.994055119549408 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:34:25,075] Trial 9478 finished with value: 0.9971621543052974 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:34:27,039] Trial 9479 finished with value: 0.9972684129781978 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:34:30,281] Trial 9480 finished with value: 0.9974703637907268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:34:32,765] Trial 9481 finished with value: 0.9973748418297582 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:34:33,888] Trial 9482 finished with value: 0.9968500743820518 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:34:36,952] Trial 9483 finished with value: 0.9972998335065938 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:34:37,856] Trial 9484 finished with value: 0.9930547638746123 and parameters: {'classifier': 'SVC', 'svc_c': 1181.9005842575657, 'svc_kernel': 'sigmoid'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:34:41,453] Trial 9485 finished with value: 0.9970976127631616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 17, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:34:43,829] Trial 9486 finished with value: 0.9969903403814965 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:34:47,566] Trial 9487 finished with value: 0.9973045810849585 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:34:50,016] Trial 9488 finished with value: 0.9975102655131843 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:34:53,175] Trial 9489 finished with value: 0.9975637219563781 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 128}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:35:02,658] Trial 9490 finished with value: 0.9967262003453197 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 45, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:35:07,044] Trial 9491 finished with value: 0.9973765893189436 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:35:09,353] Trial 9492 finished with value: 0.9966202070013254 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:35:11,577] Trial 9493 finished with value: 0.9974608374356344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:35:13,476] Trial 9494 finished with value: 0.9973682519293406 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:35:28,843] Trial 9495 finished with value: 0.9962486666797163 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 68, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:35:32,276] Trial 9496 finished with value: 0.9975874533419309 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 125}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:35:34,797] Trial 9497 finished with value: 0.997680104577431 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:35:36,221] Trial 9498 finished with value: 0.9959159105888427 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:35:41,624] Trial 9499 finished with value: 0.9973070898078543 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 23, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:35:43,995] Trial 9500 finished with value: 0.9974916842061387 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:35:48,539] Trial 9501 finished with value: 0.9974976287479459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 20, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:35:50,587] Trial 9502 finished with value: 0.9863658988217212 and parameters: {'classifier': 'SVC', 'svc_c': 0.5181067154185273, 'svc_kernel': 'rbf'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:35:53,075] Trial 9503 finished with value: 0.9975346032831972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:35:59,937] Trial 9504 finished with value: 0.996726011885625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 28, 'rf_n_estimators': 126}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:36:02,927] Trial 9505 finished with value: 0.9967060224945765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:36:04,115] Trial 9506 finished with value: 0.9970100088070866 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 2, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:36:06,456] Trial 9507 finished with value: 0.9973839110637698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:36:08,575] Trial 9508 finished with value: 0.9973501317423529 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:36:19,278] Trial 9509 finished with value: 0.9965635699437346 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 49, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:36:20,215] Trial 9510 finished with value: 0.9878300616758287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:36:22,591] Trial 9511 finished with value: 0.9971778801845458 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 10, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:36:25,677] Trial 9512 finished with value: 0.9975650985246386 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:36:28,294] Trial 9513 finished with value: 0.9976337116911859 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 128}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:36:30,535] Trial 9514 finished with value: 0.997182172419152 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:36:33,551] Trial 9515 finished with value: 0.9973158560400631 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:36:35,624] Trial 9516 finished with value: 0.9974330657509847 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:36:38,372] Trial 9517 finished with value: 0.997755513369512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:36:42,403] Trial 9518 finished with value: 0.9974304136679605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:36:44,839] Trial 9519 finished with value: 0.9973985957174877 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:36:47,881] Trial 9520 finished with value: 0.9972577032434873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:36:50,203] Trial 9521 finished with value: 0.9972770168710099 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:36:52,081] Trial 9522 finished with value: 0.9973461667890482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:36:53,064] Trial 9523 finished with value: 0.9914490328147169 and parameters: {'classifier': 'SVC', 'svc_c': 45.246395013660674, 'svc_kernel': 'sigmoid'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:36:55,989] Trial 9524 finished with value: 0.9976235509270609 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:36:58,448] Trial 9525 finished with value: 0.9975696460589726 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:37:03,477] Trial 9526 finished with value: 0.997096523581653 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 22, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:37:06,173] Trial 9527 finished with value: 0.9973854214073103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:37:08,307] Trial 9528 finished with value: 0.996901508930112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:37:16,800] Trial 9529 finished with value: 0.9971847712142295 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 35, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:37:20,506] Trial 9530 finished with value: 0.9972110550257769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 15, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:37:21,860] Trial 9531 finished with value: 0.9971160052296576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:37:24,759] Trial 9532 finished with value: 0.9976079840229911 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:37:30,017] Trial 9533 finished with value: 0.99713060746003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 24, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:37:32,416] Trial 9534 finished with value: 0.997531237890703 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:37:38,975] Trial 9535 finished with value: 0.9973779098697976 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 26, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:37:41,222] Trial 9536 finished with value: 0.9975717841783233 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:37:43,236] Trial 9537 finished with value: 0.9975114110294788 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:37:47,146] Trial 9538 finished with value: 0.9973275411124081 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:37:50,225] Trial 9539 finished with value: 0.9971906582469482 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:37:52,737] Trial 9540 finished with value: 0.985386970106493 and parameters: {'classifier': 'SVC', 'svc_c': 0.04279299652753644, 'svc_kernel': 'rbf'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:37:55,466] Trial 9541 finished with value: 0.9975675600850042 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:37:58,593] Trial 9542 finished with value: 0.9973552511620415 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:38:01,074] Trial 9543 finished with value: 0.9974222368086937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:38:02,982] Trial 9544 finished with value: 0.9973008435972367 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:38:04,693] Trial 9545 finished with value: 0.9974889269119515 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:38:20,189] Trial 9546 finished with value: 0.996362598943885 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 66, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:38:22,439] Trial 9547 finished with value: 0.9975418493648519 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 8, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:38:31,175] Trial 9548 finished with value: 0.9971706411487066 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 39, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:38:33,877] Trial 9549 finished with value: 0.9974303416546485 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:38:35,991] Trial 9550 finished with value: 0.9973076638513868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:38:39,559] Trial 9551 finished with value: 0.9974491084062874 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:38:41,799] Trial 9552 finished with value: 0.9975934369213642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:38:44,352] Trial 9553 finished with value: 0.9972845291067567 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:38:45,456] Trial 9554 finished with value: 0.9970041454825846 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 1, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:38:48,301] Trial 9555 finished with value: 0.9975386544366586 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:38:52,478] Trial 9556 finished with value: 0.9974282706609725 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 17, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:38:55,295] Trial 9557 finished with value: 0.9974983259345592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:38:57,985] Trial 9558 finished with value: 0.9970933602326775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:38:59,513] Trial 9559 finished with value: 0.9867043774477394 and parameters: {'classifier': 'SVC', 'svc_c': 4694115.772205618, 'svc_kernel': 'sigmoid'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:39:01,632] Trial 9560 finished with value: 0.9972068012257765 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:39:11,857] Trial 9561 finished with value: 0.9971319271856983 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 45, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:39:14,942] Trial 9562 finished with value: 0.9975828344607809 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:39:16,896] Trial 9563 finished with value: 0.9972603880800319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:39:18,427] Trial 9564 finished with value: 0.996923103751472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 4, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:39:21,245] Trial 9565 finished with value: 0.9972097674188708 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 11, 'rf_n_estimators': 110}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:39:24,698] Trial 9566 finished with value: 0.9975695002867636 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:39:27,008] Trial 9567 finished with value: 0.9973104405691734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:39:29,688] Trial 9568 finished with value: 0.99721178042739 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:39:34,449] Trial 9569 finished with value: 0.9974647284713524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:39:37,090] Trial 9570 finished with value: 0.99747253736132 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:39:39,459] Trial 9571 finished with value: 0.9974134329353267 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 110}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:39:43,776] Trial 9572 finished with value: 0.997286784212034 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:39:47,194] Trial 9573 finished with value: 0.9973014918757347 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:39:54,631] Trial 9574 finished with value: 0.9969336514006889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 33, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:39:59,962] Trial 9575 finished with value: 0.996949556789542 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 24, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:40:02,295] Trial 9576 finished with value: 0.9974778263883864 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:40:17,082] Trial 9577 finished with value: 0.9961633712438168 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 62, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:40:18,970] Trial 9578 finished with value: 0.9850769189972445 and parameters: {'classifier': 'SVC', 'svc_c': 0.00013083853476630213, 'svc_kernel': 'rbf'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:40:22,862] Trial 9579 finished with value: 0.9974905143468695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:40:24,645] Trial 9580 finished with value: 0.9976177488567205 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 110}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:40:27,407] Trial 9581 finished with value: 0.9974693308170526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:40:28,622] Trial 9582 finished with value: 0.9968337716345973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:40:45,655] Trial 9583 finished with value: 0.9961906035109912 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 74, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:40:49,424] Trial 9584 finished with value: 0.9975837200753509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:40:57,138] Trial 9585 finished with value: 0.9970201168545473 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 37, 'rf_n_estimators': 109}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:40:59,716] Trial 9586 finished with value: 0.9975139022647878 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:41:01,770] Trial 9587 finished with value: 0.9973582532824469 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:41:08,392] Trial 9588 finished with value: 0.996710287244155 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 29, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:41:12,321] Trial 9589 finished with value: 0.997271999679121 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 16, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:41:15,582] Trial 9590 finished with value: 0.9974709469113009 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:41:17,984] Trial 9591 finished with value: 0.9973844046199686 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:41:19,642] Trial 9592 finished with value: 0.9972009781132035 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:41:24,412] Trial 9593 finished with value: 0.9970730961500399 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 20, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:41:26,362] Trial 9594 finished with value: 0.9975559779386932 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 105}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:41:33,964] Trial 9595 finished with value: 0.9968820482608641 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 28, 'rf_max_features': 31, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:41:35,918] Trial 9596 finished with value: 0.9853607525002204 and parameters: {'classifier': 'SVC', 'svc_c': 0.004112745881599055, 'svc_kernel': 'sigmoid'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:41:38,434] Trial 9597 finished with value: 0.9973285427607679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:41:39,791] Trial 9598 finished with value: 0.997233217765253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 3, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:41:43,035] Trial 9599 finished with value: 0.9971206510245532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 109}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:41:45,392] Trial 9600 finished with value: 0.9971624414698841 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:41:48,767] Trial 9601 finished with value: 0.9975222095985923 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:41:51,867] Trial 9602 finished with value: 0.9971014859939134 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:41:53,808] Trial 9603 finished with value: 0.9974066035723972 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:41:56,310] Trial 9604 finished with value: 0.9973428053320544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:41:58,429] Trial 9605 finished with value: 0.9972471869195849 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:42:00,476] Trial 9606 finished with value: 0.995115460757984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:42:05,961] Trial 9607 finished with value: 0.9970059109354256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 25, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:42:08,482] Trial 9608 finished with value: 0.9974274573770935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 106}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:42:11,013] Trial 9609 finished with value: 0.9974552518812988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:42:13,058] Trial 9610 finished with value: 0.9975382761208015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:42:30,245] Trial 9611 finished with value: 0.996536455138556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 72, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:42:42,329] Trial 9612 finished with value: 0.9968122771685008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 54, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:42:45,485] Trial 9613 finished with value: 0.9972207531464247 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:42:48,458] Trial 9614 finished with value: 0.9970797444164695 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:42:50,252] Trial 9615 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 6.136698856910903e-07, 'svc_kernel': 'rbf'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:42:53,030] Trial 9616 finished with value: 0.9977299108756243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:42:55,856] Trial 9617 finished with value: 0.9976620676072364 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 109}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:43:08,540] Trial 9618 finished with value: 0.9965326399564368 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 59, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:43:10,090] Trial 9619 finished with value: 0.9972577029261083 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 4, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:43:19,443] Trial 9620 finished with value: 0.9969287559236754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 40, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:43:21,305] Trial 9621 finished with value: 0.997150574285426 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:43:26,302] Trial 9622 finished with value: 0.9973872444009775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 19, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:43:29,819] Trial 9623 finished with value: 0.9969961368977032 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 15, 'rf_n_estimators': 108}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:43:32,136] Trial 9624 finished with value: 0.997261335075715 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 9, 'rf_n_estimators': 103}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:43:33,290] Trial 9625 finished with value: 0.9966264903135569 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:43:36,878] Trial 9626 finished with value: 0.9963884885388837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 29, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:43:38,551] Trial 9627 finished with value: 0.9968306522743614 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 5, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:43:41,408] Trial 9628 finished with value: 0.9976309732810537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:43:44,418] Trial 9629 finished with value: 0.9974306849318557 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:44:00,553] Trial 9630 finished with value: 0.9961614362470743 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 73, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:44:02,936] Trial 9631 finished with value: 0.9975310001737759 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:44:05,545] Trial 9632 finished with value: 0.9969602589706307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:44:10,641] Trial 9633 finished with value: 0.9937981153056571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 54, 'rf_n_estimators': 106}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:44:14,835] Trial 9634 finished with value: 0.9970318297292993 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 18, 'rf_n_estimators': 110}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:44:18,881] Trial 9635 finished with value: 0.9968778846599969 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 21, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:44:20,775] Trial 9636 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 5.747683106830173e-06, 'svc_kernel': 'sigmoid'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:44:23,470] Trial 9637 finished with value: 0.9969619174667234 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:44:26,392] Trial 9638 finished with value: 0.9975088644115212 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:44:29,037] Trial 9639 finished with value: 0.9974744953045698 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:44:45,536] Trial 9640 finished with value: 0.9963777419564628 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 73, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:44:47,550] Trial 9641 finished with value: 0.9976688590116285 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:44:49,407] Trial 9642 finished with value: 0.9971250988383819 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 8, 'rf_n_estimators': 108}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:44:50,500] Trial 9643 finished with value: 0.9895406746816745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:44:54,518] Trial 9644 finished with value: 0.9972807743218753 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:44:57,133] Trial 9645 finished with value: 0.997084436136117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:44:59,259] Trial 9646 finished with value: 0.9974342340868345 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 105}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:45:05,464] Trial 9647 finished with value: 0.996971016756533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 27, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:45:07,450] Trial 9648 finished with value: 0.9975313069841275 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:45:09,888] Trial 9649 finished with value: 0.9973068312391223 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:45:13,039] Trial 9650 finished with value: 0.9973519728583652 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:45:16,561] Trial 9651 finished with value: 0.9931289360626048 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 48, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:48:28,958] Trial 9652 finished with value: 0.9897228859122249 and parameters: {'classifier': 'SVC', 'svc_c': 1597694468.1266894, 'svc_kernel': 'rbf'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:48:31,519] Trial 9653 finished with value: 0.9965760835341541 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:48:34,456] Trial 9654 finished with value: 0.9973977819258022 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:48:37,457] Trial 9655 finished with value: 0.9974905184410595 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 109}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:48:39,711] Trial 9656 finished with value: 0.9974680539058213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:48:40,418] Trial 9657 finished with value: 0.9952311978934748 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 17}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:48:42,323] Trial 9658 finished with value: 0.9975210421831417 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:48:50,252] Trial 9659 finished with value: 0.9963089697195232 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 36, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:48:52,165] Trial 9660 finished with value: 0.9971708140568264 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 2, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:48:56,846] Trial 9661 finished with value: 0.9963438213696195 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 31, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:49:00,412] Trial 9662 finished with value: 0.9976143941599008 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 14, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:49:02,860] Trial 9663 finished with value: 0.9973324784834596 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 102}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:49:04,776] Trial 9664 finished with value: 0.9972256835986123 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 9, 'rf_n_estimators': 106}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:49:06,251] Trial 9665 finished with value: 0.9962464881580096 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:49:09,180] Trial 9666 finished with value: 0.9973254246383106 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:49:13,126] Trial 9667 finished with value: 0.996749828582673 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 17, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:49:18,400] Trial 9668 finished with value: 0.9971662723622675 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 23, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:49:21,153] Trial 9669 finished with value: 0.9972036468586287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 109}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:49:23,101] Trial 9670 finished with value: 0.9973600027393825 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 6, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:49:25,097] Trial 9671 finished with value: 0.9867016646183605 and parameters: {'classifier': 'SVC', 'svc_c': 1.4100459113537744, 'svc_kernel': 'sigmoid'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:49:27,699] Trial 9672 finished with value: 0.9972032763820349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:49:29,817] Trial 9673 finished with value: 0.9974279437287876 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:49:31,689] Trial 9674 finished with value: 0.9964787142048054 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:49:34,000] Trial 9675 finished with value: 0.9977511538822799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:49:35,836] Trial 9676 finished with value: 0.9970018388984213 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:49:39,550] Trial 9677 finished with value: 0.9971394077152754 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 12, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:49:40,720] Trial 9678 finished with value: 0.9935479416943522 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:49:43,385] Trial 9679 finished with value: 0.9975478012698537 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:49:44,512] Trial 9680 finished with value: 0.9967670462387863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 1, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:49:47,024] Trial 9681 finished with value: 0.997417975232906 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:49:49,265] Trial 9682 finished with value: 0.9973438583640863 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 4, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:49:51,209] Trial 9683 finished with value: 0.9973842949654984 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:49:53,538] Trial 9684 finished with value: 0.997538326012792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:49:55,121] Trial 9685 finished with value: 0.9973220898728968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 5, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:50:06,469] Trial 9686 finished with value: 0.9968447565052277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 49, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:50:09,961] Trial 9687 finished with value: 0.997526710922533 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:50:19,775] Trial 9688 finished with value: 0.9967880939303592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 43, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:50:34,585] Trial 9689 finished with value: 0.9964458055176664 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 63, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:50:36,678] Trial 9690 finished with value: 0.9973874502213075 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:50:44,832] Trial 9691 finished with value: 0.9967154895315199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 34, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:50:49,699] Trial 9692 finished with value: 0.997218945037836 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 21, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:50:54,040] Trial 9693 finished with value: 0.9973461977652459 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 15, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:50:54,842] Trial 9694 finished with value: 0.9940343257610946 and parameters: {'classifier': 'SVC', 'svc_c': 315.63385687201793, 'svc_kernel': 'rbf'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:50:56,055] Trial 9695 finished with value: 0.9910850249141635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 13, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:50:58,584] Trial 9696 finished with value: 0.9975236280926287 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:51:00,967] Trial 9697 finished with value: 0.997746529796113 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:51:03,671] Trial 9698 finished with value: 0.9968463240722154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:51:08,046] Trial 9699 finished with value: 0.9970971288552862 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 18, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:51:10,473] Trial 9700 finished with value: 0.9970110107728253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:51:14,369] Trial 9701 finished with value: 0.9971353173972365 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 16, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:51:26,816] Trial 9702 finished with value: 0.9968368515763517 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 53, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:51:29,733] Trial 9703 finished with value: 0.9974845236264068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:51:33,082] Trial 9704 finished with value: 0.9975597921051992 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:51:38,248] Trial 9705 finished with value: 0.9941566491154058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 56, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:51:48,250] Trial 9706 finished with value: 0.9964723009893187 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 44, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:51:50,176] Trial 9707 finished with value: 0.9973507217500526 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:51:52,506] Trial 9708 finished with value: 0.9964919114932277 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:51:55,080] Trial 9709 finished with value: 0.9852068747152819 and parameters: {'classifier': 'SVC', 'svc_c': 8.108701537390017e-09, 'svc_kernel': 'sigmoid'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:52:08,468] Trial 9710 finished with value: 0.9968941257724352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 62, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:52:11,234] Trial 9711 finished with value: 0.9972506459389064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:52:13,720] Trial 9712 finished with value: 0.9974139033545913 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:52:15,821] Trial 9713 finished with value: 0.9971992512219199 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:52:19,632] Trial 9714 finished with value: 0.9932368977916202 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 40, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:52:23,007] Trial 9715 finished with value: 0.9976100730437988 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:52:25,533] Trial 9716 finished with value: 0.9970909771284192 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:52:28,434] Trial 9717 finished with value: 0.9970420868179733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:52:34,026] Trial 9718 finished with value: 0.9971846866644438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 25, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:52:40,730] Trial 9719 finished with value: 0.9970141836749109 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 28, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:52:43,691] Trial 9720 finished with value: 0.9975356996057352 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:52:45,848] Trial 9721 finished with value: 0.997530435556402 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:52:48,504] Trial 9722 finished with value: 0.9975704541378348 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:52:51,623] Trial 9723 finished with value: 0.9969080936572509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 12, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:52:53,960] Trial 9724 finished with value: 0.9973070003704311 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:52:56,457] Trial 9725 finished with value: 0.9975033678502779 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:52:58,978] Trial 9726 finished with value: 0.9973455449164894 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:53:00,628] Trial 9727 finished with value: 0.9974923103633153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:53:01,743] Trial 9728 finished with value: 0.9906165425506538 and parameters: {'classifier': 'SVC', 'svc_c': 7.324860699218681, 'svc_kernel': 'rbf'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:53:05,685] Trial 9729 finished with value: 0.9953251144241319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 32, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:53:07,853] Trial 9730 finished with value: 0.9975601539808201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:53:11,022] Trial 9731 finished with value: 0.9974186080233052 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:53:15,772] Trial 9732 finished with value: 0.9973938677214117 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 20, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:53:21,191] Trial 9733 finished with value: 0.9973040033598286 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 23, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:53:23,507] Trial 9734 finished with value: 0.9975913476466532 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:53:25,912] Trial 9735 finished with value: 0.9974279633428145 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:53:29,549] Trial 9736 finished with value: 0.9973394776759319 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:53:32,300] Trial 9737 finished with value: 0.9968096384788737 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:53:33,756] Trial 9738 finished with value: 0.9972025560584871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:53:35,974] Trial 9739 finished with value: 0.9976433196761766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:53:36,977] Trial 9740 finished with value: 0.9930719407157764 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 2, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:53:41,431] Trial 9741 finished with value: 0.9973243897603616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:53:42,470] Trial 9742 finished with value: 0.9890764773165284 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 7, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:53:44,336] Trial 9743 finished with value: 0.9973284260287442 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:53:47,147] Trial 9744 finished with value: 0.997335428490221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:53:49,554] Trial 9745 finished with value: 0.997526195657605 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:53:52,974] Trial 9746 finished with value: 0.9973177344163789 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:53:54,334] Trial 9747 finished with value: 0.9867175022150431 and parameters: {'classifier': 'SVC', 'svc_c': 857337.6733716645, 'svc_kernel': 'sigmoid'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:54:00,528] Trial 9748 finished with value: 0.9972095442696434 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 26, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:54:02,644] Trial 9749 finished with value: 0.997574634591531 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:54:04,563] Trial 9750 finished with value: 0.997411584741761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:54:07,543] Trial 9751 finished with value: 0.9976276716182775 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:54:10,755] Trial 9752 finished with value: 0.9972704286209635 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:54:13,620] Trial 9753 finished with value: 0.9964291820269189 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 18, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:54:16,467] Trial 9754 finished with value: 0.9971706469884816 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:54:18,813] Trial 9755 finished with value: 0.9970960691265559 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:54:20,048] Trial 9756 finished with value: 0.9952244084885709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 6, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:54:24,050] Trial 9757 finished with value: 0.9973168577518986 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 14, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:54:25,774] Trial 9758 finished with value: 0.9968330751144799 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:54:30,699] Trial 9759 finished with value: 0.9971238365265881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 21, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:54:38,880] Trial 9760 finished with value: 0.9969140460065832 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 35, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:54:41,376] Trial 9761 finished with value: 0.9972883730751576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:54:44,158] Trial 9762 finished with value: 0.9974573438219937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:54:47,034] Trial 9763 finished with value: 0.9974507338314806 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:54:49,863] Trial 9764 finished with value: 0.9971960987273087 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 10, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:54:50,737] Trial 9765 finished with value: 0.9955214683836302 and parameters: {'classifier': 'SVC', 'svc_c': 4805.724417808401, 'svc_kernel': 'rbf'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:54:52,477] Trial 9766 finished with value: 0.9973214011285668 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 5, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:54:53,788] Trial 9767 finished with value: 0.9937798406502735 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:55:10,965] Trial 9768 finished with value: 0.9965573210988709 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 72, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:55:13,013] Trial 9769 finished with value: 0.9973247074568153 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:55:28,153] Trial 9770 finished with value: 0.9958102062819717 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 64, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:55:31,378] Trial 9771 finished with value: 0.9972094820950826 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:55:33,321] Trial 9772 finished with value: 0.9973774779168769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:55:40,782] Trial 9773 finished with value: 0.9970621807854271 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 30, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:55:42,868] Trial 9774 finished with value: 0.9973000746829523 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:55:44,188] Trial 9775 finished with value: 0.9967083266349211 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 4, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:55:59,802] Trial 9776 finished with value: 0.996700868734472 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 68, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:56:04,973] Trial 9777 finished with value: 0.996988151481494 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 22, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:56:07,678] Trial 9778 finished with value: 0.9975161050342556 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:56:09,585] Trial 9779 finished with value: 0.997118506240242 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 2, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:56:11,954] Trial 9780 finished with value: 0.997371748716772 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:56:14,487] Trial 9781 finished with value: 0.997596629659642 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:56:15,905] Trial 9782 finished with value: 0.9970822350487581 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:56:25,902] Trial 9783 finished with value: 0.9966954246359899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 42, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:56:30,609] Trial 9784 finished with value: 0.9972143490714553 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 17, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:56:32,598] Trial 9785 finished with value: 0.9852052355475749 and parameters: {'classifier': 'SVC', 'svc_c': 1.5287316723310357e-05, 'svc_kernel': 'sigmoid'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:56:33,273] Trial 9786 finished with value: 0.9916786070323919 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 5}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:56:44,960] Trial 9787 finished with value: 0.9968938812001201 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 51, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:56:48,436] Trial 9788 finished with value: 0.9973924976594221 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 14, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:56:49,630] Trial 9789 finished with value: 0.9970762455025982 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 1, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:56:52,595] Trial 9790 finished with value: 0.9974501976195341 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:56:57,220] Trial 9791 finished with value: 0.9974378644273805 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 19, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:57:00,277] Trial 9792 finished with value: 0.9974815026219463 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:57:03,070] Trial 9793 finished with value: 0.9971222608664337 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:57:04,850] Trial 9794 finished with value: 0.9958327767900833 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 13, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:57:08,126] Trial 9795 finished with value: 0.9973114820486071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:57:10,131] Trial 9796 finished with value: 0.9975950733278732 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:57:23,771] Trial 9797 finished with value: 0.9961460460596733 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 58, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:57:25,584] Trial 9798 finished with value: 0.9910678437566438 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 26, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:57:29,367] Trial 9799 finished with value: 0.9972464168944738 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:57:32,288] Trial 9800 finished with value: 0.9974456331054196 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:57:35,135] Trial 9801 finished with value: 0.9975086319948248 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:57:37,401] Trial 9802 finished with value: 0.9973854416878333 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:57:39,268] Trial 9803 finished with value: 0.985388771232742 and parameters: {'classifier': 'SVC', 'svc_c': 0.13959514048069052, 'svc_kernel': 'rbf'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:57:41,156] Trial 9804 finished with value: 0.9972670596420855 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:57:43,528] Trial 9805 finished with value: 0.9975515760178787 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:57:46,213] Trial 9806 finished with value: 0.9972363361416136 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:58:02,118] Trial 9807 finished with value: 0.9963948310423126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 72, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:58:04,939] Trial 9808 finished with value: 0.9972827947888027 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 10, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:58:07,599] Trial 9809 finished with value: 0.9965437392104857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 16, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:58:10,164] Trial 9810 finished with value: 0.9969008472264792 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:58:12,150] Trial 9811 finished with value: 0.9968394066683307 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 4, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:58:14,061] Trial 9812 finished with value: 0.9968505672717548 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:58:25,921] Trial 9813 finished with value: 0.996072117396645 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 53, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:58:29,268] Trial 9814 finished with value: 0.9972065973097209 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:58:32,295] Trial 9815 finished with value: 0.9977295970194574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 11, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:58:34,779] Trial 9816 finished with value: 0.9971506136086935 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:58:37,151] Trial 9817 finished with value: 0.9973002149327655 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 26, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:58:44,066] Trial 9818 finished with value: 0.996784592667883 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 30, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:58:45,908] Trial 9819 finished with value: 0.9974572914544465 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 5, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:58:46,702] Trial 9820 finished with value: 0.9945185301953036 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 10}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:58:50,336] Trial 9821 finished with value: 0.9971957650984256 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 12, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:58:52,857] Trial 9822 finished with value: 0.9975051557735574 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:58:54,451] Trial 9823 finished with value: 0.9866186918894814 and parameters: {'classifier': 'SVC', 'svc_c': 10636713.132021435, 'svc_kernel': 'sigmoid'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:58:55,632] Trial 9824 finished with value: 0.9969469213054435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:58:57,633] Trial 9825 finished with value: 0.997470851856268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:58:58,830] Trial 9826 finished with value: 0.9930306389390068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:59:02,146] Trial 9827 finished with value: 0.9974324891684198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:59:08,264] Trial 9828 finished with value: 0.9961551585524525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 42, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:59:10,271] Trial 9829 finished with value: 0.9974200300719872 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:59:13,246] Trial 9830 finished with value: 0.9974650538801176 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:59:17,067] Trial 9831 finished with value: 0.9975378222052488 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:59:18,869] Trial 9832 finished with value: 0.9946104698669181 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 5, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:59:19,694] Trial 9833 finished with value: 0.9957232773594509 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 15}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:59:22,135] Trial 9834 finished with value: 0.9973737080882276 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:59:26,403] Trial 9835 finished with value: 0.9970155649721198 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 19, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:59:29,882] Trial 9836 finished with value: 0.9972962687683024 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 14, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:59:33,105] Trial 9837 finished with value: 0.9974521285538245 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:59:39,786] Trial 9838 finished with value: 0.9964253938537592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 28, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:59:40,385] Trial 9839 finished with value: 0.9794205079740349 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 6, 'rf_n_estimators': 2}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:59:42,281] Trial 9840 finished with value: 0.9850754448349184 and parameters: {'classifier': 'SVC', 'svc_c': 3.68869065170999e-08, 'svc_kernel': 'rbf'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:59:44,406] Trial 9841 finished with value: 0.9971220376854685 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 31, 'rf_max_features': 7, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:59:46,706] Trial 9842 finished with value: 0.9972075928009266 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:59:52,503] Trial 9843 finished with value: 0.9974156388468476 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 22, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 02:59:54,802] Trial 9844 finished with value: 0.9967115319414103 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:00:02,780] Trial 9845 finished with value: 0.9970000356457326 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 38, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:00:05,471] Trial 9846 finished with value: 0.9974250605620592 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 10, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:00:07,666] Trial 9847 finished with value: 0.9972254793969156 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:00:10,800] Trial 9848 finished with value: 0.996940771133734 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:00:13,216] Trial 9849 finished with value: 0.997276573302015 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:00:14,471] Trial 9850 finished with value: 0.9970983001427616 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 2, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:00:16,298] Trial 9851 finished with value: 0.9962917757398889 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 11, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:00:24,473] Trial 9852 finished with value: 0.9970383187031712 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 35, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:00:26,506] Trial 9853 finished with value: 0.9968889191369766 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 3, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:00:32,246] Trial 9854 finished with value: 0.9967902333827019 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 29, 'rf_max_features': 24, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:00:34,905] Trial 9855 finished with value: 0.9975321129048119 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:00:36,159] Trial 9856 finished with value: 0.9910451519779881 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 13, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:00:39,745] Trial 9857 finished with value: 0.9974645583879062 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 15, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:00:44,753] Trial 9858 finished with value: 0.997337971236154 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 18, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:00:45,928] Trial 9859 finished with value: 0.9888927627247769 and parameters: {'classifier': 'SVC', 'svc_c': 23836.65048144434, 'svc_kernel': 'sigmoid'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:00:48,243] Trial 9860 finished with value: 0.9974365003321175 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 8, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:00:50,244] Trial 9861 finished with value: 0.9973402584601937 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:00:52,848] Trial 9862 finished with value: 0.9976283357657292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:00:55,961] Trial 9863 finished with value: 0.9973963871082446 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:00:59,389] Trial 9864 finished with value: 0.9973765879542135 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:01:02,173] Trial 9865 finished with value: 0.9971575217133714 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:01:04,264] Trial 9866 finished with value: 0.9975173007916576 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:01:06,515] Trial 9867 finished with value: 0.9973944187549613 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:01:08,256] Trial 9868 finished with value: 0.997417004497268 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:01:11,537] Trial 9869 finished with value: 0.9970992767181744 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:01:26,798] Trial 9870 finished with value: 0.9964174647723357 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 64, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:01:28,911] Trial 9871 finished with value: 0.9973458949856088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:01:38,369] Trial 9872 finished with value: 0.9972490967799049 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 43, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:01:41,719] Trial 9873 finished with value: 0.9960141111657258 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 25, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:01:44,599] Trial 9874 finished with value: 0.9973163066866112 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:01:46,608] Trial 9875 finished with value: 0.9971483046124491 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:01:48,111] Trial 9876 finished with value: 0.9970912563585292 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 4, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:01:49,957] Trial 9877 finished with value: 0.9850746253621474 and parameters: {'classifier': 'SVC', 'svc_c': 3.657431295986836e-05, 'svc_kernel': 'rbf'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:01:52,513] Trial 9878 finished with value: 0.9975919234357707 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:01:54,936] Trial 9879 finished with value: 0.9976165132365068 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:01:58,465] Trial 9880 finished with value: 0.9976635985804169 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:02:01,251] Trial 9881 finished with value: 0.9935642246373524 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 33, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:02:09,355] Trial 9882 finished with value: 0.9969887577072646 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 37, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:02:13,623] Trial 9883 finished with value: 0.9970097950522797 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 17, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:02:17,013] Trial 9884 finished with value: 0.9975602819163253 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 13, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:02:20,083] Trial 9885 finished with value: 0.9975332568976868 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:02:22,434] Trial 9886 finished with value: 0.9977325057986769 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 8, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:02:38,080] Trial 9887 finished with value: 0.9959140482084322 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 24, 'rf_max_features': 67, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:02:40,955] Trial 9888 finished with value: 0.9971228919747238 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 12, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:02:44,514] Trial 9889 finished with value: 0.9972503497607539 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 23, 'rf_max_features': 14, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:02:47,580] Trial 9890 finished with value: 0.9953874220301745 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 20, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:02:49,334] Trial 9891 finished with value: 0.9971564106644445 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:02:50,196] Trial 9892 finished with value: 0.9956954081124736 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 5, 'rf_n_estimators': 23}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:02:52,831] Trial 9893 finished with value: 0.9974678010499125 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:02:55,128] Trial 9894 finished with value: 0.997459271423804 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:03:00,261] Trial 9895 finished with value: 0.9973237002543218 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 22, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:03:02,834] Trial 9896 finished with value: 0.9852112979322326 and parameters: {'classifier': 'SVC', 'svc_c': 0.0003944763480538383, 'svc_kernel': 'sigmoid'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:03:05,546] Trial 9897 finished with value: 0.9972180421261064 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:03:08,080] Trial 9898 finished with value: 0.9973326481225749 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 11, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:03:10,631] Trial 9899 finished with value: 0.997368934072186 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 9, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:03:12,568] Trial 9900 finished with value: 0.9974490144303435 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 6, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:03:15,233] Trial 9901 finished with value: 0.9971682607739084 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:03:17,565] Trial 9902 finished with value: 0.997544384176308 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:03:21,048] Trial 9903 finished with value: 0.9973866650889525 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 15, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:03:33,015] Trial 9904 finished with value: 0.9965430153957681 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 56, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:03:35,566] Trial 9905 finished with value: 0.9973628461067751 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 27, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:03:48,186] Trial 9906 finished with value: 0.9968286935694018 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 51, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:03:53,405] Trial 9907 finished with value: 0.9971915783288857 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 23, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:03:55,561] Trial 9908 finished with value: 0.9974469591786694 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:03:58,191] Trial 9909 finished with value: 0.997024115291344 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:03:59,914] Trial 9910 finished with value: 0.9967390960601451 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 5, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:04:03,539] Trial 9911 finished with value: 0.9972713374676818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 11, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:04:04,921] Trial 9912 finished with value: 0.9971097292488827 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 4, 'rf_n_estimators': 110}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:04:07,203] Trial 9913 finished with value: 0.9974130029184184 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:04:08,967] Trial 9914 finished with value: 0.9961588099352312 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:04:11,614] Trial 9915 finished with value: 0.9972543175069942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:04:15,032] Trial 9916 finished with value: 0.9965803496484625 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 20, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:04:18,722] Trial 9917 finished with value: 0.9974200520663571 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 13, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:04:20,762] Trial 9918 finished with value: 0.9952084131544879 and parameters: {'classifier': 'SVC', 'svc_c': 226532.2139811629, 'svc_kernel': 'rbf'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:04:22,893] Trial 9919 finished with value: 0.9974526783813334 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 7, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:04:25,750] Trial 9920 finished with value: 0.9973933398247968 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:04:36,130] Trial 9921 finished with value: 0.9970480761419679 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 45, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:04:37,943] Trial 9922 finished with value: 0.9890176739245873 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 6, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:04:40,221] Trial 9923 finished with value: 0.9976646230165942 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 8, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:04:44,002] Trial 9924 finished with value: 0.9971954874234731 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 16, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:04:45,195] Trial 9925 finished with value: 0.9971854070832057 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 2, 'rf_n_estimators': 110}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:04:47,522] Trial 9926 finished with value: 0.9973791334613443 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:04:50,670] Trial 9927 finished with value: 0.9972633473860003 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 9, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:04:53,532] Trial 9928 finished with value: 0.9974000943497403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 11, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:04:54,695] Trial 9929 finished with value: 0.9969349902643158 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:05:02,040] Trial 9930 finished with value: 0.9971508988690058 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 31, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:05:03,494] Trial 9931 finished with value: 0.9973164009164587 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 3, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:05:05,365] Trial 9932 finished with value: 0.9949298591572059 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 3, 'rf_max_features': 18, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:05:07,959] Trial 9933 finished with value: 0.9976594409462761 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:05:09,880] Trial 9934 finished with value: 0.9852063832220468 and parameters: {'classifier': 'SVC', 'svc_c': 1.1135930013465318e-09, 'svc_kernel': 'sigmoid'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:05:12,081] Trial 9935 finished with value: 0.9975293347588193 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 9, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:05:18,837] Trial 9936 finished with value: 0.9971346210992845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 29, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:05:22,669] Trial 9937 finished with value: 0.9964178672090025 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 25, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:05:40,926] Trial 9938 finished with value: 0.9958360374792208 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 73, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:05:43,578] Trial 9939 finished with value: 0.9975780478447899 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:05:46,691] Trial 9940 finished with value: 0.9973844509255757 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:05:49,702] Trial 9941 finished with value: 0.997339544928558 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:05:52,085] Trial 9942 finished with value: 0.9972791902194377 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 21, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:05:54,703] Trial 9943 finished with value: 0.9973226948926269 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 6, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:05:57,564] Trial 9944 finished with value: 0.9974040997054011 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 11, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:05:59,638] Trial 9945 finished with value: 0.9972857756130723 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 7, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:06:02,356] Trial 9946 finished with value: 0.9975451297632301 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:06:05,293] Trial 9947 finished with value: 0.9969239258584891 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 8, 'rf_max_features': 14, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:06:07,779] Trial 9948 finished with value: 0.9968965066550398 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 32, 'rf_max_features': 9, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:06:10,728] Trial 9949 finished with value: 0.997451994239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 8, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:06:12,930] Trial 9950 finished with value: 0.9974748277908884 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:06:14,792] Trial 9951 finished with value: 0.9971565352992071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 19, 'rf_max_features': 6, 'rf_n_estimators': 111}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:06:16,684] Trial 9952 finished with value: 0.9853369882341955 and parameters: {'classifier': 'SVC', 'svc_c': 0.0024817189296399943, 'svc_kernel': 'rbf'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:06:18,098] Trial 9953 finished with value: 0.9968735989316615 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 7, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:06:31,393] Trial 9954 finished with value: 0.9966821636813251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 58, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:06:33,974] Trial 9955 finished with value: 0.9973862180605257 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:06:43,492] Trial 9956 finished with value: 0.9967331725288325 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 44, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:06:45,289] Trial 9957 finished with value: 0.9965634199821217 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 6, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:06:47,958] Trial 9958 finished with value: 0.9974623705352547 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 10, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:06:54,940] Trial 9959 finished with value: 0.9968891215296126 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 27, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:06:58,648] Trial 9960 finished with value: 0.997617555890243 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 15, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:07:01,902] Trial 9961 finished with value: 0.9973417637256691 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 12, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:07:04,650] Trial 9962 finished with value: 0.9974774954572251 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 11, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:07:06,769] Trial 9963 finished with value: 0.9976572898143837 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 7, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:07:09,165] Trial 9964 finished with value: 0.9960754649524354 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 5, 'rf_max_features': 9, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:07:13,820] Trial 9965 finished with value: 0.9972798960070239 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 20, 'rf_n_estimators': 110}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:07:16,602] Trial 9966 finished with value: 0.9975800720885283 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 12, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:07:17,753] Trial 9967 finished with value: 0.9967754988687313 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 1, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:07:21,757] Trial 9968 finished with value: 0.9972299095009921 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 17, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:07:24,572] Trial 9969 finished with value: 0.9975795726925544 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 10, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:07:42,639] Trial 9970 finished with value: 0.9951233086538401 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 30, 'rf_max_features': 74, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:07:43,881] Trial 9971 finished with value: 0.9879823067041174 and parameters: {'classifier': 'SVC', 'svc_c': 3.2192518138286497, 'svc_kernel': 'sigmoid'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:07:46,207] Trial 9972 finished with value: 0.9974917215933939 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:07:48,625] Trial 9973 finished with value: 0.9975926414741892 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:07:56,055] Trial 9974 finished with value: 0.9971949934546812 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 32, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:08:00,169] Trial 9975 finished with value: 0.997166323269871 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 14, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:08:07,994] Trial 9976 finished with value: 0.996893277925975 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 35, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:08:10,054] Trial 9977 finished with value: 0.9970720921213371 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 7, 'rf_n_estimators': 110}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:08:11,910] Trial 9978 finished with value: 0.9974982302130305 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 11, 'rf_max_features': 6, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:08:14,281] Trial 9979 finished with value: 0.9970406720372722 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 25, 'rf_max_features': 8, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:08:17,505] Trial 9980 finished with value: 0.9975664249152677 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 114}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:08:18,822] Trial 9981 finished with value: 0.9971876428600973 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 20, 'rf_max_features': 2, 'rf_n_estimators': 125}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:08:20,800] Trial 9982 finished with value: 0.997279385185403 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 10, 'rf_max_features': 7, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:08:22,448] Trial 9983 finished with value: 0.9958168881271071 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 4, 'rf_max_features': 11, 'rf_n_estimators': 117}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:08:24,470] Trial 9984 finished with value: 0.996384064433272 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 28, 'rf_n_estimators': 27}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:08:26,965] Trial 9985 finished with value: 0.9974384599892142 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 112}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:08:29,945] Trial 9986 finished with value: 0.9975545103461139 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 17, 'rf_max_features': 8, 'rf_n_estimators': 121}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:08:33,011] Trial 9987 finished with value: 0.9971656456972845 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 12, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:08:35,607] Trial 9988 finished with value: 0.9971330637836407 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 14, 'rf_max_features': 9, 'rf_n_estimators': 124}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:08:38,848] Trial 9989 finished with value: 0.9973997560871228 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 13, 'rf_n_estimators': 119}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:08:41,453] Trial 9990 finished with value: 0.9973913031715366 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 10, 'rf_n_estimators': 113}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:08:43,031] Trial 9991 finished with value: 0.9885423793683562 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 2, 'rf_max_features': 5, 'rf_n_estimators': 110}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:08:44,792] Trial 9992 finished with value: 0.9850759360107744 and parameters: {'classifier': 'SVC', 'svc_c': 1.0214236771879803e-10, 'svc_kernel': 'rbf'}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:08:48,848] Trial 9993 finished with value: 0.9974650607037678 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 15, 'rf_max_features': 16, 'rf_n_estimators': 122}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:08:53,861] Trial 9994 finished with value: 0.9972357759358088 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 16, 'rf_max_features': 21, 'rf_n_estimators': 118}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:09:03,064] Trial 9995 finished with value: 0.9966464136262818 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 18, 'rf_max_features': 40, 'rf_n_estimators': 116}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:09:05,736] Trial 9996 finished with value: 0.9973771958620933 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 22, 'rf_max_features': 6, 'rf_n_estimators': 125}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:09:07,926] Trial 9997 finished with value: 0.9971659459061512 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 9, 'rf_max_features': 8, 'rf_n_estimators': 120}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:09:09,269] Trial 9998 finished with value: 0.9971895250132241 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 12, 'rf_max_features': 3, 'rf_n_estimators': 115}. Best is trial 6150 with value: 0.9978456681964243.
[I 2023-09-11 03:09:11,399] Trial 9999 finished with value: 0.9974933130590261 and parameters: {'classifier': 'RandomForest', 'rf_max_depth': 13, 'rf_max_features': 7, 'rf_n_estimators': 123}. Best is trial 6150 with value: 0.9978456681964243.

---------------------------------------------------------------------------
FileNotFoundError                         Traceback (most recent call last)
Cell In[102], line 10
      7     best_params['trials'].append(study_.best_trial.params)
      9 # dump to json
---> 10 with open(Path.cwd().parent / 'parameter_test_results.json') as dst:
     11     json.dump(best_params, dst, indent=6)

File ~/miniconda3/envs/treemort/lib/python3.11/site-packages/IPython/core/interactiveshell.py:284, in _modified_open(file, *args, **kwargs)
    277 if file in {0, 1, 2}:
    278     raise ValueError(
    279         f"IPython won't let you open fd={file} by default "
    280         "as it is likely to crash IPython. If you know what you are doing, "
    281         "you can use builtins' open."
    282     )
--> 284 return io_open(file, *args, **kwargs)

FileNotFoundError: [Errno 2] No such file or directory: '/home/michael/TreeMortality/parameter_test_results.json'

# dump to json
with open(Path.cwd().parent / 'parameter_test_results.json', 'w') as dst:
    json.dump(best_params, dst, indent=6)

# append params from 'final_model'
best_params['trials'].append(
    {'classifier': 'RandomForest',
    'rf_max_depth': rf_max_depth,
    'rf_max_features': rf_max_features,
    'rf_n_estimators': rf_n_estimators}
)

param_df = pd.DataFrame.from_dict(best_params['trials'])

from matplotlib.ticker import FormatStrFormatter, MaxNLocator

param_df.rf_max_depth.min(), param_df.rf_max_depth.max(), param_df.rf_max_depth.median()

(11, 16, 13.0)

img_dir = Path('/home/michael/thesis/images/')

melted = param_df[[
    'rf_n_estimators',
    'rf_max_depth',
    'rf_max_features']].melt()

melted.columns = ['param', 'value']

sns.catplot(
    data=melted,
    y='value',
    col='param',
    sharey=False,
    color='k'
)

plt.suptitle('Distributions of Random Forest Parameters');
plt.tight_layout()
plt.savefig(img_dir / 'RF_param_swarm.png')

fig = optuna.visualization.plot_contour(
    study_, params=[
        'rf_n_estimators',
        'rf_max_depth',
    ],
    target_name='ROC AUC'
)
fig.update_layout(title_text='Contour Plot - Last Trial')
#fig.write_image(img_dir / 'contour_last.png')
fig.show()

fig = optuna.visualization.plot_contour(
    study, params=[
        'rf_n_estimators',
        'rf_max_depth',
    ],
    target_name='ROC AUC'
)
fig.update_layout(title_text='Contour Plot - First Trial')
#fig.write_image(img_dir / 'contour_first.png')
fig.show()

optuna.visualization.plot_param_importances(
    study_,
    target_name='ROC AUC - First Trial',
    params=[
        'rf_max_depth',
        'rf_max_features',
        'rf_n_estimators'
        ]
    )

optuna.visualization.plot_param_importances(
    study,
    target_name='ROC AUC - Last Trial',
    params=[
        'rf_max_depth',
        'rf_max_features',
        'rf_n_estimators'
        ]
    )

ergebnis = []
for params in best_params['trials']:
    X = train[use_cols]
    y = train.y
    
    final_model = RandomForestClassifier(
        n_estimators=params['rf_n_estimators'],
        max_features=params['rf_max_features'],
        max_depth=params['rf_max_depth'],
        oob_score=False,
        random_state=np.random.seed(1234)
    ).fit(X, y)

    X_test = test[use_cols]
    y_test = test.y

    roc = roc_auc_score(y_test, final_model.predict_proba(X_test)[:,1])
    ergebnis.append(
        {
            'rf_n_estimators': params['rf_n_estimators'],
            'rf_max_depth': params['rf_max_depth'],
            'ROC AUC': roc
        }
    )
    
    roc_df = pd.DataFrame.from_dict(ergebnis)

z

array([[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0],
       [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0],
       [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0],
       [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0],
       [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0],
       [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0],
       [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0],
       [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0],
       [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0],
       [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0],
       [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]])

len(ax1), len(ax2), len(z)

(11, 11, 0)

mn, mx, med = roc_df['ROC AUC'].min(), roc_df['ROC AUC'].max(), roc_df['ROC AUC'].median()
f'min: {mn:.4f}, max: {mx:.4f}, median: {med:.4f}'

'min: 0.9980, max: 0.9988, median: 0.9983'

sns.swarmplot(roc_df['ROC AUC'])

<Axes: ylabel='ROC AUC'>

from mpl_toolkits.mplot3d import Axes3D

fig = plt.figure(figsize=(6,6))
ax = fig.add_subplot(projection='3d')

ax1 = range(roc_df.rf_n_estimators.values.min(), roc_df.rf_n_estimators.values.max())
ax2 = range(roc_df.rf_max_depth.values.min(), roc_df.rf_max_depth.values.max())

def make_surf(ax1, ax2):
    z = np.zeros_like(ax1)
    for n in ax1:
        for d in ax2:
            try:
                z(roc_df.loc[(roc_df.rf_n_estimators == n) & (roc_df.rf_max_depth == d)]['ROC AUC'].values)
            except:
                pass    
            
    return z

#z = make_surf(ax1, ax2)
 
ax.scatter(
    roc_df.rf_n_estimators.values, 
    roc_df.rf_max_depth.values, 
    roc_df['ROC AUC'].values,
    c=roc_df['ROC AUC'].values,
    cmap='cool',
    depthshade=0
)

<mpl_toolkits.mplot3d.art3d.Path3DCollection at 0x7f0e8e81b0d0>

Creating Hyperparams for use in test_geographic_outlier.ipynb

Here we will take random samples of crowns, make predictions on them, then score the predictions. We will then compute summary statistics on the scores, then compute summary statistics on the summary statistics. this is done in order to create hyper parameters for a Bayesian model for detecting outliers in model predictions by tile.

import contextlib
import joblib

@contextlib.contextmanager
def tqdm_joblib(tqdm_object):
    '''
    Context manager to patch joblib to report into
    tqdm progress bar given as argument
    '''
    class TqdmBatchCompletionCallback(joblib.parallel.BatchCompletionCallBack):
        def __init__(self, *args, **kwargs):
            super().__init__(*args, **kwargs)

        def __call__(self, *args, **kwargs):
            tqdm_object.update(n=self.batch_size)
            return super().__call__(*args, **kwargs)

    old_batch_callback = joblib.parallel.BatchCompletionCallBack
    joblib.parallel.BatchCompletionCallBack = TqdmBatchCompletionCallback
    try:
        yield tqdm_object
    finally:
        joblib.parallel.BatchCompletionCallBack = old_batch_callback
        tqdm_object.close() 

# TODO: make this section into an executable .py

def inside_func(data, n_samps):
    '''Returns dict of means and stds of scores fro n_samps model runs.'''
    scrs = []
    for j in range(n_samps):
        # make sample population of crowns
        sample = data.sample(512)
        X = sample[use_cols]
        y = sample.y
        # make predictions
        pred = final_model.predict(X)
        probs = final_model.predict_proba(X)[:,1]
        # score
        scrs.append(
            {
                'acc': accuracy_score(y, pred),
                'roc': roc_auc_score(y, probs),
                'loss': log_loss(y, probs)
            }
        )
    # make df of observations
    scores_df = pd.DataFrame.from_dict(scrs)
    
    return scores_df    
    
# run inside_func in ||
with tqdm_joblib(tqdm(desc='Calculating scores', total=len(crowns))) as progress_bar:
    groups = range(256)    
    n_samps = 512
    groups_of_scores = Parallel(n_jobs=16)(
            delayed(inside_func)
            (data, n_samps) 
            for g in groups)

Calculating scores:  17%|█▋        | 256/1489 [04:54<23:36,  1.15s/it]

obs_path = Path.cwd() / 'obs.csv'

# create a dict with mean and std of the means and stds
obs_df = pd.concat(groups_of_scores)

obs_df.to_csv(obs_path)

hyper_params = {
            'mu_acc_mu': hyper_df.mu_acc.mean(),
            'mu_acc_sigma': hyper_df.mu_acc.std(),
            'sigma_acc_mu': hyper_df.sigma_acc.mean(),
            'sigma_acc_sigma': hyper_df.sigma_acc.std(),
            'mu_roc_mu': hyper_df.mu_roc.mean(),
            'mu_roc_sigma': hyper_df.mu_roc.std(),
            'sigma_roc_mu': hyper_df.sigma_roc.mean(),
            'sigma_roc_sigma': hyper_df.sigma_roc.std(),
            'mu_loss_mu': hyper_df.mu_loss.mean(),
            'mu_loss_sigma': hyper_df.mu_loss.std(),
            'sigma_loss_mu': hyper_df.sigma_loss.mean(),
            'sigma_loss_sigma': hyper_df.sigma_loss.std()
        }

hyper_params

#with open(param_path, 'w') as dst:
    #json.dump(hyper_params, dst)

Revisit correlation for use in naive bayes

# if needed load features, and model
feature_path = Path.cwd().parent / 'train_test_features.parquet'
data = pd.read_parquet(feature_path) 
train, test = train_test_split(data, test_size=0.2)

import pickle
pickle_path = '/home/michael/TreeMortality/src/RF_model.sav'
final_model = pickle.load(open(pickle_path, 'rb'))
cols = final_model.feature_names_in_

X = train[cols]
y = train.y

X_test = test[cols]
y_test = test.y

def prune_correlated_features(correlation_df, feature_importances, max_corr):
    # extract feature names in ordeer of importance
    features = [x[1] for x in feature_importances]
    # list to store the selected features
    selected_features = []

    for feature in features:
        # if already in selected list, skip it
        if feature in selected_features:
            continue
        
        # if not in the correlation dataframe, skip it
        if feature not in correlation_df.columns:
            continue
        
        # check correlations selected features
        high_corr_with_selected = any(
            abs(correlation_df[feature][selected_feature])
            > max_corr for selected_feature in selected_features
            )
        
        # if not highly correlated with already selected features, append
        if not high_corr_with_selected:
            selected_features.append(feature)
    
    return selected_features

# feature importances, from model earlier
feature_importances = [
    (0.153735, 'n_mean'),
    (0.108761, 'r_mean'),
    (0.104064, 'rgi_mean'),
    (0.085179, 'n30'),
    (0.063940, 'n50'),
    (0.059648, 'rgi40'),
    (0.047179, 'r20'),
    (0.044765, 'r30'),
    (0.038491, 'rgi50'),
    (0.033937, 'g_mean'),
    (0.029495, 'b20'),
    (0.025317, 'n60'),
    (0.023730, 'b30'),
    (0.013692, 'g40'),
    (0.013007, 'r10'),
    (0.012050, 'lum70'),
    (0.011386, 'ndvi_mean'),
    (0.010696, 'b_mean'),
    (0.008859, 'savi_std'),
    (0.008676, 'savi_mean'),
    (0.008061, 'rgi_std'),
    (0.007811, 'n20'),
    (0.007810, 'lum50'),
    (0.006870, 'lum30'),
    (0.006753, 'n_std'),
    (0.006560, 'b_std'),
    (0.006343, 'ndvi_std'),
    (0.005230, 'lum20'),
    (0.005118, 'r_std'),
    (0.004806, 'lum60'),
    (0.004770, 'n40'),
    (0.004734, 'r40'),
    (0.004636, 'lum40'),
    (0.004616, 'g_std'),
    (0.004549, 'g30'),
    (0.004326, 'g20'),
    (0.002596, 'b40'),
    (0.002034, 'lum80'),
    (0.001570, 'b50'),
    (0.001423, 'lum10'),
    (0.001120, 'b10'),
    (0.000476, 'n10'),
    (0.000373, 'rgi60'),
    (0.000222, 'rgi80'),
    (0.000218, 'r60'),
    (0.000170, 'b80'),
    (0.000086, 'rgi30'),
    (0.000036, 'r70'),
    (0.000011, 'n80'),
    (0.000009, 'b60')
]

# correlation dataframe
correlation_df = data[data.n50 != -99][cols].corr()

# Define max correlation threshold
max_corr = 0.4

# Get the pruned feature list
pruned_features = prune_correlated_features(
    correlation_df, 
    feature_importances,
    max_corr
)

len(feature_importances), '-->', len(pruned_features)

(50, '-->', 23)

# compute correlation using all crowns with spectral data
corr = data[data.n50 != -99][pruned_features].corr()

plt.subplots(figsize=(20,15))
mask = np.triu(corr)
sns.heatmap(data=corr, mask=mask, cmap='PiYG');
plt.title(f'Correlation Heatmap of Pruned Features');

pruned_features

['n_mean',
 'lum70',
 'savi_std',
 'rgi_std',
 'lum50',
 'lum30',
 'b_std',
 'r_std',
 'r40',
 'lum40',
 'g30',
 'b50',
 'lum10',
 'b10',
 'n10',
 'rgi60',
 'rgi80',
 'r60',
 'b80',
 'rgi30',
 'r70',
 'n80',
 'b60']